{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8244d177-ad36-424f-aa16-cf74bb1c00ea",
   "metadata": {},
   "source": [
    "# GGIS 407 - Final Project\n",
    "# Topic: Income_level vs Food_expenditure_share\n",
    "\n",
    "## Overview of problem\n",
    "In this project,I will be exploring the **relationship between household income levels and food\n",
    "expenditure across different U.S. states.** I would like to check if the situtation in U.S supports engel's law which explains that as a household's income increases, the percentage of that income spent on food decreases.\n",
    "\n",
    "## Overview of Data Source\n",
    "\n",
    "### Median Household Income Data(Based in 2023)\n",
    "[Data Source](https://hdpulse.nimhd.nih.gov/data-portal/social/table?age=001&age_options=ageall_1&demo=00011&demo_options=income_3&race=00&race_options=race_7&sex=0&sex_options=sexboth_1&socialtopic=030&socialtopic_options=social_6&statefips=00&statefips_options=area_states)\n",
    "\n",
    "This data contains information on median incomes across states,I chose **median** instead\n",
    "of the mean because it reduces the influence of extremely wealthy people.\n",
    "\n",
    "### Food Expenditure Share Data(Based in 2023)\n",
    "[Data Source](https://www.consumeraffairs.com/movers/grocery-cost-report.html#:~:text=across%20the%20U.S.-,See%20how%20much%20monthly%20income%20went%20to,every%20U.S.%20state%20in%202023&text=Hawaii%20and%20Alaska%2C%20known%20for,incomes%20on%20groceries%20in%2023) (This link will direct you to an article, which I collected data from a map there)\n",
    "This data contains state-level numerical information on the proportion of household spending\n",
    "allocated to food.\n",
    "\n",
    "### Spatial data\n",
    "Furthuremore, I will use spatial data from\n",
    "\"/home/jovyan/shared_data/data/geog407/lab3/\" in week-3 class to help creating maps.\n",
    "\n",
    "#### Below are works I have done."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72cc7d9d-2848-4ad4-82f0-44a13c626dce",
   "metadata": {},
   "source": [
    "## Import Median household income data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "30a398c3-8a88-4ce3-b771-deaad54e0663",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>FIPS</th>\n",
       "      <th>median_income</th>\n",
       "      <th>rank</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Mississippi</td>\n",
       "      <td>28000</td>\n",
       "      <td>54915.0</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>West Virginia</td>\n",
       "      <td>54000</td>\n",
       "      <td>57917.0</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>5000</td>\n",
       "      <td>58773.0</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>22000</td>\n",
       "      <td>60023.0</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>1000</td>\n",
       "      <td>62027.0</td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           state   FIPS  median_income  rank\n",
       "0    Mississippi  28000        54915.0    51\n",
       "1  West Virginia  54000        57917.0    50\n",
       "2       Arkansas   5000        58773.0    49\n",
       "3      Louisiana  22000        60023.0    48\n",
       "4        Alabama   1000        62027.0    47"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Median household income data\n",
    "import pandas as pd\n",
    "df = pd.read_csv('median_income.csv')\n",
    "# Data Cleaning:Rename columns\n",
    "df_income =df.rename(columns={'Value (Dollars)': 'median_income',\n",
    "                              'Rank within US (of 52 states)':'rank','State':'state'})\n",
    "# Data Cleaning:Change the type of values in \"median_income\" to float\n",
    "df_income['median_income'] = df_income['median_income'].str.replace(',', '').astype(float)\n",
    "df_income.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f48fe198-4d44-4ac8-956f-e4daea9e8b1f",
   "metadata": {},
   "source": [
    "## Check if the data is good"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "69e7d108-8fb7-4750-a530-73501ba0109a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(50, 4)"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# There are 50 rows and 4 columns\n",
    "df_income.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "968b9981-7e58-4dcf-b753-f1fa78ceae4f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "state            0\n",
       "FIPS             0\n",
       "median_income    0\n",
       "rank             0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# See if there is missing value, the result is good.\n",
    "df_income.isna().sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6a865b72-1cda-4dfa-b081-ebab878b86c6",
   "metadata": {},
   "source": [
    "### Data visualizations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "c3727d03-8255-4bad-a0a1-050c5dce68df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "state             object\n",
       "FIPS               int64\n",
       "median_income    float64\n",
       "rank               int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data types of all columns look good\n",
    "df_income.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "c1b29480-b23e-4e1e-9417-dbee48f10fa2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Simple visualization\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "1450f450-7a64-4b26-a4b7-7a958ea88d98",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'median income($)')"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Boxplot for median_income is best for visualizing numerical data\n",
    "# As you can see, Q2 lies in leftward\n",
    "plt.boxplot(df_income['median_income'],vert=False)\n",
    "plt.title(\"Median incomes across US states\")\n",
    "plt.xlabel(\"median income($)\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "182a9deb-ff33-485e-8148-d6806fbe6b1b",
   "metadata": {},
   "source": [
    "#### Insight: Darker states represent higher income(eg.California) while lighter states represent lower income(eg.Mississippi)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "feb18c09-418e-42aa-83e7-3a37b7da444b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Map visualization\n",
    "import geopandas as gpd\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "from datetime import datetime\n",
    "\n",
    "# Set environment variable needed for basemap\n",
    "os.environ[\"PROJ_LIB\"] = r\"/opt/conda/pkgs/proj4-5.2.0-he1b5a44_1006/share/proj\"\n",
    "\n",
    "# Define data path\n",
    "data_path = \"/home/jovyan/shared_data/data/geog407/assignment3/\"\n",
    "\n",
    "# Load geographic and income data\n",
    "state_geo = f\"{data_path}/us-states.json\"\n",
    "gdf_states = gpd.read_file(state_geo)\n",
    "\n",
    "# Merge shapefile and income dataframe\n",
    "gdf_merged = gdf_states.merge(df_income, left_on=\"name\", right_on=\"state\")\n",
    "\n",
    "# Exclude Alaska and Hawaii to aviod scaling issue.\n",
    "gdf_contig = gdf_merged[~gdf_merged[\"name\"].isin([\"Alaska\", \"Hawaii\"])]\n",
    "\n",
    "# Plot the map\n",
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "gdf_contig.plot(\n",
    "    column=\"median_income\",\n",
    "    cmap=\"YlGnBu\",\n",
    "    edgecolor=\"0.8\",\n",
    "    linewidth=0.5,\n",
    "    legend=True,\n",
    "    legend_kwds={\n",
    "        \"label\": \"Median Income ($)\",\n",
    "        \"orientation\": \"horizontal\"\n",
    "    },\n",
    "    ax=ax\n",
    ")\n",
    "\n",
    "# Add title\n",
    "ax.set_title(\"Household Median Income by State (Mainland U.S.)\", fontsize=16)\n",
    "ax.axis(\"off\")\n",
    "# Show the plot\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "b46be43a-586f-48ab-a778-02d72ea56e48",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Filter for Alaska only\n",
    "gdf_alaska = gdf_merged[gdf_merged[\"name\"] == \"Alaska\"]\n",
    "\n",
    "# Create figure and axis\n",
    "fig, ax = plt.subplots(figsize=(8, 8))\n",
    "\n",
    "# Plot Alaska's median income\n",
    "gdf_alaska.plot(\n",
    "    column=\"median_income\",\n",
    "    cmap=\"YlGnBu\",\n",
    "    edgecolor=\"0.8\",\n",
    "    linewidth=0.5,\n",
    "    legend=True,\n",
    "    legend_kwds={\n",
    "        \"label\": \"Median Income ($)\",\n",
    "        \"orientation\": \"horizontal\"\n",
    "    },\n",
    "    ax=ax\n",
    ")\n",
    "\n",
    "# Add title and remove axis\n",
    "ax.set_title(\"Household Median Income in Alaska\", fontsize=16)\n",
    "ax.axis(\"off\")\n",
    "\n",
    "# Show the map\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "17515281-69ce-4180-bc6b-2f7167286359",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Filter for Hawaii only\n",
    "gdf_hawaii = gdf_merged[gdf_merged[\"name\"] == \"Hawaii\"]\n",
    "\n",
    "# Create figure and axis\n",
    "fig, ax = plt.subplots(figsize=(8, 8))\n",
    "\n",
    "# Plot Hawaii's median income\n",
    "gdf_hawaii.plot(\n",
    "    column=\"median_income\",\n",
    "    cmap=\"YlGnBu\",\n",
    "    edgecolor=\"0.8\",\n",
    "    linewidth=0.5,\n",
    "    legend=True,\n",
    "    legend_kwds={\n",
    "        \"label\": \"Median Income ($)\",\n",
    "        \"orientation\": \"horizontal\"\n",
    "    },\n",
    "    ax=ax\n",
    ")\n",
    "\n",
    "# Add title and remove axis\n",
    "ax.set_title(\"Household Median Income in Hawaii\", fontsize=16)\n",
    "ax.axis(\"off\")\n",
    "\n",
    "# Show the map\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "31d1787c-853e-4da7-bee8-199bca1fb64a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe srcdoc=\"&lt;!DOCTYPE html&gt;\n",
       "&lt;html&gt;\n",
       "&lt;head&gt;\n",
       "    \n",
       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
       "    \n",
       "        &lt;script&gt;\n",
       "            L_NO_TOUCH = false;\n",
       "            L_DISABLE_3D = false;\n",
       "        &lt;/script&gt;\n",
       "    \n",
       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_a31c1d938f92961cb45305278847a792 {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
       "                    top: 0.0%;\n",
       "                }\n",
       "                .leaflet-container { font-size: 1rem; }\n",
       "            &lt;/style&gt;\n",
       "        \n",
       "    \n",
       "                    &lt;style&gt;\n",
       "                        .foliumtooltip {\n",
       "                            \n",
       "                        }\n",
       "                       .foliumtooltip table{\n",
       "                            margin: auto;\n",
       "                        }\n",
       "                        .foliumtooltip tr{\n",
       "                            text-align: left;\n",
       "                        }\n",
       "                        .foliumtooltip th{\n",
       "                            padding: 2px; padding-right: 8px;\n",
       "                        }\n",
       "                    &lt;/style&gt;\n",
       "            \n",
       "    \n",
       "                    &lt;style&gt;\n",
       "                        .foliumpopup {\n",
       "                            margin: auto;\n",
       "                        }\n",
       "                       .foliumpopup table{\n",
       "                            margin: auto;\n",
       "                        }\n",
       "                        .foliumpopup tr{\n",
       "                            text-align: left;\n",
       "                        }\n",
       "                        .foliumpopup th{\n",
       "                            padding: 2px; padding-right: 8px;\n",
       "                        }\n",
       "                    &lt;/style&gt;\n",
       "            \n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js&quot;&gt;&lt;/script&gt;\n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;\n",
       "    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_a31c1d938f92961cb45305278847a792&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;\n",
       "    \n",
       "    \n",
       "            var map_a31c1d938f92961cb45305278847a792 = L.map(\n",
       "                &quot;map_a31c1d938f92961cb45305278847a792&quot;,\n",
       "                {\n",
       "                    center: [48.0, -102.0],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 3,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                }\n",
       "            );\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_fa85e0f85a4b8febe34f0d487d589772 = L.tileLayer(\n",
       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            ).addTo(map_a31c1d938f92961cb45305278847a792);\n",
       "        \n",
       "    \n",
       "            var choropleth_f612c27acc07c42be3e4023522e73b69 = L.featureGroup(\n",
       "                {}\n",
       "            ).addTo(map_a31c1d938f92961cb45305278847a792);\n",
       "        \n",
       "    \n",
       "        function geo_json_cd5c799364fd2abbb2533e371756a91e_styler(feature) {\n",
       "            switch(feature.id) {\n",
       "                case &quot;AL&quot;: case &quot;AR&quot;: case &quot;KY&quot;: case &quot;LA&quot;: case &quot;MS&quot;: case &quot;NM&quot;: case &quot;WV&quot;: \n",
       "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffffcc&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.2, &quot;weight&quot;: 1};\n",
       "                case &quot;AK&quot;: case &quot;CO&quot;: case &quot;CT&quot;: case &quot;MN&quot;: case &quot;RI&quot;: case &quot;UT&quot;: case &quot;VA&quot;: \n",
       "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#2c7fb8&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.2, &quot;weight&quot;: 1};\n",
       "                case &quot;CA&quot;: case &quot;HI&quot;: case &quot;MD&quot;: case &quot;MA&quot;: case &quot;NH&quot;: case &quot;NJ&quot;: case &quot;WA&quot;: \n",
       "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#253494&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.2, &quot;weight&quot;: 1};\n",
       "                case &quot;DE&quot;: case &quot;IL&quot;: case &quot;NY&quot;: case &quot;OR&quot;: \n",
       "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#41b6c4&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.2, &quot;weight&quot;: 1};\n",
       "                case &quot;IN&quot;: case &quot;MO&quot;: case &quot;MT&quot;: case &quot;NC&quot;: case &quot;OH&quot;: case &quot;OK&quot;: case &quot;SC&quot;: case &quot;TN&quot;: \n",
       "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#c7e9b4&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.2, &quot;weight&quot;: 1};\n",
       "                default:\n",
       "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#7fcdbb&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.2, &quot;weight&quot;: 1};\n",
       "            }\n",
       "        }\n",
       "\n",
       "        function geo_json_cd5c799364fd2abbb2533e371756a91e_onEachFeature(feature, layer) {\n",
       "            layer.on({\n",
       "            });\n",
       "        };\n",
       "        var geo_json_cd5c799364fd2abbb2533e371756a91e = L.geoJson(null, {\n",
       "                onEachFeature: geo_json_cd5c799364fd2abbb2533e371756a91e_onEachFeature,\n",
       "            \n",
       "                style: geo_json_cd5c799364fd2abbb2533e371756a91e_styler,\n",
       "        });\n",
       "\n",
       "        function geo_json_cd5c799364fd2abbb2533e371756a91e_add (data) {\n",
       "            geo_json_cd5c799364fd2abbb2533e371756a91e\n",
       "                .addData(data)\n",
       "                .addTo(choropleth_f612c27acc07c42be3e4023522e73b69);\n",
       "        }\n",
       "            geo_json_cd5c799364fd2abbb2533e371756a91e_add({&quot;features&quot;: [{&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-87.359296, 35.00118], [-85.606675, 34.984749], [-85.431413, 34.124869], [-85.184951, 32.859696], [-85.069935, 32.580372], [-84.960397, 32.421541], [-85.004212, 32.322956], [-84.889196, 32.262709], [-85.058981, 32.13674], [-85.053504, 32.01077], [-85.141136, 31.840985], [-85.042551, 31.539753], [-85.113751, 31.27686], [-85.004212, 31.003013], [-85.497137, 30.997536], [-87.600282, 30.997536], [-87.633143, 30.86609], [-87.408589, 30.674397], [-87.446927, 30.510088], [-87.37025, 30.427934], [-87.518128, 30.280057], [-87.655051, 30.247195], [-87.90699, 30.411504], [-87.934375, 30.657966], [-88.011052, 30.685351], [-88.10416, 30.499135], [-88.137022, 30.318396], [-88.394438, 30.367688], [-88.471115, 31.895754], [-88.241084, 33.796253], [-88.098683, 34.891641], [-88.202745, 34.995703], [-87.359296, 35.00118]]], &quot;type&quot;: &quot;Polygon&quot;}, 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&quot;Wyoming&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
       "\n",
       "        \n",
       "    \n",
       "    geo_json_cd5c799364fd2abbb2533e371756a91e.bindTooltip(\n",
       "    function(layer){\n",
       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
       "    \n",
       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
       "    let fields = [&quot;name&quot;];\n",
       "    let aliases = [&quot;State:&quot;];\n",
       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
       "        String(\n",
       "        fields.map(\n",
       "        (v,i)=&gt;\n",
       "        `&lt;tr&gt;\n",
       "            &lt;th&gt;${aliases[i]}&lt;/th&gt;\n",
       "            \n",
       "            &lt;td&gt;${handleObject(layer.feature.properties[v])}&lt;/td&gt;\n",
       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
       "    +&#x27;&lt;/table&gt;&#x27;;\n",
       "    div.innerHTML=table;\n",
       "    \n",
       "    return div\n",
       "    }\n",
       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
       "                     \n",
       "    \n",
       "    geo_json_cd5c799364fd2abbb2533e371756a91e.bindPopup(\n",
       "    function(layer){\n",
       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
       "    \n",
       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
       "    let fields = [&quot;name&quot;, &quot;median_income&quot;];\n",
       "    let aliases = [&quot;State:&quot;, &quot;Median Income:&quot;];\n",
       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
       "        String(\n",
       "        fields.map(\n",
       "        (v,i)=&gt;\n",
       "        `&lt;tr&gt;\n",
       "            &lt;th&gt;${aliases[i].toLocaleString()}&lt;/th&gt;\n",
       "            \n",
       "            &lt;td&gt;${handleObject(layer.feature.properties[v]).toLocaleString()}&lt;/td&gt;\n",
       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
       "    +&#x27;&lt;/table&gt;&#x27;;\n",
       "    div.innerHTML=table;\n",
       "    \n",
       "    return div\n",
       "    }\n",
       "    ,{&quot;className&quot;: &quot;foliumpopup&quot;});\n",
       "                     \n",
       "    \n",
       "    var color_map_ebb2194c0fc5bcb4988dc2b8c8aeeff3 = {};\n",
       "\n",
       "    \n",
       "    color_map_ebb2194c0fc5bcb4988dc2b8c8aeeff3.color = d3.scale.threshold()\n",
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       "    \n",
       "\n",
       "    color_map_ebb2194c0fc5bcb4988dc2b8c8aeeff3.x = d3.scale.linear()\n",
       "              .domain([54915.0, 101652.0])\n",
       "              .range([0, 450 - 50]);\n",
       "\n",
       "    color_map_ebb2194c0fc5bcb4988dc2b8c8aeeff3.legend = L.control({position: &#x27;topright&#x27;});\n",
       "    color_map_ebb2194c0fc5bcb4988dc2b8c8aeeff3.legend.onAdd = function (map) {var div = L.DomUtil.create(&#x27;div&#x27;, &#x27;legend&#x27;); return div};\n",
       "    color_map_ebb2194c0fc5bcb4988dc2b8c8aeeff3.legend.addTo(map_a31c1d938f92961cb45305278847a792);\n",
       "\n",
       "    color_map_ebb2194c0fc5bcb4988dc2b8c8aeeff3.xAxis = d3.svg.axis()\n",
       "        .scale(color_map_ebb2194c0fc5bcb4988dc2b8c8aeeff3.x)\n",
       "        .orient(&quot;top&quot;)\n",
       "        .tickSize(1)\n",
       "        .tickValues([54915.0, 62704.5, 70494.0, 78283.5, 86073.0, 93862.5, 101652.0]);\n",
       "\n",
       "    color_map_ebb2194c0fc5bcb4988dc2b8c8aeeff3.svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)\n",
       "        .attr(&quot;id&quot;, &#x27;legend&#x27;)\n",
       "        .attr(&quot;width&quot;, 450)\n",
       "        .attr(&quot;height&quot;, 40);\n",
       "\n",
       "    color_map_ebb2194c0fc5bcb4988dc2b8c8aeeff3.g = color_map_ebb2194c0fc5bcb4988dc2b8c8aeeff3.svg.append(&quot;g&quot;)\n",
       "        .attr(&quot;class&quot;, &quot;key&quot;)\n",
       "        .attr(&quot;transform&quot;, &quot;translate(25,16)&quot;);\n",
       "\n",
       "    color_map_ebb2194c0fc5bcb4988dc2b8c8aeeff3.g.selectAll(&quot;rect&quot;)\n",
       "        .data(color_map_ebb2194c0fc5bcb4988dc2b8c8aeeff3.color.range().map(function(d, i) {\n",
       "          return {\n",
       "            x0: i ? color_map_ebb2194c0fc5bcb4988dc2b8c8aeeff3.x(color_map_ebb2194c0fc5bcb4988dc2b8c8aeeff3.color.domain()[i - 1]) : color_map_ebb2194c0fc5bcb4988dc2b8c8aeeff3.x.range()[0],\n",
       "            x1: i &lt; color_map_ebb2194c0fc5bcb4988dc2b8c8aeeff3.color.domain().length ? color_map_ebb2194c0fc5bcb4988dc2b8c8aeeff3.x(color_map_ebb2194c0fc5bcb4988dc2b8c8aeeff3.color.domain()[i]) : color_map_ebb2194c0fc5bcb4988dc2b8c8aeeff3.x.range()[1],\n",
       "            z: d\n",
       "          };\n",
       "        }))\n",
       "      .enter().append(&quot;rect&quot;)\n",
       "        .attr(&quot;height&quot;, 40 - 30)\n",
       "        .attr(&quot;x&quot;, function(d) { return d.x0; })\n",
       "        .attr(&quot;width&quot;, function(d) { return d.x1 - d.x0; })\n",
       "        .style(&quot;fill&quot;, function(d) { return d.z; });\n",
       "\n",
       "    color_map_ebb2194c0fc5bcb4988dc2b8c8aeeff3.g.call(color_map_ebb2194c0fc5bcb4988dc2b8c8aeeff3.xAxis).append(&quot;text&quot;)\n",
       "        .attr(&quot;class&quot;, &quot;caption&quot;)\n",
       "        .attr(&quot;y&quot;, 21)\n",
       "        .text(&quot;Median Income ($)&quot;);\n",
       "    \n",
       "            var layer_control_20f585436440b2544c83666e2151e784 = {\n",
       "                base_layers : {\n",
       "                    &quot;openstreetmap&quot; : tile_layer_fa85e0f85a4b8febe34f0d487d589772,\n",
       "                },\n",
       "                overlays :  {\n",
       "                    &quot;choropleth&quot; : choropleth_f612c27acc07c42be3e4023522e73b69,\n",
       "                },\n",
       "            };\n",
       "            L.control.layers(\n",
       "                layer_control_20f585436440b2544c83666e2151e784.base_layers,\n",
       "                layer_control_20f585436440b2544c83666e2151e784.overlays,\n",
       "                {&quot;autoZIndex&quot;: true, &quot;collapsed&quot;: true, &quot;position&quot;: &quot;topright&quot;}\n",
       "            ).addTo(map_a31c1d938f92961cb45305278847a792);\n",
       "        \n",
       "&lt;/script&gt;\n",
       "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7efd5b0d9fd0>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create interactive map using folium\n",
    "import pandas as pd\n",
    "import folium\n",
    "import json\n",
    "\n",
    "# Define data path\n",
    "data_path = \"/home/jovyan/shared_data/data/geog407/assignment3/\"\n",
    "state_geo = f\"{data_path}/us-states.json\"\n",
    "\n",
    "# Load GeoJSON\n",
    "with open(state_geo) as f:\n",
    "    geo_data = json.load(f)\n",
    "\n",
    "# Add median_income into the GeoJSON to display it in popups\n",
    "for feature in geo_data[\"features\"]:\n",
    "    state_name = feature[\"properties\"][\"name\"]\n",
    "    match = df_income[df_income[\"state\"] == state_name]\n",
    "    if not match.empty:\n",
    "        # Get the first (and only) value from the match\n",
    "        feature[\"properties\"][\"median_income\"] = int(match[\"median_income\"].values[0])\n",
    "    else:\n",
    "        feature[\"properties\"][\"median_income\"] = None\n",
    "\n",
    "# Make the base map\n",
    "m = folium.Map(location=[48, -102], zoom_start=3)\n",
    "\n",
    "# Add Choropleth layer\n",
    "choropleth = folium.Choropleth(\n",
    "    geo_data=geo_data,\n",
    "    name=\"choropleth\",\n",
    "    data=df_income,\n",
    "    columns=[\"state\", \"median_income\"],\n",
    "    key_on=\"feature.properties.name\",\n",
    "    fill_color=\"YlGnBu\",\n",
    "    fill_opacity=0.7,\n",
    "    line_opacity=0.2,\n",
    "    legend_name=\"Median Income ($)\",\n",
    ").add_to(m)\n",
    "\n",
    "# Hover tooltip to see state names\n",
    "folium.GeoJsonTooltip(\n",
    "    fields=[\"name\"],\n",
    "    aliases=[\"State:\"],\n",
    "    sticky=True\n",
    ").add_to(choropleth.geojson)\n",
    "\n",
    "# Click popup to show both name and income\n",
    "folium.GeoJsonPopup(\n",
    "    fields=[\"name\", \"median_income\"],\n",
    "    aliases=[\"State:\", \"Median Income:\"],\n",
    "    localize=True\n",
    ").add_to(choropleth.geojson)\n",
    "\n",
    "# Add layer control\n",
    "folium.LayerControl().add_to(m)\n",
    "\n",
    "# Display map in notebook\n",
    "m\n",
    "\n",
    "# Save map as HTML\n",
    "#m.save(\"Median_income_map.html\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ae307307-5f89-4938-bf0d-9763538e54f3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Display my folium map\n",
    "from IPython.display import Image\n",
    "Image(\"Median_income_map.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f199fb8-d0b5-4f1a-823e-d63f4c325a4c",
   "metadata": {},
   "source": [
    "### Import Food Expenditure share data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "727e657f-179f-4660-8869-5668ecc5363b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>average_percentage_of_income_on_food</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Mississippi</td>\n",
       "      <td>0.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>West Virginia</td>\n",
       "      <td>0.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>0.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>0.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>0.17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           state  average_percentage_of_income_on_food\n",
       "0    Mississippi                                  0.20\n",
       "1  West Virginia                                  0.16\n",
       "2       Arkansas                                  0.17\n",
       "3      Louisiana                                  0.18\n",
       "4        Alabama                                  0.17"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Food Expenditure share data\n",
    "df_share = pd.read_csv('states_food_share.csv')\n",
    "df_share.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "421a6696-2998-438a-bbee-458299ee718f",
   "metadata": {},
   "source": [
    "### Check if the dataset is good"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "3e78de7d-2a8e-4a59-896e-26ff907a44d4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(50, 2)"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# There are 50 rows and 2 columns\n",
    "df_share.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "e044ec1b-9d08-4e01-8e67-ee9144c8fada",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "state                                   0\n",
       "average_percentage_of_income_on_food    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# See if there is missing value, the result is good.\n",
    "df_share.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "b4ac0f44-306e-455f-ad1a-3069e1762328",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "state                                    object\n",
       "average_percentage_of_income_on_food    float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data types of all columns look good\n",
    "df_share.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8960508f-a0c2-422d-9720-d319b64c8f1b",
   "metadata": {},
   "source": [
    "### Data Visulizations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "b595c681-3866-482b-8de6-a9abfd7def2e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Percentage')"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Simple visulization\n",
    "plt.boxplot(df_share['average_percentage_of_income_on_food'],vert=False)\n",
    "plt.title(\"average_percentage_of_income_on_food across US states\")\n",
    "plt.xlabel(\"Percentage\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "ecc1c872-8d34-4f0f-bf0c-168c8c2ba4c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Mainland U.S\n",
    "data_path = \"/home/jovyan/shared_data/data/geog407/assignment3/\"\n",
    "state_geo = f\"{data_path}/us-states.json\"\n",
    "gdf_states = gpd.read_file(state_geo)\n",
    "# Merge shapefile and income dataframe\n",
    "gdf_merged = gdf_states.merge(df_share, left_on=\"name\", right_on=\"state\")\n",
    "# Removed Alaska and Hawaii to aviod scaling issue\n",
    "gdf_contig = gdf_merged[~gdf_merged[\"name\"].isin([\"Alaska\", \"Hawaii\"])]\n",
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "# Plot the map\n",
    "gdf_contig.plot(column=\"average_percentage_of_income_on_food\",cmap=\"YlGnBu\",\n",
    "                edgecolor=\"0.8\",\n",
    "                linewidth=0.5,\n",
    "                legend=True,\n",
    "                legend_kwds={\n",
    "                    \"label\": \"Average % of Income Spent on Food\",\n",
    "                    \"orientation\": \"horizontal\"\n",
    "                },\n",
    "                ax=ax)\n",
    "# Set title\n",
    "ax.set_title(\"Average % of Income Spent on Food by State (Mainland U.S.)\", fontsize=16)\n",
    "ax.axis(\"off\")\n",
    "# Show the map\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "e723df3f-8cdc-4703-8215-3ef960056eca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#State of Alaska\n",
    "gdf_alaska = gdf_merged[gdf_merged[\"name\"] == \"Alaska\"]\n",
    "fig, ax = plt.subplots(figsize=(8, 8))\n",
    "gdf_alaska.plot(\n",
    "    column=\"average_percentage_of_income_on_food\",\n",
    "    cmap=\"YlGnBu\",\n",
    "    edgecolor=\"0.8\",\n",
    "    linewidth=0.5,\n",
    "    legend=True,\n",
    "    legend_kwds={\"label\": \"Average % of Income Spent on Food\", \"orientation\":\"horizontal\"},\n",
    "               ax=ax)\n",
    "ax.set_title(\"Average % of Income Spent on Food in Alaska\", fontsize=16)\n",
    "ax.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "861d0e04-b3e3-4be5-ba40-6773513e32fd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#State of Hawaii\n",
    "gdf_alaska = gdf_merged[gdf_merged[\"name\"] == \"Hawaii\"]\n",
    "fig, ax = plt.subplots(figsize=(8, 8))\n",
    "gdf_alaska.plot(\n",
    "    column=\"average_percentage_of_income_on_food\",\n",
    "    cmap=\"YlGnBu\",\n",
    "    edgecolor=\"0.8\",\n",
    "    linewidth=0.5,\n",
    "    legend=True,\n",
    "    legend_kwds={\"label\": \"Average % of Income Spent on Food\", \"orientation\":\"horizontal\"},\n",
    "               ax=ax)\n",
    "ax.set_title(\"Average % of Income Spent on Food in Hawaii\", fontsize=16)\n",
    "ax.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "521e410e-5fce-466f-8b13-e1920b820689",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "&lt;html&gt;\n",
       "&lt;head&gt;\n",
       "    \n",
       "    &lt;meta http-equiv=&quot;content-type&quot; content=&quot;text/html; charset=UTF-8&quot; /&gt;\n",
       "    \n",
       "        &lt;script&gt;\n",
       "            L_NO_TOUCH = false;\n",
       "            L_DISABLE_3D = false;\n",
       "        &lt;/script&gt;\n",
       "    \n",
       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_ca7adbee0cd216858e4e54ce9a62f58c {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
       "                    top: 0.0%;\n",
       "                }\n",
       "                .leaflet-container { font-size: 1rem; }\n",
       "            &lt;/style&gt;\n",
       "        \n",
       "    \n",
       "                    &lt;style&gt;\n",
       "                        .foliumtooltip {\n",
       "                            \n",
       "                        }\n",
       "                       .foliumtooltip table{\n",
       "                            margin: auto;\n",
       "                        }\n",
       "                        .foliumtooltip tr{\n",
       "                            text-align: left;\n",
       "                        }\n",
       "                        .foliumtooltip th{\n",
       "                            padding: 2px; padding-right: 8px;\n",
       "                        }\n",
       "                    &lt;/style&gt;\n",
       "            \n",
       "    \n",
       "                    &lt;style&gt;\n",
       "                        .foliumpopup {\n",
       "                            margin: auto;\n",
       "                        }\n",
       "                       .foliumpopup table{\n",
       "                            margin: auto;\n",
       "                        }\n",
       "                        .foliumpopup tr{\n",
       "                            text-align: left;\n",
       "                        }\n",
       "                        .foliumpopup th{\n",
       "                            padding: 2px; padding-right: 8px;\n",
       "                        }\n",
       "                    &lt;/style&gt;\n",
       "            \n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js&quot;&gt;&lt;/script&gt;\n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;\n",
       "    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_ca7adbee0cd216858e4e54ce9a62f58c&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;\n",
       "    \n",
       "    \n",
       "            var map_ca7adbee0cd216858e4e54ce9a62f58c = L.map(\n",
       "                &quot;map_ca7adbee0cd216858e4e54ce9a62f58c&quot;,\n",
       "                {\n",
       "                    center: [48.0, -102.0],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 3,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                }\n",
       "            );\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_2bd32c74b9d152a7dcaa28852e322ed9 = L.tileLayer(\n",
       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\u003c/a\\u003e.&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            ).addTo(map_ca7adbee0cd216858e4e54ce9a62f58c);\n",
       "        \n",
       "    \n",
       "            var choropleth_f07ee71fde522c920cc61e06c75d7e0a = L.featureGroup(\n",
       "                {}\n",
       "            ).addTo(map_ca7adbee0cd216858e4e54ce9a62f58c);\n",
       "        \n",
       "    \n",
       "        function geo_json_4094c7bbbe0bc7b5edcaba7d0c5d2081_styler(feature) {\n",
       "            switch(feature.id) {\n",
       "                case &quot;AL&quot;: case &quot;AR&quot;: case &quot;LA&quot;: case &quot;NM&quot;: case &quot;OK&quot;: \n",
       "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#2c7fb8&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.2, &quot;weight&quot;: 1};\n",
       "                case &quot;CA&quot;: case &quot;CO&quot;: case &quot;DE&quot;: case &quot;IL&quot;: case &quot;IA&quot;: case &quot;ME&quot;: case &quot;MI&quot;: case &quot;MN&quot;: case &quot;NE&quot;: case &quot;OR&quot;: case &quot;PA&quot;: case &quot;RI&quot;: case &quot;UT&quot;: case &quot;VT&quot;: case &quot;WA&quot;: case &quot;WI&quot;: \n",
       "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#c7e9b4&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.2, &quot;weight&quot;: 1};\n",
       "                case &quot;CT&quot;: case &quot;MD&quot;: case &quot;MA&quot;: case &quot;NH&quot;: case &quot;NJ&quot;: case &quot;NY&quot;: case &quot;VA&quot;: \n",
       "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#ffffcc&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.2, &quot;weight&quot;: 1};\n",
       "                case &quot;KY&quot;: case &quot;WV&quot;: \n",
       "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#41b6c4&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.2, &quot;weight&quot;: 1};\n",
       "                case &quot;MS&quot;: \n",
       "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#253494&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.2, &quot;weight&quot;: 1};\n",
       "                default:\n",
       "                    return {&quot;color&quot;: &quot;black&quot;, &quot;fillColor&quot;: &quot;#7fcdbb&quot;, &quot;fillOpacity&quot;: 0.7, &quot;opacity&quot;: 0.2, &quot;weight&quot;: 1};\n",
       "            }\n",
       "        }\n",
       "\n",
       "        function geo_json_4094c7bbbe0bc7b5edcaba7d0c5d2081_onEachFeature(feature, layer) {\n",
       "            layer.on({\n",
       "            });\n",
       "        };\n",
       "        var geo_json_4094c7bbbe0bc7b5edcaba7d0c5d2081 = L.geoJson(null, {\n",
       "                onEachFeature: geo_json_4094c7bbbe0bc7b5edcaba7d0c5d2081_onEachFeature,\n",
       "            \n",
       "                style: geo_json_4094c7bbbe0bc7b5edcaba7d0c5d2081_styler,\n",
       "        });\n",
       "\n",
       "        function geo_json_4094c7bbbe0bc7b5edcaba7d0c5d2081_add (data) {\n",
       "            geo_json_4094c7bbbe0bc7b5edcaba7d0c5d2081\n",
       "                .addData(data)\n",
       "                .addTo(choropleth_f07ee71fde522c920cc61e06c75d7e0a);\n",
       "        }\n",
       "            geo_json_4094c7bbbe0bc7b5edcaba7d0c5d2081_add({&quot;features&quot;: [{&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-87.359296, 35.00118], [-85.606675, 34.984749], [-85.431413, 34.124869], [-85.184951, 32.859696], [-85.069935, 32.580372], [-84.960397, 32.421541], [-85.004212, 32.322956], [-84.889196, 32.262709], [-85.058981, 32.13674], [-85.053504, 32.01077], [-85.141136, 31.840985], [-85.042551, 31.539753], [-85.113751, 31.27686], [-85.004212, 31.003013], [-85.497137, 30.997536], [-87.600282, 30.997536], [-87.633143, 30.86609], [-87.408589, 30.674397], [-87.446927, 30.510088], [-87.37025, 30.427934], [-87.518128, 30.280057], [-87.655051, 30.247195], [-87.90699, 30.411504], [-87.934375, 30.657966], [-88.011052, 30.685351], [-88.10416, 30.499135], [-88.137022, 30.318396], [-88.394438, 30.367688], [-88.471115, 31.895754], [-88.241084, 33.796253], [-88.098683, 34.891641], [-88.202745, 34.995703], [-87.359296, 35.00118]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;AL&quot;, &quot;properties&quot;: {&quot;average_percentage_of_income_on_food&quot;: 0.17, &quot;name&quot;: &quot;Alabama&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[[-131.602021, 55.117982], [-131.569159, 55.28229], [-131.355558, 55.183705], [-131.38842, 55.01392], [-131.645836, 55.035827], [-131.602021, 55.117982]]], [[[-131.832052, 55.42469], [-131.645836, 55.304197], [-131.749898, 55.128935], [-131.832052, 55.189182], [-131.832052, 55.42469]]], [[[-132.976733, 56.437924], [-132.735747, 56.459832], [-132.631685, 56.421493], [-132.664547, 56.273616], [-132.878148, 56.240754], [-133.069841, 56.333862], [-132.976733, 56.437924]]], [[[-133.595627, 56.350293], [-133.162949, 56.317431], [-133.05341, 56.125739], [-132.620732, 55.912138], [-132.472854, 55.780691], [-132.4619, 55.671152], [-132.357838, 55.649245], [-132.341408, 55.506844], [-132.166146, 55.364444], [-132.144238, 55.238474], [-132.029222, 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[-80.595275, 40.472643], [-80.666475, 40.582182], [-80.518598, 40.636951]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;WV&quot;, &quot;properties&quot;: {&quot;average_percentage_of_income_on_food&quot;: 0.16, &quot;name&quot;: &quot;West Virginia&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-90.415429, 46.568478], [-90.229213, 46.508231], [-90.119674, 46.338446], [-89.09001, 46.135799], [-88.662808, 45.987922], [-88.531362, 46.020784], [-88.10416, 45.922199], [-87.989145, 45.796229], [-87.781021, 45.675736], [-87.791975, 45.500474], [-87.885083, 45.363551], [-87.649574, 45.341643], [-87.742682, 45.199243], [-87.589328, 45.095181], [-87.627666, 44.974688], [-87.819359, 44.95278], [-87.983668, 44.722749], [-88.043914, 44.563917], [-87.928898, 44.536533], [-87.775544, 44.640595], [-87.611236, 44.837764], [-87.403112, 44.914442], [-87.238804, 45.166381], [-87.03068, 45.22115], [-87.047111, 45.089704], [-87.189511, 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46.667063], [-92.091373, 46.749217], [-92.014696, 46.705401], [-91.790141, 46.694447], [-91.09457, 46.864232], [-90.837154, 46.95734], [-90.749522, 46.88614], [-90.886446, 46.754694], [-90.55783, 46.584908], [-90.415429, 46.568478]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;WI&quot;, &quot;properties&quot;: {&quot;average_percentage_of_income_on_food&quot;: 0.12, &quot;name&quot;: &quot;Wisconsin&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;geometry&quot;: {&quot;coordinates&quot;: [[[-109.080842, 45.002073], [-105.91517, 45.002073], [-104.058488, 44.996596], [-104.053011, 43.002989], [-104.053011, 41.003906], [-105.728954, 40.998429], [-107.919731, 41.003906], [-109.04798, 40.998429], [-111.047063, 40.998429], [-111.047063, 42.000709], [-111.047063, 44.476286], [-111.05254, 45.002073], [-109.080842, 45.002073]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;WY&quot;, &quot;properties&quot;: {&quot;average_percentage_of_income_on_food&quot;: 0.14, &quot;name&quot;: &quot;Wyoming&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
       "\n",
       "        \n",
       "    \n",
       "    geo_json_4094c7bbbe0bc7b5edcaba7d0c5d2081.bindTooltip(\n",
       "    function(layer){\n",
       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
       "    \n",
       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
       "    let fields = [&quot;name&quot;];\n",
       "    let aliases = [&quot;State:&quot;];\n",
       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
       "        String(\n",
       "        fields.map(\n",
       "        (v,i)=&gt;\n",
       "        `&lt;tr&gt;\n",
       "            &lt;th&gt;${aliases[i]}&lt;/th&gt;\n",
       "            \n",
       "            &lt;td&gt;${handleObject(layer.feature.properties[v])}&lt;/td&gt;\n",
       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
       "    +&#x27;&lt;/table&gt;&#x27;;\n",
       "    div.innerHTML=table;\n",
       "    \n",
       "    return div\n",
       "    }\n",
       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
       "                     \n",
       "    \n",
       "    geo_json_4094c7bbbe0bc7b5edcaba7d0c5d2081.bindPopup(\n",
       "    function(layer){\n",
       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
       "    \n",
       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
       "    let fields = [&quot;name&quot;, &quot;average_percentage_of_income_on_food&quot;];\n",
       "    let aliases = [&quot;State:&quot;, &quot;Avg % Income on Food:&quot;];\n",
       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
       "        String(\n",
       "        fields.map(\n",
       "        (v,i)=&gt;\n",
       "        `&lt;tr&gt;\n",
       "            &lt;th&gt;${aliases[i].toLocaleString()}&lt;/th&gt;\n",
       "            \n",
       "            &lt;td&gt;${handleObject(layer.feature.properties[v]).toLocaleString()}&lt;/td&gt;\n",
       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
       "    +&#x27;&lt;/table&gt;&#x27;;\n",
       "    div.innerHTML=table;\n",
       "    \n",
       "    return div\n",
       "    }\n",
       "    ,{&quot;className&quot;: &quot;foliumpopup&quot;});\n",
       "                     \n",
       "    \n",
       "    var color_map_852971f1c2d0bb2b4b3f406894735d86 = {};\n",
       "\n",
       "    \n",
       "    color_map_852971f1c2d0bb2b4b3f406894735d86.color = d3.scale.threshold()\n",
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       "    \n",
       "\n",
       "    color_map_852971f1c2d0bb2b4b3f406894735d86.x = d3.scale.linear()\n",
       "              .domain([0.1, 0.2])\n",
       "              .range([0, 450 - 50]);\n",
       "\n",
       "    color_map_852971f1c2d0bb2b4b3f406894735d86.legend = L.control({position: &#x27;topright&#x27;});\n",
       "    color_map_852971f1c2d0bb2b4b3f406894735d86.legend.onAdd = function (map) {var div = L.DomUtil.create(&#x27;div&#x27;, &#x27;legend&#x27;); return div};\n",
       "    color_map_852971f1c2d0bb2b4b3f406894735d86.legend.addTo(map_ca7adbee0cd216858e4e54ce9a62f58c);\n",
       "\n",
       "    color_map_852971f1c2d0bb2b4b3f406894735d86.xAxis = d3.svg.axis()\n",
       "        .scale(color_map_852971f1c2d0bb2b4b3f406894735d86.x)\n",
       "        .orient(&quot;top&quot;)\n",
       "        .tickSize(1)\n",
       "        .tickValues([0.1, 0.11666666666666667, 0.13333333333333333, 0.15000000000000002, 0.16666666666666669, 0.18333333333333335, 0.2]);\n",
       "\n",
       "    color_map_852971f1c2d0bb2b4b3f406894735d86.svg = d3.select(&quot;.legend.leaflet-control&quot;).append(&quot;svg&quot;)\n",
       "        .attr(&quot;id&quot;, &#x27;legend&#x27;)\n",
       "        .attr(&quot;width&quot;, 450)\n",
       "        .attr(&quot;height&quot;, 40);\n",
       "\n",
       "    color_map_852971f1c2d0bb2b4b3f406894735d86.g = color_map_852971f1c2d0bb2b4b3f406894735d86.svg.append(&quot;g&quot;)\n",
       "        .attr(&quot;class&quot;, &quot;key&quot;)\n",
       "        .attr(&quot;transform&quot;, &quot;translate(25,16)&quot;);\n",
       "\n",
       "    color_map_852971f1c2d0bb2b4b3f406894735d86.g.selectAll(&quot;rect&quot;)\n",
       "        .data(color_map_852971f1c2d0bb2b4b3f406894735d86.color.range().map(function(d, i) {\n",
       "          return {\n",
       "            x0: i ? color_map_852971f1c2d0bb2b4b3f406894735d86.x(color_map_852971f1c2d0bb2b4b3f406894735d86.color.domain()[i - 1]) : color_map_852971f1c2d0bb2b4b3f406894735d86.x.range()[0],\n",
       "            x1: i &lt; color_map_852971f1c2d0bb2b4b3f406894735d86.color.domain().length ? color_map_852971f1c2d0bb2b4b3f406894735d86.x(color_map_852971f1c2d0bb2b4b3f406894735d86.color.domain()[i]) : color_map_852971f1c2d0bb2b4b3f406894735d86.x.range()[1],\n",
       "            z: d\n",
       "          };\n",
       "        }))\n",
       "      .enter().append(&quot;rect&quot;)\n",
       "        .attr(&quot;height&quot;, 40 - 30)\n",
       "        .attr(&quot;x&quot;, function(d) { return d.x0; })\n",
       "        .attr(&quot;width&quot;, function(d) { return d.x1 - d.x0; })\n",
       "        .style(&quot;fill&quot;, function(d) { return d.z; });\n",
       "\n",
       "    color_map_852971f1c2d0bb2b4b3f406894735d86.g.call(color_map_852971f1c2d0bb2b4b3f406894735d86.xAxis).append(&quot;text&quot;)\n",
       "        .attr(&quot;class&quot;, &quot;caption&quot;)\n",
       "        .attr(&quot;y&quot;, 21)\n",
       "        .text(&quot;Average percentage of Income Spent on Food&quot;);\n",
       "    \n",
       "            var layer_control_686e8e21e292839f09f7cc830035950a = {\n",
       "                base_layers : {\n",
       "                    &quot;openstreetmap&quot; : tile_layer_2bd32c74b9d152a7dcaa28852e322ed9,\n",
       "                },\n",
       "                overlays :  {\n",
       "                    &quot;choropleth&quot; : choropleth_f07ee71fde522c920cc61e06c75d7e0a,\n",
       "                },\n",
       "            };\n",
       "            L.control.layers(\n",
       "                layer_control_686e8e21e292839f09f7cc830035950a.base_layers,\n",
       "                layer_control_686e8e21e292839f09f7cc830035950a.overlays,\n",
       "                {&quot;autoZIndex&quot;: true, &quot;collapsed&quot;: true, &quot;position&quot;: &quot;topright&quot;}\n",
       "            ).addTo(map_ca7adbee0cd216858e4e54ce9a62f58c);\n",
       "        \n",
       "&lt;/script&gt;\n",
       "&lt;/html&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7efd3f2e0e20>"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import folium\n",
    "import json\n",
    "data_path = \"/home/jovyan/shared_data/data/geog407/assignment3/\"\n",
    "state_geo = f\"{data_path}/us-states.json\"\n",
    "# Load GeoJSON\n",
    "with open(state_geo) as f:\n",
    "    geo_data = json.load(f)\n",
    "# Add average_percentage_of_income_on_food into GeoJSON properties\n",
    "for feature in geo_data[\"features\"]:\n",
    "    state_name = feature[\"properties\"][\"name\"]\n",
    "    match = df_share[df_share[\"state\"] == state_name]\n",
    "    if not match.empty:\n",
    "        feature[\"properties\"][\"average_percentage_of_income_on_food\"] = float(\n",
    "            match[\"average_percentage_of_income_on_food\"].values[0])\n",
    "m = folium.Map(location=[48, -102], zoom_start=3)\n",
    "# Plot the map\n",
    "choropleth = folium.Choropleth(\n",
    "    geo_data=geo_data,\n",
    "    name=\"choropleth\",\n",
    "    data=df_share,\n",
    "    columns=[\"state\", \"average_percentage_of_income_on_food\"],\n",
    "    key_on=\"feature.properties.name\",\n",
    "    fill_color=\"YlGnBu\",\n",
    "    fill_opacity=0.7,\n",
    "    line_opacity=0.2,\n",
    "    legend_name=\"Average percentage of Income Spent on Food\",).add_to(m)\n",
    "# Click popup to show both name and food share percentage\n",
    "folium.GeoJsonTooltip(\n",
    "    fields=[\"name\"],\n",
    "    aliases=[\"State:\"],\n",
    "    sticky=True).add_to(choropleth.geojson)\n",
    "folium.GeoJsonPopup(\n",
    "    fields=[\"name\", \"average_percentage_of_income_on_food\"],\n",
    "    aliases=[\"State:\", \"Avg % Income on Food:\"],\n",
    "    localize=True).add_to(choropleth.geojson)\n",
    "# Layer control\n",
    "folium.LayerControl().add_to(m)\n",
    "m\n",
    "#m.save(\"Spending_map.html\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "61050217-d59b-48d2-a7ae-c11302480eb4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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jcmVlbnNob3Q8L2V4aWY6VXNlckNvbW1lbnQ+CiAgICAgIDwvcmRmOkRlc2NyaXB0aW9uPgogICA8L3JkZjpSREY+CjwveDp4bXBtZXRhPgqywtAsAAAAHGlET1QAAAACAAAAAAAAAlcAAAAoAAACVwAAAlcABjy9Q8/YegAAQABJREFUeAHsnQeAnUX19ifJ9t30ugkJgYRepRcVEbFTFAQUxUJREUWUIoKAglI+ENS/YqEICKKiFAtKL1IEQQgtIZX03ja7m57v+Z25s3n35t7de3f37t7dzOze9pYpz8ycd+Y8c8702qTgYogIRAQiAhGBiEBEICIQEYgIRAQiAhGBiEBEICIQEYgIRAQiAhGBiEBEICIQEYgIRAQiAj0Igcceeyyn0vSKhGlOOMWLIgIRgYhARCAiEBGICEQEIgIRgYhARCAiEBGICEQEIgIRgYhARCAiEBGICEQEIgIRgW6EQM6E6aOPPhotTLtRxcasRgQiAhGBiEBEICIQEYgIRAQiAhGBiEBEICIQEYgIRAQiAhGBiEBEICIQEYgIRAQiAh2HQK9ImHYcmDGmiEBEICIQEYgIRAQiAhGBiEBEICIQEYgIRAQiAhGBiEBEICIQEYgIRAQiAhGBiEBEoHsh0Ou2x/4TLUy7V53F3EYEIgIRgYhARCAiEBEoWgR6KWd9evVyfct6u5E1Ja5veR/Xy/6KNsudmrF1Gze5Ves2uMb1G/Xa5Fbba6PjuP6bgsfRuSrhOFAY9ivr4ypKeruS3qDZ9WEt5Vi7QWXZ6Jav2eBWr/OZ533jJv+ddlBeorZQ2sfVlPVy/VWO8j69OyTzG90mRzLguHLtRlevV+OGjW7thk1ufRqWyQTBjhdY9iM/JfqtA6V6q9Ix8tc7lcUNiod64bVG9dSguBtVzjWpdDjvS5pMwX+vULkHVpSo3npbXygLkW55aYcdIS/kbaXqo075rNPnGuWZ+siWz45KvFTtsrJUdax2OriyxLDMNW7ytlb5rlMd1qk91aldrRXeHKe5VOitrE8ve6mKUvXV21WVUl/qD6q/3l3cK2iPKoK1xxXKP98FhTW2tev98XqVjfaZKVi71Fu1yjS4so/aTB9XSX+ncAq07eVr1rsVqzdan1uneAS52q/al+6pEvZlwok+sWaj0lGayBbyRaANkDRtVv/2m5h7K36aJnKFtHiVqe2Sd74Tf4Uw7qPzGxRHg8qwzPKgPq/46WuFDNQvsg/5Qf+kjKU6Rr7Jv0encDkI8nrFGsrt5Xam1EJewKtGfZ5+j7yj7eYTQNPqLAErEKu4Vt9d3c6zlQU5vIz2KZyS7RxcaDvIB2Qi8lUQWb3RVnmOIKN40TZpY7k0KYtXbxVq+7SPKsUNRhxP3k+bD/I7l+dDtvLF4xGBiEDhEAj9uUSyHRlRJnmB7Gf8yHOQ5xdjA2QGz0ieSYwJ9NP6N89bbTVnzzhkCvERB7KH78gGZJCNn/W9WOVo4RCOMUcEIgI9BQHkXpjVIeHst+Qf84vVGoutkQzku0SmjdHD2IryMy9HfqKjYQ7FXBj5iGwN4681iqNOr4a1Pj6bV+sCZCljcMa2w6o0LtfcPp9APpHlft7OHMKXA1lPnIzxeykzjJq5lvww90ZnsrRxg6tXnlqa37eUF+K1uDXh6VNS4oY2Lm7p8qZzve5+bgJ5iSEiEBGICEQEIgIRgYhARCAi0G4EGFBDkfYrF2FaLcJIg2DpKWyg2u7Iu3EEDPwhOfxEAeWPyKwUgbJB5QoDcvBjsoByB+ICZfDgCk0kNLExcoMLiiCsloZqpZTjK0RyrRCRwO9k1vjOxAxyw0hTlWNIqhwdmX0mcmC6igme8tMoTFfr2HrhnSl4fCFfNEFTfkr1KX7JiLkafUdZZ4SMTUJT5JJqh3Qgi+pFRK4UIRbIIt2aMTAhZQLYX/0AEpFJaWeEUC+QyBCmkPIQMJnR6LgcCTrDjvIOE2Farck4E3km4rmEUI9MiBuEMQQqxAcKTk+0qG70HQUoQdVkZBTn2xKYtCspC8RF7TTHyOc919jp30zkjVBUO+Q7dU72iBclhu8nLddFpdrNIOHXX/hBvNEeCdQrhDKE1HJpGWjj5A1FQ7XaF0pk7gVvyCfwRNEAWeTLmiKlLLYt34iLlydJfb81kkvpi/e3vkwZG6TgIH36WVJubRljxxyhHw1I9aOwaKRjYs4tFnBEWQPuKGwaVA+ZQsAPgrSv+gDPP/o9yv72BPoA9UcoJvkfykTegKRB7Xup5A3PBNrGulSew3Wg0ETK6weKKwgO2icY05ZaC2Cs5mDxBPKD5+IA9ROIU0Na55NJK2p77tJ/kCuQufTR9Py1lnY8HxGICBQOAevbih4SlOdmpfqzPff1AKWvI2dYsMbztJ+U9IEs5TkbFoUhXyAGVum5R6hRPMTBM43HaD7jEYsgvkUEIgIRgSJFgHFOmE34caJfPIKewcb9OqshmY15kJNh7MRCEha3spAZ+ZhJLrLwlvkG813m1xCotqhNaRIPep1R0u+wIL4tgbhYcF0vWc14zMfJHMaTt2HeaGVUmja+1ELNeo3FKV8u48X0fPlyKvP67927jxu4cm76JRl/9/rLS5P8EyXj6XgwIhARiAhEBCICEYGIQEQgIpA7Aig0UHAwoK5lQI0ikzFqGAHnHlWPutIIE01AvDUkBCOKZk/IJQfjTBxQBqEIhnADPyY1pVoVCYT6L4qAkhtyyxMJ623SQznII/WNkgriESUWnzUqxyAI03YSCOmF92SQt6ZbYcSGrF6FM/nLFMAP0o38DK0qMWyZXHKciaQRvPrkGq9491NSJpzihY08wdKMSZ4p+jMn01SHkD2FIIozlY1jyXqB2GrQhJR2liWb2aLJ+7jgsjqHLKqtLrV2i5ISkieXEOoRUg4CBsKbeiHQ9jW/N6VniI/0/Cu3+NPzAE6QyaSgZmntlO++zjfHTRq5BFMwSLmAEoC2QT7pvywWIHBskdhGLKEtnSyRQoBClNJu6C+BcMNqBuvm5Yp/seJBiUF79RZ2vUWY6lrdC+aUgRfwsdIcK3AWaJB2tn5Bdsip779YcHoMWPRAX+YkBJeSNavAzmhT5AlZyEp48MDSHrnYmYE2SDvBit7qT1hmC+BHffPsM5JX+Q71l+2e1o5bW+FNIVUN/keRvPtFQJscstcIZeFD36X9pQfaFBiFPuzLtuUzMP0+fnOfmoLktRYSSMZU65PFBCyiKBOhH9po072p9PmgHyC/6UM8f1urx6Y44peIQESg0xCgj/sFQCwWwnrJzx1QrtN/CfT5vhoMMD7jWcbzjfME5h3IHRZHIGM8YeplA7+RnzFEBCICEYHujgByjtkLYpG5k5eASQHnx2AQpni8YdSKPGW8pP8m8pTxfSa5GBaAMt7nBVG5NDXv1XDYxuRj+pbZguC2YMn8gfEYhOwSzVOR5ch+9AXp+aFUDLuZQzHPMsLUF7gtSSt+xahXv6Uzc7q/132vTG5HcjmlES+KCEQEIgIRgYhARCAiEBHYShCAD0OpgXUNhNTWTpiGiQGkxbLG9eZWzCwgmekkApMCJjJgh6IHkgDFOwp3HWpSMidu6ZKvTM7IOmUwl7xSQEPGMKGh7m0Cppyh3EaphRKLFxYDuKmkfIUIEEgrNDuE2GCCiHVdc4RTSnclz6SsWvkYIEIKBbxhr2NwW5ZfZZ5yJEOoR6xLl4iwwj0cSjzSoJwEfodqBQuszSBOhqsfoADsjADBAzmPpddiTURpd51BboEALywdh8pCkpXHkOPgmQZlTjAwYWdiDL4oO2lPfKagzimOli4y18Vqu2BDG6BNEFBEEEgPsi4c90ezv9sKaPVvPsk0k38wMJesiguycqHaDe0HQim0k/QYSa8S0k0E6EC55kXJYXlQnCiHWfW9VOngdhflB/KhCrJU9zQpHFQTAXOzONY9oW9g/ZcqYnrSGX+DikfGipXXvRkjzPEgaVIlJg+FARa3A9Wu2ktA5ph802X0aRTyuLme37DO8G8JP+oAopx+z6uz89uU8QJ/AQP6CrIGmcuLth3Ii45K3tqf3uwZojZeXaJFRCJMkS2Z2nu2dP2CDE+YLqhf51aqH9AHTdmYqtDUR7Yo4vGIQESgwAjQzxlDsCCCxTH0f57VeqqaDOBZzZyCwBgMTxSbn9neNSVjB56ZwXUv3xk7xBARiAhEBHoCAsg8ZkdNYxgVSqN+GzPb4hD9ZqSPJyTm55zD+0/eW0Sk0mHesVDjJubWzP2Zz24rwpQxbltEa8g/Hj+WyXPLqvV+G5MwO2EsxsvGf3r33kj8QtrkPFuX5BzAIBlqlryT/Jn1e6/7X51KXmKICEQEIgIRgYhARCAiEBGICLQbAUgGFBUojbGQQvGB4ntrtTCFyMMiEWUykw4UypkILMHmralEfgxKESXsFSL4NMzXX/Oxfrvrqa0RMFkJ7kEpFwpzssbefWZRp4KESRyf8KOQBkG5nU5EtjUf6feBs5GlKO5FFpKvMOniWvIIxn6PLG81x8QS611cfULo+j2vRNRkwBvFuuZ2RjzNXbXOyGLqBAUfVn5MAJN799HmOceEclTfUksjPc+F+B2IRix/50MMqM0ZKVCIxNLiBGPKbG4yVW724kQWtKX9gqfVoD592/d9gDQ6IgTClP5InNRXkFHgRVtgH1HabS7BLEhFZNI/KLMROmpbYQEBbWOhzkNcYrHIdZkC+SBt2iOLJsgDCw3YA5d8kV/iop7BGnnLp1cKbykrWMVN3kiXldwNag+KwvpGpvQzHQsIZM5xpjvafwzYKRs4opzxWBRuwUW2HIO5RInJb/o9xGlL+NFegoVp0kI4W/zd9TjNF2x4pkFA4pod8gJsOjLQH2jfLBzwz0XvjpNjnMtVtpBX8kxfwHUwi33oSyzKoH45T9Y7OPsdCUWMKyLQ4xEIct+eZ+rdjH/x+mEvdXhcNuKBgTE0Fk883xjDMcpgsRj9F7mAHPaLKvwYOhKmPb7pxAJGBLYqBDRkkbxLH7H4eRLjGcY2yEfGOchV9htlTJ1vIB22pVhQv97m2Myt2QZkjOa1A6XjyXUMlp4u8SKzmc/UaTzG/J24CbzrVNNiGDumGygtx9sbmOtVL5qeUzS9HpgwrQOSzCmteFFEICIQEYgIRAQiAhGBiEAPRoChOIoNcycrpcZg9jKUxsMUm5716MGlz1w0FLPzZVm2HHJRCuXUfKDZxeCGggdiwCypNAnxq+v95KfZxV38A9c5TJ4g4igTEzMIIggNCFNIXsgcFdU+qXtWtaIAK2TAsm+JEVLa50R5gxALkxySxgqUuSIEVsgLpBUTSEhNSA4UbNkmlJSTuoP4nq+JI+mp2E1kFW6KTAmfsmyltKRHvCNrPGGK8q/QijvyqSoygmx2nSd4wCFgUcg6IG6wBl8IDrM0VbuATMdlZjGJANoxdchnaCkoXcEPJQNlgKik7VKm1uqNiT4Tft1uJKcpcVVg7iVA1CxW++QarH5JN1Pgctoq8sAsTdV+hmgTUeQBIRDi3A2myl6LCgsUy+aWV31i2RpZHOuzJcLWEimCNwgx5ArtCItCvneGHEkvOvWJmgbcsBBmhX1L+IV8s4fpYNUb+c6l/aSnW+y/aYfIQ4j4eRDJwoe+k7lVt6004IY8BkM8VphLd31vi4Iu1GNYcMCzGC8E9EOUdkG5SP6R2wQdNllq5bJ24I/H94hARKAwCNjzT288b/lu/V/PYT7p+Ta/0HgC+cOzlL7JuJk+izUV/ZcFR/75mbov8RwuTK5jrBGBiEBEoHgQYG7LHJgxGjKRuWd7xs+24BM9hmQucxnkK/Na5s7IZlsYisDOMyC/FZ1I0w22sJy4bY6jY4zVMi0uzzOJrJdHwjQrNPFERCAiEBGICEQEIgIRgYhARyPAWJmXd8PqiaIRuOSVMgPFZ7De6uh0iz0+CLY5Iq6YaKCYRQmbDIaZ3lixCcEU3OZA2EjPU3QBRTPWi0xwIA4gCMySWIrsYPVDEb2C2rcJ6r81wqm9BU0S00y0mDCSDxRp7Cvo8+b3uOIcEzXNyYx0sn0HU/gHYio9P1zP5BOSbZnqkjgqFDnlZDJpCnjSZZKnY6RN9aHsH6J+wMSyJUI2Pb22/sZ1EenT3mYlCNO2xteW+6hvWwCgFc20Zyt7G4mOtqSfyz2hPoMVq92jfEOgYDXHcaxZID5zUTQkiczQ1ui/tAECFtBYxFAvWCnSRjMFrqevCC5zFQxpO1x7wtKOCLS3kGcff8tywq7XG+lB1EL44dKXvlvMgb6Fy2ysv424lsanM+RIJkzAEOUTLiCpv5bwI4/UP0QvC4YgTnNpP5nSLeZjXiGnvUvVnhZpAQnYdKRyCxzDwosh4NgBCy9CX6Dp01+DDIAsRa5j5cAzAY8I9MM1Oob7OYjV8Dwp7l5TzC0m5i0ikBsC9D36PsQnz1/GZCjk18oNPfMIxhYEFinxrGSxHouHwjOV8yzc4zOMo/0ddlt8iwhEBCICPRoBxivMSfVhchQ5yJiqrfNwxkfJ+QuzEeZ1LJLmhZy2vzwFLWMyZuroRhhnkWcWvjCnZhEeYzDGXIUYd0XCtEd3gVi4iEBEICIQEYgIRAQiAsWFAONklBro9cs0eEbRDQGI+6y2DKSLq3T55yZMBHAPO3vVWinat1QogxkTmSZLMvASgExqmNwUYzBCSWQpkxoU5KwuZeLE3lJdEcgDFoEQ01iAQXaZclszLMFopCakPZYJuswU5ZyX7s2IJ+qJAO4QU7RXa7Fp+HMvCnbKz+SR21DI8RvLVsgoc+9IGrqY80SBa9XBIn4gf3CJFJR9OlWQENodll+zZfkFuR3yU5AEs0QqaKxtUGYj1IUrCtD2TtyzJNdhh5mwM1GnLiG+qC8UtnxvTwgugFsj3EiFFziRJoTbsKpSUwqThbYqPGgDWJrSLrCQNnKIRlqkgcUFuHSm3/RtoyuxjixawA+yG9fKWJyaHEnDMNQfcoQ9vINsbG/76ciytCcuZCCyEHIikIx4GmhIPQ+Im3aK7OU6L4/yTzE8F1HGDSvgOCIsdKAsPEPIb7XaG2UwwlTlYrED5eU5E+o8rdrzL2C8IyIQEciKAOMHFpqwmI1nMM89lOqozlmUyRgNWYRcNUJVn8hoCFXGGYxLuY85iR+N8VzVn+KNISIQEYgI9GQEwniVMpZLHiIz2xOYFzGXZP6yTFt7aEikBaV4xfKepVjQWS55jRoAGZxvan6c6OfXLFJjfM1cBeKUuZMOdXiIhGmHQxojjAhEBCICEYGIQEQgIhARyIYA4/GgvBgoJScWIZ5okGoj39FztkS60XGUORrnmwXOXFn6sccbx8K4H0h4gRGWSFjiMeko1V6F4FWskFEGJksomvVvimXISBRTXRHCHrFYOgXLPfRqtEcUZ0zosFCibTIRI99BiSbe15Tga1UgFGzUA8RppvJQb5TX6pUfqkmUeKS/WEQtJBsWD5rf2TVcASLVECfUr4gfSKDOIE7Ip+05gwslcwXtFf3kqbMCZbc6EK5YbNG2Ia6rSnOz2OysfKanAymCWyiIEZo09UX+21tvKHtpK9THAtULioBsIWAHadRRloqh7dJO2YuT/hLIn2z56MrjtJdhEI6d2G9aKm/Ar151yEr7oMxhwUR6oP6wegouyzLJk/R7ustv2gzKM7MAkAKNz6Tco89DcvBnC0h0PQhtiVLLJYbsCBYM7JMFeVKIR0x4nqGUgzQl37Q9FH/KupWB8kII48WAa7CEyFDtLRcono0IRARyRgA5wjNXosT11idjNvokspWAUp7zEAEc57xEho3JdMjGczy3OcY4nCARYuf9r/geEYgIRAR6JgJhvErpmKfqv12BcS5zSgjTxQ14l9pospc5Ngu+mdsxTrPFKyk5nG+ClmeNFJHXjMdYhMycHo9OLNDu6BAJ045GNMYXEYgIRAQiAhGBiEBEICKQFQFPLDQfODOYRpHBYJ3B8Ga6cMtoUFS2d1C/ZaxddwTFMlYpKNYXpCy6GPKHYT9KHdyIoVgfIctG9rqUnjYqdPKoMtoUkzjbW5BJlfBmZS0haaEEYcpvJmCcxt0ngetR9vOinWLNhLIc8pTrcwkQBiF9JpGQBKGOiaErCFPyDem3KLVnJnu6QgR2RbB2rjcwZ68xFlLQ1gMBkhvKnZfzsDI7tCMUsh2xQjtYsqFwgLDEErqlGgEXmikWyoE4Qlawirs9AcvSeZJHELeFWrndnvxxL2VnoQNykbJDnuXaH9ubdmv3I9PBELm+pNErjjLVI/kfmcp/NnmC/CJ0h+deeH771f/eohQlGlaYuHfmuy1GUX+pkgINJV0g5GnpiB/6FJ+Z8PJIbH5ncUlwZc6iATAsRAgLYFjQQBmQV8kFEqHfNkqBhxzlGYL1Q3jW5FKWQuQ7xhkR6MkI0Nvp8matpE+IU559LD5h3CwjcCNMIVMJvCNH/a/NC50Y19HHOcccBbkUQ0QgIhARiAi0jABjPsZugcBkrstCy2Uswk0RmIhf5CpjNMZrzFHy3YLCj4PDvNnrgRg7Mp9mrMWciXGXjTF1vKPGXJEwbbn+49mIQEQgIhARiAhEBCICEYEORIBVhgMrNlvooeCEJGEwzR/DXAbe6TQB6guUGAy87coeos9gcM8gH8X6YhFXEFjJgT6r4lEAYVk6POVysyeVvwObVsaoggIf4mlBgyegTCGfuhqSBbfQrHyFpENPxoSPOmBCR8ByCGshSBDaHyQHyvJ8CDImdKRPPUMcMNEL9UxT7myXvFYwvWEJhatgJptgRHvsqgC2KC5p89SHLRAQ1qHfd1W+MqVrSgK9BftPWgr5pP20J1i8ahm0E/Y05pMqaalWSBI5SruEOBws+coK7vYE+gDtFcKU9urdHLYnxo6/l7ZihGMNlvcsJPELbzo+pfxjRMaw+ID6m7fKuzamDtPrETliLoWVf9o88igZgvziWHeQ+5AOajqSoV5hJghMrtKGm1yS6yB9BVdttFtznaligw3tbLUiMKWXDnCspYACzghzsy4tHGEe9nw2YlTlo5aSBH3ot4xd1usHz3H2sEWmNqrwyPsYIgIRgY5HgL7I2AGZwtiBRTMsaOM5yHzDOmsqWa/U39wfbaGTZBD3IHrD+IO4YogIRAQiAhGB7AiE8SnjNRaHMW/A2pNP5s2aXlpAmiJbw7ZCbCFie5rmuLAzpMMwipEU8SGjmUWTdljIxniLcWbQo3TEqCsSplaF8S0iEBGICEQEIgIRgYhARKDQCKDUQMGJC8VqKYf9IHqz4hGF8NZGmGK1CFkVXmFFZqgLSADck+K+eKgIUxRBMbSOABOloORGWc0ECoyZyDG5YuLFXA0LJUgmiJckQcoEDewJXO9fXjGHohxFfz4EjVnsiTghD5ks9ipSCwnMSpC8oPnrhFBMhGmyuKxA3qamzFytAgWT7a0h+HbrbJ/EQJhCwNBeWwq0R2QD7QfXzm0lTEP6EF5YRNNeA8HfUvpdcc7vjSRiXYQpix5QeBeLojsoeNibGkthcMxUj6HeUB5Rd9Vq7MglnoXBqpH7aP3miSElk7oC71zSRE4ia1n1j2zByou9iVGcza33CwC4BulWrrKiQGOxCIQFmCGrTfmmG3gWci1tkmKDFThIP9ZkhUqb7xzCFEUd1rGkT30g/7O3NzBAcYebuGD1kAt+8ZqIQEQgfwSQC8h/CFDGZSjka2W5j3xA9tB3tRzO5AlyCTnDswJZi+xBTgXSlOPImxgiAhGBiMDWggDjLy8pefdbDUhM2jiUcxzzozGu88GP2VLjNl2MPoPxDp/IXcZKxIE45YXlP4sEmW/315id7yaDU7I42/g9LEC0eTiDMOKSkNZtfm6kT9bGNKzbJM8460Tasp9pem7ttrzfImGaN2TxhohARCAiEBGICEQEIgIRgXwRQAGBQgIrPhScEKdBMcE5FJAMfv3A3A+IM6URrst0rjseM8Xq6uwWfiiJmVxAmHaE5Vh3xKgteQ5kw1qtcmVfOZTw/GEpulLugphzMVmDmIOogDilHRL8JHHz5JA2Z8eZMuqfdmrKttSnnWzljVW3s2QxCHGStHANt0HCBtKEPV7IW2cE2l8xuORNLyttHoUndZO05Eq/rqf9DgoK9hCdnyCYON5SgHAHq/BqK+Genj7tFkvJ1tJvKW+FOgcRh0LcFuDo09wyFiqxNsTLswzimb1osxHP4bloe1SrPBC/QRatEejILSzbIQMyWaC2IVsFvQWiFFdsKKuoGxah8AxDiTZ7ZUr+6Rzl5jjlpswo0lCG6bARw5Q5WAogq9nvlLYNIUIaKOSQ5Xhf6AyXvIAWxiZ0RfLZ0lgk4ABhSh+iPDFEBCIChUOAPskcg/ECsmJEdYktPKPv0fskauw5Rt/kN7IpKN2tP+st9Gl+xxAR6FIENNEIcw9rwTyAOiNkSzfb8c7IU0yjoAiEsQ3jfFoZc1TGY4z9GYOywCTTvBWLfc4TGMMxNw7kJuMz4uBe/fsxk86z+JWxny2W0zyX8S7jQD6JI1NAhrPouE7jSLY8YH4f5oXcwfiQrVzY6oatjZjjkzbptjdEwrS9CMb7IwIRgYhARCAiEBGICEQEWkUARQYDZEihYbKAghAJyolWb+7BF2DxuBDXl1KqsjqSQX4yoNBhf0tWYw6p9EQaEwQmJhG/JFL+OxMp6cNskrZ2o7cm1fzKZoFgiXUnCn1gxgrBu+Pdcs/HQLgSK3O4sPI1TCw5niv+3INrzpkr11o9U8PNa9mTBywiQNHHXqpttRAkX/mEoNin/ZHHYlHsByJsgEgkm0ir7raGQP+nTuq0QnqxFlIgH4LCoaXyd5SFclB20BbCnsroQ9Lba0t56axztVKI0zYGd2J/ybdsTfJdMoeFG+nyPcSH8gdZxHMROQAxSL1zPZ88P5OEKcspkEk8B4ohIOOQmbRdZAl5Y+EH5UKpxrE5srSFPKQtUT7GA5SVMYERpmpolAciA0WdufCV8MbClmOD9PzDEgwLMRZ68AkO4MILeV6p6/TfJK+7ChueMyx6oNy45sVKO4aIQESgsAgwVmMRBQvhcHVepu+MaRg+sPUH4hLXkcgZrPlR3Oc6jitszmPs3QIBNRxrRTQkgsR6MzKT86lr/HF/mV3FQ7LVoPvVWHv14snGp78BbzmbNJ/ZtInJTGECaZJ3ErVPJeOzHPLdPD+c5E9Hm2WIvOZe3ma3xh9dhEDwxqRhl43jGPOz6I3xZzphSvWGc4ztuIfxKXM29owmaGhmi9oY9zRqrEY8uqwpII/D4pZAmPoFdt7Sn3NcE+bduPddofEU8xK2CSFPEvEWB9cwzkTmk2/m98GLAHlrb4iEaXsRjPdHBCICEYGIQEQgIhARiAi0igAD2mBBBwmCYjNMBlu9uQdfsEorIedrRSSK1eSeH6HIgs2UOiiEcbXJpIL5Kas0+RomFOH6rf2TiVRQqKO8J+DyEXeWtDdWvYK1vppCH4ICZTwTtGRgnuUn/ugPmqsETB+g87m0X65lqsgkb2ZqT8pMczjp7syqFMJ0uFxWs1q2MwIT2eAWmnYIwVMMAQtbFgggK2o0C0d+bA0BIoi9jFEMUBe5Wncm5Wt7LJTpP6RLH8m0p3Ix1cHovqXWZ9pT3kKXx1xxI9/V/zO54g7pI35Y0IECH4U/n8gE5DxyJiiXIAybfut6iMdiCBDtwSIWmUK+IUPJHfKY9oSLZ9o38o/2iqzrx0symLJzn/4t8J37gpUC5efZhxjwMou9v+XmWNfxDERehMUvLVkq+NgL/+7z6MtdTHK18CWPKUQEug4BiUyTicgXFmQgH5EpyFMU6sglCFTkiFfQF8cCi65DLKacMwJqO5CKvXtrOxl9JzBH2LhxA1/sd6/eOt+nxJ/XMc77l557ui7MKeziDG/c36dPqaWR5CEhSzdsWN8srQy3t/mQlatPn1TZ1It88Xx8qWdy+rEm8hZcUietrMrrxk0qayhvCquAUZszGW8sGAJhgTDjOEhHAuNPGgLnaN4cpn6ZIYY5I7KVsRcvFm2GeTTjMrZUYPxrBGZq3JeKmoibCFFkcRj7Mnbrq4VvQTaH+JgHMXZkXrREC0kbtbg8xEVTJQ6u5RhzGAhd8tYRIRKmHYFijCMiEBGICEQEIgIRgYhARCArAgxosZiD8OsvAiSs7M56Qw8+wRieyQeTEJSqTCgWSZFcp9WTmciRMBmA9EPBzMSEuSkEIJMKFEP2x4VbcQBTplAow3D/yOSKSR1z9eoU4caEigkhhBBwQUJXaH9YJmso0goRQr4gDHDJy4Qv00SOCV8gvXBZjXKvM+rVJsqaAZO/2QkLsEJgkU+cAQsWWfDCOkTVZAH87KX6BiW6RHddOGCyQOVgpTbygAUUuEhelUUeZMMQvCCfkBG4qjU5ke3iDMdRMKDkYEU47qyQR8XuSnT8wDIjFyHcIBmLKYR+BZbzRJgi51FEmUJRGfVyYcsc08aRU8gk3IyxmAMlUkYCVdcUC2FK24XgpB1TFRC7lIFnGmQxcg8skM90Y8YDWNLTXnmO0Ye5d42UrbRB5HTo07RLQWf9H9z4bS9rs+o3ipM0kfNVYKbITKbrGHJd2WiKa0vEC3PEP9+9ZwH2sKXs2eq8MDmIsUYEti4EkCu8kBvIA2QAcgUZiRxlTNVb39dITnENv4vFIn3rqqluWFqeIyJKjUDS88ceSBSDZ4valE5bQMZv1POITwLn+oiI5IYNG9bpuB5yLQTI1pKSMrduncYMy1fp+k2upl+1Ky0rMbKU+yFPN2eghcjyOAVRS7rkffXqtcqrvERwrLTElZeXWUxrGte49evXW576lGgRY0W5XcO1G9brpU+I5NIyCF+RVxt1rd2ZAke/fP45mgIojzzGSwuHAE3axqypT2oMrx/p82KuYeyFtxTGdATkaFikFq4PC+iYx0CYsriNcRrjxGT3sQj0RnrMgRm7QZj21VgOz1rIbQ0P1W4YG3rSlLkq83uIUeIjP5niDHG39zMSpu1FMN4fEYgIRAQiAhGBiEBEICKQFQEGwrwgp0bWiDCVgjTTQDxrBD3sBAN7Jh1YP6JExW1fnSYAuAljUqD/LYJNJjQB1fzBJqL8DgQ0uDKhCMrlLW7eSg4EBTWTKCy5mETpq2EN5rQ5LJ5QotnkCqAFJJM0yIgw0SsEXNQrdY1LSiZ7YYKXTCvkg/pkT8bOqlff5pj8ao/BurU2CQY34OnKAGlkLjuFBwSgTch1jJxBujBR1pzZFKJMrqnD7hjMtZXKA9kESQmxBqFPGbPJg0zlNIJZOEFAsd9xvoRpcCFK+ig5IK3Y/5e2UKxhj6EV1p8pK/26mALKoWBZiaUueIrLM5mD/NmoN7DNBC9FQR6h7Me6Gle0QXYFglSnTOYHRW1Xlx25WyelGG2WZxOEKTKZPaeCa2f6LOfpqljQD5dLZVzNB/mrs9b2wQtcBlVoD0JdzPdgYYDVAu0SfIwA0SfPUrAELwLKOnCiXWD1kMmDgL+ycO++77L4YKODMEW5GJSFhUs1xhwR2DoRSInWJpmILGDMh/xADoQXsoQFdcjYAZI9yIfOWJi2ddZKzym1WX6KUNygZ01jfaNbv26dFa6kVF4uqiuN0OTAWpGNK0V0ch6ysUxkY1VNlUhTuQtdv9ZbiAZYwsObhwVBv3v3FmGqOJcuXO4mvfq2CMyNbvtdt3ODhw2U5SoPOD0lISLDPan7+LCHq31p5S09XV0OGdyntMw1rFrt5s9aYGUsLS8VWVvjhowYzETKLZy3yNWvXKUybHTVfavdsFHDVb5St0rHGlY1uMaG1a6srMwNHj7IVQkTnuf28KZzEvQTa1wjjo309Yfje9cjQAv0TcqP0Zgb25LdUHepLDJ3ZbzFeExN0xamhAV9yeuJi/Ef13E9cxrmwDa30RiO8Vp6ICmauJ/7yWOI5jEshmQMzAJx4mN7BsbW6EuIC1nOfIVFMFaG9Eg74HckTDsAxBhFRCAiEBGICEQEIgIRgYhAZgRQTDDYhSjFco4BMMeCS6PMd3Xvo2GyoHmBkcUobyA0OY7SFMtHFMkoUVl5idvBTBOIllBAWVxbU2oESbkADYr0lu7pyefCniqCVlj6SR8TKJTnYB4U7BBL/DGZVxVY6AzC2Vwvy5IYaysme0w8k0HZMgUfbiU7kzANeYAoQ7EPoetdGoUzXfOJjAgTZ9p6sKYmN+Bnq4v1Cdlie1h2seKTyXyoUvKe6wKGQJgy+WclNkoFyDXabD4BxS8yFsKUFwriXANyqV4dB0t3ZBIKDpQS5CC/XOSaYsdct/ewCmsjXUGItVaC4LKM/uQXSeC6zMtplJ3IKd/PPMJqMtZmTJfJIdqQPiAfad88N1l9H1zytpZ+Z50P7R7FGGWm3aNAoxxYAVB2XPHSvgk0S+oLV+gQ+8GKgD6DAo52uFQu11C+DdXCEfo9IRD6nszfaGMK5CSkCMfoL8gL8sNiAwLnkPfm4ljnSDvXfmkRdMAb5W5pj/IOSCJGERHYqhFAduhfL/2lvkvHbvISWYSsYS9TrkFO8HxDjubiyp1nI6p4Pi0Ni9+ns1WDvpUVHkKxpLRc1pdr3JIFS41QZA4LWTp42CBXJmtLSNKVy1Ya4Yi15SAd7zegr5GLfdQON6yXhWkgCmmo1qIAUo2LBkb7xSVvSamb+84898JjL5rl5t6H7OlGjq11pSJSe+t5lnQBbA0+LR5Ppvo2yynyyZ+FDOlyPdakEKYrlqx00ybOkHVrnSuvLHeDhg50o7YbpXxvcjOnznTLlywXibvB9RvY322301hXUVWpMq9wdSvqXH1dg6xOK1ztmOFGtJLeujXrXL3IVEI1xLGe5+BAGSyfVm47Hd+6AQKMWW0rBDVX9DrMv1rSPzAeY1zXqDc81kBwGuGqeBgDM/9R09oihAXOzGkGs2BW7SZJyIYFiYz9mDOZxakiCouRM0S5RRq5HoiEaa5IxesiAhGBiEBEICIQEYgIRATyRoABNdYxDHyDpZgpOGzilnd0RX8D8z+oBpS2KEspJhZwWEBxnGNLGgMx4t3KMGHId4CPEmikCGjIETBGWbw1B5uYgWMCSI6Fn8CDkgyFOXUS6gnMTJ1QYPiwNlsiyykIBHO/nFLqhzpTFZqCH4sriHAIks7IV0ifdokrWPJXnyIgwrmu+qTOvKWdJz4gnKg7ZdWttwn3Jtuflj1fIZpZndzZhEjAhok6exAT8iHwaIcoZLGcg6zkRR0E0ifE39pnWwnT0A9WysJ4br23hCuE0qG1/Lfl/B5DRJiq42y2Pm5LLIW5BwVOU3+iwSrQp8ulOEXUoPBBeYQCigCZxznkgLUJvXEKuc6CASwy++o5GhZ80A+KIYR2T17JOzIWZRflYq8pFogg70J7pp1CVHhS1VuAmaWoUEFGch1ym+clZaa8hEB0gBkeGcCFfs8ni4/AjDjBkecp1xMXFgnEwDOyKyzRIXqx3qdPL2PvLVZRxRARiAh0CALq/iYD1O1trIccQDZaf0duauzN/INeh+zAEokuWCl5YAutdK6lEBY0IVMQJIxHuKWrxhkt5TWeKxwCgTBduWKVmzllplshYhSSccCg/m6b7bdxFSIXA1k6beIMkZslbrf9dnEjthnuSsxFrdog7nhpRyHwYCLoGOShd9erRVVy4Ttr2hz3738+Kxe4G9z+h+3jRo/bxqxVIV79beFm3R++hnhEym7Eda9ekKW4+e2tvVebQobr6TSku3TRcjf59SlWlsqqclmLDlbaYyx/09+e4ZYtXGZueQcM6e/G7zre1cjStA4L07p61yDLW4jjYbVDzKqWMi1fssLNePsdS3rsjtu6/oP6Wb6wUt1YwD1Zm8oav3QoAsxxGM8ws2Y85bdK8fOyTAkhj7kWcnSt6pzF4ZCnDdqDlEXEYfGwyddEBMh1FoEzZg7zO8aVyF9CIGKbWbBqjMUY0i9ETETWzq+RMG0ngPH2iEBEICIQEYgIRAQiAhGB7AhAcgxi71IRe8Wo8M2e87adCROE4I4RDsX2aNNAn4kDivQltqeHdxubPlHIlCpTBOYJTCJQ1KCUhjBlT1iUzcmJRKb7t4ZjAXfKCtFIAG9CZxKPlmCGtzDRRHFuVqaa2Pnc+YupW0gCCPBREKb67MyQbhEHgVdMAd6EPR2ZMGM1DEET+hauPZlYM8HmvO8nnVvvkDOsvCagpA1ET64YMsnHuo62AdGGnMgnQESZdSlueUU0YY2YSwgKYYjauav8XpvUfHHVfuaS7DiwvEkxXmx7mNIWFmrvUvo7+z3RJnkOUE+hDQdLYhSLXsHv3dUjy0IbR4Yh81FMsSjArEyLSGEfCFPyTJunbPo3cmKBCPjlUq55F+n0R28xy96l4EAfppn2U38BH3BCEUY/DtYLPOuIj3RCH6Gt6nZZoJaazEz2O3AkBAsE+iVtnHyRJjIWPEmPK4k7ablgN3fgW5ALwd02/RoxQZ66Qx/rQChiVBGBDkeAfkyfph8jg/jNIgoWTzCGos8jQ1hAwbMVBTuyBVk8QM/K1jwxIIfZO49P+ityBDlHGjFsPQgEwnSZCMApb0xxyxYvN4JxwJABbtvxY8xd7jxZhS6at9hIQixLIUyHjxpmVqO44McCFZe9a2Slul4PAZ77theoyNYykaoleg5CWmJlOnPKLPfk3/+t69a7A9+/n9t2hzF+z1CtCsRN79o1a91q9hRdi7WmtxDFhS7xlFWwh2iKoLUq6m3xrJbL3LVcr/shUku0Lyoug8sryozgJd2lIkRxBbxi6QpZz1aYO94x47e1vE6bOEPnl4owXeco94677+D6ymVvIEzNJa/iG1o71PYxXSWr03mz5rvJr02xvrPD7uPkxneYuevFXbEtFUwRu9Z5t57m1O1KiuxDvjKPZUxLyGfrD+5FgjKOY0yEfoRFmmZxypgoJV8t4sQb+iPGi+iPkNnIevKC9EUE852xHuMrtnLwi/M6diuRLiNMVzc0yHR7uVYirHLr1q5NwNJzvpbKh3dVdY3r23+AzNWrek7BYkkiAhGBiEBEICIQEYgI5IgAg9wRIjRQ5hejS8Eci5HXZUwO6rUymAE8lntJL0xMGIKiXF9bDUwMeKGggRhFAQSm1ZpcGwGt34VU+LaawSK6ANwJKM8I6b/90a55R9mPYp/VuViaojgnu6EJkGWUcSjxRvcttQliZ+Y0kBFMhnHNmi9hV+i8gg8TZOrWT779J66amFDzyTX0ExSaKEU70+IUN1NBkYCsa00Rm45XIC6Jg71umfjnE5AL7PlI2v3KRcxR+BxCqPcVCaI2tMkcbu/SS7bRwoKwICdfvAudcVbPL0i54G5U34cIpG3C5/lPlO4+F2o6RoiyV2l6OVAu4S6bwL7GnC8mhT3lCs8x+idBWTY3afPUjlGKYeVJn6XsleqnSVeYob8i+0K7Axbi8gsgeP6lXO3asxMXbLjUdHLV5l3ystiDwPgChRohWCCQNvlBqQZxSxqQqk11oXQLueAoyAXqkTzzuVR9rTFN/lum41tEICKQFwL0dmSHdXv9QDaysCS48ScylPOMw3lxLYp+Fhwm5UW2RMNzGYU+a8hMhiXkTLb74vGehUA2wrSviFGsSFc3rnYTX3nbCEzIzRGjh5ur3kq5oaWNrhHBiQXq0kXL3MK5i23fT4hL9jcdNnKIue/FWrWiqsKufyeNMB27w7Z2DpK1XtacELYLZi9QnHXiUtY7yNIBg/vZ/qHDaofJDXCVPes2aB4KuYqlJ3uTLtd9a0S0QtT2HdjXLEhrx4wQX1FjJCvuhie+MilnwpS9TL1LXlmZysK0QhamI0bXGg5TJ05z70ye6WbLWpZ8j9y21l6jxo50A0W4lleWKU0922Vp6q1re1ab6UmlYYzHmIqxLC5wadP5EKZgodvVJv14cTNpiucN71KXsRmvZGCxCwtlWRCLRwDmOcqCyWHmOMh9hn8sopuvBYrkjcUt+c2ekilu+b1LCNNF8+bKjH3plrnpwUf6Dxyk1RYje3AJY9EiAhGBiEBEICIQEYgIbEaAAbXGuqa8wMVofynxUWaisNgaAoQTlmIM5M2qRCN4K7pmDQz40ycG2TABL6yLmDQwWUBhDmGKsqelvUOyxRePdw0CKNxQnrOPCy6ZWVlrVkaptmD9RVljJe3ofmUivowGbyJ/W8s1k9kUb+CJQk1p8+lq3lLMu4WF6CB/3SGYglSYBcsyJtiQaPQTXhAj4JCP1GFiv7mH5oYjSln2XiQMKi+xtPPBPygTIExn1XnXuCgpcg3IBrMwNcJUi1PQ7Fpoufy0SRQWpIusQpHRXQIKG8o9UMQZMpG61k8pUXKrs0KWM50wpX8RqBWqBpIuuOCV3tTa7HBZTLKnJ9egCFIpjOSjbiC2uYd2jvUUCwKKoZyUKRmMqFRRIXnny2LZFFj6TV+grzZZful7Mv+Ul2edDjcd19cmHJCVtE3aK32N683VvW4gTVALRGjz/HhFH67fyBPxoGhjLGJp6g2ZkUw3eX9r3+m3pB+kZcgztU29kldc8SJOq9Q4aQcQprikM/nfWgLxfEQgIpAVAfobcoO+zItxMgtLeB4ga+hjyM/gMYOxgT0vdI41RchY+i/9lfv5jawKgXP0Wb9Hs/cUgAeJMN4I18XPno1AOmEK8UlbKZVFZ1VNpUjJdW7R3EWuSgTibvviineYkZK91ch6yR0u1p3cs0QWmovnL3H1K+sd+5xiUcpeoUNGDHbsCQqRSIBoTFqY4s62UvuFbtBDpW75Sotnvqw3IUyJR83UyEf2Ux236/ZGhEKKQphCZC5T2nNmiIMRcbrOrFL1QFJDZ49Srh8yYohZm3LdxFdFmOq6XCxM2cN1ycIlRrCuUpmqqqvcGFncYhk7SfHMmDTDzZHlLRat22gv1G22G2l7opIu5e6jB6/t7Yq74hiKFgGGr8hCxlGM6ZCV+XiySS8Y82EWurH4zRaW6zMsrEMWh4Ao5sWC2ORCO+QvrtYZE5M35i5zNG8iviDPQxzt/ex0wnTuzBmuYdWq9ua7W95fVVPjRo4Z2y3zHjMdEYgIRAQiAhGBiEBEIB8EGFCj1MUtFhamKDGCUjKfeLrrtekuTtm7I4TN38KR7J9mQSVCgBXzkKSmFNbkM2CZVO5kjyWe6WoEWPWK0g2lvRGmmtjxO7h6o00wMaSfjJKFKeSX5oOamHK09QChgnKeeNifi3aSrvxrKRYUi8RhE882WDi2FHchz9EPylIrjVEaoQSFmIFMsb0SBSIYIo9yCcSB+pRPAvDngmMgTLmvaY9G7swxXdLiXpQRWJii5EVRq/+cAvWNjMC6hrYDkcgf5W6p/KvUDhc0+PSwfA/EXk6JdvFFPF8gSStLUZ54qyIUK8WwkCTdJW8SV5pEsl74Tv55TvK8tHOptmPKevVLiEIspAiQqmZpqguxwiymQHPFmsQvGGL/Uu8GU83R9iRFyQWZQZ8l58gdiFCUXEZ4qzx+YZWXh9b7dGFYcALxwXeup+zcQzug/Weqd5+fzffTu3Hf7Bdu+f6l5K2fZrq/NWyR37jspJ6UJas75I9+mnIR4jxJeCOgKS9l8OVoLYV4PiIQEciGgLr+Znmh7zzrkAnIEPohfRJX9/pqz0X2RWZMzXn+kCP0X67jmIbYdjw8tznv+7J3H8k9LP7M1YNDtnzH490LgXTCFNITt7pYa67SHp6Qi2O01yfWmkPYw1O/N22UZwi1uz4lpXLFqzHWUrxrNoogZP9OjdXleggXt1PenGak60HvP1D7oY4ychHC9Im/Pd3kkjcQprjfxdUtVqY+rvWKv8QsRye/PlUEbonb88A9jJysEMFKaJRnT66HXMWdLm54cbk75Y3pltaOe+xglp/9ZeG6Snu05kOYlpWXy3J1nlu8YInFXyMXvTvttaMrVxpzZ86Va+HZbvrEGWYBu/t+O4ssHemqa6ptr1OsS3keRwtTq6aifpN4NBmJl47g/QY52NatMBj7oCNhYS7jo3rmwxoX2TjKWsVmOGgljPVYBGrjPH0yhvTzHL8/NQuRIUxXdHfCdGu0LN1c1f5btDRNRyT+jghEBCICEYGIQESgJyKAggKFBRZzI6pLTZlvKgpGv1tBSCdMwwr3fIoOVJAg3kJXK5E1aSg2BXk+5dmar0XxhsVRvZQs7GGLq0raCBNHm4ymwGEiOKzKu1aF/EGJ11pA2WcTWU0++W7u5tT38ulvEBfkhX2+2uIStrU8Fuo86ASEwBFFJwQKGOCqFwKRSTZK1FxCIKgCIQOxghK1NeLa71Gbcp0q8isQlkHxmkvaXANhOjdFmOJGFDInl0A7oe3gjhfXvCiF+aPYLRGmpmgI6an+9d9tgleMY53pSTieNcVCmEJuLkwR0VgT0rcyBZ6T1F3yOZmsL+uXagQQpiiq+I1lKmUOlqb5trFM+eioY8gfJBrk+zIUYZJ3tGMsTGiTtNH+6pMs/iHQ3+g7tHOwwNozk4tclGmQ0MECGjTp0Z4g8X2eOLk/Ex5hwQppIh+4j3wKVqsb7snl+Uq6EMKUkzwHuUn1cox4KAfxsogCGU+euY7AdciWkK4tmOFe4rUr4ltEICKQKwI835CfPON50c2QFfQljtMXCbgCH6ztDliYwqIq+j8BuWwLzXRDkkhNnbb4iI3x+wo9m4mXrTAgTJPxWGTxrccikE6Yzpc73PoV2mJweZ2I0BVmGbr3IXs5iM3+A/uJICxxG9b5bQf7lJaZ21yIzjXaw5Q2ulFk6UY9BObMmOP++9TL5m73iGMPd+N22d72MDULUxGm67TvKXuYBsKUexvrG8xiFTfAGxRPHzXEBbMXupefedWes/scureuH+P6DuhnVq5rVq/WPY0iTRtETm4QYVrqFs1f7CY8/4bla8c9xrvR47axvUe5Lh/CtLS01MqwUNa1uP3tpzR3229XV9O/2sjg2dPnaA/TqeZ+d7/3vsuNGltrrn9pKJC/mzapT4lY5pkaw2YEgAO5AypeUvlxTUqcbb6wk76F/Ji81HiWwFgOmduWwLiPcRFjPxbXIV9tIZmOkQbWpkaeGg4eA1JizI8XgTCORMdE8ONtvwUSufM5tFPtfus0C1P2LJ09Y1qzDI8eMdwdsufObqSESk8Mc+Wn/NkJE92s+QuaFW+bsdvHPU2bIRJ/RAQiAhGBiEBEICLQ0xBgHMtgllWAI+SSF4uvoIToaWXNVB4mAUvkio/Vkyi6UeLkE5gGgCGKdCwOUTKj5NmaMMwHr2K/Nkw4zRJRLnltVa3aSFDuhfzTZyDJ2cuUPfogRloKIV5cJWEtSPuwvW2lRMmnraDQJy/kC8IurCJuKe1iOUdfIdDD+E65IZOw9KT/YLUbJtZc11KA4IDogchAyYpilHtbI1wD8UPcrLrORty0lDbn2kOYVsnSkvIOFVGMQsGHlhUtWBTjAhiinDaQn5RKJdFFH6a4Vj3TV7BcpJ5QkheDnESBw17AoZ9nI0zJL4p6npNDtVCCvalpv6FN0yeRGSyIUJO0OuJRAunHYoBAjOfT1wtZXWFhSKPyiwxBIWb51htloV9iSYulF4HrOU+7C30X29P08vgFCX6BCc9FFHX0M7NmlbKN673c070Z7g/5Ik3d5glTS9enT9q5tBuLR/dRn3iNwKafvs69qhJT9HGc/K6WYpF80TY5Tx3iVQAckBf+5eMy4lR5AIcYIgIRgdwQoM/R/3j28RxgPIQHD5TvDJ2QNxxnTMVYCnmblA/0xTotxCDQT8t6bzluIk76Lu4e6feMBbB2Im4Wd8TQ8xFIJ0xnTp3tFoqkxA0tYeAQXNtuJ3e029genjXaQxRXuQTc7vK9UW55g6Vnw6pG21t0wZyFbuL/JoncrHGBMOV628M0A2HaS+1z3dq15tJ36eJllj4udhfNW+ymvjndlclF8J4H7m6E6cAhg8zt7XqRrqSLS2Dyy/1LFi5z77w9055L2+2ifIswZe/RNezFmodL3myEKeVZpvzNEWE6acIU29t0/8P3daO0jynPbAjjTRv93qWRLLVm0uyNcYaGkIZVGFuEz2YXdtKPMH5ijiCRaWMdxqBtXYj3oB4AAEAASURBVMBNfCwaIz6JVPvkN/MvxruMn9nnHfms083Hh5L3TG+Q1UH8IpeZAxvJ2sGYdBphmm5dCll6/GEHdHBxijO6e558oRlpGq1Mi7OeYq4iAhGBiEBEICIQEeg4BBjIosBGEYyFJKTF1hBscK83LGsW1HuFeRjI51N+ww9lD/ilXBrnc3+8tjgRMMJURPoKWZhCqqPYY/Kof5sUqspNsUe9D4dYEIHSUkDZwASWiSbuiFAgcm9rRGt6nGGCDoE2r157weiTiaz+u2WAUDHiWVhgcYlyE/KitRD29GQCDoZYigZFa0v3mkIhBRZ9F+VGLoH7gsJAOlmzolsoog2yiTxwLpdAeSFJqXsIUywt0wNtjBrlg3iJn3qeq70mcZ3KcbuEy7pBGKXnCoprFOLUUVcqlNLhom+zNxOEKQsZIMromyHw1VbLp+oN8hOCP1hehutQGCEz+CTQXsTHmaKIMgeSGEvoHJtciLpdn9ZWUo2FdCkP7QsFGDKNfoS7Nb4TUGSt0THa5UjVG+XNJ4DBEuGpDyNHKDsv8Aj7VtHHbbGCmn56/yNvYTlAkjDJJw9cC7GJC0/6DmUiLvqe/i1NrGmxhMXCdq06NK6HB6leuQYrCo75e31d8p26Bae2jBPyzX+8PiLQkxBA7tD3WNzEntZIGwhT+hWyEY8LeJqADEXepssF88wh+UxgvJDNxST9GhkU+qhEjS0Cxdop0wIPGw8oWvJD/rCwD3LSEotv3QqBdMJ01rQ5brFISvbqxA1tlfbyLKsolZXmEDdut/GOvUR7qb3xx3OnUQQpe32uWlHv1org5D5IVIjOSa+8LcvMvu79xxzmttd+on36lMiV7Sz3JISpXOge9P793dgdtjUr1HVr14v4lPtbWbZCwK5ds9b2KV22aLkRoKWyHt11n53dttpHdPDwwWbNuXzJMru+YVWDWbiS7oqlK91c7WnaW6TT6PGjzYXvyG1HynXwmg4hTPsN7CuL02UOC9NJr0x2FZUV7oDD93MjZWGKletGWZVGV7yZuwBjFSwsGRMwxiCwKIQxBHLHWhWCrwNDUl4hp5g9ICv5TuA8MjWVHTvHFCNdnvqrW39PH49RStKgzMhZxszMRRlHg0VIN8RMtuyVyiDzYOLwaIWrOuaz0wjTd6a8basZQrZP/OBhPdayNJQxfGJp+oeHngw/5Vu8TEJsx6bf8UtEICIQEYgIRAQiAhGBnoYASgIG+CjwUZBuLYQpA3sG/gz2sdSDxArWI/nUsVf2+P0IUbiiHI6h+yPAZHCpCFMmhEFZjjKOibE+TLmGEo5+UytX1sESK1vJbaKr+1iRC6HA/HF4VWnCwjDbnc2Pq8lqsskeq5v3tMRSijx1xxCsQLC4xMUxytBcFA2BoKJumJBjkZKLa2RgCivlTTmaI2jUu1mjCeuwTyV1CfaZFAXZooXYpc2EVzrxFuoX+UReiR+SFDeDyCrInO5W1e8aVun7i0gpVrrT9qmzYgiB4IMwpU9Rz7RJ8kddYJkEwc2rKkXKm0tZXZMMEJDIBwjXUEe0SQJtlOcscfC8yKV9J+Nuz3faEbKHYIo1fdKCQv+hDVNuFGBcR44hdemHw5BraNvyCOwFOl8LCXiWsgACl9tYOEB10G/A17vP9nsXgnV6SGW3SQmYfj6X35SPsmFZivU5dRGSAg3qivwEZSf1jAzC3a9OGRZgx7Xkh/ol75C+iyS/URDGEBGICOSOAD2d/o4MJNBH6Zf9NW5G3iAfWVjDNekK/lwJUxtnqWtiOU9f5VmPDKpEBihuZE8yBIKVvs6z2cuJzbIieW38XvwIpBOmuLRdt2a9q6yqcMNHDXO4x5382hTp+Usdrnm32X4bO4dFKKTmvJnz3Ov/fdNhWco+p+wXWlFRZoTpK8+9aoTi4Ue912HtmSRM2XP0oCMOEGE6RtailW6x0v3fs6+6FctWuCHDB7l+8tRZVVNl+4e+rfQJ5mJX6UOYsifpay++IfJyuauR1Wff/v7F/qdYmELckp/aMbXaxzQSpl3dEhkTJMdRjPnC2BFZVihX4EFeMedATiKvklsUIP8Yb7Kok7EP8q49FqbgTFkJiE6+8tvkrD5t6xotfMHjDovPwCA9NJe4Po70azrid6cRplPefL1Zfs858ahmv3v6j+v/8NdmRRy/6+7NfscfEYGIQEQgIhARiAhEBHoKAgxkGXSjKEBZONxcDWINsnlQyzUMlO0TVS9fekBgYI/CFEU5FqZY2eQTBJthB0kDUYolDpYzkM8xdH8EsAQNbjpR7KFYR2mnw6Y8p5aZiLLAABedTJIzKeQCEmGCiaJ9mYhYFIJYVGSyMAz3tPRJPCjuk3ls6fpiPRf6UT/hxx7KfGZSmKbnPxBURmarL6MYKGT/Q14kCVPwh5AJlizIzFwCsnagiKT+sqjpJ6vkIC/C7bST0MaIE8IUSzjkU70UwBBy3S28e1S1PT+oa0jqYgrhGUA/WiF3x7Qn+jGKKHs26juLIXCpC1HKcUR8ukIfJVJQoNEm+E1dU13+2bIpRZh692Tp93c0JrQj0qbd0mZAPVh1kjfKST5pw1gvI98IrPdh0Q9EKWOCdELfLsrwFtJDcTZPltBggVzkuYicJAOBUEaecoh0aP+ZLL8yJJHToWQ9UDbSZZsB0uGcyQ2VnfKDjf4tUK/ID+o+UzD5rehYuDBbrrEpp08r09XxWEQgIpAJAXqXvfQc4JPxz5BKEaYsVlDfS5evod/5hShsZSB5rHvCczNTGhwLcp0+jpxBfnv55/s38fKcZUwH2UFmvOW7J2uRTzF0PwTSCdNli5ebq93+gwe4MduPEhHa4P6nPUQhIseMG+1GbTdSLm5HuPKKcp2rdzNETv736ZdFUG5wu2uPzxGjh2sv0RIRqfPdC4/9V3uelrr3H72lhen69evdwUfs77bVnqRl5eUOy9Yn/vaUXPKucru8aydzcVvdT/uFysJ0wn9et/h32msHywOEKRasT/3jabMwHSfr1ZHberIWIvUtuQJe3bjGjkGWdjRhumLpcsvvWy9NNNfAEL/gson9W83ClGdd3L802RuS4wzGUXjlYFyDHEGOMW4KC7U6cshLGoxrIEyZ80gUepkpgRVEFmMcxjXkETnW0rw0Waa2fEfOLtO4mfEQc6KwAM3Sb0uE7bgnEqbtAC+fWyNhmg9a8dqIQEQgIhARiAhEBLorAgyueZVrYA9J0U8KC6yeUFigTEShQEBBgQ4RVzNapL2Fotgu6oZvDPSxIERRvlJuV4PCONeioLBhRTy44WIMZYv+eww+ueLQU6+zianaCBZTWGDZPi3qF6zcpWdY/9EbFhGQpriUo/9kIxiCS176Fko6pre5WERmwzcQurRfXqb0y3ZxkR9nUo8SFAtTSBoUnJBVLQXEEyuozVJMSgSuLiRhijxECYAygjYAiYkrV9oGbQVdSS4BZQplhGAP1nfcStyUCUUIsohyoewN8QYLG1PK5JJQEV1TzIQpWFOX7A3r99TbaAomZPtAKUr51L+1R0/k+2diptZJ/dEmaR8EnpvUH9ZOtB+ercThSYFMMfj7OuKdtgPBz6p/FFnkhWcVfYvvypblk+cgJCDtirzRPgNxkI+iLaSHC3P2hCVAhIQ0GT+AjaUnrIGIPk9+8knHIm7hDZzB3+SsMECM2LNZ6UPiUt9B4UieqAvSL21lfEPdcj9Wa+aRQjLXj5NayEw8FRGICGyBAJJP3U1yyI+hWTjG+AmCgTF00vNDk0WV9WXfV4MV6hYRJw4EuY5cCnLNx0/q3rqVPVGJn7wgB7ys91sC+KsSEcav3QKBbITpwKEDtV/otubadva02W7+rAVu8YIlrv/A/u5dh+6lvU0HyP3tCk8cvjxJFqglbt/37uOGjRwi97hr3PSJM9wz/3rOPFB+6FNHuPG7j0+zMPWE6ZgdRpv1Kq56H3/gKQeResiRB9neowCI69vnH33R3P3uecDubrudxpqF6bxZ890jf3nMrFwPOfJAT7zKCnae8vnCEy8Z0bvdzmONYO1IwrT/oH6ubvlK24v1lWcnyF1xmXvPhw+x/DJGaCJNRZxu4sWDMAZDACjCeM/PC/z4ggVyjLHYgoKxB3M9ZExHBDx3sHhEwzYLjEnIR5CnpMuYJ6TJ8Y5ckJZeBuRnvTLDuI45aHDTC4Fs7Sf9hgL+joRpAcFNRh0J0yQa8XtEICIQEYgIRAQiAj0VAcbvvCBMk+6wUFagCGSwK92FKRNRUEAQouDAMoZBOPd2xxAUn7hand+wzsimfF2aUnbIrsFSCBv5kbAU646YxDxviQCKtqBcxyKUSXCmdsIEFde8WFJB+EEChD6SjDW0O0Vr5AkT2vYsQCBvuGqFLIXoYcLanYO3vFR/gnzWK9ueY+llDEQNx5MK0fTrkr+nTp3mJr39tpRZG9wOO4xzO+6wg1khJK9J/968/jxh+s6Sle5v9//Vjd/zXa522+3Tb7Hf69etkxJuipv7znTtbVXtximtHbYbYzK3r9qKWb7pStoFaQTCdLXamxE7qlbaiarbiC9kc3cIPCMgpFDeHDCiKvXM6DjFUUdhQPuh78xZssK98OobbubM2W7oiBFul513cmNHDDElOnUUiDWega2F+9QmhgwZ7N596CEi77yCyy9A8n2euBYtXOjefOMtt2zFcjduu+3cbrvt6kpLS1uLOufztBPKFRRZtCH6Fgs6kFnIKNobpCqunjGy4jlPP8y1HyUzE3CkzUKaolit1qKAsIgBDCEukKG2x6nOs9AEwjSMLYC2dXSTqTb/TnlQXKJQ3KgXPQUX0LisI24dapLpqPOwOIMgTrq0S8a4du1ayYnJbsqUqa6mptrtvNNObsDwWjdHLvyRuygL6Ze5hPmz3nFvvPyi9rn7oKvu2y/jLSuWLnEzJk+S4n6JGzKi1m2/865yAVmV8dp4sOsQmDtzhpstmc4eg6PGbq99BbcXEZPfXr/kfnVjg3vmoX+4nffax+JJL1GdZMPKZUvTD9vv8opKayMZT3aDg+qSJlMZR7PQDLKSvoiMQAbQX+nPyDEsuAh+HuIXsLRmoc99LBThk7iQuWGxCHIAucfiB+QF7nrbKvcsY3qrq6tzb7410c2aNcvV1tbq+bGzGzRoYDid12fy+ZG8sbGx0c2ePSd5KOP3ceNoj8zetr4QCFP2/pw6cbq5uO3TR4tah0CYjnGV2sN0pbbhmz19rnvr5YmuT0kft/fBe9qeprjkXTBnkZv06tvW9nbacwc3YEh/IzHnzphnlqGV1RUu6ZJ3tixJ//3Qs9qfdL3b/7B93WhZsZaUlrg5uv7JB5/WeOIdVzagzNWOGuHGbT/OlW4qdW+89JZVzC62h+loN2joYLdw7iKzMF2t/U73OGA3N3ybYVaHSxYsdW+9MsnNnT/XLa1f4j51wvFuh113tD1MJ78+2fY4JU+DtBdrvyH93IQJE9yEV17XXsGVbsyo0W7M2NFu3C5KV2OLOe/MNVfBlL9v/75u5713dgMG95e1bYObNXWWe1mWtxs1Jt5NlrVYmFb3rZK1bFmqLWnR1wZ5jtjUvecZheoRyBHGA8wTGd8gsVhIzZ7NyDqvO/Gf06dNc5MnT85r/hHyjexqFIHPuIQ5TP8BA9wOGpcM15iVNBjn2afSRJKuW7flGGb06G1CdO3+DOVGzvJqXMeiMm9tym/GlW3Z6qgtGYuEaVtQa8M9kTBtA2jxlohARCAiEBGICEQEuiUCGlN7haIUFfo3RQUDfaZETLexvIAAwoUkygauZ/CPsoLP7hiCBQpWNcFShEkI5c4lUGywwnKGvSshTAWNYZLL/fGa7oEA7QQOkhWzKMdxW8lkmElxMqCMoz+w6ACX1rSLbAp4FIBeje9jYELL/W0JZgGr/JC3nrCnHn0IogYcB8viBLmTi+UZ9UT/JQTZ5H9t+b5o0WJ31jfOcQ/+81/NTh504AHu17/8uRs7dttmx5M/gtyAjPFE+gZ31+/vdj+84Fx36rnfdcecclrycvs+9a3X3bXnny1F1fRm544+4SR32eWXu9qBfU1JzMlUEYxMp91Bhi+UpR5ueBG8lBEylTbUHQIKarOgFo+w26AKZbntbb2Q5aVe//Tne903zznX1a9a1Sypr114ifvsqaeZBwbIvUD+Nbso7ce0adPd3vse6D70wSPdn/5wp9UnFo8QdHT11atXu0svuczdfMtvm905fvw4938/vd4dcvBBzY639UdY8EGboXHRv8rUv+w5j9CxwyIjpNFCrtGs6HOQFq31o0x58vISpZl3vUu65IF2S9yQoniy4Dcu3Djv0/PW5OSrPeMKX0yvtDOCRelQFtoh8SJ3yQ99K5AoRoTrHOeBJBleeXWC+9JpXzayNHn805/5jDtD7WJN7/Km8iXPZ/v+k++d7x69/x537V33uh1336vZZbg9vOfmX7rf/ey6Zscrq6vd1y75kXvvR7auLbKagVBEPyCyf3bpd9wLTz7aLFe7vGtfd84Pr3MjthnT7HhrP2gPtIsvffu77tjPb/n8uOXaH7r7br85YzR7HnCwu+KmOzOe6w4Hw/OehVG47LZFE/pkkQ2kKcFLJU8AeMLT9+dcxk2mvFdn5xPZEJ5HxNzkWl+CGXIBucTYg2SRBfmGP//lXvf1s7/tVqU9P66+8gr31a+ckVd06c+P5M333veA+/wXt2wnyWv4vmDuO65S+2hujSEQpnVyZYuV58rlda636pa9SLcZKxKwX43c4a4zF7iTX59qe5oOqx3qBotwHCArU8hE9hJdPH+JK5OFZ7ksLiuqKo0QXa5FVVii7n3InlogV2sWpliq4sJ348b1bs8Dd3cjtc9oSWmZe/yRJ91pZ5zu5sxrTnAf8Z4j3CnHn+IGDRmkhRYjZcE6VHkbICvPOrnenSjidKG56+1FnxBZCdnLE/TG2290Dz/xiPvz3fe4D3zwCCNxZ0ya7ihneWW5e/ipR9y1N1y3RRv82hlnuu//4DIjcefPXiCXwEu1X2q9q5F74PG7jrMygwcWrhOef82XW+kO0r6rEMxDa4do79VKVyJieYP2aY2EaeZexXyMuSLzxKUa30ASsmAMuWa6FNXnquVL3XfPO9c9/K+HmkWSy/wj3PDvZ59zn//CqY65TDKcfvpp7gffv9T220WCISNfFXmeaQxzyudOdtdc9UNXVdX+xVjIVuQ04zq+B7kbtizhs1HYMPYqdIiEaaERTsUfCdNOAjomExGICEQEIgIRgYhAUSDA4BplJQEuKAxrUR6gyGDl9yARpgz+UTrw6s4EYSA+IJpmy1KECU4os0eh5XewYhLEqviRNaVmJdPyHfFsd0QgKOCxmFosC06ssILFQrK90HXQsaH8Z8++4FKWflLIwMTUyFxNzo1Yg6noxgG06FuQbLYnsPoXsqdMlhJt0GE2Q4K6RLKd+JnPuX/+8yE3cuRI942zvmru1X7zm1vcxEmT3O6y8Hvy8YezWvkFuQFh2rBmnXvwoYfd+d/4ulbn12ckTOvrVrqvHHWEWYvtts/+7vCjP+nqZC30x5t+4Rp1zymnnuquvfqHpqgNmTXlg94gk7DSY0FHkE/JNheuL+ZP2r8pjPS5y6ByZXVLUqoY8v/if19yRxz5EcvKx4/7lNtlnwPc5IlvufvuuMWOXfKTG91HPvoxcxmJzGfhEF07k2L99TfedKdImYVFYiBMqVPIOj4JX/v62e6uu+52Q4cOURv8mhs8eJD7/d1/dE//+xlZMda455950o0ZM9pf3I532isigbSTFgehL4X2jByBQKA8uRDC2bKUXk4fL4sLvMtq2gOLSejnWCAw1iC9ICfp+7kskMiWPuWBDA1ELXWUtJQNlr5YRKBMlA7d0gab9LBixQq3z/4Hm1ISAvvTJ53glixZ6q798Q2mkP7UKV90Xzz/kpwsJ7Ai/Ntdt7nbf/L/LJlMhOkj9/7J/fTSC+z8yWd9y/WT1cgLTzzmXvr3E3bsx3c/IOX27vY9vnUdAld8/XQjS4cMH2EEJ8TI3+++Q9ZZk0Uu7OyuVz31KSlpNYNYpr709OPuugvPsWdBNsL04tNOdhNeeM4df+pXEZ/NAuTsBz95YrNj3eUHfZPFDMgD5hiIRuQHZUQOsLCDazhGP23NEjxTucOCEZ7XLHIjnhp5glG0WiDi92wmSdJnkRZptCX8V8+P96eeHyd/5iTzKvDa62+4X9z4K4vud7ff6o4+6mM5RZ3p+ZG8kbRuvvW25KGm7/PnL3CPPva4PUNmTn9bBFfr7bDp5h70BcK0T0mZW92wxqwp2asUwrSqpsqsMKtkYUqoW1Fn+5I2rGo0YrLvgL7yLOHd7055Y6pZfGLtaXvmilyEvCTgwnbM+NGyzBygePs49kid+uZUEaYb3didZC0qIrRO47vddtvDLV682O2x6x7u0P0OdctlLX7/v+6XdWCjO/6Y49xFF3zXSNy+/WtkyVktt79r3cI5Cyxd9jNlz1Kz7tQY+OGnHnI3akENAY8m7zv8MCN9F4gAbWxodM+/+IL7yjckIxTO/OqZ8lixvXvq6afd/X+934795pe/cid9+iTldZkRrJSroqrC1Wrv1hoRyHQ0zk2fNEPpLzb3v+y3GglTgy+nt7CAFdnCFj+Mf9CT2PDC5Fgvd94ZX3JPPvqIqx1Z684680xXrv1wb7rp1pzmH2Ri8uQpbt8DDrH8fOr449wHjjjczZjxjrvyaj+2OOtrX3U/uuL7dr61McxXvny6kaZ2cQe+hXEWc2XGeWxZgjcv5HChQyRMC41wKv5ImHYS0DGZiEBEICIQEYgIRASKBgGUCITkkJZjDPZRKOBWBqUCZFA1Sk5pNTIpGi2SIn9DCYMSGUJidt1aI8KSRHFr2Q9EAMrzobKEg9SJoWciQFth0hcskVHIo5inn4S+gmIvLCxgzxrcyZplHScKGFAIQnSw9+L8eu8yuIDJdUrUIMZiBPDrL3mDpSn9KxeLkmwZDP39f69McIe//0i7bOKbE9zI2hH2HVd6Bxz0Hjdn7lx39123u49+5MMZoyKeRVKAnSTSdeLESc1W8meyMH3gzlvdTVdf7naSu94rb73biFjKN2fKW+7Ln/QK1EmT3nS1w4ZYeiGfKFqwYIWgX6B6hbAPbS1jxor0oFd8++fEu4ZV2rOkPfVYqGJ++uRT3N//8U935tfOdF85/7tmsY1V73133uZ+deVlRoT86t4Hbb/ZwVo4tHmvvc39+wtfOt395z8vWhsK+QyEKb+pWyTG23LDtv+B7+aHe2PCyy64RkPZ+qkTT3YPP/Kou+R733Xnfuubdk173kJ7Imlymo59UGwhzziHuGrvcz2Uk3xLVIpQFIFJe1b5COVa/ID0ZF9V8hWsWZGrtBfcBQcC1W7I4y0QJMSLojK4gw7ENv0K98TkERmDFRtphvPJpG785a/dBRde7Pbff1/34N/ul6VRmd2HxcZ73/cBu/Sup15yfQcMtHIk7w3fIbpuve5Kh5V5MmQiTD/3vv1tYcXVt/3JYa0YwoVfONHc+J70lW+4z5zZ/jYR4o2f+SNAPZ5z4tF2428ffU5uNIfb94b6Ve6sYz+o/RDnu4t/+mt3QKp9ZEphhRbMQLrOnPq2EaXhmmyE6YkH76E9Fge7X//jiXBpt/9EztD3mE+whQGLGhjHQDjQRyGoKmV1ihzgj75Mf2WPYfoqc5JcQlhAQdwo7UmXMTv3M/Zn4QTyh1dyYUUucSevCc+Ps7/xNXe5LLxC+NVvbnbnnX+hLcR69t9PhMMZP1t7fmS8KXFwnSwEj/3kCbbo5sG/3+8OPeTgxNmt62uvXvKi0KfULN7WaWHbBj17aDK9ZSFZKle5fVLEONsxsDfpBrUP3BfjsraissLcbK9aucosTzfoGtoj5HNvGpBCqaxOq+Sqlk/OrVUaXM/zvVqkbKmI1Z//38/dt8873+23777uHi2Gcpu0f7fyMXHSRPfRYz5u8UzU4qpajUFx3wuhu1H5ID8Qp2tElj7zzDPuymuvdq+/0fz58fhjj7qDDzrI5iFrGlfL6nODO+vss93df7jbXXbppe6CC86Tu9615u71+5f/wP30Zz9zR37gA+6BB+536+Rifv269bpHZVaaFbJMxXKUZyZYNaxqsPSJs48WF0SXvFZVOb0x/kCGsUCM8bst1NAxjrNg463XXnenpsb9T7z4shs3utYWjK1uWJXT/INMnP7lM90f/niPSPEvu6t+dHlTvv7zwovuyA/5OcWi+bNFxJa5TGMYbnh1wmvuPYcdYfdOm/yWbR3RFFEHfAnjShbzInfxlMMn2BQ6RMK00Ain4o+EaScBHZOJCEQEIgIRgYhARKBbIMA8EQUH1iAQQuy7F/Yd41wmhWN3KBiExCwRphBOjOVzHc6zj1J/4YDyJVgcdYfyxjy2DQHaycyVEOueuGJvPtpKaC9qDgmST/1DhCkkHwq/QHUZ5ef1LW3LRIa7wt4xELoL5LqVSSmTc/1364BMCQT0QOSN8GR/saBAzVVhGkAIE/if/fT/3BWXX+FO/dIX3XVSRJFOCNff8DN36fcvd6d96Qvux9ddEw43fUKyUOtLli53Rx/zCSmj1hvOc+bMMQvTTArvy77yBffys0+5C679P/fuD360yfU5bePcU09x/37yCa0u/7X71CeP8e1JaSCHULhAklKvyCbIpRA2fwtHivcTeOkbKBX3GlZhC2yoV/aULJbAHpVDhvv9nCa89oqrHDTUCFNcxq6sX+2O338Xy+qtjzzrtpFVAK7pkfn9y5tbJJ38uS9o9f9UuxYCHvI9SZiG8gaXil/4/OfcT+U+Lxlw6/jFU7/sPnHs0e62W29KnirI9yA/aFOQi+iRjaLo4OoJ6UCZKglr6xAj9Cn6Mp9YhTKOwJU5/Zy85DuuoJ+vSQm/TC7RUdihxKO8lWqYkDDZyvuJ4040ay3q4dhjjrJ7iBr5etzxJ7mn1XcvuOan7t0f/ridU5RbhFf/86z79VXfbzqOFSIhnTDFzSuE6ehxO7if39vcVfi/7vm9+/kPLnKHffRo9+2rbmiKK37pfAT+fMsv3W03XOM+euJn3Vcu+kGzDIRzHznhZPfVizcrsptdpB/sSXrRqZ8xUoZzi7UvId4GMj0/liyc7774gUPce+SO+byrf5IeVbf9jfgPhOnwKrk8VT9crX4JwYCMQBYl5xcszNQjM295wDiNPmteODSGo9+zhzOB7TgI/IacJT/5yhvuTz4/Jr01wdVqH8EQVov8GlbrPQVMfPNVLdCqDae2+Mz1+bHFjakD53/nIvfLX/3GXfv/rnJnnPalbJdtFccZb/SSlSmWpr3MO4l/oNm4XaQlnwR/Hd5L/Hl7+qW++kv8dRlBSz8VotBxxolHH32sLX6683d3uOOO+0SzKI7i3MOPuDvuuM196rjj7Hp7CPpM2TMJhvfxx59w3/r2uU33vqX9cQlPP/2E23/f/fzxVLohzgfuv9d98EgtCkwd/5dcvx5z7Cfdu/be2z337L+bjtvN5FX7kTbDQ2RzuNcnwDUqkXDDbfwmXin8wvn46RFggYaG7jaWYRzPWIHxyFrJNrY9uOkXP3c3XnuVO+bTn3Pf++GPzA04Y0kWibU2/wgY4/UC7yXJxXbh3J7v2t+sTVmcgbec5BiGMWUyhHO33vJrd9wnjk2eavf3sDCNOQxzUj6DZ6Z2R95KBJEwbQWgjjodCdOOQjLGExGICEQEIgIRgYhAT0EgKDkgC3GzOABSSJ/tWZnd1djgkvcdEWGQEunz35byBnE8uFJkqcgcXHyh8Imh5yIQiPVglYC+INleQt+okuINF3NYmELyYRkR9jttr+VWJnTJB+p/JqNL1IbJJ5PTzljJmyk/HXWM3oQOCyUmBBuWKLg67qu+1hYihdXerHI+/5xz3D1/+IP71Y0/dyed9KlmeiHcoX7sqE+497z7UPf3v97brCi+vv1KceKS/sOsU9j38Zabf+tu+MHFGRXewWrsN7IOqt1mjFnpQwBjPfvLG653N1x7rbvwwgvceed+y9oTyl1In3olsLTRWwzTfuBLLQ96o93x6i4h1OX4geWpuiwueTl9+gy3l1zw4h530sQ3THHPcyFYbAcLPyyE997/QNWdd8U+TIr+bJ4F3njzLXfwoYdlJEzvu/+v7kdXXuOwRsJ9YzLcIleL3/zWeY79pdjLtNAhyA8aFP0tG3nY3nwk07FOp/QgRlCsQZTQn+jXBK6FMDVXvXk+Vy0d3hQgP5r04HZE5Ib6EuQJIbgCTr8mdakbt+Ou5o73lZdfcGO23dbkLLeS32uuuc794vrr3GflOveEM84Kt7T6efW5Z7lnHvrHFoQpJNp/n3pcFovD3F4HHdosnuu+80335D8ecGdddmW3db/arEDd+EfYg5a9Sg/XsyIZXnvxeSNC99j/IPfDm+9Knmrx+4N//J278YpLMj4//vfs0+7Sr3zeffbr33bbjt/RzXh7ovYqrHLbyfUv+5dCBnXXwJiJuQMLT3jGIwuw4EOmQpYyz+D5T+CjLbIJYodnaiBM6b8svOIY4wHiH5LaK5002kKYJp8fU99+c4vq+LAWOjz73PMuH6vPlp4fWySgA0888ZQ7+hPH297X/5SsiIHnGY3Gk6GBEDXij+dD6hnBA8JI09RDwJ4cyXNZgPSXNI+HFuqDP77d+J3s+fG6vEhst912zWK68qpr3BU/vNJ97+KL3AXnf9vy40d2xEK+iYu8NbvNfU5u4P9y733uiccfkeXqPqmT/robbvipu+h7l7qvfPkMI83D/Wd+7RvuttvvsDHmpZdc3CxeIz5VmPS0A14h9c24bSZXw7n4uRkB2kVAk++MNCBRGXfg2eLbZ3/TPXDPn9yFV//YHfXJ42yOiIcq5gMtzT82p+Ac8qShocG2Dkmvp5GjtzevN6+/+pJt6RDGMBP+96IbO3bbZDTuqmuutXHoxRd9x52v+UdHBsZILEhhvoychSxmQRyYFDpEwrTQCKfij4RpJwEdk4kIRAQiAhGBiEBEoFshwPwNHSYrIvtK0QFZiOIRwhCFJyvB26p46EwgGLgzsfGE6TojmvJJH6UOBA6rQyk/liox9FwEmPThkpf2gmKPVcRh7kfNo3jDSoGJb7AupV0Qkgr6QrWTQAgySV2mvVZJ07dxy0K3f6O/DU/1N1yDQ6jkEqgjcMAlH2Ty6Z/7rHvq8cfdA/fe4973vvc2i+Lttye7/Q481I0fP869/OJzzc4FC1VwhpzmE6s5FAG/v/0297PLv5dR4X30nttbPPe88IarlKK7RsQvLggpz9133enO/9a57rTTTnXXXP0ja08oclmVThpLV3tXvErKykCRKU/SgpjfKGS6Q12z1zN9hL2w6RvpysBmgHfijxdf1P6lH/yIO+jAA9w/H/yr9W360bx69o7d6K664Gz35N8fcBdc93N32Ic+omedFgtJ7tdWl6g+vbVSenbzVXhz/5o1a81NGnvp/uwnP3afP+Wz6dH2uN8sBkBW0aYhS2jHyFdEJ4sjOkpe0k+Im3QaJQuQHpAyLcmRfgOHGd4zZk53JeUVpvTEAm6N+vzdd97prrzoAvfxT5/ivvrdy5rIWdKgP+qypudDstKyEabJa/g+5Y3X3OwZ04xc/Y/2VN5h9z3d9395m/aa659+afzdiQh8/8wv2Z6yl//6ji2I7dnTp7ozjznSjdp2O3fjXx/NOVctEab33X6zu+XaH2aMC7fN5139UzdkRHarxYw3FsnB5LiJfo5Vqc0r9IzkGZ/JQry1rFv/o+fpn04uozizWoWswFuDyZbUg4fnN4Qte6UzboOoasszKfn8eOiff9sii6ee/lX3p3v+7G7/7c1mqb7FBRkO5PP8wNPFAQe/x6zOHn3oQXMhniHKrfeQKpU/AnM+exAk0ch2PnE8eXlL8dh1NEKF8PxYMG+mq9LYLxkgMM/6xjnujDPYw/7K5KnN3zOkz97o9953v3v80X+5ffd5l782dd3ixUvcCZ8+2b344n9toda+IlSxLn3p5f+ZteGf77nbWz8n4m0Nj5CZjNeFk/GzVQQYdzAH+bS2XHjy8cfcz267y+1zyKG2KGRQasHGtKlT3IHaqiHT/KPVBHRB8E7Cwr/JE1/XeKr35jY49x3NP/y+vSGu227/nfv62d9yZ5yuNnhNljYYLs7xM8hf5i+LNQ9F5vLdxndqdwTkLtf5XpJjxHlcFgnTPMBqz6WRMG0PevHeiEBEICIQEYgIRAR6MgIMeyFHIYlQHmNxgwLcVoVLId4dLE6D6xwIMFzyrpTbmHxCJEzzQav7X4vV5iJZ/K1Ue0H5hqIfIotAf0Dhxl6b/aTsC3vwofSHWMO1JwHLQvpIIUIg9CB2F6Vc85p7u0LNSgtRiBbiRKHaTxhj0W2Em77nEiAu6OurVQ9M3k/9zKfdM0895f7xt/vcuw89pFkUM2fOcrvvta8bNXKke+uNV5qdC4Q0FqWrJCtYQU3cTP7v//0d7hcZLIRwX3bs3jtYPPe/MtmVag+ssGcbpPq999zjvnbmWUaM4ZqVqvJxbnbJi7KBFwElMoH2hwICJSDpQ+Dwm/t5FWuAZERuQhiDg6kxvQ6lS7Mc9n7CsvhvD9wrDGXhm+rvrJD/0YXnu3/95Q/uW1de74486lh73lGWtlqYZirsypUrHYr1fz30sCnMnvv3k7YHVaZre9Kx8BzG+gB5SnuWXtHGF4wpWiI088GBfkVa6iqpvuP3Tg0WbOlxbdiwwQ0c4omoybNmucaNvdTvtd+dMkk+H5Lbw2u+c477sFzznnv5lZZP3EyTzprE80E/m4VcCdNLvnyKe+U5uU9MhUt/cavb992HhZ/xs4sQCPXyo1t+73bf78BmuVg4d7Y77cPvlXvvEe6Wh59tdq6lHy0RpjdcfJ577IE/W5yfOfMcN2b8Dm7WtCnut9dfbfvd7n3wu41IT7c0aim9YjiH2PfzCKxIvbU3z3aeD/R5e7EIM6VkzzXPyA/GZjwxeVpCkOISkmcoCyWQLYrerExxxUt65coAZG2eSTVlKfn8SPdMwUUQY7ffcae76de/cCd86vim+1r6kg9h+pubb3XfPvcCd9THP+ruvOO3LUUbz3USAsnnx7LF87RnavOFVexByV6Umdzyt5TFz3/xNBGmD7jHH/mngxBNBtLEJfOFF12SPGzfL5Nl6TfPPstItC1OxgMFR4CxB2ODTxx3gnvyiSfdHRr777j3ATbeQQax8G75/DkiwffPOP9oLYN//8eD7tMnf94uC3KmUG2wpbwE+YvMZb7MmInxEjIXOcsEJcyf9bUg85VImLZUQx14LhKmHQhmjCoiEBGICEQEIgIRgR6LAIaV5ZCkGgxDBqHk5IU7reCCtK2KiEKCZspTzWAgTOfIchBLIgbwuQYIMlzpBBKgoyxhck2/pes0N5PCyCuePY1izplMMdUWl2MtpbW1nIMgo63UpQgslOIo3wko24LlIESYmoZZHHGOyWFnEKbUOXUNobdYhCnWlA0JIo28dOeAnKGP9RdRNaK61Ag3o9x0vKXg+7m3MGUS/8WTTnDPP/NMRsJ02rTpbu99D2ymsAi4socoVocQ5sgK2gPVzyubwrsZYfq/t11lGfnu410LizD8491/cF//+tnNlGYoVYJsQtlLupDgBO5F8ZAkTNnr1PKDkliZJT/FGnBXjWJopOqvn7wTFAth+tzz/3Ef0h6BSVfMhqvaC/3ou986x/1TFsnsIXj4x462vS9xu42HgRp1duokXa7mo/DGneJX5TaPPU+xLvjrffe4UaNGFWs1FiRftF2JLlMg0gdMwaa39u51G/ovSjtbVEAHUX2FPREhmsI1pBvC+vUb3PDhI+3nf6dMd6s39XaNyqC6veXtYdXRtRed5z5+wmfcJVdeZR42aAMsUqlTmwku6IgziCiiz5UwnfrW627ZokVu2qQ3HXtjssfliXL9e7JcAMfQdQhcfNrJbsILz7lMhOm8me+4L3/88A4lTJ9/7CE3f/Ys976PHeMGDB7SVPBF8+a6Uz/0bvt97Z1/cTvusXfTue7whf6NG17mCJCjkAbsDY0HAuYL2nnSFk2ky9XWyhYWjvHspL/zrKzT89qU9Oq7xM04ggU7Q5Qe6ZKXIAfCuFmHMqYf4kdm+PmNc88//4LcZDZ/fiTziWy/86673S03/dIdf9wnk6eyfs/1+QEpsuMue5jr18ceftDtt9++WePc2k/4RQW0L2p3czC3tBo5+U/fFpDa4TobVam+2esz15Akq5YsnONKS0ub3Up7oF188QunuJ9cf22zcy39aIkwPff8C92vf3Oz3f7d75zndt99d+2pPsX9v+uuNzetxxz9cXfHbbdsEX1TOXlAFfUIcousd7sDHz/mOPfUU0+7P9/7F7eTtoFALnmZ1Nstmf2OO/zQQ91ILdicmLZgM1tBWWh32fevcDfd8lu75IofXOa+8fUz7Xuh2mCmvNB0kIlrNR/xi0qxLtXCYslgxloSuan+5PUSyOawSI6xn37aK1Pc+R6LhGm+iLXx+kiYthG4eFtEICIQEYgIRAQiAlsVAkw9UTig2GRQXCaL08qUQgIyEauoYlGMJysmDNJRiHvC1K+EtDlj8sIs3yGHbQ9TlREio1j2MA3KX9szRVpiJiYElFIQ2cVE7GaBtigPgyf7SprFnz6NMBW2KBuoe1xTYyEBKZRs70wYg4UgJDv1UKhA3eP2aZnaNO0aRWGS2CtUup0Rb5Az9LXamhKHdUhYkNFS+vRzVZfhAmH6VSmonnj0UffnP/3eHfmBI5rdGpSUSZdYgcgBRxQBWKmCLVadQVZkI0yJPLjk/dPzE9yQAf1sb1sskVHU/vbW37rzzrtAe06d5q656keWF+IMfZiua+0OJkmBe9SFm7mDZgX3vPr1ZkVDXkOe7IYie2MRTV/Jy23kmpc9ftP0ll2W25deetkd/oEPu7332tM99cQjlg9WyiM7aTOnn3q6e/TBv7uLrr/RHXTEh+xZB1EKYcr+e5k8KoS29KEPHun+9Ic7M5YNZdfFl3zf/fa2O+z8aV/6grv8B5e66urqjNf35IPJNk85fX9Had2+UtMnsCpbp08sz4gPrxiqPpPT9BcvIyBsveKOa6j7sbWeMP3bi6+58uoaq3csUpHh9951h7vmkovcZ774JffDH11h5A+9FFm/2CwrvLKQcoUikNZVWfYwbamUkKfnnHi0XXLvy2+7PrJUj6FrEPjBWafaXrOZLH7fmTzJff24j3SoS96WSvmzy77jHv7LH93Zl1/jjjgmN8vFluLrzHOMQ5GhLKDpq0/mCRCo6poW6DPJcVSueQv9HTffy+TSHvkdyFLOsbCTeQkLdnD5zdjND8m0cEJ/PG/xRkH6ZuGu88lAXEvlapJreYYxD3jllf+5I9KeH8l7Asn1u9tvdUcf9bHkqazfc3l+cPOTIl+OEgmDV4w3X/+fjUezRroVn2Cc3qs3C8407pCr0s0koWpSfps3blKdyiMIIXmdNQS1Gxa/bRQ5nQ9pGlzyzn5niuvXr18z9G/SvvffOvd8jf1O19gvs8vtZjf8f/bOA76yo7r/R+09PfWu1fbi3fUWryt2qC5gAqEEEggBB0jooWOK/4RQ/4Q/n5BCCiUUB0w1BoypphhITC82trf3rtWqdz09lf/vO/eN9kkraSWtdiXtzuxK7+nOvXPnnil3zvnN75z0H74vjWWY4pZ5+ap1Dhgd65YZ0PTqayNvKrhqra2NXM1TpJcLo41nc8/HSyukcyKB58olL15E7rzzi/b4G2504QjwWMPaY//uXfa8p95sa9assQd/NzokyHiV+fGPf2ovf9Wr3WYJxv/HP/Yfdv0THj/q1HPRB0fdIP2Hqu/WUTzLSW3YZZ5kLscexDzKerot7WmJuRcQlXOYa5lzeX7WXJRztikApmcrwSleHwDTKQoqnBYkECQQJBAkECQQJBAkkCEB7AtuB7eMERWJyBjiXF5FVomMM+f2KzohRg8PmLYJXGL3+FTX6/kCxjC88APrjWfGMOtLwNiDwuBZcN4Aj0KACYad85n5syUNdklzDxQRmGnCdcSAjNzhFEpxCYDpzCRN30jqB+YQ4Bnu3fikHTH4Fcp4Np58aXcUQhKypz9guCNxrf7PauJeGAvp180y7OFalPtFd5zVW81JYYCGixQ7knHnXR9PVhHGAs/vXfK+67bb7Ctf+Lx9UADlS1/2UndpNB7FFJVbq1te+Nf2xJtuNOI9cS3y9Io9YHRvChbvoDtOPmkywPQlNz/GmhpO2Me/9h276orLnJEVQyus/Hf+/bvsox/7L3vPu99pt77xdVFhY35jROD+JIyz3oUoz8RhP3/BfKU66Sq58+fbrzIZSthYQPtNFPtzLup89OhR23hZ5N6uvaVhxJhKXQDAHvvYJ9i+Pbvtw1/4qq3ReciY+b9cfRCmKX3Sj23yaJud23fY9dffaE9+8pPsri9/8bRx3tBw0hm6iVd66fr19pH/+HCIPYfAZznRFryXYTNglGMZkglw+3HEOCOf+Zo2ZNw/4ZprrOFEvcbut23Nhk1uvqHdmXf+6f++zz77yU/YW//uHfbWW1/nDIC8D9hQwbzL5greGcwtjFnKpPwPvvm19rMffNf+9Ut327rNl4887QO/uN9+/dP77KrHXm/XPOHGkeP+C4ApwOmHPv81W78lHbvOZ4bP8yaBj7zvHfb9r37JXvn299jTnv+iUfeFDfqBN75KsemeYO/5+GdG5U32x2Tvj2Rfr5uPYoqhOzbd8e8fsq9+6mP2V697s/3Fy18zNnte/818SfgC5k/e5RjVGZvTZZT6h/TjmE/WVM6lugz3jEe9Gt2LUa8eN1ezXmfOZuODc/mr8zU0ncGeMauh78YsgK5fL/t5pFPvfkIekNgwA+haf/yYbd4y/vuD8679o8cb8/wPv/8du+7aR3HojGmqgKlnr779trfa28UqDGl8CWRlCaTJyYvmYbXhkF4K9BPiPOaqDfkOIErKlvvcIfWD/r6UU9bi+TEXX3twcMCBqupiSu4XXyZMGzZd4bxG3P8/99nlWy4bdR5ucz/y0Y/be7X2e9MEa79RF6T/mAgw9XF0N2/aaL/42U9Pu/SFL36J3fPNb9tn//tT9uxnsfkGAJnNAtJIsqMNOB4wBUCeDjB82s3CgQkl8IY3vcX++zN32IcUt/blL3+J0yeZowAav3/vvfb2V7/crr/xBrvna19xfVLdctzk3XCT+ba33GpvvvUNp8UoJe9c9EHKHZtYP6EbY3NoFjDKPFqs9T5rLewcbDBt0XHmeOZN5l7ORVfFiw7rrQCYjpXqPP87AKbzvIFC9YIEggSCBIIEggSCBOalBFjgsyiGxYHBAQYOMQd9/L35VGkUXwAHYpgCmGIUObMaHD0BhhTcesF0qxCzEKNob3rRzxn8DdOW8/jXLyXUuajRObBxOZ6ZP1vAmQdMAVnapYTxTLDyMl0kz6c2WCh1oa8gS4zexLHDII6LXumCI645x2M8YoDnGpJjl+orwCsprn5wti4nXUEZv6ijmt4ZCuvlapo+gPIa3THjxAX6FcNqZUFkZMVY6Q2aEz0Oz03bAXYy1j97+6ftA+96lz31aU+zj3zyk+4y555TxtR/eO/77CMf+Zi99jV/a++Tayuu6Zb82qTYYwygHC9fABiv4E9m8P7AG15pv/rJD+3Wd73PXvWKl7qxSJ2z1SI33PRke+ihh+3LX7zD/uSpTxn3EaL7Ra3HnOINyh4Ypw9iwAXYi84at5h5cXB1acwBxcyZgE7zJWWyMzA2YnT0qf5kk61fH/39zV89YLmFZc6grqZw7zhY47wHIvA+MqPSNrt37bRnPPGJdvPNT7KviGHqDPPpQpmjcQH8q1//xm55wV/av/7zhyw/P+5vGT5nUQKMWWY/N3ZVrl+f+HHk5/T0lOzGNJsrmONf85KX2E9++H1787vfZ392y4stV+OWdi4SaPqnGq9bH37EPvWZz9iznv5UB7S2iNHGHAOrjT7AO505n2u4PyDOP9z6GgeYfuwr98iN6hZ3nMe97zvfsv/31tfb2s1b7J+/+I3TJPCKP7lBrlkP2398/V5bccm60/LDgfMjgW9/8bP2iQ++1x4jRuH/+ZePjrrp7f/8AfvGZz9lz3rRS+0lb3nHqLzJ/pjo/dHV0W4veNyVVlpRaXf85DfqT/TeU+m9r36J/V7z1Vv/8d/t8U95+qmMBfDNrY81jghlwPuAz8yNDNN9BMYbYKY+3LqKvxmPABGMZdZmrNOZr5m73fjXud4FL6602fDAPO03wbBmpp4k2OkY9wE3CLHA8cXOU4LYU3LfvWJ1xO4b+/5oamq21Ws3uDIO7N1plZUV7vuZfk0FMB2STlFWucgV9fP7f2KXbd50pmIv2vxssUtzcmOWTKasranN+nr7HGCYn8i3sopSAxSFRUri3J6uXjtZf9L9XbO4xgqKEg5QReYeWByZvN1ZGb/S4/T5L3ihfee799o/feiD9oqXvUQvn6gvAUhef+PN9get/e780ufd2s+t0HlJTJZ0/Yv/mhim99hP7vu+4l2e2jizddt2e8zjbnAu/R/4bZqdqPP5R/qz5z7PfvjDU55VYNkCIAMO+3O4OyxbgGEnizPVx5Ucfk1HAh//xKfsbbf9neEe+Y7P3O7WDegR2Abe+a732Jc+/Ql72Stfaf/4gfe5OSo9/Yy6BSEcnvns51hRUZHd8/W7Jt1o9/xbXjS6D6ZLYg3q++Bk+seoG0/yB3Mn8yJzpFQlp5eVaV5n9YWOgn7CcRj95ZqHWf2jm7L5lE2o6Mj6PyspMExnRYxnLiQApmeWUTgjSCBIIEggSCBIIEggSGAiCWhd7BbNLuZgQTrmIApcpL9NdNl5O44uiJLaLqD0cEe/M3SyXp/qmh2DiXMxKUMPgLD0T2ecwfBCwr0YhnSAY5QeABcMOCgGMG4BfgCUKYP8scYwV8gMfvnnwkiE4ZYU1SNSnueL/GfwaOflEg+IcTM1nRS70X02MrBHxm9cviHPsbGwMivqAS96BS3gDfS0d6ZBLvOa2fjO7t3j3QJMpcTSF/T/gkgo3Mwp/EQsU8DH0W003oNG42HQdu/db095QhT77favfN2ueNSjnJG0/vDBkeN3ff2r9qhHP8btfP7Bj35k+w8ctvLqRfbom540Mn8xzCcDTJnmAMN/fE8U67BQLj1/+8BvbXF1hesHX7nrq/byV0axho4f2e+MH+PV249nPkl8cG8P3NPOuACNmMTulHn3C1mQtlTnRxtJNPd5Q3SUM/e/X/Gq19iX77wrYhfLXTPME9JrXvdG+9znv2jXXnedfeSLdznD1q6dO+2R3/3G5T9bRlGM8Mzp+nA2VN4BB+We83lPudmeBGD65S+Met7viMn8/FtebI959B/Zd751twyXGJZCmgsJMB9rX4QzXDK2AFqc0U9t+I27vmLvePOtViAXyd/6319atcAOGKb33nO3vf41r3XV3bVvj1WUFltDc5t9/s6vOdDlUTc+2Sqqa9z6x7HY1C8YsxgV33/ra+1/7v2Offbub9r6yy53xxkLB/bts+c9+UZX5oe/9A27RMAp15C+95Uv2Mfe/073/e4H94T+4iQxN7+O6z3xqqff5G7+wc9+xTZeeY37nnn8Hz79BbvsUY92x3//s/+xhmNHXFzTa2940riVnggw5WQPlL/stnfaM2/5m5Hrf/e/PzHcA5M+c98v1d9qR/IWwhfWvIwN5k7e43hd8Ez9mdQ/2hDFRoXI6wcAJ+9G2Eu8p7lPnTwbFGpNzlqITWT+HQr7CY8hxChmLBJL1bFL9T39GnBlYPSnPDYj4u0BTwlsRiRN9P547evfZHd87gturr/3u9905270agtcAABAAElEQVTfscN+/otfue8vf+mpNnUH0r+mApgeOnTYLrsi6n9NDUctFotlFhG+Z0ggOyfXcgWYdrZ32+F9R6xVoClAd0l5sa1Yu9yBpqzlIxe12dZyssV2P7LHlbD2srVWWV2u+Vga4whgyuSsH46lF2dOh3MKlgpS+tznP29/++rXubXdjm0PWXl5BJZ/+c477WUvf5U7p6H+iMtvbW21u7QmpKinP+NPbFFtrVsn6lf6kzKz7EUv/hv7+t3fsJ/+5Ed2zdXyduHc6Iqh199vVTVLXJkf/+h/2gu0EQvgl+r85Cc/tac/89kub69iYtcuqnF5Obl5NiDAqquj2+UVlRSKbZsrYDgCTN1zpct3J4RfZyUB2naf3vNXpd8N3/r2Pfaoa6+jWW3rrn32pMc91pX/31++y26+8XFujvnpj39sBzXOlyyuc8A6ffC6Rz/edu3abffc/VW78YYnTFqnz3/hS/bq177B9bFtD/9efbDcnX/nV6amf0xaeEamB0xZ+zrbCJthtKGVufdkT8oBpuhD6G/M8zrsQsdEG1qi2PAZxZ3V1wCYnpX4pn5xAEynLqtwZpBAkECQQJBAkECQQJDAWAmg3ml97AwKtTIsAHCcC0bd2PtO9W9vKGX349HOlNs5rjX8lBPPhwKQkGLAs5EiZkkEUgKUumdWPucCmHIv7ouRBRATI9FsA6bUA8WM+8CCI+VKa2ZHvdPl3ZHwayIJeIM5khuPAYxIAdo5j5im2EwwxgGQ09/HAt+0A8ohiqPfRctmAvoOTMNM5tlEdZrJcYx7zQJ0iWeKUkp9L4SEMs6YYwzBGMGwOR6zd+yzYiBFmYcZfJvihn71C59zp1x3/U1iHuTYL+77ofv7MXKj+u+3f9bthsYI8M7X/63d/4PvyVXmE+x9H/+MG8uciDRpV9J4Bm9nNFD75mcN2oue+VTbu3u3O/fZz/pTa2hosF/8MjKY/t/3vtve8PrJ3SnS56LxHAGlvi0xPlBHYpjCfKGP+Tq5m82DX8x97keTzzWLEurvEfveM/zmQRVdFQ4cOGiXX3Wt+15dXWVPFtD569/81vbu3eeOfVsxTNdsvsJtrPncZ/7bPvL+d0fHH9nvDESMfYB7Em11fP9u++tn/PG4gOmb33Kb4VKNuFObJ2AFPe1PnmJ//eIXuvLCr3MnAT+fMzf3iOkA8ML4oj3jNmhPfdLNtic9dp/2jGdaU2OD/fpXv3YVevd73mWvfe2rNe7MfvfwVnvGkyJA7MNf/LpdduVVbm7inUu5zD+AL+8Xw/S+737H7tHP2rRLXt4fpHe+4532OTHgSTc/6zlWVlVtOx960B75bTRXLEQmoXuYC+wX4DUgNgn3yTkCY34tLwKkqx93g737o7e77/z64K2vtl/86N5J3fSO9/7wBWQCo1uufbSt23KF1R8+ZD+XW2fSK//uvfa0v1x48wQzJWODjYMwjgBNcdPOO20miTELW4m1zqm4pdFmCMrD/e/Skih2Nq9txjvvTjYawe5ivUQZ5LGWY20WrSu4OlpT4y2E9R35GP2pN8Ap6Uzvj8y4kp/41O32lrf+H3ddR2vEYnR/ZPyaCmD6wx/dZ3/+3OePZhVmlBG+piWgNsuW29ncvDxrOtFi236/w47sP2YdrR1WWVOuMXyVLV21xPJieW4tSA88drBeLtJ/6xZ6195wtS1euXjU2s9lqLMAKgKikkZio6a7cH+y3677o8fYDm2wIj3nz//M6k+csJ///Bfu7w984P1265ve6L4/8shWgWd/5L7/+EffF2vwGgdquo1bqr/TIlXuLbe80L729bvt/vt/ao+6+hqtNeRFCFfBqgcbu179mii0Q3V1tf3FXzxHLuUb7Ktf+7or9z3vfpfdJtfNTkFUidnSUVub2uXq/YDLX7NhlZVXlUXPBFCq54JpCuvUg8LuxPBr2hLw6wxNOxr7t9ntt3/GlfGEm54oID/XfvyD77u/r338Dfavn/6ssx1UJXLtlS97mXOl/MSbbrS7v3anHT1ebxs3Ra78Cffg+sU4tbn9Ux+34uJiB6Q/7glPdC7BOe3Pnv2ndkJ9Yjr6xzjFn3YI3QMbB4x9dFr0H5Y1zKnooHz6zWOs/Zl7iQXN/IudArnMVgqA6WxJ8gzlBMD0DAIK2UECQQJBAkECQQJBAkECU5AAxkAW/s4gou9ncqE5hSJn5RS3wJdxFBd69V1y3aWF+3QTejFGFW80weiCIYbEc/od85yHURUlQbqCA9gAegBMAX9QLs4WQOCuKGUY66WbuE/qoaJPA0w5j0RdQhotAdgDANvICMCb9nH/xsjKudpNG9gApGGjjncehga6hDPQ0TBKGNwylcfRNZidv3gOYsbwLMS3hGF5ISTXn/ULQyuAKXFyCgV4nmleoT0xh2JQPdLWbR/9t3+zz33sP0aJ5GnPu8VefuttViRDA20GwPrBt7zOfqbYYxjG3/WfEZgx6iL98YOvfdn+871/Zy9589/Zs178MpdNfRjjzHsD7U327r//e2f48NfiTuud7/g/9oqXv3RKjDFv4MVdKPMIcwYxNGlWGKbMY7Q5hgnqrv/zIjFs3I/GyHV1CTfP0YZnO9+di4d74IEH7Y23vtW5yvPlr1y5wj4sl7mPv/56xzxEzp/69O324fe9y53yzYf3+1NHfTYe3mcvffrNdqNANNzusYHGz7c3PPGPjXtNll75ipcpztUHJjsl5M2CBPyGFuZHmKWMHwx4GP0KNPfX1zdonL7DfvS9CKDilozd295+m71SY1dWcnfdgw9vt2f/cQSYfvyue2zT5Ve4OYpxiFtv3hdgK//vbW+0793zDfvuvd+ztWKYMjYIW8D9OnuT9l+fvN3+7Z/+ybq7u7iVS6vWXWovev1bNAfdNG/Gta/bxfjZn0zaXZ/8iN35if8c9fhP/Ytb7MVvfJvcdxaPHP/Ht87s/TFSgL4Amn76Q++3Y4cOjBxesmKVvfStf+/eSyMHF+AXNgyyzipLg6Z+LT3dR/HrecBSDPGs52Gb8i5kjOFmFxe6bFTk3cP7FAYq6wHO5Z1KGSRn7Fe9AG8Zl9H7KyrHr/dZf/DD3z5N9v646aYb/Gk2FcB0lzZpPOq6x9kfP/lmu0su3cdL//XJT9tb3/Z2B4J85vZPjndKOCYJEL8U17MwKhuONtoDP3vIDu09bN0dXXJ3XWqbrt4glukyq6ipdK53EdqhPYftf77zM6dUPf6pj7UV65ar32RbamDAert6XIxT3PjCyIxYqeon9Kt+semUT2+BsdnY3GxvetOtdvfdd1OsS7w/3vaWt9pf/eUt6bpl2b79++wmAWCk//3pj+3qa67S/bR2TCncQnefAb7CiH3Dm99o93zrm/ade75tj3v8YwTy5kpXkXKpewOu3ikvGe9+z3vt0KFDrix+VVZW2tsF0v3137zYEgXatKa1yKD6O26Jjx2qt62/3SbQdcguvWKdLVpaa3G5KY7F8/RsuOsVG3swFd1jpMTwZSIJMIOga7ACR3Z8ZVrhhzUAn719SfuXf/lX+88Pf5gTR9Kznv9X9tI3RfqHt5vc+upX2T33fFPzQOSp5Hs/vM/+8nkvGLlmoi+7dm4VS7nG1QGQHjfAxLD1abr6h79uos/oGXnaaG3PGp/EegpQNKn+pa9OBsiH+RbvXnxyFT/pS9x3rp1pCoDpTCU3zesCYDpNgYXTgwSCBIIEggSCBIIEggTGkQBGB4wVAAcAHDM1iIxT9FkdYgGPcYXdjy0CHHC1NZ3E4h5biVOW9YkSgKGVTxIKQwSE6rtUAb4DokTA2ilAFaMLMiH/bJJXWFBQnOFXB6gLwFymS17uAXBEGg/gcxkX8S+Uuwa5EEJENQVy4YbRYJymQbZO1dMn+RPJ0gOm9A3ahgR4oiaf8JrZED/gPUAagGlkPIzuPRtlz3UZDBXmFTYkuHlFGzIYR2dKtBmxhDGSAnw19fTbocNHbWBw0GqWLLM8Aa++qZEW589UauPNe0kZvQ4eOugAl8V1dW7uOFOdfT7zFUwYZ3yQkYE+VK3+yZwCUMpcxjPBssHFYLqr+cvn9NPL9Lq6gox50R+d06qNe/POzk47cvSo1S1aNOLCzG1EkV2SscS4YhNCZszqsQUxnzvvA9oUwzxCjL6J5oix14a/z58EPNDC3MyY4T1Kz8zcEMN8ky0WT/PxI1ZeUmTVi+rcvMC836+xFrG7o3c680XmxilOHNZ5/j0AQITLTzwMMG5ZDxDri3HMvXlP4E60XiyQxuYWK6+ps6FYgfNm4Ot4/qQT7jSZBGBfNdYfF6AwaLV6f5xr19qdba3W0tRoNXVLLCE30RdCYn3KPAlgWqPQHWwymknyGx8YUxji2wWG+o1ijGfW2OWJyCMFY42x5GLuaT5nDmDsk8hjXeHX5Vr+ufmAdb6bB/SpU9wmRMbueBt/xnt/RKWH33MhgfEA04ZjDWL25TjAE2Zp7ZIa23DVpVZdV+WqOBYwXSnANEsubjvbtDbYrzVjKmVVi6qspKxYAGPcMVOZ44mPenD3Icc2XX0pjM3IBWqD4qH+4qe/EFvTbMmSJTYoILS1sU0MwJSLn1q1qNJWrV/hGJ70Ndfp1CfbWtrt8J4jjhnb093jgE5A2gq5CKZOFWLIApq6WKS6rqO1044eOGYH9h60QwcPWUG80CrKyuStoMyWCxSmzoCmfT29Diw9sOug7XxwlyUF4i1Zsdjqli+y2mW1Vllb4dwUA5wODvSPxHedi/ZbSPfkHc5cxHTCvMPfbM5gjnE/+pu1BXNJrjpDA+8PgfB1S5dZ71C0+QqmJimRF226dJ6oNH9RHrp9Y8+A28zJnMZchPcK+gw6B3oBYQOYV5mbuI9PZ6N/+DIm+qTGeiyXfPflD+/ZB/3Ehw5xx3Uy6xzkw2VUk2chMReni4oOTPN3AEynKbCZnh4A05lKLlwXJBAkECQQJBAkECQQJHBKAhiOMRICmlbKKILhmGPs3J6L5A0rKB4YTCKQIWKWTKc+U13g85w8PztG/bM793wqgLh3KDkYafKcciOT+iRiQSFBFUPJ8LtV+U7ibz2SU84AV/gOoIcbZBQu7oMCRfncwv2kv3vlxIG/rrToF/dzhmPdhO8YiHgelLDxDEUZly7Yrxi7GwWIkKoB4sYx4CEL+pEDyHVepstj5JqZOA8FkDZHcSZhLFdzjMjyXAAp/jkATGE4wZa8kJKGjsaVAFPNKYscIBW5xT7TM3oFnnF/Qq5sUeS9geNM104nnzGN8RfXwTDIqKsfN9FnVNpU295v8PAsOMZ1pfpnvgRB/TEUA9zwPPywc5smn0+tfu0iAaZqN4w5czX/T6cNxzsXuTKm6D9Ozhrc9KmxcmYeYIzz3lsiZhMsKt/+45Ubjs2NBDBiMnb49G3Iu83HQKRWuAotkPEyGsNRHOpobHEtwEv0viiL57oXK32DeIj0i8htvzq9+kJS9+Ed671KcD+8DTBH8H7OTO69oXe4H9cRC27YMTU0zM/JnJV5//A9SOB8SIA5kfcBG588AzS676m16nTq4d+TYzdCcg/Wcow9QAXWtWycYnMRY82HSGCcE3sPMALgAV2Fkel+9Isxq+W1u4Y5gMQz8D5jfXyhroujJ12Yv8cDTNsUc7qiukxAoICc+mYrKiuyy//oMud6Nx6POdAxk2EKOAko2ahztz+ww/oFMC6/ZJkDWAvFJM0TiMnGifojJ+yhX211bM+rHnelLV5e54R2XEzO3//vAwJA2xxomSuQs6ejRyzPpKUEvpZVltolm1Y74LagqMC5B8Ylbktjq+3fedDVEcALBitM06LSQlu2eqnOr9a1ZZZfkO/u09bcLnbsIVfPns4eB4RyfkFRwgGhtUtq3T2o67GDx23vtn32yG+26nn6beXaFbZk1eJTgKnq5ADTVABMp9rzmROYT/z6gE/WFl4H5BO9HJ3ReaBi8lBCN2QzJD+d+uEar+NgN4hp4cwKBTAVuwXnw27nas6lGOa1yJ4QefJynoykFs2lvcXZD/TQrJmPdaXcmpk66/FdnaMniOZXHkaic3OzHmnG6aIATNmdcf/998tH9y12VLs7SVu2bLE77rjDLr888tk8YwlO8cIAmE5RUOG0IIEggSCBIIEggSCBIIFJJMDiODIaRq63MBwTT4jF/VwklAvilGHsbsZ1l6yPgEkzWaDzbKTJ1vYYaCrEKMFwjos/lBeUAhJKA1+5t1N49AtZjZe4BoWJ+uM+kB+M9/qfPh4pXVwLWEM5XIPS5RmslMzfyB77bFRmpMChuHDMG3z8/aId+4NO4fNGJAzHPMeFmGAeAEqRYBkgy8zk5YL86UMkFF8PSI8ViwecKZLvtB/fKRaDXFyKMEPByz3zXmfznWdoTjNMqSfPdSEl5OwNrUuKo9hkU3k+D0QAaqDAw9rk2GxLh/phsADQpH/4Xd8xNTZ9RYdcm3MeY4+5YLLk5y3ZUhwQw/grVNm5Kos+yTNgRMEITOxawNP5xjS9RoAp/d7NT2d64MmEMYd5tANjCSYvhivkPRHTlCYtEVgOYAogQJvN9jifQ1FcELdm3NCmTI+Z8wBtzLxJN6XteBe4saoDjLfozR2xSZu0jiBVisFGVpMYIGxY4VremWzqAFAB9ATQ4V7MXayDyGeeGPve5x7MSpwLeEt9enUt/a1N/Y73MvfiJ6QggYUqAeZIxgl6AfMkY4I3ImONuZLP6aSJAFPuAUjBuIvWx9F71783OVapdTrvas5hruZdxXVUwY01xqLmCu8WnzUgifc545g5ItNFr8sMv+ZcAuMBprA1V1yy1Lmi3bf9gGvoNZtX21LFKq2oqbDG442jXPJ6wLT+cIP9/v4HBUT2OYATRmZJeYkDOAcHUnZ431H71X2/dfFHH/+UxwhUXe6ef7/ihP7o6/dZhxiql1653pboPsWlRdbb3WsH5f4Xl7uVtZUOzPR5YCLdnd1ilzY7gDaWH7ekANbG+ka5/e0Vi1W6pZimqxyTtczdB3fAzSdb3HkwUVPJlGOpwoztFoAKMLvxqg3uk7Kp189/+EvJYdiuu+lRAk2XRy558/MEAuep/+v9KIapj9M65405zyvg5wl0Pd7ZzC9qJslRc5nqznzCu52/pf6NzG/ohNgl0Nt4x7MZl3mIuUdTjtMd2SjFJix3UMcpjz+Zk0icz70on/krobkMsHUu7S1uvtQzAZiyQdWti1RX6sdcqSlTjxNtQuNc5IDs0o/knmu6vwJgGgDT6faZcH6QQJBAkECQQJBAkECQwJxLgMV8oRbvGB9h7mGYONuEYuABKRbYKBeAT5Gxg78iIyh5nCd9xAGNkVICS2h0DA13wSz/QmGpK4wM5hhWqBvJu+gDrMUAQ0oo3ylJaaWHw96I655TB1AqPGAaASK44xnRodz1KEqUQ8LopGIjpU1/Y5jFOESuNxRzHucA5mBUojxki8GWHa+40sFLULHKjcCfU+Vz7YWUIgNa9ER00bEAB/m0C4ofSqC+OmMfxrJIAY7k52Xiy/NKoANc1Ib0/nMJmGJQB9DxbDhv3PP1Wuif9F/6LIbWpcUxfU7N5Wkmw5TYxcQxow35ma1E3Uh8Mt7j6hhsMsgXe4V+AvM0E2BnNDLmJkuu32FMUE0Zm/TL8fpn1O6RK2bmt/nU7lfXKn4W8tDPWIBosmefT3l+XmSnv2f0OjfJerlE75lozvZtD7u/tlAbZvQeoC+MnU/m07NdjHXx7UnbMcbcXKBfjBval0GMy1wAETUfI5UR6NqaaxhvzLHM5zC+uf6kANNuAeokxjvHMQ6ywQlGKu8OHXbH2fTgyj3DBMC8ldQPIC6ALPPWTDd6uYqFX0EC80gCvBMXMU/qfc4GAuZJxhLzKEOD8cWxiYYJY9ePRzZB4Y6XcTn2/cdYY23MGjhzPc44JWQILNTM97Evl3WbX7tRJmAI4y9ax0UbH3gGyg1pfklgPMA0qTjEMDpxy3t4z1HrFtCYX5hvNYurbPWlK51r2/u/+3P3IMQw9YDpsYP19usf/0Yubfts/RVrHSOztDzNxBRgemDXIbv/3l9qfZNrNz7zelu1fqUrY/fDe+zbX/yu4p/22nVPutbWXXaJA2Zhge58aJdjkubm5jr26drNyhMQio7Y19tr7XLLm+ofENsz5uKj1h+ulzvfVhfbtKK6wjY/aqPqXe3uA6Da3sr5KQd44mq3SQBq4/EmO3GkwcVsvfaGa2zxikWOXbt/5wH7yTd/qmuz7Il/eqPqu8KNO+KiApLidnxIbFQXJ9XdIfyaigT8+5r1BTYJx0BnHptgAvP6PXMLG6MkerdeZP4ZmW+UR2KOYZrhL+Y85iW+c4y/sRHwyX2Zz9xGEM1v/D3R/Sn3XCTqgr2FTV6si1gD+U2juBzG3kBd3YYw5fGsXleeaX0CYBoA05n2nXBdkECQQJBAkECQQJBAkMCcSYDFPAv9U663puZCc6IKo4igJmCwhC3GghsjPIyuzB2VKBPs3MTAzbks3ntSKCFDo2JoTHSfsz1OXQB0IobRKYXFA6aApTBPUIww2iAjlBr+ps4YZZzypfpimI92rUaKETLAxaXf4U6sUgy7kWH+VM05j4SuxtdIQUEOEdsFRQrWqQdyvMGI65AXjDWuwfgPSxbj70J1qekEMckvnjlSPzEhnG6gc4qthEFboAQiT89AQu4S/6jrfHnIjyQ92LWtmsLJEAPeePfh3LNJKKbtsJE0NnAZSV+60BIyxMC6NM3gm4pBAIUcsIE5A4Y5c8JsSoY68UOiXMYc45kxGu32juI5wzwnTbXtfT/ydY3uc3r/ZL5jbqPdAYSZW+ZLukqAKQYS5jjGykJNtAXzQPRuieYC+hEuV5nP2cjCu8jv7md+8IDb+TZYLVQZn896+7HFPfnOiGH+BHihnWk7xqt3q82QwhDoQBPWFmpzQJ5yAS6kZr0XnOcKHeddWZ7R/lwLO5nuPwqIZaKYJLl66Rfv4xaVz/zF2KYOIQUJLHQJELaCzU/MlXwyfzKnMv54VwByTrbRxq/zYWf5scHmBI5nJkYZa1fWabyHABS4p1v7snZWXuZQ9OVSFm62YX45tpgK0uXufMY462eeYSG/1zLldCF9Hw8w7YMhunGVAMQSsUVTYnE2ObZlQqDpNddf5WKM/uzeX7m2ng3AdM/WvfbdL9/r3One9Kc32CWb1xiuf7s6uuzQXmKUNgtM7VF9ymzDlZcKOK10gGlPV7djjHa0doiN2med7Z0u9ilM0kG9e3Cxe+VjLrdFy2rc+b2KTUps1I62DgeudnV0K+5qlwDgDmtv7rAqxWh99JOus6WrljgQFMD0x/f81DU3gOnK9QJMPVAqsJTvASyd/mjw72tmH+YT5h3mDT7HS+58aQxMV+j77rr0ie6YTtB06JLTMSlIJ3Ee15K4D8uBfvUL1gbRRi6xkOX5otTp7uefAe/nT3RlGKasm9DZSjTvsoGe9TB2CPRpNqihpzLn88wzTQEwDYDpTPtOuC5IIEggSCBIIEggSCBIYM4kwPoeA4NzvSUXmny6vdxkzCChVAAmAn5goMRYjZEFBmS5YonB6gJ0xKDoWB3KxwCDIfR8uqrEEENsJoBT6odSg5aD7uPrh3KDouN2vCsftQrDzGjANGKmoHCQKAZlQ8W7WKjcB9d/gK4oVBiFdDt3JvfhKv7kcuQGqOKUE32nXtwb2fHp/rlrYdpEhmMVMZLPfaOyKf/iSshSzeX6UacM38gFoxvGMox6GMwy5TdX0vHAIEqzBwbnqi7n8r5sEmB8YRBA9swxbozRCnxP35x209B3gAPxzWCg+A0Is1U/xgR1oC8wRjAWMI6ZgxiPnmFfBcNegzSq52zdPSqH/shox2h8VC6HYZl6A8zs3mn6pW2qjAtAkqFEz46ReSbJP58e07XtXI81bxBiLuXdwruGfsXjMR8Tn5L+gHF+rus6E3lfbNf4/sX8STvyvmWc4jqd9yObMjxYyjl85xral3c839u0JnGumtUf6AeRO/7IKwPvffoKc8XYDUpTkbWf1zEu4kEAY6Oq4N7vU7k+nBMkMB8lwHsTDytsMiGEBeOM8Uffdu9UrecZL6yxOMYPie1OvNcBCfzcy2YFNjEwN/vzorOjdwbvZvYrxdJlcj/WcIxV/05mHHOtf3+zZsY1Nrf16zxdkl5zROs+/qbskOaXBCYCTNdsXGk1ddUu/icMzAd+/ge5nx2wTVdf6oDNP/zyEYGacZsSYBrLswHFIj2w+5D97PunM0yJFXrvV36g/jNsf/ycmx27FSkBgNYfPiE3u00O6CwuLbZN12y08qoysV67HdCJi10A0gHpG329fdbV3uVc8vbL3S7M0qsff6V7DtioHa2dDvwFKOVZUv39YsMmnSvg5hMtDoh97JMfbUsV/5RNuwcEmN53z09cg3nAFEapY5YODQRXvPOkKzMfRbMPc5j+TTDNADYyT7E+aBCjE90DmwCbnVmPsvFrsutn+3F9fdBDj0sfYU6tLsgd2WTMfIr9AzsOoCobwlhTcd5MUwBMA2A6074TrgsSCBIIEggSCBIIEggSmFMJsMb3AAe7us+GqQiQBxjQroU24EB/2ggJG6RUioE+HDCKgRFDNotwfXXgAYvxs1iPT0uGGMsBhzG2YlTFoIKRhzp4EIdn4W+MqChGKDwYgTDWoHBwjHz+5jsJWQJ0YvjBoARAzD1g2AJ68gMjhnOia2T41TWUI4KtuzfHOYby5Y1IfGYqY9wfwxO3Zfe9z+e6izEhM6RBX0IuyIeEXFwsujHymysZoShjcERRbZRLZQzrF2Kiz0cuT4kTGI0F2oLvfDKmSMgDZRxDAgwt5DGeQTU6e2q/n7ll9dRODGcFCQQJBAkECQQJBAkECQQJBAkECQQJnKUEOlpPnlYC6ij2BfSbyNNF5EmL8C+1AirZwMdmFHSj85F8fbDRHOtMOTuC3+BKPbBHOC9b0svYAMZGMzyCoV/PNAXANACmM+074boggQUhAaZvjLvHDx6wnp4u7bCqsTL9nMW8uSCeO1QySCBIIEjgYpEAAAexigBMAffYrT3dxCK8W+BHo3ZQshAHGAL8oCTvZotiHQNEK292h7Mwn4vkGWcAmjwrigpAKfAVzwHglskAk66QBkwjkNJXm2fjmSKQlB3t0U53/iaP+/Ds/scDphzPTMiB+5MyAaXMc8L3qUuA9gOMZ6GCrJG2hyYRvd/NO7oVpl7+dM90fUt1Qekk3h3jA9AUVtOFmDAE4PIyYohE/Z+NAowDxghusOjusMthliIP2KXMDTNNvi2fEQDTmYowXBckECQQJBAkECQQJBAkECQQJBAkME0JjAeY+iLQb3D938Gmcuk7UoWca168XaAfyQzjbOuormzERqdBfz1XoXbQufB4QyKECvUgoT/7zb0t2tiLztqrumPPmWkKgGkATGfad8J1QQILQgJM1k1HDlpTZ6OrL/NlLCvfSiqrFQC9dkE8Q6hkkECQQJBAkMDEEsA9TGVBFKuoOC/HARsTn316DuAHUCKKwPFuXE4OjrhwYdHPxkkPEvIOAUCKrjm9rPNxhDoBagKe8eMTdSLx4b9Hf0fg7tg6w5gDdIVBC+jMJ6AorE+0HYr2ACifnB/dk5xTKfN+6UtPZYZv05YA/QvsDfdWyJY+B4CK1L3rNt8u0y58BhegaHqwtFkKqI9zR70uxOTGhTMARACpj0nGGIHBzj/aCEX8hOYL4hLivm+meCntyj1JT93caS3dOVZRqE0bSbkY1/FETGz3VMxief3unL7+PMuPpZSveD0yUiTydP9UnvK123pYdRvMs5zcfsWjytXcJVed2YNyBxfXsaSuz9Z3uSd0+XnKHxqVPzycrevHy4+5a4aGssW8l4FE92/vzdH8MWz5un+z6lypOicHFCcuJVfeCYHqyk/kDesc8nOVP6D8HFN4LytVfmuPWPLxQc3XitGYzu8byDZ5hVO+wGjlF8WHJPPhkfye/mxt/hDDXte3KL80f9Dtbu+RTApUp8FBFaZnyMnV94GYZeeknAyGBuP6nnTPxszG8QHlIwdE36vrE7p+QPUDEM/JGXDXk8/5Q4OU5a+XFF1+WqaS+WBa5sjORmQelR9dn6dr+m1Y5w27fMqPrqfNhoeifNrORtokuv6hk40mSYvF3yP9pUCbJwZkkOq3RFah9Q53q4/onaf8vnS+3l7qiynLV36f8nOz1B8s15LDvXIDW6DNNHpOnZPILrbeoU71vTydE7PkULdKKbBUlp5zeNAKlN+jfHe9zkkO9bgy+4f7VAfl5yh/kHzJJitXm4iifO7D9p1EtuqnMvOy4pKp+s1Qb7pOPZKp4nim75+nu7p8XUedk3oOZr5EdpGu73LXI8OU7uufSQWM5MdUPrMj+f4a2jQ/fX0sO6FxIVbEcFLXF0kmXTpbnhMkC8qPZSXc8ziZputMflzX9an+MZ035GWWIXPqTV2R6YBcDWqUjtQvR/LIk1z6JBPajLzB4QHLGdb3rB7dn/w860+3ycCQ8tUquVak3126O21CvsrXPXk2ZJ49VGhD2d32u+NyRa17dAz0WXksYV0D/XpHDFptotAaervlalTzQXautSR7rSa/wFr6+1THIatTfr3yi/Niuj5Lx5Muv0nnMadVxgqsuZ9nUj/V/N7v+hHPmZSMkWm+nqnP3VuNpnvSz3RM9SON5Kv+9PMBPbM/xriKq624PpYdS7eJ8jmm8plX48hM38kfUptlXk+4hTwdTw4pX7IZonzJ3d8/R+MgVzKJ8nU9ElU/HsmXVHP1XOTHs+OuPVx++pkyr6eejBLGQSInXwbXPo0hmDQ56sf9uj7fjcFB1XEkX/dnnPWr/uT36z70Y//8ucrTjK2ewPVxV07UzxPqh72uPyCDfo1t7k85o2Wu+Voydm2SrnMkc/pprx1qVT/VBV2pAauIxdS2zF3DVhHPVz9Iqs1zXX633GpWyC0ox3i/lMfi1uzyJVOd363rK/N1rC/pjN2lcg3akuxXjLg8tTfG50Gr1PVcozeMDNX0s5SVKr9ffbBX70Kfn6cXVFFurrWqLpTTN6B3hMqoVKzFZpUZwy11Or9Mx3p178z8/ByM8TlySd2v+LwxsZxSev5hq9L9m3R/DPVx5bf3p/Qcit+Iy1CV7/MTuZobNfe067py3b9D+Wwm9PmFkglrqjbVvzohmeiZeY9X6/kb9Z18+l2nrkdmbRovyNg/H3VnLd6h+9cV5NsJxXtkLlpZnLCDnb0qR/1c/5r00luq/KM9fa4NlxUl7HBXr8ZrTP1I7zflL1b+ceUDMCxX/oHOHqsrVD+UPLl+TWmB7WvvceN2aXG+HejotcXK75VMW5MDtqZE+R0au5JJXUFM99c4Par3ZEe/tXT228alJbb9aIcVylvO4vKE7anvstW1hdamNUxL16n8kkSe1ZTGbe+JLluzqMiaO5LW1pOyzctKbOuRDisrzLOqEuXr+rXKP9GuOJhaF/r88qKYlRfGbH9Dl62rK7Kjrb3WI6aXz68siVlJfp4dONnt8g819eidP2SbVL9tql9tWb7WFDl2qLHbLl1SbPsaui2lzWmblpXatiPttqg8X2uGbDus6zYof7fqOahG88/Hs+VoQXWEfJW541gni+mR/KUVeh9oZBxr6R05lq02pK47de6yyoTmFbN61Xvj0mLJTO843W+NZLXreKctry5w9W1o67PNy8ts6+E2t5GuInfQTvbn2HJdjyvnRsllwxLu36E20/ss1WMduYVWopklO5HQ+kgyW1FuWw+1qs3kZl3rtMZUji0tjWnzrllrd7+tqojZgRaNE81lRdnD1jKUa2sXl1qTym7tTlqV9VmTyaYpF9CLKgtt97F2u6S2yI639liP1qVL8oftWJ82AKo9SnXOweYey9561E429GvNM2SXb6qyh7Y1WUWJ3mZaq9U3D9iKRXFraE1Zn/ThdStU5qFuqyjWWk5hH46dTNrmSytt975WrTlVfkWW5Dhsi2sKrKAo3/bub7GNa8ts5942N042rCm1HfvabaXajnGy71CbXXVZjT3wSMRkvGJzjf1h60lbpb5FmxxU/7pS+Q8qP1dtuHlDlfIbbc3KUq07h+yI2sLnx7Uev3Rdhav/2lVl1iN5HlNfuGqLyn/4pOVLqOvWlNvD25tsvT471Mfr1Zd8fpE2Wa9S+z2yQ/lry61d7XmisXckv0RhfpYvKbWtO5tsg+7T1NxnjZKfv75CY6ROfWbbzmbbJJnUn+i2FpVx9eW19vuHGqxK/ay6KmE7drfY5vWVdvh4h3WIEenza6sKrKw8brv2tDqZHjzcaV09/SP5iyTT0uKY7drXZls2VjmZ98k24e+/RPcuUJvuOdCmdqy2nbubXb+8akutnr/BlmlsxCSjfQfb7YrN1bZ1R6NpqhiR/wqNDXVr23/4lMx/88NbeKWMm1gfqMn1fohCsuDFirkTvQjXvMzFtKEHKzWNuZACzEfnIuFyF5e8JBimMF1JfsNxt/p3S18EmPZoPAbA1Iln4l8YHO6//3675ZZb7OjRo+7ELVu22B133GGXB8B0YsGFnCCBBSwBlApezt3NJ/UCPKxFcreVVlVaa1OzjAwotzLiSEkurw7A6QJu5lD1IIEggSABsUqzHLsUhqlnmU5FLCzutUR0BhTvjpcYHcQrcnlTKWSBncO7Ua9GBwADjqLsAAjx6VzvKpN3Z0hzJwH6JEY2DHMRWzgNmKpZPGDqATbOIdFkfJUO6xJMSEDV2Uisl2BTwiptkCUHwPRCTkiNH7dJAEBSwmReYZwgf8SK0RU5NGm+gI2O7NNNMW3R0HaRa2qzmzd2OKCwvEAufmV8w3gaz5MROCWAJA/AUwaJNDjaq3yujecJItOxvCkCpoB6gHeAfOMBpsPknwaoRuAdgGpKoCLgbEcaMI3PA8C0s08Gk/yU6kbMR7GBJbN+gaB5+gQ0TgkczXPPhFElAkRHA6YxAab9owDTAYHUuQ6kBhDV858nwBSwMSdHEJvqHxOI+4eGCDCVE2wHvp1TwFT6UcouFsAUoEqA6DiAqQOhAQJnAzAVCD2YFYHY2UMCtbJltBbUBGDqQewRwHRYgGnWaMA0JsB0IA2Y5qbzJwJMFwkQPXEWgGm1wNXGPgHfAhZ5t5wOmEbgHGDtZIBpTMAn/Tg1EWCamX+BAKa5AqizhwWoCugEJAWYDYCpAFOBjq0CR+cTYOoBzwIBnmyGBPCsEGDbLmAWwLRKgGnTGMCUa1rTgOkI4JoBmC4pFODZ3efWAR68rBEgyuqgqVeAqfKPKp+1xXIBqocEqNYIUAUwBXCuTeRrs0MEmC4V+ET+/ARMYwJMYxchYFogwLRrXMBUS0NtUhiyhr5sAabaiKP1MoDp5uUCRA+3amOAWaE2XbTqnVKqd0FWfhowTecn8rTxQBvDGrTvZFFBtjYqqU8KZF5WkmNHOrSpTJuoijXlNmszWiZgWqN13EmtTUYBpgKxjwsM7pEeu7QgSyD9sAFilwqkPtikDVTbj9uJ+j4HmG5aV27bdrdaeUmuQGqBxAJMVy5WP2wWoCrAdP3qYtu1v1OAqvK1Bj7emLRL15TZ/kMdDsBcWpVjR5sGbUltgSXUvwFMKXPH3lZtMjJbt1yA6+FuB94Ra37/4XYBdgL0HmlgKSsgLwCmCwEwRSclofug7+CJC7YpuiGbF5zdRUopmiGAKboROmi1QHZsC2wEmiV11NWDX9hpTrCzQAkPY0UeMFWd8ADmw8cArPYoZpDz2uTOnv6vwDANgOn0e024IkhgAUiABTBgaVvLcS0wOmzJiuUWL2T35bB2VjVay0ntyWKntl4C+dpFXBGA0wXQqqGKQQJBAkECp0sAV5nEMWXRXqkdlwAbU0nM/7wTHBgk5RSmGPEIWfCn9YOpFLNgzsFQw09cmkyR5FUkOSE3gFIAG0A4QKLZVmwWjIDmUUVRUD1oSh+lr5I8s5S2wrAH85NzAb85B9dDtDGsa8bFbCTuj2IMYHpUO6QZJxd68pJjLDA2kCVgqd8sjayJC0ysHGSjP2ecAD0pm3vcsL7dOvsUFyh/QEzMCDDNyxWjUIBpbhowBejLFfiXElNU3ER9l+EiDe5NhWF6RsBULIbTAdVTgCksTMDZzj4Bp2KYRgzScRimYoAmYj7/3DJMW3tyrbxgwLFbh2RshLmKHPnMFmDanczTdwDVCDB1Mk3LkYY7BajKKqkEw9QD08ya5wswHRyAmSdjkwBT3w8elM6SPRwXow7ANIMNmcF2nIxhCusNtqIH5yZlmF6MgKl0QJiEmQzTsYApMoO5m8nqnTLD1MRYyoKtmBphmE4ImKYZphphajOxKcUQBjCFYSq/A2IaFYmf2GUP1EcM07ZUn5h3EcN0QOy+swVMaxMFAm16xNSFbagQBI5BmskwnSpgqn6sfwEwnZhhmhJTFTAtof53YTBMYzJUaw7WmsQDko5hOh3AVAxQNi96Buq5Ypj6+k0HMK3Kh6krprde9jUCVE8CqE4BMGUcNE4AmFbFxdrV+qq9f2CE1coaD3AVBmoATOcTw3QSwFRrt+qEifE2bCvEHCTeI4DpJgGi2wSY4smnMqZ8gZcV8rgxLFZ3K6zdNGBaKN21Ii5WbIfY3VrP9WrTV488aSwtypbb0SGx94Y1z2drM8zwKMB0cb68IgmkLRUruLaiwDFM1y4qtmMwTLVeXyGg85DKrCiKW5lYx/tPdlpib6MdOdiptdKQrawTE7m+3zFMC+Wl6ciJPluzrFDAqABV6cRbNlTawzuaHWCak61nauMabQxoFE9eoPAqgasHjvcJMC0UYCoQfX+rXSZW6PZdzW5T4YraPDvUIPa1hBMToHXoGAzQiAHJOusUYFqsUZK1wBim+WKYFl7wDFP0S6/hAHz2qN1Pqu/iiQv9hwS7FHWTc4nUAjhZoE0AdWKjl6rd0ZuY12YzAYhSD1JNgdb3absP98amwxgkfingLecGwPQM0g8M0zMIKGQHCVyAEugSWNrZWm8tAkuXrlpuhUUFbiJnoYtxC9ZGs0DT1sYmuZ2KgNPAOL0AO0J4pCCBIIELXgJskEmkWaa1BexoxK3i+I/Ngt67bGEBDeiBAsDin0U1YGlaBxi/gAVylMdHBigpKDKwRvkE/HGAqZQLdjXHdBz5+fP0ddYVmwUisnNeTfoeBlLWITAUaR9kP1GMF85HUeVzbOJaYsqwe5ZswG/Oa5eCqKw009rt651wLIwtc6K/AUxhrgKYHpFrt4sBMM2UBfJ0PxI6cie5ttEvZD9O87hzpvqLMUc/APQGMO0G6BNg2i9A1OUJvBuQ+9Zc51JXfSftShaXuyTAPQ+iCm1zzNEJXfLKEDc0LiDq3cOqH42bfzpg2qV65sn4N5eAaYlc8rKTvUWAaYUAU1z2Dggw5TggKq57AUzbe/kegdA0WL7cHOPaOC7glzb1Lo8H5NIX0BlA1bvpPVeAqW9TB3LLJW+O2CKpFMy9Yd1fLo0FOJeJafyAANOsIVlbs3HbGQGmg9NwyXtmwFQAPICq2JTxKQCmyTR4NxcueXFPC4hI8u53x3fJm6XNsLgElstdAVLju+RNM0xnApjK+SquhqfiklfOnsUwjQDT3GGxRbPkRnkChmmeANGUANGJAFPvUjgTMM10yRsA07lzyTsVhql8Aoi/HbnkDYDpOC555yFgKm3COuSSt0YM0Oa+Pqcf1Ol7vdiguBvGnSsM1cUCOeunxDDNsmVikAKIVgowHdALqV0udRepzBMqk7X4MpV1KACm88wl78SAaUyLkDpRQA+19tvK6kLr1ro8AkzLBJi2SdfKtkVyr3qgpc9qC3M0x+co9EK/ANUov0gbfavlVvRAk9w4x7XBS8Q5ANOVZWKFtqWsUGBphXTbI239DjCl7Da55F1VlmsH2ga0TpAb5TIBpsfbbW1dsWOYdqtPXVIl1mdTn1zqxuWWN277TnRYiQDcA3KZC6C6anFcgKdc+8o1bIlYqPuPdIpVWir3sV0OMPXgZlW51ghyCXyiOaVrEnZMTFNc8q5fXSIGquysYrXmqw4ApriHxY0tbpJXC1DdL0B1FGDqGKYn9AbPCoDpAnDJ6/U/dFf0nm7ZS/Csgx7I5hZ0Q2wLLKQz9SI2ZS9Rn8Zdr9tsykJ7FlNf2m5DkaXacMDGbxI2fgeYKh+bjgdNse3MNC1ohilA6M9+9jN7wQteMOJqd6aCmOg6XPd+7nOfMz7PJv3rnd8adfklGzeP+jv8ESQQJDB7EmhpbLC+1iZrGWy2qpoq/VQ7g4ibKvWLXbNuUtcnL4LAOJ092YeSggSCBIIEzrcEABUA/lg012mBXqKFuoOKxqzPo3k/WkwDkLLzsE/bIVlIA56y0Nb/swZAzvfzj70fj+3AUcmEmIsoErgVxXVxnGP6wcgDaAcbALnAbgOwYaco4E1Isy8BB9SrrwF0IneAUvrqZDFeaJuxPZJD6H49xJLRLnA6bEVCQI+Ot/Tqb6VKKalsHJiNnb30E1wcAZgSM4bYnRdbmmhEIPPZSAw5xuDNGzoMILJIgCkMUo5H8TR9DNLRgCn1Ip7mCGCqmQ+W4kSAKe5qxwdEZwCYJgWY5sxfwDSKcapxJkOfZ6ACqDLHExsVELVEcsaO0yUGapEYqEmxehlzAKqdyi8WyIphL5LvVGOYqk2yx8ZAPT2GqW8zAFPcI8Ma7usHMBWjRG6OfSzbB040CuTGJXCvYDaBf1mKSRsA0wUFmMIwHRbDVDwIGcvHAKYCqWG3iuM6wiCNAFNYwWIV6xpB/dJdiccZxWD9/XExTOUCtl0M08p4gQCdpNYwZ88w9S5547jcVb9PnhbDNDBMJ4pheibAFDfG2Zp/LyTANE/xQYkdF8UwvTAZpqzTIkA0YQ2KUcraC/e7xwSO4m6Y2LydY2KYepe81bjk1QuFGKVLFKP0GDFMdT7xSo91R4Cp9vdYq/KJWwqIyv3mdwzTs3TJK+CQOKkLL4bpOIDpMsUwPdKmjVc5YpYmbLfiuq6qKdJ6YsABphsVu3O74q4mNEaWwQA90anzBKgqv6kzORKXtUjyWKzYrbvrO22lYqC2iZHcJlBqvcDPXTqGvKoVN3af4sKuXVyishVXVoDphsXFtkNxVcvFIK0u0fUCTNfVldjxtl7rUhk+rmulYt4Sx3SvANMKxfncJwZol9h5W8QGfVgxPBcpLmupyt+l2KQwRPceaHWA6dWXL1I8zhO2WAzSuPTrA4p3uUnxOPcqbmZSoPAVm+RSd9tJW6Z6xBXLmOuuECC6dftJxcscti2K7fmwYnwuVzzNHCkjB0Zc8gbAdKHEMPX6H3aSpBbPxAZFF4ShjDtx1tPoIZlJh5z3KmKL4vkL3WaijcGZ103nu9enuQY7hy+f+TYCTYc1b6c9h6m+6N0zTQEwPYPkAmB6BgGF7CCBeSaBZE+3nTh8wHqGO6y0usyqayOwlMncT5WZEzvzJwwjF0MizTgtUlD2Ib0ByoqqbNHyVfPsCUN1ggSCBIIEggQyJcCcrvWyM9wQy6KEBbqQhrGxOFlEsysRoLRVQFOnAKekANOzWEdnVmPOvsu+4pijgGMoDcgCUBQlgs+xgCk72OHGRQxFmWGlYHAegCnAagBMz01T0v/YkYvccWVEO5XIkILcxwP4J6oFCiEAP7tn6ccklFJ2ADcLMFWxVq3d6LBOaUvae6ZJt9K9op26KMmNKh9XRyHNvgRoq6du6hgB6s4EmOJalwRg6lmnmC7OOWAqFmZebkoMhVwZweYxYNqdI1ZpBJh6Bmp3MtvN9yVyZQcgSaxYhkebwNEygaMAqriGKxRg6hmeyHS2ANMhAaPMvYDgff0xAbNyy+kAU9i6KbFa8Y4gN54CTP39AUyHBZhmX2SAKQxRYojmiMnpmNMCDXOGiQfa4/q9Z5vC9KSNcFvrWafMp/OJYeoBU8DPfgGmo1i/GYBpXIBoctgzTCPAFJBVfGgHmCaU36v8TMAUkLNNsRVnAzAFfG1O9ohpHADTlGBqXDUncvK1wUl9j3/ZilEqV7pxxSh1IPfw0Ej+9AHTlNpU10/kklfQKu9f4qH2DfW5mLe8yV1c2fQxBgJhhfqGesVui7xldaXkgjMWsxbF48TyURHHlWzSigXuadkghpDyFY+TY6wNynVus8vHDTPrCrkFlcvZZrmcZethmViQLYpBWpIn97FaC/QODp5yuXsRAKZ4ZWkXILpUgGa9QE70BQ9uIlPmnk4xUIlBerK3VxLMspWKUXpQMUirFKMUmbYIEF1cEJdL1qRy5arSfe9TPi7YFZtS4NbqkgLb39Hj1vArdD3fnUteGF2KcbqmtMD2tfeoH8hVqwCwAx29YrXGxaaSNwUBcB6kZQNendyvHuxUnzk6aC0d/dYizyAePCvUZrrF5QnbI3BvtYCwtu6UtXSdygecqymNC1zrsjViDjZ3CJzDfeyyEoGDHVYm4O2sYpheQIDpJgGi2wSIApiukix3Hu3QpwDTvjRgurTEtusYgOkKMU93HuuQTEusvaffmjr6zAOqAKZLKhK2S/mXCPBs6UqqzQSophmopZJ5TWm+7Tke5TfRJgJML1tRZo8canOAaZUAT/IzAdPLVpQrv9UqBabCQt0nwLbqZLftE4jZIYbrNVfW2e8erLc61blM1+/Y02yXK67o7r3NEWB6hQDTP5ywpQJEC1TH3ftaHCC6c1eT1i+DdvUVdcqvt+XKz5MOsk9A6pUCTB/Z0ag105B5wHXl8lLXr/eprldeVmMPuhimgWFadl4Zpk0OxL5K8n/gkZO2Qn0Tm8F+geBRm5y03/zwFl4po5IHTGFtslkWhmmfYoL2S5fVV2c/0JR4WiIsTJX00LJ4tnOXG8vW22Tmquhp5U90AP2Y9xz1xeMSoGm79OQAmAaG6UR9JhwPErioJNDb3W0njxywboGlxVWlVlNb414GzM9M5kygJNmktFyNEsdY/MJYJ/G7VcBps1z1VuRU2NL1gQ3uBBN+BQkECQQJzGMJMKcTu7RCxgCYpux6B4jKTAA9zb0DWkRHoA8LaN4B0eyfeebC+g7YybPjlhjAk+dmR6cHyxCDB1IxkKG08MpzOzHTygVPzHn+moUlgYVRWw+YujWHqowDIeTt4sfqj6kCmwDcbrevCmIDAH0YcJzyOwRqogRXJQBM5QBQbTrVcsdKkT4CuMO4aVW5sLJxw3Q2ro3G3iP8fUoCaip7+mWdI0AZLnnd2HWA6OkM07kCTAcFmOY6cA93hBcGYOoZqACqGLyLFPu0VS5xAVQjwDRigI6WebpN0gxRWL0unzE3AcPUxSiVCZ24sx298oaQEGgio1O/WMH5MRiusIojl7yeafwHYphaXKBZFMNU/FLpLf2j4mmeXQzT+emS1wOipvitvKOzspLaDJAQe7rXDZocE3gqmQCYkj8wnJyXgGksI4apf6ZRgKnCwgwIhINh6hmkMExz5Ca5XwxTOehWjzkdMI2JYUoM09kETEvzEmKt9ipuasScCzFMA2B6sQOmAJRtAkwBMY+KAcr6zQOimYBptUDmRrns5X3h2aTlAptZQ7UJ0KxLxOXGF8DUbJEYpvVim1YLUB3WfN80CWBKrMjmAJiOsDEXledLv8m2w009tkHMxd0CdnH/6gFhwOAcLZyOkC9QaMexTqfw+PylAiZ5Xxxr6R25Bo876+qKBGh22jIxPAGC6lvJLxbg2amY4tm2pvZ0hukmlb9NgCiA6coa5ev6VTWFaYZpcqR8ANPlim26S2zQ1bXF1gFgKkDU16lI6/Ulqjf5lygGaYvAUAdypxmqDjAFEBXb9BKB2E0CwNsEeG4WELlVrM1yudOtkttd8nHJW+8YpgMCuZUvQLdSeQ4wFUO1Sj97d7VYp66/Og2I1qnOMEx37m2xLXKpu0fAEN9rTQAAQABJREFUKDFMr9oicO3hk7ZEZRYI/NojBiqA6q7dzQ4wvUoM1AfEQF22uEgxSnNt38E2udmNXPIOaDOyd+m7QmA7G5j3H2q3K5X/4NaTbpyEGKZi9e5ptc1i4h483CnWr9rk8lqxehtskfpTqTYX7NrXZls2VgmsbrU+6WCn2qTICuTKeY9Aatwg71SbJKWreZkv09iIyS6w72B71CZiEsP6nS5gip1A2KjboNusjQB45dI+mchDle6HPsicyJjKTOi2PlRSNfroBJ6/Mq+Zje/OriFduFf1DAxTSTS45J2NbhXKCBK4cCSwd/tW57aoQG4xYJZGht/o+TAoMqGTMEBhRCRxKDIKngJRWwSYyleXVVUtt3hZtXspcC4v++MHD8hPf4GCm2txkFBcVDJCChIIEggSCBKYcwkAEsKqAzAtF3AKeMhU7+d54j02EHtDSgcuRnkvLNTEcwGESQ93z4ky4kBTKfYAppkuas70jB4Y47zpMB3PVG7IHy0B70KIbueAa31iTKOXAnJ6YDNS+KJ+y1pFWdH56XUL7FKAUumqroRofYMbIgEv0mxp+3KNgaj/RwA5Z043oWdRNozsk2IYtCdltk/vKp5uWeH8qUngGQsIMMV9bNZ8BkwFeJaKSYpL3jMxTH1+VxowLQYwhYFaGAGmyRTxTgVqidXr5t5MEHsKgCkud32MUgzkMQGmPq6qA0yVn694qrCKYZjm5sjlmdwEJ+QmGMA0V6BgCvesYiNqX79jtyUUz7NX8Tyzs+RRQYBqXzp/UE5fB50rVTE0lT8WnBscgjuXErhYrBifndKJ5jdgOjwsUEEyzs4mbpqM5XmAEnpXDUkHywZQFMNUjTJvAVO12ZnaxAOmI20yCjClzeUOWqUkstRmw532gFzyxnJyrbW/z2rEMG2dIsO0Nr/QGvq6FXuRNhcQJFe+AK7NyV63gao4N986B/ocwxTXoX3qK4ls9a0hsR0l81NsSDHrlJ9Sfn6WGJBi95I8GzImsJd3W2pYIHCaDUl5cfVj2JIx9Tm9XaJ8jgnsZu0R13G+x7JxZYrLv1PX857M0/Gk6kL5QxonA0OAzNH9czQOcgX0Rvkw+wRBiyE6kq83aW42sXqTYohqA4LKdvnp+mVeTz0DwzQwTAvFIPWA6criAjvS1eNsSav1fX9nj1i3uerHEcO0Uqzd5mQEmMI2bVA80tJYNA46+gesVoBqg1i7vD8yAVP6MQzTFWKwEreUzY1LFeP0kBiqi8RETWnNFQDTofkPmFYDeHYJOI1c7uI21wOiDjAVELsLl71icwKYNmewfgFMI5e8Eau3VYzfTNZvaSEueRWPVIBoxPoVYKoyPOsXd7uVJXK5q/LXClCtV4zTLm0O9vnEMAUw3S+wtFIs0327WyPANBOcE2C6a2+rANMqB4yOBkwFzqmOe/anwbk9Lc4l7wg45wBTMUwnAucATNWv9wvcDYBpBIjOpkveyzZWC3htdnFlR9rkLAFT9FD0PzbiYi9h42ybQHT+zpNtBX0W97xJKZ7jAabMc9jb2bxeK89f2GXG8/zFumE2EnYM2PyAu9QRhimAKaxYdNiz2ei74F3ybt++3b7xjW9Yn9vRM7G4d+zYYV/72tdGnfDCF77QVqxYMerY2D+Kiorsuc99rq1evXps1rT+DjFMpyWucHKQwLQlcPzQAe3GarLswixbsXq5cy+IkVHvZ5eYzJlASQCpTOI+RUf9X9pVdvCIFQzIZUr1CouVVTnXeeR2N5+0Iw2H3IkFcoFTWFFtpVU1py4M34IEggSCBIIE5kwCgEssyIu0QK9UTEcAROZ6FtIs+Lu0cG6SEokrU46NnfvnrOLTvDGvL34AxMoEDBenwVKvjEQg2/SAMuRB8u/M6K/wezYl4BU6Ot5YOWcC1Sh2PU4JFXCixnTukvXpXUzj1hemJworMWcxTLOblvIBy/nBDTMG8bH3mc7zeMAUpbO+W8xsbTQArE0vpaZTVDh3ChJgTGcyTOerS975zjAdVFC44nxc6ioGqT5nCpj6GKLMtl1yP0yM0wEHaMoQNE3AdEAM0ihGqXa4qKHz88SNFCBaoDIzY5jCQCWGaY4A02S/QFqxTi92wNQEmOK2GMA0JcA0Lw2YmgBTE2AqXxJunrtgAVO5IR6GXat/BQK5ewRyzxQwrY4XWmOy2wpy1B/1cugY6LcqueFt6Y8A05LchI71OsA0WzSSXjFfC3Pi1jMYAaYFOQl97xWIFADT4JI3qX5wYccwJUap21gwhmHq3eeWiFXHhE6M00zAtErgaVPazTHrM9wkV8VjOtbv1u4eMK0QA3VQ+e1ioHLshFinAEt8J8ZprVzrwgoLgOlFDpgK7CSG6Sk3yecQMBWbcc/+KIbpKDbj2QCmme5fA8PUMUhnEzDdcGmV7RMruF+2jSvFCn5QrOCzZZhiM2eDbI/c77LZHGYpOid6Cnop+R6InMiW4uwUssPg+YuwMeN5/pqCajSlU/yGZHRUbP7OJa90Vuw9fNf/GacFDZhO9alR+O+//3675ZZb7OjRo+4yYpPecccddvnll0+1mLM6LwCmZyW+cHGQwKQSACxt7RIrNCE3KCuXRYZCoaVM1D4xeRKrlBQxb3zO6Z/7tu20jaWLrPaSjc5ASKyxtsYGa2w+op233QJJK/V3s3boFsgNRrUVlVdZrKDw9ILCkSCBIIEggSCB8yYB5nx+AItKFTeDTweY6hiAaW964X82sSzO28NMcCPAUAw4gGIAwzBpYZfGMwC1CS69YA8DFGKU4g0f9YGzAwrnWlAeEEXxQzGlrYkHA3BKov+iwPK8uDzi+YkrQwJEB0TVhzO8uYMz/OXlyg7dE4pzBWDKvdNLqRmWGi6bSAK0bgBMs+VWzFzsUVziFsVhTMtg3J1rlYVRjNHUYJbyFZtN+SUCROnrniFKDFIPmHYoLmmR8nFxO+JylxilGi+US/llKodNBf76TIZpsximlWmGaUcf9xoY5TJ3IBW33LykJh/FjYVB6l3yqh2JKzuQEotPrFRmJVztxsUgJUYpwzguwLRf+THlA5gOD+XpGlz6RoBpdrY2J4jVmqdrAEwBBfX0FxXD1Mcw1QzoNmngkndoMOFiuTKGshyQeBEApnLJK9OlA0x9DNMH6sUwlUve6TJMK2Nik/b3KO5mBJh2CjAtjyWca1/sZZ5hmq+yAUx7BhW70rFOAUyHrUiAaVcATEMMU8emvLgA02VigB5PxzBdJYbpgTTDlBcIgGkUFzZimEbgaVIebwBU8dJxKq4s73kYqCfEQC0TAxVWlGOgplmpeBqpkftewNMAmBbbvoZueV4IgGkATIfsiNwj+3ibcQFxl66rsIe2NdnaVWXWo83Qx+Se2YO8+QLo1q0pt4e3N9l6fXaItVuvvuTzi8R6XKUYsY/IVe36teXW3tZnJxp7R/JLivNs+RK5NN7ZZBt0n6bmPtmBe0byKxRTtq6u0LYpHuwmudStP9FtLSrDu9Stkuvnank83LG7xTavr7TDii/b0ZkayZ9NwPRSAab704DpFYpR+gfFKJ0JYPqrH7zA6XeZcUvZjItHI086Yj5jDhMO6cBI9NTJEp6/CtVWAKaEikGXZc09W4m7s6b3gOmA/kBHhfnKZl9YsD16hjPVc7L6BMA0AKaT9Y+QFyQw7yXQIiDzeMNhOSvqsUs2XeoMimMZpDwEk6ef7F0stzGAqn9Q3PHmKa7AotJqSyxa7qj8jQ0nrL2l3jqHOmyxWOnxgoT1dfdYe3OzxbGFDOVbgUDTiupaX0z4DBIIEggSCBKYAwmwDscg7V3S8veoBbUW92dY389Brad2S56L9xsKBzs2AUoByGCWOhevPOxFmHAdhPKGQde93yWHTMbmQhOJB0wBJ2lzB44rRhKfJK/M8p3+wPOjEKIwAqY7RqrOJe9sk4p0bFdi17QJMIWlfTaujc62Phf69bjk9bEz53sM0/nqkndIDFOAUhic+bEBjSEZpPtyHeDZ6wBTzaFyudupY0XxAWe88YDqmQDTnjTgCUPUA54TAab9AjxjAjzZk9+blMcD3as/HaOUGKYeUD0TYPogMUwVx3MoK4phGrkaXUAxTGGAZmdr01Kv3KPiJrhHw3h4xCWweLRqA+UPR/lJ5TOXe8AUd8SOhSvQMFcg6YDkQIqprH65HJ73MUzP0iUvzyl+h+b3QUmqSPpulwGYxgVqtkzBJS8udwFWB+T7uUKAaUsaMM1Rv+wSIFokQLQbBqkm+4KcfIGkkUveHLUZgGmlAFWuB9gpySuwjhRxYwPDNDBML3zAFJe8jJOOVMqxPhsFcmJPWi7w9LDc52bGMJ0OYFop97xNcs9biktf2aM6xDBdLFbpcYGkATDNlweGHDvU2G2Xyq1oAEw7rDQwTBXnPQCmE8Uw3bihyvYq/iwM08sUY/YRxYidCWB6/70v0KbYiJEJoxQdFC2SjbkkCEQAj+iczhOSNqGfCYhEDcVGgUveOrmWLtFm9tnUz7HnUB/mZT69fYd6wS4lBBObfan7TFMATANgOtO+E64LEphzCQCWNjYes87BTjFLl1tJcaEzEGJTHLt7hQnUz5VM3vzo/0hy06h+Nbv4pX22tHaF5ZZWWntHlzUcOWDdcoFUXF1qlTXVTqnkYgyzTTJknGxokvuihJUVVVnd8lUjZYYvQQJBAkECQQJBArMlAQAwFJcSMUur5HK4SEaFzNiXs3WfhVKOdCNnWEepI74K73gUM3a08jMbgOFcyAJFFMYoXjFYm8Cgi6uhAULRW1nf8Ox8ongClOI6SZtpncLIc+OOGlnMRqI+nalB7dYdcopnr2TNBjTWVdQvpNmTwEICTHsVwzR7HsYw9QxTANOEAFNignr3t8mUXOIqwfCM8lNuHPl4ohMBpu29ioeaGJBrXhiiApZiit3Ur8ihsYghCsMUl7vEOCXhsrdPLnXz5VI3EzAdz6XvVABTG4pJccEVakLlEZtx/gOmETja7WKMAoimBIhGIOfUANNEdpFcwnY5QJSZLqU4mXGBh0mBpCSfHwNQTef7Y8yLAK5cH1MIlWHFw0wpNmZ+VpEA2y7liomv471D3S5/SGCkk6m7Jh0XltiYLl8xSBWrkzikI3FjBaMA1ALuxrMF4iqWpiD0NCCsuLECFPOIxzkUsYLPJoYpz6zepHl+ULFqi3SXLnsQwFQxTImZeKYYpgCmAKuDGYApLnnRYWGYwirtGgOYwjDNFWDapXzKb+qTy15JuUyAa5sA1zzFEJUQZSwNMUwTApl7BTLnwsodzhGIr36muKjESo2Af/pRn2RGvhj0akFiqCK7If07FRc2TyLN0vXKV9/q15m8530MWGTOG72f+MTpuKuMA/pxnzYjHGpVrFudn8lm5A1dEc+3FuceNtfldw+I7SiGKMcA58pjMfWjpMC/iO3YLTYkgF6zAD1M22VyG9siV7Ilyk+pD/UODqbdz14cgCky6BRgWp2f78YbMvbgJgxS2oz86QCmnIvMiYFKkHoA0yWFCeeGlzapFcO0XuBpTUIueXXDFrldWFmSsIMdvAPkTa04331fXBiXu0nF29b1a0oKbF+H5iOtFevkyvdgp/rcUXli6FA8zIx4mYXabLm4PGF7FO9ydW2htcl7SGa8zJJEntWUZrp/Tcq9fWokHmaZ4mVWZcTLPKF4mZ0Z8TLLi2KK/R1z8TLX1RXZ0dZe61HsQx9Ps7I4ZtzjwMluI/9QU488MIhBKret2452WG1ZAExPi2EaANMAmO5rtbGAaSI/1/YeaLPNcqO8W3FlAUw3baq2bdsabdniYsvTpur9E8WVzXCT7Fmp937rL50u6TwJMdEpoUfCEMWHEeAj7m3RtdELAVf156SJdxY/JQJMlxblOeB0Nu0WVNMDpbxveWdSJZ4BdinemNjsy98zTQEwDYDpTPtOuC5IYE4lAFh68uQx6xKQuVhgaXFRgRhFxOzSxMzMPCYxTTKJksjPPMXn8blX7ngXxcQWXbLCcqQkHty51QblBipXi8vK2iqnPGSWwUTd0dltjYePW2FWia24dDPZIQUJBAkECQQJBAnMqgRgGLJLE9c2fAKeun+ZL7RZveP8LgwlSfqhWI+Dik0rk7QUorhkAvO2XPLBJfNCTN61EPod6xIMZriU5mlQXFFgo3VM9Ek+iis7aFEKAUxLJANc885GQs4oxcRVxcURLnphmuLyiPrxE9LsSADAtA1XsQUCcMaLl6nbDA7ETnP/6o+xuiUOJu5hAe8AC3HvOjgQ1zEM8HJJOyTDvdy/AvJlKV7m1PKje3L9QolhCoO0UExSAE7PBh0YFGAqF7i5uQPO5W1ubgSYdglcJUZpdxLDkGKg6rpMl7wR63c0YNonwDR/DGBK3FlGRJ4YpN3cX258aROYpbBNaZusbNpEANtIm4zvkjeKexq55B0SYJoFYGoC/7IWFmCKO2EATc1QAk8FLlqvk1FC8Th7pcNNxDD14CfAJDK82ADTXAFkALIAz6k0YOoB3wgwzRPo0ntGwLQqzTAFMCVeaVOyR6xSuYvWS6QtlRT4lWaQap73LnkLcdkrwLRd+ZmAabkA01YBpjHVTcMoAKYC4gNgmuMAvdK8mNYpGt1ai3iXtHnqQ4CKrQJcS+V+tk/gXlL9sFLxPJt1LKb8wlxcS/drXRuTMV5uz931UX5+jtZx+mkjX8Buj4DJfvVTHyOUNU5c+e1yiQvw26XrAXV9fiI3R32Vfkx+nuLzat7VesnXr0D3Zr0UudSNqRy9F7WgqUozQGGYesAUELlVIKcuF3gat0YBykW6PkvjaCqAaSXAtMpnue4Zpg4w1QFc8nrAlI0MdYX5dlQM1sp8Yphqo5pA7CVFimvaBfAuwFTfD3b2WgBMi2233LAOqtE2CgDaLsAVMDhHutIRAbEbdGzHsU69kk/lL5WrVNasx1p6R67JVh8AvN2pc5dVJtx6t15A78alxSqz03LVz9bUFtiu4122vLrAAbwNcr/qQd64Nq+urE64/JU1hVpHDFhje3Kk/IQ2uS5XubsEUq+qLbKOnn5rzgCxi+SqdLGA4t3KX7OoSGHGBHLrxz9TYJiWBsB0EsB0i0DSnbubHWC6cWO1bd/eaEsFmMamCpiKlfoHsVK//NXnjOiQ+RpDXt9kvODFqFkbI2BtDmkSZJ7E/S3z4ZkSc16x6lInwBT7BTpsjn5mI3F7VYPfrjh0VTYQU0+YpVEMU3TYKVTUlXD6rwCYBsD09F4RjgQJzHMJAJa2NjVa60Cz3OBWWlVttVvwwr6Y7vzL/Ol+NNH2dPXYsYOHrSKnwpYL+Dx5+KAWNWKPVhS4eyAWrVPdYtd/8sI4eaLRUlpYVVcus6LKmmlJj9eFf2mwiJ/5dD6t24aTgwSCBIIEggQWmAQyAVNil+KO92JOAIuO/SjwrkmKXFIKHa6YUcyqiZUicHEhJpQ/VgOsL3hGnqtLyh/rjlIZXsYC5cgAMJM4MwCrrIVQSme7f/j7AJiy0xhFFOMm9Zzr5FXveVCVsxIFgGl7T65csMmwm8FW9OAahXtwdCidT7xMf4wV6vkCTHuScleYM6RNCkMj4GJyQO5nU4pXpNigAL+JGJsYyI9ikCYHcqzPxSgVK0b5AJrq0iP5fQNnH8N0QC55iW1KDNNifQIaDwhkhgE6vsxkYEmDn7jsHRISRL08cI1MO8QwLRHDNHLJK3exeeMzTDMBU+SDG16uj8BPH6N0+oDpsGeYLiDA1LNBs4djms0E1Gf1WY5c6g5mTQ8wxSUvG4MATD1rlXHgAdULlWGamx0TuNQ9CjD1MUynA5gCiAKMAphWxwutMdktYDTm3hMt/UmBP4prKuCVjTEleQm5H+0VEKT4uQKzWpVfq/zGNMO0Qte36PoAmOY7RvJgAEy13ro4AFNYoW0aD9iMPOAK2AsjdLqAabXilZ6Ue19A3CG9n9odw1SAaLfmSJW3WIDpEQGmVQJMUwEwDTFMA8M0AKZpwPSKy6oVo7TRFgtYJ07r/kPttkkM0z1phqkHTJcsLtImvRw7oHwA1e2KxTogZe2Kzbp+a6Mt12YA5q6DRzpss/K3ipX6uTv/3NmhE9Kdi9yPPGlIjZaq5/S9VoVmQe9DF+RnqoAp6zU2Mtcpbiy6KSz4c+UBCmAUFiz1xCsSG6qJw3om18HUcaIUANMAmE7UN8LxIIF5KYHe7m47dggXuR1WXFUqILPKGUjZKav/UqmnnjCsaR3qdp0w6RO/NKmA3nU1y92CtbHpiA3mmy1btdwBsSNlZ9yH63dt22GL8sRKXbrSsVKnXoMo/hi7eEiwQ85mB8x07hvODRIIEggSCBJYWBJAwQAsQ+GolQKNAnIxJ8fEdMqRXMZKKYJdCdiIjCoBTBcwoMxzOEBYzwcQyu5elgq0PawK1js+oRy2yuUZn7AdfB+ZbcDUM00BSQFwAU1b9UOsm7lMiMKLg5rMbW1mLgme4ekApgL6cP/qGKJ6suwcmIkRQ5TSPTg6Pvh37gFTWJp5YmbOV8DUu+SNYpRGgOnkMpNBSIBqngDVfgG6uMiN58kwlMEQ7VM80vw88nHBGDFIU6m45eXB2pXMx3HJ62OY0jvJzxGrd1ifw471C8jtWb9nZpgSw3RwgcUw9YBplgBT/E4CmOaJYZqaIsM0Xy55++RSF8DUgc4BMJVLYLFyhzvTLnknZ5jiAra1v1fMvIRc70aAaU1+oZ3siwBT1hMAorBOW3Qe83upANP2SQDTKgGmTQEwlUvdAJjiUjZP7M0AmE4fMK1Lxyutzs+TK2+zFu0i4hhueDMB01q51sVzSnDJK1ejy0pt25F2W1Ser01W2XYYBqlinAaGaYdzgVyZ4Sa5Xm6SuzLcJFcUx+W1JM+5Sa480Wn7drdaZ3e/XX15rf3+oQZbVFNgpSVx27W31bYAvu1vtV7pFFdtqbEHHj5pS8S+LZBOtWd/m10Om1HgXFI611VbapXfIPevAue0cWLfFNy/XinA7kGxGXmnX5FmNq5aVqxVVQTeXXlZjT34yEmxerNss2JzAu6tWRkYprvTgOkWye9hyaRW7rRjsVw7ojGxdn2lHVSbpaSXecC0Tm0WE9p56HCHA1R37mx27PrNm6oEjjbZEo0dSEZHxKBeLznv2tFkd4phit7IZuMoDAytxIoX+7Tc8Eof7VF4ljb1jU7dCyByqnbr8wWYRnoqYWqoawSaAvRS15mmAJgGwHSmfSdcFyRw3iUAWFp/+IDc8HaIyRmBpSh8M2GWUnmmTgBPdp3wc/zgERvu0c5xxQPBZVS/ftZuutTtguGlMjZxfVdnj9zx1ltJToktXbfptB0s1Le/p9sKi4r0ypEht6DQGTqdmVsHSouLnXGzoLDIMUTcjh3VRf9dcrfVL4yngLp8hhQkECQQJBAkcPFJgPcQ7zximLJTE0MVmCC7RC/GhGLEOxwlDrC0X3+cS4blbMmY1zjvcpRQ3vW0Hm07th0dIMxzpZ+Pc4q1Y5j4rJkJQHUkRouyfMwZgNVz0T9QkHF51JYcsgbFv8I971wuTZCGl4iTbaZwFtB32vdpmzsVD0xjW4BpBIjOQ8BUoGKe3Mt2i0GZOw8Zph4wpX4FsTRgOiiXwgIsxweZpQsMCrzMSWoHfgSY5sllr49BSu9KyZUugOq4rN80YIobZFe+2jFyuRu5Meb6IQGluEGeKWCaq3iaKcXujGUpTqE0lIUQw9QDpjBM5U/YueSNCTBFt2L2O5NL3ijeqeKByqUvG0EGLrIYpuMxTAvkxrhHboynwjDNFWDaJiAUEJQYpTBMawWYNggwzXTJWyFAtS3V5wBTwFWuKRbDFJe8YxmmlQJMmycBTL17WhiotHH/8MBIvE3akNicxPOMKb6r3n7q08rnmOJ+YpiNE/dV32Ni1w6JvTmQcT2uUfMc61b5Kh9mHrFj84k1q76Rk6X1kJ6Z2KGUL98Hun7wVL5A+9xsuTlWPjFEB1W2y0/HA828nnqmNM6IbeufSRHj5RFKMUqHiEE6G4Cp5gs3DoilS2zKMTFMJQfeZz5e6bmJYWpiOUbxNMeLYQp4hyvdEMM0ilE6WwxTD5jWiEE6qH7c3JsaiYvKOpD8Y9292hiJS17lK4bpasUw3Z+OYbpUMUwP6HtwyRsA061iCBIzNgCmA3ZM7pk9yAv7ct2acnt4e5Ot12eHXBzXN3SP5BdJh161vMweEVC4fm25tcvF8onG3pH8kuI8W76k1LaKmblhXYU1NfdZo0g1vvyK0nyrqyu0bQIiN11aafUnuq1FZXgQukqun6urErZjd4ttFqB5+HiHQrilRvJrqwqsrFwg9Z5W26zrDx7utC65avbXOxBb8X537WtzIPZ4gGmebABH1f5r1qn8AxFgukEueXfIJe8iMVBxyXtYgOmlGyptzy4AUxOgWiWXvU22WC579Yq3oxmA6bfu+QvnhjfSHb1WNVqJYmNui8B4dE4YnFONDQpjta5odhimkS3ca50RYcrX0uvW1AuWKW55mxWyBy9MM00BMA2A6Uz7TrguSOC8S2Dv9v/P3lkAWFV8f/xIbdFLqCjYion6t9AfKtiK3Ql2t2K3omJ3dwd2d3ejorSBwC5LLw3/7+fcN4+7y9tkF3bhDux79907d2buuTNnzjnfOWcG+MrknPwoRC6GY+yGki2lRlUviZ9qAokA00Hav7RFg3wpUDNsilbwLrdiJ2uuvVGpB0NWPMGmMXQWji6w2QrHu0y7TpbTqm0JwJTQwaML/pIiN9VytR8MKbeh9iFSgymPtjfTnh+yaVpewywPbddIyixMvbFCIJF4NvI2yWmqMGdzrFFOdN4vJh8JBRIKJBRIKLBEUYD5gH1F2mi1L/uY4kVZGkBbUggSFCPmYv4AFlHmoFFTAYuEMK6LKWpvtDKXxVrM85kUVJ4Pg2rIj0E5EwBaGlgN4f3pF5kA1gWlCUA1bUIR/XfyTPc0RZbS/0WWwptelG1Y0Ifn3e64lowm8mxsqr0vqwWYxsC7THuYmvYgnbOAe5jOqieAabH2Jc1pMkvjSwsrUoBoRYBpHBCNe4jOEGDaJAWY0teiMMgpr98YzSPANOwbu6CAaRRG+KcxBQKABAopPGuWAFPBQK6n5Ghvy6kCURsIKGoiUHGa9rsEUNVuzgKDZnoo12m6LhhJQBL7YU4V0KPrc4CCZqYBy4YCl/x6qvyZRtjJ2RbAOa415P450X6a0wVOiaLSZwTezdb+brq/gYCqGenrU+Faamue6owAzwYCTGdSv58rFgUrBkwbKHzvHHnVLiXvWkAE+bKny2SsLYkhecM7qQgwzfOQuuz9OC0jYMr1hppPJs7S3pICVCfNigDTVgJM8Uptjm4qmpcGTFtqD9Px5exh2rRRtvaR1HsSMDlX80QCmLIIm7HL/r0KYS7QdrqWDADYzhTwWt8BU/ztm2c1WiL2MK3JkLztBYiOkjdpG3mYYsbHwzTsYQqvYw9VQvayhykLHcZrj9MVBJgOTwGmHQSYclwvAVN5QjbXcw8bM8X3DR0hT9Hpsm+F/UDbay/PbMnvIwqm2BryghsikGum5PrEwzTLBgsQZI/TsRNnaMuAGbb28s0tAUwLbdUVW1qxQLwlATANIXmXUT/Ikg1guELuriLAdEQKMF1DgOnAFGDaWIDp3wJM8UAdOmh+wJQt4f7Wvr8hJO9HbxyQdkIqvYAXmYtEhCG2ZQEwZU/TynpuApguTUhebSeUSd+NSq/4M+j9fJPQn9GN+Q6Ja9GiXnnDqp0T5BGLx2l1UwKYJoBpdftOcl9CgUpRAMMlHqAoXoGZ4Z0QgMo4+8KDFH4HA59WPNmmF0up1glWlfJ7slZgzlWI3A4rdHQQE1so5S9IwuhHWwpHj7EZ2gA+aykpi7MmWJ48WNum9kbNVA/t5t7BAllXyG1ruQJLTWGNGgnoxFhJGjYQgFeKo1YZ5TWVZ6k/R/SMgcFPnzrV6cKzw+BzBKhCH1aS0i7yQbvsho08LJ/J0NUsv621aNPe60g+EgokFEgokFBgyaIAQGBzKUrsZxntVckinHlzbJwacaUifn5xPA6ejzzbgihktUUb3kU8tBGh1gB5AcpqAuAFfAUwZmUtx5E3cgOnRW0800SF5PpXK6ZRSKlP/+tMKi0a1qGmlUkjZOUd1pronpt52vuyOoAp4WHxZsTbMSNgKomacvF2JEzsUktpgUGD2bHwsAqdmhFQjcC/uQJc6yNgOkeAaQN5kJYFmJa8Hnn1zlQYXjxpUUSm6zhLIXmdpjqzMADTEEYYwDRLgOlUAE0AT/eMm6HwrDUFmMqbUKAn+2UCyFYEmM4QYIr3XkWAadhvtJHA3AZyZZghHS46VznA1OZogWgD5ZWHKoCrdmmuAmCKZ54WmiqkbxNFDZorb8WZ8tjLXkphfudO1hsVX9R5aMp1AGL32m0gmuqcg9ApkLpJCmQGiI7TXD1CgHCxvxM8HWcLCAvP3FAAcmPRdJpA5MqA2LMEngGEB69b+XCLf8+/h2lFgGl7LaodPbXY4oBpPCRv2MOURbzolpNKAaaE5y2cXlwCMG0nvbYwtYdp80a5AlmL9WyCynT/DIHvOQIEpwoQJLUQ4DpBgGu2AFMW1iSAaUnAtIH6nQJ7J4BpVhN5Tc7Q2Gugvkro6BmSZZtIftFe9DLI56euZzfEuA7wr+tNmijE4kz1qbkKI52lfqrxrBXnWbo+YcZMeco2EVivpSACGMP1nEZaTCLeMUH3sV/oRF3HRhP2IM1V3chJE3V/a9U5QfVge2krwLJg2nTJZQK51c8pP1/nxqlO5Jxwf1X2MG2t9hWpfGQTyh+j8ltlsbDA9HzyMNW+pSO1hymyPG0pTF2nvRNnzrLlmmbbP5MV1lzXl9XxiEkJYJqE5K2vgGmBzxdJSN6qe5gGD9cOAKYCH4cqDHI8JG/wMCUkbyOBlACmqwkwHZICTAM4SkheeN8Ieaiup9DIPylM8ldvH+R2Z385ZXyg6xHqFr1vTHG0p2kZWUucZqF3u9wIMGWhN/pOdRL8EL1Z/8UrI+ejyLEpKg9+ykIknIyKAEv1B8BLBMfqpiUGMP3111/tpZdesmnTIoGuqcJj7rPPPrbSSitVl3ZVuu/Gp18pkX+VNdcu8Tv5kVBgcaWAG3Zl1J0zY4ozR/hV4fhJNm6CAFH9wDOiWGAhCWUVsBQmiuI4UyukYX8wxOkoZXl5DpbKtugMXTKjX+fe6iYYLn9jZZBYSjH//XeLLGvdtq1PJNRdVj2w3n+H/W1zps3QulGtZJdSTUjAvNYCT5XwLp0qZXq1tdeIAGM/O++DckmpL7F3s+LJxf49ZfKUdFx4JoIZWmmI8jlZ51s3bG3LrZ7wECde8pFQIKFAQoEljAIs4mEPn2ZSQPKlgDTTKtIszRPMn/GE4gBAR2LBTphz4nkWp+Pg+cgzQYqyVsguqmemfdLh3CBIqCCUPt4RclIEfCPdVD8FRZJyAY8x9LEXDSF6ayNNFmA6Sgoz+9mwmldYbZ1IPK3/pTo8nk6Mgmgk1IkmZmwE/WC7NSdqb1Dt9Jg1c9EBpgCqDrjGAdUYYJraw3TqDBmTG8yR5+UcGzuloeXnaR/hWUvJUNHAWuZoZffUhpbTeK5l+fVGui5juLxT5UyjPVq1/21xQ8vLmi1eJhl8SnR92ix5YPl17cur602zFHGloUISpq4Xz5Cn4myFidT9RbrePHu2ZHV56BQ3sta5s4zr80Lyio4pD9OSgKh4Q0P2EA0eoNIDSgCqEWAa9zBdFIDpLLWvkd7DggKm7iEqLaVsD9PaBUwBFpeqBmAaPExrHTDVQtkofKtA6DIA0znBKzcGUtdFwBRwc8y0AJhGIXlbZ7EvaRSSt1XjXBs3s9ijHjUSf8TDNF8gKV6lzE/h/hbyMGX+xMO0na4XTMdreK41bUh4X8LHzgNMmzXMtkmzpznPbaW8RQJcs+VBCQidAKZlA6aE9oWmOQ7c18+QvCU9TBtLptFe6g54RmF+G2vcAzqOEzhKaN9pszRHCNAMgOh8gKmAwfj1RQWYts/J0sKD6YriEnliE5K4TXa2+nZkJ1pQwLS1ANOxAkSbizbIJZP03AGkZdwB+I6RzRpANQCmS6e8Uhm3y+Rl2d8CTxMP0yQkb/30MC0NmDb3cTBc4F392cM0SyF5my70kLxpwFR152Q3ssHDxjsgOiy1h2kaENW+so0kHLOHaWeF5P0zFZK3i/ZAZV/Yjss1c5vBMF3von1jf9S+sV+/c1BG3SR+MizMBTAdPaXygCkgaX6OFnkL5F2QyEdgB5Oke7JNHXgB+i37rmIrJ4WIS0RrDGAp28agF1c3LRGAaXWJU5P3JYBpTVIzKas+UACDbmN9FP0z3BrMnOoAKKZAGBwr+CZLSUMIhH2xhwkpOzfXDboIizkSDAFIMfLCA3Pzcv1bl1wp8xtq4EPN8dWEQ38bKGG1qc3UxuitBJbCdnkG6isvwX+nCOQE4CwqLNRKRgwPjbWnaa4VK/xUo5aKYb90Wy+rvHJKX5O+kWbuTAa0o1Cg7uxxCuGSv7xl49GapIQCCQUSCiQUWOIowLTEH0qCKx9ZrNJnpX20ZyXzJsZPFiihPJCX+RgALUmLjgIomuw3SggjlDl+k1AkW0uJ5H0uSPJ3LtkBOYt3j+yUCUhfkDri9/IMhGRCKQUARpFFpuKpSve06Enjd9feMXX7X6q/R5Km2pVqW+3VvGAlE0J5ewGm7L2Jh2nkzRiBd7NnpcK/qooA9GXylqyMh+nsWQI65wNEo/LxIKXc+a/PA0xnCzBt1Eh+iAJMG2gP08b6KxJg2rqOAKaz5sgDX0DqJEIbC5CNQvKq/ek9TANNywdM4x6mEXi6cD1MZ8mrtZE8XBcqYKo9RmcuVX5I3sp6mAbwsbqAqUaBls4SlUeAq/7VvIdpbuSBmgEwVQ8R78zxMMh4mC44YIrnGvtt5snDdf4wyTXlYRoATzxMmzTAc2+qwCn2KJ0fMAXMAkh1D1IBoswfS2tbmFHa47RFY8IgmwOmbXV/oYAi+GiuwNFigaPoug2UYdpsef4ppO946fmw21YK2Qtgyl6kc/QP/T5P90wBUFWGHAGpfr+8ZyOv38VnD1P2QCX89Qx5MrPH6QztlQrN4iF54x6mSwxgmvIgreuAKeFvxwsYRXYK3p6tFDoWgLJg6gwDsCRMLmJbu5SHKGAwNis8VCPAE8ecpdLgZ7MUIDpZgGjcw7SVANEieas2E21YZzZFnq8BhHXAlPJVV2u1aZYMQniYts8ViFs8XT1sKVu6aZZ7mwKcAkKPmz7LVm6ea0MmauxJD1hGe58OnyRv1H+0sEjhW4smzbA1l2tuvyn8Zp5kzWVb5dig/ybbSu3zbLz2oS/S/o7hevOcxtZOjgPzwr9OV/jXmenwry3zGlub5rqu+1eVl9soORtMkhyYDg/btInvqTl09GQPufuPtq0q1qK6cJ29NutnSN48+2PkJOvYNtdDCI/WfpUhjHCWQgiv0DZH1yfbCu3yJMPNsoIJ09M0zdGqsI75ui6ardi+qU1UON2xsXfSVFusLKtQxH/qOiF3x+l9xN9Ji9zG1haaLzYheRPAtLp7mMYB01wBpoNKAabryFv0F3mLdogBpmtp39KB2osV2/IGAke/FzjaSfxArMKGCjANIHVVAFP0vgCYVka/y5Z+wzZC2Cxa6Tu7mvqu76EqfoL+nN0oAkvjHqth4TD58CwFXA0eppVpZyYtLgFMM1GlFs4lgGktEDUpsk5TACY2ceQICWmFUqSmOPiJ4RZm1SRHYGhunrdfcqaDoShSIXHkv1Kn4r9Tp0LWBf7GgIawWjSm0AiPu0yn5b1ur7MSlfE8wQjHd/GUYiO87vjCsf7My6o8zRGuSFalsQjshOsjYegmjRlVYDMleLYVYNo0v52fSz4SCiQUSCiQUGDJowCzAoYVvLPwIsRDsZl+oDgwZUyXMsEcglKB5ymA6pK612ld6R2EmpsoBQ5Fjvei/26UBihFgVxQwDSSRSI5i+PQR2LiVY2SghBHk2fO9meaKOWZME3Ba9bFFlXsbdIH0kwk0dRoE8osLJKaoss8P8Z/GoBYtTDbUWYDM1yAZniZMo7b4DmucV0XFzoArNB36cO+n9H0OQofKGhLfbsu0JdXzfsuvddzkKUzkD7jKby0eT76MLwTPsoWIbU1nkIjwsIHRg1AIc/CX1xPCnnrw3d4HtqKgY55q7wU+hd9iWNyQ3vGB/So4Pbyil6sr9FPCUXHNzSbqYNpWpzDOCVBPzwyovB1/A59i9xlJ/h6kcZ3WBjDu2BLAPYkY86CZ1HmdM1rhTJkMhcwx3EuRE7QoUc9mKLzxTOjkH6hXWXXnFxJKFD7FKD385elvtxU0VqYd5mDsWOFRYYsQpujccRQYmEYi8X4dv6kcaRbPC+8iTzIRkTdmIZMpGP9L1PuoG7GJo3gXsYNcjzzF2OMMUv91DdZ5ZGV87SVrRwSuV4ESVJCgSWUAsy3/2hrFPgDYGSW+FZIyALwD3gJ8zTzcEXyV7i3rG/mbWQC5IGCVEheVVMmfwvl0I5ctY02ttMCANpUnUTdhVqgAU+ED2L/iG/BE+RN+C/8cpL0E7xhWaxcmXZmalMCmGaiSi2cSwDTWiBqUmSdpADMGKY4bXyBjR7zl42fNcVWWXMNZ1IIjDAyEuwc5d+Ztx9zduEnZ5764DtqU/RdnZaEsriX43RKlR8/R108O8I1x6UTQjOTAQmBncM/BvxubRrlW8c11k6H6y19X/I7oUBCgYQCCQWWLAoEkKW5PE3Z1xQDinSDNKCBAaY5YXuxVi+CxPyF8T+a0SKjEGAE8xyJuRC5wedEP7N4GsUxnE0SwIhim5reXQbw91cPDV+s5AWYZ68YVvGinOJpSt+b9y6j9827DsZ8XnHoC/66a+EDuQr5isQXRgLqDJFNOF/XEu3EcIoBIF8eB4znPPZg08n4GCJfXQCOkOcZxywCGC0vFb4xpvCu60JiXDUXP4SOceCmsgajQHOeZWHQm/oYI9CPMNIk2hqNpbrPEwO90PXi/J1+Qr+g3+JVMI/XR5EQwnOG8crvTCmUH64tjHcS6qpr36nukeZxmdrnixl8EYM8MTT3Mx4qswCDnkf5YXzD08cJCMUAyTXKwujpRtgUo+d948VRIEMmBk1OA/rAx+BnSB5uaNXkEHl9CEzScegnlJukhAKLggL0VSJ50Z/p18wZ7rHEZJwhsRAxDZhqRMCHdGtJwFTjwaOJaCwQUYSxw33wdhJ1hnlIwyTtbYVsSMIbi3Hj222k2sG1iTL+My5zdI32LkhoS68o+UgokFCgXlIgyEPjxRP+lhc5/AFZl/kZWYqFTchazkuQu8rgZ1V9eOZs+Bm8CMCUcLfYqyuaw6me9iCLL9u0sS9KqUjmy9Q25JEx8nhHz6Qs+CA6EnYOUqAL9EAWQS9BfuE4OG5lKre8cwlgWh51avBaApjWIDGTouo0BVDIZowvtKKx/9roaROsw4od3YMURhoxsXnNh7X5X8Tj5l1YyEdxJr+gTSn9nAjHGOhg0sjB0ICE3RoB3Vesq9LS9ZYuhwnqjwEDrZX2L11RgGmqmKiw5DOhQEKBhAIJBZZYCqAnoIhgYGklgw+rzvmNClMsYw2KyqIETCODeWSARUHCcBRC5PDSHDCUkYqVscyFPM/iaAyPDNB4OZacwVkUhdEsGNDqS0fmMfyZdODeplJMi6SY4l2E7ONKu94lTxvJQXxH93COv9pI9CH6PPSkDSTaE/1VrNhHdyyaT5rLeMB7BGNAawEOORIYaTUyJH0nGGgXdX/h3UNTwPIxMpxgQMGQQjvrQgp8EVrmK3RZMCYFw0pl2kgfJ4V+FP2qnU/eLbyRKmkjfZhUX3gh/YHxTR/wPaNSHcGfSx0FfQcAAAOXG/X0bCy4IFUmdHgoHwrR9xfXecIJUs4HfTJwsfL6RgBMyZ/nC6ZEM3pTql+VVUXgk3inMrYxUMLTCcHbUvM0ZWGERcbgPczQnpQYJUNe6kMWwfsD8Al+pmqdV9C/2eMSb/RJKpd+gmcqvYC/JCUUWNgUwNjufVXzLZE+PEpLOfJY4EPpBWDq2/FxRT8OebDdMH7wcCIax3SNKRKyLuOHfzl4XalenAgmaLwxHkjwS8YO7Yu2ZmIhZHQ/8wPnHdjVcZISCiQUWLIoAI8Ra3He8q88TJmj8eAMiymI/sBfZGuuOf2SemFDzPejtIcpnqYshqpI7odLEd68hUDdDs0ae3je8uSXst4m9f6netEpWZCFfF9afkQGoU3QJAJMo71WOaf/VU4JYFplklXvhgQwrR7dkrvqDwVghAh3xUVjbNK4/2zM9AmW366N/5V+isCrFkcRj2eDUcOQOYahExaJbz/HSSXk27AiZp7i7zplCWWWe/gbM3qMFRcqHG+b5a112/ZRIclnQoGEAgkFqkiBoFvDV5K0eFGAEGKtU8AAIXgxwLDKnXeOkToy0PDM84ymzFcYX8NcQ7dgbuYe/qqi0PjcR2leZjR3oVz5ilQZiliFStkoLaUBU0L8YYRVk934xKIiZAoULI7jBikVkaRKUCAotrzb8F5FYu8X0Jl3URMpet+RYbBoqvaLkWEQAJU6o35EL4pkI/oC75/QvbSrNhLPiKGRFdUYFqnHQ1OqTYA3tVRtjT2Kt19jGbChDR5aGsuhzbw3AHYNZ9G2pt5g9Zoe3jsexhiEAUCg8wwBIsJBXO4N7a5eDTVzFwZp+GLkPbToPO1LP02gn9NIHxicAo8MCypL3xN+cy9pEXeBqBGpT/gNgClhV8cphCt9gZQGTNVYN+apPwOc0n8B9ZinygsZH+ikYj0/pTIvqBgf34t6HPhD1uIHz++8XHWEY2jA6Ie/wWOhIb/9urgF7wE+6/TVleCFoSwZE/eRVEx6vsaLbrKMk4GXY3xlr228hMmOF7TzVlWGUZK6uADfZdFWbmO8W9hXnZZFbYP7Ut40/QEkTRLfYFEXPCMYM1NN8XuSj4QCtU0BbDHwI1+gpHmC+ZZxsKCJMUV/x2jP/MiCIqJwIAMhi7uMq4oYVxFgahpHLDhjXOlO3U87GD8RcBqBH6nh5OMsAUwX9C0l9ycUqJ8UYPERshaAJSFq8ahEh2ZBE5GmABLj829NPCU8iYUiTPUsAGEPU3gWc7r+l5tgqfwR7nyZpo0cMK1Izs1UYBwwZUEpvJtygpwR7qFNHpJX7YP/4mEK70VmqaCpoYj0dwKYpklRuwcJYFq79E1KX/QUgFFNGTvGpsq7dPysCZbTuoWDpTUhdC76p6t8C5hMmDQwEMCUMX6UBktDaQi9GIQxjqHwx78D3SgDJbJgdIFNLSy2dm07JoBpIGDynVAgoUCVKADPCUJlEByrVECSuU5TAMAUwwvgowOkmkiYi5hPeO8ALTqMDKx+FBl06AsoWxikyc985AYa7qkCMOOGccph3mP+U7koLRiMMI5yTGJei/c/2YtUn/Ze1XfUvgjsykkpf3jYVSaUoBeefKQpAI2jUHDRe+X900eCZxD8oKaSXrkbzD3cohRpPIgARUnUR39E3nEPI/UHFNnQH2qqDaEcDKAYC6gTgwF0CApzMMqHvHXxO4xRwCXGMwZVzvFcPBNj0//V4PurLh1472Hc4y0IaILXGPQGSGXIR72gujUs+H0YU6AbgGlbAGgd14UUAEboJ9briZYxTuGFZQGB0DzA/nWlH9D40C4MU4VaOAHfJ/lzpvoJ/YH+S7+mP8MD4A/8BojLlAKd4GXMI6EMymFsBJkm072Lwzl0SN+TXN/peVN0pI+EEMcihfOEOCAJ3aAN9C3PMBneG7SiPzGGCWHH+4PWvBbGD7RmntYpv4YnHPyUdwivpy6MlwHE4bf+l+jH1BUMrjwLcgfvFM+6KSkPPOpMUkKBhUUB+ilAQwvxoHbsHa4+XFN8lf6OPMyCAOZFInDQ3xk3dHPGLeOTccx0Hi0ki64pi493ztNGxh/jEL5J4jsJyeukSD4SCixxFEDOGiuglMVKLmuJLcAjwuIP5uHS8++CECnICcz3LHgCuAz8LC2XVFABnIs2ts5p6DIf4ClyXFUS/DOE5A22Dvg3PDKeoAlyDICy65ssRFEGFnrBe/mrbEoA08pSagHzJYDpAhIwub3OUgD25EawqVNs1F/DbOLsidY0v4W1ad/WBUHp/UtUYkJB2cMAwgTixynBmGulE/QJExpzBgyfv8D3g8A8+NeB1rZxvjVt3dby5WEK00eJzlBk6SqS3wkFEgokFHAKoJhjLIYt4z0Qwv8l5Fk8KBAAlWDcjIykkcEyzCmZ5iHmKpQL6SFu3GYOogyUEIBK/mH04V6f0vnQMfMQRtlQJscoU9FCoWixDwYgPI1Q7jASZUoUx/yHlwyJtkZGJIAvgb9SsACPeB6fM5WH75oyanmli+EH7xWQgXeCLAIcwfuEtvMWaUX9oyYeP9TnBnApqbx33jj9iZB3wdBHXxsrQIU+kblHLFhrSi8coF0AOCj43j/1u4yuuGAV1/DdvCfGYQjfB+8mJCbPVxf7PjIp4x06836d3mISi1pWhbfQ9wDllslr7Dwl4h81/MIqWRx9PnjnOViqE85b1c7gUV/e+w33Up26SJpvVrL6Ws9GVAOMVMHDFC7AXMFvPBYJ7Zqf8lRkHPJuygsZHwBTQrlSropxIxsLaeIAQq0/2EKuICxECAbKaLEHvSfi2dAN72m+6Tf8g9YhP32qvAUyXIe2zNfIgrwj+hNhQzE0ch4gB8MrRtiwUIMQvCyM4T3z/vz96Bs+RUhTDKLl9V9/AH2Ee5kP8FJh3qCPAKIGPq1ik5RQoFYpQJ8PMkpbAaaBF3GuJhLjjHFJP4d/MXbo6xE4GtVAVRrGLpdxhrERN+xTBuMPUJfxRdv47YsTuDFJCQUSCiwRFAhyASAggClzJnodcoDzBOkJRHjguCoJHsNcrq9IrkzdDC9yGUECwizNzSyowgseGxJ8jIVT6JfcV5lEW0MIdGTyaIHVPN5XURnRgrxZbk9AJ/I/8UT0pXiC3yaAaZwi9eA4AUzrwUtKmlgtCiC0YVQd9NsvNmFmsTVuneNgKcobTLGK/LpabahrNzHpaC6RAspG2FHrmIQiAXj+1sYNNy4ES+mEfiRuZ3L8d9jf1niGVvk2yLFWbdtZi/x2vsIHQ2CSEgokFEgoUBkKIJi2ydVeOcqMIIngWRVBtzJ1JHkWHQXQF5hDmD+CQQWDKYoUYCTzUDBEMnXQD5ij6QMAa9IvPKFosfIzhNQD1sJjkPmGBVIk7uc3RlwAERKfKsbnLE5FfylvU9Wt/2UmSk1Ne56HavC0AiQFLCU8aY5C/PE7PCMeNpUxzJZZ6WJ+IcgdAZThPSGT8B6gtdiBe2BCz5pIob7IAB7tZ5nqGt7P8E7C83OGGvHflJkKUTe7VvgPfZ4QrBgXMfTTBkKEhpXY8TFQE89dW2XwWqKFA5FRACMDzwNQRN8vywOxttpTUbm8f8Y/hhQ8TAFMmWOg96KcZ+jd0JL+0KFptHcStKuhbl8RWea77nRSn+Q7SilPPP1gXFbE0+o6YBoMerxzEiY4xiB9oUAGPhKhXfNk1IP3qFv7N/w+U4JMlIFhcLz6FP2J+4hAwIKaqhoGM9VRF88F4NmNknpmyBkWvDCno3sDaPrCKPqN6Aetggcnz6Qsfj7qVyWfkvkAz1X4Ne+GuVyvwuUAzlEXIcHhOcgUjBnKwWAK6MN7xoOfOnjXjCfaQ17yVZR4Hm+vPqgb0BYQKfLEm5XIpxURMLleYxSg7wa5t6X22Gsl+QFgsqYS/dz5Ymq80ccJYR8WcTFcnKdJdmEGYNEAbWJBCInxye9IpolABtpbF+UAb3DykVAgoUCtUCDIBb7wgnlajIEFaPAKFqMhR8E2qqofBJiB5uoAAEAASURBVHkAXkWZzOukaBFkBI4iF6C/sdUc+j9/+u+ySZS74k/4GHYE7FFhm4yqALy0Ac9W2kU7WTSWydMeOTEJyVvx+6hTORLAtE69jqQxNUgBBLaJI0fYqIkFVtxorrXvuJxKx6DJqmFWwfFryUsoj5GRKJpMgiGRiah0QrEMNEJghqZ8k8jOZMT9RWMKbVxhobVqnGfNG+VZs/w2DpxSVzBckzdJCQUSCiQUyESBXAmW+TKAwV98NX8KJIsLvpnuS87VLwowe/CHwROjD8ZVDCvMD6wG1X+fU8hDX2Da8NXuOs/U40qINC4HW3WCOYb9SrhPRXnhcjJJGzm5TuKLOS6+Mt4vVPMjVZU8VyKgLbSH9vFMfAfgg2/aRvsrAhyq2ZwFvs1pk1ItF2YbQ72Mcwxx4X0hn9X0HjcQCdkH0IxvjPf0G4zh9EGAb44JqQSAGXlNLTBpSxSADEWoJoyLrGCmH+HBFDw7MDjURr0lGlEDP+jPyNEfv/aijR/zn63QaXnbf5+9vO/HAYwaqKpGigj9jNXnAKbQHEMvHmusUF/U8imA8zICTOkTcTm7Rh4+QyGBH3IpLucHwBQ+CbeCZwU+lqGY+U7VdcC0dINDv6AvYOji+RmfwTuqLKA0Xs4cdZ7vfvrJXnn9bfvn33/t2BNOtNVXWSldRjzv8y+8aMOGDbeddtze1uzcOX6pXhxDH3gmc27cE9/5tT6YB+Hb9GHmQOZweEWI0FCZh5w9e7a9/ta79uLLr9qQoUNtxowZtuxyHW2DjTe2XfbaV4wn2z1Gl5VHNoun4ikAppwDTG3cgEUp9OWoH8NvPXaATkX9vnIAqo8LPTd7YI8p1gIX8ZD4fOUV1OEPaPrCg/doxotoUVZT11z//2ytDTcu63Ktnx/443f2y7df2cZb9rBOq65e6/XVlwoYQ3hJI6PgaYoRnjFXVeChoudF/kE+Yn5k4Sq6GLIZ45g5ivro97SnmfikmuD5KRdQhL9o3EX7s3M+zCEcJymhQEKBxYMC0bQazSeaGn1BIvwCz1LAQPQYeAYLAZGpykuUxdzEN2VFvyN9HdmcBR1iO64voasxj7MAEoByoupi0TTH8C9lq2CWK68l0TXsE9Ei0EhPy9OC6EiWoeayE20Yl5IN4JHIQi20yAVdiWciIXcgM7IgDHqNF59lcQq6CTSrakpC8laVYtXMnwCm1SRccludp8D4f0dY8bSxNq3JXFu64/LOXGfKkoriFgwSCHLls786/5hVbiD8OIAQbojW78DI44XB1JkgoBEpWhk073dg6+mJTVPU+ALtE1sw1tplN7XWAk+b5be1nFZtXfhGyE5SQoGEAgkFMlEAXsNqPEC0EJrXPQwQhvUHwJGkxYMCTCnMK7zzSAlJKRGxuYjrKBzumaL8zDPcx4d/c6wUeQxFihUrWFGXUKToLsFQSr74HFdTPYl2hOdgfmTOdEBX/TgCgiOjMcd42gS5Y2ECkjx7ZRK00jDzJB1XzxWncmVKqH6eSIYIC7iicqBr9Fez7eA5pdOmjebIJXhToKjS31jJDL+ZOjMKGVzTbIc6ANkxKubLUwTFHJAUA8NEKc4ozfTpmuqj1X8r5d9JX55TPMF23KhLOuOfg/6wVq1aeN/hOetaP6efYQwOeysBrjCv1AWAOngeA5g2l4EFQ0ttJvSAwB/jgCj9LgJLQ+0RX6vsKCwNmI4aPdouuvgyW2ON1e2M004Jhdapb/oFoDkLdnh++LXrPvTgCh6ce599vr8dedSx6Wd65pmnrEf3rTN6WO13wCH2xptv2d133mYH7C/wr54lxgug4cTphJSb5fMs8hqyGx6cwbOURRMkvuAFlZ1PJk+ebLvstpd9//0PGSmT17SpPdT/FVt51VVsaQFHePHGU2nAdD5DpV5YMKrSxsj4Wrn3DFcuFn8u0nOz6AJPvLhceucVF9rU4il22pXXu9wSb9eiPp5WXGz7brp2hc3Y56jj7ZCTzqwwX21leOKOm+ypu26xM6+52brt2LO2qql35TKakIcYa3iYYoTP5Lm0oA/GnBCACPbuZeEY/ZyEzAJvRCaiLVn6CFFdQvu4zmITriNbMf5rY+Hbgj5ncn9CgYQC1acAcg/zId8kZOiwdygAIHI2C5dZVLF8syhySpQz82fgO1F43YgHcY5yAx/BNoQsgezKvIveBEDJnMxv15u8XZnrqMpZ+Be8jTpbiO8B+IZw6OWVQ3tYeMcWDdgEkIvYqgQ5JC5vq3j/Dc1YfDYhJU+h/1U1JYBpVSlWzfwJYFpNwiW31VkKwFAnFxXY6IK/rHhOsa2y1hrOYCMPhkjwQ7FzDxA9BQLdkpSY4MSjfXKJTzLQAFYNOaAJCm4wZnMtGFUykSuw+HBtnIBTvE5bCDRtYjmW1VJ7nCpUb6bEPUxMI4cPs+LiyV4/kxXtZO5gciRF+ZRXx+THOB7O8+3ZdBNhgdlL1Sden0Q9W/KRUCChQB2mAMMZAxZKOSuo4dEs6AC8YG+dqSlQI/CDOvwoSdMqQQG4N3/MK260jNh5NP/oPMpGdF4XxNxT04C+I2UqrDilPzBXkHSL/2B+C/n9wkL8QP7AE8BDEapTI2fwR3/GkBQ8UYOhaSE2rdyqkI9Q3kgYvZn7l4SEDAQAgFIeyUYCVHXM+an6wwCPgd37WQ0QBKrSRzyUs5RwgEcMlISdniSlmXagWC+q/lvZR8Rw+96zj1nfiy5I33LddddYr96HyeskWlgnGKLOyde+Ajy1ohujDh6mATBdlDSHR0BTjDKtFMIMXgGPoK9Uh470ZXpReCb6XbycaKFJdDWS82vmXaXrVdHw40GDBtlGm2xhW2+1pb3Y/5l0X5l3UDP1ziuvekeh3dwdp1Om0sgbUdenG9thp5721Vdf23XXX2fbbreNtc3Pt9zsJhnLqa+AKTxJw8UNoYCFYREb/Yo5DcMif8HDlHcPD4VWOh0B0DpXEXDa+4hj7Pn+L9hqq69m5112pa23/vo2Y2KRffHJJ/bggw/bTz//bJ1WXMn6v/OeLds8Jx0WNLw/xnKxFruQMFYyhsI1zsHHyUO7K7OAiXvjhk74x1gBpniRlAZM99tsHZs6ZYq99NMQ9X1qqDspDpgCRuY1a56xce07LGfLrbhyxmsL4+SSDJjSY+ivmgY8SeXxBVxRb47OAUiydQALawjtT2SeivhVdGfVPoOnKZEv0L8YM9Qth20fT7SVscy8xXm+GedhzmLiwX6j084XuJ6khAIJBeovBcI8yhyKvhgiPzHVIU8y3xOpA+909Bj0AIDGZZsSOj9a2BTmUyzx6WOVF+7HbuvnU9ej+RzwURGAVBZ2AXQy5mFkEOT34PhTG5QNcjl2KaICIZcHuzgsbR5Xi+RYnh/5AN0CGQBdmqgA3AN9YO3ISCyU5V7oBI9FpmIBWr0CTLutsmxt0LzOlvnx4JEl2rbKmhWvQCtxQ/IjoUAdo8DUcQrBO/4/Gz19gnVYoaNl5+Y6eAaDRwiEyQXAFEY/j+HVsQepxeZEE1U0SYkkrhAyCeq/0yMIvcFrJtAIelWUKJtyCkYX6K/QspYSYKq/lm3aWmsBmaUTE0nh38OtcFKBTZpd7PVTD+UwidIuElXz7iJDejDI+SX/IFtuw8baO6iJgNpcy0t5tua1zgzUzrszOUookFBgUVOAsY1wilC6jEKt5UlAxVDF3mAI4Hg0ELYEATNJiwcF4Omk0vOwg6ip/sB1lKb4a3cgQN2AnsA8UTplOFU6S6395pnCPMW3G4j1jXEWxQnFC+WR33Upoczh5UgiFBFGsCUhBSAAWYPEF0eu/EvpnSyew+pfVjNzPspFzuonKBsMowGsoh3wNlXjfK8m6ql+Cyu+E6PtUT23syGD/rSbb7rBTjn1dFtrrTXts08+SMnUkQGh4pIWbg54Ce+SOaVwamqv7BjNFxXd4YEsGALkYQ6EvgBQ7K2LAb0ioKk0FelPAPGz1WPp05Fxe145gQ48L7yIudf/1cCwj8ZQVO+fAkw32TQCTPs/Pz9gGvH+utFXaDeJNpWVwrMFfYnvddftYv+N/M9+/nOQ5TbN8/1L8SjI9N7qK2AKP2RhCcY95DDogIyGPoZezXTBIhAHTfUDupCfPkj/YhFRRZ5mM2fOtPx2HZz0733ysXUQcEf5eHjQPwvGFtkGG2xkeKE++9rr1m3jDbw+bkj3dzWM1xi9p+g8fZ32xBPl0Vbv9+W877B3GvfiUYchdKT2uJ6gRRfwa/1Pp/oCmD7x6Q/WtHmLdLvr0sGSCpjSBcMYCuErCfvMQlH6WOhm5HFZUnNEu1RoXhYWVnV+qOidh/HEQi7kQsAJD2GvxnCN9tBm5BfGUQBx+e2ykjIACjC+kCUZx0lKKJBQoH5SIJpP0U8iPQVgDzmAuRVdRtO78wKuIyPAI7Czo+uyJzw8ghTmU+4jL4tTOWYuxdYDX0FWgG/A69CHpkiO0E+Xi5FR0cmm6AL5uTfM9V5BDX/AtpDL4WEsTmFve3T4gCHQRhL5aBvyQYG2dKF9tMvlDMlFHMND4Y/pPV11E8BvoUIYu1NA6nmiEiv/ucg8TBPANAFMK99Nk5x1iQIwrsljC2zCuJFWNHOitWnXRt6GbVxRcrA0xaARLDFKhBUedekZFmZbmJhg4iKLA5Nh0oH/B8A0mgSq1irKQcD3FUMqvEig6YSxY61ZQ4GYDQFO2/kfpTIJjhFYWjS50GY0sdQ+s0w+rAqOjIfRFBopBLzjaHJm5XAksIfWqUr3aqV+PFxbNslzAR8P11YCazXvuucp30za5E9SQoGEAnWDAoxtDAEtJFzH96YKwEXYUwelHSEZvpWkxY8CzD/8RQtjouerzRWktUXB8ByUT1dF3kDRmucZoPW3ZFrECcVWOpsUVimgmriZk2sj1NsifswqV4/M6MZCKf/s5YXREF7E+ZpkPdAbJToyJ0TyGKus6yp/o89iQPhn4E921N672/rrd7H33nnD1ll3Q/t35Ej7+IN3rEuX9ZzegwYNtseeeNKaN2+eMRzrA/IYG/HXX3ZE717WsePyfg8hXB97/En77rvvbdas2dbtf5vb9ttta6uttmr6Hb7w4sv2o/aMPPnEE6xwbKG98urr9tFHn9gLzz9tjRo1sv9GjbJHH3vCfvjhRxtTUGDN5U214QbrW6/DDrZlO3RwEAcwZ/SUWfaPFvZ9+NYb9usP31nh6FG+f1+P3fe27z/9yApGjbQDjzvVGqrMkIb8PsA+e/sNG/zbL9Yyv42t/X+b2CZbb2stWrUOWTJ+//fXCHu7/9OKeLOOdei0on38xiteRm5eU1tNgNtWO+/mCwoxsOBpmqs9kzAyTZRO8+IzT9vPepbZs2eJHlvYDttva6vH6HHdDTcp/NkcO/vM0+3jTz61t995z4qnTrNLrrzC++uI4cPt9ZdfsQE//2QTxo+3FVZcwXbdfXfbdIst3NAeB0zx4HtR9P1B9G3Xtq1tsXlX23mnHa1Nm/z0c911z33233//2UUXnGdPPf2sffrZ5wYwusbqq9uhhxxkm2y8kesWV1/Tz/f05F0su+yytq/2uO2g7yOPPNzLmjp1qj33/Av2wQcfenlZWVm26iorK1TtfrbRRhum6+Ng1qxZ9pKe4Ysvv7YBA371PrbH7rsqBOpU++Cjj6zXoYfYiiuuoJxRqkw/CnkzfU+bNt2efOpp+06hYQcPHuL9bwP19b333ccaNGriMsirr7xqP/74oz328MM2RSDeQUccZVnZ2XbamWda0+zG7o2AoQ1Pi8DrMwGmlaFnvI286xdefClNi/z81j4Oex92qHEcT2U9x/777WvZ2VnprG+9/Y59/sWXPhZ53jfeett++WWArb32WnbAfvvY2l3Wty++/cFefOll+/7bb61Fi5a2dfet7IADD7S5WqiKvhfAkXEFY+yJJ56yb7/7QQbRWbZp1662ncbwOp1Xc9ARHTzQIzQAnjps2AjrIkCU9MPvvwnUayneGM1HyIfIAeedf6E8lV+wS6+6yvbdc1drovOXXX6VNWvezA486CB75JFH7Ycff/J+sZ7e17Y77GBrrr1Ommcru/f5osLR9vzTT9sPer9l8Rlo8slnX9p+hxxiw4YOE2973/lSc+mwG3brYVvuvLuX++GrL9qIwX/a8w/c5W3fs/cxrsMefOLpJXiHXyz1Mfi3Afb1h+86L+DSqmutaxtv1cNW7jzPFjdjuvrinTfbMh072WY9trf3X+5vv33/jU0cV+T8ZPdDj7T89kuXKrnkz7iHaWUBU+r94JX+9ueAnzwCFJ6nq669rm21yx7WRGO1dKrMs4R7Jo4bp+d43sseO2aUrbDqGrbtnvs5LZbEkLz0S/o4IaaJsEO/D2GfASeQO0ghH4sVCOkPuIoXE2OPMaXP+caW31jNjyAHYexn0SoGfsY6MiPXqJO6WWTXOkft1onIu4pxqwU/srVxrqYB3Wo+TnJbQoGEAtWgADZT5l8HNqUr4tnJMXbaaPFntOUMPAFbjbL42PfFFAIZkTFhXrrsshP50D3JxzGLrigPfsI9yE3oRfCaaNFIJF+oWgdMAUvLsgvoNueTlKXbvc6Ie1bjwVO3UCZRoyIQOANgqnzwOHRG9EX4JHUTCRHdH/rxHDxTG/FJZHwV6YtLirQwBv4a0aTqbVxkgOlp+y1ZMfOTkLxV75zJHXWTAlMVhnfWxLECS8dbdusWUiDaeENh0M6QU0wZpgaz0v8lPjGJwNRJ/sVHbLKBoVc1hTKhu+ZCrwAAtGhMgRVpf1PC9OY2yBF4KRBz+lQbPaHApmqf2WU6Le9toT1eht9K6CQJ23pXvK6gaHPMZFg6cR+JMsaqPibjsQJPmzfKs8ZLNdSfvE+1r2qewgPTJ5KUUCChQN2gAAYCBGW8a+J7UwVABwHU99RJPE3rxgurxVYE1o6S4nOBPuojtw7PQdtRlDBs0b/dM0AGr5o2blXnlQTPIeZDQGoU27B6tjrlLS73wHcQEVDi3VgoI0AIDa5TNdof6edhFTN9BfAag2RdTAHQu+2yC+zZxx+166+71o44/DC75prrrK8AsqOPOsKuu7avNx1PsGWXX8mPf/zuK1tppRXTjzRFoSuXWS76PfLvodZUexN+8ulnBqDEfaXTm6+/bF0329RPn3jyafbIo4/bE489bEcfe0I6/9gx/9rQYcNs6x47pM/Fy2mrBZRffPqxtWmb74vpvh84xI4++EAb+fdf8WzWJgU+AKA+9cXPBqhJevnxB+2+ay4vkZcfAKBXPvBExggqIfOAb7+y8w4/wFq0zrcJRWPD6fQ35y+89V5bXeApfYEFgQO++couOP4IKxatSqc4PTqv1cUmTJxod91xqx18aG/PuplAqvueesbef+cdO+mI6FzpMnr17mX9+l2dNmjfdfc91ufceSGWQ/5VBGK+9soLtszSESjTdYutbMCvv1nvXofagw89ErKlv1+UJ2n37lv5uy/9LgEdP3jvLeP977Lrnva9gOBM6XWBUIC1JPL2OvxoA8AqnQBWv/nmO3v+2Sdt2216+OXK9qPSZYXfw4YNt4MO6eXPGM6F73XXXdduFp1atO9gVwgw7v/Eo+FS+vutnwZam2Z5HloZIAGDWfCwygSYVpaeVAA9jzrmeHvt9TfT9YUDxtCHom1YXFDec3RZb1177JEH0wsVzrvgYrvt9jsNEJoFCfFEuRfqWfucc178tB8frPFz/Y03uD6FAfMLgedH9erlAHLpzM+8+IJ123yzEnsfhjzw2pkCxVdcaTV/xj322ssuFuCf36qlA8/kQwYMHiXMp250FCAbvFIB5UeOLBk1jftulAc87YzSUvb5Z5/ZQQcdmpFHxMdVoMk+Bxxgzz75ZOr+eV/7H3uyHXj8qdavzyn2iRZAlE5x3lH6Gr/7P3i3PXTjNZku2eFnnm+7H3qEX5s0fpwd1G3DNIjKoo14ysnLs7tf/cAXcMTPx4+rCpiO+nuEXXXacTb8z4HxYvwYMPfcG++wdssul75W2WfhhmF//G6Xn3iEL1BJF5A6gJf+O2LYErmH6VKiAYvqlm4aLbagr+OtVVgchXgMtCIfgEKeeAv5kSnRncK8UZNyZZCDaEtYMIasyOI65CJkFewszFchjDwgB3JkFDI42ncQG1CSEgokFKifFGCcE2mHxRDwAg1vXyRBBBT0F+Qbvpmj8Zgkn7I5TwoAKCwg2HC53xdSiG9EmnCkU+m0A7CUxTH6EPWxUD5sBYBOBg8KtuI4RbkP2UDrNLwceBHgLjrbgiTaQvt5TsqH3+l/2g7tdmr9ph7X31L1hfuomzbzzMgtlAFv5dnC8+iwWikBTKtFtqrflACmVadZckfdoACMKHhCzpxabGP/HW4TZ02w7HyBpfIu5ToJBgajgjHxDcOGgYtnJamWKADfZzIjMcnwLviNDbBQK/qLBGK2btLUVyZOaTRXoZMFluoaEwaTSOpWv4/3xSRIGaEsHVaYqI93TyA9vFzHFRZadoMmAk0bW2PLtrzWAmyVqVWGMMEVFp5kSCiQUKBGKSCWLCVbe7hlaQ9TrcBrqlWJjPto7Cvsm5gDQjirF4sUStFX5MErArOo0dYkhS0JFGBOyZQq26XC/eXlZ85CSaJ/oyRh5MLLFBkEpZH5jcnNFUhdD4b1TO2qjXMBMGXuxcjFKtq4gX9B6wwGN2iEyBU9rtRLPXN9SCGEFPvVjZs+y/etY3WzK+xVfAB4GQlal068f7wxSDWh4JcuvyZ+0zr6bdbcafa/tdbwIgf/+Zu1bdPG/vjzD9t40//5uVH/DrdcbYVBOu6Ek+1xeZtdfunFdsrJJ/g5Pl5+5TUH9w48YD8H+iZMmGCd117fQYxbbrre9tt3b/H2ufaIvBPP7hMBNSOG/mGtWrWyAJhSDmDOuX3OtLXWXNO23npLLxOP0z332M0u0f6qK6zQyUbKG3J/AbE//vSzPfjAPbbXHrvLADPbttyyu/3x+++29Q4729Fnn2/NtJju52++tstPOdr3IqT8AHr88fMPdtbBezngeda1t7gnKh5ej9zcz9576TkBnetbv8ee55aMKQCmXFx6uY4CBG6ylddcRwv7RtmD1/eV1+rrDtTe8/pH1qhxY5syaaIdvt3m3o5TL+1rO++xhxYbNrDXBUZeckEEag4Z/Iflt24pD7r100DR6tr78fjjj7PV11zLmrdb2roKGCMdc+JJdvTRR/p7efvd9+2UY4/x8y+98JxttWU3+/bb76zHdjsaoPID991tm3fdzMYqBOoll13h7w9g8j151pK6pgBTju+75w7rucvOyjvWLruir3uc8h5e6v+sDR8+woYOHWa777WvAdA99MC9lpXVxDrIy/fue++3s84+11ZZeWV76MF7bY01VrcZ02fYOedd4GD4kYf3shuuv5Yq7PwLL7Fbb7vDPVjvVX1rrdlZ3ojD7SiB5d/LQ5AUANOq9CO/McPHzj33cPB+0002tltuvt5WW3VVG/jHH3bSKac7OLt5t25228OP26jCIisaN95OOGBPG6/nv7P/G9ZEHqbL6P3mylMMTwJCVSLXRHtamzwyD7U33nzL7r7zNnnS7uu1V5aeZL7yqmvsmn7Xu6cudFtf3tyDhwyxy0V7QFTa/Pabr3q5FT1HeE9kDuAgxxdfdL4ddURv99YGnGU8kbbT/qwnnXySrbv+BvbWm2/a0fKoJY38929NbvLsLhpv3f5vIwHck+0CtXOrXXZzxe9N7V17ncY/6bc/BtrSbVr5XOgnUh9B97vtjrvsogujvFzq3qO7ddtic9two/+z1dZZTx6b0uFS8xTz1dwYYEr+e9V3u3XfxqbJO/Kpx7TH8pVXcdq++/pzW3XVVawq/SNOk17HHW+HHnWcQlw3EHj6uN3TLyr3+W9+s8larDBN3tKn7reLj9e7Xn1fU/pSGufL21Ks9s2QfvnmSzv/iAjEPe6Cy2zrnnu6dRhecnffS/yOax5+1jqvv6EFwJST8I7Tr7reVl2ni8DM3+3mC892UPPQU86yvY84zu/L9BEHTE++9BrLysmZL1t7tXe1taPoALSNNlL/iRf11b6mK9lfQwfbbZeca/DCLpttYZfd/YiXUZVnmSvv6FP23cXbvPGWPezIPhda22U62IhBA+2mC85KA7Tss9ptxyXLgQViAjpGHkjq2/rte+IROl66TyQdeDdxvYjFS8zH6Ex8B8AUGRJ5IoATfEe/U/Kmv7WSH+hRLqulToe6kFnoyyQsM9hUAgiBDgZAgsGfc5HsKtlIeXJUIc9BCEs1LZJzU2UnXwkFEgrULwoAAk6UDkS4bXQiFmyEhRrwh6DPwQ+KtBen7++tfMx+vq2E8sNLAuAIT4B/ReBmBEDGywnUCfoj4ckJhY+Xe+kIPHAnyqYs2sUfPI92oqc5z0p9h/LgrTWZaAN/JMouq/zQTvKy0IT2lJef8ipKCWBaEYVq6HoCmNYQIZNiFjoFYI54bGCAHPHHAJs8a6rNbp7tnqWBcdEomBIrX4OBS7c4A4dhJ6n2KBAmjPi7QCjnPN6f04qn+STbQZ6lzDSRwD5vouE+JmH/ppmpYw4rm0J9oS3jxhS6YF+g75yltLet+kUT7a/aWt6upEx7rFa2riRfQoGEAtWngAuSGvCsvmPPC0JTBQCH1XwkyeJuOBgrgRzBOYTnja4mnwkFKk+BMK+w8p15huTzhT6YL8Kc4RcyfIT7uVRe/uCRhxJHP0YpBAjifq6x6Iu+j1dn85RxPUN1tXYKhY1xxVOjZNKWeAjJBa2YOZYwRfqKFGTVAR2oqz4k+gQ0wihIWN4QGpzwSuW999LPBl2RWUnQBHrEE1dSl/1aqcvxrIvkmPbxRwjAL17vb31OO8122nEHe/LxR9Ljp+sWkefhvXff4YAnDSVELJ6Ea2t/088//ZBTno4Q+PDsc8/bywB2W3Wzftff6KBPn7POsPPP6xOy+feFF19qN99yu10nb8ijFc41Dpj+/uuPDh6FGwD9CrQg79WX+qe957h29bXX2VV9r7XLLrnITj3lRHvvo0/lTbenLdexo734/kc2RxFIeMcYhj565227/OQIUAyA6QVHHmQ/f/2FXX7Po7beppuH6hQKd7YDqYMG/Gw3P/uarbh65/S1+EEcML3z5Xe1SHCl9GXKOGmvnezvIYMEhtwgoGl3e+be2+2xW6+3/Y85yQ4+8TSfC9kPCoP6Lddcaffdeaf1vbqvwtv2tvUE1o7UHpr/938b2ssvv2A5CrVKv+WZr5XX7/a79LR+t93p3kgMOwzdt1x7jd192612ykkn2OWXXWw9d9vLPvr4k/T7CI2bPXu2gNSdHJhkf9p11l4rDZiWBsEBR7tsuImDrkMEpJP+1L6e/7fJ5g5mA6KGdNEllym86ysOpO/acxc/TdtCf+nRfWsPsTxRYNRynVbx6z99/7WtuOIKfswHYXdXW2Md/x0A06r0o3RBsYNQP0D8b798by1btkxfLSoaZ2uvt6GD+v1fesnWEzgIT9hm040Uvvk/e+OH3x0w1ZouBwl4X+inyDEAGry7gw8uGzCtiJ6TJk2yDh1X9vZ88dlHDhyHxhGGesONunrbhg0eaL/+9puPu4qe4y15Rm626SZpwJSFCozfkD77/AvbUeGiST/98K11lL4G74IXbLxxVwdrP9cig9ZLd7Bbb7rJbr++n/XWIoneJ5/hfA5eDx1uv/Yquz/VZ4856vA0L/SC9QG/o8/CG1/UYopbb77FflK449Jpr/0PsNNOPcnWkNezyGmz5ZUaPExvvvlG21feoIA3tI8597xzz7d7Bc4TKvq2W26sEp8JgOkWW21tV9/zkHvYuUeI6jx8u/+5h+S9r31gSy/fydtflT1Mz+21n/2qsLqHnHym7XPk8SUek5C07OW57sab2RX3PV4CMGVRBoszQgJgBTTtsdvedsrl0QKDcC3+HQdM4+fjx9vvfYCdcNGVAkq/EJh7kOG5ev9bn5bY7xTw9sgduzkwfPXDz9ia6/+fVeVZvvv0I7v0+N6+8OTBdz73xSGhDXjeH7JVFJJ5SQVMAT2ztXAKYAEJA/sVcxJjTt3ZEwAACX5JvkiOjMYk8mRY9Mb5ACDAg8rbQzgsDOM7KnsewCEW5vIa4xM5kRxkY6wyHlh0F2xszKEh9GR+jvQ4AabUHWQfLzz5SCiQUKBeUYA5lfEOP2L8i7VEfEf8Bz4UEvwA0BSewDGXwvgP+iXnOOY+sRb/1q8S5YTyIv2UML9zbLQ87QFOKVf/PVGW1yFhgMVpRPRAziIPdiJC/SJ7URcLXeGltE3/azzRDlJFRUM7z5fKWFH+KHfZnwlgWjZtavRKApjWKDmTwhaAAvAQhL2Rw4dZcXEUkisw53ixCI0oSk2kiUVK6FLyLC22yfJUXFaeioFphXtgjBGjF5PVSYyBCJGUkaRFQ4EwQcTfFefikyAtY5KL56mJ1tIfmEQLBdrSv8bL8zSvYRSyt3leK1taIYFQGkIba6LOpIyEAgkFyqcA45w/eHpLAaaEmgrGRpTtALAg8BIahvAs7BXBisdkrJZP2yXtauhLrpDpAwWFYxJfQXHDOBW/hkGI+QHjD3MA85HPBHQwyvC7KSUqL4gQ3INiF0/84n5kDRQ5+jUGLPKhuHENGQSDF0ZllDw8TwFOF6cUFGi+GajIb8hujGkeNYzruv7MwaDonqbiO1PkoYhxkNfOs9BPhJ2UKTvwrKy0JsHDAKnrU2LcMF7gzScftJd98/U38t66zHbfbZ4XEHsxAmzGvdwA3NZO7W/6w7df2sorr2TsXdl+2U4OrP3x28/uyXaAQmTiIXfm6acaXpLxhGfo7fI8Yy/TZ59+PA2YAnwCgGZKLEr4999/tf/kUA/7yj6fhDMNgGm/G28RUHiFnXT6GXbSGQJ39C6naM9UFuFMkqFll/UikA7ANCcn13brEv0+9crr1GdLjlH2MPz+84/t8DPOs90POzJTcywApmtpj8a+Dz09X57XnnzEPct2O+RwO+KsC+zKU46xr7Qf7D5HHW/Lr7iK8wnhTs5PBv/2qz16/73WY5tt7FGFhN1wvQ18D9D7HnnEuutc8DTqfehh9rb2orz5/odsU3nTeghTvUjkX/hSPnspqWOyJ2bL/KW9TXg+NijlFcc+pe+9/4FdefkldtKJx6cB0y8//8jW7FwSIG7eqp2XM3HcGP8uCzCNEwBPVrwkf/vtd7vzrnvdm7NH963tueeesq/Vz7bfYZcSfSp+7177HGDvvPte2sO0Kv0oXk44xsPxvPMvsuOPO8YuufxS5/iMb/g06Ux5xd4jAK6fwk73OvxwAaazbVN54Y0WYPrZr39ao6xsX1TB+Ab4gO/zhyzTQp5ghx58WJkephXR80ftzdlN++Xirfux9r0sLzFeztVznHD8sT5OS+cNzxEWIQRw8MH777a99twjnf33gQNtk8262QbaA5hwv/G0nd7Ll199bZ9+9ZW1lpfgsaLHx+++bYcce6KtsPIqsHuf2wBqBmmvzgfuuce22XYbH8OBnvHyOEZXd76q46Ixo+1rlc1+xm++9Y4NUR8JiedfT+GRZ82amQZMh/893PfW5E05kKQ+PkD7sP5Pnozsr/v1l59Ypv4BD4d/w2fuvPNub+Ojjz8mT9uL7Z677rY+2iN1O4GJEjmdv9OGK04+yr768D27/6U3rZP238TrZY+N13Yg8aWfhkjeiPpLaG/8Gy/LwE8e++g7ay6v+XhiD9jDemzqpyhr8oTxHpIXAPPpL36JZ9XepwPs9P13ta7b7GDn3DAP6C6RST/igOlhp55t2bl5pbPIi3RlW2+TrvbSow/Y/f2usMCLSmfEAxZ+dcx5l9pO+x5UpWd54aF7PAzxXocfa7SjdLrhvNMNfrqkAqb0mtBzGD8k7GKAlsiGOlQfRE6NjP7Ik4hW/CGj0O2QM/HCTgOm+s29OeJH7u2l3/qpevQvVVmQb/imXk4HOdllVJ3gd8hPu0jUj9yDfAcQMV2MD29Y8qLDMedkqT6eIUkJBRIKLN4UgB/An5gPxQ6cj8CHSvObQAV4jbKm+Aj3cCbiTXxTHnyFRX5F0rvgLcgIZIOnEJQHfTJXB82kP+epIuQuQNtRU2Z5XnQWZLhpKoP9oKeqgZRJOfrv/I666mtKANOF9OYSwHQhETqppkIKwNCmjB1jf48eYZNmF4shZmZmyubMLwhxCHC5UiQygaVUCvuFKSIIwiBhxQlgCmXqXuLtpKV1HdaGiM1Ey0TuigbV6XhcQYH+xlrThrnWumlba7P8Cqm+QoOSlFAgocDCoADjHWGXUC/8NZOyHYwEAViBjwNoAZiOmjxLe/zMdpbhvGNhNDKpo05TgD7EX2RkShmOZDzSf0/IDcz//GHIQe6IJ4y1k2QEB9TECER/Y67AuATexTcJuYMydTmdjz4Y+iHnkTeoL7dx5DkNOEF9KIVcZ+4J8gz9HGWPdi1OCRpAUxRdH6t6ZgAEDGnQo748L+/KlXc9D4s08CxjT1PeI2CIbAS++hnvCuQL/S+ReE7ykVD+UdjrU6JbYvgY989Q22/7HhU2/duvPkvvpXi1vByvurqfXXrxhe4dRkhS9nLEU4xzpA022kzg5jxAJFMFASgKHqaEg913n71LZCX87vXX32RPCuQrvX8mGQNgeuoZfeyBBx60q6+7zg6W9xnvg/fJnnG8n0N6bOYeZACm04q1h6Z+V5TKAgG4LwCm2+65r510ydXzFfW1AKArTj7aCFN5gfYyPa5nD9/Lb76MsRPrrLuOvfbWW7bRBgLs9NzPfvC5gOgOzqfwMtp7m61sxLCh9shr71iHlVZ1zgUP4xpef1HoxwaGd+LqnaPQvbHi5zsM76vrFpEnMV6khPCNp8oCptOmTbM77hR48sijHro3XgbH3btvbU8986S9Ii/UIxT6dZ+997L7772zdLY0eB48TKvSj+YrTCfOPud8u+vue+3KvlfZfof2cj4f9/y/865on1eAyCuvuNR5/7rrrO+A9eDhQ21uoyw31MEfSITZbi5aEzazpb4PO6RswLQieuKRe2ivIzzcNOGNy0vhOQB2jznqiPmyxp+DhQ8BMH3isYdtl513TOcnFDGhtnvofbzwfEmgPwCm33wnD9NllrPum2/h/S19c4YD9oD96MN3fF7McNnnRrFX55+aNtMgDXPI599+b2eefIoN+vNP38+Y/UZnzowAU/Yv/f7H73XfXOdTzP8sjp4gsLHjitECDED8yvSPNddex55UGOJrL7/cHr//Hrvklrts4+7b+3wd2gxg+sUH79oLb71rHVdb3b3qtl1/TQdMXxbIOR+yFG7U9/ixhXbo1hv7mZd/Hhq7Mu9w13VX8h+PfvSt04A9TJdfeVW7/YWSoHV1ANMnPv2hhNfovFqjo3uvucxeefwhO+bcS2znAw4tfTm9lzOAKjyvKs/yxO032hvPPG7Hnn+Z7bTfwfOV/eSdNxt/SypgCkGCBIiEgLxIeFsW3bGgDsATMALZFBl1hoz/HBPGf6rGCPIqsqlu836DxIHuJFHLdSlkEKJEIHshjgS9Ksg3cC3knJA4VLFeZibgk+uMOeQg/hzIVSG0gbaL/Xkd/E5SQoGEAos3BQI/ECtIz5fwIvTmTDwg4huRVyrRe5jnSbAL7oGfwOfQubgWwvEGvgg/88gr+g6erNyLvsleqrSHhYFcw27Egg5A0yn6ZvErv72tVFpPUwKYLqQXlwCmC4nQSTUVUgCG9u+fv9rI6YXWok2+/to4s3RulhK2+ELAw/gUB0wrLFwZ4MOsrCZh+MFwkKQljwI+OeojfEOB6FgeCcP/tkbT1T+0x2lT7XHask07v7bkUSl54oQCladAJBBH+cO44rs6KQALhFbhDwMBvNqVb1WUmgpc2B2lPS0mSOjFaJBi7dWpMrmnHlEgkgEiOcD7nU5gGEUZ4zfygRyx1GeiFfa+0t7lheghOQ9gQD/LZAACOKksYEqdc6SETdM9AIP0QV+I49+RAUld2IEyAEKAQvoxCUUOZZAyOIdMkqk9Uavr7yf0ADvAc2+89gCVfuqLIqBHCNcWfzrowj36mqdg+4957zmef2Ef0zbeMyuYCQ/FMc+CbDlGIaMASjBappqcbh7vN4fOoFQfQ4lruLjR4dFbrrWH77rTPbY6d149/Xzh4Ad5wbF3ZQDXOD9o0GDbUOE7Q1jeY48/yZ548mkP0cs50g477Wqff/Gle8Ox72imlCevKML3BsA0hPMNefFc3bxbdwdeu262qR180AFq52ru1QrYdMppZ9qll1xoJ58sz9TL+9qNN95kF158kZ2ssLTMISzCIdT7xGkzbft1VvZiAUwbaX/GvTeK2nn+zXeH6ub7brvMsrbSGmvNd54TATDdrMf2du6N8wN/Hys06nV9TtFehnvYaVdenw5zibep74Uo+qPz4D0K7+KvZbM820Qg1VYbb2Rj5OHY/5tfrXFWjvJJhtXHCfv0tD9/HWC3P/OSrdh5He+r8BoWcGB8zxeIR+j7GTNmWLtlOnq7n3z84Yzt5+Ryyy0nr7510h6mQwf9bm2kq8VTZQHTo489wfc77SCg68QTjrX15DW54oor2PjxE2yzzbd0wPSJp5+0Dz/40Pbfd3/bpkcPe+7ZJ5y/h/rgFfvuf5C99fY7aQ/TivoR9+Tk5lq3Lbtp3oh4DFIFfJh0ZV/tEXrt9XZWnz52mPop54MnLtf7CvjvqwUAhI0mfDTldV67i+8hO+rfETa7URMHTOlLGPmYb5BjWADGVgOHy+v3LXn93nb7LbbPvvv6/d236i7v2t8EBP5m7csBoPGkxaN2xx22t6effJTmlEh4CrPQuGHDhh5+mpDMF5x/jp195ukl8vGj9HMsCGD6g0LLtuuwnO3ac3ftFfqV9ZFnJmOY/qrH9wQd6bvNtLi5+9aiPSdKpRvk9Y0n+DnnnO0evuQJ9zMvs5Dhu2++sT133dXvLBz9j96PPKXbdfDfowtG+TfzO3Qn/fPPP7bmOhukw0SH/nHlFZfZ8p06Oa+GXwM6RX8aO9k5tr7Cbt9y9eX27IP32UW33G2byLOXRJvg5ZeeeKR98v679u4H7xlhuGnbpmuubsVTptirPw/RApr5n88L0Mf0aVNtn40jPtH/uz9KhKUlT/z6898O9AUbCxMwJRwwYYEPOvF02+/oE0Oz098B1DzohNPco74qz/LsfXd42b1OP8f27HV0usxwgGcrHq5LMmAKLei+8Hi8sx3kFGAKD8GbKpKpSgKmyKDIJMghErHUr6MFe8iY8CiGG/0WWQXeDwAbFqwF+Zl6yYv0wjdJxfm44Jj70cXi+TmfpIQCCQUSClSFAvAXoEr4FYAoehOAKXo0fA8ZFsiU61wDLEW2Yb6XyBot/pA+HQBTFtozN3Mb/IsyKY/fEd8U+Cqe6ItLVBY6GNf59ohSKltVp/gfddeflACmC+ldJYDpQiJ0Uk2FFCguGmNjx/5tS7XMsZZSGmGoMD4STDIot0GJCr8rLDiVAWYoPqk0b68u58mVLSDJt9hQIOpV3hVSPYxeERm4/xn+lzWaprCM6ixNlsq25vltk71NF5s3nzxITVMAxR4jLAIu/BQ+iwDKd3VSKA/lHMNXALwIJ9UstR8Oc0Bk4JaXl4RegIuwMrE6dSb31B8K0M/w2sFwRB+JwMbImBN+xxdTBXkhPKG6jitWgKquYNFpYwljFKAehib6sMsgqb5cOsweClxQwOh/wejKqlVGA+3EKEVoMgxfGJsilS6qMAwR+jzyTKb2xJpWLw+DHMd8yspeVghDcsZ15OVQ8gVgvJ6e4h9pngJtUvfwbhdl4p3x3pEl3TipY86h1I9WCCg8FOlDJFoa+gzHvGeuQINUFv2qH4l30WD2TNtr8w0cFPjg3Tdtww03mK/xL7z4sh3W+0hj78ThQwZakyZNPE/wRvvko/c8RGYAT0MBp59xtt33wEP2wH132d577RlO+zdhXV9+9TWFf13D900NgOkrLz1vW3b7Xzpv2G+R8JtffPahA0fhYr/rtEfqlX3tYnm0niCA9CkBtiefdIptsXlXe+WVF9KGGbxM3//wYzuj90F+a9jD9OidtrJR//zle/oBjMbTD59/otCYv9iGW2xZIWBKWM1HPvjasgTKxNOtl5xj7/R/xgAh9tO+pXdecaF7YsWBA/oP/f8/eTJ+/t6btqqec/Pu29oe3TbRHpqj7PlvfhdgmuX9jrzXK7zl+6+8aEf3udB6HtTb+57YkS9Cev3xB+36Ky5N7+247vobOdDNvp0Ao/H0/vsfynvvR9t2mx41AphOmzZdAO3yXsUfv/9syywdhQPmBKA5oFb37lsbgOngIUNti027et4Rw4dYqxbN/JjxM278eFthpch7MHiYVtSPXnzlVVtltdVtm+23j+YP0RO+DO8lEX4YMHezrl3tnieecaAheOIy7rffsaeHoY2Hrl1jrQgwHT1yhBhblm8VAGBKX2JOSHv05jay43v3snfeftuuu/lm23mPvZyP7LnDtvbn778rFPGvtmy7tt6O8BEHoMPCA8bW0EG/WXZ2dsjmYa5XXm0t96r+5cdvvY1HHXO8/W+Lze019e94yvQcCwKYsrfp8h2Xt9PP7GMPPfiQ3XHXHbbnnnuWmO8GDx5kr/kY7uxjOEXueLPs+f4vWO8jjrEt1OZXtAdxA3Xi6K0QxlyGU8l6f4hOOwg8JxUVjHReHADT9959y7p06VLifT79zHMWp8Np4jP3i8/cdfedtl3P3dxgCthJ+cMGD7aP33nTVlh1devafRu765or7NmH7rNLbr3bNu2+nYOryBh46J177BH2wbvv2Mcff2Cd1+zsBto15AE6Zcpke3PAUMnAJR5tvh+Hb9vVPdivvP8JW2ejKPxuyPTTl5/ZhUcfooUSHe2e1z9M72G6sDxMCYlLaFzaRfviib5zTq997fcfvrOzrr3Z/rdDT6vKs3ygvnjj+Wek92ctUbYA/+N329Y96+N8L55nSTkGAADYDPsgZ2sCRmaCT8H7ggyCrIGcirwK2KCu7DyHxRrIIg6i6jz3MObovzgnUG4rLeBgMQflxuUq8kaSSvRJ+aEOxmPp/EvKO0meM6FAQoGaoQD8KoChRVPZ4iTylAcshS/B/+A5AJrR1kuRngUfDFs2sQA5eJUG3Rn+BP8K/JDWOt+UJEEJgZchl8EbqZfIR+imtAceCvvjr76kBDBdSG8qAUwXEqGTasqkAAxufOEYm1A00ibOnmgrrblGibwIeahN5MMIEP0ukaVSP2CAMEsSZVW3HC8g+VjsKOCTpD4whBaOLpAyXugheukzeQ1zrJW8TVu1bed9iLyk0I+maVUxv4rUj0nF2iurVdu2+mvv+YPHiV9MPhIK1HEK0K9J8X4e/+0XUx+SX11oRSjFgwBBdcrMCDyK56vsMXXjHSB52QVdBGj+EI7THqe6xjhlL8CJMgoUyrMLwTe0t7J1lZcvtIM8jF8S7eI8KRgqarLOqOTkExozP6ME0b+Y9znmG4MPylR5gGnIW5uURClDtULBmgeWYqwizE/kOUqf5S+s5K/N9pQuO7SP8y4/iXY1lSibxDuqbGK8aIg6f2A48S4zedQGwDQorpQPWAowHvccqmy9tZ3PFX89EPsqj5o804FT6uT5vB/yQ8c8c332hGccfvX+W3bZKcfZSiuvZD9qP9JMKexPyrXHH33Ieu6yk2d75NFo71GA0gG//mbX9L3Cjjv26HQRX3z5lYNReKa98dpLhuchCa85ADT2Srz5xuusd69D0x6mpQHTVxRG86BDevl+l2/JYzOA1cOGjZDn6dYOJvU59xw79uSTbdKECdb1/zbyc/cLpN1jjz3cgDJ85Bg7WGF+hwngIQXAFM+oR2+5zvAQPfuaGwV4Zvs7HVdYaEfvsrWH4rz9hbcVNjPa69Rvjn0ED1NOEcqS/U6XakDPNhv443d29qH7+PHtL6qMlVax3wRCnXPYvg6a9H3wKctvnwIVRY9zeu+n69/ZqZdcZTvK4/Cg7lH4YADTJgCmelf6b58J/Lnq9OOtRet8u+7x/ta+w/LeL2cqxPDhAoDHjR2rsMT32Z6797QbbrxZXrdX+fu6/9670mDcmDEF1mXDTZxO7AEJGN11iygkb2U8TAPIF9/XtkCy9cqrRR67//41xJo1i0DQKZKj9z/wUPvo40+sW7ctBKA978b/3QVssZflYb0Os+uvu8bf66xZs+zEE0+xZ599zukWANPK9KNrrutnBxx8cGpuYdFNNFah2fhx423dLhv6815xbT/b98ADHbggZPp99z8kUPBsXwzw+4AfrEWLFl53ZwGm/44caQCmDZtkezi48dpva4xCwhGim3KZBzD0nXH04fahgLbLrr/Rtt0VwHSuHdZzBxvyx+/2s/aj7Lh02xL8Og6Ysh/wZptv5Xu84jWK92hIIcTuKqusbN9/84WNGzfO1tLewYSlvvXmG+ywQ+eFP830HAsCmALQdurU0eK0f12gW4dlO3hfzDSGQ7vj3+w53Hnt9f0U3rtnnXmaNW7cxOdZ5tgJxdPtDI3dV156yfsp/CWE5OWmzTbb1D1vWzRv4fWOHj3GdtxlN/c4hwaHHHKwffb5l7bzLrtaR3mXPigwtXnbpT0s30wZT08+eB/75ftv7ezL+9ru+x9ot4lHPfHAvdb3jnttMy1MUBaXSQGyTj+qt733zjtpL3mMrZ1WWNnp/cGAP21mg8a+6Ba+nyk9fc9t9vhtN9gKq61hl9/7mLVo1dqzEa73/CMPsr+HDPI9Pgl5O2n8ON/DdGEBppMUxvjIHf7nPO3ES/radnvul36EN555TIs5LjIWfjzw9meW16y5VeVZJk+cYEdsv4WXffpVN9hWu+yeLvvlxx6w+669wn8v6YApuk77vEbOe+AdyD/lpSDv0UcBAwJgyh7LgAGMn7Qeo6KIdoHHO+HC8TZtormoPHnO5RyULqXSgGmom75OK5F7yivLC0k+EgokFFjiKACvQBdkUT1gKIs6AEThWej28KIAmMJu2HcU3WqabD3cixwG38pTvkz6Y2UJGvRR55PwSNmsWNRLO9A9Pey5futwge1KgXMHnkiZNZkSwLQmqVlOWQlgWg5xkksLhQIIgn8NHGCT5ky0pvktrHX7yLsU5kLojyAnOtPRR2A+1Wmc8yk+FrCc6tSd3FP3KUDXiIT/6LuoINrbNL9JUzdssMdpizZtLSsnzx9mnABSDInjJo33fjp+ZnHqIfFObeJAazOF9iVcTgsBrklKKFDXKQB/DTw2yHXx3+FceA7Jr24MBMQCGEJhL5omQ6GU9Ook5gNWEWIkoEwE5LCKkLEWGcEjLzVaOkXC7n94dsmbAwG7erXO39LQDq4wfkm0i/MAZQjWAGOpS349+VhwCoT+B53x0OTdhz6AQuV/OseKeP10w0wIEea/1SeQHSintlM0V8xbtQpkjzKEMgZISXtoJ2MEI9LCTLSBEESkuAdVdKb6n+GZKaEqQGy4LyiLUCOTYY18tB0vU7w2+Y13OaG5ZeNb6HSsiFJOZ7URL/eRAkzZO4c+Sv/lj0UWarYbCOqzJzzv69LjD7dvP/3Qzr/oQutz2kllkubkU8+whx5+1D0SAbJI4+UN2DG1lyC//xz4iy3dvj2H6XS4vMuek5cZHnS77bqL5cko//Y777rnI0DQh++9Zc2bNy8TMP37738EEkVer3hD/p88YIcOG2Z4mYW08qqr2RkXXqyQrFvaq888YeecdbZf2mD9LtaqdWsHZqcIZMpV3YTXDIDptOJiO3nvndzLdJnlO9omAmAnTZxon7//thv/txSoe8bVN4Vq5vuOA6ZcXLnz2vLg2sS9zD596zXPz36B7BsYUj+F6P1EwC/gRNdtdrRshZL97pMPvQ0dOq3MVwXOAABAAElEQVRoNzz1ouU1bWa9tom81foLMMXrEH4DA8RAftah+9kAhUyljM2328mmqM1fiI6kLgKMn3vheWuZk2UzpxXbZlts5bQGtN5u221sovK++tobDgLF9xDtqnyA3pUBTAHuOq0UhW4mTDJeyVdefokFj1YA2N1362kFkrXxIgZMJdEHLr7ofO1ferh99728W7fd3s93EtC1RufO9t2331qhwOo22rqF7wCYkqncfrTyyupTb1hO0+Y+hzuvFm9Gtoh49VL21BNP2Eknn+b1bal+0qXLuvbjDz86kMvJe+663fbfLwK4+R0HTJuI/oBneJj+K36AQTDwOmETdtEJ0d6Xffpeb9sIMEWWOGaPHW3YnwPtm59/sRWWbVeCz8UBU+r6UN7Pu+4R7dsLPfG6/lAAc9j/t/+zT9k223Qnqz362BPypj7Vj7feWs+hsMffi5YA0qT4c9QEYEqZ5dI+NobJmykFL1OusT9uz112trbt2tuoMWPsVXkHj9W7pm+8/+4bDt7HAVPuYS/THbffVn1/jr32+hven1ik8f57b3voW7xKjjrqWHv95Zd8jG+z407OZz794AP7+68R8lheyV54/XVrKT7T97JLRaO77aZ777fNe2ynuWiu83Rk05OO6G3vylP4c/FDyqcfbf6/re1XjYvV1T/bLL2MnXvDHTanYROaNV+aNrXYTtu3p3tTsqBh82139PI/fO1F5yeM75uefdU90Rc2YEpj333hWbvl4j7e7i6bbeH8atCAn+znr7/wc4QNJ3w4qSrPQv7Xn37M7rryIg7llb+VdVplNRv068/2yzfzFuEs6YAp+yYv16yxA6bIEZWRH5GV4CfIWOglGP4BJdDH2K+PPU45Bz9CRkG+JlxlO+3xB1BRnjxH2WFJapC3eX+hTg0r56eIuQsCZFBmkhIKJBRYPCkQFsSywJ0IHCwog3eg57MQCSAUOwt6k1iOy7ARiBnphfBBXzCd4onwm+qkwLcCn3SQNMXDWIgP33SgVo2jHfxVJ9E8/mg3ejjlUBc8uqZSApjWFCUrKCcBTCsgUHK51igAE4EpThk7xv4rUBjUVtlaRd3WQVJ4iV/XR3UZYq01PCl4iaIAfXHsmEIbp7/WWQJONdNlN2jkNBgngJT+OTersf9uldp/aKoMbUzIRVLumzfKswZzG2pfvcbaa6ed5cvrFAGAiZqyKL+6iXoAbTHs0Q6MPiTKpmAm6NYCavNlcODUgtZH2UlavClAF0K4U9dxJhz9jp6ZfoVhKBI2I+EP70+U7WZCM/IUMhdhsECeFSjolQk9GcrHKBDAMI4RmikX4xSeZbSJuiXTesX0dzxap0ig9b1MJXyzQtD7ftTcBfqkLez1RirW6kOOEOZ5Xo55ToRqVm7rcIHGMXUsyUmkTgOLwWgN/VGMSgOmwXjEPUmanwKMTVQ8+id9EzIBOENPUjR2mQ0Y3vpXAR0Zcyi0Pu51D32dY1IArakEIxrzjfMNv1px2Z6tjA/GMnvJUlXw0HW+VEF7yyiu1k4HegLu4unO4gr6LPR2j3S1lzwAqUV4nFVzIUmtPUAlCx5XMMYO6xGFjvzy++9tjRWW876T6XV88ulntnPKmB4HRo846jh79rnnSwCp8erxGrzpltvk7XiLg3Th2h677+ogWwgVe9rpZ9n9Dz7snqibd90sZPPvZ+RxeOrpZ5e4/8AD9rdTzjzDNtlwI8/TS3tTHq8yMBZ//uH7dsett9g3X3/j1zbYaCM79sxz7LI+Z9o/w4fZC9//aQ21hykJ76j7rrlMYW5Lhjjdq/cxdsDxp8i7M9vzZfoIgCnAan67pa3/Q/ekswGYsJ/f7ocdKZrOoygehf0fvNueu/9OB1HCDQCfeKiG0MAhXPCL2g8xO6uJ803ve7phqsLf3nNjPweHkRdD2nGv/ezEs/vY8ku3iwxV4hGT9HznnHu+h6UN+fg+6aQTrU+fs9yrltZtuWUEDA0f8oe1atVK3CbiB/CTFq3bOaA18u+h6SKu1p6ft9x2p7+TDTZY34HvnwQOHnX08e4tGTLihXrXHbfa8fIcJTTvRhttaO+9/YZfHqiwzBdcdKl9/tnnXg5ezkcdc6wN/vNPu/+++9QXXrauXTf1PaWLZ8y0W2+93W675dYS/WC33Xa1yy+7xJZfroPkhJTXVdT0lPwcLW5h7H780Sd2hkLMDh4yJDTPAbp+115VIgw0FwP4O+a/vy0rK8vpgYfpX5O0x7rkklQVXk7f045zwPq0K6+zHj2j0NMnCogfLsD06wG/Wqf2+SU86QFMAQjj9Pzmm++0H+8ZDlqHxuGR3e/avrbLzjuGU/4NwHr6WXqOweU/RwBM2RuVPVJDGvjHH7bxpv+z7bfb1p59+vFw2r9DmO14GOfKjuESBZX6AaB7bb8bDD5SOu0t7++z5Xm6xmqr+qUAmAKuXnn5pXa+FkME0J0Mhxx8oF179ZVa5Jrr8iF8eJw8Ve+/807txXyHh9ANdfTctaddcmnUP5hrLtZerLffcZfd/sCDtvFW24iPa39Y9Q34+xnHHGVvvfGGffn5RwKtO3sRALRnnHWu72fLiTe//9XmNsktUw5mPD5w/VX28Rsvp8c3Cxu22nl36336ub5AgnICYIo36i3Pvc6pdBo68Fc7VcDrFtvvbGf3uzV9vvQBCz723XRtPx0WgZTOU/o3oYEBNv8dMSx9CS9XFnWsu3FJvlvZZwkFffb26/bwTdf64o9wDgC2qbyDX3n8IYX7vUXhfncJl5a47xbSNZZv3sR5s7pbiXmhKsTAgwoe5H/SyfiNDEeiXPawbq9Q4WGfP+TrqqQg/yBvhq1YIhk9BRKoMMZSbFqrSvFJ3oQCCQXqAQXgA+idLNJ1+6b4AWwGdgI/gKvwm2vYTdCXWEwG30DeYoEIWx+UtXBD2dJ6Z23ogXE+ht4cAbpRSHO3O3n90TNGeVO6tH7wXPyFxDPzxHwHewbH5In08ggkDvkX9DsBTBeUgpW8PwFMK0moJFuNUwAmClhaPL7QRk4vtFUUihemEhKHiZAVqJF8L0oK+ISoD8L0jtNfTm7kYdqybb4LAjl5ufM1L9wzViHNigrGWk7Dxta0URNr0TjXclu19ZVVefntfAKd7+ZKnCgqGK1yC2zanKk2da6AW92DMk8CGCUB1lJfvkIJtxRwijGXCTtJCQXKokDoR8KqXNCVHTXdr2ap/0jOLSEQA2q1lqDbQop3nkBT+tdYrWhmdR6CMQJyeQml3UFX3csKQ/owRi0ETZR4vMsCMOMl6YNv2sn8UCwAolBABB4dUySAV1RfeW2JX+O52XeSRDgYhHT2onQAV41mjCFU09bE0zROuaodw7KQBSKAPHrfeBNG4Veja+QJShKKCO9d/5OUgQIhdNpU9VnGA3QjxNH/s3evsZYlWWKQdz2yqjKzsiorM6uy3t090/PuGQ/YSIOEJT/GiJcBGUaG4f0DEL/A/wELeZAQCGwJ+GOEJTQykv0HxpZBgICRPRoNtsbTPe6u9kxPT3c9MqvyWZWZlVldmVVTrG/FWffue/Lcc8+595z7ylj3nrPP3jt2xIoVa61YsVZEbHwLDP4MakEGOBFzDghcJo/HEc+bBOHoqRORQeYRZ7ZpOxmfCsy2NmptNSf7bW/BM0QrZZ2OUI+W57aPHNiNQDX1jtVLQaagQRsow5c+pKNux3tyjnLAFHG1uff3vTFZ+VIyuQ7Cvx/v5LwV2+a+Ee/TtNJ0Gbh///7w3nuXBgHHL8VqyceeeDL7ossf3hm+9+6l4dU3vpTZffLx7eHpeMeqgNT9B58Nn0ag7fHYUvVGbIH5Z37uZ4cLsQ3uX/m/fn1L0WgwfPH5cOXSexkIv/Dyq8MTJ05sSTPrpAKmf/Jf+JeH//Av/JfD/U9/EMGCd3OF6MZ2u7MenFxj7929fSeDpFaazgK46Uu9n85kH3pUX4kvvVf5ctDk008/HV557fXEWV/+VPSv5ydbM5qYoP99EIHr737/7ezXXnnttaSR8sikgK4yyDk+B/IBzvHEoiAAdfn997Odv/LlLw8nT7b3umq3737394c333wjV8zeuHEzsowVCC+cTXm6FSuATzxzKtv0X4lg+jcigP/b3/j7w5tvvB6TRNoWb5z3cLwZgf57d4KP4t5zz57OSVbl0I8kG8GDwhn6pW/ItW2C33n3neFLb765MB96ToDindv30y7RBj7TUJRyj23x6rNtRdmiW4/fiyDY999+e3gxdr0RMJwH6vH2O8vVY15+i9zbiwzL3+rk77397nAl2v/c+fPDl6MNvMO2tV+j3jhg+t3ffStl/u2338njD/3QVzbeY8wJ6l1ljoB9ayIRufo45OrNN17L9s1cfUUybM3GY196Fp/jDXLCwcvurX5VnqCcq55b1A7+IlbDXn3/Uj7/0qsmoiQWeX4YvgRbr1x+b7gYuG2newrPZetyO9r49kc3h1fe/PJGW1Vej/IRf71xJgKmoZtLH+2GHmUPCk7gY3ZITSzFZcZvxlnGXj5kYlmg77KcUKj0bskYPaav6CtOl6VoT98pcLQoUHrGWLFWZraxUJv4zhYzFuJLydXuMSZybvzIb8R/dD76U33rrO5Pr03PAPfX0UPKX/gz0MrxHD1ZwV99P90G5/FHHavP9zzc1PXJ0HvsFJOrTk90KtqwC3zkvSroAdNVUXKHfHrAdAcC9dtrowBFcvk7bw33v/hkeOzsM+Gc8O6WDp0Cx4MCukMdqM6XMWGFKgYXcBXItOZ0+OLEYMve5yOgKe0iQEa88/f6tUvDvQiWnjr/3HA2nCUcVZwAClGe7O7ECtdb128ML8SWws89eWo4fe7C8FwEaXXw+msdP/w6dAqgAPbJ4FUwEv1ssOvcB0MxHhl6P2Ds4rG4ZsDN0DXA5zySxjspBDA5DWvwvB2F5S0oejYM5hdjprNzK8sAQ5rTN9DY1hHLGaysLC/Kre1ztytv0etsXAFTBrAt9uBVK14ZxGSMASwobAXqqgK1i+J31NPhNc55TpWT4dzX1s/GCuW2/WrjuQqOHvW67if+NXAlB3gzyLvFEUb341Wy614FvSrQUYO/6hf0Efic3JN558XrJjKQD3mRCW2oPUG2bQhupWlX95MS+1sWeqEdKJr6jW5mU9NPHJba5CiDd6u9Mgns6COybzjEFdImwb7pqBH00HdppvcvXxr+2X/i54aXYuvM/+l//7/j3ZMncyIB+fkr/81/kStA/0Rsmfof/dJ/tWPtirdb689OPh0wnZ1q71fLAZ7vpou2Io50gT7MRIc4pFPISmf9M6j32LV3hJNpuzlwEMVqJOwaeaCjvhzttLkPWZe/ejuvLevluUqoFZy//mu/OvzkT/5EthPH29/43/6P4T/4d/7t4eVXXhn+3m/+veFU7PSinh9+Giu9o36AfqoJV36fiC/vv9a/x2nWVR3yE1fq916DVrbffi9WmJJ7ehM9p0H5wK0tAdOJ3sybj/iX/gb/Cq6XvhnbBdMB0zG58GqtesEv+F07nAq5YGew77bTX2SFg/S2QFPsHKAPBNXPaa95ASaBe45j7c8etrJvBguM0e2/OwU2KLBFH4RSYk/tBdgdNbFUwAJvA/xvotuZCJaaOEM22C9xaaILN8slT4Ae1U/O8h+4Zutf/YUdgOSfAQR1yDybzbiZa8uzf3cKdAocXQoYE+rjBANNzvBbl0ltmYQRXW32vdLRRTWe1KfXZI15/el+U4auC6sj7eWm69pYjn7LD/0Xei7+U9fF5ezf6TWTh+k9n5wwEueesesI2qBRjaFXUa8eMF0FFRfIowdMFyBST7IWCvzgw2vD9RvvDnc+uzt89ae2ri5dS4E9006BfaSADldnqrPVmRpAOAe3JoHMpx8/MTwZW/U+OTwTgcwX89652LJ3O7Dt0e0b14Zbd69HsPTecC5WuJ57qU00MIjhGAKTYtIh5FyQ1ufcU7HiNAKnz8Vq09MRqF31TCdldTiaFMA5PgbM52LgbPvZNPomg161YvRxmgpS1oCbwcvheiocUNIzhG+FUdgcRZuOS8/PAoNpZZ59+vHhxQi8Mq7lwb3EMcbQlqZ4ezoP+HwcAVbG6I1PPt9wbE2nW/a84RV1ivpzlTkXEHIk01FsGr1okQ4IFzosTAG8wsHOMfTCMzGzNGjLiY3ecSvbfqLOFs6zJwzdH2xYTmJ8SqYN4Ep+9EMGa2QZy6L12HHsOueywW4BZzXuljfnfw52475yBCgqOMEJTT60m4kO9IIAzjiAWHket2PRR73UH91B6Uz68P27D1JXtDtH81t7ngt55dx4LnR2rcI/rLXB78XrwdoZeHHEx//Gv/qLw9/51V8dvJP0T/7zf2Y4EVvqfuM3fn34+7/+t7M6f/lv/b/Dy5PVqNvVTztXWycPbJNwvwOmVg2Ztc9hgwat7uXojnfuRvD4agSC9F9kVjp9r37cNo36dTqD7Is9SucZsp4rzONeJM334FkVcComuwi4ymfV8Bf/0n87/Pn/7C/kSuB/69/814fXY0vdb37r28Nf/av/cxb1X/93/3281/NfjNcCPJF9CP0kIMwucGzt32hAFwn0PhnzFdVPP6T+6lsTPuI0A6l7qcfHQSvvVif3gmdjfSpfVCpK4RuTsV4zESFsL/iUvpb2UQZtl7ZmEAlvoUv8b8B2AdNg2+idJhP8gh84ab2+Ac/SX9paO+OHWYCHjI/azgACrV8Mz4ZM4fEKtsIH/8yCCrhq/w8+bitUtbNPh06BnSjAHjYe0s+mXtqjXsXPJqJOj5Nwr2AsntZnVFn04dguLHmCt3GZyTQmE8iXCNFZJsxCU1/TggzNxvSbXa+fIDOPgj24U/v2+50Cx4kC9AB7yxGUDrD7ln7UeZN948YWfNQnG5uaKJ96bqIfMoND8FU6T438Vgd2QJ234+Qcvi6E/gs3RtqPTAPPGG+jgR2GTJ517vqqoAdMV0XJHfLpAdMdCNRvr5wCoUPSQLv8u98arn12Y7gQq+POX7ywMXhceYE9w06BoEDr3BopGPj4cF2grPCRtMBK9IzOdZA+yjZoN4P9o9hS17XcsvfxUzH7/YnobE8Mz8cWW+cuXEw5KTw/iq2jbt+8NnwSq0o/eyaclhfOx3ZupzYG/DrnefWCw40r16Os68P5eBfrs0+cHE6+cCG3B2bkTOycdZGk53vIKYB/DGoFsF46/WQ6Hw2kDYDLqcRYZOxxmnI4Aw6j2orTFasBOInM5rfKYtEVpgbr3qVjwJ7GaeTVAj5t67/CQZlj4FAT4PkoZvNfmQQkGmbjVIv/Jm9owbiHC0eA/NDCgB89yIpyK3jcJx4sTt9KmYH2aHMDJQH66a3tKt1ROeJZmp4+B42Ptjp3252D/SbD+iZy/Gl8BETweMkXmcPX6hPsnnyP59UHqB8HtgAAp3DKQAwCPVcza8kPZ5sgQHO6beqQlsuj843edAWdeOnjB6ETj/ZKI7zCmft8BEu9c8h2U3iH7XHQgGebpRd8Gr/weVGbE0Nf5Y+csnmu3747/NIv/efD//rX/1q+B97T4Kf/sZ8b/r14T9+Xvvqj7cKcb9Wuqis+UZiR/jvf/O3hP/53/7XBqlXvAFwXVL9lW15tVAFtMpkB0EndrX67cq8F8OHsfjm9BcLLuQ1PtBJ4vBcOMdtLCwCiLb3wdLS/ftJnHDDFD8kXk4rK33ketUKca6/x5A5y0nBpwVjtVbz1l/+H/3H4SxE4vXT58iTHYfjqD//w8J/8+f90+Mf/xM+nXuL0t3oUXvSb2fwCvTmpI+pg1UMc8r58TcbSr6u3iQBthW0F0rbim3hP6rCBwJwfbALvcif39aqAeDxBHf2uoCjdye56fbLVddW7pX60v5vN2WgQLJb8MKaIgOmXfujHhtdj6+i/+xt/Z+OWfi1YIPsnbWGFKDtRsJzeosO8dxsfAryI+/AHPqyJcJ7F+8q2k4p2YruULqnnWy6b35UffX857FL28KodpZul9V/HjQJpH4cOp4tNfMlg5Az+X7TeaasFXxuTXYmJMnSja3QRqH6dHiQj9LpxHT4Hpbuc0pn6hA8jL0d2H3zhyLdB7tK+jHuO9Js89UnSzJLjLKR/dQp0ChxJCrCx9LE5DgxZ1y+yEfWjfDN0Dd1S+oQtxjZy/srp8HmGH6D61SNJgEBan9+siPY7SJK2siApO4ANoN6SZVLJVwA9YLoCIi6SRQ+YLkKlnmaVFKAgvbv0yvV3hhPnTg4v9q14V0nentc2FGDEbwR5ojcPNlwL6AizrPgymDDgFxxVXjpp4jieJa2TZWTUu05jU9Lhsdiq91QENF+52IKmEL1+/VIGS58591ysLI1VpZFPVSGPo/PtKga3m7E1sNWmL0bQ9Gy83/RkvE/18efOp1Ngu+f69eNPAXqZw9GqsAsnzTRu787Bu3gN4FWOKIZgDbXjbjoe3eNouhPG4Y18V057b5q084BcCNQymG31aGvfkk2PKloZhcN0XuSLvDFGW0Di8wl+0ykXO49xfwZLc7VNjOzhRm/Ag0HPsYBWHAFmazOGZ60gWay0RzcVhyXHpYDp2NF+VClSjl26HD/i4cP47iZySnZj3JYOZBMc7seJc5ByBvfgdVskO+L9AjIpD/X126BYALU5377IPo58cJy1CRfk5WFHd+V33I+r1k8HTS/8sTGxJia4eKfpYeDz4mtHQD/bGlB/JYhIb/uwwaSpLTo5bW7cuz98cOVqvvfw/EsvL/0uvZKPSdENgQP6pnfIH7kVxGzyu7mC1H20sSuCftos/8I723byLJpxcgPyjWbO9IW1Bb1zSZQnvT6TrAM88nQogQoKFk7y5GAXrKJB2Mh0UK4ADFzKuc6xzsHOyabNlKMtvc/09u3bw6uvvjI8HSuC1UVbmrjBaSddOu7jR+qoSeU48wQwlWOb4Ym6S1w9Az9l4ZE4bTTM8+bgz/pFhFW6RYCj8GbYB/hLkEI960koofWYvvrAN5+LdxaGPClCnTu0vqb1NPPtwGlaTQdM8Qhe0X5ngtYZuAk+LP7EK+ngjS9bd5MPwdJ4JHnb5J/zo5Wp82zSwoXMWNV6LQJU7FP5waFDp8BOFKAD6CI63Dvo2y4+oYuCZ3cDeBGPG68UP+ofjdkAdUNnyz79FKHHlV/FkRNl01l0YcwhyNXX8iUbrvnLyQZRBn1Ml8tdHiejHgK/6iMPtmGHToFOgeNBgeo/yXuZLq6FKkjbRy1D9BPK/qSH6AE7a/D/HOVxIj1I21GnaEAPWligz6++nw1YOrFRYjXfPWC6GjrumEsPmO5Iop5gxRT4OIKltz98f7j54Pbwo1/78Q2DbMXF9Ow6BTYooAPTkdXgwKCZEb8OUE70i1kWw0BHyhAw4Hh8Ui67oYyKuJ1p2nOx6uFKW3X6Ubx71Ba6p588EY6/GHA/uDtceOlCvOv3wkrQFji12vSFE8/mlsDPnD0/nIn3m8K9w/GngPGqATHAe3jUVnwCli+E8SqgtZNTCG8zig2e74ejiYHI2WTm8SdhKOKl+E9QVDkbyaEyQV4PYeAcvRgrW5VvYF6OrJZq52/lbmyBF06q3fIxvWBVDmcvJwCcUYlhz/nsGrqpKwescjlqd1vezjU7nik4Tl6yFU84g6xmKl48qrU1EMIHHEUCAHiGDDXnUPA5aXLxkECtOMDHtQoLauQRrwse2OISv88DcpyD5clRWo43dSXinq6Ah3tHFei6ctyrwyzdKM2mxpvQIC6ika0dL8cKUyv7BJ1K/3niIEE7VXtpMIGk8cqT7XAzucZW2lbAWGVqC2Z9yEEFeipAQg5D/SeNOSjwM9xKDtUH7TkybvxAIKO9h5qthldBNmP7eWS/ia0+jF71p0+lZ9EjnTlBG0GhT4NY6lt1RgPP0gH4AtSEIboAj48d7ZkgvuSrLM+C6i8dgX5UYL36T3zSHGrNsSSgqU3wnjRw9V69CvrKW1bT/FVOOZOW8vnADw7S2/JdXsq2SvBqrKjV3qXvxvWWt3SO8d/wxddxoWjHNsFLE7JkvWZ9oZH63Az+EjC1mkvfIN/2FfWIn8qDA94TxHtjEjCF/17foaqoRxmqP0bb5qhs/VTxJX1Qdqb2kk5Qld0qyKlf9Fw0d+NFtvFoxfaitMVr3mGKDzhO2QcdOgV2ogAdYJVn6sHQO2zJ0mfpS6Aj/KVS2Sm3zftWOOFHvHgrbBJ8PosjZTvWQ37TpcZA8AJ426/TIRvux2kbBwaP0+N0taSeM0HBpJDpiQqZUf/qFOgUOFYU0KeOA4j0CX3gGluIrWZCGXvL1uMmXexGnx0U0ap+unP2NH3nN3uUPo3NWFI/siVm2dmrxLsHTFdJzTl59YDpHOL0W2uhwKXYiveTL+4Mpy88FwGgWN1Gk3boFFgTBXRerXNrgUzsxrhfF99tdKAKDjCgMEhXnrLz42sEYxwLV7dt2StwevLU6eGFeF/pqdiCd+rRUS7L/1SubXqvR+D02SdODU/8wdPDqXi36bz3qC5fSn/iMFLAwFeQkiwY+OJRDkHXamu6eYPxMhg5gBi/PgxDebnGiJyIQFbfoJnzE0jLGQU4DTnf3TPLUNlWqnB4LgPKHa/o2K1jSrHl+OW0LLzhBzdONhUzU9s74ARCesB0mZZqaTlOrGQWMK2VjMvncnieMFAKFky+uB6BdA5bsoRvbG2Gjw7TgJD8wpkYwjXENYHUkXtOOc6u6QDFNMU9Jq8cHlce8bx82mlz6jk/ypC0ival1dCEnhi3Jxq412jRaOi+q2hLT5jQwVHJOV/0Pmia0HWcsdoaTnSZgD/9PQ+oQTztWavi8DrnrmsHARUwzf4oBFE7CPoLjGwGwtr7pwVGbJFlwos+S0AwmilbC+5q7nOUQSvg0ZJfv/XxrqtuCyw3PpyuqzR0gCNw3+/m8JodUJ9+ZnNXFTlsPj/GyfUNHRT8VjynHPwoOIm/bC1Mj7btvQsrT7e6kDu610pYtgUZww/sidS/kZn6Cpa6x06ordFaLu0bbpV7wyHwiAv4h0PPu7bYAGO5Hz/vd2Olth0w+0B5JU/yRtcqR9pAO5+x1esbZ2KFafSHRKjaTZ4dlqcA+zK3CAyeoJP0Z0V7tE0+nLQ2/pHWjiF4qNl/LU3rB1v/zWbGC8sAPvOuRwFTAXQBqg6dAjtRgN57KQIJpzOQ0HQwHWYSi37t6cdj6/EF7LPpcuhYPChYaoWXdy2zAWdxZekrefhNbgKtXC1KLuhYep6OjGxTz9HnZITMsfFrkql+OOUwjodt8uA0jfp5p0CnwN4pwL6hWZpuaf2vE1P06CFjDZrFxL6NSZt7L3ZfcqjxoLGEMYR+nu1AD6oVXW0soo7qWtfXgVwPmK6DqjPy7AHTGUTpl9ZCAYPA27G69Or1d4enYyveC7EVr7EHQ6xDp8C6KKDz0nHXMez7DGI6rgPYADpIZeJvgwy8v67y9loHeHLaXIuVrdciePr0Yyfzc9Z7VF+8uNfs+/OHiAJYHk8a0BqQW0nKiXo3psNxAnLapWMyBrrbBSwbvzQjkFNKoNI2vN7TZbs711LWJvVWJt43O9oKVvdsUSdooAzBUWWe4gSI39IZaC/rmLLCZMMxFY5wK0p2A/DNCQ5xlANczkdgj/NVQABejGVlfdDfTbUbEucznD4CLfXBB0cZzDA1YMIX18MRJQjDyW6VpiO+zj8MdsiBjDfud5wMdP08BFD6ByrTjreG9/y+VtUyj/iqlXNkmgNwO5Be2gqy0Fvtmda/e64G0LSfdo4k+UE/18b6go5kJ+wnwKcCB8qtgBn7hF4zEQQF6GW6HC/vBNLbau98BHn2a+KDtmg9THLmhl2F/ukMDsIKmqkv2aNnWs3ac5zFdgX4KD5W2jhvbdUcv+qsbeRXJNiZEjtR6uje18ZEwxEdGv231qfSuOo3ngJFw93QTw7Bkm0rx+gnbEnJPiF78mvlNJyi609+xrtWcwoE4AXbRXtGkJO8us+5ZUKLCU/lyILrNMi/lRG6IbomeQiYslXUDw7qhx5AWl/OXWcL3Qj+mi4Hr8EFjMs3We31CJjCWU9YNJ+QMvNPTm6P5vP962EKFM+VbSqFNqP7in4bbRa0rH6bHYs3NCfbWKAHr2kqzzlq90nTPVzwNlc4TQWlBEyvfxI7r0Q5HToFtqMA8Sbz9J2tKtmO+iO6Qp9MN+wlYBpZpH7SR9qSnb5Mx37cYBOQDTKwHTDTaweenEAQyEqfchSI4m62FHkrOfIMWWq7UKhhh06BToFOgaNHgaYfjTUmY6XwnZlodS/GEXR06tCoFj07tu/WWdMeMF0ndUd594DpiBj951opcPfm1eH+rRvD5R9cH776U7EVbxhR3XRaK8l75hMKbAwAJj8MSNYBsteh6iyBcgxw1lVeFrKCLzgblF2L93hdv3ojA6YnhpP5rtQeNF0BgQ9BFljeR1CyBXLaalIOoHLi1Izg2qpsFtoMQrPmzMgX+DTwFpw0mGcgNoNy80n51+xiA2x8xokIF6uSODQ5B9wjJ3FIh2I5XTdzmv9rlQHTcow1HB+fvFu1vWPDjGp1tGLs0h1b/H2ewZSS+flY9rtFAQ4VjkwBU1vycK4cZeCgJQt42wQE/CCYxNFuu8VFtnI8DPVv8jsKBIQQlKP5MOBX+gcuYz1VeLs+D1/twqmeKxHpoahfbbXp2WmofDPQNmlXAcba7rQCreV4l56D0HW6r/TFnXj2/dySt23LSA/uJ9QEhZqYQF/eiRV3+BaeaOke2nCiuj4P4pHU4VbAkN/n92lrbfgJkIHxCht9j35MP+R+BbmeipU42thz0dwZvLgeK73U3exw/CCA1Ry6atUcIfo4+ZQDZD418rFj+ZW8EV+NhkFH9A1iFD1QTJ+tz5QG31Pl7uOh5kTaTL8MkeRd/QRbQV/hXJu4x2bQflZwmszgKFCpb9Z27A79Sq00JQOCplaY6rfp63l8rgygXoIEVrqmHo9rcGi81ihBzit94zX8iOc2A+/yQiuyBpLHJoRkB7UAyRMb9dvUIfFc5D7m98ygfz1EAfxGrjk0rYAj27UyWTvGpeDNSZsFTbWhCRSeKz2Ax/zeOnZr/F1t/FDB21zAX/hMwLTeobtN0n65U6D1xcF7bJKLpyNgGvorx0LBePQK/tvQC3GGp5cBnE8GSk7oS/19G8e1rcMzzTaZBmrZV7Ldz0Wf32yGJlNQCTMn+2H6kZ4rmTNh0Bb+xpgdOgU6BToFjiIFahyhX/caKuN9AdPyoYXZkXo6zIm0Tfejjj1guh9UjjJ6wHSfCP0IF1MGlq14Y0OaIaai51a8yxp6jzAJe9WPAAVqIAJVvw0e8LjjUQAdfNgA4WiKdzPGalPvNz31+KnhmcdPDs/HatMXLvTVpkehHWfhiAcNujkyM0gVA12rPW0VikcFD/AsB2ObVf/wTHqGIifU/T9oK0kNsG1rWE5qg3C63urMyHZjUA8feRcO8uHY5JS6wNEeTlDvwFPu2JG1bP/AgE3jNRxTVpBwBOwG1AEd1ANwXLwaM705bAvUlVP23Tv3wxHW3rumjotCo0Vz1Kun/MCidS5jnKwuU24r5XB885twZFqZ9rKtDkf0PRwYLocF/jOJgOOekxzgaQ6lg9yqdNFa4EHcVDLunAhwznEeg40VmXGtAiSL5r9sutI3xeGhqRIflOXsS5kJtLjf0qHoelyE6Vh+43QLNNlpbWWFoXy8m65WWarvGBoezent3cwCMYIw0tfKJem1OV0oP4EZbZ9/k+zaO5Yf5OCavo3/fQHFaz6TZNoKOaGXCDIFrpz4VpPCR7U5M6HlPX7qMw9FefigxQshw1bGce6ivRt5PzJ13A1U+3tWoEg+re1a+8N33M5Ff7wheKWvo1+0p7wERsinQKmtMfUP2gC6HLsCYSdP6LseGz6LG+QZXXJLrXh+Hi12U7+j8oy+HD+XXGgDtHYE9Li+HL9Lo99Ee3KAfu3TAljagax6BpAljnV5yU4bg/odSbON8SX+NbFK/hxVgG71fO5uEW1bZX0agUp5yq8miOnHn4/nH4/n8b4V3x9O+KDqErc2dAlcCy9l4bWSd3jhswqIRtIsy3Xg3PNR/Yf4RhloBcZ0VL9XI0CiTvBTrwzaRab1jKADXp1eWZ+Z9a+kQAWC0B7v2uqvaKZNgjUm/UfTE9pgcwKf7fN3t9XpduQvvUTXXokt2dnNHToFtqMAnjURRH9qIpKJFKUHtntmN9fpKL0anSlgqj/MsVycs6PwLVmiaiPpBtBccDRRyvjtdOzioH9O3R/X5Uev1g4/yiCL7KWLkxX648klGxn3H50CnQKdAoecAnQiHWc8kTZg6E2veqA72Wx8MvTdWGeuu0o9YLpuCk/y7wHTfSL0I1xMGn8xUH33d785fP/utVxdWgPLR5gsverHjAI6yDYIaRUzsMDnjkcBxvirh86/BU5jxWmsNn0qtuo992LfpvcotOUYx+TDuMCpaZAr8GcrXk5IA11tzfDT/hx5FQiZ5tsKCHH8W51x70EzGA2u5cGpZ9UVh5+8Offofs9xFhlARzGRVkltwH3x1IkMSHJoGXBPbi0cOMyMJl9lyCrr/dgq1/ZquwF04viHE0wN9DkuOEsBHFELDd6LFaYCphxxrVaZZO5XtUc5cjlDGNmAM9h9+YEKBI3P/ebM4BSud6Nl4iP2hV/wm1VDr53BB5sB6SNWlURXu8SYKdtu0pwpExUgqLY8rHVrfNVWB5Bx+l8QyUfABEuWs5cTj2yPA4KrrlfpG7wO6AeyGeKYv10n4/AmS+TGQDaSpI6D3yyQW6tLe4cXGZI2J5IEL9JfY8hBcTQspyJHoDLwLT1aW3RKXyvc5f9c6IpciTZC4aACpshAL5Ov0mN40YDfVpHeZWaGdKNd6Z/Gx0mrMTGmfqseWlhJjSeyX4nfylRGHaceW+i02h8OJvbIT5unUyIuyls/o3xAh6pT/G/wiFva+tO4iHcFyNXZamF5yVs+dL12z4Bv/Jaj8vEXR0grVymPHhAHdCYjT4UuQDV9j3ZAKde1vTTNsd/avvRhC1K3GfhiRfIzOQaNOemtBkRr7RZZJcRp2gDalu7hlPeeczIlX20pDX1APskm+ZMHPnCM/ywDD8CLfAvsy8tz0tu618Qn9QH5Li0PBKQ9kfXM042AqTT6afdrsgGcWg4trW98N33NdbkHKyeM0+C9l2NiVmSf9hIelQ46dJ/612sByl5qufTvMQW0xbj9k4ZBddfpAXpOQFr7oT8rUTvh47PBl/gt/yZtNM57N79LL7FLL8cOA3i1Q6fAdhSgA/GigKkAIzuDDliH/Zj8H1/GcGxXvKqvM1a7+9nnbReGuEHXjnUZ0SAnbAp40kv5yom4QadvvBs88sLtLCpjT+9kpfvVcR312Y6m/XqnQKdAp8AqKND0Y7Mf2GVpB4bOM+mqbMmxrlxFmTvlsXDA9G/9g9//gjLfLfzeW9/c8uif+7N/esv5cT/pAdPj3sIHVz9GlYGlgernt64Pb3/w/eHz554Zzr904eCQ6iU/shTQTRggAINo/LlKGOfvt/zXUc4qcZ6XV4x1mqMwRjw3rvYVp/Notey94r0JOy77+EPpKz8DazDmRUYdB5t3hJ6JgS3npne7cRoC7cyZBAxiK4+8EF8co1bZGEQzCDl8OP85OfG3/DlBOVNPxQodAcZysBr4e867Pq3oMCBXRg22vRtU/7AKB5U6mA3t3XS2yoWrui0DKMIhykkBx8Q16sAxwGHpj2tUORkwDQeYbYmrmDrOKxN9rXpIB27UnxMYXcBGwHSSYwsDceq1+87Vk9HOyZszwuO3u+mYizbZiz2cSOzTF1pjQQ4XWxFyuqBNd6TsUwNEMU3sG2/hG4M/AcQKmJ6I7UzJMJmW6uPJlrRtMkSbVKAd8WP8J2jTVTj0K2DGwY3n6RkySW8JpNBJZF06ARF4QMFKMPLrSDJcU0/38Vb8J3DsWWlIP7kk6GeLObpLemVyJApcCND4lN6TAcffK6ebQzNEOOXRClSyyvEun0Ahy5SfZznMOc7RK9BeO6hXOV9tJ2pyArxQi14XrBIUtEWp+qE1PTIhUaPdDliqI/rjEWXIHz20Ed3mKM2ico3ueAkugm3ADgTyEBAt2p2Y6NDNfqzpZemVX7paPunMCLrnxJ2oJ9oX+eULfzxNJwucOicLbWJQD5hqUyuJBfXIYZP3xif6fTZFruYNulc7a0NtmVtZB+8Xf2mb3E0g7pmZX0FT7aFfJJ+eBdJqF+nhkHKvXYJf8YL7WEQecJoHG3IQeeFTyck/u0QATbktYN56XfnBmX4B+MzW6vijAqZkmv4ouZmPweaYAA1BTTbzG31NaHDrw8k72OXnPIpO+bIbA1qTNbp5ko3HO+xAAe1Jn2grsk3PBQumrtOeafeN7OIdskvexnvyGrejNsHH8tRugK6le9il7Oed+KQ91b8fRQrgGbqKDcMe0SdZFY+nQuw39Ou6aNNswJog1iYYpX4bMS22rjEcu91EFPYWnUxn4nU6dQz09znjvTjqX6ufGKfpvzsFOgU6BQ4DBdgGOX7MY8OI3nsQN9h8dqGhEtkRJmKxQY0X6Mr9hoUDpv/nW9//4tNQzLtFsQdM/+aWtv3qT35ty3k/6RTYLQXKCcEh+gcRMP3dS98bPn326eFcD5julqT9uT1QIPq0DSelQUnY7CsH/VDraFvWMb45sk6Nqgu6+X0jtum9Mdmm98nhmeG58321aWvl5b6xXbFe0ni5xx9KXflxwnEgctiw2bLd4sjR17aza1vaGbiOB96Jg68AzxZu7crm1o0ciwbDBsLlnDRINnC2aqO2qTTYhwd8yJhnrsRKDs7F2M038THA5gRtjr/NIEaVuZtjGbjwvDR5V6DBPzosAupNLwj2oJEACvxakKZtNRmXUr45BjgFvJOQA6xolrTcoTD9ouCrIKwtrfwuFDMfX1suTJ3HPXXihOPMTadd/Ebn8VZYO6BxKG6rKt70rqaz4cSud40dCuSOORIlL47AAV9loDB+0CGukWMyTTcIUlqZJahKtp8Nufc82a6BInkRmJteqamMZaDh0YKxAnvAdoktGNt0nEEqJ7iJAxxwAh5kls6Dn8c4s9XF+dPxxZEN6DBbz5Jl9SaXnheUMRRWH7ItSGwlGVmDhQFyjJdTbskv+9YKSPndiECHe4IaGXwLfNFPfgbT7Z3HMTs5cIpkawW19KFnX47AriCR4NZmUKrVW/0rqHU99DQ9UrjVcSdEkVS+6I5+9L/2tw2qfmEZuS6HLXprt8gy9bG6wNVHGuVxKuNNgA+LqhUsjapk+934xESftrLUs9P1gj+88S5cBU+UbTLMD+yksA/tlZU4hF/Iiy5kXb+tb0QvVEdHcscO0OboHqcJ7mmT6qfYDWQ1yJ9tph2tbMZvZU8k70QG8pfOdX2uiV7kSdl0EDmrvKQbB6xa6Q9/qwf+J+Mc9+Sd/vgklITJR8qpCQXuwU9Al+5RD3xmS1/9tQAGPPAUHcHmKD9UJJ0JyOJT9oV040Cv/OmSQCMnMdA/JNEzaOw+3M+EHBeeY3pHsg5zKECfeI80fhGEz35g0lh4lp4O9kpaz8lm41blh3/vRfuPefjUJKitL8JL+jIT+C5/HAH60CmKnRS9kV//0SmAAqFesu/Eo/pQfSpepYPHE13XRS28SkboVzsy2IHCpCr8DuijQGljS17jGH28flV6z1X/zLZPXRrP6h/Ig0lUy8hZFtq/OgU6BToF9pEC9KDxA/t1o7MOvUc3eiWEHdZq3GvXNOM+Nu5ETe4jpqGLr31vofIe+43fe+cLRifj1kBWZeJ/YegB0x4wXZhZesKlKGDwa5BrcHf5O28N37z1wfDDP/ljS+XRE3cKrIoC+gaGPGDEx/9aQP/KsQo4PwzGjwMgHafA9QicXr96fXjmsVPD07FN79nzF4Zz52LVuIqD9D7ElmvrInAr5Uh8G1iiyoTt2mAz6EI3AvTMme55trsvWXEey5MzznnjwXAMR+EGqN7Rx3Fudq8B+CKQecSX1Tm2WCrjUF1koTwDeitXc8u8WF06yzHOPrsRKzkcgTRWShg8G0SveqYxB9bVcPwLaI4dkjvVueiIPpwT+q5cqRbnVWf1la45SxtdBGs426RhSGtTv+N/Joz7xfGWnjMTz7moDEY9A51e004cyeWA3o09PKe4td1CazYCxwsHS+Oh1fPF2ipwRDLGK8GqwZeNMxv/NAdYsPWGHJZ2IK0Gi5zyIQp59GwG18LxDMi9fAUDzbo1cBTUEEjkRFsF4O1x0ELf7U8wgRwKeAho6nbaSnAy2pzUgg6eVxc6C26O6KBuKSNxT505JQVUPVv15OTmMLz1g+YELN3JeUh30amCGHSFvKzUlK9ztHEk72gkqGKF6X45zNVJvyBQastrK0FmBVjgRjXT796x54hm9ErjlMhoAVCeD/qhTQZ4JvQRQN7OUar8KC4hSJW/tbc2AtpLXpLgsRrro+v0SuKGQ9QyfmgPM785e00koR/Vq9o+it1SP2UL/GljWzzDaSMQIuNI7dr0c+4cZyj6C1q2d+o9sUUfqPssviqaNHq1yT21hTxak810sE/aRZs1HpFb69ukkdbkJbKLD8h8vaN8GR6Vp48+nExoYzxFZ8knikh+ygkXUahrAmxwUIfGbw0HGNYW3OwMK17ZAZlf5DkL1EMe6kEeQOlNAV82hIkXkBTAdQ1Y7xqPJG0yaBLP6i/VI8tryZJOytipLTa5PlJG+lUClFEhxDdxkz2c2mfFhS2IeNGIbUYHwILexku7AXXUP9yLNrJCWcCcozR2MA39oF+IdgxbWDtXwDTTh4M1A/2BQ+K0m8L7M8eeAnQEu8HEDL/T3glWpRvZGvhWH7tq2Z0mLH1Gt6V+iyO7D5BluspkqJdjoqNJHnSnsdYHMe7ynH4UrmwOY9IKtlZ94C+fDp0CnQKdAoeRAjUuamMGPXgbi8CVbejVHvxMd6NfT10cfb/rTUvub40WDpj+/uXLXzCCDELNbGFMQ3pR6AHTHjBdlFd6uuUoUIYfo+nS735reOu2gOmPL5dJT90psCIKcHbp/MBaA6aRv0F1gc70OIwNVEm90JDTUuD0w2vxftMvnhmevh9OnOfODecuvDg8Fo7ix595Oo5PFgke2SMHV/Ed2vHRcNQZEAPBLSsT9mJo4WWDawNqg+nibTynzUoPu9dWZy3GjeVw5kC38oiDyCC3VkhwBlW58TMH0e4bDI+BY5FTSSARLm1VaptlPM+5N85jmd8G51aFGehfv9fswkWez7rFF0dXBpiDjw36QTraolqcBE/FVnhcXpyad6L90Em91E+ZynZvOztUWlsXc3q+FO9wLV5YBMdxmpJHpjzeIpOcFnC9M7GH0WI7PMZ5HeRvdBekwE+cL5zJ+zGT/iDrfBBl44UcIwWfAAe6nOwWvbVFSW/yV6RzXnKKzwQE5eW+ZznH74YOS6dx/NaWtbVtJNkzTAfUxriUc15wAZ5kq5yJxoJkgVwmj8WXIK46oMO4DhUkqWel8Vw5Db3rkHyRVXk1+Y58o9SmD5ueV54AjHKkFTRFD7QywBaQpPOdrxui2KQHPfNqbHktuDilmhMF+kvd4CWAow7assbSy+CqDYByasUWWsBB+UlniI0AD9YKYpMl0Dcu5Ucy5z7aA27aTf5Phx5GYzwYl2nBLFP2eKT4VN6cvY6CX9pOu6qfulX94rER3nEWNzb4aoKzZ+A7fg6OxxlUne1gHMdBTj+PZVDdZ/HVmCbkqWQV9ZxrC7YFu0Iwi+xpTwEnPNl4oNFa/toH4WvLcG2qHZYBeeAlMovX8KbVxPSGeuJZ8soGcB5sknykDM+ZgFA6Ag8J+Orz+Z8ysDoHGWWoH/pZqQs8byKFfhtfqTug84BT9pKAsQCpdiBD7BJp2VZwBPAt+6/ap91p37Is2rvSaBopW5HjpLv6XfmTT22kDdEqVODMiXS7KmQXDxUf0XH0GtpoB+28GyhHKt41kVCebG71V3d6R+spJ1gsJ80qJ9i13Q883O/QKTCLAlaWtq2324SrUE/JO9LSB3htvFPGrDxWca1sn+0CpjkR69mncvIJXje5xA4a5Ex/b/IjXQXfAj+lbbqnrvZjp0CnQKfA4aLA2J4xvnXOZqDPaDT9/3uTLfYL84Pq1xcOmF67fuULip3B2gbtk3echNIO2yUNTxUFsyrTA6Y9YNq4o3+vmgKUi4Hd/Y+uD+/E+0s/6+8vXTWJe35LUCC6hHRKeESnN7Ljl8hl56T6mepzpD5ugwP9ajoOo5Lhrxk+vHJ1+CjecXryQWzZ9tTzw2s/9NXh8VMnwyv1ZDpNpvtdxkY5hjhVpu+jGdA+nEzop+185qVvT+3/97z6zAqYctK98MyTWT8rmNq2kJtOMryzHU3UTnlog4Z8PvQs558jRyCa+c35B+LnXEeaNK3MVmp+x5fVOZzobCuOdO3O0eSTjsZJWeUY5xybBeUQVwbcmuytT/44rPAn2ratgJszEv/MA3i196U1B3+tdlRvxjHg9OeUBBz4nGXuu8SBayWtcncKmJ4OZwKnghU76LkKKEcee1jAVNt9EshxqnLk7VT/VeCwlzzKXuCYF3DjbCnn9F7yPa7Pau9o6gSiF+ybAbxtxDB5AE9waElDHulTfM+Jj6/zL+7NA8+NHe+CShzkeB6vyQ9vCzocJFRABn70jvrRk/SDIAU5QT/3bAcN3/iZPAdvtEErDkMrQ8k3vScNeaLX9H/O6V00QQMgCCPAIU/5A7pCXvLZD+BohYe2eCUCXVZVzYKqJ/wEr9DFb3jWSs9Wg/n9krylG9MQj6KNsr3/0XgAXdCkBRMi6BP7tN+OrU/Rj36lg2fxIZpzygZq8Xyz4eSDmnSxsgWXXIv/1HfaTzvFfwY/5dH0Y2v/EIe4t9UGERTLIFocyYmP/OLRbN+yfZQbl7eAa8cNojmizRoftYDpbD5atN5B7mxrbdH0Rk1qaDKDL7SZdEDb4Q50b7zZ+l1tp+VafvE7823PLPKtv9H3ktFmL7X2zJVcoQ/xUhSxJV/trUw4CXJ6Z7HJYH7jwWmQnp3Wgp4VMLWbAj0Ur7mIgBudIA/0GEM9a1IaubBqUT50GJylbjqs6fPcZSTq5N2+KVsYdwT4XBHJ73HE02WLjZLt+mejv7aJHQfCBqJXbIGMd8Z6cNcF7PJB9aUz9AP4Sr3RUN23A3XJ5+IHHe83YI/kRIzI55NYWVLv9NYvSKN/VX99j/q3p7YrpV/vFHiYAuwUEwe9B13g1DneDXbKD7atgGljy+Ky1l89nOPurtREVzruZugpuzsAUhMo5QSa18+0gKnrdJhXoZCx85MdRkL0U86yvw/ZmVJJHuvQKdAp0ClwaCmgLzfZ1VjCiJYNQAfr6/mXHA8aFg6YfnTzyhdpDEVlVMwAj2KvQV8b3DSjl0FTXUtVsAdMe8C0eKEfV0uBMvwETN9+//vDgzP9/aWrpXDPbRkKGHBwGAAG/5zxcku0y2+DmOpCdbDHbZBQdKz+9Ivoc2++f2W4GatNX/3i2eFHfvoPDY/FCtPPHns8HWIGUGPgqOAUBRxm0/crbeqPGDSGbyiNFc7oeenruf0+zquPaqp9kUCtBeJeOvVkOukYW5xtzeHWMK8t4rZSbbNW8hw75DnROMg4mT1jcMox7QgcfNyfxYv4tZyA2hSu+BdOthyr99dwJF441bZO5WAEnEPynLVyKBPEV+UJtzEeLYdKtbpjk7+22vJGrOAQ7EXnaYfkdInqJHAkYCfI0AJ2zXZkLING64Z5BUzd8xu9aotBydsT06VE20U56RCJMla5Eq/akYMPPuxhK+kEe/czUPNwjRe7gjfQl3P4QshHBvHivCZXLJbLo5MKP2tfDlx0Eso6DAAAQABJREFUI++CUzVRYpoSFRjDm5E0tEHjUb/HK6emn5t1jteKw/WpZKACblTDYQiYog+5F2zJoEhUVF3JhoApB5+BMHp5pyF+GzvS6S2yRHbevXM/V5OjE323odOi7s7liyZoC5zXhJaaSJKO9sCp0rSU6/vWb6q3trgY7zD1DspZoC5BpqTLg6hw6TO0o8/0u9oUaOtJFduF0bck0uFBuyiA2j0BPfAnfASp0Jp+ldZ4/eq9B0kX+tCq3EgSNJwUmjk1/PCYvgm/A/0PfNFW2+j36Fe34an92qi/9Y3qWgEderHeTStt1UuAypbS8KwACTnLsuJIr+Ih7QiLxyZ46rfH+cStYwGachE+WqayQaqUS+1TsoSMZNHR/bG3xjmfji2vtYVzbR4/86gt/iD5YLMdd8IHj7Dd8Kx2dmQD1Lta/dbOhaP8ih/w9d3gPTyELwQ04DSGyC7ztDrUBDkTBgQP5atccmVrYfolbSyVGIHnlYcf8xUGE94uXS813vcY3NUHoKE00/0meqlP0iyO0mtXuKwK0ED7qJfyvPNVMHEWPqsqc6d8mn5r7YOeqts+s+utDniPnOsj8B26gbKpBZPY0+inTekcafCnZ+gpvkdPtSfz8f7VKbAjBciyiQYmVVwMO9h4Ed8W+FXnOAy/Aknw5Chpu7HLb+Ny/nTjp/fj3bt2dyiAgzHM67Fzhd14lMte0I/Tl89FP07PsTnJjL6UjKwSv8KlHzsFOgU6BdZFgRpHmhxVvjBl0Y8mpG/nv1wXPrPyXThgevvDqxv2COVsVQQDdiNgGucqFP9pKN6P2axlMHqwB0x7wHQWA/Zre6dAzUp+L7bj/e7HV4ev/lTfjnfvVO057JYCBhbRvyUYlKxqYDGNz36VM13ufp0jYXMq+MFRFU77B58Nv//W7wxfefL54Sd/9meHx556avg8tsxLx8HmOCtRjLFTOBmaQ9V9Bol20U9zOuirAUeLFXgGXvpzA7J0cFaCluzAvg0aOaVUxaAQTXYK6HqGs9gWiYKeWaeYqa5+nwUR8GTaMROazKocehiAGkhzwhlcg8Z3bcXYrABma7NGXyR2nut64tjuNeeltoBDOsxjsGwFrPSc0fD2nkBFajfOPsApX22aFw7BF/ysSDLgv/lJc7TOYx10RVNOPlvmVcDUIL+5vrY6JMre1HacZJynjsqdB/rFCsquM7BEnprDI961GjMhOTzgPB+7eZiv9x7Z8CH3ZqhnACuEi7OVjJWTaL1YHJ3c8ZlddbRzkCh1EKcUB3i6sBBzBHif8xiU43h0e9c/5clJZqXgvcn7XOglEyzW1ccugiy6kE0wDgygG6e+wa/V88TV6i061YceSF6b0MuKcVsvCbIuAtoi22BCf3SHS+nYRfLYS5riBcFIddEW5yJgo27uTctR8QU6ZFtO2pM+M4Oa/lcfbRlJtkA968bjkUY/qEx9m+qrN3oLPkgbt7Kf4AwWGKULBY6uTAKm5N69WoU6LiwDPpAMUDdNy4lR+lbZgksCRsoCcSnP9VdV7xYIiX4h6vdRBDisFEu5iLTS0Dsvh6PaLgBqISglsI5n4Kq8DFTF9cpTWYrMT9BP+RMU3DrSQPeaSPB89InoIqC4Drlu8rFJNbQvnnPvXrwkUiCOXYK+dA7+2lh9Fb+xx2YOy5EdbzZ5eSL6n813hNbKVuXACR8KmKafKQqEwywgM/iRvWRCBvnDm+oir5yQFvXJoNyMfAKdKM3kuGbrySuDpYEoXq/gMh6EO4Cb81qB5pryWHDwxPvkBgQ6M+Ws3d39N51rogVLI1fGBu+M5W/3Oe/uSbKt7loJbZDKb3QBdIQP0JTJUxNaeT82eTcukZ69z4Zi52sLEzysnvfbWMYWvfoV7SAvRfgtD+cdOgV2ogBW9KEvauKgMV6I/xa9ix+LpaTH23Q1KN5zGpcjv6ZL8+aCX3ieLOsjZ62kMlZ61TtM40guTHzy6hb8bvzU+uimj04HYjWRqSYYLYhGT9Yp0CnQKbBWCtClbCQ2JXuBXg2VluMe14wzPopdcMYr7Q/TBMldBUyz0vEVtkkqbUeV13lQ4gxcg19O13Js9oBpD5iuVRIf4cwN8Mysfe93vjV85+MrPWD6CPPCYam6PgIYRKwLlKHvARwZ6yyrlbL/31m9SR0FTD+7HwHTb//O8BNPvzD87B/+R4anvMM0BnmtD279b6NHm+G96eBpgbcNB3b0z5w6YCOwGInbiqDFAlL58D58cYjl9oHRxgaXHFHzAlJYTr0Fy147cyKdcwKOtkGs5wxwm4N2+8BbTUQxw9dg1Ts1C1BOOQbOBtBjYAuFrzEdQuwhjiHnDL/xIBYuHDxm0Rswq5ecDJDH7zBzj4MICGwLdB0maI6yIW2+D+62gIc6x/9M0DYG9RxgBvwZsOOoiHYm02BMUteUIRB5NRwFArNlV7bUs7/3K2Bati/8BEwXxW821vtzFZ9xWuM1DiOBLp9ZEwD2B6PDWwoZ5synL0pn4t9yqnOojwELj/l4691xyuV+y9MQk54wIdVoUxtmkG0XjrrlSt8+dZN/ta4AZqtx6QU6TsC5JuIgF5m3IgwNDZjpigwcxrtHxyssti+11R3vogHQRoIjyoNNwyhvreULDwhUCFoCdaGb2ePjFbRVeOKUSLWgQLRg6jXb5L4fehPunJ8ZpIm8VEvfgo4tAEOntok6ZFU6HYYVn3ChcwUnBdP1kwBOgqLohI8FWAC9q3/Urwm4jwGftak7UX4UkEGnaD9ZbrZX67u0KZC/ctyvFXfw0RZ8ARsBjkgObTRDuxcjwCVQVfI17g9dw+v6zYL2q/GM+kgf/8cC0EWbapd0kE9WFE2plz3XFQ9xTpES/KVcjn5kdC+d99FmAlI10U47uCdNHPK4W0SiuCwzJ+xYEZo86D2hbSUo+cdrynPUvmW3zSrzVPCSCQDohg/pQ7xnEhMflPyyLnglrkd2D0Hh5Nn2abxONuDJBiwbFE7y9wx5Lf1f/YR6CACi6sm4TzbH6R4qfJcX0n6ETACco5hsx1Xzy6LobbZXtVuTTfwC4IcWAI3YcCaJ0DXoTG/QROjoHj8i/gv1EBMFm91L1brGDtQflx7Ex+xodr7nOnQKLEIB3Eh29Nnk3Ic9od+LywnJTfFFrqSlo4uP6Rgi6Jp+WFc6PR7cCQ/61g5DeJctQDbGACfjvprg5P6VsBfgc/HUicDZ5IL2BFmhj+A+HmuO8+u/OwU6BToF9psCzW5sNrv+ne3OjmIb0W203q3Qf/SgySP6+YKtGrGu7v9xVwHT7dBEEPPdGCy1CsCASsX/4Tf/QXYsVfE/92f/9HbZHMvrf/Gv9YDpsWzYQ1Apxt5nt24Ml668PXxx9pnhwksXDgFWHYVOgfVSIPubSYdiHG4AcZzh8xgVCZh+LwKmXzt1bvgjf+QfHZ5+5qnhyXiHKaj+1+9Ym/AQPdKhHH2xmfacmPplJgmngxncBlocrpxLnLfldJXfQYDm5EQxCDQgVT+GFkdROWXLAVZNb6BowBpjzHRycTwaAAsEG9zKo2wQA88Mbk0Ms/E99RVws2LI6kTbIXGCz4L2XHNCopkPY9CRs5lRGKcJBtVtMNscgVZQVFp1MBC3UqLeTeMhA+qxo1t7HUZg6wkYtuD05lZpY1zVkdNBm3AEPB+GssDpvEBdOSK1oRVS+BdN439bUE7boq9t+zsrMLDtw7u8QZ7UHU8lv8U5HOegucuSVvMYnSlwga8FO6xsFkg5rPy1mlovn0vJNzm1NRDHsMAQnbQOR/hOGCqfg2w64OG5DHQFw+kLx6sdqg4lM+P7ZGURkEflH5n7zzI8W2GIcZmVJx1tRyJye2Pi6MZ3dAB9CBd5kx9yg850JLmBbzniK786pq4M3cz+1Rb0LYcjfem3Z9cJNaGGHisnpfLUiyyZYJN1i2vqp0ZollSb1Bnd9LcCivSn9PIqHamOntFX3Y9GT9pEXQWGpFNPdRd0Ut+PwvF6K/KTl/7es3iUTENBv64MEyX0a/o3AadxuxW96djquzyr+6Mr3Je/D1rDQ7AKHcYr7uAjrUla+i/1hL/ypUUjeMNf8CP7y+DrBzEZQH3hj3eAPt2vwgdBI9tMp39oqTLpkf2KZsr+Hy3HE6bQa5WgTegPsixrjnXHoi/aCzJq27JPtA96l70FH8+UHSbP+F+qHfC2uuIB/b/2FwjDJ+ymSdMraiYE26SckIXz0W9ZqYyXPEeXFI/WiuWo1kKQ9ZrkXbJ8LgIW+JUsuY9+gExUgAT+ymWjoqH2NClAoFUa+B5nMLEBjdNeC1r4jSeAA6sVvZygVU5ACl8h/taGVvehWQZM4zr+40v0J6BKJyKhwCgbS57oqy/2W3r2Vw+YBjE6LEwBPIXvyPoz+DD4SZ+WY08340OnkF98SG+xORrP0XuNP9tkoU19sBMCpYftzpMTLWPsbWcFcjOG0pNkhJ2uDxRQIEteOUN3NlkjS23iBFmhc8iWKnToFOgU6BQ4SAqwBfTlxgBsJGMRE2mZBCakAX5J9h/7k/1/2GC1AVO1izqWwVSBU5X/ra9/ow2AkmjD0AOmXztsvNDxOaIU4Lh5EO8vvXz17VhWdXK4cLEHTI9oU3a0l6CAQYwPMJjxOc6wY8BU5Sf0MEqaJkcN0Dgr0gEbx+aAbM4pzjF9tX6bw6qcHQdFU4O+mtUP50AvHXYGsq4Dhpc6GOCWQ4ZTy+D3TGxpZ8s3g1xp8hOVcoxqpoOFE5+TS12TPnEsEpZD3HutznJ8xcB0FnhuI79w2HDQMQpdcw9YnCo4wKGnXuqwYTxGejSHM8dfWynR3k3jWU5KziXQBuXTLZu3DvxLnTkpBd1tqcIgZvMWPWGt2XLruxj8C2g258P8lY3apwKRZiDWrO7tKlzlcKB6Rx56Chig/Toh7d6oMJ6ypSHjH03Q4DACaiAJuuA9dDJjXTClw1YKpH4ITi5HOUcU2uVmogi5jwAXuqOAGxk+xX/u1GqH5mJu6UOM0lHtudRBWYfFHfmVf2TTdG0UymmXwawJOvCYhqRdfNlKriZTbOjj0Gtj+fA43UiHc0Tm1qyRRvqJCtzIHt+ScYEMEyKAgKsBNz2kz1gnZB8T5ZrgQnbUXdmOthvnVPUHC/2Ao/rhm7wTR7SxWhi+9KW+QzvJg856IfKlI1WF3qNb5CPgKC/PoJd0zulewYQKHLgmL/0j0K+jlDw5KThc9ZPVjpkmClMWnO6EvpUx+ipT/8N2oN+0Z/bRUU/bEaeOjXyrLHiqH75JJ0lUjH0BOHkFzWsCkWv4YNxHo4NzqAvUyk99BUZ8OFSkcV0ZRx3wUwWyz2cguwXcV10vpMKNeArd2nmzpTcDWa3vDpSyXZLuaJ80b7TW9lZQ4g9yqq3caXd3xtqjbCq2HN7B2XiOLQQP+M0D9BJE8KzfcUjAa+SwbEP2k7x2yG5LUYFa0+/BfCkrwf9k3Ic92Wqq6vEncUCWG8EP8hH/KStt9Wxrx0mylvgYfpf9jN70DMAjNJV7rqGRttD2FUSmv0oPoKVH8SXZNkkEP3Cs3o+j6+3T8mBDAqvqBVIr/7zYvzoFFqQA2Qw2zL40eTN4lk45FXLvOv3mqA+kb9q4NCb6BM8JUpp0xB4Z64OditZ/6e/11+Mt0JvkbD4NH3pS/uQpTlMG2EhsD9foXhBohO0ksBr4x/WSsbzZvzoFOgU6BQ6QAvp2dl6ozRgLxBbksaOQsYbJpWwqYwq+rrLZDhDVmUWvNGA6XUJ1CIzgv/tbX98weBDt3/+X/rnp5Mf6vK8wPdbNe6CV45j54Pe+Pbz3g2vDj8T7SxlYHToFDpICG0b/xo/AJvhylaxpjDAZJ6TTwtC5nBcHWfd1lb1TwHTRcvW/5mczWgy0OBo4xDhjDd44mg4DGAiOA6OMKM6VHMjGADJ+NudUXDc41PbpoImj97zRixzXBpv4Tr3LaWPLNNu11UrANOTiS9Wr9osGTDn3OHA56aykQUt0jf9kePoYzga48EvnUDCr296nysHmGXi+eroF+KQtx/NhaItFcOAUi2qE0/Pz4Ua8y9QuI+X8VNeig3pyPHBEGtBrY0EPjshZ8ouuVpYKAjCoyzkwCyftjMba3uoDKyZrZch+0dM2c22LLQGC5kBNXpiF8CG4pl3wmxVnVmSj26x2OASorg2Fkn/6Aa82B27TKXjqMAN84c95Z6zFodyC4E3G3DMopWfoKufu06XxnwE07U0Ws66+ZBrgPsC/pTudt/ybU04+i0ALKNCTbct3Og9edK4c6AO8R3afCh0hYEp/0K3qBXcAf78iSeiOWKUYq/8FmKCh/6LTpVfeOqHhu7lSU/l3olx6sFbM0znQzgkvceTfRy8yV1vmld6sVXH646hyyqRAZQaE4hl53Iz+RfvKX+1MysCrJobIU93pSfoH7WZBJMu0NaGkVmnByz3l0N30Lv1Fn9oSkB6VBh/diICp9oCboAWH8dPh9IjmSD6aVa724CDWfvpWtCFtylSy3+qtfgDdlBHJ0qHiunb1wTtFJ8nx5lEHNoL2FpSrlf4sF/VfB+C7YLW0BZEPvdEYzSvwpD21yd3gh3RmRRuitWer74ajZ3zavcWwVS38RCboE+fRrJnHhv00Jyv0wpOOWj8/8ZV8FhnBZxFQbhSf9XH0VJXvHv5no5hg8KJ37kaZgXK2C6y1D/rhR/LP7+UZ+oGc6lsfBUDu5KnJUa3VHX+Qbe1ibCGN9s5P3N/OLiv+pP/pOUFR7eIP36CxPJRLH9BbtcpVWXjZvQ6dAstQAN/6mNhpwgM+I9uuZbA0rtM52bcHL54IBWA8gxfnAR0hWOBtCvSk/rl2YsTf+tVZIFcqJO2zOJZu0Yd6P7l7dB09BAfBB/f89swOaM0qsl/rFOgU6BTYNQXouuypqTS6K7Vnu6ZPdvl2jFMuf/wgJ1FGktCNm3ZX/DyUsNaAaRk8lPlvxgpTxo4PQ+YX/pl/es8EYRz92q/92vCLv/iLw3vvvbfn/GZl8DM/8zPDL//yLw+Oe4EeMN0L9fqz8yhgAHftu28Nb9+7lu8v7QbSPGr1e+umgM5Qhwny4Ct6RJ0io95xFSDb7HwnZcnT4EEZxxFWFjBFnKAZgwb99MecDfkutYkBcxjopxk5RkAFSzmuBNw41Q0Iq61Px7WESM7BxxFvQMsBKb1s5IQvbQ/JGWw1jq2NOGSAe/G/AQadi2zJy9HdVvYIOseqwhgIy0eZBrcG13Dw2zXgvvIMoHNiWTh8OP9fffZEbv+7TkdpIrCGr0a/5hjjGMdPHPecWXwB6s9Jz5GIDBWgQWcrpDgdygE5Ro9h/d6dFjCd55CVp498bGlsG+UKXOwnPdm4VmsLXuS7+6L+rsX/oQQ6k2PT5IJX8F+00ax2OJTIrwCp4lsOK5NGAJsKnx4FhxO+Mtayeu96bGnJuWfygTpw8rtnyzeBpvLJlS5SdzrJOT54Mr7IkDxdLyegMZxPZJ3p5C1QxoFYaZJwc75SLpLGm++0lCcclG1r7lzxGPzXgmltAC3A2rasjYQB5RSn+5XNqflSrIx2LpCnDSuYNgedPd/SB9W7EwVu0FA/hcbqipDwcw3twbPh4LSyUn3xFlB/PUY9hw/HAQBtKYAmnZUoaIb+0gsQK/diBHKUNb3CNAuY8aVk/G1FIx2pLT2P7vpOE3/0a0Ab27JfGr2scmtSlb7NZKXmQFbl+GvVymfHX/hwkmXWv9K1+jc6sEVA0aaCHo7q7T3kdCsa1RFP6heOOmjHNtEHvTe3gNUm64BG92aryL+dN95FXxMwHLW1SUBxyIC4dBmQwuMB8Es+Dx7eaUJTPjD5Uqtp/YpH5DrJepz8od9BruQ9ebCj4AU8ix/qvF3d/pssti3CmwyQXfLKLoOjiQ3KInMCpvSN+pqoIKCM52GNVuxKaJAp8uV+8fL2GByPO+rdaD6hfdCs7C7XUYasgiBd0rTut6tbvz2DrvhOW2iXNgek7Sij3dBWue7REdLSnTlxMfSE6/HfoVNgKQoEa2WfVpMt62HX6Wn2ch7jNzlfxA7KPiwYlD7Fo3RM29GpTe6Yx6fKJTNAX0sXmejklSZ0UZOLdi/1UqSltzwzeaw93L87BToFOgXWSIGNfntil9M/9KVjqLyNvto47WqsMKUH9fO66Xk6cI0oL5z1WgOmhQUC/ubXv57EYDAxiv+pP/VP1u1dH3vAdNek6w8eIwp8+tG14eaNd4fHzsZ2vPH+0jKsjlEVe1WOEAV0fK3TbEj7DfAlh9uq+HNcjo5Whxxjh/wo77jBqgKm03TRPlaccvZ8cPdBBro4nDkfDhMYmHJWGSxyIhs4Gixqcw6q5IdAOFcYTDyz5bjiWMEfzDJOPQ4Vs3rVmVOlHF/N3YVPBTnbNqW2PVKm8maBgKuVPzkLPvJDt0AnjUQ4w9E2SfAEeHXDERwnfkMXrgIGyjrKwL5jGFuddDNWmjpqEwN4Ae8MgmusoEe1na2IpwOm+FJeggACprbjde45TgHgXFZAG6N1C6BwbD4R5+16S7E/31CEFafIjeCLCuCgQTnwCuf9wWh+KdqA8wffaQeBK0EQ1/DxcXf4VnvljP/gVfKJF01gUP91BSzmt8rOd/EQ3OkPvEX/5BZHoUwMUPH/hdiSHAi00XXqBrQ5OfK83+Qp2zuec6vSSesRQb9KSw/K+9QJ8twChdLtBE0vtIk5+hkDZTsBhJpNuRW8s1KSHiTerdy2ivL9mMhDjlyrgKny6JLk26gnvOlh+ZacSbMuENx6IQJbz8fEjAyE0m2BBP0v6IiG9FEGTKNNUBau+gQyhe6zoPov+sPEE3la/a3u+i11w5/yN0FHGRdjZbh0H0YAVRAVreQzD6TXlvrSDBhFPnhAYNIkFWN11+FsEoV3DFbQowLd0qtPrWhJJ+28Qmfcw1f0pfrAGFki2wRVUA/0FJCqdvWMgF7V04Svow7ao9k47VUCZIwerklj+1W/LY794L907LNrgsb4Be9mvxskR3ZthQ88R8cs2hatnSM/FYsTeRYPLFJXz+fHVwC80NBF/CGvRQKnaG5VL5kiS3is6gE357Yi1heQw0onLXo40p/qLxgCBTqMDu6wPQW0UVlvdGOQcC5oTzwCZulP94L8GwFTujFXRceD2X/Nzb3f7BTYSgGyrd+rYCj+xH7YlE42uawmC43f3V25SFs8SYfQi8bVeFLfbhLKeIvzem7eUdn0lYlwdBZ9BE+6hwzFz5QNuErboVOgU6BTYD8pQO/p140R2OzOyxZiy/vQg3RgvmIpbMxIkp/9xHM3Ze1PwDQw+/pvfSOJGGOwhD/+x//U5NfuDz1gunva9SePDwXuR8D0w5uxwvrsM8N5AdPjU7VekyNGgez4fE1B9J0JDPqdBsZTj849rfIq/xjHZP7HUQbWFjBF4SDkp96lFg4vW/rZUpWz9jABBzWHOse6QWM6qqLBOU843QF+4DQpZ7HBpIAHnktHe1SJI+XKZMWVZ+TDCRb+4Az0tWsGpm31DWfwPMelgClHNScbQxAqBtk+noWfAS0eZTz6XThaxSO98jmmOUnV7SiDOjKYGcucrfgIjcbvOatVKQxp9c4tCIPe2qmAk8tqYM577cU57hrnLHpJa5VR/Cdo6+bcD0eCAGzQPv9GeVbe6z5WO+NDdTeT3Ac97se59o//QwP0JroKaHP2nglHDFr6ja7HHbQX57r2qtVqnOBkEV0OI9AnHHLkjIwJlAkY0il0jtURF2OLb3UQDJbOINYzxXtkyOQQui/1pIqqbiQo+eXsoyPlQ6eVrnKONMpaBJQbqGVgVwAULhx/+ExeNQkmfk70ZNtqrgLBGfANxCKbxF+pyvasleuuNh3cdO0iOO0lDZrok9RBv6QecAfaBo0bVi3ogq54Cs5INkma6cdfRSdBQvVBJ3SO040+Wb8C6FTyactc5V0NPYkPBG602zyQQ7UfvPG5vOBGz3IKC4irY64ujesxn6DpsxFe6u1d4bU94KL8MMZNm6JYYeycWlcHddFn+539RuBIT5FVK6db/1JPjnM9Wr+1AV7GT7PeLbtftWm0b/yTtI+JSlZ4/yD6Lm2LR+gAuNIb2AyP6ucqgL0IrlHd5DGsjPe4zfBzNOvCIA887Hn40E/4Fq+kXgyc4TYPTLDKnT3C9pKX5HiLHAJ9NvtD/dQdD0qXdmOUxx4VvHCPjMIJXXYjB1ngI/KFvugFFqGX1pg0yUz92e63PoYdrt3oQjp02cBUItW/HmkK6GPtfGPCLH2XTv+mEhr/haCTcVPSHON/C9T4hd4wrtZPscPoI/qJnpNmkuWWZ2edyN6Hjns+xjd0jhWm9E7j/WZzSAMfOqpDp0CnQKfAflNAP32fP3Fifxljsu+anRh+odCHxjd2jmBvLaoD97se0+XtS8BUoV+PLXnH8Ef/2M+PT3f1uwdMd0W2/tAxoQB7yODwg+98a7j64Mbwo1/78W2dMMekyr0ah5wCZbgXmjmIiIuTcXE6EKcHFpV2t8cq05FMyP84jhXWFTAtunNghH0TDoa2BSLnF+f7Mg6symsVx9JvnM4a1EDR1oD13ioDWE4rDqwxMMDK2TUeOApUcoRxoFhxxaEmEHoyVkpx9kb2WX95xfg485Y/Z9w4H/cZhMqI8W860gSZzZhjEHrGYJYjmWMXei0Q47nJQHmCi1nGdHitXJg1U1l5RxHQm0GMzt4Zy1mARuiWju+otxVMnBFngv4G/mMoh0M6viIQxOHA0aA9BEjwRW0B6EnPWx2J7ocp0Kft4a4ePpx58R9y1XgBPRrPttrjEefxv6+Ahj7e3cQJjI5kDQ+jeZMDaR52Di2KaFQtYUpkF318relaG7Q2wWdwXKU8pr6YtLuyimfJwm7oQT6sWsBTtn8WVPIbvwHtJ/CiLekvfBW3J866liaaNe9VEGBMYLqfXovDcDJ4QNCMrAqgLbOytPJUf6jlhJXYigkGtrQVsBjTufhf3Tgb1e1GBCzUzTMN80Y/NMSX+gKux2UDLoXbskflop1yOVRt1emoD5nuj5bNu9KX3tAOaEF/6i+iOVLXKZ880XtWwqCtAKKJGfg3/ncEecBXHvmJC4IXHm11nATIomLS0uXyt5U9/PR1tj5vWym396nhtWVAHbSdI3Aonah/rdno+BBuAut422SZ94OP7GCANkcdogmyDdgOtlg2eQrNl6XnquigDaKpU17xFXuQfUPe8Ft7zYC2aiuq9cUcYdIsArhEndk/+Gg3AVPleNZq99ZfBQ/GOf6nLz6MVwLAazuAA3p/6bmn0gbDusWP5AkNBN3scEEPjQEd6EX665yJfMGTru1Wn1feyk9NF0f47KW/rTwP0zHrF1/oq538jXlcnZ1rmwK/g7QL0UL+8qQTTLYx4e5WtB09ijXjv0OnwI4UyMkroYO9I13fzg7Gl3RW8ueYQSO3tG9CRZhwh6/pwZq0QRexZfSZ+H430GSAnotXxYS+8QoNOo/Nga9LX0nHLlmVHbIbXPsznQKdAo8eBfS9QB9O1xkrlN6jD+nF0omL2oktx8PxfeQDpm+99dbwK7/yK8Onn366FoqePn16+IVf+IXhK1/5yp7y7+8w3RP5+sMzKGBwdvfG1eHK9XeGP3jmseGNr7wxI1W/1CmwvxQYjwcY72DckbYrq/2eVeZqSzj43NYdMC1HQzlnOcvr3XcHUXv6zSDV4I+zhEP3ZDhLBdk4yXIrwbgm3Rjwwpjf6i5jzYoJDljOFANczxoYp/MvrLzmko8BMddMPCjrclhVPkUnhp+BMKOQU6byFFSw4ogjDc6As1eADLTBbQycDa7jxIBXwLYG5Mo9DqC66Jn1ja9yIKgz4NhUZ+2IBmOnmfv5fHx5jvGNLz2LPp4BtmWUHedAtaXjrPzygQP4wmfV/vCPqiTvqRNnLn7ESznbPO7VSkfp9huwHp5HQzKGf9uK0xaEJivulUwsg5/25MgEu3l+mbJ2kxZmhaNjo0Vg6scKQHu31XBtEHkiMraymr7YDT3kR/9wCs96Z5sJJrbkFRDwu4IS9E7KTdSJeirZ0e5jkL8gCbrgAW1P7KSXdlpex8/O+l2TRUyauBGBDBTOlYmR99gBWQFTM5AFKQQsctVkyErjns3coax94KPN6ILpNJupV/Mry4ys6K9APXU3OtfuAORjFVB6owLHAs3aWVA4y45ibAsY7JNtG2TN4BZdgg47ATTh6v3f+LA5XwXWKwDWJnhoG/fpAjyhv/swdqDQn9XqOu/czBX9kXbZ2qsn3B2B7+KBuNxkMu5F0dkHwEfQXn972TvXgy7uHXUgixWAbwHTFoBbVs5WRQfNQeL0UQLktsZn58Rp6gK8r7WlwW/6NvyxTFvglb3KL16orbHxMp6GA1wvx9bfdNgsyLLjBv34xnMnWsBUjeKGuuuHa9KIrc7x/Rg8XzaMALKVwRlYCXzyT4JdQE00CxRyRTqdu5f8doHCWh+piXBlCzlX59JZaGoiY/xnO2iP6qPoukXkQfvJUxna3wRJ/eSy/LlWQvTMDzUF8B+bie0kaEq3mEzIDhpP8KpKmBw6nhhJd7QgQdONxePkejdAnZAN40r9A71FTuTHVjLGwPeBYo5n4d6hU6BT4PBR4ObND4dbt24N9z75ZHhw//7hQ3AXGNE9NUJjr3jNV3S5MUZt4zeBU2lYUewzv/cCJ06cGJ5+5pnh9JnnhjNnX9hLVgs/e6QDpgvX8hAk7AHTQ9AIxwSFMpwESz+49s7w8ef3hh+J1aUG3B06BToFjicF1h0wLaoxZBg7HA0fhEOSo4Ezg5GTQZ1KuOajgalBYW1rayBoEJjbGsbRbwG3nRzUzUhrzhMBU3WgKjleOKPkN29GrucZgurPqYsWPgJdHPqCFoIA8k0HtICplV1xlLfCDJblAzzLGecIwr+Wg/Kd6tFSH93vcoyX48B4fpbjYbqG6Jb0D0sb3UDSNY51nm0Z+TnK9zBD1YfzzlZxVkptBEzVKRgDn3K24BF8lcd4sD27P7VDRjaFyQQcRi1oJvC2SWf0xuIJ2U6TQdPk9+jWRh1cw+vVVuO2m4jLJMODOZSMKx0vrcpZrb051OgKR3J/NgNNsycM7FR7+d2JwWhuoX5v6xbqaGxFaAVMawU3/nkw2SpJ4EP7crq11WKe2oTGhy1IsJsVpZs5tV/oKlibW80GDdDWKgllj4F+4HzM7UCj7xGosCvAYVkhBO/qM/Q/VrsLlAh8L6LPxnVd5Ld24GwQNB5vJQ8Hk4fgE02ZemOZFbbZ9vEF95fjHagcsWTRVlq3YxtWKzf1bWT1fPCpPlIbsAsEbnHLuQgU2x2hgsXqs6z8VL+gnskjURm/S9fpo/EoHUhuHPX9aFITutR/FsAx+/hIr27ybOVt9r+znjuIa4Fi1kt72Epbe6gnvA8StDneY+uQRW2Dd6ClLXxc00+F2CYv7he+KEP+XrLiyuST0CXoSH/Qi5cm7z6ehY9n0fZs9G2vnzmRtiZdD9gb+mS2r3zwuwD9LCAfVpqaPEAW2H0CK9vZc3LBh2NKFa+7nDJA7QYqJtUct4ApXkHblPGoJn0fLJZHvFRy4JiQtGrBImOCJhOt7SYp5h70twKm2lE/YgJKh06BRSmA33JnjVjZacKuAKpJGq6XDmTXGA/Sj/pMH3b9KvUhnatMEzNezv6h7UBA192J8uhffbS+siahlu3a9AutlmplZTbtojTs6ToFOgWGQaD0/Q8+OBZBUjplY0J8/C4/BZ244fcKvXj3M6/4ildnPGj6Zx18IHh67sWX1h447QHTdbTejDx7wHQGUfqlXVHAQEyw9KObl4cbD24Pr3/5zeHUs6cmQ71dZdkf6hToFDjkFNi3gCk6hAHEsc1RZvDHOclhxInN0bEfYMVLbikZR8rNLHOrXPhRDERDDebgcDvHVOFYDngBKB/Py8dzHGbyqRWl9cz4WA5dq7Kq/iggYIE2rsd/DmZzW7hwnHEgc6YzHkFSbEI2uHNKMzjbzPnNAFJLfTy/a9Be7IM06F80mlfretYR1DNbz1teE5K3hIf0G94GG/gGf6GJc//4A59yKuYnZI/84TfOvqLfflQNLSvgYBBEZoKt41pzGJEj94E6ldNcnQBp9SudwJN6SS7Q81Q8yAHECcrRLa+SR88eFNBvdJ8qwE2d82+PjIUG0YyTtm2BH3kXDfxeBvCIYAZH8AexAoouAnLx4cC3VSwnfq2gN2TlQPbOZbylTM6/WYHL4kt5Qk3b7AXwRq0Sr2BtrXwd55t6NeqV7yeONnAUKCMDywQEx3mu8newajokBUa8K5nOx7uCG4vqs2XwaXxja1Bb0G5OYNIaeEdj0wnlsIifC0GgnPxtUtIrETC1nbkmxkdX7z0IerctdzmL8VDcygBSrvqNAJKyBfbcq/5UwcvKDznDl42fm+yxNdTnsUBI3ngUwAkPWYGKF+CCX/Tx0+AJdawJH089/njqIXkLhOH/wwQN37bFcb1TE6/tVe72Wkf64uZoa1ssR/+D0kEZiAp67idFG7029VxOros+hSzQF1bFXk1HXdOL03TI56MeAqZvnHkqJw7g/+yr4hETBry71eSBWsE1nYfzykdfYRXa85GfFdcmrMwC+I11K5plmcHDWFJ+ZEt/Gyw71zadlf9hv1YBUnUeA7rgJ/fd0hbYjI1kK3KApiZQLjOBh37IiUXBDzdiZTze6NApsCgF8CFZzGCkvshn0ucbN+qnmn3CXm/9kT4QP2/l8EVLnJ2OTkhbLfpbOxi1nUlinB787N31yrITBNkgW/pOKqjZ4E23kC3nrh90vzK7lv1qp8DxpMClS5eGa9euH5vKVT/+afiy9M8xpEzbnz/AeD7HJlFbtpMJZ59MAqar1InTxDx77vxw4eVXpi+v7LwHTFdGyvkZ9YDpfPr0u4tT4OMIlj64dWO4/On14cJLF4YLFy8s/nBP2SlwgBSozpJToMNyFNivgGlhVY5PDkbOao4zM2g5GmtAWGlXccQTHHGcnBz5BoTeWepYgUVGmHQT/8lCAz+4Gsjyk+A/+S8TCOHEUfe7ExpwanFkGhAbrDry56ZjNoIU8J3n0Cm6cgotg8cqaNzzOPwUSOdp8KrAQAZMg3fJn0HJPQED8hfMg3/2E8idD0eLQREZFczwG5CDCtqkMzTOOW2gmXWKH3hfHuOAqYkFJTMlD/KcN4lBeasEtIRjkDedtiZBwJ1zTB3zD+IrAOXQXwacaBZk3NXKxAwsTlaYXuMInihFaNKXVqi9FAEtwVB1UI7yBMRsiYu3XOfkr6DqCqo3Mwv0pUe9yxgO9Hj7POy4y3oFvzvWNr4P4jmTVdRRPsDB78npzHJXdbGaHg05TjkErPQ4PwmYrpI/pnEu2bEl79V4l6StRuNnTrCADwEL0qScTT8771wfpp/S9lasCJgCfbyAqZUr43dC41eO2ZpERW4F9gSq6AS4aOeaaBVNmP0bmRbkoC/m0an6RTPRcyJSOGIAZ7Xn/ck79V80OnaHI/rgjWmIYrNPFtjmSLbqRlr1s+JMGfB9+MnpnPbnXFP6oHltuYh2dKHrvoMU+w61wpSskVntqL2FR7WBvglvCmZrw+oD1k3Xal96rgIIuiL9piCnoDhe3S4wjpTywL+vR8BUoBOP4XN8Jg/yVls+71QfeeGxkieT5ma1VzkaHfEfQEu/A/WUo+oHk+sPoM0bVuv5VkdyWHWvUtg02o5Mk3Fp8BmewmOe01+xs01SSRohcPzLK/79TKjfZCeaMtvTxCJbK5P7Dp0Cy1JA/5Y2b/yo18LgzwqYrmtcXHjifX0ZfVWTlMgGm8gEOLzvnfDSNdup4QvvlLe4T07Ugb1Nl3foFOgUWD8FjluwFMXKjuFbM2GEn/CziR3uVSHGoFQMu3E8oU7fvE5YZ9C0B0zX2XKjvHvAdESM/nPXFPjk7t3hw0vfHz4Z7gynzz8XAdMXZw7Kdl1Af7BTYE0U0FEa9AIdaTfXGy0W/d7vgGk5qw3KGD22D+UYY/ykQ3NiHC2K/07pDOQ4Yc3ezVU7cY5P8no4SQwEBSY5kTiYwCIOJfhzgOE92xXJT76LPKsMzhoBBg40hiG+5dQMNNNRHWil84bz2YopeMrfYHoWoGXOcg98aoXVNklnPd6vHXMKNOdfCwThWQMTRzzDAWxLzHHgaD/JURyNX4vH61qgOHFcxq/2n7ICv7wXR/WQ3rNtckST6SbjtjVsEyTWEaiExywoenN40Wsct1zn5Lhmyq5SPqs8tACNHqGNipDt8o7feMBWRxzBtmTjJANoyxkmkGCFaW6XGufyTwdbDGzxkXq27eXa+7nUdx1Q9RXU0ncAq19zBX7Ufrre+J3THK4C2PohujQH3lFPR2CFof5ou4BIJlrBF6r4cABwwAvenYp3TqNvBprj4nQdVlDsRhZJj6izQKIgkDrftbJyQodG343kC//AI6dim0F1eOnUiexzPVzBIk7WFphoW0YLiFlxlzSP35yur0XAdCMwpK3iL7fyj8AE/sSL8vCu2meDZui3Xb+oPFXCJ8qg7yog6hn11Pb4dhJLzfzR3urbaRBQ4Vz28Y5JwSycIwD2wSTwLL8JGacfP5BzfAZvbVLvxOScdx0t/Vonr82qdMkjOiUOgQB8gF0RtBEbie700W77sRJ83L7amG1YOoacwEWwN9DbFtQDnQX+0ZxNhyfwML1qgoCJSnOy2Mg7Hs0+DS7kogKw0+1Fr9FZypGv50zCgL8WRuODamsYrBvUmSzT63iKPKdcx0k0V9Bm6/hC2tQN8Zz09Bad4kMH6baSlnGvdIv07At9DMAX+jwBcHzRoVNgNxRosjmW0caTdEz1X7vJd5Fn6LvWJzTe90zpXPoXp5+OPhaO9ItALt3jeqCXslGyYwIR269Dp0CnwHopYBved95556FCBPbeePPLw9l9ev/mQwgc8QuXrt0Y/uG7Hwy//Z3ff6gmF199bS3b8/aA6UOkXs+FHjBdD10fpVwZQt/79jeHzx/7wfDM+VPDixdbsJRB1KFT4LBTIAe+EySZ6tOOhMOO/0Hjt98B06qvdmsvcG+zWTnnbXdmkMb5w4mxCjAg5ITmgOUI4UAyEKX3vBNKsJP/o5wiO5UJby4peVQwQRmCM4uCPGzNZsvLWq1gnGngasApL+dwE3Cw7Z/zeY5Nzh20AxUwXRSf45yu6YdstA3dEGc54J9Hz+NMk3HdOBIFBm6FM7jkr/H4ONXR+U0K88MBHz84N9MhFCt9ngvHT60qW3c/UXrCDFm0pS/oiZy8EcIsUMZlTs9JC8j4onqoPbG6b4456kNQyTscbUuKN+ANqDd6SbCX855jmW5Ca/paQIyjjQbyTi73BTC9f7OgZdXaZfNq3V3uWI7xDEhPHHv0vADWLKj2CDTTmS6NVYb0pvahy/GE9rJVqOMyoD6c6Y5o6WltWyBv5QXJso2Rpa6howBWBZrReF2B5sKnAlac/hWYuhN6IPvfwH+Mez2zyBGPjLf4s3pFXfERfgLjnRKUZ+KQoLe2RINXJu9S02YV2LUCtraIRjdtbctf7+acFzAtnLWvoJuAawbfApfogtMBDDctFtlm2wg0wdmWX41vWi7usyFejBU3tk0etxPet4JWQEwQGl8dJuDU1i61msgEMvxI52izg9I729Go+FNbsZHoIzQum2u75/ZyXZtrUytLS8fBQ5vCQcBz0XcIFp8IqpPl1DMhXxV0XbQexZPPRz71TlR42qlgDBUwFSjEs/RM2aW00lTy8aPH6jfdG2wSfNL0CbqTb/SpCTMVhHLd/WoLtgH9Mx0w1VcDvEDHn4p0/kwuYcfPexftsSJur8yxowAdwT5mr/lNNui5nBQScoT16S/9g2Ap/RIqOdORCn1H7YKUW4aH/HimScyxI1evUKfAoaDAt9769pZ3lj72+BPD1376Dw1nXzh3KPA76kh88/e+N/zab387JrbFIGEC3mn6pR/5sTpd2bEHTFdGyvkZ9YDpfPr0uztT4Nq73x9u37s+PHXu5PDSxZfS+dCNnZ3p1lMcDgpwS4UNn9AN9eXb5MACplCNdjNA45vmGOOY4hhdpWOMk5ADzIDQ4I4jKR2E8Tv+23kwzqIOQ/jy+9b6AI4TTsdFn8ernLOCVJc/bu+Oc42T9kwEdayYaQHP5nCHI2dnOtvnlGMwW6uDMgjswQ7N4R6esSBxthGqaMN6F8+i7XZcSVl8Q+5sKclZgo/i/8jCmPMFogRVOMBzBnxEV/QT+wHkWpCIsx/PccQKmNI/yMuBmw7bIDan7DgAsx/4jcvgNPZONiveBc7pY7wRqm4DqBR40lV0DAcbWkq34XiOCxxsAgWpdynHAPX1QXoyt1f1VAFTDjy4w2MciItiHgLtQRM4As9Y4VgBUs5wjnb90LIB03QcRr3Vi0OxORY35YgOz/YPfkS77IMireuCvM0p2ei7TH/SarL8d/a7gSdZRz/tbZWkvre2QV0+V23bJvoIltvKT4AOn2jzzfbf7C/xjSCmLW2Vj7cuxspUsqCtMiAe9+glQSvplYG/pFNOhi/i2jyo+grsC84q727wu1WLkWXmqWztEofkjY9+EL18MEuQJ0ERdMkrz7aAmvQVTKmJJ3jnwwgAo+FhAnXCa7mSOWjb3tvY9BF7Q70PE5BRNhY5rG1wdyOXi9ZJ9dHgTPCrFfTamUyaUFCBcLjQ2Yu0LFrXine/8ZDJKPJbZkKgViE7OwVMi79hRx7Ux2cR2ViURkchXdkz5JwM0hcaTNsaC5BXtKLzUgeE3rPal84GaFayUP2Ea2CsJ/RqzuWvrHo+E/avToEjQgE6Th+tX6BnSjZyt4WJDiEPzU7Z1GP0YCiXvK7/aBPkvOu05VMyc0TI0NHsFDgyFJi1uvTNL31l+NJXfvjI1OEoIPr9968O/8vf/v+2oLqOVaY9YLqFxOs76QHT9dH2uOdsDPDR9avD1evvxJKAx4bXv/JGOuW7oXPcW/741S9M94TJuPb4VXCNNTqogOl0lcphzzHKQcaJ4Zpx2V6gAqYGdcDgz+DQAJCuM0jkTHScB+nAiy/4GFRKXs8u4pRSDXmUA5bzzIoZK2yskOHsPx3OX45iH7hV4Mpv+M4LhMIp/DYJ8tupPvPqepzutZUXbaVc0cRKAb8zeBXHHZr+OJHjobokT4ZHUdDCSgkrvc0ux3toh6f2KIIPlbmfF8ohZGtEARyytVN7F03gmXWPL6LVrqefKOWz9Me8+tBhglB4TuBIUI4mokcEWdAZjeFZW3zOy2/V96qu3mNrK95cARU6GN7qnvWfUai600doGVXI+nBWO6djOdC8i1OQMDXvhOh0rbpKk6GuON8NFN7KTn0c3rtl9J7nBWQEz6yobXq4rQRbZMIOtFWp0Bf0tF0mvcIRT4Y40+EnjQCVgD3nZNY/0nkeHazCxRf7CWjGyS+wC0/11/fallf9M9CwC4TUQl1ORx/7QsgbniZz6px/U9WsAEeVjwwvhKwKRuJBQQ/4kBUygyHRDX9Z6Ym/lgF5Cg7jc/qO3iN/+DLfIRc/BFWU8WG8w5fcwxFerY3bu1mtcB3Xh64UODERCj/hAc9B+aAhUM86RQww6Zq2RNSTzWF1EHuIbsKLFQA+aJzxZ5Av+dKEE8FyHwH0VYJ2xZttAkhz/LetJfHAY8l778fENmWXPbZI+fJFZzQNEud2z14/gU8KtIt0ZZfgFrfpJuCe5+UjgHsxV15v5TtpPYcsGcSI59SneDgzeoS+yt4j59m3Bl3QGU3OxGREtEQvfJT6LiZN0AH0jGvj9tEMnvUBzkFklbzhd9nzdc+1Dp0CR4EC+Jret8KU/sPD7FT9IWBPmagbGxyF/OjHI00kKvvA8/p6eegbN8fVbWydmfSvToFOgZVS4Hvf+/5w69atjTxffe214Yd/5Cc2zvuP1VHgb0TA9LsROC149syZ4eU3vlSnKzn2gOlKyLhzJj1gujONeorZFLgVwdIr194ZPvni3vCjX/vxNIw4CRhBHToFOgUeDQocloBpOXA5HTkwOMlWsVLDYG68VSNHLAeuQKpBHmcWx9hOeo/z89P4cGhFFumQMqBc1OnvOXXk2JIXpy0nHIc1fNJxGRkbmMpfek7i2N0vPWgcZ23l6WxMDWTLPTt25D4aXLx9LcuRHSyVHi9BEoEC7Y7u+ONRpxfe4SjhZKyVGbaas0Vnva8NGx5F4CAl6wKmVjzutCKt5KjkNY9RcTLLAes+Z3T4XjPgQC7nQT2HthsBtHgk+TIYUf5PBg/ixYMImKZOCnkQQLpiK97QSWTF9XltrtbsxRAjvzJtPYMk6GJCQk3yIG8CA+Strbx6PIM3ewnQVFslColFSDLEFgD8LsCQ9Y6JK5yAwLe20S7zQB3VzVFSgTsrHsGVuw/SGU+3wzGqHLsHxMrE2EJWX4QOngPo53xRvPOhFXxpK/xIF8JTwLJ2d9jLlrKqpT6cq7attbJbez8dXtdZdSz5EKzQ3wGBPO2jfxTIlyaDsEFjfOUcH5Fp/eYyoN7qTL9diXbX/viADZD8GvmSR+1z/W4LmHpGMFUgV3184DiujzR4RqA0t7QO3KcDZMvguaq02sNHwMiErAwYBZ7ZTkG63JY37rEtDkL/bFfP6rdNaBDYrkkI0VQrBU5+fOSVDWUTkmsEgkPpByvv8eSixaMv/mhZTYIRkV89736QPflZ20ibshhpyKX7rmsX7+C28rXs2Gm+IzZpN8sgQGBQvfJPRo8QaLOaXEEzkGttoJ+pPiiaMfs3es+q4ba6vtnjVgC7LxCqrXyKhH4D59UGmTav9q9OgaNDgeThQJfdYiIhfUF2qJCaLKWvIDPtuDnJuOSBIBj/ki99Pn2WY2nHo0OKjmmnwJGiwPR2vD/9s3+4v7N0TS3onaZ//f/59Y3c17Etbw+YbpB3vT96wHS99D2OuTNuBEtvXr88fPT57eH1L785nDlzOo2d41jfXqdOgU6B7SlwWAKmhSFnqMBkc5Q1RzYnmcFcBRwq7SJHgz2rUThYBTg5CDmiOFpdT2fVJKNZgdPmEGkDSQETwGkb48scJNKnY5Ce8xSUI9wp3DmlHWtWOocNRw6nGGfteIu/ooN6ex7unLQ7BWjGuPTfLdCFn9Ax/tPpycHIESBI1dp//wMWh7Vt0InzVQApAxZxFOwLv2LyNRpO2HvD+btoXYhKORrHz5QIyTf+l853nNf0b04ccmP138VJwGqeI7nh0HilgiAc5XRQk91WB051OoR+mQfoJR/P5paOcVRH5xkgipNNx/j2gaV5ZezmXtWz8NLWAj3aHX4+i4Da03NAPes5V3wEusgaenlnNAddrToc6zvP7wdUm1Z/UgER/c2i9dbk2sxqUfqbHqdLBEzlfylWpNk+FG2BPuf5CB6+/mx75+YsGdiPuo/LgCc9CHe8bWIEWrRVV03mx+kX+Z3tHZVDG32rlSuCPG2iT+Opxheb+hYewXKpnzMgFbigrwBqbcHqGQFLgS08o+3QvfT3IrhNp7H97/sR2FaGbXm1FLxNonLU31ph6nqgmHxrq1Z6ZF4/jI5kyYSv3WzBOo3nXs8bvdGv7WARzRL0Uyc1a4Ek9bUCmlyqG/rP05F7xWne80VvurF2G0FPthNxgnbDfF4ui91DG8F8/cLZqXbV5wmqK/tG8IFJfInbYlnvmEq/IUBLNnLSViCjXdiYeAhu+Ju+FOjGl9F0zYaNZ/E/aPrbxKbWb9PFade2Rsx8KpjhUunqfPgYftENeEdb6XPYy/6Aq8VDztGD/tO2eE1b+00ftnRNL6yK35TZoVNgEQrg2ImIr1TnVdmZf5yYjGHlOl3T7NxmF4QqmuiOFjBlx9E/5Im+6uPQomQ/dgrsLwW+/vVvbCnwj/6xn99y3k9WS4F1x9l6wHMG5CIAAEAASURBVHS17bVtbutuyG0L7jeOLAXu3Lg6fPLh9eHK/evD+ZcuDBcuvjgZIB/ZKnXEOwU6BXZJgcMWMOUQ40TlyMgVb6MZ4By6HKnLQAVMT52wgqQ5A+VrwMeha/DHcbLpVDKU3IRyLNfqAkHVCpYa0G5NvRmgk4OtFuXL7WKFxPXJ1o856IxMDFI5zDgsXRuvVi06GLgC5RSeeaF/LUSBomNzgm0GTbVLBtHjqB07NArgd87CcsRafSGIZsu6DJzGTYEW6UjiotKIxMHmOQN9TGs8LaAkH2WaKLBMvuO8Zv2WPx0g2PLqggErPNOwaI7Tqqv8k5/iyHm0SMAv6yK/eBAP0mucupzjjpy4aAPHCgDtR7BCnaJZ00F861Mr7Vo7a2M4LwpwLyf8mE6ed49sce6bEGKVpQCa7SWtaBjrO+n3A9DchAB1h68taK+OAsU74ZD8+v+zd6dNliVH3eAP6qrqrq2ra+lV3Y1aSC30iEEMIDDxhkcjY+AZG8zG0GDzCeb1MGb6GHrB1xhjxAcYM5ngDTIQ8EhCQrQktPReXVvX3tVVLY3/PK5nnsrK5WbmvTczb4Zn3nvuOSdOLB7uHhH+j4gTX8BSK5bZbjpChm3lKX5brXsPrHTwUt1alfhCADNPBjCziPrdqhxR9JRx+fPbyioAH9CggMqt4hjfz7qOCyYRKKtytu2HlbcRfms/gXYlM5WPYFvyyrlfgCM2Bz+FxUMAk3ZSWHFGUivxtBSm/64VpsoKjGPTIurUaW2yuOkCUl9AKICpMglX+V+bon6CFattB4kGQrOfFdfa8Is4b7wywQMQHLY28ojPwdYE4uikemOf8bkc4nshp+o29TJ4diXeBWvVs1XG5CApDn5NznbMPjxRXn3Aj0e7QGbH9arOLsUW5fTBb3W62zTHmSVPz0zelVpyrF70b/UV5a9W4pN55c/r8jwBUMVHdtka+iKcMpFNuSXT6piNUqebAf3jvB3k3/hUdjfLGwzAg9JLfQwfso0nLDQ7AyhlEwDPH8aH6qec0ZVgyCzr/iDzt+d9MRxgi9hiRF7jf+Ykdjam7XzR7F+mGF/0iF6wxfJRNqW1w1tPFJx5ZnuEnQOdA8mBDpguVhDmjbN1wHRB9TnvilxQMXoyc+SADpBBsoHUh3fvDJfe+Nnw/oMbw4nzTw5PT8DSOSbfo+4c6BzYxxzYb4DpWlaV87FWG3BEGszlADIGkeETWgFZ1j7rnBOJs76teGkrgjgvjUVPhuOeM4mNdM7pnTP347drBoscJwas8TPDuF8OLvGvJXFzvBjfAkBq0Avsfevm/XSkSpPj9aknjsS73tqqUSta9gJAWJv/ZT1Xf1xf5CYd91HDyXPetE6PcCBlP5TLao3boXPpSAzZpgtAzbg0Av+afhQr8Zj8j0n/g9zTBzqJODHJvOtInOL/MNIMX82mep0PTL6qBtem6Xbpte1Bc4VfOMa3QyU3nmEppIE3jtL1yd/xYzP99UzxbGxP4vEV27IboEI+awVN5q8ymAm0PGa9RMBmM9tqJu+Kvh62Kd8ZHQGE2YrwtMrul0cShHFc87Cw6pz9VQfA0gKGBZVv3MznfG3BxzXRb3mKF8pE1hwBEgmATApqNdd2AMIqTwGgVj5ytuOpFU3sv3fBaq/Kca/89Q5CYAf59ydvH8VzjmRns3Zly4LuMkBrtxovLkf+lWlaIgvGGNXO5rtagXAMbJC4ATrk3pWaJBSPhH56epWCFSkNZQuIhHDa3RChR8KvPrm9X/oR6kndqyt5ROqgAFNpyp5+Afk9F+21FX/TkPhuRj8g+y0J+jXQjdi1lKaJZXZh8JB8qifkkH2jkF+yaQVjKysQtdnolNIWfHYZiZjUMZJeUdU7saOTwMGrUT+OZS8ruMd3y0NNjnJa+W0igy15kXzQRxNIrEAGmEpfvc2S2IGXTh9LmygvpQfV35VW9h/dDKKPAGRieoYNjQmA5NJEB3Isj0Bv8ovk1yfrPeJQ1sMAmNbOLHgwfje062wQvUx5ivsh+slPoHOt0LXa3H1gsyrfqF0Tf6fOgXlxgN7W2HEe9ke+WRaAqYmEbIr2gP1g96Wp/WKP2Cb5Ya/lSftYeZtX+Xu8nQOdA+tzoAOm6/NlXlfnjbN1wHReNbcm3nlX5Jrk+ukB5EAOimOwZMulX/zH94dbD+4MvzzzRKwufTo7QDpNnToHOgcOJwf2O2CaTuVwXhjAcXZzdHJ4A3LiUg7oOI2AqOsR+8ZJeDIcTOcBlGEHDfxcM+hznzPdka10/TFDxrjAueKeo9iFN6B0LAdXXH6IyhErO1YvHA/bK6wtAN+MrRo5vgBEHK+c7gafcZpxTrNi7aHE+sm2OMAZOoFm8rl5OYS3lal9Grh4RY7pVqhA6FtzHDvSCTPQgam2MxWGXuBv05uHC+aerQVNFKhVWp6PaJuDnsIFedbkAjq+mV5n4PjyVHty4uCsG5NjJJv5ssL046fblqhrgmx5ihdIFv10nnYpjuyDi5lOKHJOuMjQD38pF9vAhnmGsxsf6DzyLY6dyqQ4Obc4hSsNIBwCpHIAs6HqSThHoHRecx7PT4qSz2z0JY9pJ+PIrnEoR3VlmSK6RyjrPcppxWECTmHv2NCyn2Xf5T+ymIDaLO2gcgIu0yEe/E+ZDdlSbiRddTM5zWubfWX5o9y1xS5Q427G3+QV8Nzap4ljPpIhExyTVigCSth8NWOrcGmrM2Lg3YM1eWCzPMzjHj6RGwAioIhOT0PK4aM9A5Rq8/AEQINXwY5cuQr4wpt4lenwVDhn2YKNAJwmhw/XyW50Y71y4LuJTcp7+Y5VjK28QBQgOBlXhgRq42hik/YaKDUNkWtRkj28bKt3yWFbdbyerkwT707DqCNlgWE7Vh/EqlPl9O70fC1AlHvWvB7nuerWtbGtwy+yon8EpMQvbYt6as80OfPcLHin/HTSe2n1CwsIL8BNHqwUl49KX9qzojOR9ktPBmAa6UdWom1RQ5N2pYli1lXZSTbl0p37aTOA23TMymB2iwzjE1vr3dqOzUa3uhSHNNRrxTercuy3eNQVWULKOmFra6+Dr9o5dZzjiThqFwCmgFI81B54XAzj3xlh/+ocWBAHWIOS3ZLHWSad8UeEJorYklfbVu2ddOlH9ldDL/xmO7R92ojxxJtZ5qnH1TnQObA1BzpgujWPZhli3jhbB0xnWVubxDXvitwk6X5rxhy4dunicP3KpXVj5exqQ4A2aDToLdLx0ZmpwWf+NlCYBDBQMsAyML4RYOmD0wGWPnth5X7F04+dA50Dh48D+x0wrRoxaLRuk1PXNooFmDrn1HJkJA32yh5yTdZg0yCP056jqc3EnzgGJ4aSSd0IMBU3YCAdUWFQHTkd1yPOl2uTlQAAEY5IBDB9+9aDdM543goB74+p1SyuceIBUsaOnvXS6Nc6B/aKA02fmnPxLl0MR+7NcNjqo5BfOscJycnCcRmHJLplS81c6T2Zzc55qafS5L45ODkt6TOApQBGYA4np7gm0WWcNNCnnMDp4Mw7q1/wDf0fjunnwjFUK4lWQ0z3S7pVdvmoFSvMjhsmWhyPdJRzPdOgXG2lbgPrhDOrH0/yb31zMl3mIlQ6uCY8Uyd4VnxRD/IpzIP44Sj/rsn+VpR8ji95Zqf0JcsGioccWBVMBtRBXFqJVzh1zrmvDti7uBQ8avZX3vAGaChv8mxyn+ekK2z7ONuaIromd5Og4gaM4cnd+805Pg0Qv1FK8oIPymLFMuAPAC3+q7G1MXBMe6Es8Z8k58qdK2xzq9q2/R3wtoG5bRJNAcqVtrKg9eSp3Zndt3ogM1bWvRuAqWPKUNQCEEa9pB5GntT5JGsr+qd+VxyvwR/6IP90+KqtVSM+gKnm8GwAVIDjU3sIECsDwNqWr7ZkthKUPdJas0fxn3ZDXQNQ5VWepwVMq2bwTB2L37sw9QPIevwvlMigOoyitG2HQ8f0T5QnDlnmjQDsWWaUfaAvCG9LtvEDr1YA05AVv11DvmfJMzYMSOADwDdJQ1rshT4cedWPo6PzIPpiZRc7shkAUW2o9vC9AEzvhA2jQ+rtyag4/GN74j/tJNCDrCpfk2M1v7zExlQ/Xynxw3SUkqsqebaBk/aJDKpnWz2ra582iWgVbCVr7MEsZa7y0o+dA9vhQGnwdi3RZs9p57TR2oDcGjz6JfrJbDKq9lFfxlhbb8yk48djxhP7U33LDNy/Ogc6BxbGgQ6YLozVmdC8cbYOmC6oPuddkQsqRk8mOPDzWP159cGV6OhXN6exhaNep706S+7q01Q45x5ZuT4ZLDgvyt/xdeLkyeGFT7yUYeteP3YOdA4cXg4cGMBUFYUR5OxYcWTEeQKU4fR0ZCc5OnMFTxw5kTjBDP48x6FvQHjcwG8yOORUylmzcQRWJhAaz8Z/xMeJ3LYlFTe76/nNHFHSKzBXeM9xkN68196JZYWJODi0gDccXxxmccgBLKBgvJXY4ZXMXvL9yoFQi4dWLXI+ukaGybsVdxwtrtNV92prOzpG9oFiVm3RQ3pSfRjPA/Q8C2jgNOcQrtnucTmJfvpw3HDgIM95fkx0FWDHMe2dk37vhMRboJJ0fNgG1yRJh61S4rDOP5kbUQEFwDrlQWPAYrcOqNxaNsCYG2FnCpQZJZ91oAxym8f8PQ6x/u/iMz4qX60SBq6oNzxQN+rJR52pu6onYdg04fM90lnnQDg2r72PMp3W8SxwQvh6xylbDKzbDpBTjj52mNzJz/XgCZ4DdePwEOC3fqk3vhrZTvtPngAewAkOe/FfCuDN9sY5YSAYQC5QPJJlBY6z+YBTZctyB++0F8oIcBQfSp2ZxLCePGWgGX6RY3KhDq9Ge5rvjozfnKrn5DeOygj0HAPOyuYeMNGEBHWnboEWOAAoBEhaNa5O1LlVqMKdCSetcu8F4a8ym8RgC2Iyouz0VB7Vcxzyd1vN91iuoNW32A6t8DXSuRbvmrRyEfhFRxZJ6omNYaf0f1KXQ5+Vh82io8q7Wzu0VZmUm73AF7Zf9asL5JD6G2HwqN4D7B7ZJD+Os6ACTMkh8BJ/THYg4zWxZWzHZpHmOA58P388bEHoApugDtYjZWbD2HVyKn+IjLIn6qzyKQb1qp2zeladbjSxLyNZgq9qVx1RazMeLTe5ykk5cdQnCRFMkBTv8NcEl5S/iZxVGz8reVsCVvci7AEH6HRZBvLZpHzrjGz1HHPD/uqDng07xAaO+1nUiY2+Hx86gtp9+Ym/ytTWWekhOgc6B2bIgQ6YzpCZU0Q1b5ytA6ZTVMIsgsy7ImeRxx7HdBywXe7Vj64On/wvn8lZztVN0o3XX9GBQToqOjs6LXVu0OR6zazM87zbvzoHOgc6BzbmwEEBTDcqAWez1QAAA84NtnEtYMrpBMApUJXPk2OFzTQI5LjlaFrPwTR2yDDBHIotXLPB4hgTO81mc8hIl5PGgJOjizP9wwkowKkMNCpnZTlpxS3/jp06B/Y7B+gcxwqiG4DR8VajdMBtDku/hU+9CxnnLN5ohWXpHfDVinJObKtr6Dt9EicNkWY63eN3xS8vRfTrdOi3tNau4Ksw0xzlWzmlUWCpPMblpHRgR1qAxfxbo77yKzQ7xBZ4rk3UaCu8dgpUtDy1VUa1kg/wI4+7IXUE3GYrG8gdzrVwqgGcffDVHx5wOFu9KV1AhxWdypl1HZnACvxh8/BnbPO4/+9F3dbWiPggHWHK+W1b8wTh1HVEVqax1UkrpTRctyBMW6D8mbe4YMUyMLZkUTggn6N6KbnZimPS8FyIUsrTsycCMI28InV6EWA6mbzD/o9JWg3kiJVh8Yx45JMsSx8oBzAFngirbHiItAXqYT25Gqexm99r5VNdKpM6OBcOVQTwK16WfBVPbDH6/ORdaPRRXsk7wBRfAKZWceEB5yzQ1Hao2rq9IJxVZn2Ca7EyON9lGqCU+kjZiPtANb/xXz1fGG3dut08i9c74cjH1Vhp2kDD7cays/DqKD9Rl23iQ5tEgvdtx41WxnnKV+UcH5SdzAdbM1903m+yIZ9UR700XWLrWx+KDpfcVXw7PeJD2TJ8kAZZJfdWzMvfPKkAW+1SawebHpQeRhZSX9K2RrlNggHqsxlyFixLucQ3WXWsMonPxAvneLrMpJ7wiFzgHVmir9oJPCJhDq0tmISLczzDY8+zS57XlkZUGdZ19leYTp0De8UBsptiHEeiOK04eqb6lNrhZlfi4oTYhRPRvtnlSDts/Ft9DEGYjTIdYRKTIshKnO1K/+4c6BxYNAc6YLpYjs8bZ+uA6YLqc94VuaBi9GSCA69PANNPfe43VwaOxZi1naTqQLmfv+Orrhkk1O96vh87BzoHOgfW48BBB0w5Qjg30rERhpL9M9DjJuFailt5P/xM6RSxyojjjeOJQ4Rjvr1brs3yX+tgMtAUD8AnnTLBRE7kXI26wQDSM8KuOHLiGTPYy+EXtzOfnDoZV2Q4f8fR6tICb9err36tc2A/cYAsk3eUDsr4nY7HOHese/SwdMgKNTpKzk1YWM8R47mmd6E7ceIdYxztABvgBoAtokjKdDO9yYXRgX7PAjBVRHnifFKW9ltC7jR7AyiqSWt5cc1Xlim+IutBeDBx7LJWVZg1z2x1WkCMFUj4wuFfq3q3enaz+5zO6odTDaDgw8lvi/E4ZN7lWR3jRzqe44dVWpdiJRTg1DX3FE1YdV7gCPvsHCvGjmph2WDhPMMuygvnv6P6rG1R2XB2XZ0I7574gC34Unla3SK6xWeLVasrhI9gmWegrWd91iP5qrzhA9CvVixLG7hoK1sgz0aOduXVbiiLuNRT8QevxSde+eKktMqTr3KWK5HXK1tdG8tn8i6Yow7wXVuWK0VDzkxawDekHMr/VExKePH0sZx8pHSeEx+dtTKuZNP1XGUbTlorV8nVXhC+kzuyIm8mM9kFgtwoj1w9d+pI1o+23OSGZ0/GFsyM1Q5IWpFUAsfjLY/lY56kfvITZXLE7ieiDCaqAEubbodMLmirRf01AFWutA+ekyP6qB2gV9n/imtWNtV7JU06o1+z3CI3dTG+2qQQnGmgLNusnZpztWRZczvgNYBp2UJ6Qy6VOydWRJ7wjbzIW6vTiU2NM6uGC3h1j50mq2zNMhPdxCs2t9obdZuf4Ivi02e21up48uc8GRiMxE/3UiYjHufBujyyDfHfqXNgTzlQGkzvpyXPkHNH4m5CCFtbcWjT2QcTnc5Hv4MN1vYJg7KdCEUwPi1rWO16C9G/Owc6B/aCAx0wXSzX542zdcB0QfU574pcUDF6MsGBN15rK0wBpjozSz7O6XXeOdA5sA84cNAB061YGOPEfPcpRwhnFCdcroIKZ52jAWG+Wy5m2nJMb+Rg4kTjuBOH7dDZZ3Y6nS/rZILzhsOFQyf+0/HtWfkZk8EskIWDR162uwXlOK7+e3k4QE5AOI5EJsQjZWQjedvvJW/lmKwUCq+M8wLBQu021KMqF30C2gAGr8S75QBz5SDFn41oxTEUjumnwzEEmKJz+HlQCe9qoghnsZVHVvBxrnN67YRKvgAWPsALDjX88m5WIJ5VnmzUelT1Kw/e1QiAAt7Kz85y1FKRGlsrT9KXj80AU0+V85zNBoCUnIiLYxAo2VbWfSzv2fozeTex1eJYS571kQ9x4AuAApBGJ9l6W/LejDJXemvjcF7x+F18UT5lAqDgeQK5kZf3Q8aFPxvAYoEfG/FffLMgbVQknfLlWOfaSuUbA+HSkz/l53h94fTR5K3rTR4mKziDv3aBIA/ACHzT5np3ZNWlZxZJVTb6c1X+ApxSNsCJ8kQ2h1fPPZ6yZHUfW/XMaEXxTvPKbl2Md1ECw2rV807j2uq5VjdNZslN/CdAqI9BxoBq7dhA/LbloqdmS2Ub8LyILLDj+kdAW/pkVaT8oKofuqTfZSLCxdtN/iqOWRylViWWvVEWZxH9unFIT3ltyUvnT0e5tVMsJX6QCzJHLtml6kNWZJVf9RmPRf5NapkAphGvayaEsHHVn606EMcyAR/kQ79AOxOsWrFbytl449dkAmME0B4QsY/FTfdRRJF6z4ZrM6wqd83EkLjUqXNgzzlAVEteN7NR1e4Kn5+J3dcg6xrWs+yC8S77o3+hX2NihjD0w/15tQd7zsyegc6BA8yBDpgutvLmjbN1wHRB9TnvilxQMXoywYEOmHYx6BzoHFg0B5YeMMXQHCg2x334QNIBx1FqtRoHKWciB9ZmK144jj2bIFZECeQ0C3cjAEv45sxpM+A5YDjF2vtKV501BrVGtunEEm/8bp+8426nQ8iBWolj9UM5MQ66AyOKkvpDj1DJ+jQO3AJuODWBDQCYBLkmTp6Iel2SBr07E+DMc7FlqO1QExA5oOqFhyyZVZO5Ki74wLle75VkZ3ZCnGQJBIZRswJwvFVnblEa9zdbPStNeePc53iTt3znXuRv7KjbSd5UVQMHasVQi0VZq7wFHrjTrgeXklftXBzK6B2s52NrVWXkFGSjr5Gn+ADMNgOcxVHyVLwC4roOpAXmc95XnuLyuiQ8qqpynkBsxFUAlryLUzqLfCfhGIBQb84BB7bD1l7K07h88k4+ALrnrRiNIxIG+EBfa2tVtoxcPXPiSIKm2ly6uReE93h8O7bJHW+lzDalvMf933nmeMoy+dBHsBOFcu6G0n4FEMaG+eDnPAhXfcgnQJIcWU2J3WX/4lZO/pI+uWurm3dXPnGNqelgW13LNiAsZL/YB3aLHuJrrZAUpuon+10RCRl68+b9tPvuz5LwCc2nJlrc9S0tfLcl9fOxYhlgoR+JAH6A5Pdji+jcHjh0JyecRMYqb573UYf5XJz8Mp5j//QtbR1txRgwZDzBBR/Fj/B/o35rC3FwvqtfQLRqRwpypv+EZ/S5tvE3WZJNwgYTN8hd8SHbrWCQI5kVH3vl2KlzYK85wGakvIb2j+WSLaD7qMltGy8Q28nlvJf3V341e88GsfnaB/GTffqgjdYeVFsxeqz/7BzoHNhjDnTAdLEVMG+crQOmC6rPeVfkgorRkwkOdMC0i0HnQOfAojmw7IDpWn4aVH4UrhSOKM4pDjvbMXJYc9gZLHKmlCOlnvccFwwHSg1GDSg3AnsqPIcoYMdzVnYUaDqOf7N4Kv15H5VJnlsp22B7o7LNOy/rxV+OsWl4v97zB+0ax169/5Yjg8O+VpmtVxb8CTFOpyEBJV8cqmM5W++5g3Yt9TYKCtwCcjUdbitBykGUYjwpmGs+3tUEqPG+Yg4i+r7fiT5mvU6ObAi5CJOSQJRVpVasFVg6bXmSJ/FFNjjKAESc7bZ1JGNWPFn5txPHesmhvL1zqwEcnNfyvlekvOrbKixOQhNjTuaqrpg8E8x8P/JqlSkAC5CzGYkLz4ARtT2xJ9LhHs8CGDePYf3YK151AdgitHhpkoQVIIAQ6VWdyMOs7TN5A/gCp8iUOksANfTN9QQc1hSu8n0s5GVsnzxLVrV/dBR/hOWgfSEmLmhrx4DO+lyZ/1WTDd6JrZQTvASoRL6Tt1EH/2MApuTDu0fZX/XAduyGxMd2Se9yrNg1cWseFGKUciS/T45snutjUk+AJv0Ses8pP0tq9qDJQclUqGHKAx5U27bRO2JtJSmPwr5+88OQzfnwa1xmHKCCiE7E/8xItHQ8V2SHHpi4IX56BkwnG/SvdEbZx6T+2Oq0P3F0m16W3aGDrZ17+B2m+CxOtpgss4fqPPu6LMmkvOO0DuLvmmhWgGkUOfv3+lJei0G/614VmUSxVSZP4hOVdF6sr+NB5EfP88HnADmt/gvdJb9I/y1UOD+umBxAfrUxZQ8y4OhLXHS9JqloH/zW53AdUFrvPx491n92DnQO7BMOdMB0sRUxb5ytA6YLqs95V+SCitGTCQ50wLSLQedA58CiOXDoAFMMjtFlARFmnwM0OUg4oTiogaZ+r6U2Th05UiIeg8yNHNfCVzoGudJA7ZnmiPMsxxU/7EbxrM3HPM5lTV7raNvhcs7PI73txpmO+6gr+Vt1+C0fIFh8URecffXOXY4RzlUOjfWIk4Tz3XGeDvD10l7ktdSn4EvprZWM1wLs4jQu1gQLVpyd8oZjuYIqQBrvWjwXKwx3C3zMu8xsB0tTEy6ADenQjSPnr9/3YmnRWufuVvnCC3xKh3n8AIziBTDREZ/cE2Yn9qjJbVttWe9qZPvo7V6Q8voAEi5MAHNlBjr4w8N6/+vV2CJ0K8BUGcSHRxyNfisb207ulF9Rd1LczGt85XESh3Rs+2vlphWZ6sj5GDyNoLumkjcr296NrU+1iZF0lodN4YhVzvXKJb/CyqsjSh7El2esiHHBLSvqXnqyrazbasVyRjTnr1tWmEZ5AXIAK/okn9roz557opUjzrXRm23ZP202WzsWIH3YLPoBIJsHhZiELgdYGgC1Fcpkp8q1Nj3VM68JNsqLr9qm2yFbZCmSS6c/mZI2ucHb9d4Ru2jAFI/S9hGAoLXv/suLu/gSK14r7zMno16iotgMdsckE6DmveBLAh7BG7waE5vjWfXJVrM5t0J2C4yOy2nrTAwxKaG2vFYH2klH6R2dyEb1dfWploHIU+4CM2Ec+6O8ji7Vb7sg3Ahep84HE91H2iptK74WR9ya3M4w/atzYFEcIIM+xqOlq9pYNrP6au6TV3JLnrUpJgG7tlZuPTueKKGdYFPYCX0kafgtTKfOgc6B/ceBDpgutk7mjbMtDDD99x/+cPjw3ocr3PvCH/7R8MTxEyvny/zj7Ws3hv/n//v7lSIePXZs+PVPvbpy3n8cLA4UYPrpeIepzlD0YTp1DnQOdA7MlQOHDTBdy0yDTM48zjvE9ho0xn86ttaGr3OOGa4/R76mrcCFVUdMS8dgtrbj47w3aHW0+mAvqBxL4bdLZ51syA9+7AeqbT7xTf1wFuDZsjj61vK46oNccqaSMeVW5vXICrDaEpRM2oJxL98RuF4eZ3mtAHQrjt6zUiucRMWZcpg6D1akM9RKGgACJ/Kz4ag2i77p7exyhe+ofM/jc7/LXhREIn/qGaDkfqla1b0VA4BhDrC7IfhsVX4iQK2AmSSZ6daXeJW39SMbV6qs9MU9DjEfzrEE4UJeHo/zae2PdOWZA7qAD/mXjuvyvAKYRn6VyTOLJqX3sRWvd9habUcO8EZ+6ZYtV63qsmK5bPLafGY8voKUTznF4ZJ6qrIBWPyuc+F3Q+Kn8unUDIdmgtuRf++YVXfNRm/eVm2VvvJk+xSVhA/v3GqAKTlRDrqm/nZDygEoqnedPhmTPyL7m7axu0lv2metMH037AcAkw2NrsAKvXr28dSHapvLQb0SYAc/6C1ADEBrBTaAeh4kzxzg7F29u3ke6WwVJ4AU+A6YvjnZsrr0JXUoBIMemQy03pbH1W/Cr7fmyK8qB5tQtlG+aDObwO7SgV2qQdoLukB37XZg4gMbCvC0WwCgQxobpWNiy7mwY7V9MnmisyYMiVzcCKBqi+wGlMfEkGA6HtZWv2yKFdP4zqYUQFKAYpU1VDTbC7p7kEg5yBntknP1qEw1sQWwhB/6/rY0RoqY+jmp6yqzuDaqj/Zk/+4cmA8HyC45NEnKKnxt0K+FXdJ2Vn9N+00+S3YLMNWW6VuOJ1/Qe+ArvQ4xz77F4xGZtsJkppPxW9vB9nXqHOgc2JgD9K5aaj9LD13VlsxrQmAHTHF4cbQ0gOmbb745XL58ZYVzF55+Zvjs53575XyZf/y/f/9PwxvvXlwp4pmz54ann39h5bz/OFgcePO1HwxXP7oyfPq3AjANa9v7Kwer/npuOwcOIgcOO2C66ljJ3m84V+JvMlYsJ9JG9do6yOFMiUc9M3527TPCFJDjHgDwajhsOOIMUDmtNltBuDa+WZ9Xh98Am4MQCwzS98vAOR3bsRKIAzXf0RXOA/WzrIBp1UetcFHfnCTlxFtb/+TJ1qIcp2TRSmngkOMyUjl2OYAvxkotR7KBlF+prZJ2rVY16VdZeWNL0Fm/y1TS5VZlB9D43G8OXPqVAGPcD/XK31Ze8XeXvXE/P6GH7ENuJxjXOHzTeZtp1VA9k1r5krJ4OeRPT+ofP+iJ8hOH7F9OZEnYBFHjSLaEnYYqLwBH77ZULvkHRgLzOKStVHQvihBO6bZqJ34unBSJk5BT0EfdF0hwN/JfwK7V3PK6HumPAyeR+lD+yWna//EzG0QxDrKt31KVVm3XyybjMdCRE3WziRRbJVRyy+YDtoAvV+62lWglC8q6W1IG+cd/QA493E2+d5ufet6qvrfi3ZjAEzo3Lutnzz+e7R8bSrY3s78V31ZHzmv2SHpvW2Eauj8PIh/A0vqwB3tB5ErbzT6zBewFW0Ee8LT6PuRYXtfmE6+AWgDt9+KdpybGzJOwKXcZCTmVJ0iELZnphrY1srNrKn1O4CKUjA6y6zUxYbMkrC59/lRM/Ajdx7tgTU70wFO2VzxsL5sOAKFjbD65xkt1cDn0W3jlEw976FkkDyYORJEzLrZGHPJ6kEi7SW6UR7umHwCMxoPcoSGuk824nDoexUweZfkjXNzK55Q529yDVPie16XhAK3LdjPs+dmYKAEwpctkMo2o3xGG9tZYDXDKTGrPjAvYTHIfQbN/J5x4xcMGn/Aqhokd0C8qIDaCdOoc6BxYhwPUj0Y5IrqkTU29jHPtrzbTcdbUAdNZc3Tz+JYGML19+/bw4x//5KHSAk1f+eSnlnalqZWl//C9/3gILMWAFz/xyeGJE4djde1DFb4kJ2/9aAKYfu6zYWRXnTFLUrxejM6BzoF9yIHDDpiurRIdYO84dTSY3IpqyzjhBAfSTEO1FSCnjk41R7IZ/5xT4tkIGJsm7p2E0dHPTn98GWgrx34CTDks37tzP/PI4e4dhHx8i+bTTng772fIKjm6YkvRcIyEbyXlaD0H9Lzzsuj4OYevhgOYI9hvsouooRm+HJ9W17hMM+mZlUwAG84nOj6tvuFzwZR+inOSXA6eHzqnTxGGI4tjG8kbxxVHrXzJI8euvIcvfsXeCOd9a461IkZ601CYj3T4FwDBASYdNoajrPUttz8hT9k5CJSR8zlYnfnjjJN/5QF24O/p+Mj7xVi5ByzxTDmd6as8sC+uAZGznPgV4eZF6lj520oNq6oauMuJDogBWkt+oyx4fi1gOq+8bhSvPJBpR7J7IoAO752siRHqOf4fItc2m+kOICCTt4MP6hGwxda6NkuSL/XegPzHcqXpfrBPVhW/GSsXAZh4MZbB3zz3eDq9tMm5sie4i5+7oVwFFIlIb54rTGsl4tmwc7UacTf53umzKVshT7cnoKNzPCbD9BFf2SgrIcfAXNkGNv1GyKSt1zdbAb7T/K19Tp5OhG2wIh2YiKSbq/wjL/G/pwTcfPF0ewewvMqPvJFd5+SLLrPVx6ODhLfAc5NkaDTdvhR22SpnvM92IspZQDVbrC+hXRI+AZWIo9qwPS38NhIvwFR5kDYLWO+6367XPW0jtRYS/wCqzF8Ea5+402IR08OUYR6+1M86B3bFgXETEyqdfTf20fiQHpLb+J+0VW3yCVBV/8TR82Scrb0TMp92M46sgvjYidhfJfMI1GED9Nuk0SYHsc/t/q4K0h/uHFhSDtREZu0ufay+o+4BzWkTEVZ3bpglGw4yYPrRRzETK+ixx1rfapZ8mVdcSwOYYtDaVabzYtq08ZqxfC0cVzejY6qzj8YD7cmlaaObKlxfXToVm/Z1oAJMXw3AVKfGp1PnQOdA58A8OdAB04e5m44RjpIcXG5thHcMmIYD8J3JyjiDXw6r88ebc9Og1aB2kaTDb2UBAMNYWfr6LYvOx0ZlNigxW5qDKh2Akbf8WyybNsrenl1vDjugW9sClbOTEwSQspdbMS6KIeXgBHhZsQ2gK0ASWEmfhamBLHluDvEAbWIFJkfRNPpWfHZEHFKVjvN08Mc9esRR5b6wHFxWBXFkue4ZclyrRjlwW/jVPl9EkfYnj/lbCtMR3eBYOxNO8FPx4RRHvul16cx21aYADO/85Hg2tjHWAUbLf076SACvbe0m75cBkTEOwgvpcSLk9m9h6+JnOhrIq22VxVdOB/mdB0mzAccT+xa8kU95LIBgo3Tlv3yI6jX+F0ryTnajelOWnMsHfqrr47FKhL3O65OcybPybjbTnSzakrhAIfI5r3qQn9SHkBNg6fl4lzAn7V4SkPjtCWBaelj5+eRTx0J/2opkNqLqv+7v5EgX8Bdg+masbGW350H7BTAte5h2IspN39R48ZJ86vs0Z/+qo74AL/zBqwbib7wCfFY8pGPHwy54Z7APRQf2sk/sXqjHnhLA9OUnj6X+0HX8NEmKHssjvpEo9to9E0TOhp5pF1h/q+gB0MJ9LIpHrrWDa1eYKqemA9C6mf3YU2Zskni1V1b96DvqAygTwjdyCWjGO5OThDeJxz2ciqoePgx+esa5RyNIUsmu80wnjpNbLUD/7hzYIQfIWn4mQsZWhopmu6mtZC/JHHnTp6TW9DN3DSn5jWt0v2xobdndnmmTrfTFxOXVHfqnJlbUe9Grj7jDIvTHOgeWngN0UNty9/5kQkI0FFTWx2QD7e28XolzUAHTd955Z7hx40bKxpNPPjk8//zzB0JOlgowxfH//M+fDjdv3twXzG/vogjHTXS2dGK9H8FgQGNl0KAjxinpfBZ04tSp4YWXPzGLqHoce8iBd378g+HKg6vDq7Elr04Sw9upc6BzoHNgnhzogOnuuLtTwJSj1gqT6+G84swxYG0r36YDcHaX60ef5kDicDPQTsd89Fn4C/fLTGPOqZrn3wf0q/VXfAF4cPybUc4JYnXMYQBMixMF/Ni6MR1EBrCTm/raPs5DrNPRZDUTYNHserrHgeS+cAbD9AA51nkdXV8LmKqHAkOATv7EKW4rvOiR1ZhARnkFzowduZPkRL1jkn/leTZW0NqOUdp0eTdU8sU+AAwAnMALcsb5ng76yDynHfBZuueCr1IFdLT3abXSlXMOWCb82KHHiT8NcLmbsoyfxZbijbJVfY/D1O+1HNxpXa2Np+JfG1+Fq+vOcwVJ8AwADgQxPiBD5ArfAZHrlSdEIEER98mjcotPeaMKEwyyRSf7keBB3HB/TJWP8bXt/BZf8Rs4Jr+An71eYUq2bbea7XCUvyZAVPmt5KND7ITjLIgNiWpLG+WdnGxV07FZxL4ax34BTLO84e9g66xqRPwhLK1rrG5OgAo5dld4ck0W2QP2Y5p3e4p3tyRXbdVlrLgMfQEoRvJht9tWwvI7KcJuk9rx82tXmIpIHvXdyJK2hXxx5upX0nk2uQB/99htxF64XvbDNc+YzKMujkadAGsOcn9Lm6ydcUTsJXAJf8gXvo37vURTyGrvPOucXK4lvNzLrebX5qefH3wOsEFktFqb+Bl62nRVG04+2aB2vU2S0qbS87idz7pHXNkr9oCcs6lIP4KNaxNU4hi/2V/nOWEgwnj+IOt8FrR/dQ7MkQPVj8t2N8ac1YakloX+6C+2nbByf5fUqVll56ABpnaCtbDx7Nmzw/Hjx5MNd+/eHa5duza8+OKLw8mTJ2fFmrnEs3SAKS7tl5WmOmLhC01wNB0j0TdtnaroeE0asTa7fPd121eW7p6H+yWGd3/y78PVB1eGVz/3mzM1rvulfD0fnQOdA/uPAx0w3V2d7AYwBXABCpBZvs+dPJLvMTUoNmheJBkAcBLp8Evb4Hu/DZr1n9CCWdMS3cff+JIAfKxYBmqZiQ6k22tAYpEsI7ucQkA6esXRXhpEbPxOh9LEscTJBFS2Mo+zifPYfc4owAlnU/XXbdta5+7T2NJ7cSNH4WmQMOK0VSpntMEzRzSHNudVAVPCtWcyil19VflsNfz8yaO5akiZdmtH0jEQBU7HQAxsgBdAU7zOvEcZbPUmLXLHOQ+oV35bQwLigNjqJ3kePLGyEE88V/WGN+/lFr6uNn7uiiFTPBxZTFIPG5Eg+ZkYHfW+k/ytjafSWxtfhXO/suUagBn/tBNWhOFvATiypi74RNWL+imQIOtl8ly+Izuco+LzLFm0gs+OSABwMoroASPb6ndn5c2IRDOJ71jkgS7If+pd5EOZrHLZC8qyBYe1v95hS/7wDgta8X9teOZE2yLfO7NntRIWh9U5vtfK1qrHWfJhvwCmxWe8JW/Kb7IKqWKj65ycOmFnVleUNjvMRqgXYedFJafe5cd+ARXsuCHPZIQvp5VlXjmYLl7682z0E7XtbCj9wUvtvvfxkitHMuUeXQaSjAEYbQKQhB6qi/Fki7L3cgMw3mw77+lyvLeh1Bkpc0RNt5u9NGHk/mTHBPfYVMHIYPUBHD8IGQC4lqkSV1xOezlvuZSvToeHA2mHRvrKLJq0wD6ST+dkjiy6BujULzDBwzHtaLCrxnMhyim7KafxnOfpO9sgDufNhrRJAjhtQsFBnyhxeCSml3QvOBCqlP04c48shNPn1vbqJ2hX6OOF6EfY5Sea7F2Pw8ZlPCiAqX7uz372s7AzwYsLF8ZFWPl9+fLl5OMrr7yS4VZu7KMfSwmY4i8kG2p9I1abfnjvwz1heXamotuloQKM2tZDhz/6XNkZM3DQEXeNslG87dDRY8eGEydPDafPPNXfWbodxu3TsDotOijv/vjfh/fuX84Vpvs0qz1bnQOdA0vGgQ6Y7qxCtfNrHTEGnzqH0xCnFocph5yBsJUDT584mk7laZ6fdRjlaa5xTqU2mJ51Gj2++XGgAFMOPsAEcIRM1VZ780t5f8RscBZd6nzXna0uASDO4z+JVnIccyD7DazhcC7nUXMcNWeUlVAcznTCsQGmEZf44kucFW9GvuZL/BzuwEvbOoZvOvv7NyZbzxoXxP9MSblsz/pUgGnPhh0BmO9Wj5U3HW/xA1DqHbnNKdDANY535g5P8LMAU4Aoxx0ngnq4EkCoMtfqLe9VJKPC4DtWAFar3pzPmD075nVkL+VFWeUVqTu2fzt1WPGM2wcghnJyxjtWGGk5x3vkPKpzeCL1+mOxgrcBOu7LQ1tN1uKxghnPrWYmu57lvMFvAIlVvtJxT9sDtHI0LkXu0RNHyUvDnXY3fmyD8EvbBrwjG947LR8F0mwjqpkHVS5FZjffvf0geVY6r+zq6eOnbGU62xWmVZB6hzlwUJ3xB8yS2LYLscU/YG28Nfcs05g2LnLE50HHQ9TSDpB5cofIBlugTu7GtasxwaIA/NlyZf0ct/pu4AH55OgktyZ82OqdjpR+rB/D4q4COtlPbYu8WiEaVZ36zDbbXvtqbIUuv+xt2Vji5VqIdbZ72gdb9Z6Mh4Ej7ARSV03j2YJm3xdXusWnRO+qbvUF8Mmqc9fIniMbIRyZwCUO8XrO0TPCduoc2C0HyFdNcKCSIZLZR23b5brbdN2RvNLxAkzZfPqOsn0L86qfQmrJp2vuphy3YHmdzrPHZBm5L578m4TLG/2rc6Bz4CEOVHtZ/W5thXEPn/656EdoZ+klnZoVjQFTOv3HX/qTWUU9s3gAoT623f2YmVeb0C9j0tI7sV0vUHUjYHWTx+d+a2kB07lzbooEssmJLw0VQLQaIg4DswDNQKhtuWqm+RTR9iBLygGG1IDx7R/9YHjjg0vDp2OFaafOgc6BzoFFcKADpjvjsna9tusyqDVLV5947BDfLOYCTAFcterGirS9BLh0/tHEd9ZO+veB4EAHTJvj8mY4ty/eaYDpvehvh3olGa5yCjtyhdJTepvX6G1cb/eaY2niO0pnqEFpnYtsEqWfj1DFw+EEnGIX2ApjAQ4p4BY92yyORyKd4kIBtAASDnWD9N3occtj45+Vh0CDS+GIvxmgbwFLzdHe+MZunQ77dWoCiilfrngKBz6g2PgnspSOAw4+zn6rUeUbz4R9K4Buq7lmzZsp2LdpEPlTjxyUbHzWZ2SynOWbPjy6KZ4i8ZRzs/jpfskjHqys+IzACZhO+JZA/ES2PCM/yLNWR3l3LJ7XO6k5YCN45N+KtFZf9EK65HFcjpU8RHzkXswtdilMT1U+bZutydpM++aIJQfyupeU7XeUH5/YC3KNF3Ep5VHe/sv5x2MiQMhqZNiEgFkSp9rVmIBg9TWZL9BmVmkYU1opyR7QNbK7F0Q0SREA/1qUFUgaRV+RO3oFBORTYyPxwQSVYMmK/M0z37iSnJmwp8bj5Fde9PHmMcFlp2VSjWyt+uWMtQW795Xj8XqAqQk7wnk11JXgP7k3mYrtbe3Eo8CIOkN7rKItE3P+ZmNrq+jHo9KDTenwJovsFNtIP/HtePCdXLim306HczXqqJ8x5+z26JecA8yQtpGc+V2vMaDH9F6bbPIafdfHK7B0dXKEp8LmTuxunsSXdk17j4A5dFtcIcb5YaU9yR7rlzgK06lzoHNgcw7QNW1CTgqLcYxXXGhXctJyjInORHtLT2dFY8BUul/6n/YPYPrhhx/mqtLTp08PPtshr9X0eeWVV4ZjsTBwv1AHTBdYE5Qp3lKSHW8AqRmUBg06Wj7xM5WrNWULzFhPak84kJ2S6JBUX0SH6MiDu8OVN34+/OTWe8OnOmC6J/XSE+0cOIwc6IDpzmq9HC1WV9UAM53RU44yORA5tjlpgQwnYmvQtlqgWoad5as/dTg5UICpyXi5oiwGaW3bvnC+RG9jSrGcCfP0edGi01xxzAdIZ5XdGIigVaVZsjfL/vY43kqH0yv8W5mOQW38z5wqLXzmQLd1KEc4gGc9gKTVCy6NqclGlcEd4TiIAQacauK/c/9Xaa+MXTzPoVcrEZoT3ypGjoG2dRxHnFV0nHs+HMyelI5n2brTI8DUWOjSnTY7Wx72GxVQIe94o3xr69U9NE1dF/88koBpHGsrvHJWSiNXNMdRG8NBqp4BYFZtJoAbHFWjRhTkDZ8TiAv5B6CYNBCPJ9+lVRN6NlopnWEiHPKcz06ogCcrnq3Yk2d5XKRN2Czf5NrYmzzbkpiMtvH4qn787rPHG1AevAc674YiueBl4yY+3AsE63qAtFaYSt9k6lkSfo+3blUfe0FV7vGWsXgOiCQLKW/xpfT6VGQeWKV+XJstVx7lgPTp2wp7JnkScpH5eDRnD7dXdT/5FSd0ny0weUI7zz6Z1GIVr1WmbLftOoGlF+Kd1urhopX+cT2fi+u51fQMHbmVx4N0LDtA2siBc30oR+dsPGCUHHJ643Oc5jaM5Fg/nmwLN29ZPUh87XndGQfoN7kjZyaRAEmzvQ9d168nY3zITR7bmLH6XJu1r+TTxA9HD4cIp4zLZaYXaTlWH2SvJzTJV6fOgYPCAe2F/oIxj4ml2gR9drp7LiYManNnNQ4fA6YwpT/58v4ATF9//fUBYPrss8/uqtouXryYgOnLL7+8q3hm9XAHTGfFySni0bC1BqoplM6XAZLOlrZLB7avNJ2CkUsShBHV8XG8E1tI37r63nDvg+vD+/fvDI+ffXI4/8z6e30vSfF7MToHOgf2EQc6YLqzyuA05/Qz8AxTvjrIjUHnNJQD2MnzfFYGquLpA9VpuNfDrOVAAaYc/8gAjUP0dBwX+a7AUIvo7mavd+EAibS9k0zfGhBxKWb6cmgWlWa23NXV3R3FybmFQp2z5JVOmQL9/FmTNDLtMBrAkHSMq+9whK9X31UvE39ZOtDlqWyOI6pwBvy2JhRefxWoZ6tMgJz0OOwBeFY2ONefZcdqdYTn2EcgFODa9pZWjqXDLtKRnLDFI84G7wLCw/1IUbQEzeRb2bgsHYvwDw+QMo7vVZjxMcNPyq/szvHUp1Ymix4P7UoE6LRa00oTYGnxnZNTqvjolwk4yfOU/xhnBu/xVFwtd6u5GGV/9eIo3Eb3Hwq8wYltdy/EO0BXVjiG91ce9wuVnAdr05F8K1YGXA17wXbUStPff+54OrkA0bttlwuYUf6owpCR5lxjpy7PYaIAO/DCqaPJf8DZbgHf3dQbXusv0Qv+D0Ax5z2dymvB85xQEeHolfBoN/LXYtj6m96t2K/4HdWSeZGvReZjbU6pSpiCpNLfCuMyXWJvsp0Ph6zf7AT5ZW/ZDbbBriXPxTtPya+JFHdj4gu+Wpn6XACpVn4fZlLHOILH1afnj+OXawB+s+XFb3bYZBPtob6FCSl+F9i/CJk9zPW17GUf26Nml1rbo18AsNd2IPpM59l292rVaLv76Dd7lgt2wkYAXNlfsq8fYZKdPoU4pb8Z8PpozP1K50DnQLUj+jF2y9HvvhsdezrsFRr67uuNy3bCuTFgqr3/sz/5n3cSzcyeuX79em6p+/TTT89sZSjg9dKlS7ml75kzZ2aW151E1AHTnXBtRs/oZJmB4KhzpSGjZDpdfsd/pyXmgE4OB9T7l98b3rn45nDnl3eHIyeODRcCKD1x8kR2WJa4+L1onQOdA/uIAx0w3V5l6BiXs5yTRHNtoBkmfWXAub0Ye+jOgd1zgMP/nduxtWQM1PQhOUCeCYeobYFmNVDbKpd0A9jwYQwU5UFfJ2evc8KEjsT/I6DNVnGO74sfiWcj4ujklE/ANFbUGFDOg2QBCEHvASryxkkd/2kTZplmFXdS/IzaNXaHAw1wyTHu3aEANeTb/eIVW8VJhj81znBPGEBnrSzwrLoDutlCU3lOhCyh4mUD7dqKh/ZurRZPBpp84QfraGxT78k05pE+8EgeQmTTST0u1ziO/fQbBxoXWv2uzXP16+VZmZVvbZhxeUJ0UjfEiVfO6enx2GnAjgNAUzPSjQuL78CR4xFGuHSmRt2RvbGDs2a6A7svxrs5OW+aQ3819ZIJ9TymcfnG13fym4Po+XgHKMDUKhn82c9koomteR0LtPv808cnNmtVj7ZbhibrbZzPNtI34z+8txphPcB0LaeqmlxXd1hJZsRR98b5Es77al883QDTWQC+4/h3+lue064ESOwon+wB+TZBA2C1Xnl2mt40z5XeWqXFjuKpyUc1iX2tjkwT5zRhlF1drraP9VSTtRCR1HHhgjWpw619CR7FefEJ4KGu2XB6DsC7Gzxl7z0LGH02+gFshr5Bgnxxn32p/sHqZL3KQzuO7crDd5brDD9bv6W1j7USDw/pb/HaMT/Cxz0yjOeeN+mlJlosF3d6aRbFAfrKttfEKVtA62Nqj9gJ4Gj25eOoS9b6f9MBpmTZ1tNktmyAa0BYW+brWxwWfV9UffZ0Dh8HtAu25qVjJi6ZXJMrxEPP9C/027X7qB1Wz9vV9q1NqX5ohqXvkyf++3e+09qhuKG/+ud/+qfjRxf2+6OPPhp++tOfDo8//vhw9uzZuaR77dq14d69e8MnP/nJ4bHH9mZyVwdM51K100XKmXNlApiGbqXgU6AaODh2Wl4OMJI6QW///GfD5ZuXhg9+dSfB0gvPPp1Ohbg1MYvLy4Ness6BzoH9wYEOmG6vHmoWejXT7LVOcIET7HunzoFFc4DzHUBS4IpBmnfYnQyHabpC5iyYBnhcixwyQAA4JWeurVdryzA6Ql92QhW/Zzdz7Egf0GdbQtsTAq/mQeVo59yq9+/lzP1IT4qzShW7imXjeF0r8MW7QznNc3VpMFiRjSm8k61Wllm9aWUXOSEjwaYEe5WD/SrAIH7m88qS9RiRKSNHXaYXnjpp1YqEuLxhfagz9lIdlBPBb+Me+TEL23hnXK551NWs4sRzJL9rCY/wn2wql/JtVi585gQVJz4h1zgurcwEmuK5e2RakFpVWgCHOl6rC8LjKIfN5dADOuB5+uie9ABo4uPcURcor/sKiirJ++1sZ98AUyvbngpn7EHYap5OvBcTLPCKTqiL3zjjPUrB4QlfdsIJ8g28dhSNCQZ4o0bX25JXGDol0azL+JpUUV6nz/TV8+N3NFfe8tE4sWro5SePxXF/OMJLLvGZ/8MkCjaIfSCDnPeAqpLHKs+8j6W3bNoniFDdAABAAElEQVSTob94rV5ylUjkcV7+GPKlHuk0R+qRrHRO0WbX6b7JEWwuvjQHbNsxAUhXfKp4yKhrPnipHGSBXaeDwBZlYX/FJbztfMmivoJJDa0fK47VLb6lv8xUcomnQPviLb6yA5QwJxrFfYB1LNBN/gr34QTkx584XXl2mfnVyzYfDtAyn2bf2yQ4kx3oJV0eE7H00X+ovpvj2r7A+BlynpN34kfKMXnWBwyDwwYc22c7QIzz3n93DhwUDtAxbYF2Vl/SuOdB/KbX9MwEBW0q/aXv7fhoH3PVz9S0P3U9+gOe+df//t2cRFWTdv7iv/3ZwtnzzjvvDDdu3MgVoPWaj60yATy+c+dOBjtx4kT0QZRma/Kc9J588slMb+snZhuiA6az5ee2YrNtCmeOzlmKS3xRCQPsW9FRp2jId3V880L/WjoOXL10cbh55dLw4Nc+GG5/dGc49/SFAXBq7MSQduoc6BzoHJgnBzpguj3u6qRqqzXTOrENcGhOrujXJU3ZD9xewocodOfj9iubI7q9O+WXOTjzHsuz4SjljF0EqTNu2nSI59atkY9QBOkDkhpo0vRkJ/kxEKVzji2t5qQU17ivZJBq61irhLx3k2OzqLpUpZ+jWxVk06Pn61kOKg4tR/FIB8jICZV53DSmrW9WWnmMkYJSVLzK6zriUMv3lqbTuw3EIwtpl8bvMjXueD944t2u7wd/OM8N3ImHMlhxJC51Jh3jEHVpDMJ5n479SAOQB4RRn9MQ3ogPf4x5avVOOe7ly292tWj1V13Z/0fAC+BBvQAk8Fc5NiqLcPr5BYzFr3zWu6xtpW3F8Mkj8W7CYDMHp3hqFfBmjlHxII6aGzGevB1gHf621WntnmSthnId28lT1abz3ayUEpc2kW48k+WIFaZxXsB9y8H++2Y3TLQgn20L2yFW5h3ddUYrXvWh3ugRYI6OSu966KRVAgXMqRu8cmTnSuddM0nB6lSyFqo03ORHIBvxO/6T8vnQYSDZS7HClG3YD9Ty2JyI9X5p9oVdIHvkDu8dF0nq40zwykpoH4y8ElvX5jbiqccBTcc12ZpF3qp+G1DattStlSfK7T67HGY2bWxUe7YpJtqb/IBnZAXf2Mz4uamfiG1nl9hwcbMDadejUGy+tHNFe9wXNg6ZCe2APLomP/G/lFRy2fr1wVN1HRer/OpdG0U2Q4XTNuKhMYD+hefUUduqt+lr1knE0eJeSrb1Qs2YA9SLntE/fTLASvUvySBZKip5c9RW0WFtgmdLDvUYQjSTxF0EiGE/ynZoq03SEk+nzoHOgd1xQH+N3mmftRk50SnabXQ6+hf6b6Xn2hi6TgddK6LrCZjG8+IpHCgnSkb473/v3yKNFr+26S//l/9Wj879eDteI/jGG28M586dG44fPz51erbYvXXr1mBVKrJa9NSpU9vawvfu3bvD1atXh5deemk4efLk1GnvNmAHTHfLwV08r7Eyy1vnS4fUwMlsSwOr9o6fFrkGrbaF2UVy/dF9zgH9lOuxPe/1y5eGO7+6O9z95Z3hmWcvDE8HcLpqQvd5IXr2Ogc6Bw4kBzpgur1qa+1yc6LVdpTNFcWp1kaozkf93+0lcMhDGyx0Pm5fCAooNMAyKONE4Qjh8FwUqTvAgJWJ5djVx/UOF05bg8PxwHA7+aoBpP4zoKdAIHFwBium9G0HbJB6NzyfObtXBzsIF3xysBr5oKl0Of6nIs9GMumQ8oByGQBHVNl/13ePbGV8BXIIt1NSHk4s6XLiyqd42RUDbGQgXeBUObzqvndIAgA43hC5wBcATdvhJiKMf1FZ3eQ5/BuTc/fxl0yRJ/XIwc5BNw2JUjyc0PgjH+quOewayGwCqfqqcPnMNJHvozDJx0m9KFuWZYv8jTmI/xwo+Ao0PRMr3s4F4GhbPqsJ/QszbdsiD8VncoP3ruUnfnO00FH5BJz4AwIUGBNBd0TyT0YAdecCiALa0zl5389U+sHOqAf5tepwt0Tn6Jt3+OIpPbUi3G+Aqa3U1ZP6QdiU/Ipj2RG3bIud76QOsNXEBnVlRaxtVuW96osISgNg6h2msyhDJD8TImtlx01okX8yKO9RnLw3YcNM0psmEnbcSkuTQNjLeAX28N5kBSyb1fIWehMZozvF52niXi8Me23lKDBEu2h78zhNO9vC08R2ri6d6Q+F+GQ9F1hn291s54J/fsvbeiQOfQAyQTcFw3My4578NKC0taGA+chS9h/sTqEfcRAmPKxX9mmvkUs8xhvyidfqQNNJL9nKOCQPHTnCTXK4FsC6SUAmtRyNFXpW84orfXnx4Fgvp81LD3c4OUDesm8aP8hT6aV2iFy6P74ubMmk9rZ2cWEvtBvsQcqf5+JhzwtPXtleMq5fp09nAs+0E+Aiik6dA50DG3CA3hl3RhObemgSrX5enGabrw3WRtSEHP0PbSx9R+5VW0SPEy8KZa13ZWvHX3/tB/l8G9/+aljEClN9oZ/97GeZR+8qnZZ+GR2qmzdvDgDT9ejYsWPD6dOnY5emMHpTkneboldeeSX66Y1vUz66o2AdMN0R22bzUCmU2DRSGkNb9mjIOECcI52yfJdGXDfjlyJ1Wm4OWHH6wfuXh1/72L3h+oPbueL0fLzbtFPnQOdA58A8ONAB0+1xtbXfrTEGIqx2dFfbbn3fRXTktpfzgxFaH0jfBxkc7PeVSfuFqwZW+pFYRy4LzOdYWSTJh9UwnLmOZsUCTjhm5GUyLtwyS/q7Bo4clgX4kA2TCIEEnJLSQmPAVBiOIo5lchT/Sbjgk06pGJu5TJfdz3vx5Yhcc7+uu+b3OP+czMok3HiFmIGlaz7bpUrPYDqqMHklnihq8kB87Er4ZTP+5vQ24HbNVrzNCZ7bfoYTLAFTXrYg95qj96Ncgat+8BjFo1lm8bkmH/SOwxg4A8AzVqkVSQb4OwXi1Y93aTlKXj1evhsAe9SpPE4DnJQMRRRLQ8qk3kOkEtg4BTAFOMYFbYx72yG8KcDNk+l8iYvAuXLo2yqMPNEfurAy3ozfnt8Oyb98kg1gHSfs6W0A69tJax5h8aecXFiNZ2R/t4TXVwOAY7PYLvGyGyCYm7ECmNMLr+kdlrvvg6oK5Afw+XxscQyIVl8cce/EFuwmpwBP2QjU6iAA0wj3bIQ3uWE/USvnr3L181vxzm2AcTn5x/Z6UXlmx3ISCHmND/tjhSmQrNpOtircMCvtxU7zpl4BGyZDqEc7QNSElmnjZCO1beQG8KntsYVwydE4HumlXoYAkYsETEOqxjsvCJMfQhak3SFf2hQ2yDaC3oPOsXsYKPsaIQNaJ/WP32ym0rNtiL5ZgWwiBL9dtpPxZXIINaxt0PVPUrfjmufVBTaP9T0ud+ocSPnIfl+IGDnxm876TQbjkPLoGv2kjq41e99WmLJlrpFBdsxz1Qcgc+yYNojNRdoh7QO7R7/zTwSdOgc6B3bEAf1ofb6crBA6ZwxsRx/n2vrSXb6Nx+PcWN3YKn4mhcpmWCdsAOxHO19jas+9/eN/T71v/b5fDf/bn813S97Lly8PQMoXXnhhW8Cm7XetCgWabkbAUqtVbdM7LYnz7bffHoC3Fy7MFyPpgOm0tTKHcDXTWtQavdCPHOxo3CiLc6TDbua1gRbnBoXrtPwcuH31veHBjavhVLo7XLt/K0HTcx00Xf6K7yXsHNgDDnTAdHtM1yEeA3oGrKhWI/jtUgdMcWL7xDnFcY8Ok6Nu+5x6+AmOkegyrjj6mkMlXCALdoBUPvRXDeg4YThm0plDLx7O9oZn4olub64Y5eRxbgDp97UA2AwgC3Rr+iZus3cbyLq2Py2hSrt4okvtGl4lQBg3ABnl6EweVmDPR7iVOPK5tkMMB7b0ilZ/1ZWtj+L1ac7q2No1TmpWsbjdk8eCcOTdYBqNJxbIM8c45y798RsVP9vKwrYlr6fFk4BA8Lq2Ys20JvFYCXXWSqhwoPtj7zjXyu5l5Nv4kuWUkTiWc8GqV2OcKm85G9aLVl1X2p6X/2Ug5SLfoSorjhQOFWAO8HG74B22NPFosgPwAargsx2NDDRryz92w65HVyd6tROekrPMawBBwDrgASdQgU77vY7wCkiCb4gOzCLvbKAxvG1oc8vfsBVwWOk8JL+ZfrsubSQMuWA7AWwvnDyaq1Nt/Mz+vXfnfgKmYwBMPZAXoLUVjFaa7ycqO4Qfb9+6nzJJbvCfXNYkmEXlufiLb5yXoQptBWbUU5n+JhvNVu40X+o0ok8Q8ukTAXyHbQaeli2bNl550Uax2ewk2bpkpXHwbixP0vMhOya6sC2km+o3R+tqisIVKTOeyBdHLrl7JvKrjg4DlR2osjrXLuIRnrCN7Cig2ntutf3aZfZZG6lOvBKAnY1g2dbFI8lT9UB3hVF/8WjqeKXVj4eXA3ROP86RDaK3JivoDxISslL9XfJGHRv4olcWuh6KS0NLf7VddJ69vRuCCNin9+SVDGc7EbqtfZCu9LRLs2jzDm8t9pIfdg7k2CYUjI9IX0Y7YEKTnY8oJ72j13aWqAn39DbUL3WvjYlae2PcTP2z7x79Pf0juv6L//h+tjnsAX/Jn//pn86F7VaFWlVq61zvD52W7t+PiXCx/e6DBw+mfSTDHTkSE/wiraNHp38VhveoSuuVV17Z1va+28lYB0y3w609CqtxM4uN81CnOGcthHLEf6cl5oCOC0N579ql4cPrVwI0vT28e/dmB06XuM570ToH9ooDHTCdnvOcJ8CLAkzHW5V1wHR6Pm4WEqDjXYucBJx1nHacAJ0OFgfKMS7X0Z3ZtiPGwNFgEDCgD8zRKx4On1xRE9d1has7TERKTMbXpb8ZecagtABTz+p7R/J5faOJD5lGfNH7/L1ZIlvcqzxwyPoYVEtfnx8fkHzIp7AuKf3kVhtsxx16Ug5ycfjNAeaZzGN8cdY2h3nLt8m/6WiXRqYTX0FWrObgPsCX85OVUNIT307qs8W6+l3yoYzqN19LEpWszuWxyrb6RMtf9Y9dJxvkQdkOIuF3UVRV8hbPOd7LGcqhuZt3EWuzcIjzxraw+O03Pp4N+yodzlQA1sXJFqmVp7XHcX7dw3cyR1aMWQCl3r16kFaWri3jrM/JMqeZlaC1Be04DTwtJzWdWCvL6ok8AECfiXeqcrYhcV6OFW7izRXuE4UBwqkH4Z9KUK6Fz4f2wVfpPZ3HD/ouz5x//B2LBkzxv+oAtoz/G9mf3bCP7bbCBJitHq3qUu/0fidUeo1n78ZKXXLAFsZ/knjppcktdJOekpnN7Os4H54ne2Tp4/Eu3P20tfM4n/P+XXyWjpYUeMqG+uAntWOztdvqU9uaE0/inqqo590/Hjs1AEzJOBmbh5zNmx89/vlwgH3QFtM7MkP3bBVOtghSyZLU6bIdLIXJiRCT+2xrkf4sIJR8klVyWX2lSgvIX2CptP32XKfOgc6BnXGg7H2NX71qxIpuYxX9bJMSTGQ1AUnfnr7p+9Bp+lz6SpMBqq65p80QR6jx8KMf/FtmTlofxgDuf5/DO0xff/314d69e8Nzzz03NSOs+vSO0w8++GDqZ9YL+MQTT+Q7SrezTe+77747PP7448PLL7+8XpS7utYB012xbzEPc8xSOkpmSbbZbDrFzjstLwcYx7ED4nYAp+9fem+4cu/2cPHezeFsLD/vK06Xt/57yToHFsmBDphOx+1xR5ijg/OkHCVi6IDpdHzcKpTZ+zdiRqZezukYVHCm5l8fx2/Fun11v/RFpnZSf3SMo8f2dldixYbfnI0kg+PHwHJtT7hEZO31rRjjOX6itgqnzeSPcWmk1pxT6z2vfEWjn3Vp6qM0yoHFoe68HKoFlhpUu548jcTwYKM02SSgCuctXTLABpk4N1jHN/EbX/idFEfvMeXQ5TTLsJFgOnlD/2qlt+DysZP6bAmtfpd8cChYYaqeAT/GN/JWWasnWrptG7kL8W5PGbHVKad1FOeR8PXcfj1WeQDh+vx5Hl/4792BgA71YKXwmTjf7tadVW5OVDLA2QIU5fDniBEvp430yYOx5Tu5RSrJf5TG+XW3JgqQEYAMIGgW7yp+NOWDfaXsGP5ejC10jeXHhK/qGa0HmKorE4cSAI1jbQuqPm0JKl4TqtUhAq5aEQ7o8l7O7a5Mzkjm+FV6b6cA+aa/bHv7NJ/HHJNfN+rG/dDByY+Wx3WD7vgifVaPPiYqpK2P9CrtnUQsn7bhfydW6pKDZtdbTKHeWfd0c7zVMH5PU75Q6/RDkLsXvQs38nxYCb8Q+aDPeKht1Q+hu2WbgVLpq4u6AEx7zjPJy/iqvqzn1FW2z5O4Wwr9+7ByoGQkzESSfhxbr30lR4CT2hFCv00f0LGe0wEimz4hWtk+Z98iYovTtDPCil+c+gRsLiKXZFh60unUOdA5sHMOtPa16Sc7r68GvzGRhn7St5OTrbDpojDUDoCqPTHu0083DkJGhUZEwpms/73vfC/0N+KPe/qM/+df/K8ZbhZf169fz61un3nmmW2t2ASSAku32n532jwCS0+ePDkAT6clK2Lfe++93Dr4zJkz0z62ZbgOmG7Jov0TIEHTaN287+RyvFuDU4HSxX+nJeaADlPOQokBj5VM16+8N1y/fGm4HMDpjcd+ObzwiZd2NdhaYtb1onUOdA5MyYEOmE7HKB1T40udWB8d277CdDrebSeUQYHVZgYIBhAcjbMAaLaThx527zlADjgfOYKtpEpH74yyVS6hcRfatfH18b0ZJbsSv/jKkcqOGCwbOHNWhWlJR9bKaoC4BgTxlwPp6Pg/BChGeHn1kX/9Rk5y594L6hnXxV1bMxo70LAicdMzDrnaNjCCJ4DsFYjtHTtimT1xGlsxnKtMI78czSuOgkmS8usnMNF79c4ffyzHP1ZWWWHFebBamtnncR4x4q+JkcH2lAXOTdeq3+89tM7Vy0YrNskKIksbEV6SpQJMPWK1GBnRfjkHXnnPEn6yvWOSP3kin+2v3SU/2kPyIb78BEBHVjqtciDtWDCKHbN1Kjs2JlVX1acuJlW6EoRzDcDWANDVd15ydtviV7yAcHojHk5v+iE8XSE/+5GaX8Oq0pgQE/Z9mf0aaoC+PR0TPQCQ+jV0ahbEbr4VgKkJJ+bSi1XcPuoeEMKPgN9XvCs65M9vdoFdZUPKfjgvEo8sAnitMLWFsLaqwla4w3akz2ypozEBuziexECOybSdUorYcZOxcgVh1JDWqtnkqIdgOp5WP0AVqJ9xXVQ8/bicHKBrZICMhLqmTNHfWoFGHvR9TFqg02SEfNBhzxbIWYBpgqYhfuQT6VvQZeHIK3kknrdDTu9HGOmKl50wwUbYBFsdM4b+1TnQObATDmgn9Kn10S5FP0e7QAdNhNM/o2tAUDpJ392j23Ren44OaxuQ3w0w/W629dTb5//6P/58J1l75Jkf/ehHuUrz3Llzj9zb6MJHH8WEvZs3B9vwzoNsz3v69Onhscemn7B19Wq80jBWx7766qszyVIHTGfCxsVEYiZv6E06UQyOrL7QIaNMnZaXAwwo48mgMpg6ULevXBqsOL3x4M5w68ivho930HR5BaCXrHNgARzogOl0TH64A7vqADHYRH2F6XR83CoUPnPg690YVAAVJize6tF+f4k4oH/LGWyg6Z1gd2PQSSZ22+ulrU1jW1zj+MbXZ83KSpcjCunXcaDCl1ypQTJHFkdYDobjOkcWp7VVph8EDwzAa/axZyqcOMQpnKNyCRv/Gb/+o5WiABg2Sxh9TPkRljPtRNxL55vr+dfCCFeD9gg6U2oOBVtW2U1ndcvISDLLLjGyIL+1lRUHNcDo7Zv3Y3WqbREPHmCqbw8Id1RWdUIeGsixel19AD2yXjBjQq3e1dykrkSyDnHI32NTg194LBjHKNsqPStNOHRyYgJAjwCOSB7PB9DDmTMmMjiuF/flXXk6rXIA3/G2PuvtEFUca7W5+qxf9DbfSRo2IN9JGnWHxGuygHivxkRq7/8VD2DOCmw2Qz17fj+Sdp7zj31/N1besvVly/ZjfneaJ9z3MaHg+VOtXtLuT9qBncZbzwFK3wzA1LZ/bD/bWFt4S5c60kltitX8AHu89htoF1WQbRDZUyfOizxvderzscKUPI0nCFaYw3bUXrGRQCn8wVt2D5/ZUtue584HcdT2jscFJIEZNalEb8aEJmHYdjLR7HGbKCadTsvPATLkU4A5GdBH057Wtt3l6yVn7Dl5qXGnZxFpqX4QHS776siuIiYn04sfji57t6JJFM4BONKVvjQqT3GrU+dA58AOOFAT265FO62tpsvaCvqrLaCJ9JZuakvaHkNNl6OJDh1t7Yyk6Svdfu37//ZQO/1XMwJM//qv/3r4r//1vw6/8Ru/sWVJtWt37tzJz5aBZxDgxIkTg0+NnzeL8j//8z+Hv/u7vxv+6q/+arNgU9/rgOnUrNr7gJSEcFI0gwsfymeApIOMDuIM68x4/5qaA4wpJ4eXRV9+4+fDxRuXhrtHO2g6NQN7wM6BzoFHONAB00dYsu4FA09tcM3qZY/N+tUGG5Dq2Dq2QWl0g1vT/EhcOsfhS8l43IzHs6NcA+BHHjhkF/Anxu9JfMPzAmoOGVsPVHHpUVt5qL8bwED0d4Ho5RBaW5hSNbqEDCpR6aD4xlThXfap8wpTwet6ndf97R4rHsca8KXjNBxTHGAmBQCg7tyf2BhOrkkinGRWi9kyl4ObHfKJnytH/X8UQTL+LHdcGvNLPOkQC6Uqxxv7hWeepmd74RBXFnXNQUzvnZczWj4RuwtYttKyVsly/ANayEauqAj+Tdiwwrt8eJ9+aT/GgGmeR924dtwqjygvuVU/VpvG5SyXMvpoh/Cq7ms/1Hvj2GqhhSM3eASg4qDJ+o8HpYHvBeY5jgE9cXHavhCAidXH47jjsawX1zhZyXF3sK7yvX6R0ysBaBqzW322XSCE49pEBisTvfsSCIroBJBMnV2OlYMc31YHqSeAmXqb58rwKt9Oj2wWeZT/twPwsz3vMhL9VIcAxxdO2tqWHm3cP5yWB2x7sC/9QVaYAvHotXSeOXFkOHnksbAXrU8qTtxlC/iNbON7d9LW8C3pw6qP1ZWTzdZ4zvbuz4X+a4NyApsCHVIKVmU73d4B3pigicJ3tk+dmJRiAgNe1vvB2V6knWcnHw97mWGjDvzRU+0a/nKS0wkTxDw3ebQl1r+XjgO0qdpNskQ+ngid06aejI93lWrnyZ4+AlsiTLX3GEKHSdhYM7XP2S+KZ/0ey1FL00SJth0onzLboP0gy0BbfUPpNOBU3Lu3WfLaqXPgMHHAZITLMRGRTfdbn2c9opP50YkPKp1eL/RP/v37Gaa+/u8ZAaZf/epXhyNHjgyf//znhz/+4z/OlZ2Vxvho69tbt24NVpcukqwyPXXq1IZbBVvp+vd///fDd78bK3AfPBi+9rWvzSR7HTCdCRsXE4mOlQbPTAXbJnnfj8EFvdPBQpxJGtVOy8sBNa2Do8p1nK68+fPhxp0rHTRd3irvJescmDsHOmA6HYu1w4BO7axOb5jgnM3PCZJuj2h+9XW3GlhymHJYcXhGlDkotYJkv71rbDquzD4UnrTh/9a8nH3qPca95kDVP6DBylKrqKzEoHN0cG0vV7/IhwMJAISs9BBu7bl7NRDN3/FVzxeQOb7vHhLX2nTzxhRfFb+g4zgaQBbboHGMhf67qV9vUD3uz3NYAdHSSRa/M7740t0HhLEnFd49dqkccBXWUXqcYfmuqgTmApyLc9eRb8+xYYskdaos+QkmqH+/W35aTvI8Lsir7LrHfnL0NZ41oE+9c/zF4w/xepHlmTYt5dB26M/jOSc6sAso7AggLedKA7bb+3u1QUBNTns8iMdyu0wry6rex3lIfgY38NBvJO3Gx1/LcaWtwlYcOhEniiCZN9sAAky1UXTEdSSUuhNSGUp26r4wnWLFWejzpTv3EzA1IaLAk2l5g7f6BgDT508eCSC0bU1G78Wt3tSfurB1r/rKleTxYKvn/VkjhwUwZb+B3IDMpxPIpEfT1v7G4fRDTTR5PyYUXYyttNkCK8MAmwDTU2FHmr43ffbddHZ1Ugpbor1jV61YtmWvvinZmpiBtEWAXvLHDlV7sXHOlvMOXmpZ0o5GEbUz+KfLoW1G6uBu1Ek6xpOHbbIKe82enwke0mW66lk2nN00IYL9Bpq6bgVw30kuWbr0XySHDJCPY/FVYCU9a5/Wt2VHfPRpqxVuOt1WoDUJrDutTyFeUktm26eF5UdsdxqoSj6rf82u+EibDdH31G90nn8toaWvl17AzoFZcEBbMA1gKq21qkW/16N5Aaa25P36178+XLlyZTh79uzwxS9+cfjCF76wkgXvJwVKAkz3ko4dO5ZgrvecFn37298evvWtbw3Xrl0bzp8/P3zlK1/pW/IWcw7TUedK51WH1gzVm6GAlNCAQ0NGqXTUDMQ0dPHf6RBwQEfm1ruvD1duXF4FTdda3EPAh17EzoHOgZ1zoAOm0/GOY0nbamBp9jgy+94g1nWmN36mUzlvbvDVAdMNGNMvH2oOhHqlQzK6trlaSh8XIObIoWMF5kZkzQ6fJWcTomNCO+Uzop8ed0zKYKt9Zc8jt2cJmKY9iDg5rlr64bCKpOST4/TE0bb1Goe6+8A/DuvxSjRxcFSnIy2es9IU0CYezxgXeE6ZhZWWe8rumfHK9biUYwYrTaVZKwPj8oGjAgzaFpO/TODP6in2ucZBVd1VOOVHa6+3q6sOi63uV/iNwtX9zY7ykp9JfRnLaU9OB+AB9FDnBf5yC0hLuYz1tD90Qt1zZAqvPsWhPSoZ2Cz9umeV4rtmwMfkBADMpGlLWZIHQI8tORMwjRyTrU7Tc4B8rgdITxuD+jXWU8fPxgpTYDqi7+SAjfQOUGA2oOzM5D2yntvPxK/B1gN8rTC1Unw3+rRfywrEtOJX/XkPqAkrs6Cq/wTMQ3+BbwmsRzrPBbAO7NhMV7WF6gCxFybkA17Fl9v1ThrLXGE6AUwP8wpTrGq9Cna7TZIkvyhMb/ro6KN64ZsL85z2O9vnALWBqs9Gvah/7VRbPdpW99ZW+OJ13RbpQNNmk1sdtZT697JxgJWmf2Emsr+mz9b6bfqurT1n/61C1h7DCJosTvq1IZVl6ZtcNr3OOCNs69u2vi5JKmkSh/5EAf+2iK5rbAEiq/qI1U/UpIi3U+dA58DGHKi2gq4VYKqfZveB7U6YWy+VeQGm0rIy8xvf+MbwzW9+M3/bnvdLX/pSAqh3796NXRMmjd56GVvgNWDp8ePHEyCVV9vwWh0rr1/+8pfz96yy01eYzoqTC4gnG7nQQP1XymagrDNlVrmOmfvaMB01yunYafk5EP2q7IRfe+sXw/XbV4YPjsX2vL/+0qaDpOXnSi9h50DnwHY40AHT6bhVgKl2F6hh2Gg1UM0ud25AWSvVNoq1ZpcbqCLPcG6OgY2Nnu3XOweWlQPlQAcwcNoCcoBD6YAMXaEtqV8r7qFVTtA9/aECCTyjv8y51J5pjqLwKSdxSHmmOS05QCf3pRPPNc1s1z1Q535PS6XXlb78SJ+9AGrU+6Kc679bLar/Dvw0uFZ2JG/uK1860yJCKxESRI3fwgFMlNkKFQ4t4wKrCDi78aScYtIAqNkW0iq0coRlQgfsi7zgKYCUU5qTH//ID4efsuJg4+KEj5Myjq9XsZPPU9wv+17AesVf8WznKM0i9UQWbKXqnaHqrtoEkwVsuaqMyuZ4L47qPB7L13Qk2KpOAadxUf1PQzdCz96Kd8HSudIHz8nPKlAXW3xuAcBMk9ZhDEM28bY+xu/bISA4sC0/AbxZiYbUPYCGnbTrlPp65vjRlB9Vv98d283OWiX+y+HNmx+mzYsirejrdni0n8M2wPFI1h8AQj3Ngqr+ydWlAEzZBRNpcuvfmOCgjdHKaTvWo7SBE1EUxhawl2MrWSAdwE78SBtxIYB48qcs1d9dL85lv0ZmEX6V/OZ58JntNC7gT642Xdtk8pN3mqr3F08fTf1VV9irTXddm6zN9v7Tsu3Vnom30/JygHqy1aw602BCHPkp0NQkCHrHdujzWWGKShZJx0pfJE7IVWvHTc5bjZfM6gXVRDP6XRPL3JKm9yzLgzGufiWZJJ9te/e2ynS/tytK2alzYK84UO0CPTTusjuSCXN2DDCpyfXd0jwB08rbpUuXhr/9278dfvzjHw9Hjx4dPvOZz+SKU7/3A92/fz9XlL722muD35/+9KeHv/iLvxiefvrpmWevA6YzZ+niIuQIaDOMo1MbDRoFNTjWAF6LDq+OFvJdgGpe6F9LyQFOjZvvxErTm5eHD+qdptk5Wsri9kJ1DnQOzJADHTCdjpljwJSTmR+jVvVwfHBuG2yWQ326WHuozoHOARwYA6a1slSfdnXFIHCoAZ3N+bPqNHKuy8O5oz+cjqA4p4+pk/Fbfzj8kRluLWAat9LpZDAr3E5JHuSlpWsShN8tT67JH8CjAabtHYPuK7tyNidp245v/A4zeRI3Z5m86/N5ryVHa/X7HRMwjZAcZtJin4Sp1QNsFscYB5h7+/kdh9PWQckNZwSwlLP/ejj98ZLDouoT/8rZt+JgnCTiXn5UXpA46znn7d6qjS85xFdUK5Q9B5PP5+OW54TITwsaZ+vLmLDGcfm+ygAnbK0K/CRD6paTXdlqFZNxoOtIHXOoZr2q2/jN0RqHlTJnwNFX5cnkWyv81gKm4iQjgJLcSjR+L5KClcnHxk8pt7KyAJuVa5F5nCYtdQTIT2ArHGdkdDuUKxSjDtQDMEw9o4rXFqDAdM70s08cWQFUt5PGXoYl01Y2svl0lu1uNb2Xudp92mUzgBCAMqtL2e+yQbtNgY0vMP5ivMuZjEnTRJjnTjWAswEsrm5N7EuB+uwn0AQB7MmdcphoU+9XnlU5ts7Z/gyBO2yUtgSr6CPbjNtWgYc6JugEML0W/NQevxD1wi4Lp40oG62EZJ//Tj3G7WzDxakN0253Wk4OkJfqTyihZvZ4fLH7ZIa9N2mBHjonVzkVwoNB5Ij88fU61jmREUSXRh8i+yhx1G8gY3aTKLlyX7+UjuuDuMe2jG1KTa6Th06dA50DD3Mg9W5it7XNNRlBu+r99fp9bSLDw8/t5GwRgKmVpm+99dbwr//6r8O//Mu/DB988MFw5syZ4fd///cTPN1Jvmf1DJD0n//5n4fr168PTzzxxPB7v/d7w+/+7u8OH//4x2e6srTy2wHT4sQBPJZijjtSGkWKeTneQVEDMgqr0+vYaXk5oLPDCXb1zVhpegdoOgwvfqKvNF3eGu8l6xyYHQc6YDodL8eAKSdfghIT22uwyTllLNkB0+n42UN1Dow5EH6fcJTrrzZnIYdNAkShawUSVVc21CyperbOE+uaXHBwXr4dz/noM6Px9bwQXy39Otv+MfMQj3EoATWlIU7pKhfH1/lYIcahnSsIIoAw7IVw8sam2K4vwbHJSlN9+AL4lAmQdTy28m3vTm4OsAIaWnwtTU44YTngTObggJN2bu8WeXFP+IPu+G711uTGWAcAaEa3lbpjB0UUNcvqSAqKp/Fz4lhsYLx7xliOSHgfjsRgW/LN+0b1u4VpfBZfOM0jfQ7JTDd+V91aIRqXM0ylW/FHFEnSEJc0tCXea3suADAgOGeolYkm6tCLOM1xXahG5lUE7dkAXEM2gGtbrSAWh3LSsffiHZtmwI+35N1rwFSZ78UHL8v5pJzyVc5b5/udlINcAKMA0+RyO9RW/jTgmjwA0ZEVQFaXki3yIlwDYEjSwSGgEBkEmFopz39BN9bqx8EpUctpVEnKaq34nPWW1tleBO+s0G1y1bY01s6sbAEcACeZmIZSnmKFpBWm3mWqzUXsnDhNngComJRB/7Rxh5lCpdN+sk9sc9kpfDkdvErgKXiobdae6xeci/ZfW4y35NvkGHa72i3+OyDVuI2Qztj+HWaeL2PZaREZKG0CjJqYwM6z6WXXqZs+BG0mY7X7RPUbxxOoVsHViDeeq7gdyamtQckUKyseaWR8EcBlNllfQPuC6LsdJtgAYTt1DnQOPMwB+seu68vcjL4MPdMG6P9pA2ryC63bLc0bMPUOU2Ap0BRZwfmd73xn+MlPfpLnL7/88vBHf/RHuU1vXljQl/eT/sM//MPw+uuvZ4qf+tSnht/5nd/JFbAu2JIXaOodprOkDpjOkpv7JC6Nm3fRGHDorGv4OFsoskFV/HdaYg5wiN14+xfD1VuXh3sBmn68g6ZLXNu9aJ0Ds+FAB0yn46P2kxudY4lTw5HD2eD1yRhMsr/518eT0zG0h+oc2IQDBpgGoPqzjjngjE6tbiwVcwyfTgKN+ro5kZCOxqecRPrBKKLK/vAYCGt3tvddql3xj58uwAqgwxZIG1CS+YmAtlWztaHjenaiysCR5TkAlq0W2ZpaySi9ArLkAU98DM49PyZ59WGfTOjg6D4fgAun1yxXOo3T3MvfZZ/Jy5Vw+nNcFHjJqYg/wiB8QSssc29yXs5q9zk8OCjxuurVqlwgZq20UO/B0nw+62KlPsTYVg+r0/CZ5HaNfquvypN0xM9hKU7+SPmzygTwoe7EBCitHYSUgyxHEdMh475PPhfhn4rngKYcr/K7Hnk+okz5umzLsBg/cuy7Jh4yDCARj/jkY1GkfMasyqyM8qr+6IF6GG+Fv6g87TSdzHfkHyD4VgCmjq6pr2mITJjkYIVi2Y+4lDJU4Cud5iRfz65Mk8Zehik55r8AGHmXKb8F/TjIVPVGf7y70jtFZ0ljuXozttS+EUA8XkoX2AKgLfvBRiH3k6sT1rrsjiM9s6uB7Z0B15y8yH02ySQRbRcAWJnYg0m0Ge6wfRX/2XKAafnYxu0ze+o+UVYvbYzAljfeFg+tELcSVbvlmcbzNvGKHty93/oEnO+Tqjts7F7a8qrrrO+QD7JDd5t+rU5oi8upa+SIzukreIYshKlM8JOc6X9opbM90EeJcAnGChzk+dV2tU3iotsmRAii36lPTcr0U0zek4a2haz2iRK42OmwcoD+oHG755p+qfZS307/RVtMf0JlkvSpy3ZPomg3dvg9L8DUKlJg5K1bt9bNGSD1n/7pn/K9oVZ2fu5znxu+8IUvxKtv5js28N7Ub3/728MPfvCDXOl69uzZ4Q/+4A82BEZPnTo1AHXlcRbUAdNZcHGfxUFZ34h3gXCwaNwM9ilnznyIaxrUTsvLAR0fzrFrb/5iuHGnv9N0eWu6l6xzYHYc6IDp9LzUOdaOcmrYCs+AkiMkHVPhmB53pKePtYfsHOgcWMsBzl0DTQ6eBxMHOv1Lir4Ox45JC2bCc/T6zWEU/9HvjdV9ETDdQPHDcx5dcRi3WLb1Lb6MM5QcBlW6XtfZAU5lziWOJSRvnrKSRJ/ch1Osns1Aky/5k0955CQFmL4TW1VypLpXJP7TAYSJ10xmzlfhx2EqrLxZEWB7V4BLc6AfTGClyrTZEf/wghzkJ2x1ygd7HXz6MI6GQeoq/pOcc26Qm+RjHOO/ObiDd8LirpVatlJWt7ZDrufVJTnzTMpX/Cg5q/yIu4BS9XU7VnJlvYV4eI48qacWd1vtUUC369Ii41bOkocmIy1O+ReH4kTQdH6eVt+R16eizjlD1yNx0K/VFabtvbniE4937NqKl9xw9OPDIgjP8Fs7S6eVjc4gY1k/lamu5Y19/CX/ygQQpM9WmpadmibbysvxbZvPC/FuWxMf2AD1ZCIJzuRqpHBarWdXpkljL8NUfavren/z1dGrhfYyb7tJO+1u1JXJBrkyeAM93GkaJVfl97HSlE4TCPKSIHvYgVqpJh1yxw5NgrUJIWEe2C/Plm3i8FUfRWSM/isTu/Lsifau3IMI0FeZdnss/ptgg1XaDh8AlXdIa/lN3nF0zqcct1NvhcNTeowAVXhfuyLQ+epHiNtEGXb/7qT+8qH+tTQcKFnQT8utr8Nu0DdyoR0EtpCrAtxd03bTZfKF6G+1jwBTbSQZyv5mStvD7Sp5u/OgrSC1epTMsQ+otorWc5Cue0Ba/RTnnToHDhsH2O7WG9XEro7h2HJ6px9t4iEbru2kj7lqOxglTHt+NlybF2D6N3/zN8MnP/nJ6EdurOPaO+81/e53v5srTy9cuDD84R/+4fDrv/7rsyncmlh+8YtfDP/4j/84XL58OVeSfv7zn8/3lW6Vx5/+9KfDX/7lX66JbWenHTDdGd/21VPjjlq0myszWCmrmYCcMzq4lJUS52y3uBf/nZaYAwZK7Z2ml4a7o5WmG5vAJWZGL1rnQOfAphwowPSnP3xt+B9OnIt3FPzu8PgTx4YjR49s+txhvWmwauWLbY04RPjBzocjs0CSWfNFx1v7Xg53nfVc4RSd2k36tbPORo+vc2BPONAGmm3AOc6Afq2+bjp+Qg/pJAcTRxKIkc745IpBx3jYB5XeVNwtXLvnu8KVowh4Fd2q5jxyP37rT62sQJz85tDibKKf7sufYwFh5XyKSxuS/MqPrWVrx5hMR0RBHGD69uyBd6MBAtmIynMLtfrNaQZAs2rBlsCePQyUDsSQBe82zQkuE3uNv3iYjr/gKT6qJ04Ptp1MFDgAbIj/5G3yMcDDad/hJx61oi7lJaLP+Mkp53e9LkU49WusVisFyzk5Pt6L565GfZMLz3JuVn49H4+v5NvqVNtC1kqw9epbnuhKyZmZ8eJDyn8mnLbPnTyaYLu4F+UoLb7Jm/zQVYADRVJHiD6WMyovHIAvfQWAty1PTWpmq6ahKHbaEA5wYFU5w9UJUld02vEgE1DAFszk8b1YWU9H1P+UbNp3RdcWeKcsHVRvG6303m3GAaav3/gwgPgGmJZUsXHsl3zYshm19nG1LS27QbfZRfzOLeFDz9jFMYkCEKssL5yKd7JGubRy1ZaOwx7G32XjlZ1usl8mNCDtv2Y31D75qu+Cn+oFl7U/CWbHdfZPbbFxdN2cK4ApELt2tqnVSuLutBwcYMMvHG/vqea/JR/a+eybhC7qtemDUDjtIP00mRBVW1g6S/eBm/S1+jJkin77kDXxmkzmOsDUM/rN4noi0jEpLLKxsHZfOTp1DuxXDrDZ9I7G0RH6ieiTvp0dWozH/I5gSZMg+czkUruxy+95AaZf/epXh6eeemr44he/uOV2u3fv3s13m1qRaoWp7XFt03vixIldlq49fufOndx+1zbAVphaMepdpcePH980ftv2futb3xref//94Wtf+9qmYae92QHTaTm1j8NpHDV4K+88CkU1GKOYbaaSbbh0atu2SxTa7FYOpk7LywF9Ks6XK2/+fLh++8pw71jbnrcM/PKWvJesc6BzYLsceAgwPR6A6Rc6YLoZD3WQCzC1asSA9GmAqdHlHKja+dvhMLGKwEBYelacdIfVHBjeo9x3HGh+oYf7rc5CFdNxRCfpCYekga0Bq8EtoIxziDOzKMa6CVA553jkkPS8ZwRLgDXuCUe3OTs5h60S5WCOoKn/OtbAM45Q1yq8ZziqnLd0G5jFKe1a/G9KBZjejrzbGlF3nQONQwvFaebTwDzf+bcFYFqOc477Z2LFICfsYaCsy+CWelXP6piTEP84qtWF60AEYyKy4ojNeMSer67QaDKjbtNnyfJuVZGTemoptjoLUUs5BeLGItOUG/kRFzkCqkhD1CUrdSSndjUAJNk2U3tQK5ibg7Nt4VggCLndCjDFE474i7Hy0YpmDlhp50qyGDvaStQYMss8TYHj2VlQ1V1kL/NTYG2ttc6Wbwr+zyIvs4pDneO1Mfp2V1AqKrkEotT7Ssmo+nUkM8WjWeV30fGoc/YSyAQE1Nfhs6CzB5Ho34UTbaKK7Xjp1DxoI8A0bUp8SbZkA3/ZoDSCcV2Oyr7gMn3zWQ+QS/mLLzIHMLUSboEmQa73NeGfthtZ/aL/MQZMtcPaAn0UW/BiPnuvTgChxJxu47PfeOtcfYhHey+cnQb6StNk81J96W8Y19U2+vS2+rKpk3Q3xIaEkZEi4YCbLmm/yV0DWttKN31RcQpBhvQZarKOdoNdAtauBUnFqyfSdbw43Y+HmQPGkeywtjHHAdFfp3PGDHAVi9LcL1AVr9xHdHaWNC/A9Ec/+tHw9a9/fbD17mc+85nht3/7t1feD7pR/t99993cptc2vidPnhysAPVe0d2Q96VawXr79u3B9rq2333uuec2jdJ7Vr/3ve8Nr732Wm7V+5WvfGV49dVXN31m2psdMJ2WU/s4nMFuc9y2jlTrTLUZuZypBrreY6Gjxpnkfr7bJwYhlF+nrNPycoCz5/23fjFc807TxyegaRS3d4CWt857yToHtsuBDphuj2PaUk48nWOrcsw29G6xkzHonIdt1c4b6N6Mz/VwtuqsP5eO7HQbzyXN7XFk56H5lwpQEEsfoO+cl4f1yZIh/VkOplCX/OjjrgVMDWBDfR4CTGO8m4Ncz7a42vPC0bUCTI8f5XyOHVsiAQ5LdDz6WMI0YLQ5pj23Gzmu8rAxBuEIKFKAqbQK6Hrv9uo7Tj2HlLHsEF4AWaw2zPFAOM6U5yCu0MvC7eKr8a1FEOxI4rfmPMRrgJbJp+rvZIybOLPxPNi1q/pcm2X5kK6prVVnwgA15KvAjUefI5dNpgFJZMM2YOJQp8cC0JfflL+IiwPU+M+K5/WIvNMRK/ouhhyJr1ascNQbQ3rnbW4BG/HXJID14urXtuaAfgN7BOz2bmLAN/2cqO3WEUxCqF/1bBLH89EPAFxVnU8dyS4DltyWndlldA89Xo5JQKAJIfwWO+HTQ5HuwUkBIAVqLxownXWRx3LXANOD3/+cNY/G8ZUcu5b2OewxqvGD3/SYTTeWQMLpY7DD7AKe0zXtvbaJLtyKmTZstfhL/+hHp4PNATvD2amIPfebbKjfqOasf3Kj3+Cae61f0la76c/5I0sld2TKuBEBREkff7FLJh7pZ2jnj8Sz0bXN10mQP35DcrebPmwm2r86B5aIA8YHZXfpB2J26ZTJXfp27PQibPG8AFNlevDgwfCNb3xj+OY3v5krR223+9JLL7m1IVkB+v3vf3/44Q9/OHz00UfD888/n6tUtwI510YIfLU69J133hkee+yx4bOf/ezwW7/1W1u+I/WNN97IbXvl40tf+tLw5S9/eThyZHY75HXAdG1NHcDzGvCaMWTwZYtAM9d0sDhxNHw67Qb+tmWhyBpQAzYDEVt5dVpeDjDqOlaXYqUp0PRBgKYvfuLlXKE0sffLW/hess6BzoGpONAB06nYtBLIoDT6xunksFLEUPR8bKUE1JjHIFMnXGe8OfVjdmMYb85S7Xo5TFYyd4B+6KdwC+mX4Cne8e1vBBgcoKL1rC6YAyVLerR+I3JVAGq7FhdCd1JHW5Ac8OaKzjiv5yaPZwhQkxV7+lFkU7/JfY4rVNfaWfuehQ2Ql7Qz8UN6wCr9OeRc2UzWePvW/RzEu5af+BJOfj3Jeea9qk+HfbKlJ6ebe5z4zg8T4WnjZpMBZV+1P43fnJPYbPyEjz6zqM8xnysf6itp8oMt3ywtwUoutAmc52a2+w2MUa/yzeGuajlD1bHr6xFZsBIFYOrdS7UFqjTkxfhRm8aBey62cjaW3Cx/66XRr61yoPUb2iQIW/Pm6skYg5O57ZDqZA9qa9RFA6Ylv/8/e3fWI9l1HQr6iGQVWRNZI4uDOWigTFvStSVfyddCowG3Xww/yGjZaMB/5P6K+9C/4gKNtgXYDRh+MfQm3ysPsmDRV5Yli2Ox5irWXKxBvb61Y2WdCkZmRmZGREZknZUZcU6cYQ9rr2mvtQdlngc9kNlmadSeYNvF01ZwOo9na4lNstZ+wPhpHiCw/MH1tiTvpJmhs8pT6ckWs9Us1c0GDZEQMnI+9ZpVuXcrnQpcyb8fMK3+g2PJdDQPjxWsajzWdHo+FGlYrtqKNlYCqH2Q2R/SIMvjf4AVxoC2N8DJ6oBln7HQDOgyWBZv0+V0vQ8dABxoZv/oBl3RKWgCDQr0mAXXaKzpjhZgjUBsPCddz7Idmr+40aHf85DvWejha8DAimGgAqZ8McVb+MuHDc4nhMcWIYbnGTCtZrlw4UL3ve99L/crfeGFF3I53M0CoNeuXev+4R/+oRP43LdvX/f22293/+W//JdNZ6maHfo//sf/6H7605/mvqjy+c//+T93zz//fBVn4lE+f//3f99dv3499zX97ne/2506dWriszu5OARMd4K9JXm3FKMgqeAnhyrlh2kxL0VK6THca6Yp5cvALkfLklRlKMYcMYAGLn7wbnf15sXuwXOjoCn7Kj4DDBgYMPBkY2C7AdM0DONr3ETUyfKf0Ls/fj3v9x4dvbH0B51SdaZzBS3ETiyZaVAShxLHB9laKNhpheh0zhJGurw5SQRLyfVVhuY40tlonXs44zSAw6hmghq6nq76LVZX+oGyTIvjQToNZts+lepwHDCwSAyQPR9lwPRB0PYacQevNLsf/QuIkUsc3AZaXIl3yKeTlvQOmUWEDA7vRbba7PLiwLHEK4cNnUBuhvhMveCcfpgU0Cj9pb+YKxdEGvqEuZxYCEwyE6ANQVczTNELR67fBhAMsHUMFN5zlmng+5PAOx7WDoXzaVKFfe2sPV4d7SWpSebNx8hCHUpvKysakzfbrieC3No2zApP2y7AjF4kd4+Ngh85wG0OA1TgSkB5UQFTtGcQhRVV1MmqKoIvA3wWA+x1vA744MpeL/oOtk+b3n0YTPkdcrz4uJ5r92OJ30iPjL4eMoMe91sAjewgx/2O0wFWFAMZMCUvQt8ejQFKltkla+kHg6MAOrJyxDQrhKCLtAGjn2pQFL9wC7i2WaTSkzb/MRsC7UhXMNZWEy2PR/To+QEGDDyJGCCLP43Zi+QsXvQxQc3s0pGID9uo8dAiZPAiAqaCmJbo/cd//Mdc5vbTTz/Nmabf/OY3u2efjdlXG8B7772X7925c6cTbBX8tMTvJLCEriDrJ5980j333HMZmH3jjTcmPbp27e7duxkoNbN0//79a8sHC9BKY9YwBExnjdFdSA9j1n5HlCEF2Ri7dYQFRylMSzIxbilCz5s+/mGMSNTZHmDvYyCN8TCs+0HT1z4fM02Hfs7eb/yhhgMGNsHAtgOmoW/GlxWUFcdZ2zn78fvj1z3ruVk52qS3KKBn6VwdzgxkRsYch7nEUZxwevg9C5AXPV7aWrLSLsfKLPLYjTTKoVT7B6qTpTB16gOtCXSUkdTTOAjG6yB9q2+wi6QpfY5dx1m2z3i+w+8BA4vAACfY2dGSvHzxTwVhB2nnR/5J/9GpfzYc96fDwe3e+VgKFGtZ+k0gbC8MvFDXJxHawNg2m0Sj0qMl27R1ybtx/UqX8L/makPheDdrqa1O1AbbjkRvo6VIiJOWA/eFmCVnVuN6S/w+iW2w1TrT5dpNcEOgCz/mUsjZV58+Ne1rpp+AqdlILXDp6vyAHkU7/Ap0tqFIaKEF0ZtOnVXus8LTrMqznXT4WwxU1z7HY2lrs7dmCXDERWuww4fX78WsQ7bOfINmKEy9DLZRL3pk1vWaJY52My1tQQeDcf6stks7Nx5JWR3IpcH78tpzwLWUG/GCoGntNy14RpZcuh0yPIS6x0ev5HvD1+pgAB/Zw5SONSgBmGUvmInv9IFqpvI0A0iTFuKr6BApln3gCFxDVwbloiOyHQ0a7IHP9ZsE8gcYMPCkYqBkNVmOR/Dk5ZC3jvw/eKfg0Vldmc9x3gHTM2fOZJBU0BRYpvff//3fuwpQfu1rX8v9QfsDdcdr6l17kf785z/PW6+//nr37W9/uzt27Fj+vnLlSveDH/yge//99/P3l770pdz71MzU9UD8ShD3X/7lX7oK4L711ltry+9axveLX/xiJ+C6UdnWS3+960PAdD3M5tybIAAAQABJREFU7IHrtdl8bu4dDG1EMAPXCCZEZOklM0x12AiBHr/vgdoPVVgPA4x2QdNrty52D5/7XPdrn38tDbH1nh+uDxgYMLD3MbDVgCmjsEbT0R1+97tUzvsdsjIi9bv6gVSY7QdM87m1hx9P07PLBn1DmuGs6G2UeHQ0o66Ccovsa1Z5lEMb6PguMv+ttg9HgJGabbnhh4kvQRw41HHXEVEPjoLD+9qAr2nyKDyYXWcGj05Odfzhw7kggOOs8CPP5r7kgIjRqPHFUYEGBLPo3r3ieFCvPt8nrcXXstPbNLSzSs8IdJ2LgAv+wSNJ40FnXG3IEQ1yoqK747EkLxq1FCib3zKeAi6CYE/a0ryr1MbTlFW7VphkGh7U/rUU75Vw/JDBZCS5hbfRTsEj+dsCJGaaDgGSws7OjvAuYGp5TXyqDaYF7SIY9+qRRQZMG43wL/AtoDt6jezJoGnImVnp0z4eOCbP34qAYOzfblWPreCpn86iz8ljgQ+BxVP2uB8FQWZVjhYI6TJgaqUBtg4Kmp6KtlcSKxVY5l297KFrueEBPouBzeTyZvfHU6znDVawrRZxIbBFz1+wB3XwCZu5BlaOvz/8Xm4MkA/kBNuMrxYf0wv4nIx1bR4D3Iqu0BG7QAA15XrIr2fjM6wosdx0M5RuvhgY5w8DVS+HLcJ+2634ybwCpjdu3Mh9SAUzJ4Eld995551cAlfg81vf+lZ34sSJSY+uXbt06VL3wx/+sJOm2Z/2JAX2PDUDdTvpHDlypPvKV76y7pK97tv/9OjRo2vl2MnJEDDdCfaW/F0KNvoz2bG4G9PIMTwF6KNjQynaw1RHDdNTlAPsfQzoZDN+Pv7ZO935+5e6L3/l7ezguj7AgIEBA08mBrYaME39EiqjuVa5aEcjpHvoK99fiJs1yCfrd6mc+L12Ka41l8/jgdS1BJbwpIxp9b0fP2p5ljbTdLFBJO0S6jzbJQO3idv5ODFn0RSCzDofZX+wTw5GpBlO2SWco5bB4STgqJ/W4Vj2z/V7bQbPrdioRxCJMxc9SseScgaRocmdOnn7NICsOTkuxd62HMsci/Lj3N4rM7NawCWcc1HZ8OFkQM4s4GimmeBzFrT1JKRxA32Ho/R2GPuWbzMjgFNNW6BzfHUlOvYcYAYIcKRyqms/vCZY+tLg8N4TpEIGgWlkGboQhEIL6EPA3fvog+wcJZV6OcgoacUsZQESM5WHAAlM7xxaOzzIfvjFW21J5GlS1SY+Vo36tQiYOuL3ea84YZAcmV/2n+CMiaZoLpeJjELMQp+O40BwtvZtvBJ6lV2wCiBgyp7BNy8e3De1/TJt3chxNpQZph/fvJcD4ReBGTqfrlGvV2KG85EhYLpuk20mlze7P56w52spdnqdvmdncuCbqe4eHh1g9TBwIHTssZiJrr+Q/loyPWSIAQpkiWvxPxc5j67MT+Y3zhmncUHvCJ/Ld4ABA08yBvDHzbCTL8YAN4NVaoAbv89uwLwCpv/9v//37uTJkxtWiR1opqmZow/DP2NG59e//vW1WZ6TXvaOGao//vGPc49Sz5hJ+lu/9Vu59+hGs0HNbv3Rj37U/eIXvwh5+FRnJuprr8Vkr006OwK1f/ZnfzapOFu+NgRMt4yy1XuB4mNMOQJOVCOVdNQYWGaYmm1a08p3ifdXD7ErXuIrH73XXb75cXfitZe7Q4cPphG24lUaij9gYMDANjGwk4BpOcgemykaimQ7gc9yxKlGdgy5Bdv/Nmu22NfKgcXlvBawDJ0rWDer2aZUufQZ6j7xH9C++9d0cUPVp75XlmUEdojlxeBNe+uYcwDptAt2cgAJnBrlfDoCOxxzSReb1CftnkhTQODjG/fTxlH/sLXTAWAE94vh+Debteh3J/hBt3CvHny5ymxAmpkwZmMdiQ/n4l6YyYf+DAwoxxwaa27y5jjXhmvXlpPsdtLUS/WugOm5CJgKKAjGC863gGkr5t0gRp17dKldBMTuBG36DfCTGWr4YS9B8aM6TSMvlrnu+A1sIvLaQ1N+k7ucP2YoC0QJmCKJJr+aLMs85RuflMtDwHRK7E7/WPXP9cMtrZ1L80aDV5tPSkl7FE2/MJphKmA6Cz02Kb/+NeVie1T5lJ/vAKTciYLNoxzoEo0a4E3e0a8jtugXb+nOQxznQBXt89KMBxpoA4PJDHww8zaXZA0cLQLQH5nAprEkNP0xS/m0iDqsWh5rvBcFT7s52r1mWvtt4KGBgWyBEUuuWhWf+PKaLYynBEwFKvdHh4VcbSuHtD7kIpBUekle/MXL2n9cBC6GPAYM6E+EuE0Za0UffgWyd9SN2hUEzStg+l//63/NWaDf+MY3uoMHD25YN/uI/vSnP+3OnTvXHThwIIOmb7755obv3L59O/c29dDv/M7v5HsbvfDuu+9msNR7p0+f7uxRutn+qZbqtRTw1atXu//23/7bRslPfW8ImE6NqtV9kJGla+EIGLVchDofF8Ohx9jWGWFwmXVajpT29PC9VzFw8cN3u0s3Pu5Ovv5yd+TIoXRw7tW6DvUaMDBgYGMMbDVgSp0YMVbASTb6z0t5p263W/XohscKmHo1Xkt91Q/EbvjyEtxUfj4rHU7n6uGjwzmLpY2gXKr0NEdl5SUPUI4s5wZKWU3gUHjtdL6XEQpf6f6MSrBPzI4TkGObcCBzBqqXGaaWEJ1mSSr4Z9NwRHOwGhQGzJLi3JOOo7TkuVNo9WhtYvYLp5X8pW1mn88yt8O09S/601EsmoM+9GgPRH850zEaLHw+0W4zQO60hXsCnxPwMrOILBCYFzTlyCab0WDKiLinrTi+tJ+lrh9qwAAzBWftyM+Ed/kLPao/mEZe7HJx182++M0DswxElUMUfbSZ/A9zT0o4I7/6/UAcjHZqz8JhSd51m2vLN7Qv3acN9Mc/ieB1zVyYlJi2oMrNOnI0Q7xm+C1K1CpzSX+nI1GSOnqWNCqXgtKv9ujMrYTCYSnvLEo9tIRHbSTg8ULs//vKodnNxCy50FayeJAzTNk4ZPuigE0mEPzaaEnoebX9ouqzzPlUe4e4zr4Fu5/D/k6cpPwO+UGWu7bbjvxlxuOyl61mmOYeptlveyrlKl5bJH+VXoKvHFIa+Q8wYOBJxQDZanBqrXJxW9wkmGSB6vYzqJ9XwNT+oH/xF3/RmZ1pz9Evf/nLOavzMwXoXfDsv/7rv3YV1Pzd3/3d7vDhw70ntn5qaeD/+T//51ow9jd/8zc3XfpXv1eA1UxWywT/yZ/8SZZ/67l/9o0hYPpZnOz5K9nJCKLijFxbyiu0McY30yMdLPFjNwXBnm+EJajg/du3ujMf/Ky7++yD7vXPvx5OtiUo1FCEAQMDBnYFA1sNmM6rkDpqXGGOQD+tOot+LHu/TbmFJ/jq2/K8bWRixDG6gyFkjRTeCkiPs5Drn05mELbz0dJ48YPze4SuDMwKjnqH41t2ZjcKpCzKobqV+tWzUdzEm98cA+rEea+DwpGsPs+Hc06Q0+hrTsiNHAieDxMnnEltrxGORUEAMzyPhfPSzNJZBlLkp81tf2B/KU4rIGBtaWZtMouAeSa6i19RzcfaqWhKcJj9qN0E7NB5jopPno2W2hrZz72G6jFpIOGylXMzRKBre5LCv9kJgtVxSNljUCR7Hl0SnAYikBSeRZ5kkn2BT21hqevNyrMs99WRgwMX1kCFjeTFspS7ykGeaCP8pP3QZe4RGXw1C0D/aIFMRCN41+AUQRcOeNfJrsoNLx+IpUUF6IaA6Sxa4PE0zNYXLDUbvO3TGdIp26jZPNqfXPVJOojfSduhC628gI/3MuAHNLlqAdNortSDAosvR8DUQK2dBiDQBblAxplVaGap1Tj8jv+Fgm0GLAltVhzaHAZI7Qz9mq/xfUjnUVuiIeA3Va7t6QYf+v9yLFFdMjvEeFxv9/Ml79XJcFxqDGhnfRv6FT9lfzH6DZtB0cmq2a6b1Wu4P2BgtzGAt9jJfClXQ9fSt4KlVu7Rx1+0vu3jY14BU3lYAvdv//Zvu+9///uhd37V/fZv//amwUpL8/7Hf/xHBiwtlWv/0K997WvRd9lchvXrJb9/+Zd/yX1Unb/55pvdF77whU2DtvZW/ad/+qdcIvj3f//3uz/4gz/YcIngfp7TnA8B02mwtMeeScdeCAFTyj+6cS87IcdDQTN2OVgYYIwvxvcAexcDd27d7D5872fd/QMPuje/8EZ06vZuXYeaDRgYMLAxBpYmYKqYIyO1SswxwHO7KjNNy8h2NOKfPmUzcmoK9G0F7BF2Nz6Mcw7D+E/HiQEugn8tCCJFSIKm0d6F8WDNqjycwcEMFyxd4CoLPfqCLwBX5fTRQekvOaougqacCQI+6znoqg3gTWeHbeNjpq+Aqfc5KNZ7v5Vk+u/KT/uUQ6vqIg/ubEd1W3Xot1PVpTm0H687Uofvjdqp3l/0URtN2qpi1ZYeY6cLdqFz9Jz4TiJrMqOCYYJulqMmT9j4WM2sZ7x0PPjB+V4Cgy0EoHS4OSENjlhGOlwP52S9OtQAVu1q+eSt6o/10ne9L7PoKANTzMi3rCP6sCelfmGBM/J32MO0MDK7I75kK+iXGwAheI2ntRG8G3BjBrkPenaNXhMnPR573tFnexnwA/29akvyaqfGu091Lx1+Jgcc7GSJy+JZg7LsW4pfrwWtmGkYKBpZgYujBLPOBewFeOiQvrxYXCn2Tk7asHx0aB6sDTxDTAGuogNAl5Pb5IVBF0EWI7k+OsaD+Xx7fPheUgxQs3iHPfZy8JPjNPZKyQPVyh7eiEaWtJpDsQYMrBQGUhZH3+l29ifaHvP3o8/FLmd/sdF2C+YZMK06Xbhwofve976XMzaPHj2agdP9+/fX7YnHmzdv5jK9Zp2aZfqtb32re+mllyY+O37x7Nmz3Q9/+MPO7FIzRC2/e+jQofHHHvv94MGD7ic/+UnORH3rrbe67373u92pU6cee2YWP4aA6SywuGJpNMdWm2HK0KJwbTJeAVMOSp0SBvkAexsDBO71X13u3v7q27nk1mBr7e32Hmo3YGA9DCxLwLTKl9onvnT30yYN4bQqAdOqg6OAhr3i6F1Oe84P8Qwd5P5MA/Xl3G8Ok1Zv7/vNKI9kMtjhOSAdTtL1ltqtQIr3OdkFrxIy79UJ4LFHPo6BXVbEMONJnQU8OY3NtBGEhFswKSDZ8NlmYwgswf2R8DKvh7dMaPjaNga0RTRVr01au6C/ZXLo4ClOZrPAlSvIKfhk9Ry+hW8BYJ7RJlvUqLWBIIxAgw4+GXI3zgXHPH4wgl9mDO7FgCn5Z9aVepp5+2xEi6dxQG6b8Gf8ovKbIcspow3Junm0E/ygoVxx6Na9DL7gDQNxzMKnZ+RvcIGjoIiAqeBtnKbMnXHVn8jktANbB28KmAqGCVwLmtBrB4OGj1oZIQJTZkzj7ydJnwkG5fL8gRd7g+OLVQDt5HMoeOlU8E0FFvHVVgCPBikkPeBDgTI0YlDc7eDNCq5tJc1ZPGsJ0ROjGXHkBR06wPYxoI21dTTpWpuynRq5NJox3CnlRTxTgwjQg3fjP20Aadx/MLLD4jXXvZM0FCfOB1geDGhjvEPGC5jSrwXaqvrB2q+gnba2ZPcZmFF9oEYp9eRwHDAwYGA7GEhZPAqYGpx0O2wy9rF+lC1onO8WLCJgWnX70Y9+1P3VX/1Vd/369U5Q8s033ww9s7GUEfz8t3/7t85+oq+99lr3zW9+c929R+2F+vd///fdBx980AnI/vqv//pUQdYzZ85077zzTgZmv/Od7+QeqlXmWR+HgOmsMboC6aUhFUzelgtsxjznYfB/dpoZ4VdiiY9V6ZCsAMqXtogE7rWHl7q3v/YbGTBnlG8sApe2KkPBBgwMGNgBBpYuYBp2aC6oGMcml5pwWjX5VDPZGNYcXYDzm8OsP9OgnCSeM1gpAyDxrLpzXgsWPnKckNNm/6zvsG56vs3443yRLqc3AS9/On8VlogVMLVnGWcp+5zDntPRTCfn3HNm4IJJ9XGnOYqaEwr9bIQ36QywfQz0nTvIzSAAbcCRIyjpuAxQATV2L3owqGCWSzQvqo6F73Zs9luhGN6xhtlrd6IxdPgFxm4FL2kVDjrLXO/FJXlL/qlncyQ2mVm4WVT7bDefmiGbs4ej7cz2nMdSuLWCATl74Vbr9+EHA1MEQnCrPuH1oBtLkdFZymGJ0Y0G7Gy33k/ye3hYYNCMQYOW9cPZAnS/ZfUF3Czpim+1y0idPxH6TGDocgRK4QV+DABZFdBWVgM5fuDptF0sY7vVwKKAKJkgiI5XBchqMAUe3i1s0JvqwyazUhmbbIDtY0A79nU6/c1Xp42dZ38ibBa/ffQp8AaAe3Y9fYdeDL7wvL4G57Zr+Abt7KajPws7fD2GAW1Ug2JePLgvB4R6oGih2q7EnutsHPQSr4YOaEu1O7KxXRtgwMCAgZ1hoPiP3Mz+U9gepXvZasWPO8tle28vMmCqhHfu3On++q//uvu7v/u7bt++fd03vvGN7vnnn9+w8Jb2tZ9oBUIt0WtP1Aq28g/YM9USvBVYFZB95plnNkz31q1bufyuPVN/7/d+r/ujP/qj7rnnntvwnZ3eHAKmO8XgCr5fjllFD9tqzYFltL2OcXbU4jjMMF3Bxt1ikc+898vu8s2Pu5feeKU7cuRQGlmDobVFJA6PDxjYAxgYAqbzacQyuAVozATg5KB3dWx1kjlDQXPwG8jURpbHYwmcH5wgGWDdRsBJfgKK8udckY8OtaCp5f0clxluhHPwbDjyBXq44uDC7FIORzgJl0LWS1D5cIzKnuWSlcuMl2UvG/otW5PTTtv1Bwjsdvk5n+2PyxkpUIpufPDlXgSd+9oj0bKfHKbN2T0KmIbTuz/jfS/iYJXqVDPqOMM5S8k7M+tnHZAoRyz5KkDnt+AOGWtZQLxrj0SzXQ24wcOumwFjOU7yeIDZYQD+tbm++PlRADvQnLrtxZzZ2/Tesgw8mV3NN04pZ94GPvgnnK9awAef4BcDVI7FBx+HyZIQLBZWTPzlsQVJ8kYzb1KPtsBYC4KxiQyAQSvxv6tAXx6IuhlAYWneQ7F6h3oNUmFnzYIWDGvSxmx3xzikPA7yz36EZ/CBQTXMFvRFdhPJnjXAJQ55zX1p4B08xL833kaeHWB3MFDywcADA5UMkNKGbOhotrRT0YFz7avxtL9TuiCaPftDQ8B0d9pvyHVvYiD7sCFvc7BSyFkDt33ES8he/LhbsOiAadVT8PPP//zPu48++qg7ffp099WvfrV7+ulHM+Lruf7R/qJmgpqheuzYsVym133L7165ciXiD0e6r3zlK5sGYO2TKsD6/vvvd6+++mr3p3/6pzl7tZ/XvM6HgOm8MLvE6eJvUX0gyl9Gk1ETl6LDzJgiECjnAfY2BgRML934uDv9poDpwZzJtEf9hXu7IYfaDRjYIQaWLmCqPqGCOJLSKA1FtYpL8mY1oh5cFxGzaA6QqFAGkUL/CiRxMKkjA5z8bTPdvKlD3EYLu+7cs1sBqj6N/njJkV5vDpY2M0BeywzKagk+IzwFSOEhqpS4zBGegTM4OfhMBH7CoczRP8DuY0AbrdFe/EC2nDrL4ujX4b0ajmd8l47G4INlKt+sW7Bmo7DvLXFtdpKlai2jaA9EOFimgPas679q6XFuc9LQCfQGR+g8ZnTSCcEKObNR0BQI5pC1eLgG0irPs3GdY7cNLrAv7N4dYJCI2IWv1h5mMzyMvbvvZWAMzuk1znTHpge3aAjsQl1mmaVAz/lYMpr8MssSX6wSsFsMTst2HG0p0AZ8NbsPD7IRwx/YgmFRub5dyG4rJ61n2Y/LgAJUaNDfC6FHXjm8LwOndLz6DrB9DGhfA1TQeQVLUTybSp9IX4BOYANfufMg7PqHawMrXefbI0ucW8LbUZp8ewZi8PdpovQBOol7kV3K/O2XenhzuxjIwWsh3w08sE0CW1RQO/V/tE1JOwND6QOyIw6t/SJTsiIuJV04j/8BBgwMGNghBshgPgi2ePOdhAwdDTghT4svd5jNtl7frYCpwgpc/uAHP+j+5m/+prOcrmDnK6+8smE9xJ0EW3/+85/n+x5+KrZK+dKXvpRBz5p1ul4i9kT953/+55zd+od/+Ifdt7/97Xx/vednfX0ImM4aoyucXs3kuBrGV41eXOHqDEWfAgO3Y3Pmjz/4WXf/uYfdr33+tTWH9BSvLt0jW1Vcg0G5dE04FGgXMbBsAdNChU6/jjzQIczF6Fa4Q/jIEc5H0SrGUHRaDo55OMYbBttISTPNuEbMEuL0zr8lFYg6KfYi5DiopcZ0YHJZnHD6cBpyIOQMhwiYmmU6wPJgQPuga7BMjlQBeEsbAk5sDqtl5oMs6JRfI3SnE61ecU333sy1D6+3PYHHHfhmMXLUNVEQ2FhSmVB12svH1HsVGImKGgYyj4B20QW9hCe0eQ2i0Q8UpGmrDbWZp8rAacsBH2yTPL2X22HRdat2vxk672L0xek9AWx7RQp84FFjnJZl4Mmi8GOG87mbbUB3m3W9qJxnkw9R6mPQQdtOoAU9pN6CYk1PBstlwNR1vEh/ul/BM7+XDdjlZp2/dmQImM6qbWqAE7lsFYwMpI90OBLIlWcC8e5bKrLsY20hgI3WAHlNbrjuGatqnBsFTMmQuJV+H2mS//JdQhLLuuzlL30YS1vrk/loF+2hfbWH9tTmAqVs1QyYPoF6YC/TwFC35cNADTBnc+BHvofrIUPtYYovd1NW7mbAtFrKzNG//Mu/7H784x93Bw8ezGV6HTcCAdaf/vSn+cjbb7+97r6mlYalegVKr1692v3Wb/1W98d//MebzkStd2d5HAKms8TmiqfFkfLB9U9jBGesyz0YTSvemtMVvwKm95570L32+dfTCRK22MpBKq4tai6d0RWs6sq1zVDg1cDAsgdMsTd+xberOtMUJXCIhnrN0d5hc+fvqhsntE6xzvK8HKI6AJyPyqDjvT+8r8vs+IYveCrHkZkmuURkOIlc5zyu2Tfz2ONPmw2wfQygbUEZsEw6txySytVG6++NACFcl8tzPADsHt7/OGau3YiZJsAsU4MNLKVIHpBB5CwH6/j7+cLwtRAMVDsm6/iK9pjXksmVF50AtL1zy4Ca3eo3mnLN+f4YFU5HDfTR8DXL75JLAtV0ncFUZn8Xbz6pfGlwy9mQW7WcaJgxKwfBOsk/ZefRh6D4T5XauZP4jO6Xzbh2L24tC6BH9aFDXo0ZpgKny6TnlwVPWy1HDZwwiylnm4YcZrsLerpHLoTqzuAon41+Q8oGNBO0gz8EWvUjDIr0jhUEzFy3F7BBMAKr7h2KQJ13cm/gkDtIz2eAxWEAD+WgmJD1eIm81wZ0LF1rkJL21Z7tOOjfxbXOkNOTioGUvSFMrchj4LYZ+rY0IYt3W0YuQ8C06MIyuX/xF3/RmQX6+uuv5z6lZo/uBEwoePfdd3MP1BMnTnR/8id/kunuJM2dvDsETHeCvT32rpml714TMG2j7serxw6r/db6AVXKm7IHnJo61QOsDgbe/+lPussPLncnXzzZnTp9KgzvKHt8Wosufz2S3OJrq2SX9etVsne6/JUeSjhgYMYYWNaAadhM3YPgbkc8jk/JqHkFFGeM1nWT6ztEhC6YlvOYQTReAA6X2hcPDmvEcunw8eeX5TfbQifFwK6zMdOE8wcOORZeiCXuLFfoM+s9/pal/kM5ZouBJk+a1bCXAj/VwYctPJ32XA91N8MhejEcpjr+uSdlPMNBZz9jssCHg+6RA3awjHro2zOnRf+lU8d5gGwNEZtgQI1+neUfQZuJPNBFImPGXxUwpafxpz73PFecmHHx55IcWjWL7kwsJc4/0YJGc8lqSHQKDOD8MB3TFqdjatDNiwf3ZXB/iiRW+pGSnWSiDwg05Gdcjra7W/+uPNi96N3gQOchEnLp5swzWsDMREFPR3/c+J7zPFsgixdfBr+wmQ2UspqcdNjO2s6+p3F7LRCgYeUv4Oo4wPwxwO46uK8NjrFKTq78E0zGFkubbBQo3WzZyvmXdMhhwMCTgwF2MFlqZinbQ7CUHOWL2G1YpoApXNy/f7/727/92+773/9+6I1fdb/927/dCXRuB8xc/ad/+qdcuvf3f//3uz/4gz/onnnmme0kNbN3hoDpzFC5+gltFjBNwzgMLNBfspehZoYHMCJ2GQRJFmb4mgoDFz54t7t752r3q8/F6Jn7t7rjp07k6MUTEUBtrT1VMrvyUKosX9staLxbaq86gLtSkSHTAQO7jIGlDZjCSzBp7u80YlZqaNUDphwR3BlZJV/qFF/k0DyBM8XSMs3p2PY4qj3r5pnvTtPmSL4bHwHTczci4BO2hs6Msp84EMHSCJoeHs2S22lew/tPBgbwIJg3z7VcFvPN/hYUVbeD4QzlbOvD7Qh6tY5/W9babbzDaUqmmmyCpyzX697goOtjb++cV0CUBhIcp1P7zv7ST2rsOuf7EDCdf/trF3HpCnbg3kUMpJp/zbaXQ9EhmfVBLCVO/7dr20tveGtnGECPaX+P9IPAjgCPmaXPP2tf4+YL2lkuy/t20WPZ0eU3h5OaBd6Xozupibw+jbV4bT8hoElHx/9aEJPdIq9cottZ/FYuAyI9T/f7bbABhz+7n31gIAZ/noFS0tMXcN19eZI33pevewPMHwNmlx6LveTtKe9c++A1NhnaGgawzb8NhhwGDIxjoOS82MaVO22g9rJsCbBsAdPC3YULF7rvfe97OTP06NGjGTjdv39/3d7w+ODBg+4nP/lJd+7cue6tt97qvvvd73anTp3a8J1F3RwCpovC9ArkUwFTHZL+HghVdMYgZe6e5YLiP2E8YFr3qsPHAOuDn/0Zqv17w/niMcAwu3npfOyt8rnu+qWL3fUHt8Ix/Wl3+8G9DJ4eJ6xYbmNQl5rR3m5q29ahePzh7ELFC/XO43e39yvJytcO0q3yKkG/Htsr0fDWgIHVxcCyBkwLo+lITKbfGzNMq16LPtLL6TQJRwhniI74ss9goVOMdlduS/NdvP2gux0dGLKfc+HEgeZo4Kyjz55EwB9sslxQLfDF0cIZtuoDC57EttxJnfFIzb7mzGav83lWICYdsLG8VO0BLCBqwKOZJp5l59cSoLNy/O6kPsO788EA2a+vFuSScoIeIDvZ6nEp7eH+AJ7mOGqdvmGG6XzaRKp0XQ6k0ggB0Syh5lowpF2Zz7d8S3csKs/NapJlotfiwy9h72XLhg6wOxhgWQmmsbkMqCl9YTl3s+Omsb+0Kfqmk8pHRM5EcqPPcttvVf5ypJOf8Z9yk/xkc7XlU3fOs/KirznrgQGB/G2TgH6HU+UymxTQ5YKgF+xZGrLem9Ik+5WVP4/+t18yu8E919uMU7a2/atb8LWlmMkOX3PAAPvrWAxcM/CAPSbY3eQw2nrEH9MOYNNeZnmBbHe//YgvR2n39btbAwwYeNIxgDewTdlgZCXZaWY+G6QGkZD7uw3LGjAtvPzoRz/q/uqv/qq7fv16Bj/ffPPN1Dd1f/x45syZ7p133ukOHz7cfec73+m+/vWvjz+yq7+HgOmuon+5Mq+AKWcLRwvDqQ/lmHQvjcSRwPBYPctYM/vUWt/2SBAYjf/HoJ5xHGD3MaCVdXzY4dry6oXz3eWL56PzfC+WwnzQfXL/ZnfsZJttejRmnRbke2F1peHlR4AmbZ9H7S7NR6PjmvHWnt7+d1KOr0h7lPW2Eysq7Kcz6dq2MxheHDCwAhgYAqYr0EgzKCInlU6AUeaOAmrLHDCtzouysimM7jSDziwczimz4Th+OOvomic1QMjhpWPnyPHN4XJkAwfbDEhpSGIJMdC3r9kxHKl451NB0qCPsrsbX7UK4BmOWMvympXKYWefSrbdAHsTA2aLCj5xrrP9yQv7WTvnUSVL+zMb0c0ww3QxtIA3m1vbceeBF6lsBmkXhO6QtYCPWWuR867JgL7eF/ThrDw3Wop/s7oM92ePAWKBbLDf5YmYCeeITvh+2GHVx9/M/qqBO3cjEJg+oiC4UDepf6YJuM6+ZltPsWgzROKavyNINHUrnSlQmQGvHfBP5UF3o3/4F8iU7iRoer8FN4t/HdnL52MJfnahgVACbpz+BiFoT3Z0f0aqgfPsAPkbnMhmuMuXF78HmB8G8BD6N0v7ZAwA1QaADHam2X2mDZgmn0WbkegCo5qPjEezfkirr9/j6gADBp54DDSZ3uRdyVQDRwwquXWv9aNyqfIlwNSyB0yh6M6dO91f//Vfd3/3d3/X7du3r/vGN77RPf/8849h79atW7n87u3bt7vf+73f6/7oj/6oe+655x57Zhl+DAHTZWiFJSmDtbk/jD1CjKSgvMcN3wqYMro2UrSMr8uxH2o5Zypomoo66loOW7/TAIhrqcN9jc5dMKZumImaKNmVr08iaCo4fu3She7Gw9s56/Tuw3trZQl7KzvT/VFqjGzOWm3rHGhjy/uefPFUa29GX7u16fcoic8+58YW0vlsAhtfyXznnMfGJRjuDhhYLAaGgOli8b1buZXDiqP8TnhLyO8MkPCe7ACkWzqezB+3H7abtHSz4xJOm9w7ZJRJjoSPMuceTOFoqEFb7flmZ8izzZyaXXm2W49ZvVd4hobUtWEosak41fp7qwiAHQlbrZZx0x7N3mpO8J219qxqM6QzawygDxNS8IxPOVzZ5Wx719ac3EEQ6KAGH2TANGjGAApO3/wbCGXWTTTX9KL5Uy7IpG+bj2fKgV4DWzmAOGXJCvJSj8wgypxFFr+ZwvpighzummHKcU+ezErOR7ID7AIGkl5SZjQdQn6QD+hA0HTaQNhOi47GlKUCt45+o02BNbR6JfwKzgdYPAaYh3j++VjG9aVDVvR4Omhj6/xf7cs/ZMAG/SRdvobau3GV5AoaFZSiV9lggO7EQzvRn5Uu3YwHyN2N/G7wSMcrQU54IMfjX3D0QgRMlc/sxfEZpf1ys6Xpfu2gTgIF9ju9FTxngOXAeVp3PqB96dznYyAC/tIGyQfZ8visfdajqaIXpfNM0mRcdB048qlqRJeSn+Or6ft23ztBJvlp5dk6f8tigAEDq4oB+inEaA4OrAHaN8L2uC1YGjKQvMQ/PrsNqxAwLRx98MEH3Z//+Z93H330UXf69Onuq1/9auqin/3sZ93777/fvfrqq92f/umfdq+99lq9snTHIWC6dE2yewUqw8p+B4QDA6wPjEAzOex7cDQ+OteTQDoXw0CrfZQIGIYcIQR0whjIHHo65Ay4dALGvVTq8SVrBlp/r9R8efhaGAbKgGOoXT5/rrsSAdQ+uK/t3K9Rb5YA0XbaU1uCZ6KdL9y71H3xN9+OTkQzwPKddnvdb69XGv2H5MuGzGP/xozPs/i+FpDXjIs+JDdgYMsYGAKmW0bZSr5ApjL5OXdqqS/OL/p9J0DPC8CCWc4UKPuB8+Zy7CHCX2rQljLnUqJRbvqkHPcVCHAELXC4/lJm+dAKfRWe1U9g7NPAec0CcE2tNSWHHfuKE8ySeY7sLtcreLpC1R6KOiUGir+RfwZP44QdjUbw+/0450utgBha4CTIa/FFDgic4uE4rPHVlNkPj+0yBiogoRgbOdjRhj6ZftrVkKv6e7XUbtGC9ud8TSdSPK9P5h7aGB+ossvVHrLfJgZaILzZA7VEczRx9tXoCvJglvp8vWJWv5GcstpVDuYKYkOnbBWz3FxDswMsHgNsB4Pm+X5OHYwZpiEc9PvRylag6M3sxUu2VogGjaRzpRBpHw4f0yLobStl3uzZING0qdEwUB+YISt3ApWuI0RvNAAGXg2C9Gjzq7WBUPjJ3ntsw2dHPjvbWZDp0hNidU9ZyX/41w7AAIWcZRrPeyb+M/28OXzNFANIhS3Gx/pi8NeRmGmK57RRa1V2/cjfNoG20tYbycamtw0+GQ1AGV0P9s08kj7H6Mn7um/sAPLWM4LnbIgBBgw8KRjQvy7fCNmnz+Q32zdnli6RDFylgCn6eRgDLn/wgx90f/M3f9PdvXs37Qd7m/7hH/5h9+1vf7t7KlY1WmYYAqbL3DoLLpvlljglr8ZM00sR8Lw9NpJT58nItaOxzv7pUOj2U2DEjatTAsaeCTo3FDzDTBA1jbkQNtKhiBnfOaI5eIRBSKfnMb5CZqWQIrCM8ihBtWCUDNltgIGz7/+ye/7woe70Sy/lU4yzu2GcOwJ0cTWCrOcuvN89e+JAzjDlpGOI+YzTzei1fLe+0MM4MOzH3x1/Zla/M3tfvQx7p7PKZkhnwMCuY2BZA6bFgzqN9AJejHHSO3ZG7DrCd7kA9PO1u60nbRkoTqqdAIeKkZhgo72WtpqHdNOJGnYJu0LH/ngsWcWpYzQ2J08fOH2vht1g+Ry2B4evJeTYHHTHKgH9V3SvLhwaOm/wwV4LsyqPd9hXcT3+s45sLH4O1RUwNlpd/S23lrPGRvcrcLqRI26V8LWVsqIj8iRlSrxYdgmc7AUo2ikHAJrB77WsatrzQRPoBN0A12owI75BK64NsPwYKHrW3pyeyHiawIOAxaVwqOvvaWntre0dq+VT9gSNcMrjjwyi6b+F7B3oY/lpY1IJi15Kn6CZJjP0w5uLXvvTr337gKjwHEBjRSPtyva/S04ZsG3ANT2O1uSlbGiPnBplvf2Mhje3hQE8X4Pl7bVoK4TtAFnC+aydz46WWNbGBmBIv/ZwlB/Vs1f08XZwtZV38DMewh8kt99sQna+CRACo/uCl10XMI1H0zaEe8/gZW3KdmdXS4cvsAKm/HD40HvuDTBbDJCjPgci2om/+tuMwDnQ1eFTzWd9jUAbko3aG8/gJcsxA9e1G2gDJht9jG4nPYSozWcMvuT29bhnDUzVfxhgwMCTggFxCvEKcu/RnqXN9sVFjZOWAxurFjAtrF27dq37y7/8y/z5x3/8x59ZoreeW7bjEDBdthbZxfK0DksLmH7MkI3gaR+oTQGvF8K5+urhfbk0yyTHdQVMKWmj1bzH2CKI5EFRZ4c7tD/FTiEzikstp0CKLx35K2mwxQyKEGCl9PtlGs53DwOXPny3e/jpte7V4ye6L37xC9lGF2LEqLYCHCk3L53vzkbAdN/xCJiePrVm6FVbV+lTEY1ponxm/MF4YcKlSmYux6LHKh76XXQZ5lKxIdEBAz0MLG3ANBjvATM1/nUGU1MMPNhrue2dVmDR20cjoLbeihHTps7p8skoAMtG2GkAtvLdcsA0yiEwZAm/m2HDsDVeOrQvHRBopxwFlf6yHjlBuL/KkcyxzSYS+BIM5nTMJXnxR9hV8Y9FEhqftHM2Gxz4mDlYs844RFwTFKtro9efiAO8olnOIsD/u9cCQEVDaMNyzedv3Vuzz7T/wXCOqjenGnuNw9TsBO+hm1zaL44DLD8Gip6Z35zi2jNniGzSfvpVbPYmV2KQazx/LAIX+mV4Q1rkDJoAHLbuoR9JDwGNhpdV+y560V83UBoIlKAb7W5ghXva+sWD+9J57hmyBE0AbY8GZgFkMb0tSMNRyT4pXS1PWbZcZ5HbkMZWMWBGqZmlBqodoieCLrYD2pE8sQXUR7EFFJux5JU8fKwecnDfMCBjK/hNOR24xddketmLMaknA232pzZJga4XrNYOAmJxyN/yEqymM8gAgW38X7pBkLWCpt7xGWC2GMBRcM8vyhbDC35rW7Iw96Z10v4z85TH0RohPrNPEK8l/+jPRTL5nmcAWT3eB9K/0lfSztrXM43/9OGGAXMNc8P3k4KB9GOEPXQ9Yw+jCVvBQHho2WTeqgZMV5WWhoDpqrbcHMpNKTOmdFg+uPZp7i8xKRsjn37tyL40nClzHeg+VMCUwWXEIMOaEUehOwLvpcMuNLoj23u8450O3SiL8vhQ5gMsDwaevne7u3zm52Fgf65767XXuyMnXuw+jg6QfUm0szY+87N3urOfXuy+/JXfSKN9Uum1apDKZ2BkF37m+m5c6Jdxmcq1G7gY8tybGFj6gGmgfdIAnb3ZGvOvVQU4BeWej8CJ2YfbnWlIfn8anplyvM5iid/CQDr0w3lqmb7zMcNUXicOtm0BjkS5OXT7IKhoD3UOOUEi9oUlrgRxa8nJ/vPLcl46pmZg0KFssqhCOq9vh3GmbuwiyxOy1aaBqH7aaJwwBrDBgWvwkrNOA39PYsC0AvHoCwUlPsJB5bjXAM/cDKcY/rkeBFX2GVueIxWoNweqgJn7sCCgzo5bFVBPMNYlaReX7FtZBQ78N5tyZ4M50DHZEP/NuRrNOs0AgJIxbQZyWyFAUIQ+UMb4f+QpClLQ3wsy+Ux/bcnQu2lx1KvRS9Ywnx93Jm+ayOiBhqc2u8ulxjGtPZeVe/B4DcAxsEj/28wmusBgHEs1C1xy0p+2p140OvygWTQGOOfH+//tzta/028QM0v19ZUHPQ+wHBigAth0rwQdlE9nu+2eci++Pomg3UfXI2Aabd1mrrcZj2wS+6TSTbNcqWQ5MDm/UqT/LvjSxAS2fS5hHYyKrwXeDowC0PjeCizaQYCUcOezAfa8Zx/GKxkwFXSVDjnRZIXfbbW4gT0TZTP/oi9qkKMBjvo3eS2+aoCKo2sFJGW1P5mcWyrEybPBuNIaB22vn4EWaoUB2zaQ+97PgKn3V8z+G6/n8HvAwFYwgC/WAqYhIwVNxR2scLmM8m4ImG6ldXf+7BAw3TkO90wKlK6leHRY3rtm5F/rPI9XUMdJB0qn2iiocYdKP2DK8DWqjXFNbcsDOKf0Qx83Z8GYAeAZDq3cXyfKYSm+mrno3gC7jwEdmnsXPuh+cenD7tUDR7rXXn61e+aFU63DG045dtrZf//X7qM7F7u3vvp2tvV4qRvNPboaZLAGvdO1a7t50qfd3SzHkPeAgXlgYGkDpirbY75lkwvzaItFpEm/WkI3Dtkx3u5MQ50MruIcEOVHQC37Oot66NTrxAiYWsJNDi+N7A+jqMcDXJbSsUIG+0UdxYM4ho5GwPRYLM3LZllG0CHj9BC4UFcOKo5E48Q4j+FBW43PJt2sLvQw+8uMjbLZ2F4c4wfi47jdQPlmeS/z/QqYwiu7Ax21GZZ7S8IUf1pyFU+YXWL1GHTBPs9Zx/GDY+7AKJiO5mABq2zXMb7otq96yldvo29LLros0+RXAyMC1W3mSOB6J+Xup1d9K23sfCMovHEMCWLgBzKB41zfbV+8r4xASpLbSTkzoSX4imqmvHWkv8hAumIzfI0XvfCXsrn9yDQK947LCHSNtjYgh36hFelT7es3/WMAlPK/MJp5Bj/wxckOZulQp7fPxIBb/geyeZRF5jN87R4GtD8fDxp4JVcWiwFXJMA26Zr9cjc+dNG5sNPQGFoE8kKDgrLtM7uVSnYPg4vJGV4FS/EO/sTD8JoDoaLtzBaEX9fN6oVxAVLX2NeagA3g+dL5AgUhBjJNz/DB8e8ZiCifAWaPAWyV9nnIWu1h39nyoWpP+wa7Hv8JntWGeJIm8+0Z7ei5cf+sdqbv6Hu2oCCpoGp+pBMfLbtX7eFE2vA1YGAMA8UXNYCAXqKjyLwmS8deWIKfQ8B0sY0wBEwXi++lzq0EhmVw398gYGoE4MnRDI9JIwBrZmjYZW2kUyhtHfAywqZFQhnWnDv22CHA+ntkTpvO8Nx8MCBwfqS7073/7s+6X9640n39+MvdoeOnugPHTnVXor0unj/Xnb/4QffU0ee6U7EcL0OsD4wyNFegAzb2SN0ajgMGBgzMGQPLFjBN0VDyYZANM299nQC62hGa6edygJLD5PE0jrGyG0qWNzm+fYfaeEXLEaRzb4YcMGNUEHRSYLYfMFU34Dn7sNXSgnTRVh3jmdAcvgp/0S/L9mDvXA79KXDKJ/Uw6uDYarK1AmhHjpAY25T7mJpBxH7TRhwp641A31ouq/m0YIGgQNE/eoAPeAkULQ197BS7RV8tQBzLrwUfXY6tE9DT0aAHs445U2vAhGDYIwd2c8bttAzzfF9ZsbmAoUEbaHuSXJhnGbaTNvqz7Kmyk71oDu1tVy5JZyft1uijOcK50zlMLb3J6Zp/hMkeArgSDEA38d/oZov9VO95H+4EF4D2SxkS+HIeaFxKUFyaH90ouWI22mt8dDdWjDDIwn12ATrAV55lN4BJA5byxha+in85Jy3RamWI7eq7LWQ7PDolBqLZs+0NthIwNftsJ4BXBNy096WYUcwhjaZ8ADqzNLTBPGsDvOI6ub4VOZRpZqItiJRvLykvZsV3+FUDZtgzPlgUb/G99VdioXP40vB/W/KVDHukO+iiGkRHPrhXaZuFyD41qEG7kXnSGWB2GECiPux2NgEZy9dGp2hX+qStlNN4JtsrLrZAdysH6RyvTvS7lt0hYKoNgX1TK7hK3qMRfT/04foAAwb2MgbIMLLO0aATg0L4Gwws0UfEM/hi2WAImC62RYaA6WLxvdS5Ma7oT8bQh9c/TaNqUoEt7WamBmN20l5lZVyRL5R5jtpl6m5R7xJeykSAEVoM7P4emZPKNlxbHAYaHTzdXfnovZxlykD70pET3Uuvv9ndfvpAd+7s2e6j8+/F8OTnuhMvbhwwbZ2hxZV9yGnAwICBxzGwdAHTkP/NrR96ZBv64/HaDb/GMVB62ojK29FBpm+r06yPbCm+aQc6efeRy2vrun68bP3fbIAoXgYQDeYC9tgT+Js0I4itYElegaEMiEX9dHbMpDt5IAKto/1VOSCWAap+VtO4Yilh5Q5DrAJ5cJvo3WJh1U47alN15+gUMK0ZtvQ1B/lW7bItFmNpH4f35jwygxmNcUa1wADa2kuOIjSE39WXs/RcDDxQf3a8lULYchxuOUshaMbzAG2go2UGdTL7hRxzrs+B1gV5lhmq3COfZe43NmnFnmnroMl20m6NH2LblEjErBNA/pthOknO5gMr/KW+ZCzdos54fyt7tsE1J1vOzA29JA2ObEsZm6lNvyw7/6hDq4XjSBeM6oUE0Gh+4py6hB+A15zNImBafHA1nJPnbt7LgEwWK3MavnYbA0HOOcuNv+dlSzPvMGDKJmPn8DMJjqOlfnvjGzPqDOTJmc1hu9BNuX9jGC0tqL85VoJ0U8dJG62i36DwPWvv4GWhZ/V2jq/M5FVv9gwcgvGAadk5JQ/NTqyBdNLJQEK8V/i8de9XOaDPMr41+yoTHr5mhoGiV0FTMhfPRRNmm6Jh9ho+0Gb1DN2jLbOZo90Q/aQBr43/7qevV9pmsLKV2E1FA3SadOS77HbUzJA+JPREYmBNxgXPsNfQvgk/7BErcNFPZN8ywhAwXWyrDAHTxeJ7KXMjCyzFa+SfkRUM2UsxAt0Mh0lAWVsuhQFdIwAnPTera5R4FC3LtdHeqrPKb0hnOgwwwDliP3fvVvfBL3/WfXj7auyFt797/dDx7sjLr3e//I//6M7Ecrxf+srbaXylIddLOnWQr1BS8T/AgIEBA7uIgSFguovI34WsywFSM4vo2BDn2XHWcSCvOa84qpxP66iadVWqQ6Pjwj4BRj7ryE9ygFV92C934nkdIO+qiwFegim7PXJanSqAxWnvo24CvY6cXdpnq0CPrrVdnHCgCMIcCuejOvdnGmw17Xpe2duckMkOmXpu2Y9FV+jF/rBwDtKuCZyVI3HZ6zFt+aq+ZvdcjJk9cUiaQBc1k3DatJbpObyTvB78js/JqYPRR7E3Kyfjbsuv9XBVK+gUrwerZsBttwNtNZAGO5QswRO7Jf/Xw99Or2e/MnjAgNxGN21QjVmU04A+MxyhPUuoB+klP9VegdpxlaHkBfloQAl8VZ24BoK9HgvEbLWutXIE3HPiG8jBUWlW6wC7jwHkq73pQQE3y7dakaAGXFUJ+62F4pPq4yvPQ4Dk73o4jvTP+QiM8zNpa/K7D00OttltR8LHZB9m16o8NQjf0bX15JJk0Sz5uqbbI6GmD6Jc4wXrF2KTc7wBdpJGS2F+3+qMtwBbuXgXPwsEqEPZwVqJTdcfKAOvZBwQRC10GZx0LYIJ2s/HbPOxJsx3hq+dYQBto3Ftx36vgHeI3RzIpE20z6OAqWc/u0WaJhT0RgpoQnvVnrVW6aGvpK193cePaET6AqqZb9x031NxeYABA3sCA3iDjigdhN/Yc7YANEGr3y9cxgoPAdPFtsoQMF0svpcyt+w4huAwI8OSd4who9BGttZnyrzogGkULQ0DxtlGe6t+pqDDhbligOGk88Epdfb9d7uz187EKOv73Yn9h7pDB0+kEX3++sfdyddf7g4fPpidmyqQNg0bLq2wwf4qrAzHAQO7h4GlC5hCRQqKOIaQGOTEbGmj6dXWYaDrdaqNSHaMPkMG9HQoOEY5rcrhMttSTJdadWzKlxrxkHSUTeq8NydZK7+O0N14SSdIHXX+zV7YzRlo6gLHOTNpNJu0nPY1Yj+KvWXAHz7aycywqqdBTTmSPNtwfQfjtBlWQMXz085AnjbtRT+XdBVtYZaZNgGcQmya9Ryxiy7jLPNTX0ttWlYvZ9XGBbNJDHw0W2wVIZ2A0YD4yUx5zj7tqTq2DLF3727Lr0l4TdqLL3KJzAJoLppj7TjpvXlfy3IFL5BBPk2m7D1+UE88L6jAgUyXWAoUrUwDFTDFR/rOwIwcsrbacJp0lvkZOKJDBUnwlVm0RRMCaTsZgFMzDQ0QyjxCR08KoC0zfvZy2bSvgJrlQMlRM6cbXT+yxYM8kh7QCUERr6TsGj/28WQFjdyrNgYZaHfyrw9sO7pIYNYsU2mxj/p05x4/1EZyXbLKJUB05a4VFdqACO/WDMp+vtOeS7NvK0yyQadNa57PlR0sj6hytovz4jXnhT91UK/+QDh1rLap9vROBWK1o8CCALhr8DvA7DCA1wRw8CFbHk8InroG1XE7dZaAabBoLpc+KWCa/t2wh8hwdp+28k5Ltw0M1L5AG3pe+o0e8nL0C1tZqMa9aBe3Wg7fTxIGSo6za9rWA79KnuArODvaW9ugrmUWa0PAdLEUOwRMF4vvpcwtFWpIBcuj5B4ioVQnCQpGlQAZBxwHi6XtdtJh2ioydEo/DkEmcDrsZbpV7M33+ds3b3Yff/Cz7t5zD9KQ627H6MVYlvepp+53N/fd7177/OvZ8UFDZYwpUZ2XUiojkIEG8n4c87qjkwEGDOwSBopOH7OiRjS56qS5bAHTXWriJz5b9oDZZxwrOtfoWudasFEnflU6zI91iDh7eQMC1GPeS65W3qMsM1+5w230x7IsgqOfhE3jmNfy3vYcT9qFbcahwrHpyDFoZLrlIXcS2FRm9RAoFYjiNE+ny8gWzBHoWcPhaxUwUDMbBSw40NBOLdU8aQm3Za9TBfAtP2hwhKWtr0cfAdgHz8yoNpMmahd1jf+lgmCnMCcaj5ERyleB035B67l6Zr3ZHsWv3t2JvMbz0mrpNNmfP/bYF0eyvarApC1m1qtutYeAa618YHlr8rDk/k7wv16+i77elxe1+oE60i/qy0m/FSgdeD1muQm4SFMeBkPRK4W7raQ5PDs7DJCRfT+PNmYvCbJoH38lQ0kH7ZViIi4KvJBdju2ZFtwpOaKUdM7HMcPUIIVJfiYBU8uE1nKhpCMe8ywwIIwPSpkc2aYpL+MefhuXi7UEKRvLXo3S9Y50xvVdE3ctn/adWY6+RrPr4qEoTpSq1bF0yni+/Td347zkk7z7ZYNHAWgwaa/vek8dGz+2VRvW2jVw7HXteO5W23M426clmekOXzvHAFomZ9Fr0nvQLpkrYFr8lHQf4jceSZ6dZOdrQ4MGDOxxjEeTD8ht6UeSSR9KXOEh9FIzjmlGEl6+Q8AUlgbYCxiofkMGTMMG1LdF3/rjq7L13xAwXSwlDgHTxeJ7KXNj5xgt25ZKaQFJypWi7QPlSnEbhXs89j7ihKBsKe1FAMF2834sAxBDj2UAAEAASURBVBIjE1dFoC0CL8uSx9n3f9ldiBmlB0883127dKk7/swLYcTt6649+KR78Y1XYpbpoTTsWGyMcuTF+cqAZ5wDhh/DrGYzMQzdQmI6N+4viNyyPMPXgIHCADpEtyAPSZjtd5DlUjpjW+mm+x4CptPhaa8/hcZJXQ4mNoCOBVmtM1Ej0lcFB+qi468z1HcGzNNu6eNP0Nkf+UDHcSxx4Nmj1KhWK3nAc+k5eN4qcKykEzEqdTyWzGOXpSMklCXHZzo5ogTb1ZvpcIly5gy+KKzfuVxXeDaPmlEFmQOsDAaSJ+IrlxKNwGKQX2yl0Jxxkxxuy16xPo+zJ2+GI9eSw5zCHIxmSFl6rvb9wi/LBurwmISKMo4Xk4wIsZHyJJ2X+cxn+br4VYo7kdeK1Mq1+rYNXKwH+pWWqARm0gmmTAvw82nM2OZkgy9BHPRFzpO3O8H/tGWY93PqiPYMRLg04iv1ome2EzCFb8FSQeq2BG/gLvKAv+3ov3nX/0lLf9zPw+dT/W7tNA79SzgnuSe+2FzsG3JYm2tbPMGO0O72wiy7p5+mvCqgKa1GF2FFjTLib2LvkOfKxv4Q+FPutHvCHOkHCMnDXDGNoosEpYlHydC+vms0+CiftXzztf5gweavUB/lV6eN5HG8vmtQOFPGAmXWNiBtw/7NuFb378Vzluhts4Db3uDkG5zBH5lnL/RcujLtwkxy+JoRBvBBytnwtx6LgV9t0FcbHDBihaRlzad5HccHACiKIKmBmdoczxhMiX/QrHbs80qfXpynVpNZ5eFpmQ0wYGDFMUAn6QOVbtB3IO/0zw3mcX/ZYQiYLraFhoDpYvG91LlRrGZvCpwSGkZrMzZLbjBiLZHC+UCBU779vQ3mXbk05EKG3Qjlb+lge540Y45xzi05QB8DjCEdCCND79662V2+cL67Hceyd+Dr+MlT3fEXTyf+tLP21hHYDphl+t67/9bdP/CwO3byRHfu/fe7I08/n50tM09/LWaZcuAqlyw44imlfp7uMeQYdMrpGaAOa50S74/KyHjz3AADBuaJAfSG5EZkt0Z/lWfRYR3r+iodh4DpKrXW/MtajhMOL50Kuv5A2ADpMBk6zk0epFxoOpPehDOygqMhTKhcBoujgo7SIauAqb1V6T46N/63DfQlHc8Ws8zwiQiYcvpPcoRtNRN1USeD59hcZgKxC/naOF2sLlIzE7ea9jI+X/VVNnjtO5KWsbw7LROeFrRgf+HpmpWMnlYRaolUdHohAjtolXNd0NSKOJzrcZp25KrVj0wpe5m8UI+ypcllkHInvshrdUe/5WTNB3b5K8s3knaTHLu7VTz0b5Yp2EqAUzuok/fxUhxS7kpHctgI7enLzBIqX5pD/n6DzCW+HPuyK/EeXzWD07OTAkuubwQCJJdyj9Hgq8hBoMrg6Zz1FPQ4aeC0vNEtHNF1AK44JC3paZbaKjgmW8n3/jfaYUvYq5TMfGEHA6KKr9g8PjVD1HkG2SJgijaKfgu72AV9Kguect85qP4Vf4BnLFW6P+jQuaApHVbB1jhNPvCeXNCf/KQp0Xh8YsA084z7ZcOxCwA5m2nGey55jv9J2eSrDNIseZwvLeGXshfW+3Kiiqq+5FcGEKJ+6qgtYVMdfegfOib3+gs+5iuE3wFmh4Eg7ZSxBnyxs5v9MvKfjXDdVH/jlZEZkLNBSxZry/6S8TVwbFK7z67kQ0oDBpYfA/SQfm1tA/BpCD3X2IKrIs+GgOli6WwImC4W30udG2OyRpQxkggSy/QSIoChZINwo8wETi3pwIAs5TzvyikFp4iy6bwJ7OpwcZBMmhE77/Ise/oP79zqnr53u7tx+UJ3v7vXXfn0Znfrwb21zgd8/sbzp7svf+Wr2dbw6LOTDuyZ937Znb9+pjvx2ivdnQjOXr14qTv5zInuxsNruZfp88+bZaqL0TovTTG1jr9rbrlbxl80dwZLm5HejEXPpf0eRx0UH+8MMGBgHhhAg9xpjgk9eqtrfbpdVVocAqaj9h0OiQG0zbGS+jZsAZ3vtZH8ofhLjj+p6KKD4IQzCY5qJkU6AeNe2VBsKuB6+JjyyHno/XZnexik9zjja69Ss304RDjvZuEQKYcnG8tAOjaX8nOWHQlnqrxeiDz3ygzTqi+6h8M2aCswuaoCfROyQoNolu1siwtOaAGQrS6xuUk2C7tdAVP7mF6LQDBbVnCG7Xg0VsTheKx2XVihZpAReiSH0Wf1xTIoEIRJBpSDXntalpj97jl9s93cq3m86tW/dL0/s2v8uUX/JsMDbQnwOW1/1jv1buqBSKf6TtqHriRDpk1v2npXvtRKy78VHh2EaE693B8wU3RBfhtkTJy9MBpAECwxdfnwkvdtjeOoXoJqtWSrNu1D0a0ZhYKj+nqg2RNWLGgOSvUYYPcxoPV8LOP/4sFnkkYEw8nP7UDxRtk95JcgHDq0Slj6GuIaeu6D3NiWjoKWbtcAi7wXNGuwSPoEguYUTxpoXnnZIwb27Y8LRd9Fi5lVfDlGEmvpxs8Ezyl3yqqwddCqcjuCHLQt/8j0YVzjI5M/OVt7F5c8zheW9Es9ARyMwxqu4CJuJj7ipAbiQIX6sxms5KAdXRslOZ7c8HubGCBO2SuWka49hNE9yJmfccQXniOL0aHb2sYevYA9gH7JWM8ZEIRvJrV7vjB8DRh4QjDAViO72DMGjhoAQj/Nom++KBQOAdNFYbrlMwRMF4vvlcitGYxtyY3LOaK0mUIMUgqXg45hWs6HWXcIN0OS8jECLBF0JQzvco6UUbvZ+3v9vpmeVy6e7x7eudnt3xfLRT24FQ23vzt+6kR38PDB7IjAwZn3Puhe/dyz3a+/9XasgXMwO7VGfurgbhdqlqkZpadffy0Cphe7W5c+6Z773IHu4cGHuZepkXMKEf3vdGg5bgTobrzzo0MDdGDKUGwm4kYpDfcGDGwdAzqDPiiuaKw6HCMyzA5IknV81TNbz2l33xgCpruL/2XNXcfC0jU6EmSxDregio75kwzNDmlONc7kHJ2ana6GFYFSzkH4IyfK+USOzAI4QDipzSJrjusYhR52GWf9LKDa3aA5dqAl9NTDHqlmoHC6r3KAbRxHVV+Bt1rmr9kWs8HneH67/fuxAOMokIKO2ParCFUffJiDKWPZTw4R7HBsFDDVrtsNAOwWTqpe+jec1qAGrvTp0/0KQjknn5eJP/XZyEmwF/RHyX8tgmPgHL0BMln/uN8+eWMGX5VvC0S1gJJkSSn5aXc0Xv3yogtBTnJcQOfUgWcy0ImODJSYBko+6iMKlNAFNRNx0tK8Rbdw0vcjoAOzOMJPmYGp+DnAEmCg0Y+VKp7qXjrUAqZboY/1qlB0gA7JL7LZkryWTier4/8xqHK4iNZBBoTiqN9VNig6J9s9IW3PCC6xgXxy9ukW6Fs+QJ7SY78pL7p3jP/MD2+xsfxG29iH3pSn81UImLaaTvdd7VdL+MMFHGi7y7mSQ2uj6VIbnpoWA2ibDrGfL7pOXoxroHjGMxXEL1+YtqlBjOwBz6LLpNs4mVbet5yG7wEDexMD4/bMekvEL3Pth4DpYltnCJguFt8rldu4QPGbAme0MiYZjfYyfX5kLM7KUTctkhhyjAEGuA5c20uhBVOnTWOVn2M76SSk0RQ99ru3bmWg9NatK93tX90JQ/9eBEgPRaD0ZHfg0IHPVFXA9I2nn+t+IwKm9/cdyFkkOw2YyqRmmZ56/ZXuhZhR+smFi931S1cjyB2Oq197OYO25UzQHxKftRzCyJfymXIy9hh56qm+OjRoMV7rdWDacmufeXm4MGBgAwygPy4uR/TUeKp1zJ1vF6QHyMpVAQHTe3fvdb/8Xz/rvnrwePfNb36jezYGWjyz75lVqcJQzjlioBze5DieqSWjdMSfBCjHUQZkAgmcEeVYS+da6CR6iT6jo0YiYOaoaTKqzSwVtKzAZTlJZpUhZ+DF2PrA7FLn6mOFEQ7VY88+k8FaNMFRM8tA7azKv146RcdmznLkm2GJhDlAzYISzDmdDuM223KvDwxAq3CCdjlD2Vir0J5GhKNN5WYbon+0ybGoLdUFj5oFZOBC3M7+iqXtQOMjOtrZ5lB0g//RyaMZuS0/1zmVAfyVjTtt+uuVwECVctgrOVptnxaQw5eyhQ97lam7/AUM4MQ73gdw410/tfvo8mPp7bS8mVHvq9rJUX6W/NRvVMa9BPBJHwA6ER/NA4oOzYo4d/N+9n/7+gYv9Gfw5my5oM34T9BPN9takOdkBE6LH6Yta7Un3tNfJP9PxYzEChqVHwBfVpDF0p10yADLhwHyQBtaNczM0hpkMS+9Rxbz16Afvht0Mg3gJjxFbKAxdI7dsJnf9HbpLXWqwNG09mnRq0EdfBHS7A8EqPvovx+Ikq/n2nLerYzT1GfVnqn61wC6m6MllUuHrFp9lrW86JrtwK/6UvDj4Zi9DEpfo/eN9EutBIBOsRY6xtMHgk7xxaz1+7LicSjXamKg+tm1JHiQbMr2cX1Uz6nlVui67Kfq/xlIxnafUg0tFVKHgOlim+P//n/+v8f8Ol/6za/OtACHLvxyqvQ+d+3K+emspqmSW66HsmJVOwpruYq3bmkYSDdilLaOGccSI1JHi8KmjAkpytzSbM8/2wzGdRObw43on+bSFMqi42amaS79E+Xey0Yc+oF7CsTn0wiUfnLpXHf1+pXu2v1b3ae/ut+dfPFkdyiCpYcOxYxSL0yA2zdvd9c/+rj7yunXuxdeeSNxuJUOzIQk81LNMjWj9I3Yt1T+H777Qffw1t3wuO7vXnnjtTWDD1vo0KO1WgphPN2qKweVc+3OMcGAbB2otgRJ2IMDDBiYCgMpjuPLMT95oXW+sQuaddwOZFLxNUoyk9hJetspw3beGQKm28Hak/NOOV7J3hDXySM69vuCuMlhNL6XgJ4R9mRLtNk8j/aruxUBk+xkxU0dsPZpeokew/s+84DUh4FsMwHN8OHodF4j0DlEtMV2m0O9hUfNALEXZA1EU5+DEezgYGcHWvUB5CxX+fP0rAAUHXPgc9qyH7Vx60i3gOmpgy0QDa/TOlxXoOoTi8iOYtvja8vZasXc+/KpZutPfGkJLgrG6JewHdG+trI0ovbCgeqDR7Uv5wi+0VcpOmU7J8+4MQWUo0WAXZ6CDC9Ev0d+kUUEJVtwtvBHNubfdMmvWwLtI9bkCCRXAwilr67yN2vP3pDKKW+OfEFTstk1MqECpn5HFdKWdh3rqg9UzNqhClfXox+pLVShHLjKt5eg+EidVA3e5wHoWsCGXD5/qw1mkXejjkd9wyLreDzb3xGgVzqjAqZ4fRJoq0q1T8fa0TJ2ZOel2zFNNJ46EYFX6QkcSV9e+MRzAixX4rOTlYsmlW+4tnMMoFBysO2B/lQOZKDb+wH3nefyeArkMbmNfvhs0NM0oKxklLKRb3gMjZb8Ug8ypZWdnHmqO7SJXeJ9IA0yUdnQLf7CvxUIjaTTBjT4JgfhxDOexzmZT+AMDtE+Wdrnl8xgna9+/us8MrfLxd/QT36UfFDvqErixDOhWtZ8LvAjwGCGMBu4bN25FfIJTBj9oG8DIV86tC9tbWhAqtoJbU3SL6V/DI4SNGUzCCrhi1rxYFq6fALRPlR5hhggNxrFtkTzJ8pN2bh+Rt7L/lnQsCMg8yfZ6UXvuWx7PJpyq2d3ebvKEdkGtPzLfhIruGxp+JBnNSAxH1uhr/f+/d+6e/furZX4//o/vt29GitJDjB7DHx84VL3/37/B9lvkvq+ffu6N9769ZlmNARMA52Ytr/mPKGxCqADLlhKsOj0EFwnDzydx6txjVK2hn4bmfhIsS+qbilO46sErDKeDwcfg44xWwbgosqzqHwYVA9if9KHd291Ny9fjP1JP439SW91v3puX/fCyVh2N4Kk2ioN9w1o7dbNWxEwPdv9+snXugMvvZ5tPCvFYZbplZsfdy+/+WoEbg9mG10+f6G7e/tOBkwz+BkI04bayWgibXY/rHcGfB/U45n4YvipF2jt+8h4bPf6bw3nAwYmYwB5kcl1RFKoKimrkVc7n/z6plcr3Sb32+NoWKd7mWEImC5z6+x+2cqOMZuSU0mHhRznJLJnjvO9BNUhq0CIAM3t8EKoOxzQWXBS/O75td9zRET4ANMxyLHJqWKJXGWgG+2jpT10HrfbHBVQ5Ow+HzOD2FM6mQIpbW+w5rDZFwE1AZkWQH0UiJpj1WeStDZij5slaECgQWJmvXDoa1cO17245PB6yGs024KAN4LG/UZbswr4rZfvTq9rOzPs0KbyHtr3dAv0RvupAzpmJ3LsomXPNd5oOXOuC3hOG7iTlj4RB78gIJvTzA18l9fi/r2477c+0f4ZBZyrfSLLrI/SN8d8cwCRO9FsWQY4UbZ4NJ8RRCYv/C754H2O70BL2jnuS8/+aGTGrAOmVb5ygMmjb8srz16Aaid1madjWvuuDWSO/i76Tt3TQ2K24+i3tg/SXANtfTBWChDgfPHgvuSZtZu9E2kGOSf0HfQ141nA68yNe0l3+EB6Zg4LiOOTFlgJ+Rr6I2ft9crQy2Y43SUMsNZ86O/jMfDKjLYcKBPtx68T4mAuUDPgWsD9fsii6QgDTXOcoy/LlJJb+Iy0s5+oVMruIV/MNkWT6628Mc6vUiDj2QMc6ejchADp0IWQVbYv+UmfSENe7C4BU7qkOfdbWTZC4Hj+88L3emXA31HV0BfNplV3QD6gA/qg/DLq6llHthJfm3Yblzvr5TVcnx4DSK0Cpi8f3tcdibYAfS6ZpF/Qpj4KPVv6NZoyeUIAHG8smsamr/Xw5F7BQMk1R+DgEyS4Jp/j9DNQ77Gl11Y0IlPDju7bH/Vi2SHsIXv14psj0QeoAZHEWcmnlnfTF2RYs59iwFfIefKs5V0pr87x7AfvdTeuX18r8BdffrH7zv/+u2u/h5PZYeCHP/lf3T/89Odhy7Y0Dx850r302huzyyBS2tMB0xQEvgIooolTxOM+o4ORCNqyHdh3+aECpoQLRyFBZO8TdTWylHIGjCsdL06L3QRC1tI/lqVKgzYEKaE5aqLdLNqO8y6Bfz8CpdcvX4j9SSNA2t3rPokZpfYnPRajSp47eHBNMVEemxlH8PKLd37afenQi92JL/xmBsZdmwW+7sQ+quc+/Pfu+sNrUbaTEcg9uVa2MuKqTpCjndJRGycxUD+eVQpmYSjZICvGewZZXQjIdh1pZA4e9ZXuAAMGJmFgjabjxHl+RhfxCdqZFflksvFVNC1hzspZ5jGpjju9Nh4w/VYsybv/wLPdM8+0JYF2mv7w/t7AQAUOQt2mzYO2Be04WubpaBvHXjp0k88aI8t7Usdq/L3x39JhypRD333OBddzNkE4htg6Pnei0jpo8Z8yZDyt/m/ypHRS6qv+zR2c03XwzZGXjq3IxEAn7eAa5106TOK6MsCOuoB4JK6163lh9CWA6BHl1L7sVY5uM4PYUq639FvaUmMPmoGRgarIV6BxFSDpJtobzlr7tra9HUvMqau2rxlYx8KRLOj0JIA2N0NR25qZw2mnSWcdQJsVLjk6LkXASP8KH2inFiBsdIhmtTXHrj7BvTAs0bC76phOyXCIr+dQHy8nBw3HDIcLHmGP4jfUkYMo4ppn8B78zZofKn/lMkAFLwe5ZnmqTH4rW5MHLRhCLgPl9R7b2uAA8s41trVnWluP5EN7Jd8bvpYLA+UYN8NUP1y/V1ui6WkgSDP9EC+EbMslH8PJiJYKpBPJJR2Rh27hkere1335v3/9XuZP59AFx8M/gJY4PW8Ezwk8DYGVwuzyHLUpWVg6/GQs/Skw02Zn9ohhDkUmn9BVmyHdlpRGb+iqoErQv0Y+KZ8y+5BbTTc1eRzJJpC/9ACdUMsLV7r9Y/nrQmQmKAN9wc5Dt+w8OkJagsr4Rh5k/fWgfTSunOi9gqVZvvid5YvjRlB2iGc2sltVq+Gn+bOkKml2ynah6hpqIG09+oC/jx5RnxdCL6o7uUKnuO4TVc4Ag7bzjjoo3wCzwwA64ycW7LeXcC3JOymHPl1oH20CarYzGtmEDCclO1wbMLBtDJAJQYppP5D1SNJvdLienYmOUx7GER2TrSF+UoaTQ/k3Ju7IJraQZ62Mo//PBvE8kKd7cQhd0fJ37lqtRkmO+b2qcP3qle7cmY8eK/7/GQHTNyNwOsDsMPDue+91//iv/6u7mvZsW+r81MuvdkeOHptdJpHSng6YYkhMDtYcbMG4gMJjkHI/lHGIjY/FCEwG2CpAjWRlIOqsMwItaeXcHhQEjRF1jMndWJJ3HIfKezOsu1oGiENFGeN/pQHdCEDevHIx9hi82t18cDscN7E/6aFDGSg9YNndUQ1VNc/jq66tV3mk+/N/bQHTY1/4jXSQzgJV8qWzzn3wbnflxsXsjH9y72bOfj0awVPKj/LEH1ihjDp54ykdGefS0SFqx/odFwNGbNd+xHc8ls+tXRhOBgyMMICW0Isj6NMOOpwH7VSeSc+Rp3xS6i8xnfYDpl87ZA/T38k9TJ8eAqZJN8NXw0B1iDjl2Tb4KZ1YQeSLcLhVO+hYyV+nCb/pjAlgKMNWgN3QXzISr6qPzp4O1a0IpKmr32yf+F+TJRvloxgCm8BsxlnZIVJUxgx2xInf6i+rA2GL2atIpxEe6FbYUUfPeEe5KnAUl9KGDVOpOcXiOTMOPM92avaTN9vsjkPRIYVnII+1/eulO7qeN5f4qwIOWTdtqqxBxJxNZr0w4WsGlqUm2bdPAtTMH61dM4k5n9HQMgJ+FPDGj8rJluyXVz3IpgoEc7CYEc3R7h18IBDknWlAWin74mHvQwuec04+kA1A+uTHrPlBffElkL7syC39HEEp1TBoVXtxfqsV2i1+dV15pUB2up/ljOuFAnWMn3Ev/jwwwNJhIB2LIaOs/HQ2Zlg7ak/0MA1oazRhdYJXYslHffd+e0tHHgJH5CEyOBbP9v0WaIPT8f1rn+ZM0lA5a4N46B10lHo1Z5cOgZVp2mVRz2hPH7IPDZhlbylzQZZFDHhDW2SZwTnnbt7LY59+q3zwgaSLrNHtuJz3LKijEzagGbM1mIytMwkqYGrADVolWuVVesU19/AKvxf8+GNzWnmD7nGPThHUQvcGeyujvMnWjYC+oDfApCUn693iR+VKuR3J7mTiBd5kDToC9ZaugReWSlZqAx9svwB3HlNWgQ/ltYTl5XVmtktvgJ1hAE0dGq0AcGqDFQCqHdEFW1Y7eVebIb30nTnurDjD2wMGtoSBku9sUr54R7Y3+5OszH5pUCV7Hb0C8kcfFC27xNbIPuyInieJcPQvvuJd/Wv0T45KV16uWy3Ac/KVLplu72U2E3lHhpN/qwzjy/IeiAFw/9t/+o3uq1/6/CpXa2nKfvnype7HP/7n6Gc9SHpGN/c/90z3yhe/PPMy7vGAaWNyAgJTEgoMCgqL0aYTwTlThogO9Is28Q6CXgUgcAgUQgwwBBnZhI6AKSMqlywJ5b4TA25WuNAOhK7RJjeiowfvhDWHSRnEs8pr3uk0NcLo6bqz773b3bh5tbvb3Q4Fcb878eKJ3J/U0rs7ATT70XsfdEcf7OuOv/Kl7sG+AztJbu1dZS+D7fKFc92lC+czyCu/O7+61R2NZYMFTik1CpOCQ1vxn0rPcwXqL70BBgxsBQNrJBQnzkMstJNeImgrSG9ujsHMd60gjY6XmZ7HA6bfioDp/pi9PgRMe0QznK5hoHU+IsAUNE6Gk+UGUJHl0wA5r8MDtuOoY59wXqVuj3P5cvyNO6rYZWyY7BhFdnLkLKNY6CDOBo7hCv4qvo4XZ9n1cApXp6qVNIu7ppPqmnfGa83eM/MG1KAz5y1/Z58RSe3iNr9lJUBby8LpmDaH18ihEhkrE7s05hStyb2ym+CTvZof+IrPo/pJNxw5AqYyihvqZhS8IK1LcLnMUPQmMKoj76iNlRpe1NusWvhg55qd8iQFTPv8jJfxQAbU4riMoD1RqCNouvURXberzckr+OO5RwFT7d54Yad0W/zjCFVkGR6blG6/rFU+14rTlGk9NiLH0CjAg/jVlilWABI01WYnzfCLexxIkVQGvtE28M3eAQYJOC8Z4RqZOEp+zX53fYDlxIA21w+/Hkd0QceRZwZ8oJX4J6Y/A+iAvNZ3zxlM4Y9InRCEV6zuPelfigAKmng+ZDyZ6D49SzbgqTM32h7X8gNoEE3RFTKn98iVVq7pBxtlYsPXzDGQ7RftTK4bXFF7oC/Sf9Pokg5+2H0cAVOD0tKGaySUNIa+QJBg6mPnLqX9EkfnZKV/cqzuoU3ByhMxMYEPbpIsrfwzu/hCm2xA8hTvkOPuKRPZCvjsatYeu8FKZuxF9N4PmMYreQ1u8YByracHWr5tYMsku1k52cfK1OzXxj94dSftpX7SBNIC8GxGOHlCdZhtrL5tFi+ctDLwb5IL9A67OC7nJxMZvmaCATRlwJ7BDFb0M+gJLQD0HP9J+6gUXWg7R7Qm0DRt/ysTjC9pT2N/1PPDccDARhgo+cIPXwFT9AnQZsrk+Klvqr/KVEDR+V5cR/81U3Qje9hbQNp8/Pgg+/VxzWAB/dfbBHIQOH2Hztkj5JdA6t2QX3k7U1ndr0mzTNXmP731he7t114a9jTdZtNevHy5+8UvY2vBCJiiWyTM5kU/R158udt3+OiGdvZ2st3TAVMMyYBgONQoCsyuY8FYAxDMEMGg7p22xMKKBEwJMEYkQgEEHSGnvpZqAxxm6hpVm2gY5kML+irFTwgqN4O3Rs1buksbrQLQHz4MbQbtufff7T6+dqY7fPL57sXTLzYFEw94ZicAG2fe/aA7FgHTozMMmCpTK/8jmrhw/mx39eKF7tNf3Uk6una/zTg9fupU8gWFNmKZxwzwndZxJ/gZ3l1NDKDrJgvasV8LMqxoytHveUJKnPhyzKzia85Zbrs6Q8B026h7Il/UUeE04izVsSG/Jzl+1kPOeACAbbEVqA4WPW9GlUDFpJH9NcMsHTzBiPLlMJKdDluYZrnUivtAKehe7iB19Gzycd5t91snT1otHQY1G6gPyhO+jgR5NPdSk0nSVH7p9tPuv7/V81buZqOVPVZl4pyL/6xzdUKruK4rWx6dj55VLp/Cx1rANBL1jJmslqzl0IGPtjzeVku9uOeL3tjknLQG1IVpHvVuzqZazUJbcvpzej5JS/IWP5fNDw/zWFp2li2OZh9x0MgZM5YBWi3TH51iyXwtjsULY69s6acy4OTiFS9PSreeG7+vfOQDIC8mOdjd837JELJFO2WwNOhZ30b/8kTwIxmM3/GtNnSMR/MYP9vJqLDSKbGrHOQZSDzVjXZp+F4yDOBXuo8PAi1wAFphqZYWF0TVnKMmfaz0yIBznVOezkQ7ZJ5+mHPtL4j0aEn2kJFBK57R3zcrEU1ZupQsNWNDWdCXYI6VB6Rlb8n0kcQ95fNM/A+wCxjQNuSB9uO3sey8c+3k3npyZx5FJcs4089EwNRgNbRadKE8dC/xYzZjycZWfuVs8ky52Ix+85Psjy80jZ4rYDlJDqecG9l03sMgFTRlEyiHgC278XIseY0PuOxcs3cqv5/ZsZ9SKpF3XEqa3x+2pLKTvwaTCThOCmyqO84sH5V6Tnqu7JXk7yhDPqe9ohzqvN32Kr8l/FVgWh7qjo8FhKOICZFN6g2/lQf/Krf2isPac+3p4XsWGAjSSTlrWWT+YvZ19UHcE8RGt/Cv/+WYNmtcc9wqXRQ/KLt0t/r+LOo8pLF3MFDyLURE9p/ZKUGmaQegV/1sMgboU6JvuojcDPJLGkTj6JDM2wykr//PBpZ+2j2RvHfxAyiZZSBhbatBDrZSbJbD8t+/ePbj7moE9gbYOgbQSclV9m3JV7YF6qHX9YNzUHXQzKGjxyMW81IGTtfoLZ6bBS3tyYBpIia+GBCYlQPG2saMLoZPCoAQAvrArjNEMCwj6nQsgcOgWwUg+MqR1i8vo8lSUMhpGZbi7Zetf14GJyPQEipGNBLiDIRojqUEDJrGMOzGDx9L256NgOnTB/Z3r33+9WTuvLfNGmTVs20joH/jVnfp/Y+744df7o69+sY2U5z8mroQMqhdnheiHp/79FYqwgt3b8a1MLyf7bpX33w9DXcdjwEGDOwUA2iN7KpjpVc8U8e6voijsgA8sawwBEyXtWWWo1yNp0JqBzHTn/Srj994ioHJ4Jw28Ml2YnCC7YyMLqxUh8nvSY4n9peR8wat6SRluSNbZdZhYxOkjeZkBI/O6sqjY+q1ESN7hY5j23GWNYdFe9Yj5Xxgc1Saibv4YhNyxim/a3X/UU47O5P/qJhNFm4zuaoHs9VsUg51Ngpnq6Xv2LtsQfhcZihHoba2p6XZpDrvSFDR2R/oUDuiY3Y6p5UBkE8ClL3MeYouAwU5uBM+BtgYA2TgZzn4cZ5Ix+SIyaG0ZAP+h2+QMiQYaRpeKrnnXR8dfYGs/U/FjJSRNMGXykW+AHw7PrBB2T3vmM/FM/3ytTeH72XFQDm8BXgETC0hT8aRbXgZnbQ2frwGdBUZTgc6R3vOfZyjBbNEbkdafBzkJPohIw0koQc4PgW+7KVKlyMz79cSpmicXDEq37PKOCL1xwsz/JobBkgA7aZNtZ1VOHKge+ryR3JobgVYJ2F+mY9iD9wMmAaxobeiL3YFOXUtgqlkm0FNaFQQEk2VzRSn+U5ULYOZZkaqIxpMh6fKB6BLPADQY/JEnEuzHKN4hU3gPuf9vaDVi0HXaNc1eUlXMmi5BiS4XvxTeXuO3cCGsG+0MntOGfAr2w8fSEudPcOO7INn+g5Z/IZf2SY7gbKDlEO54N02DPAsP4EHskP+ylfgucJ7XRuOs8eA1kULVjh5OQKmh4Jf4R5oemRCr6NJvlgqXv8DfeSfBLYApT+0Np5LazfzeJSI7NFuH2SDpreTZz+d4XxvYqBoBp2SLeQoW6HZJk2eGthyJGxW/SyykzxC31sBMknA9FbIrWZntIFZ0qDzAHldgz0qUDpGzvncKn8NQdPpWg9FGBhSQLaSbeguyDF1v4FRYWokoKGDsS2ZncmOnzjZnXrp5bSL0Rp7gb5sA74e15eV/laOezNgGsjtBxIZGToMjIzoq6ZRwyClyy6Eow5iNYaZpadiSd6VCZhq6ajD6MtJgnqVojZCjbG4jIAJtJP2EbgWMNXxI7yX0fCDxWYQNaUB9XB999bN7oP3ftbdffZ+90oEF4OX0zmyXbTDi3QpspsCph+c6U4eeqU7+dqbM21G9aEAlffaxfPdxxfe7249vMW+S7JSv2OxPO+JF08lf2y3PjMt9JDYymMAXaFx4FDSKY/xVb/zgeFrDQNDwHQNFcPJBAxUx5ruNEqTE0snvZxObJ/+jKUJSTx2iQ1xc7Tk2aGwjapz89hDU/xQLkYvoEPonD7opNnrTZDsfuRJ9zXT9lHnzN5ToySyXs7rdz+tOq8cPKPclhDiiNQBrHp4pv9cpUc2wWHaJWszHVu5Kv1ZHfv5bzdNacAp24QuN5OD41J9cwZm/B5D+Xazmut76KSckGxBS1nmDJYgCG2jgyQgrG4cpuz0tjRUVPoJAHTJXtb5YydznhlZW/T8BKBgW1WENxTk2Ac80XcmsrfRHyA3a2BJ0aT30d60js+Se9KN5krZpz/G2VplUQZyui8fxwOmJdfVocqL18ef69dtOF8eDGhrbaeN6RWBHw5CutVMOP4HNOZ+H6KJk1ZaW7c+JV73If8c0SL64OQkE6QblzIgailStGbWhgFJ8pEFmvOe9znyXeNUou85K4NUB1ggBqIJsi0swXx8NLOUDuccLH5fYHHWshIM/fBGBExHkw3cYEsKevKToS2zl/nV0C7ZZglhz/DhoGn0DtRRgJK+NmguHknAG+iNjPSoDxr0rjcLN+jdswYIOMrLM2xHPNRmusYgosCZ9+hIaTkH8iPPBTMzWBpHtgQbIoOo8QAbSq74AD8A8l5e7uGbPtTKKPiPHlZG+Y/bt/13pjkvef9pGL3KAZfwU3hRvgwwRAU9Cx/AQZ0HmC8GkIE2FjC1ZPqR4Nk2467J1iDRaLPGE0l38ZV6fwINTVNS7Ysuo9mTnzQxixc9kg8AHeCj1v7shFbGmo21m3JE+QZYPgygFXRjGVwroZChBi2TL2iO/XAy5Dw6p49qgEujuOnrk/6I4AdyjO1jhQ2respXPinvRke/4z8/0+ewOk9anvdybIF379691Sn0gkuaPgw6N4Qcv0/qvSAKtoDB33S2j4GngBw8+Oz+7pWXX+qOHTvW7ImgM/TFPkhfQtC2FVR2Slt7KmCaSiMwgkHLUCvjTYdBpwJDWubNCEvPXwpjkHFFOLi2F/ZESiE0EjlbcZAumC/WsisHkA5ddfoYHIQr4R2HXQPKIT/xhZYe3LnVfXLpfHfn1q0IJkYg8dmD3bMHD3VnLcv7yUfdiddfif1LD2aHlPHs3a2C9otqNyM5jr9456fdiadjmvmJU92xU6e3mty6z1fdHkadLn4Us2Q/vRgzZN/I8itD/Le6SyEe3k5d1s18uPFEYwBtrVlFS0hb6B9QxssCQ8B0WVpiOcvB5qEvy1Gls86Jk87/0EXTOnLSfoiv7NyEkYkFdhIw3Qxbk2YyeEf5lZ3e3TdyNmDLqqcVQ4DyqZvnOfGaGd30p3gvJxlHnkFyZnhx2G0EZUcKmOZyhrEflBU7dPiAbNvZRqks7l7VX0cDvti3bRWV6eq7uJJunFPh3WyKHI0c+Dd7Ct61OaePpffQNHu96sjx/yQBXBixDSbN2H6ScDFNXdEVdJVTnk6f5EhMuRK4xd8pM0dkRZ7ql+B5y1yTJySIdKZxRDZ50SRG//m6HslnH0d2ZFilq24cpe1+e7/kXD8dzw2wOhjgAKJbOXPMkHOkt0fqZd2KoI3UhWR80KBAj730/JEH/BucQ+iFfHTfUbqCX4Iv8m6SAw+0gBAqlj/6R2WN0tYtxnBjxhggazgA2ScnDrQlmHeTv0sPs33ORMBUQNI1tpUZlJZztrQ4WuRop58t7Ywm3VMf18jNIMmUYfxQ7vdnYJb8Q58lm+OVPEeLJbPlAz8c9q6Tk64pUzr7o3zKyl7L90ZptPQfNZb3oggxE2UUNMU/yUMtaIof5M+u5JOq+q5nX9SAOjloO/y2E4isR7Zl00F4kt4hK9Sl2oVvjK9M3ZUz/gdYIAYaHbVBmC/FioRW8UOPrgP0o+00C17Qd9HlmLb/lYlM+MIj2pv87tsfHk3ayKNfQ8AUFgbYGANkHbohY6wioB9OrghSkXlk+YuxR6/leNfTR+QSYLOOg3vSpwfoA3IM/ZKb8mKPkNfK8aSBwOnN69e6u3fuDMHTUeMjoRCXSXv69vpoel1oxgAhYACTgVdo8vnnnu0OHzrYHT96tDtx/NhnaNB7aButWbqffUw2b4felA2NHzj/yyzHZl+fu3bl/NKTNebTcYBco94A5GJYe2RCGGRplH0ZnW4GFyOqlkHZC3siZUNVa0Xd4n+pgVBlHCNmxxpZpyNJkBezLLoS8ObDcDZC7GEsV3sxlq29/uBW0Nmn4aza3+3vDmR5le3yvU+6p2JZ3lffeC2cKgz8xmRbxX+1HwpGrx/+8v3uV7dD4QRdP/fUgQianuqOzyhwqmyXP3qvu3H7Yvf00QPdqdNtNmmRj3qBrdahvTV8DxhYPQyEGFpzKlXHZBlqMQRMl6EVlrcMOum1rK0OT3bW45h6SJdnSiHOqWqGanVmvM8ZxCkwDxifyUDngXTAxSA2s0IZyukwC+ZsgUyj79sAOMVSX8u0pEMumFZd2Q32cFNqA+EES60isp4DLDONL9mb9RXoTGOdHWLLALhN2TC6NypmvbZrR/Vjo5gtpCPB5tX2nOXT1HfXCj6WceFd+3MOMeHRIAehttThRpvqyoGqU9XaGwaeHEjn2Ij40P5OHXF7HXMVoCIfOW7gzEwnI5T7MrH1H3Wog8bihueA/iPnjp8Hg6fwlh/cSNM6QskN0M+vOZMaree9+GJvaE/pAv2h5npt11vW08vylsrwvUwYqP6uQTjnRisrcO7QN5uB9kebqe/ovPi4pq9oJikdJS0yMsRj6gKk1IJAbeZT5ROvpW2AloPER8GazUow3J81BujtRwO6Yon5YP6+nJh1fpulV360T2Kg2PmgT050NMKeOM6OCpuM7kV3aA09Ky+5RTYmPQY9oakcZhLHvD9BXpKL5Fsckv6Urc758tiGaJu+N1BK2ug/ipJlIh/ZB+i+zSSJAG7wQeYdiWdaEh2B16TBli37mG3LxnSN3SH9mllqcIzfk2DWAdMqsyNoeCjp3/CpbSrgwJ9peW/6aYDFYQD9oB0+49NWJMyAUmuvagrPBOkk7ThfL+C0lVLjleIn/Bj/a9BoZe1nnriPdGeR9+MpD7/2AgaKZgSVxEcMOiFT0KvJY/ZPFw9ZTx+V7IaLSTRWfgQ2t3iMo1l+5Bd7mtwqftkL+BzqsDMMkJcGe/NZtAFIqCr8OEE34kDskCCd7BuxB/g6jsSz5e9At30oO5ttYMJkP0jff26zc8mmLI8Mnjn7H5s9nvdXImDKcGI0YXofTq/cBD6O18P4w7SB+1ah+M714AMbDMFjz8XU83CoaYDNHGotheF7Vhgowc3kIIQJUkxCgHNUastFAyZpHYA2o+Hm5fPdjSsXunN3r8aF/RG0PNHdunmzu3j+YuxvsS8CmftDsezrrj59r3slAqaMbwzcDJbtlb7wwog/d/ZCdynyOvz0oTSkn3/mQHfw0OFUOAcOHswM5HUornnPrFcCAz79zk5NiJ/oG6Ry8xtWL507152/9H4wwedy/1Wd63X6B3FngAEDex8DjDgffIOH8QTNHf+7CkPAdFfRv/SZs28+CfuH3cMBtN0lwqqj03RG6/Rv5DjaKWIYsmYyWPqN7mej4TVOOTMZjHRlIBtxyPGrw8WZp77FowY0MZx9oq+X73MmXQj7wTPHY+ZGLQe31cAvQ31thZJIq0b+cxZKe7eBjOLA4fhTR3jzmzN9noHuede72S5ttD57UDtoe/YJZ5VgqTputT21mbRJ+CbTo2PWTuZdpSH9XcBABd05aewhSY7Ygw9v9KHknudL/7tfAVdPe0fnuWSUvmLZ+lsNXFe60sLDSNDHOSc9mhQQIGWk3Z4ZaDVQtNJQSzA3vTdain5Ec+MVS5qIL21PZqFLdIHmUsYHUWbwNOgSHZGRBpdUEEXgHS05mjkiCBUsMMASYYAO45zmJKyZitp4t6DsG8FKA8741chMgaFTOePILFKyqi1hq5zOZ11m9h1H6f/P3p1+R3IkB4IPsi7WxaNYPPpuadSSVte8fVpp/vd9+2n3w+5Kq9aMusk+R0022SzWXSQLKNZBcu1nHgYEshJAJpAXgDAgMyIjPPwwMze3w92DPG56XZO16oKfc91T4Ml9fO19ZdLbWlIbohukLhyHPXoa1PqQqfLRf+iXAgP0XPRoAdpsVbardBH9jw6qD9H/lKsv2raSvn0ckDedWz8u3VveNRbkvSjXtsQm8fF1ohHdyLMjrAYDwR7JJ4JKN6M/4BWABD5+kc3Ui1n6Rcr1eNIRFG/O258m88m8IjP5zVIP6Uc4OxjAL3RL/nV2sp0ETEolD9Pu7m0sMqjxdmPQ4ifPhihKWUWlcF3a+E9+K1udzaYM+vezOBc4LTv/7GB7bOl+GMA3eAbfGef5MOhD7HtjPZ4UC6IvG/PEQ6Rli12NF5eSv3Zaca10gmFZ+M+EgHr9Bf6TR+P/YcqXz9WNTlC+hscf/+7lRFOunIiAKcQ8MFMikKqDUqQQQjd3rnO3Lr/buc3uyy1GwqEmsm2Qm9fwnYKv8dIcGAjS7FEUk1ZxTQcxA3fVAVOdxEcHZCTc//Tjbnv7UffH7YexsvNmfjKBeke6J1vb8dnqHt27370Z7/y8Ee/8zDziy/E4gF/hh3PF8cHdu90XUQ4F6Mr5C3lNsJZypazrFy6mkRAmTRf+4u7S5SspHM6/diUdPV6OfO361RiwWp/443/+Z3crtuL9cWzFey22Ep5XSTtO28ZnRwxsIgayv0XfoRA2k7nNMFp33xgDppvILZtTp3IwBeumwkm3OYqhTJHknJEPwPfTFNF29/jfZgDe2YqAaSjFjCrjf1Q9A39tRcNuEFDdOJSawRUnKql+UUnPcC7R+QDH8cPIE7wZk+Eo2O7Nq9+pT3PAtfKyvlachn6iLqqwTqCzcvbVdjUCprkqNxDSDNgeIeus5BHLbvRuBjb9ntGjNeVYPoq+Tr4Xf8sLTxylnxyxSeNjK8aA/suxzY5gcOsTHP/l6KzqlNyzul7giaHuWvVv/vBL8axreNF1MiX7XdyU7zxQAVP5ZD+NY5YVX2Su3BxBOwSX9r/b1fH7JGKgAqbGu0+/ep7v7iaTJiHpHxfxBqeNEdnqOWMOVmuTZNrWkG9eOp+/BVPw+ZcmFMU5nweekXb4/GRZ4+/1YYDewlFoB4z3rlxIh+E6x6MKmNJvjLfklJUfXsuwu/KjySKyECxDLjW5zW/XCsHzVk4P9Tx4wteSCBxWnb/IQK87IVOjknnMmravyCpBvemMfD2CngJg3iVrBSs90f02BjS9lLOVjmorYtebs7bplvrYcaDVdTcALC/BW/n6A1pC96XbCpp6pVj5Ons0Zbrxa3kYwH/4BZ8ILNG3y+6oI1ZIqs3AEpz3gu/pxI9q4zt6Bl6fBybzUQN13ZlggJlHGDHQY6AmYNjpwsIkMoWeQaaR897L3OaAtPdFky+vvBK2Ob4KXZj8oyOTiXwP2Gv4Lue4nHq0/E2GJjfJcjqJYCp5N8KIATKKfmHCkWMLhLbJ78Y/0HZPaRO46LUlychY6b3KgM8D/5LBQxgupGS34XPHmvC+Hx/KRfHk/Luxk4AVrb/55YfDrPc9PxEBU4rDne3meDtoqwqIgFMORTPVa+k5xI+wOgwQ2IRwKYCOdQ0T2ypAAJygXRW0TtJmh3337En39NG97u6Xd7sHzx53P/jpT7rLVy+vqio75Wg9PBmgnBf/fh2BWtefbG/1AiRmYzx5kmm2H29lMPdyrH713MU44nnbkF27cCGd0q7d/TqeffO17t33303hsFPoeDJi4IxiQH+h7FHpnNdOBEaHibF4pRgaA6YrRfeJK4wSyAkLKqB0EhrB2HoYBtUXHHRR//iZDgmOCE4sCqsZfpwU8wDHH50QMALLaWzM9OFgYLyV6SZ3zgpva+BkSKdHHKtUsoB+op5/4uiOujY5kUWs5Uvd4GW4spTztRmuu21YS+UWVGijVzPMOSpB24onXVL5Gw2lA0XH/WQ1o11QLB7JYAS1f1bnVith/F4lBqrf6clDGqNv9U3X/SYiJidEpBwIobIVvGMVkv7i3UyXQyZUfvp6WX8c7wIF5BKWki/ZIXAVp6k7e7cuIKPYjXYp4uBUV2nK2Z6J9vlKB2dfAfmblFI6h0da+6JMGZ5SgK9sc7RPM4/aDysoUmg6aj71/DKO1Vas4z3Nxo/PY0KwCTjTIFgi33/XglXBq5Hoq3gGf8oLrwvW82EI9OBDHMu5VLPx2dDGuGDT5GV9wZg1wuZgAN+jJT3n/aux01kcOQrnDZgsqkUcjOQf3YlOSS7SnwRMHefVw45aL7qWrsEvpL8AZZdulrpa4K3kvXQmuuB97yxz7ikiVl77sb1+Jk9+wB9cbwHr1lezyHTytzo0vUH/giOOWUFuOOHsnXfCTMv95W+BYnhX7xwXMEhA1d91aciNetVY8521dOP3cjGQcjm+mn0SjvqwUfiS8WYFTJNWPcEc+tNmU8RvJMWb2DrtkGA4chltI5uU5Wg/D9BrBbDIePxAb7Dzjno1Ppovv3nKHtNuPgbKt66mWIuMw3tk/e0ImAog4WULyGrFfKUhhz3vOfyJn9zDb3QMkzcAXYQe4j5+tKOLyVsPv25+fM+ULI7TEUYMxLjZ5B2+MZbWbhJkFz0Iz5GNxvM2qT603PhtDMR/0r0VAVN6U/HeEK1t4lULlAq2ig2yA9l3AveRxVSIYlMHM9n+R9cvpn7wrz//xdS0kxdPRMDU7DIGCKRCTOBjKiAAJBvw7NGtk3MwiU6PsDoMFCNj3p0t9jBvTwbCvFacrKJW2UHwRvCBYKn3lW5/+6TbvvBdrCp9O7bAbVvfrqIuk2Vkn46v6tvlRCE4ChJtvuJasn4cn2xv520rYNMdEfefbu8GVS/Fdr7f+8nuFsKV13gcMXBWMZBdqu9DpdxxwBk3OA+q760aP2PAdNUYP1nlndSAaeoBDKvQ3+6Fo8tvijPl11hMgT5KwFTfLR0wskhg+DEMzYrl9GoO5bY1KwclQ48Tupxg2ef7Dl+BNo7uW7GFsNVqKSvWxCaGeh91vRkzIAVNOe04/7S3nDcmfJxkgGN6TgaYWE4B5ZzSNHRGV/cZP2h20Ax9DqUKUsAdW+CEoyhxclq/qt/ptxyBgJPcLHcmG94gM/TfaQYzw5hNiOYc75zb70R/YYybbQz0ef0GtICprSibk51M8O5S/SidkX09lE8ucZaWszxuJS8dxH9ZSHzhW+mBdmiTtgy0/FPNl9oKw3Cg79KxojsmHmBhHsAjUAen8kGbCqTMk88y05acKseP8S63D+15erJsfCcQzz/BT+F5K0GMO/oB/OEbgX/BHvIf/2v389h/V8BL4Aj/492Sn8Vzk+WNv9eHAZIH7dDRZDeBOHrPOgB/3o2J6vjHRARy8s14ZVWNlasK5OrTHKL0WnUCV6MvkK3Bzsn75G71c31CWnL+y5iAR7fLMYN80V/2QWZkkXof3L9/9UK203iiv+hjxgETtRz1QeME2hgz6A50kUUGTJWh/Kh+1sEQpR3qA3w71Va66JNwAGdd8+74tWwM6Kv4D+3JXnLXK93oAu4BNGzUcl7jW+Mz/Uc6NKZroN2O/hDX6O180+T/PKBM3YS8H04Uxafyqn4yT55j2tODgcZvLdjUAlFN3xTs/Cx2eCJvvLpG4An/kXMpi4J/PQvoG/izhqZQpyMo2lb+4WMTWVMHj4RkLj4UkM2tw0OQVb+ovnF6sDu25KgYwFP4sSb+4T2ir/iMFAwxmeMvfqrJIPirbLSK51Wgf1gXPId96RJko4CpVc90ioPiS8olMwVMf/z6KQyY6vi3bO0WyhJEQvI00NltYWage9sWHAanIBgCjbB8DKQQNrCHtBUsRTcBUzQrSFIEo7u0e7XuLv6ogzJPdJCv4n2lTx/d7+4/f9S9+trF7gd/9qMdRWjxJS8nx8LZQRwd6N3pI4TWyP7LocWY68nEQPUPfYn5k444cuKgTrXEpo4B0yUi9xRkPQyYcv7klrwh1NfErjNjtBRaTqkKmFKe1V9fo5vR18qpMHPGEwmVw6EgUCpQ0oy50BVZigHDgGluaRuKIqNRHcgAyTzLYf2gnzGbD67pS73Ujx7L0Xc9FHs6bLlZ4zRlluNpAPK43FC4Wrtcy1nOvSGlnfjFBEiOzGnAaKJvCndzDjQ+a/lNSz9eWw8Git76LFuB01gfbGNx01dRWN+M2xkkq9eqMJA9T/gJcrIxONCtDsIXb4eDkx3omrRNvjT9n+NnO9JxEuljjPlyhjKwn2fGre+515z2zUmqrp6ZFridxGK1z/Xi58k0p/l3bU3LAcJxTD7DJecuB8i0wEyP+tb3Azntdwuk4wF5AXn4bELgtOiMD/EVXrSjAt7DY6qMj8mz8kGY+U62C1K9GcFSW0hrWe6gFc8mHw7aysnUHPfNYUn0saf5QgSQjFt+t8ALDI2waRjA++TM6zGO59awveNw1YEOjsT7od/QkaJKIcuaM7OC8a6tAvSNmtSWk9OiA1gBdTE6NR0Hj1fwSd9o6VvQVB8TSCQ53VxsAABAAElEQVQPXA/Wz/4zrd7aA/d0BhMTLsXRGKB7kVEpnwIXJZ/Kd2jlN1Tos/P4D8kDeQG01e+HUHJRHYwnytd3Tfah66gXyIlfoYvSX13qL+e98Wv5GMA3xik8yY9MVuMF9Cwa4zu0RjPXpU+aR/UafVGtBd2xAVrjawF549c8oAxl4RW2DT2p7TTTtlZdtRyZp+5j2uVjgLzAF3iE3kp24hkLzawwdW5r07SJQrbhZdfoIjXhxDVsiTNNwnKkx9yLCTbkLD1E3qYOeM5Y4n69VzqyG+XU8kl9okoIURc80/TXG/3ErBrbHXEZWVbjIJ7Ed2QrWddWifYTu9jzMpwCGWCNh/nJ9AM6hUC+PKZB8njc4Ev70esX8vjzf//ltKQvXTsRK0wpSbMETA1EXhL7RiDXzHwD3TLf0fUSNs/4hXRghHO0GJZAZcjpCJMw5dJkkmP/NgCk0yNy+vSjP3TbTx51X3zzZfd2vK/0nffeyQHi2IVsYAaJ20JwCqYNrORYpREDa8JA9Q9yiXFjlK4AyjqqNAZM14H1k1NmBUzxrZl2HDvGtk03lNWXk4jT3Ix5/U3AUmBD/ctIO247dGGKd5tp2BzXDziuQ3nO/h31UEbYilk250bqBXHNc6GmpJOK/lIzw9fJHWVo1LvPOG6i6vlp9XrZGbfO+i6ibDQEQZJ0SqEL40egnXO1gqVW6exnOOknAhYMLbo/R/AsKwJbyeP3qjDAsROkTUNZn/O76M545qDxSZ4IftBX0VIf4ESORzK9+kqjz3IOcfQwghnj+r685GtsJ3PIm+/it/ucP4x5sgBIiwXdIytc9SxQP/V0neNoFodn1j2erTwyozPyVYGB7I+94wIq0VDgwnEIcNWwH/iKP3SA8yBJyHSrh9tWW67p+54XgCIT1gnqg4/JKVvTsXu1GS+pe/JQVFA91Vm78KWjlc0Cpu/Guy01w0ppQVDjJH4GeCeDqyH/Bdpq7HedXW02/f2Qj/wjcNQ/ls+OX5uDAXzAiU338c4sgdNFTBSbt4V4xlaKHIzqE9XJICW5iKfUcxVAtrct9NqqUfURLCXnh/JXL8ixIPqZNE3Ot0kC8bPXEw6uMfGufeS//IdtjCKTDgLHLSCwWwe5wsk8/sNy3Hp2mt5RcrH17uYY1r6UH09fpINX+8mUHL+CXpVWniOsBgN4BM/gC7r31fiQ3zlRJ67TL03OI2/Rq/qP2uFL1+gW0uM/NERn+c4TgJcf8HwUmWOisl1o9os+2/puJhy/ziQGBIbov/SO1E2D0ZyTIQ9DPwA3Qn8w8QpP4x1shH/xk3OyLq/h0/ghHzqFCTbGjcsRV/GXkzviN1vbdbKKHhRZjDBiYA8GjLllhzs3gfnyeROXmu5BbuI5/IMPg6USgq1CXjaZSf+nA/OFkKnToPJo/p+YNB16+N2YKGBc3Q/IYv3h+9cu5M4fv/iPD/ZLuuf6iQiYWqFwu9+S96CltgTB5SAKo9nWTBTUNH5hZ4S5MYARSxQeNDAnn8eXACkBm9tkBdMSuPNCkWr+J1tJnqek4AXKyTdfb3cP7t7pbj260331zXb3w5/+uLt27WoqNQaJEUYMjBg4mxgwQDNkQBkg68DEGDBdB9ZPTpkCRra/wavN0c8B1FZJnoQxjPHGkUyfqG2kDtInjkqZclhRlL8I5zPnIB1E+XCn/FAJ0llICYc7TixqSqA4jk3baRLhqLU43nNUEnoLQ0Nw8O1wqnPmLQNfx6vp8p5GJ5SwS4mtKp8Ecchn+nzbIi2xkfRTi0rPNrBCmAOBgaavcEyXs5S5hbboPo8jVBkjLA4DtQKDUVwTGvTL6KJJO44Y/bX6I+f+5d5Y5gRKp2FfHfZdOtMjM+ccnMDqO05Necq7HOL6VsnQ5tDU45rR7igt7sJ/+Mrz6kFGqMI6Ah3qdZJgtz+2rSWtvoRDuLPSoa3qbfJXuyYDCWhfAcBafcW2JKPLxi8ntoA3/lgHlFMy361ovMGbUXc8o0bqmrwWznbjHj4VVJXGdX6K9+Ldlhfj5do5ZoXTs95d2HDYWgVf8CbAaqW1Ngu7yut27Lz1VZQrfTqe+j6lDiNsFgbwgAkDb8aE/txpI37n34rYtwL8ZBtnZck64+EqofQ0OiEe1o90YbjIkb/n3WDl7DNkb9Y9ToYrsOeps5y1t+w8bTb5go6VW1UKiElwDNCvBXXJM2NLlWVcAtpAhsH/7rU24cIKc/qqlNIc9OqxzGz8WhoG0MCH3khvEGSyRa/xKwNSce9p0JrMjcsDWtJbGo/VxFCVJIvRHqA7Xh9hxMCiMEBfph/RmegFeFDw6EnoBVaA0lutlBYgoju8igHxZHzFIylvMmAVz+BVty/EQ/J7aIVp8K5+gIPZZDlpMcoo/dz1EUYMTGKAjuu9uRWk57NixzV7fNfW8pwxEe/hJUd8aTzl+zIsp957yPgsPZ4Vf7IVNV49CPhYvFueDvDrX354UNKdeyciYEoYcISYgclxCCnTwDjEeCIY3suZfO29COsyqKbV8SRdKwVPnQndUvIm20AXGBpwZslyWu1DpsnHd34n/XwFeHY6ldv9ad8e9bH1SjpOnm53n3/8Uffg+Vb31blvu7diZenVa1fCWdYS9kX5NcKIgREDZwwDBmaDLCjjdh0oGAOm68D6ySmTQ4nznzOG7hPDW75ThANulQ63o2Is9Yh+MGeMLStYlXpIfMEXPHHIcdYLntQqnNQR4iuP0aDSMXoxsPP7qG09znNVJ448q1A48uiyHDUH6V/HKXNTn0VL9HsYuqQgGR4yw1SQgfE+6ajiZGQnDLfEZF/VijTGUTpEI9/mEGgrDje1/ae5XiUP0BjwJ+N91/VdtAQcNbXargXZWkBVEC26dY7dxm/0xBtobeWee2xF/MCZxMmpH+EbaYp32AG9Lzudn311suxWn3KMTneAZ8LxayoG0JZDLceuoAFawOl1NJiQZxUwbekjWBBpOTtyFUPMMC8go2PudNKME6beATq5YrXSL/tIPpkgzN5NR2K0Ux210we/cVSqK95iExuH8CR9E09acQgf2sq3cTcCJxVEkhcwM/8NgbaQfT4cTvIQKL0XE0rgmEMfzq000Wf0i3q+5TJ+rxsD9Da0tsX+zdii7lqM7yWLVlE3/MExia0aj4b26GTFoB5k/ZPg07aimmyICQWuBU+XTaZaen/WO54RaLVt+rx8rYl0AX2uBTKbLyv7Z20VGLTZz7+lHrOA+tM71TMOqbOht3KB6/q5tlvFZfxRJtloRYwV48Y+7den43+ENWEAxfCKlXUc/86bjtEmq/odpE1bpqpY+gvaktlFd2TEw0B/a9zQfo/fIwaOiwF8R26YZGHiFblKPxBs+jq2L7eiT2BI0An/4UX++saTsWo0BM1W6A307eTrSERk2bqdPYV12aOA/lLvViaferbOe+PXiIEhBnJSYOit/BgmkPhN+uX3K2G3xVnK0OC3xotNN8FXxk/joA9ebHabJ/eHNhGr7dZy6/Gz1KP3T22Xl9DDrjSd+n9++KuDku7cOxEBUx2fESFy/CCWmDNUDuqoDKickRnGBUcJQuXfwfjeQcp40jBAEGNYzIuhMS6nk9mJQ6hVGl+EMP3TV89z/+h8ZpjokHM5Zv6+AkphPIjO0lVNPNbyCCUn6P/Nl/e6rYf3uk+2H3TfXrrQvf+T9r5SVa9nPD/CiIERA2cTAwZm8g0wbnrRs3JkjAHTlaP8RBXYDHEOVy+2bw5kY1zb2uTl8fhENW4JlaWrUL05qHPlTuiNti48TG9cRFWaDjJdnqSpIEHUjwZb8qfVtzn1zMIUCKe3orEZwfRXDnHG7FmAoh+jfyuMdgEU+iB7q63M2Q16wUc5IqVDb31E0AB+PcPYMoHOMVCbsn6dK9POAg0PamPRV5qhXVaOH32XI9nYzJlshNYXuGzwAQcPx7SjNFaLo2/KxOgjrlfgPE6zDwlO6UPTtkpUD1DlO49Ff2nzkCFAHywHaF4Yv2bGAHqgI1q8FvTZcTb3dmTxQyRJ+qbjr58Y7RygwougBSeec3mgOTu/Zp8Pt0b0zLJBcPLzCHQIzg9XhKkHh7nZ9TejfuSOYApeIpvwMOZyXUCVIx7vmdgjcMKOJsvgAwiQaqvJIjfiwwbH/2Sdsjk68b5sx4Bpw9kmfhu9g3Qph+yUkDIp6NZkEv+HFGcDgmVjlV6bGKFfYPVnwfBtsoBfqS2lgx9fpx8qLutH8XMuoDaR3cb+XFkbsr3Jj/YOYYHTRUCNH+QdecAhTI/Tf0Fz6LaAqjbAgaO+brzSn8kG6QIlc7dTGSMsDgPIxsYin1MPj3Mym6PdJ/53ALfizCBhApY6S/15BxHjyUIxQEaAWYYGOoFJF3QMK/FNLCRH8KqJWWQR+UmWppwhY+IdFdKRPTRtEzzIS2oXGfbl0zbRje4RLJ4BUzqYfCKbEUYM7MEA3jHGGl+Ne+QnvmO3Z8A0eIaIFDOSTppJuyrH0UhXPEbMTo877Y6RUWzqwdsxQUCcMHdsKGG8p4a7P3LHj+BrkxD/+Jtf79444OxEBEx1cM7CL6Lzfh5b8zIK9NX9+itiUYIopPbu9oLscQA7gAv2uYVxGW1wbwatzkBwUhqGUAFTjPppBEzNGtyPNsPn6hyz+6AbJgaEMqF+EJ3ruVKCe720u//px903z77sPnnysLsRq0pvvHsz8/TVct/5OZ6MGBgxcEYxQOGjUAKyg3xbB4wB03Vg/eSUGcNwjINtLC5jx0x74146ZNbFuBuMQjiDK9u50kc4oukwunvf5Rde+9JHaocLxoB61HVGLydKOVZsbcS4Zeiqk/Sc7HSgTBcXv402+H0jHKyLcuwtvOELzrAcj45ktIAAPRSbwwU9cRhooycKhqM3fPtNf+SIdQ3eGWvwZ6Yrp0D8J44XXPUxuxkxgE4AbQpcaz2h9Rljs74BGMzoH+RMmqJtOs/jtx2EBKhyu7HIsGxFjmu8gvb4pu4Py6yyHSvwrsQLkUg6PKg2TJ7RAQpL80PakdAYHzT0GfZfORbt0bdo7DkrzPGA1Zdfh6wkC6SVB3mpT5vBfiNmsjufzHf+2s7+hK14TRBm95I56g2sKCWv2cp8EHjQLe2J4SjT4s2ofgZ78bY2CSrbkld+HJg7vB/PX4mVTpxO8pRfk3HN0WkcCXGX/YKcLEdTVmb82igMBMlTXpFF+JWzDo9wauODswB4nZzHq/jYB89y8j/W3/WNkLe1CtMQIKioPwz72ay4gtYcP+IB/cTvXLUduH8n3iFMh14EVLvU0+QH1LSKOB3Fca6NJoFpg3qU/kd3qd1j6Cvxn/JiEXUa8zg6BtAvumnoDm3CXU7ICubx26vfOPrJdGNO8mscd/WXpj8cvfTxybOOgZIn8DCLXpN6VshUusPDeCcyWTPUkcghsiX9+ZGmdqLICRrxnEmCbCPl0kXIXHp2TvyIMUp/cJ18G3WMs86dL7efrCQTyUnvHGUv2TEi2Cl1HfyXtnuks3GMtOm/iutDqHiS59xhh6VmvzdZ8rKxFMgXX5t4RH/m88G7B4G+Qfeig33+u98clHTn3okImJah4V2m3mkkcFqddhpKinCUUO/9qCXBEHSWAR5LGTuIEQtH0nqGkDSTFa7hsvakhmeCHOgW0vyxD5jmxRm/si6RVgcyIwE8DY0yHWBxvh+NdaKidew20D3b9r7S2939x/e6r17E+0r/7MfdlatXMr/xa8TAiIERA0MMkG81phoayJJ1wBgwXQfWT16ZZUAxdGzHB14PZ48Z0JTKNbHvxiKyOa6a8myFqeAkXWKaPrGIRsA/I4F+RO/kEBXU5o4r+rivFuqmPmbwcpihJoPCc5x7jF36D2O2zRC+kKuMFlHPTcsjadITBZ4YTOU4LJlMVnOg8m1OBq6kNRtaGvjWTxhLDP5ataFzJF3COGLQ5SS7uCYvZY6weRgou0/NOCSL7uV4Rm90RUt8wRbhsGREm2nsfhrp0Z8m+QaP7EqCxgP65NaLsHPquWA+ZeJBeRefuK9uYD/+6W/vPJOJx6+5McD5oR+z+YerJ2EfXThKcqVpBChNhmBD4pWUu+gWRIvDQgFt8Zk6ffrVs3TOBOsk4BGBTVvgOdIrrYAe8i/+1Cb8qb4hjjKNQBFHjza3drdM5cEuNg4IwAi2uYMHyT58S955XkBW/yj5udCGj5ktFAOCdsZ7DjufyYnoCy1sgzKr/oP/8XHycPygD+F/v1s/bn3Xb/fwuL4T/3NB9h9fAfIgs23dbvLBO/3Kq1anlq2U+nFK/Ti2J9u9/b6rTe4rw0pZwCFb+rn+qq/qp6X/kWl+82XptxXEmLeNWdj4tRQMmGxlRXhtK2nM8Yn/5EW84rcxp/HNUqoxZnrKMTApg+gYIS5SH8VreKsCR9Lu6q97EcPmuR1xEnKTDuJ973QHeog8TSa1i0UFP8mlpqOELhJpyFgTPugo9Alll19+xy5Vr73Fjr/OOAbwiXGbnDSuOrfVM36ih/udcrK31eix0wOmeKtxFw0A30+Dpjc0PTiySn59EDGoL0OH2O9d59IB42uW3wdM7/z+FAVMmyBpRgGFiqHiqEND67SOCzE6vyApZfT9q6fX4ZQcMMMXBuNYIoTpj/DDOWegnwaJ2/hqM7bbTF9J4dSqXYogQ1BnQARG3kdfNgNyWn4HXVMD2ZRThBBvdH/5qaRtfIUek3U/H/V58fV2d+vjP2Sg9MmF77qbsarU+0pHGDEwYmDEwDQMkC9kISAP9xGDLcESv8eA6RKRe8qyxrPGcAaPcwYRx1s59k9Zc4/VHIbjvcGKHcZe392Ple9+D9NhrHYrZxzaMFRN5gLN/dcc2pxknIAmmQmYcpYxJq7GM8DMTNfoaPIpx17ePGVfjBf6Hmj6316HP32v+HuaAeVZecgBDYDf8GoVGOPfBDy66hto0gdW6LEHbdHachq/14UBLFE9dkh311l+juht3HZfWg6eZhW2a4132nmN75WvI6jnrUZ/EPJCv9PnBNanOUJNYniKwQKm8U/l7/6w3n6PMB8GBBYykBD91/uzrMAk10tvQ7u0R6NP1wogR5MjbG9Oryubcr6S909N3kQV0t797HF7BQ1uwGv4RSDme+Fv4GgXAAmx048DkSCgAqYVAGJ/C6y4653bxnY7IhgfgOuZdzTGChD5aqN2K899KY1vnKDw4wN3I2wuBsphKGj6TuyEZlw6K9Bkb5Pu2NxYrX/Th/QP26fTpQh5fOy9efoLWTAvV5MBJs4AefBXkQ/66c18x3DbEnuog5AZHim94yC6aItaGRLkkQHTaJQSh/q5e+QBf5o0/Jf0PGVwHGsb36Y+zFfXDzEHFT3eWwEG6PDedWexSNlaxYd4EZ/oywIC43i/AoKc0iL0d7IPGNfJFLLRLkPFZ22lfLtH7kwDk6lvhV6CR235T7egN+BPz5A/duwgZ6xyBybrxO1eLpG3TUalTOzloHR+y2OfoiUZ4QxjAA8JmL4r3hZHv9lLxr3ibXxIfyVLyc0c5ydwhsdADI37QotnNf2gdGo6hMmyeDyK3APqomzgWeencoVptboCfrZWEzB1rBlZE7jJR6CGw4lC+sPrF1JBqrxmOWae8UVcOZffSRwQ1R0D2quc84gCihExq9m5F63Fj9/aNw3KEOOoLSOMQPe87efiP8FqiU9ixi1hvEygoFCAGcSMxi/v3em+eHCnu/XkUffdaxe7H/z0RzurOpZZj2XljV79uHmi27Es/Iz5jhhYBAbIxBpUyZSDBudFlLdfHmPAdD/MjNenYYAyaAY73k2lM5h3Z0VN/4AxBD/XjNRp+SzqWjOgmiElT+WuQ0+qehg76YoMxztbzxNXApQ1ps7T7mjKHoDXIbifn/hKnShowfnFUebYAqZ7c2F0RtVaQC/02AqYcpwxXLXDNenkyfDwaglGhntNI221WAeeW8mL+dYe7Yw4QerY0dxoYwuYuuc3vDBunM/TXrqqd/pkACH6i3LojGZLm+xHh9R/ygmBb0c4uRhIPuo7eeOXvQTFTyw5SciHOCRfBQskX7Fv7n8dAdPom+wifXeaQY+vtqJ/ys/kiOIfmKtArnv4KfMeGetYTIVeaMt2FUg0CcIqiaIhuVCylz2KJrv0a/bpPHJjv8qiKfqif1sN1ybkcDyCKDodk22CdpthbxJxPLazM5N6aIuAuzy0BZcK3pBJnJzG9s9j3Kot5OUNtBNfk1t403hAlmm7e6qBLz2XK9einsoeYTMxQDag5e6E/nO97nS0+qK1sRPgqZRq7SR/beoXZ6c+VAFT/Z3uRK5qjuDiVvA0+Syt+/OAvqGPAM874zeyWttW3vqRa8R0HekcdOqoRuofnt0P4Fyd9F19UD3pHKqZfTTKUh4gO7SnAqYCFjlhIrYwlAd54Vk+t/gfYQMwMAyYCrT743dGYbSLSymX+ZpDhB/KLxvQpLEKG4iBFt9osoS4CHYKiJXnIRiexR6m3Ow12ZOsoEfQVVPSxG/iwnU7cdKT/DYRJ1/zEhmSae6TT3QMNqYy8TB9CdAd6CXuxSHLkM8IIwb2wwA2FfRMdo3zy/H6CBORTE42uQ9Y8clvZfxrgcrdySeGZuN82Wb4zVP41bH1gzgJkA64VhNXayzFs/jaRCTl1PhZ479y6QHKYT+o8+sx7r4Z9fzkNL3DtKGodV4dvqLJAnRWEJRy0uOykocgaIqSgOkPrl1IJ9bOzRlOEIcwUiZlCPlmUaBmyHqlSdSfcMVQFDICEQ455whUwvIgx2oJZk5HTC+CT7kFZl3Vcn10sGWy4zIhqp2KqMHj/icfdV9uPer+uP2we8v7SuMz2cmWWZdl5K2jG8iAwYwSpk0jjBgYMbA4DJDvNajuKqiLy3/WnMaA6ayYGtPBgLHBOBzDeeomlEf8a6zYGSiCt1NRjBt5fYmoox+UcaUYiu469KTSU+CG45jy7J0W9B59vY2osyPCmJufaA/UyoS8qHzqPsWbIl6rFjj76FYt2PKyA6XVpV85EXWj8A8defDHGKBFScvZZiakiW1lVGgrffQkO2gKD0GuCJju4taM6tJ/GDn0vdSDAi/ztBeO9BH8wMHFkGq70ghMt9VaHNY+nLPL7iezc96Y8igYaPRuvRPf6EdDKPmQ9mPwhJVGFRSV1HW2kT6uz+nT0+QYHmJHSZd9vecfZXF0RzYpe+PxdA5M1mNYp/H8cAygKFlhwq9JMCZLp1yPc/cA+um/6K4/s2nRxkcgchod25Ozf/MBoK/ArS3e2cAZuFW5APyiPAEwOwKAu+GfwHdvXjqf99SD3HZNPuxlso58t6qOjBc8skLE1mLZ9sypfeEp7VRWyUVH/CqtsSSDMoOAcuFokM14ugEYCFKmnBAs559yJCvQ+CiQ8i2ITUfgz5EPXtM3NhnwfwUZ6Wyq2yYQNAc/ns6dIuJeBhMJ2DlAfoWDvqsmbkyuuB59zoQ0viR9qHCvBP1s2oSZyaIrYGr8SOdtyKnysaGnfMkFfVbVtZcvzTiSvsu4lpPhImPPZWA42hz/I2wABuiKtuQlo03G0avYFADdgrQpe2fll3xw/BoxMIEB4zadgL1CTtBlyA1ynb5ZcjHfMxocJz27xtFfPJb6Cd6Uj+ffvtxWRlegn3yqySmew7P893gb0DnIJHpNHLLsUQxNEGr8uQcD+MzEY0d8aJyrCeP4znVAd+aXoZPgN3p5jsvBYJ4zLuJP/IYvPSev/vHeh9O4UR5A36hx10QBO1TgX/nEfwJ7IHcH6OsiPd2d/fdW6FwmFPz+gw9b4kO+T8Q7TCfbAEmQa/uK3BInFCnXevzsJGdIGNAYMO+FAWNG2SwQWWWgFIEhnnLDWErlJ6hXM4nquOkGcVQ/8UMIYhTCdCuYC0My7K7FnnFwpR3BW8nQ+LGxZDNWYRcDYjZClaEHP4w8zibwLPKn2MLZMkFddbYnD+92f7r9cffo+VZ3I7bgfTs+Vedllr/svBPP8QWLBEbS5DQ0bNmIG/MfMTAHBpqcbw/oXjV4D2XfHNkdOekYMD0y6s7kg3QdxpEgk/HYOGGMyHnyNU7ERfxM2TSuu5y/4yz5fEbM6SPgoGea0tp0A8aeelCUOYryr+rUslr4d5vZ35zZ5YhqOk4LgMDRPFC4oh/ZctNRoA4u5OXD2JQt3HKYaCsj4UYYqPQp1w7TC8sBLz/6LFBW/Ce4QheIrHpnXgukui6JdC19/0BcWwfAS2nfrSaz8VjycTwrOKydjY7t6B78MXYS/9Ewv9HhMLxO4qDwzJFg9xO0w8/y5pBgI8ziGJ3Md/y9WRgoOqtV9Qt0rt6R/BW0t7qPo0n/uR59FR+AkmMc4HjM/Tpmgv4LH3Fg6bN4h6wr459NpCsrV799NTJxbPWYrV8MyxrPdzFQM8q/Cruf/WkV5fOgFXwDVPRhj6KLIIhgiD4uMF52qrTzAL5QBrnB2cj+9a4kwQ1F98UnHwn0mFnv6K50+IlTJusQ/KCOZL7gkHZYPeJe1Zn9fHurtW+Yf9W52snhg6+C/dJOdI4n4/HUD9R72vOVz3hcHQbQDDQ50M6TNvEluG8LZ34qegTZdRRAe/qXfPkN+KdkhU82GdRbkNC2+XjfhmfksjbgYbLaJAm+K31GP9TG4wCMwDPZTT7kKqw43wk0RwL4m2UiVQVM6Z7GBqtpBEPVk47O+Zs6RtDWUBPJsp05kSvSaqM02lT6JZxIN8L6MUA/eCMW3QiuoyNAZ/3K+EJ3pFug4WT/jcsJcWuEEQN7MFB6BRbBHmQf/zneIjvIHqvfyAE7n4C3gg9NxpVeGvKQHInTtKNSfsQPsoj8FCiiB9VKPzEAsokegzdz4mjqHm0yBxlrQVTKrshD3XxGGDEwDQP4UMA9F84Fv5JzwXY5tpr8h7/IxBzLw2eF7wB9ly3vZ9NZmw8k2DOB3eUZz8b/HiCBlVF6DbsAv9PHm57QJiK5Jp3x3YpXslq++ojgKk08J8HE9Q/+44M9Zez34wQHTLtEzkEBU8iGJIoohBEcs0AZ3pxuZRgRbknEyFM0HcHll0bQJEVnKWSFaVLoxZc2YE7t8i4YytzVUEwxdTJnz6DpbMBOPaN6LmRyCE6OpniRbzx/Z7ttdRfZZb6a4xwzOi4TdALK7N1YXfrENryvxHttI2jqulWml69ejc/lZVZhqXnDXxMcTQnDtUWLpRZ8AjIv1upZ8wTUeKzipmIAL4Vom6oQkiWr4rExYLqpHLKZ9Wo8G6Nx8G5TP3d5tXgWb9NjGD7SUFFmdQBVq6scvymX+41BlY5eQF+iL1hRQz+ictGblgkMRoEw5bd3rzSDM36mjqN+84C+zwmi/kNHN/0HPkt/Yny21aUtoMloaBPQGLT746vqol7cm3ns66jsIbgMn6kTxBf9Spq2aqoZE2U4DJ9b5flQP0Rr9Zul/alnR3uabtkMJ04D+cmDTpr6dcsw8pwt38m2F54Fszgj8AlHAz33Zh/gPkogdrKc8fd6McC2Kf7BO2nH9PyoZhVwwwf6kb57New4diLAJ/q4PteutD7czjNJfimDwa08ZXComvXPYao/x+V87xS5K0/ij+zFY7P0i92SxrMhBrIfx1eTv2HzRRCFAwYtC9AKvtECXVKGR0Dq7VghZHLvUQCdBXRsV6dM5ZP9ru+W3CZnpzyJcUDZ7tlyU312AybhsAn+IX84RwVf1b/4SDp2uXKUMcx/WHftLJB/sGECHHnGEez3fLs7fq8CA0jjY2wM8u7QCttyGHI42hpWkN2kK7xzFKAH4Ss0J9fkgy/WrR8c1hb8rx+Tz3Ck78ITLERXSQd/rjCNfmdrXjqYNvocBeTrQ/7T82whWHjXl4wd1V9Tk5P4AKiAqXFBOzLgEW1RTx/tUqI21SsX6CDkB/q4K00kTd3H73zkgDLHW6vDgH7EDuBLNp4Aznm0wzd4yFjv9/Cd5k0WoybqN10if4xfIwYCA6VX6PdEPllh3CcbUj8NYXQ9+A4fuV4Tr8iQGDIyfQuwkh293tkfPVOyjG5BpgH5KleZWDn5Nwq3q497JnuoBx1EHvE/woiBqRjAUfiWTPSuXBO/is/wEPAKHNdCTOaYy9YHbCG6j1fmJM/5EcAWowN42vhM9ioDL2Jh99lSzkuvKf+DiYd0Zn3i7nboz1EY3ueX+d7VtmAyHksbTXHO3deXfv7ffxm/DocTGTClXIgeEyK3Hr8IJfHlrWsgIwOmQUQIo5ASNAXuTwIiIYy8zcKYnElKAJVhUwFTgyjnFQag6Dnm/I9IO62MyTLX8ZtAvhsBz+1gLozXnH5NqGJuaMK06g8nxZDSwqnOcC9mvJjpiyl7Xl9ZU9TLBy2+ebodVul2rDa914XpGbPHX3R3vv4qE7x182QGT/Eg8VFCAt9p71kCfFdQbXcNTvL3GcRJ4WM8Lg4DxVN5lK2TAIO0frcKGAOmq8Dy2SujDDLjMxdTOZGNm7M6gui9ZC7QH+gAdINpYMXPbTtPhP5E58qVPaEflRI97ZnjXGvjZJtZeK/fIpGzikM66z1n5lpVSnp7D15zYnKeMS6hQd70zs/6FUBQAa/aeDV0zZvhmGdAkB87+uA++JqletrYDNlmRKsDBb8ceut2xKgfYx2vxf8Oj2g7Xon/gOnOInplqKL9s02nfxKzmwEnsomJ2olfFwHqSHdlUNlSU5+4EfRi6HF6Zb+Iovbj78k6aLs2gNSXF1PNyWLG3wdgoKG/OdDJuSdhj7jGTtEn9cOiZ9mN5TBy7yj8VXKV8a9r45uho7TsJf3CB7SAaatPGfoHNGu8dQAG2OZ2l7LKlyxmg5I9k8COvRwGufcUtRnm55p9PqM8Rjq0tMKNj8GkHD4B5U8bX4x3tZMVPwBxIA/FJS+yq+OqwIq6y0uAi0ySxjMVLJPmRXziP8edybaNv/fHALzDZ6Azj1gDf6CF8yFICyavt6uL+TZ8GV84D01OR2cQ/r0d2vNNGYdsEUcmHQX0A/2CNOSXMolD2SX/jpLnsp9BE855fQoN4Knq2/SDNsnJJAWT4ThE+ef0C/en9fvD6ozmPspBC7i30qTGgloQQa63kaVybHqMZ4cwDJjyrVXAVB82YaIFKRo/Kks7BVbVv3RjaY7SlmE9xvPlYCB1++hP9Ht8QuduK5RidbgdKqJP67EVgNfn0LLR8+S/OmM5WD27uer/5J5XDJBrFVwi17ZCz6BvsDPxE50C5PvM46HX4ncFjeihnidjyEP5TgPyiq4LhunkI3/lKC8/kSc9OevYHhm/RwxMxQA5x665EhOOrHy+ErLQ+I3VjOnsHLLTOIr/8HwF9mVY+kpOegz+81zqR/GcdOWLKdtcHtKknI0fyo7/hMrbmMsm4IcSiKVPWzD5fgRMTQ7YD/7157/Y79ae6ycyYErAUEwgxjtCamucahkc+tTWPBTReicCxLpZyK9nXI5s03lDKWMgKcM5weQ+wCSpaMWRwBEsta2HAKoZrJQt5c7ikGw5rv4bvizxL2MNc2oXVo9DMzacBMBJND+YvW0RQMDChWBpOifjpvurht166jhoERh/tt2de/6ke/zgbijVz7utb553n21H8DTgzZtvn6iVp8mnKh5t60nh15mAZCc8F60dtn3IZgTl8N6ZQMzYyKVgoPhKnytZluPDihhsDJguhaxnPtNyKNUEMLxNZ6GAzrLVmOczuBCOPVsf0hE44SjA04Be4Z3yghYCZnQiivRRHYDTyhheo7cw8ugx9EA6G8dTFL+jrw3TH3auXZcDP5wi3llE13EtmhFjTWszt96XofvY2eSLKK+MSyihC3pGuyn+2u0cro8C5BHNs2ZN0sUEcpWDjnBcBsNR8j/uM1U/PILHwm5PvGtuBgjiSFeGm9QtJ9BQz6OZNtInfTxDX9dW+Pd7EYBWtmPFL/fCoLIiBx7RiTHF8DuIvyfrUPm5PgyYTaYbfy8HA8U/QdLkO3yEfwCaknN4sQKU5BnZkCGFeAZfHoW/Sq5GFglcWni02HRYr7QdI6F7Ry2vL2Y89BiA0wxi9vY/p6Fr+GAIaM9hYgILp0n28TnkcfVvzko7Mjk2ObfrDxiWx89ga1Wyi/xD7wLnfvrIgwyqCdkcO/7cw4/kelQz2tPkYtweYQ4MwHVz1PHztK0G+YyyL0Y+hc6ih6xdq+t+LxKMMQKY+I9uUUFxosoYVDxlXDex/6j6kjYK5OgH9I9yNC5q/FwkTuRVcpJeg9cBelW/gZ/SCRw5Q/XJ6O6p55H30/p9ZnTIF9oDclkQs63uDRoFnXK3gBan2Bkv6C/qBZdVv5aDdjTZo358hhzAnMF0GtsMp046aJ+WagdQPmi4aOfj92ZhoOSJPnwjVlL5zfeMb+n7tSW/fs6JT5LgBSSWlkxPXcSPEc48BvAFeUemmThFZpDdbFljPdnAtsU3dBdcU5O0iCX6LDaTT8qWOInTA6E4b5iueNO9qlPJoWG6AzMeb55ZDOAfeha553Oh50v6DbloXKXT4FXjNJnIR4TX/dV46Tf+w4d4Pvkx7htr5SsvE8nkQ2cGVvzTk8hb9WhlNH2h4oL6k/5jbDdhUj77wakMmGYnji+C5mEgrmZpQvwQINwnI9GBTcqj2UGIQSCAoEMiuf1qCotsirCE2GEzNxBKnmmUBfEETA2eFC5lureJgdOcoRvOPkYbBoY/7db+wg8G9COv9UjSOVKAx72cORc3h/cLl6s+qqpPU3ybYfJdrDp99mSru3P7Trxo+Fn3OD6fP7HyNGZDnLDg6arxue7ydNHiQ3VB2wL38nd8Da/X/fE4YuCoGMBzYYsn4C0y8DAew48Fh6WtdJPHMWA6iZHx9yIxUIEEYzyHVKgnYcDTh/B3M76mlceoE2DwPAcQoAC3YGs4Ayaera1x6WeMPmk5qim2qU9MK+QY13YDpu2d6vSZ5pyaPVN9tvQ4ehun9+vxoWTTJyaBjLBCUcCU/qm8+E+gU1LwS/+7Fg5Sir58ZpElL5fV8haAtnIkRsVcuVsOvXU7QuGC4RPk7vHe9EE4hQt4VUe/oSivuxhQOPMTn9FB2zvMdrfRoUMfxJ+Z0Qxf6qkMs14ZZ3R79gM+VTE0K2e2FQN+Hwby5OjmHAWCu/TjRdT3sLLH+w0DaID/8JKPvogeqMc45qRs/a4dK70jGN5rVxb7XfJTHQHeIHvX3W8X28rV59bo3fqxLeDJ411HzG59yJayz/GDPk62G4/cO4wO2b9DVnDAmGBBbqBkzz67BfVngmE/uBbvooygF1lgrJ0GxmHjqfHKSnc7MygL4FnjpskbLmkb2djfnpbdeG0CA8Q3n4yVX1YYA8GrHKvjXP+vSRN5Hr/pEo0CmXzmL3xUVC554mF9v4BfaGfL3cH4QkcygaeNfTHJLDLDn+h/FCi+oqrBgfzwv/NNHJegCNYLVYW/6jbVHvgxbvugoSNd03VO0fg/FuAV+h4nbMN/8xPKVr9D36RzVMwRdVKvcSOg2qE+ZISPwDWeexYfQRD8cMxqtsLG75VjAJl9+D5NAEV7kzPJjEsxlhhPTIzER3FI0AeBrsypP8sE1fbE+H3aMUCmkAfkAz4y4av0FzxFnjnisxBJKbvJPdfj8g6YqOHn4NLOvfFkxMCyMWAs3NUvdksjE98IPYbOTZfBn8ZrEwONjcZvf3iazY+vQclZ5y4F+2f+8rmRHeGV7lEs9HN9uDMUXVtd5GMipYmND8NfQn+ge7Hp34xdZkJ07wunM2AaCKHoMjQ+zxn+kN+Wo09iopAPuak4xonzgjyt3z3BHAgkwgqy4z8JV89MO6YCFRlTShHOwIjAHGWOmzhQYlTOIs4FgjoVvMApRp6E4RX4azOomsCfBT+T+S3rN1KiBXxTYBivHIs69Nfbj+Oz1T24ezc61LMTvfJ0WfjbpHyT5/q+h+fQFuzhxXZp/B4xsDAM4C/yf8hnZErx32RBw/TSDHl1Mu1Bv8eA6UHYGe8dFwPpuA9m5aCrd5MwxoyNoaKkYTatjNYXmmJr+346EfCciWEZkGDO9R2k9CZOLA5gl43FAlDLcNipH33Qe62sMOXYppTTb2YB9aO32Z2CrtaCpQK80x0chQ/l5ApTSnlcrOLkR15wlMMR59t7seKILgLf7s0Dw5ULHHCA059jZhn4nKdulbZwAgc+jQfaUf21m1pJT8cQHNj4BY+Aph9Xbo5Nl4Y/eJT2uFCO6XK4cmzSf9VB31AO5/rVMKzeSMOq93rtU3C1Ga8JaGjJcGWKNo+wGgwULfBeOqz7gKk+Rz65jxzVX/zeHeEXw1/7tbTqNrxf9RheG8/nwwASwq3xSD/WB+1sYBwgVpLEfZZkrv5tDLJCiMObnC/b8KCSBTVtw/sogrIP41Pbhu73DHn/o+sXM2BqXNlPDpA5+JX9LV/jCacpUEcTbRy1T7v2W0G7Xz3O+nW4N0ais3fX8ss8CcaAT7wB/9BtPDAu1biAJvMA3jJOOcZ/P+43/pO/clxXj/euXAh94Fyk3+ULPCwNns20fX749SggD23QztKB1I/PJobdffnxKGUt6hk42O2xe+VxtafwQ74LMOg3xl6T9tHO/eNAmzDVdED6KvzTK8nq9OkF7uARKMvp5I4S2uEdavxpZIY+7Vx6NNGWOIxwQjGA+niBAx798R2+xReCAq6TOWSPdHjKsfT+ycmlJxQNY7UXgIHknF4mkNMCp+w7fng6BjkXh5QbbShocr3Jyr0VGGXKXnyMv1aLAbKQbBxCk4nkosWKETANJqWnl56VojMeqPF9yMOVV12Tf+VnPGazk630eDaeSSzsPOkYet9+55UX3o3K1xXPnosJ65H+6jnb38cY/F3Ts4f1dX4qA6YQTJBQRv4UAVPLcyG2kDuJhFX/RjPBWcbOu1fO57tTZjHMVl1PeKTQW7lAAbXFHFwS1KcBKCo6kg6rs8Uhjzrai1h1+jSCp/fu3O0ef/M0Bqrn3e145+lb79zsbsRH70fHEdaLgVIOmsKw3rqMpZ8dDOR4El8lCdN1PhQIdSNQkmkHqJEsk/qqdHGe1wbpJk/HgOkkRsbfy8CAYBaF05ETx9Y+xsYdo955cOukzOWA4zwu55T7HEYUVeOr54fPVDm6QDnrKLvDNItsH8cUx7IVn7Vt4iz5R9XTqSFYWls2OqcnTAOBN4Fg+ufteIdpm2Xeuron5Fe49NvMxvfi3RlWLnCUzuIIbeNeEx5oJCCLZnQz+TcDoQUdp9VxndfUt+mWzQnAGaAlyQ9xDid0M0eqpiMdTdA04pXJS8VPcWthMAyYop/PTrC050v1VDe6ezq+4hwbTONbNNKy5sDNtUrd1SAwx9mmOqYXhswNzKjoQT5txwdf5WTVOMFnaOua/jONnutqknrrL+q3aXVbF07mKTe6ceLPBOo7289zInVNYCmekAbAL1v8ekyIIJfxh36OL4xL0oM691yt7Cfna2Z8S/Xyt3zI+R9fjxWmcUx6HjLgcY4+irwFZI1davP25fbebCuWyE0BVbb5Vu9wau16ufzxyi4G6CV2FDP5RcDUeF66i1Tl/xAsJcM5rHNr3Din66A9dkBT/hw2gN8mAJU8iZ85Phi78BHZ3/Qh+eMd+bTJOMYUW8IZu1cB2qBdNTnO2MpxaWw9KdD4vMnG4nn9RTByN7DQtr1Fk+MAvLSd4egi3lcfNA9SoSe8lc5SPEDHQ/NJfMI7x/BXoY/qt/RS7yHmuC05f5x6js+uFwO6T+qnUY1iOdfwSE3CCbZIeSPwnnwUvzdJ51gvBsfSp2HA2GMHIfLCeRuPmo2SMnzaQ+O1EQMbioEQeakbkZX0I2AlqfExx9C8MvsXrakWPcrPWG3yGR1PMJR+5+/VKO+VV89FOd4xbYWpejR/TqiB3TnToL6LmCGFYgJOZcC0HFaMi1sRMGUovdz0CUys8CfWoEwxxt650rb4yHdYGVU3CEoZNVPvQWwJlI7GYDBGxWkAdipHLbQ7LyewvkuJuRgdDl0ETre2rDy90/36y9vdf/nbv04jyTPxP8IaMVAyDS1GGDGwSgykFOxFYUnEnWOdRIWSNQ/hT7cPkydjwHSV1D27ZZGpNCaKq7E+hvx05OBRiigHkeNkYI+zJx5JBy4llCNXHnQd7/z0TP71faHKoZw13o+7h/ST41CFHuMdc/QYOuGsekyoAOlEfz0cqxyaHOmuadc0KMNWwJRDjHOMOJA6UJB4sB2NczjgoH/DiqbeOT/pYJsswzNMCkfAWOb4pPcCRgNHXXPgLRenWeCcX2qp7gKlcOPDUPKHRwDaSAMXaVAlzzXnpHa5th/+M4MjfCkvneRxonzb9nC+Kgdt1AwPqbdzBhiHFyc4H/e0+lSeO07prDde2Dy6HAFlJ+4R9Ci5hIitj7TVVrpP/Ccd96PnOhpcgXx1b7w/8s88dEBTuNOXbbHN4agP44Nv42h809/1URBdNOULudwc3LtjV3kSSAOygtwlvwRnMvgU+eGjaUBm+NjW84dzBExrPDFuPYytxsi+79vSN/LBD4pTfwFbE4KMbdq3Xz2m1e0sXuN/MWG9dgswboKeDfIcveERn6AvBxtaJ72D7nEpx1t+AjoBnqDzcGYLgAFDmrHCrg8C3SbNmISGRiZueUYwxdbyFUBpTy73u9W1bYOnXZr/RtRRXU4CoBOdAQ305Ygh5BGd9HGT92oSmT4a/8cC3NEcsk0+WC2oL+MjDlnqYOktpaNA5aReUDxiN5b0qQUPpA4U9Sbre7Y5Vl3Hh9eLAX0Jv6Se5xg/TITQ/+mS5dgf8kd7ZtQL10u5zS29Jk6xlfAKWWP8IDuaPrO5dR9rNmJgGgZSRsZXjZHGxjauT0t98DV6FlvceGwXF0d+FmNxXN6J77ziNVPnL4ZuECtMv37WvYj+472qFyPtpUvnM+03L55HPV5WGE5lwJTwSOESBsbnMcOfcrtJkEwSFWoDaFPYOeEo1euEUkADfWkkUN1cs63Jo6cvcoUpXJp5f5rBYMQZjB71jlnt/f0Hv+z++ORu9+d/+1c7ilAqOZF+vZQ7zdTYv23JhcWKIw32R9R4Z6kYwILkJCh2rN+uMZZKPtR91ydBmmHayftjwHQSI+PvZWKgHPUMMx/KbBr6oXymEhrMyrVG2U2FFPMGNP2BI7o5GV01jnom/6ozZOrlf6l3VD/1wAfhcLZTBj1G/WaB5uxsq0vftgKEl2MKKEeW8r4/pZxU6ONZMx85TTi+yQnHcphObuGmmKo/enDCmvnYZEWb7KXM1Mniurzy09NkHfiegpqpl9KxHE7NJ7EtDpxpJwOH3snhHM1KnqlJbXgsg/XRRjTBiy2M2Ryn0hdrHafdnK8crQKmnBHY+vXQz6O41IUFMPAOp3fqiFGXVTq6pyJzvDgzBoK8yWMewCf4rlYToyt5xthOeVUMNXPui0tY9eTobzZXbDPV9+9J/pZ2V/uIu2us9+IwsNic9GkTHiqwORkwRXuytIKiTS63VYF4Qf9PNEe1oJc8tkKQr0GApo2Ru2kma+8ZvOW9TT98vQU8J+k4+Yzf8iUfTcCxpby65ArVmGQzfF7AtN6Z7Zn4H+EADBiD7ewg6DXLBKPiH7TwKUc1X4G80MWopa9ux5jW+KnJE+MEJ967seUu2QIqPzxX+hH+wGergJIv2uIdv/qDgKmxDO/TV9Qn/jcSqv74vAKmdIoMmGY/FyTtJzX09FhEQ6CD7oHmAmBWscAZ2pMDul0tgIC7YR9VPv0NzfHPFxHwGK5MV1/35DHCycYAPsmPPh3nVjrdNGEijvRW/Vw/c6zfzumVI4wYKAyQBWRdmzi1u8MjWUHekCNk3jjeF8bG41nCQMlROpxx1xa8NSYP/VI5EpO3sbr01VfPxyK4r7tbt+5HwPSb7sab17pr1690l1672L0a+Xzz4ln3XWydPwmnMmDKWLDXt9lb97bbuwwmG77u34ZETrI3w+gxU7RmOa6zXhwHIX9T0YfDVN5CdUvnUTiwCGfKdTPe11nT5ZatAzKCHEHpLx/96pfd7ef3uz//m7bCdJhOmj55e2j8XjoGSpFQ0Ij/vegug2vkyb14WdavwvdO/pMX9iNEpJOUkQw4KUretCu732PAdBcX49nyMcBIazpBczplUCEdOo1ZGfkM/lJUa3Wgu54tx5CB0Vgp/X68vczWcFwyKm1ZyDFIhynn+CzlUsJvxk4g9LSDJrbRl/J9dhGQtZLVqo1hOfBkO0YrVa/XBLnAE5zQN/T9aQ7Kqn/pX9T4tsVM20YGbuHb8xyzAozynHTUzdLWVabBW+QeY/9xOPvxV/zELj2ftIBy8lFfsQqaWv2VTu5or/SB6uTV4rO9hlL/8IyH5PuoCR1YgEUdlZXOrcjDb3XNT6Th/z5JK3NmRMOpTobGQD+Z7F/6zw2OzSDsOvtQ2WOCAToG3m6BjNa/Wwt6WRsJhm1aZ72rXpt2hM9ahYb8PVp3xqnoymnzwrf7AH+QyWTrMJhFBpD33o9YEyvScRl2snymQWSRebD1fxzvMBWok/9hIDBL1giY3nr8Iuvy49dffl7gxSuI+D3Y7PvV47Dyzsp9Yyj/CzoY240pB9Gj+MdKZLQ3PgiYI2G+zzw6qHOTmgTR8YU0wLhMj0B7qyBA5ScF/hIoUb48VgX6AF/Z7e0XqSOpp+Af2ec4bQLXquo2SzmtD7f+GiRJnNY7w/XHnPQXNKgA9ix5HpYGfciCKzHx7UZMoBMIr22U6ZaA0zYD6FGnRtNdmV16Md3CDiT0xJyEFfXELursGP8jnHAMNF5p43b2/5A3dEljDB4qPZ4OWRMDx4DpCSf6gqtfci3tpJAVWyGvn8Qx7aUQEqmH9LJjwUWP2Y0Y2HgM0FnoK3bwMBmR3tJ2QKNL7Y67VpaeO3chxmPvS/22+/yTO91//5cPIjj6TffX//Vn3fs/fK+7fOW1sxcwpSjV+z4YDwTNJgJC2/KHsu4dGgZU2vIqFeYhXspAT0dQ4DCdfZGgGYbN6TjPu7+GeZ+kc/g3gxBQXnGPX5/89oPuwYsWMHVPEo7OphC78jJkLvGVx5dvj1eOgQF0YTCBg2jQUpyO7x1JtnPSt2vIYHHPbZfgZYTNxgAeriGKTEmS1XFQ9TFgOkDGeLoyDDDuOWDpBXQpekHJXfzKMWTyl9VPGagKDl6H3KG/hNqSWyvaQi/+Uw6qr2Ajx5TtCjm5yUefWYAybus+zlU6mvYOAS6UzUHKae39WV8Mt+KN5B7xbDrYQt+7Bl+h/x0E8qV9lAMwVyJE3lxyjAI4v3whAtbwHghXL3kKqpwkqIAV53IGh4J/OJBIwqKp686Bd5BkW/ujq94zh95Q2vDQtkgcGkz58IxfinoWM0zxDQc4lOJvOFdGXM7gOAepqnK6c36pi3qfFX0km7ugr+L3xKGvwPMqJlmkfAiZkDIi+q/+wx7T79F9HQ5MuBCYqT4R1UiHqv5dtkmhfW8fUd+WFp9yyvo9wuEYgMcMqJK6gX8sSKY4g8IWMG3IbDhvYyEaGRfJAhM/jAP1vKcLPOljHBHwZPfPAuqgPOPX3QhskTfvXb2QvoPh88q3AtU4oT7eixj/O3Jztz3Dp87uuXHiSoyfZPe7Efi6GpOY5ukr/CImSKF1Tagx3qDV07iHL8qpbTzTdwVlN218xrN2YvsqHPF4DV6uhfPRCkoyUNvIQfy/ySAQid/xvj7AD4gGgtd0qKKFfnAcqH5sN4xazSIQ7ro+CuCPXgagLT+RIlHY17MFTNsW2qVXZ1+PL+04bj2z8PFr7RjABvo8/VB/4syvfmZb5wyaxn39TtrD9A3yhl0AyJsN75Zrx/8mVgANAdo5N2a4lPSfoGlNmLLrDplRega9NR5PXnJOZowwYuAsYUB/4Qt5K3Rq+rTxuCakZb8iKaNf6Cfnzp3vLly8mAPr86fPuluffN598G+/To+vcQAAQABJREFUzv7zv/yvf9W9/6P3YoXppfAvhD/2LK0wFdS7vd1mWlKUKLabCDFupjJKYWcAIfYqHAT74QJjEdshk1uwlBCPaxTN5myc791f+5Wz6dd1rjIODGQArT773Yfd3QiY/izeYVogLcBiLWX7TXmn+OjQDFw9ttK2FOP3cTGQ+C6knwH8amrPjslrdQ6PFK9J/vJ7VKZhZ7Oh6FqsrLZFuyFNx4DpZtPxtNaOnBFiNMYZD0udYqCloRYXpOEUsNKCY3AdhjznGKefwEc6oOK3OtL/fNTVMf73jNWH0Y1Tw1ZaFHIrTDkQh5CrGCJTeqd3zGVQNgpWlpTwwklictzbodjXKtXDHKdwzf9mBYh3yOcqzMg3qp/5Cd7Jk8EgmAfvm74iZIi3OtdOdHLER5DW3I+NTsVzScdIQD+td4LSr+C/beFrtWdbIcPZy3DKAP6cg6A6wDIewkv45rsoB46tDFaG+66zL4B39Apk9dVP/TF+jjAHBpIPgrZ5jOfozW2m8HIRia8EPtCbDNG9q5+j4WEOzDmaOFPS4j/8le9CxH/xJHnh/YdwMgT1z7rHUf0BGXVS5cGwbas8L7w3DO7q2lUHWC9RIm2wasorkznQoAKWxgG0i/+XQB7s/Z++MXvAVDbKa/ImtgiP3zlxZ4IP3OdQtfoE3wgY+bguD/VRT8cR+sk1gUO7A3wv3glrpeA8ekuNS3CZcsLTQZzkjfiKV2SlLMv7cU+a9kHBzYHk2wjEf9EHGdXfGCe4wxHZ3uO7eYHeSQzmuNHzOJ4XKKWL6QMl211fBP+jYE5SC/5pWy2fT/lsFxNywYpTMhgepQO7tG/6Dt3iYbzq6iuviNBPQ3brmvDvOMLpwQDaG79rRemlsJPwB909x+q4h1ekO0zfwOfsAhBsFs80/mpXxu9Nx0Dr362HG2/Q0wQb1/FAsMSecYhOR0Yb28kMco1PvsZyO4emPbTpDR/rN2JggRggK8lUtv47MaFd/Gw4Ia0m+ud4HzLywrnYOv/Spe67sPW2H291j7983H35aKs7d/58d/P7N2NL3quxujQ6X6w+PfUB01KW0mkWip+ZmF+FcCmhskA6LSwrw1yMmblN2w9CYWdIYYJ1D4CJyxDCTX0ze78FTCnUthBhjJ1mQJfaHiNGrnSEUUw+/c2H3Z++vtv97O92A6bwoEPiM76Kwow80JKyjMbycRhhsRigZICzoDNqalO22jEbPvEFD8Vnw/OJZOPPDcPAkLZVNXRMWvY0HQOmhZnxuAkYqEAhRw9HFF7lpBdYOh/HchStqq4MSTqKFZ5b8bHNWVza2SWixuZ569PeNd/PYKytdCMTehJVqAxaqxpsm8hBRydgDMMF50i+tzQUeu/WoNTPEsiTP8dIBUxz5VAUGJfSqOZsuR46I8cmR4wA4aY6UI4zTrcxrwVK8ZkPhwH+A34LEkgH1+glsDQZMK188qn2aArYJmebs1t+lU6+dF1HyQWqBCrQFCg/6xEPoHVei3N8zwl2WEA8HzhjX3ALpulrdGh9GL4B/OHxZeOxDGtOJzp8qPo79EPXaXXNCi7pq2xZeCBbHPEaZ5rgxcWYAj2sU8lhack82IMzkydMqvDcCMvDAJ4mIQRnPt96nmOAAA1emgSUmDdgWnnoFngD8BFMknXIN09DbpkEkAHTqIin4mfKK6vx8cq0+mXmp/gLzshnekp0jTwvh5txdB39fd3oTr0pgnYPQ3d5FBO+8C4+JTvwqlcIwI0xDe7gcBPxVP2jjvV6BMFIu4rg+eL7KV1zbjLAkY93UtqBhMz9MvCoH9JB6Hxw6LpuG+hLHQLupBH8eBD49h5T+ipdYoTTiwH9xljsfcX0msYj/QrTYA73ZulX9AFyHbAl8jmMOMLGY4AcoG+SQyBlQ4zOtStFsEZecx2/ICt5zKZlB7Jz/EZ++RjTyRK5jdIDRkc4CxjQL/QPso8cfSv0FEe/TVx2X//IWFX8eO28ie4x2Tk+T+PdpXdv3e22Hm+HHRXPX7vSvf3e293V16/GKtQ2Vfubb55PfYfpv/zb/5gJva98+fDORvdHAoiCJKBnlpcZGRSQTddBENZ7rX54/UKuYKBUrTtgGnwWwneX3IQzI8v2xrZuqW1HZuKcE5goFdvodOn8jQ7ECcch+T8//GX3m69ud38xWGGqeca+chobvHRCA5+OOxz4TiAqNr7KeBUEys8EZHPjq292ttl5yblguRws4OOMoOTU0H1I26Jv0RA9vw0Z/Pzp8+4Pv/pt9/dXb3T//E//2F2Ml5SfC2VghBEDq8YA2Wu8Y7qTPwIe9ATj37SVUMuun2ABp/WXEbislQXGZXWr/nSUOnAWvn81tuQNPW0YgKBfmvVrRdGOzhnlUdTBpQhsCHD4mP1YwR/6xSyOEdnQw2pLXsFYH22imzAQ6I4cvhnIi2uz5HsUHBznmWqHPI5av8oDLRu/BWZ6osIHndSuHnCSgePAxSSe8WqwSPKs1T+A5KRvh5q3R++W93BVtbSl15V+Lj/OKx9ODEe6soAqJzNn1gi7GIDTsium8QHHPfsNHgWn6dy2ycTry4Sidatf05uaHhW1XG7RU5tFfhQvNadY+y1YUYGLIf6y/vEl4EsGm8ThGrQN5dXUwsaLC8EAfNvd4Fa8Q5SMJg/ifw9gJZ95t+StTGSnHIAv5TWEdr/JRWUn78SRXARlx5tI7h3btTp+mMdpPten2ePGSisnBbQqeForE9bR39eN85yoEgzjNQK3IuBvLMVbhRtjKv2F7BHsoddMjpfrboPyG//343vwPGdpbWFZK7OiaTn5JNMuoNLwJJB8PbfkfSX9jrL1flP4sjVvC4oE70XiYQB1O+TFveiH/Gpbz5uMX0CVxiw2FAMpf0LA0Ge8SoMcwh/kEJ3VIo1Z5E9NDCXWcwJmPD/UBza0+We+WuhF/yWX6Ap+swnxBX0v9YW4xm9MzrYAepuQayKwmEYFTMU7apcdiI3HRhgxcCYwYMz1Kbs9ulD2Ff3Fx3hrwj5b38QSsvXdqxe7y3H9hTH31r3ut7/4fXf/9v3UjW+8+1b3l3/3F917P3y3e+3K5e78hfMZLC29eYjU/+df/r/hz33PX7l373b076aM65w6O4g67FQ8Y7PxW2NWAerAqeHYZvZ/192PGVsECyUw/jce4M+g96MImLYVpi/PHF13I2omPcXuszAIOSNPM6BJrQxhLFB8fX77y192/+PRre6//M3eFaYGunRU1KAXyKmOy2khvxEWjwHdu+RQoji+zgqqS7RpLxykshXnFG7X6hinI5wwDBRfD2mMnmPA9IQR8oxVV+DKbH6K5jBoVQGmZaOD0UlB5hyjAzJMBTWbLtj0QTqhQFf1LXUiP4e/XSsZymnIWWgFAf2MXsCgBbmCIXQhuuejcDbmKse43vSHNoPcM+VsPGrgh3EMrxya3lHHGR/Zpk5Cd+R0qYBpVmwDvuAUngVvHAG8tJ07ZnMMzdoM+LH6Fm3ToRtKV5uo1uhU+ewEOCO9LbAQHU3Q9Cgroocr+4rPNFWetunTB0bYxUDZEVDf9OLGB/iC7VgTXvVjOORcNvHiqP1mt+STdTYZME15lThrjrRyrMalXf03cAivJqyEqMhgGTlFLrBFRlgeBvR5I4pVIBUwnTZZGxnQzsQbE6RNdlklJF+F7Bva8XjotEPiPb7IeeOD7bYrYEo3cf8sBxz24wtSw4f8HfpBnHP0b6pcSb0jhCG94El86IP0A/pg89M0+bgo3jeWmVQPrOx2hs/giG6WW6hHYY78SPhQGjqdnfCa79LOCnIY4bRigJyhl+o3+hReoCc6ZsA0rveq8kuB0+F1No6JZfj3jXienoQHTegbYXMxUHqCiUrGYDoCsYFs7V6rOx5pE3ja72bfRLCUbhfyzG+6Mj1vhBEDZwEDQ8nGJ2MsJfOA/hNdJid41ZHtQw8w5nul0g+uXUpb8tmzF93nn9zpPvy3X3W3/3QnfKrfdDe/d7P7+//tb7rv//R73eWrV1rANJ79Nva6tqufzkm2+vy//zpjwPSjW7e+S8dTiGl5MH5V1OB/MQS22cDZCKpn35DWnOV9l6Ln+PGXz3OWBuWIwR3/Gw+ISzhyqtmSl/ML7laEvpnxU45IQv52rDDljDzNAP/okDMHgyZWCzByf/PLX3T/9uDzCJj+1Z7mYzX8FmyYjgo3dWr03UR67qn8Cf4B73A+hLOI70RBfCU+emQk7w0RM56fKAwkLXuaqjh6jgHTE0XCM1dZehiDjr7gQ2ldpWONghzFp24aenKuxGRYCjAyMhmogrrqaHauMRsI8MallJ9+5/gfR/qs+gt4vvXa+XRshO4dfVGKCJiGxfooHHH0IsFMyrksd/SG0B3eCN1BHvG/81w+PMcXvduWTRxr9C/lcshxXOYK1nAAb1LANNAZeGirLumKcKv9HEVw45h/DY1zYGJ6UrTNSZJRMCNK/g3newvAn9JyOLVJf9+l85xBdZR3v8rLahz0ERul8zWHWNPr/R5hFwNWgH8RWxaSDWhUPOFcX/MuJk7khs/GJ+xKOD1LUHIMnvAY4GCFJ6iAjbTBe7nlPr7H31shg+Av2DGfqfclSzPCcjCAXkxiuwxYoWdbTrRolNstE79zjLMlvxc7FgimrBKiSjnB3DjySfhLHNVxsp6rrNMqyqrghHGcj8XYwG9V81kWORatoj2LLoOcSV0m+EEAz44ZxRdkjWGMDM7AaeBOkOfG5fOpcyy6LovIT3+MJuU4Q/ejG9h1xLif7/sjV+MjzSIAjshlUHmSx8a0WuHvN53tevBf7jwRv02ws8JU3QRa6awjnF4MFE/UhCc6+43LbYcY4wJ9sUaNoUwit4fX6VEm5+DzfNd68JW8yy45vRg8+S1Dy9SDg36Po9+TTeQv+UHG4gNyw3lcSluWDmilPJ0C7zhujyvSTz4zjC2YCQP6QX56e5oeQpdjD/Hj6DvGVDKQuWQMjv+Uj2yhy7EDnxWmV2PlKGXmwd1H3e8/+M/u3uf3uufPX3Q33nmr++v/+pfdu99/J4OlAqOCpe59vf11+l3t4mfl6b/9+7/PVuf//Oyz73TsqgiDDajkhaisbQXKqFu2o4DQodKVMmRW7SdfPU9EQRCEnQRAaERnQH0/AqaYYDhQrrsNhWeOwHo/l/dc+H1SIFCccJQao433U7wRSu7bodj87oPpAdPChTLgDOjbVXa7Mn4vGgNDfFfe68D7JG+ti+7qUbKPwwwuDoJNqfdBdTzL94b0REoB0xfPxi15zzJPbHLbjX00xDLw1LUCeevQayZXAKpXBkxDSDY9sUlASjbd1rWwS1NuttUobfb3ldg+i5M1HRrRSE9pK/3T9oZbsc1LBgbjWTqdQKZ3anCO5YoCSvIxgIGs3pwkt8Mhb4ZyZJ3lcAArY1qA8BhFHuvR4oPSz+E3qpi6roBpcwYERxwPLTt1RDfO0LJP5D9cWVf1cZ/uila2xFI8/KEXensO/WZ1PHEyown6aBdnhyM+WVTbdhp5gk+qv5i8IEiDXmUr0rHz0/cRfB63U3mGR3wzKz1OMIr2VL34FZ70IbzUHALNoeo6Pub0dw7wrokfuXI6fpf8Ihfgd4TlYaDJlTYZ4E4GnKYHIptcCns/toO1YwFn9zqALX/rcdsK1JhIfjUuWkdtllcmrq9V1laUmvh8fYlbfJeca+661q5cmbC8Jh45ZzKm6kmOmPgj0P8gAnjbIVsEYyZ5gogmt03wf/9q+KtCOJPNmzbWaZva0+X0TeO9LS29x1RdY+jPAETJzpb+yKjc90Fil+wNEZyBDsHT3Ko/jnjTJDg7k9AfyfP4OcIpxgB+MC47AvxALvH70lfpO7XN6rBf9cmTZzwb7Bz9te2oQt+8KMh2BvWkhsWT811yptkN7fUqJtvS8UrXtfiMzCBriQMyik5MjgH3nLEBS37ljfFrxMApwQB5R87RnYC+QHc2WcB1Mu966CCu6QOukaWOfotNig/qMvoc+fjGpfOx0vR8d+7Che6LB191H/3249iS90H3PPypb779RveX//Cz7u13b8RWvDEuP/k60nzRbW89iS18X0Qe9IZYFHr5Uvfx559knQ77euXT27e+o1inII/UKqdijGAV05E1pGZUHZbhce6XA4mzyow4sy9qOzR1OSkAh5iAEvW9UEA5b4K2ieNNaMMQz/cCz2blmx1zUhS7QO9O0BJbzMsaOmqbzSBgej7eHfjL7j8expa8E+8wHdKqylD2CMvFQNK0R3jiO75WjfdhHaq15Pyq66HsyboM65Fo6nFV9axnHLO+a6r3sD7j+S4Gip5FNgHTb8aA6S6CxrONwwAFlXFn+6BUVkPJSQNwDXqN8jn+vK8yHYD5e/e8+hUl29ZtdEjOK4p62yrLO0tbAMzzDFuzgh3pQJ7T1mhqQMz+jbbSf71TlFOxBTGPr88pm/NPkI8eJjhIDxfouxEOF+Up27VNgcJ92PWBmbAbYoSh7/osOnje8NNwNJxxCifAfTRiq1gFxiH8PGaQwhfcXUpnVdP12lZYs+FxGDBFd6tUlRmnC2/jptD1KPWILpI04Jhvky37LbsDV1gWmZoLOdLhlkiPAu4tmleOUv91PAMH+g3cATgC+Fj/52jLFVOD+3gvVzWF4UI2tFUrnu0fblmM3wvGQK34QZOHTxpderLsKQl9TCw3Qfo9K0zXFDAlt0xceBQBMke/1Xdanfc04IT9gG+BiFoR2cbJ5fWHknOtz7Zt3PgQNq3/lWxxBPQZuoXV/40fpgdMSRFyyEQw/EvHOcrODFnokr+0DVeTl/yD+iZ9jY+SzmZL0zYWBd9HYvrcovkfvtr4FjpknNu216pyR3iMaqXOSY77+D3C6cUAfhAYQ3t8wbdIJgmY6kvklb5IfmSaHhXkRyTbeZZOTWaXP559JRBrcsgIm4sBdCV7yCN2iIlLVvMLgKMcnvBBRnziGrnEfvEscI9sG+6Q1O6M3yMGTgcG6ExkY63EZ9PwpbDN2wSR5lPSF/QPQHZW32A36SP9rbje0p8/f747f/5i98XDiYDpzTe7v/r7n3Vv3XwrVpU+725/erv78N9/0z26/yi26L3cnYtyBU6vXb/aXXznUivwkO9Xbt/9XB0y2qsCGlXKiFmKlBPXCW6NXYYATwTE17Nwdpg1Rgm6t80BcjI1jUBh4pFxKyBnxh7nTcMd4ShFT/iivktxTogCafpk+fsoX5lTfGE0QDhTLtGVk0mglIJpu2MpWqpMutFfUNUw2Oo8b709i89t2eZ9M3/89Qfd7x7f7v4iAqaV70Yj4BiVg6vPPvqkuxQvQb7xzs02mB8jv0U+ukPHOKlzfWAVNKnyFLxzHo1zXuWvqi7TcKoevWjI21knX8PKDh6cvLxf3V9KN8hjPF0OBoa0dF4rTD/61W+7v796o/vnf/rH7uJrFzvbRYwwYmBTMFArO+kRxk+KbOky6pgyqa9snseX47qCI3Qdes6T2OaoAqY165uyrh10TAYuh7hziro6U+qlocjXhEHK/SJWlvYoyvLpe1aB2MJNYFfh3u94M/RGZcFxzcis587KkcMTjTiQmALGsKH9AXfpqGAzcJQG8aQxObE5m2JWd0+/y3GR8eX+ECKLgPyKY7tPP86VxXGzbaWF38Nw6x+Ux7p4uq/CRhzQBg30GX0NXjbV0b4KhOGlsrXm4Q84hD889yD4mJNdXqxfR/LH5FuBODYl3l4kKL/RsvUEuaNlyve+TyyyvE3PC87RET3uBz0Em5yTC9MgxHXKiXVtyVt1qvGOs1aQzJjHUU9GtjZVypN9rICE3R74V/SJZcJQxsEx0AfLmUcHgl+g31R/8jv7kIsrgJIj2FR90B3f0i9MCBNIPMghT994J1ZI42M4NdZuIlT/pK/xFSKJujs+/NrEs8bvaNUmwbXVKob5xM2CGgU7PuX4xZd0D/WwekzZJl3QXUY4vRgoPiifrfGandE+7XVseJL9JPipW9EnjRv6WOqlwUm8sPhmdzVqG1fcH2FzMZD9Pb740ckjq4Rtxe16sAKxk7YJ+dxIuTteDFvF3pHWZ4QRAycVA3iczCLjjIekl77g2uXoEMZL12rcLB9LyUHtbj3Bs/En8QHw6qu21b00PWD6D3/ZvXnj9e7J9pPuj7/7pPvX//Pn3ZdffNV9/8fvd1evX4md/V50V67F+01vXDighN1brzy4f/u7rE98OXLO5MysGOQ5myhcHBGEvYZRUDmOFgkUIJvdEDgcR5T9emfpIstZZV5wiQG8q4fyaZWp91LllmJxDWh3C1WGYh3YJ1Br66VFOB4qf8f4TyHOOQi3jHJ0Ldq6f5KgYfDog4vnKS9Bmu5Pv/2w+/zZve5nAqZxo/I+SfiYpa5ofP/2ve7CV193Xz5/2r3xw+9110JYBBrWDupWfKoyztGCpDlMYEp/HKiy5bFzPuAD6NkEvhjip9o7rV7akBAndb5vukEaz0xL1zIbvxeJgaRLj3svIDdw/+FXv+n+YQyYLhLNY14LxAD5k85AeTqPL84g10DJjlSHye74pNKcsvRwxTczWeBX1jWqVgE3WXN0UuLpW23LuuYQz0BF6EVakgGKXl/jiBM0q7ZQfYdB4uNUV1lQx7HtHaYcgFRD+uLb/btVlXvWA6aMLQYUvkraYbQAdBXEoM8KanA0oZXbHE/0b06rCpZ6Vh79472+0Zyr8mv8u+u4Qh95JA3iHK3CD5JAb1wUH7QcT943VMAJ2jiiSjkNT15rjl9j8iaG8oQhnx6Ws+c49zlVc4vJ4F3gGv4mj94Ju5v9iB/J1EWCctj60Y2yT8mdI5es5NRYdHmLrPsy8kIPuPAOws9jq3QTi+Eo/qcCmS1YsvsKnvVMdKvxTqAM3wiSGdcEzFzbr/5TG7XBF1cdMK2VigJgVmx6X2Y6+WJF4XBLbSgzvhiX9Ccwz84G+cAxvpoM2aU1n53xyqutms+n1Wu/AJ5V0t7pbmtpq3fVfVMhUJy7nQhQOLeSzzitnXgfDVKeBv/jfTxjpGpB48W1Sq7KJZfbp+UdbJIy46AA9eJqMea0bgzgg8YL8bqvUA7fudL8vcZO/EcG64+2kTS24keftEcijSEdH7NApGObyI8+i69G2FwMoFv8p/32ICZsiJmQxWiPF5znwqRe8Eq/Hxxwa79HxusjBjYKA+QavvcR7yK+yEC2Yca/qBVxjQ+GiqGfSDNpm2sUuXgYHBYwff3Na93jCJL+8fefdP/+f/9HbM/7XfcP/+1vu/d++G7kH/I1tvP9zX/+7rBi8v4rn925FQHTFqxzRaM4hQhpTodHoXSbsSjAJvj3Xr7jIAyCbOBMZeybKAeI+KJUpPMqysmX0/cCJ9p1ogGtfawu5bgRNGVUUUzhmaOBDDVIYp6maLeB8jgz/Mpwlx+13QAcKM13PRi4vfOBIk2QY2TH+E+hf6IRfsTK3/rdB92DFw+6n/3dX/cd94gZbfhjaPy7D37dvXnhaqygOd99ce5596M/+3EIrCaY8Oo6QDcnCxwnoQnSyauL+Z3lDcqt39lp+yKqDy9C3h231uoHT0MwoOxHt2H6TDOZMBJMZNc7jYclzHc+mZ+nJ4udL8fTm7roI2D6PAKmH0XA1ArT/zauMD29RD8FLWuyuuku9Af6BihZRJ8seUl+03WMMY6bBHROQUrbKD3ot1xUPxMCvdu8tt/l1FgmcPIxtB3paxwqdEU7YDA+2vicWN2pRo0DG4bSnfot4qT4LMyQHR4rXoIN+jO91jZmnBQc23Rt0N5r1gw3l+g+yMhhVVsCSe96fiIveUpbecvHeeGYPt34veWlLqHKbxxfq/cIy8dA2lnBP+wrPBT/Ac0x0ByhVYddHqorw2PZa3ZY4uTHY/ISoNkK+5stXu/GxJ+LlqPK04eU9zx4nLQjgzIodAYdtoUPwZjPYyIL2XIQoAnHNtv+/djS1Nam64QgYfBPm0giYCrwy+4XSMKnJx3wJmecwF7txLDMNhU+a0IDf4m+IaDIT2N8dg1qOf+cw7d+lFu1SrACQF+8mqsaozJNLjV5YsWT65MBQ2NiAZllUga950YETq/E4Gay1iBJJd2Io6C0xRXgjViBr/58lvS6woU+DA/ohI4NPy2g2uh6/KbAj0/qAyELQIjT6GuNJ05Bl2uNGr8PxEDxgO14jddXLsaVID55YGEKaMHStgVl6ghTxvOWnj67GzBNHTR+N47aq5ceWKnx5sowQL7mYi+6VHzobXQCdsPd2DHTYiWyKf5HGDFwajFAN3ojdLM3Qg/mx6Af43tA/sV/jMmt+c4ndQyyLv4THOt+ysD++vBwWMD0jTevd1uPH3effXyr+/Dnv85teP/8r3/a3Xz/7e7S5de6y7Hb5i9+/eEwy33PX/mPjz/NlujggMOBMmqGGSAALDHnzOG8effKhVSqYqOBHUdCJjzCF0XGikrGmvwpmV5QTxE6LUIFwSnRZuramvftGEgFT60ghXhGam3BQLD6TdAeZ4YfpZEjMJk0CnE025QSCeTPKegX2gqGU6j725nmLH2dlYDp3dt3u+cPnnQXXnmtu3j5Wnfriz917/zk+7nKlPIW/2sBimEvP1NQlnLox7KqhPeV6wiqnDruXGi3J3/2V1d/qPpWyTv1rQsTx0w/aKfbnpmaT9w4LL+J7Pf83K8smR4n3z2FnKIf8IUHx4DpKSLqGWlKk53DQMHePq6/k+mMf/I8nQP7abxrwhmHloljdM/7uZVbG4UyYNqv8OTrXHSAYrK55aCnh3HoqROXu3rQFb1H09hc9Sjcy4c7c8PQOtm8Y/3WVvoxG4FNQHf1CVU6286BRG/FZ6B0GD99BEXpv/DqXpuwaHpi/IhnpZF/3M4rjD35KxcMcVsBsqRXFCo/M2YZgSOcPQzgg9yph63VG08CZ95ll3zUM4/DQf0Ur+FjvMgGlJVzPPsgdlwCN2IChy15iz8Xie2cCBCFssVzK7moC3mtrFWukFtkm46TF8fnlzF5W7AF/gXKDoKaUU+2rCKAd1Bd6h6eQld8KWBqIvpXxpagMd46yYA3852x4ZRLf5TBYMkAnyY08FHBIZ8OuhujSX9yAFqNBcYSk7D0+7eijtKsAviO+Hm8t10d8bH+jAfIKv62OM16qo9hy1in/tqnvn7TOQR8BP5Xof8cFTfaxX8FyEZ8gQquk518YPqudvK9oQ//In2PPgEnrvkcF+AQwCGAzzy2w/h9BjCA9HT012L8b5MtraBqk+rIi9Rb6Zdxjid9pukF+BLv4iFjML5uur8+3BAZakZ/7Qwg9oQ0kXwtW8OON+hrxT6+eBi/jQk1cemENGms5oiBuTFAZnnVIRnotQl+p/4R8qxsDfpSdJc98q3GTsd4JBcRGlCdNxk4vSqHBUxvxLtMX8Q7TO/fedB99JuPujt/uhsB1O3ulVdj0t2NN7p3Y6Xp42+3pmc+cfWV/+u3H+fYPhkwFR1WUTNjUvGKo0pDgoDqUbaM5XCAJMocBFJsWsC0GZ7e4aQ8908TBBpTaFKczYq82gdMXdf+4J1Q2nbbzOg2Y27eLVEyh/gitCmFcAwoh2aaEuhWLaCfj9s5+zSU7O14z5f07Yl87Ex8ocGt333Y3f/mfveXp2RLXh0abbe3tpOGT7a3uqfbX4eQ2OouvXK5e+fmj2JmxbXu0z/+tnv+2jfdD3/6o1x5QQmDj1UCflNfR8C0LMGZF474VfntZDyRT92vY/bR+Fp1+yeqtZSf2phCfp/c4fu47S487ldO5r+AcvZpwom8XHTxDlMrTG3JO64wPZGkHCs9BQP0OLoI4EjkMNhEKAe5I6B/mbDmuAoovVj5HH0cn9BG324B0+YwgT3X26c5AuG0AqmrqOs6ysBHJlEGWsImaQZUHbV9P32hHBiMM7vkYL8KmDZWrF1e2DgC+wJE+/NpBtijLnhaekCnr1mzp50O66D9uspsOmnYQ43MyWPl3GT0J0+GM15/xV9sWXyIH/CQYIr+68NpypbGX7NA9W82HLsN310Pu1twnvNh0XK0ymP/NdnT3rWm7kex82dp4yamKTnMWW0LPdsjkxtoexCgtxn1ZEvJl4PSr/oePvKqI1sLG2OqOcXHhr2DW7jqGu9fnh6kb1kJCde2rrd6cBWgf+jr5Z/SD/V3dcrrgUTn7gvU2X1AwNSEJ0CW4DFw0LiVCY7wNQwUllzKwGAQHM1bya2ORFEG+qNu5JOxUvt8+J28y9R7kzd5woS6ah+AY4EoAVMybGvA6+iUPBIIgBcfq72ky10m4nlkKfxkhuPXiIE5MaDv+2S/CvmUukAIAX3IBI+L4aBnUpSe2PTJkAnBea6REsGq2QfJavK5dIga8/VTaZVR1+as5ph8SRhoMqTJfgFT9OVnp/cZH9CUXkFmjbJmSUQYs107BsgsfE9/eOvS+ZRVdKKM94WyaUKX/qC/DCeERDdJcAjxlnoJWSdNTkx2cQocFjB9+90bOc5vffW4u/vZ3e72p3e6W5/czqDp+fPnuxvvvtW99u5rU3J++dIr//uHf/iOwjxU5KyG3G1I76QIaZ5OikAGA8HsM2nmgTQyozDKjJWrTclsypyBgFLneBqFCUy1ga6fJR+M4Fo0t7U3fsAnQ8CWDmbMGRTnAQxIFKOnwVbegIJohika3xCwjfwNthw/ZtJSHtEEQ3ukfyyfPc1fsOvz+e8/7O69iIBpbMk7H8Y3BztPtp5kZZ5sbXVbcf44lqBfeOVCCqWLr16M93id7853F7pXLl3p3vnRT5PGn/3xD93dL2917/7ke90br19N5YzQWhUOktd6ZnNQ7iLKzyzjyzE/eSHRk1/ZvkE7J3/vpjw9ZxMoSL7QukXjW347EIUm/ncuNINgmGRw60yews83oTyMAdMzSf5T3eim7zXJc1Agat1I2HEct6qmsk4/ou+uAlJG9vqa1Y6lj3OgqMer8VET+hsnHz3ZMxyynDKn3XGi3XTZ0mf9hgPkOSigk+lCF05jLR6GQzo1gy7+05ERWaWunEGRuHZQYF8+bBZl5/NJE4bdat9VF8WOsEQM4AmWkH6oPwLOeHTWE600Yzexqzi/8A4ZUsa9/ojX2HNmWuujTDn3ZwElKlZAQLCLTcfZ2pykzQ6fJZ9Z01R5tUW136pK/qjzjNWetbiNTVf+iXJsWq1X8vagSnPm2MLdZOhaBXxQ+lXfS/kXPGrSiUAevgKCp1/Z0auXae3qqms3e3l6j4/gl5W8JpVfPYKfZPYS96bkm+IzgT84pR+oi76dvBO4tYKILDCOCOLhDf404HkT5MFB41YmOMJX1Y9syldbBf+ql/FqSFtjlzHQZCx4NDGsJms9Coe+tBZGcHg6zjtx/whVP9Ij8Gw3NVA49lufzQlWIb/J7PJbSvdt4KMmRBjL81pkgaY9afLa+DVi4CgY0NON/1cu9EGD8JOTEWX/0AxqPKU3eCcyFiYvKjiKF+1u0F4r0fJrk/LaroQVkJjXP3yU9ozPzIcBehudMbdADz2R/CVXyCDy5l744emNcWmPTJ6vlDH1iIHNxUDpF3QfEwnJw2fB+zkux5EOReYBaUsmNi2pXXdu7G56yrnundBTctJTu73ne9aAqVWmT79+2j198rR7EgvIHt59lNv0Pn36tHvzJ2/uyXO/H6/8HxEwjf6bnVxnV1HKhxkxFKVyMGi0RlKsdP42A5/w19xmYBkI0sDqSyMoOC0KDARmbArQCZjWTIvdFJXydB8TX9HE4YxjuDOoMrApsoKabXZfw+ksGIFqohjenVMo0WwrBuV7sYc6J4CAKQUZXTDwVjDwk1hdSphTNiN5fmYp76SnKTrsBEz7Faab0C50AOp4GHz28Sfdq18/T7pfPncxnDvnuhcvzidNL1251l26cqW7fu1a0vXC5SuZTp6Cqx9/9Jvu2yvfdj/58x+nYLMVIF5cNmT74quZLK2dWWx8Haf4yrfw56gvDEH7qozh+TDNaT8vlBQejtLeygNjOc+8BrjN+/29PO/TnFWc74djW/I+e9qvML1yo/unf/7H7uKl6MfnF/Ou8P3KHa+PGFgmBtKJSKcIAdyc/WZR7zoMlln2QXlXwM3R2EAPE3zclOCAOtHEHIExkjOU/szYoN+VUSIYw6g4C1ABHXiwE41xJB3S+7S/8AhfZYeUfeJZwHqhJ3u3G3RXUKow2o6NZ5XbAlhNV3fPNXk1Xb2ekvMIy8TAXtpOLwldiiJo6xyr4IGDAJ8FeyVt2UXKEvwsGcbR+ShsWLxAxkWS7J8K4NiUvefZc94FyJZT5j5smvmz25QDPE9O4ki2ufrU83VsKcfvRWJAkMWWnVaWWiHydSAfHXuyTC0KJ5nk/F6syBNc2uQJLG08xrOtKXw5/DD8A+QfWYYHD2rvVCSs6CJcN3yf696Ld8W+GQE9vgy+qVVA6g2Bu7aFuz7Z5D5/mL4Kh3bsgmevtiIzyAArOCE1x49Io39fjfvkSUHr+5OYP1hXarRq+oAy4z/zrgnyAqfKrLFPWZ6BL9uGW6H7fvCtwC7exwt34p298romWPr/s3en7XEkR4Kgg8WjSIKsg6dUUqmkmelp9TW7M909+/8/7e7s7jwzu1Lr6laV6iYJ3gR4V6295mlAMJkAEkcCCdAdyIzICA93c7vc3MzdI4I9h7mlcOFi3qP2VtvoRXpSQFqbtUHSVlhuv+jVtmuerbbZEEgjLx9Y8r+HeuoY2AcGyHWusIp+QZ9QkyboiXFiW9hBgj6hD8qOZ1/QI/gR/1ITqUPiYWwtn0U1ra/Z2Z4Z19nPF48BNKKXyr9u7IZ+4h388PSz+6WTFg9Rr6Fj4PAwQMv50IOCnCZ8iy294OeMY/zPleg99pOJiD9ZOZuLNKcfzPjje6ejjjPD/dWHw7/97vNh9fu7sQDl5XDl+sfD3/znvx6u3rg6/PA69GkGTF/EpKmIYYbdKGD6p9/86/DowePh5q9vThc98/ep/+Nfv/yRYNfgD5C2jDXzzAvrOZIkAzd5LClnYNinXWBVfh0BheB3mwnTDDMdAQRRIPqK7AhiIGKGFwS6PifuGhAn6HuC1jdapHOEP9vmCpoaiF3exQzKxGV8cQDlLJcJXdHNzEdKWicroTkayBd8nM/E6TtHD3T49k+/He6+upcrTGFnyq6BrkNN6IgWElhm8Uq7Owz3bq8O5x4/Hy6dvjCcOn9xOB0rSE/HkayNg6PVJjI3Tt/+5fPh3tp3w0/iXaaXL6/kACJYcKEpQYgvx9QNccx27tDWnYBS3gbeZNaOrMyPqTRp44KbOlXp8flZaJvGT16f3Kw8WpX54mtmfhkis/z1DB6bzivbu5jGAdO/vRAB03/+x+H982eHM6H7lyHA9C7SpLd5/xhgJ+ZswjiSd3ZisxmPVvI5IjgrmvHeVopwcHBw5t/RgpeIb/1Y05Zs74Q34GbDcQ6yEw1IHMuZsn+KLXcJFTDFU8YQyLTTTiyFx+p3POOczSvFuCnGM0NulyVotTlJsfVPFaDCF2xldJDk82yAknDgb3l7WjwG0JS7iX4xjon/mal0jpvGRH7PE9gmY8o0brLSw6okY2JjJx/VuUePoDg4ON/jEM7Mxl/unQsG8Q4fz6R9C5AZCWzGYo5S6ckKmrraOCu4ME7aeWbtXweIAWPk2+svk+YZQAyaNIrMrgQd+D9Mcv5pOHSseDSGX1Y9gK/xqI+E38iPlbQc9xy5+Lbut1zL9Q3nZPEnF8+GI60mlR+ORBBPHOGoF1Br6X3X4JNNoX8iz2TVwgPyLL97cIxnBCvHW/VWuZFtIzVZbzK/cXF0knoqChbsVC4YlKksCxNcw9MFi0f1e5ElHZmCOVZusCMqeG5lqn7ug/D9uW9hRME5qnopTqO5m+P9wCl80MX4F+5q7OS36/LzZ+J5kyLSRxIEdLSyVt+eZS5F6zoQxxUDZP5KyJUJB3y4xhXFi+M2kc87EbjHt2QtxDLlFR/iUXqDH1ifQi/7WLlI5whEGLPsxj88rrufLw4DqUPiq/WvbZxp2IDe95+9irELn3vTR4uDopfcMXB0GAgVlX0w3eU82D31nCP5mCfpq9keObErJsiJR45TC5aeiUthX0XBq9+tDr//H38cbsW2u3bsu/aTq8N/+ue/G67evBK/XwyPHz7OYOqLWFx2/uL5Yf3x+vDlv30dO/y9Hj79z5+Oi97y/NS/fPX1jwYHZlRSyJS77XYZUgzT0wHMy1DoBojyWFJucMjo4qhh/FHsGTCN34wv1yCltghhpDFgymB07OltDASKkrkqMl8BU51jc4y5/7YBndjc/ErjnIJmSDOc09kWONcxq4ABXe8sfRuKd+/K13/4zXDv9b2YiXBtuHbjehokaAFXeTwAlGyQpwrMC6OC63pcQqZynqTDTrYZsMj3b//y++GvL98czn5wdTh/5XoaVDU4mK5iVFueqvJZvN/0+6/+lO8y/fRXv5gMAKdzHuxvcIE94fMVgDACwbOfVOUqg77Zb3n7geW4P4s+mUZ4LHpNSPZGxzcPvpUZaikJn/TuBEoUTwdM/ykCpmffj4BprDDllDfYmvxn/v7VMXAcMKAPY1Oy/9ge7ES2DSP6KFOzQ2NVTdhB4DNjm4OQo2OWfXWUsKobvE9iFZAj3Qt/FwKPhUswTw+/l7Ed+8Wj/kM70cyYRZ8jGFUz86v8yhfZ0o6CM3ZUcV2OSwKXnhdAw6dW43AUZyA68AvHxjFmxzp62n3jIH2Yma/qjf8su+rux8VhoOgapMsxDCc/xyI6oxdaoHUckmYITO/QP2Sn8YvV5OQF3dpzNY5VPtsZf43HT8q7HMEwDkr8ohxjKHxgCA+eFjBtkxnwqPqUezme2W4ihjpt8cuZpm7P4EGOgmm+jqp6WgAG8ILJGLbi/ebJyw1fCL7aLtELdDBntxnwgkvHSe9qH/mg0wRMrWrCh9XPbNf2o7xHDm/EykgrD7bbYWC/MJJNsjzmAzpjKxpXfviz9bF+peVvOqL1Wz+krsqVmxNdonz3PC+/FKepx7abYFb+NTTb3ErXytXo06I8OslubqX7stwoOO2H0C/8S3iWPrQycy3ymiBC95m0bxWbgM1hvcsdfPtJqeshLhLZrIkLrgeKktfhWD/OfnCE7vJ/kgM0Q49JMVlW/+oY2A0G6KRrF9v7rGdN6MNj+nq+We+WZj98qO8IOWTn0wX4ktyZjENe2Rv8uCa3SIIH5R/WB/W0fBgo25OdaidH9NbH6hvQn57pqWOgY2A2Bqg1461mXwuYpic0+2ai817spHk63kE6/Bi7RL18Nazeujf862//PNy9dTd22Hyd7yb96//0V8OVax/F71fDo/uPhu++/D521nwWC1LOZVD1wd2HsTAl3tf+2YezgZi6eurb29/9aNbK3cnKUUAxlBil3ptCcxN4DgVGWb20OA3BuFfGI5XtWgZ48thqohTahwHZBqRdUUxRYfQTHg3IdZIGzAbb6HE1Atg64uCfDUOwHov+NwbvzeCua8pgKDOm0xiPG4xoDgaz8ylv93uKd5h++UUEDh+E3MWA8Yf1WMp9NXEsgAqPaLKfBMuzeB7dKo3rQRbL193GAzkhARwjQNxbvbU6nHr4dPj5jc+G9z++vuG0Ua77OyXy+nj19nB79cvh6Y9Ph7+abEk8qmanIvZ0v/FrPBpAZru1bU8lvf1Qtfugynu7hnfjSvHQNB7hN69N3Zj6ORNJnh2XO+b5mQ+8IxcFTF8+fzn8+Xd/HP4hVpj+53/+L8N7586GMWCHh5D/SdB0LP/vCGp6M48xBsqBxe7Qp+HfRby7a7coMlitWdzsIbZWrqQIQVtGGUs7Lmy2tAkCj4IqAoUCK3HIFCqEBZjnbPJZduJu8bSM+ZvtsOlsGDtGC95yVAhEcU4IbOWEw0knxR7mHDVWMRhDcytx4JlNdDYuCJ5zVtO/GWyN63iFAzpIEffaNq3zrFgsuPpxfxgoupYD6mnQLCfvBo0ENNGYnsmBdggGOTduXYuP7dDwQQW55XNuvGtCKnoHu6RDC2/UmKmCC/QDmcMf5Cutc+IWv5Mn43zyM2Boq8y0NmU04Jslj80WamO0u+E4Vac6wDPL0aq8ng4eA9VPPYpg0bcZMG2BE/TcLuEfk8rNgLcjl20Vg9THJmkfHqz+0IT4u7EChryQj53af1QN5Qepd8YucoUVvghVkPIcoknUU2dE9akDZtEaPttzm74W/YpryoBT/coHIeMmRehb4J9PxrM5uSIqEiDRz2vrVgER+oIdI9BPf4DvegSS+Ys8i4b0XukypgJ9pk87EzBEtvwdl7M++cAqkMieUO9xCpjCrYkPUq4+ybPG42wjbUt7IPKgAbs0X0kVNoL3ReZ7B7U/rmdZk+f7oWNgNxiw++LHsRW/fsGuA2zEcSp/uv7GFvDkjdyTzfhPHaMMz9k6m7xKdIStpCUrWNkIdBEd0tPyYYAqoknYqGj9ODoTtiWdTBfFf08dAx0DW2CgdKGV+j+5ZEvezYAp2XnvVOjHs2fTFhMwffzwSa4uXXv0JO2Aldgx8+bPbg6XP7w0vBe69On601yF+uTR2vAjAyfUpq15L1y6ONx6tLoFFG9ePnX/3q0fGWe59VAAkbNoQwszpkoRM8rMQJSH4HMcbJeo79D/abTIx4jxyPZPbVfiu3mv8IgmAqacOwxoxt44UcwG8GHnpXHvrsFckC07WQN4QTdGO9pxDm1sQdLpkgON+3du5czMZw9Wh/Ufnib/3nu5Nnx8TfB0GD6+fj1RzjaBXx9feYzT5O0RLse/0QaNfOqBZ2vr+cyDO3fz2oULF4YLKyvDxRDeHHAFne7fWR0e370bMyXaytckuwqjnNXbd4a7t+8OPzt/bfj0P/7d8DTyM/RnJY8YQGnj/Tu3IyB8I8q8mYbYl7G69sWPz4b3Pj4/XLt5vcCbVcyBXANh4mJSGlOy23sHgtoDLSQ5aTY7Jb8W3++m0qJ9PVOyVL/f1WMFTD+PgOnfxztM//Gf/stwKgKmp063FaZ0d8lJTVB6V3HV2318MND0vH6pOWV1LssQMGUPsXlr6zx2bk4QnLKrjhrThT82G2dJDrKjjwcvh4qVJBwtkvawG9yLy2n/lf1+1O047PrhwXjIDiucyXbIqUAZbMGViYT0qlVKbCP45UDlnOIotoI3A6ZxDx7RYnMlIHuqBcMEuDi6elo8BtCVjUsOOLo5uDn54d9gGo3jVtrughHoKQhkvFN5gy1STugkY9xLkzFVBlvlj4C4FUfqqoCFoKqxFwdmsMKONrJno8qJPMY4Op7AL9PyiKc41PCigIe2Wdm1EhOlclehJdNHi6fw4daAToHy5CFOTMF1O2ihR1zOz3YQ0b1WAHGMXwk9QhccxwQP9KXVTatP20rTWgWzjO2B9xaMaO/YLLk8aFjTTggGoW/0wXglut3sF3IiRPYN9EH8jboA+CTL+Oh+6B/6JOWf5vB8PFf2hsfgXhAFz+l7cBE9Rq/NGzC1kCGyR+D+dOjC0zlRQ136Ou1QNjjVjU3HMBf9GwQFT5s8NMvfFEUdy4SOeBwd4RneH8dvsl/9ClqV7oaznjoGdosBtjl7gY7yme4XBM1MTKlFK/iR7JL3c/Es/Ua/4FG6LXVC3OeHt2V2iHOsYG3vRh/L8W7h7PkXiwF0okPoF3Yl+tHHAqg1KQ/te+oY6Bh4GwOh8nIMZpeenAgW4zBjdoncnI4FnefPnQmb7L14R2mM8Z69GARDvb9UOhs+1EsfrAznL5zPVaSuP3rwKFaYPh1exZa9gqgXVs4PFy5eGP7f3/1LPrPT16mH927/yFAiyGSX0g49/YZBRbhtHSBgWjOxdyw4MpQRWYpjp2f6/bcxgD0YuWZA64RvxtY/jO1xSp0bX22rkbACI3EYwDtHEIOYcy2KyXMzSO2dnx12cF5X2vido6U5yR5EYNGF+3fuDGuv18Ph9jKCii8jaHo1tu2NoGLkQwH4nOZxOCdPeYxzgxX4fToJkD5cjQBppB+evsjjpdMX8/jix9jbPuqyuvWKOuLq57/7/fDBmZWs49Gr9eFq3LNlsPL++NvfDRffuzj89Ppnw+VrN9I5FJdnJjLNAfj9V58PD588iO13Xg2X3rswfPTBpeHek9Xh/ou14d/H6lLtWWQCH7yME/wtuNpxdf38iDEwJn+neyPGOGD6DytXhn/6p38c3osteU/xsgTCEk/xtZXj9YhJ2qvvGNgSA/S9PpDDER8b/OuPjjKBSR+tH/UBDSfidEDjKGFUN7uN807gjw0Ohxx74BXM4Zgxyxw6Dcq1S5CPvQjPNbg46nYcdv3wYDSTW+1NHBWBusBPCygLpHFaBIpyazP4g1u/c2vmOMlxUNxwDYcoD+5ztU6UhVfwjHzLxjeHje/Dqq8m3pILcts+IQ9BCzwv0TXOalKpcS26hXikHGXwdHKt8jnGDk5JW0HxKDodlhkwj7KNt2r7T7SeVBW5ZqfiP+U0qBzjr36MHpO3AvFg5yg9G44ATlMy3tPiMIAv6rU1GViPcTG94Dra7ZTQ6MMIlHKK17tqd3pmGe8Xv9KBOZk6/DxWMgmaLmPK8ezEH3LDSqtceTBbvvYDfwYSAwX6Xr4vDm8YIaOCknwyeAA8Y/nGP/LWyk9otOqTPnFPfhMi4mfqHIVWP4Lz+BZaYLP5I7bqx5WFZuoCI3XRXi3QdiIDE4jRt5I8Y1hdL/pXnih2wy4yBDkp/Zu+m51kopw214raNnGuTUiDTzYXG2GEtkJNP3YM7IiBnQKmJlKsxruy8dr7YUSSScH7EMyUe5zHbjF5z4QceoZ+IOcCpuTTBJ2VsP1PknzuiNhjlgGd6Bh0pp/55+l2v9kbfPN0uHw9dQx0DLyJgVCHaXtU7Mtk0lCFOS5yT0zrYujAs3E8Fdvz2iHo9euYUDIRqFOhM0+fPpOrSJ27/ipWogquGksajwmavhfjrf/2//z3Nyvf4tepR/dv7yiuhN2MGEYjI9BMra2Shkhb52j3+/f8GIBTxrWA6aeXz0UnynUefxNkJ67jy8AbrfyuoKoXTGOOclQyvnW8ZjSn0n45cQLND86JzQmdE5Ru8K9VmQ/u3ok78a6B+DyJLXvbqtN4sXus/DSY8AwjhxFOVn3WI0BqwHUvVpC692q9BUjPn7qQ+Pvg0sd5/DiCndLT9SfDo6gn3hA8/HD+VARmrw7f/+Wr4ZNYQaq8p7Hq1eBs/WzQMmZMPL8bq2B/eH/47G/+Pu9nIVt8ob0B252vvxi+uPdNrEZ9MVw5eymNLUrn1eX3sy1bPH5glxM/k9IS1/FV+D6wSnpBHQPHDAPTAdN/jneYnsmAKSOA9mhyQteEuJ4YB8YxI1MHd48Y4HzilJI4AuM/bJfWb+6xyHfisQqYWn1icL2xSi5QGehLe4Czvmw6/WutPI3u/p3XE8YpbQVJs3E5J5IX4zp+hMNaIQrX3ksKn+N3tm06izf1MOZzPfl4ZIe7jgabo59NG93VvaRWXqP3Xp4/Sc/ARaOC/vBt3KLhRM0kbYp29RxHlfErecIHAhnFDwJlGVyNzOTpwtlJMCTOTT4ViCBbG/prUr+yJbwktd+Ti+1SfL8N68atOBEoVTefqXei9n5+jJ3FneODh7ElonHwxo5LUd009baCwHjsJKwwrfZVAI6f57u1lzmhuu4t05HeFUCwqty7TMkmuSS3JYf7hZcc86RwwlmVWBPMQ0yzbuNpQU99xti3wj4PtspAvN3Y7saKXc/w2cjnHhidSxzq5P1i6Bbw02GOpWtm6blqW9kHFfiDl4Jnu+fq+XftWHoWvnzCpErdi+/pXxOscueCONcvzKsH3jU89vZujwGyy440yeqjtBuEyZptQGbxGP8rHvMuUrqMjnBPwpteN0BF8PmyUd+LPHiUTpFP8KBWn1TUZpYAAEAASURBVDab5OB0XwLRv/aNgdQ3oWPYnSZqoDcd7Tc6GtMZo8R/Tx0DHQNTGGAh+ZhoRgfanpyuY3f7Tc/SgRkwfe/McCoCn+yefEhZIVfZi5d85a2JnmSEZZ7IEfr0f/8//+/2e4fvuQKmuaQ8BJwhXVuMzCoXCBMw0tgoOGfl7dd2hwF41Xn+PPZydhw7zvWzjHvKt7YTYoD7M4M29HQqasxWW1XZfmivA8XdQX68co/5F+TF0/dXbyU+H8Y7P9djC1vyZvWp4Klz2+miw73YRhffv44AqeP5U+fz+uWpAKn80+nZ+trwaPXO8Gh9NQKk61n5T89dG/7D3/5DbM17e1i7f2f4Yu1OOlaunbk6nPvoatR/M+uZLmv8uwb2771cH/785z8Od4YXw/mL5werXcHxs19+Os6+kHO4SD6NEzhlOJTOWkiFvdCOgWOCgVkB03PxUnIGgFmJBNxqk5QZWogA9dQxcEwwYIDPUVguqAo2VUDjmDTj0MFsot+Ce1b7cPBvOPrCqNOvc8zU7HMA1hZ+af2943oC35VTlA1c4xg2MqdFXMpBGDwaeJnJaqIhh7WAKkcGFPrQvfDsE9nzmu+xLi56OUru7YcOVV6WNVVXVvAOfo1xO918aDf4laYnZLic/BAnTRdt8oMJpIKnHJLGUOiWg3GD8iC2ALpBe22TZ+WH8Rfalk5zLvldMOaF+NqJDxI23Aj0CW/th2+q3n7cHgP0wO1Y6ZOrB/cwcRg/1DtMr8dKRwG045w4eOlLweOvn7zIyQXL2h76mNPsSmxB6x1X9DY9fhByQx7JMT1hO/e12KVgNXBiZy7BNUk/0PwpzaeSfchEX7Br5BNoFTDVZ+MN+emClPf4aiW1nQpSxwT7eFa+DMLGufxbpYITSBOwml8IFrZ5bqvyTvr1xHtgHa6c43d9vECGcRb62pKaXtBXxK2eOgZ2jQF25PgdpjUBD589j49FLY9Cp+BDeou8S3iRjc8GeRFHdmjeD72GXyVZ5XsRipqu0P/w6S7Dq04ahP27MJDj3qRpo3mN39C3vS+5jUPQs6eOgY6BtzFAM9J5ZW/RlXYUuRb2Nt3oHj1ovLcxeBoXMy1bsqWV2DLl7VCu/+3/+Z/jp7Y8nytgaiBpNoQA212GYyh8yn8WLICXusGxJc73fAODGJh9EAxzLjrJ+JnMwknAwWOww1DHRBxASMEx5B4aogxHgMQB9yQ6bTNsOZLQcpqembF/vYWBe7bsjfQggpvPf4z9sGO7XjiHPytIrQq7NEeANAuZ8fUkgqPPH9wdHkdA9v0IuAqYGpz/5Q+/Hb56eme4cm5luHLl0+H9j9t7VWcU8cYlgy+84/P5734z/OuT2xEk/cWwEu9LPYyUvBVfY/6Cr8aJhwFBr6NjYHkxMB0w/a+xwjQDpqHD6XNyY/BEZlpqDpGNn3W5HzsGlhADBvu42MCQkwrfMnzLVlw0yOqvwSt5YhfpT4/LlpflaElHSsCvDdoDh5djS5owBdPO0y52n8HFdqlwIU+YBnPRoWgYVSf92iBlu1qO9h54G9fFN/rHL3ZuBkfiyBkuCYRxducM1sm5R9nNDc/R3sARXPtsxzfyoxF7PAOrkR8pQltnGVnhLr7Qne0uqVsfAJaeDgYDFUA3FvInsMGRBePohy/YzOxnA/I4JB0qYAoKOg1/obPUqLVp2yIfmnn2sPRdg6R/b4cBNHsc499vYyUlnWB8jJa7SWTSxGQriax0tEXicU54Vd8AH189jvc9xXGXKDnU5pNLKz2tMLWCs3we5IybY94+ShvxA72NB9rKoKb//aYnBDieToLq+g7PkGkw1EfgAj/QD7qXWsGsX8gJF5EXz3i4TdiJ1aTxm67Rr2SfEc8qj+5RTvz3tCAMlB1E9tFDgNu7YAW00N19MoHWPXUMzIsBAdMr4ae1TbtV8AKm9IsdAO1wYYJW2olRIFmnE8h+yzPRO8F4cSmDoew+Oql+01OC+3izvfO0TRZRjjzdzpiXUvvLh17Ncx44H9n4pTfQLEiddmUGSaPjoGcqWOoam5Ou6aljoGNgNgaYQD50ZJh7uavLT+LVlCahVRzSfXov1GmO1dhNrs2b/q///v/NlXWugGkaFiH43m9haxKGdL3rY1wLAMsJVQ0Z3+/n+8MAhvEuStsxGMhjGIY1+ghiYxHXXdN50sMcLt5Vej+2VKagq2POmUxxj7Go4+06e2+0eRArT73rdGXlUuLwo2vX0/A5P2MF6bw1MHpePV2PbX2fZGd67cbNNKy+iGDndy9Wh0/PXx9++ld/mzI4T5nKQ3efW19+Pnz/6Nvh+i8+GS5dvrgrpTJPXbPyNMOi3aEjdqvMZpXZr3UMnBQMbB8wpZubdiY7dDx5Zhw49tQxcBwwoA8wgGSPYNvtAk8H3Z4KOHJUcDRwQFiZIkh2HFL2n/FltQsbDh7DlZo2HodL/KcNpy2lG7Zrl0E6XEhwkE7cbR5QPx1Ug3/99zLPaC942bU5domjNucn8Jf8B2+BLByQA604qUkpnrfiRH74ljjj4SkOmT8vTn1VQFa9l9nh4TgrPY1e8LabxLkiqCOVXb+XcnZT57uUlxyNA2UV8EZ399BbQMZrKyT0c+aIDpxl8tq2E5fk/bj3Bh9hhriWvLNbBlBpTweOAfJNn/FjfPPk5fAw+oSaHLGbynI8HjJulf/NlXiX5jEPmOJhuDEx/qtHLzJwmtd2g5RDzKuvY0fwgwhOeB8gfY8uu9GXRNRzZNm2rPXOcDwh6SnZEH7TyfpB+kES1AQH0Sb3AqP6YxMslFl85Z6+Gqx0iH5FuVRLm4AxeS6uZb5oi2PX94GQBaUKkLOFrKq2KER3j7bohkbN3loQAL3YE4mB6YDpudgpSn/DR7sa/nO+czoq1ETo27YFN1m3tWSoh7xO9bAd+XLjkPao/PSdHGW70Ef0iOeUMc+Eycje0wFgoGigqKb30aYtWtKHZHA06KOrCNIkneiTGocKnBpntJ4kH+1fHQMdAzMwQLLIEH3o/fFXY4IiXfg05Mz4iz41xrIg0LHG3TOKmnnpQAOmVUM5BBjUtnT1m2In8BoEaA2SKAyGZU8HhwGY9UmDOnpIgVOOK/g3Kw6jcAQaLDDQ0QZDGRjqqM2Q1PnKX4Z8nPa05BgIsqZs/flffjM8ixWtn978bFi5eiNpuBvQ8c6L2Pb3+6//NLw4/3r4eawyJa54YpGJwVCqwGBx0fUtsi297I6Bg8bA1gHTeIdpCA893rS27+agoRPMapz8HzRIvbyOgQPHAKejgCl2TichHo7OYNH9wThgavJY2NTDlfNn0n468EYusMAaoMMfvOm76QGJjnC6FT71wTAvn4G81RTy2q2ktgzLguKr8qpHmZ5Rd5iSefQcO5+9v1XaKGNSyHgG9lbP7PW6uuhJVRVIrf52PZrbAlsyRBIn386xpCxtzYBpNF4rayC2lQNbfWvedbf+KpwgQwZRvAdz7AyHt3mT8oyhHkbAFP4F7mwPC+e7KWfe+k56Pvjc7EMbT+eluIoqxTfmnaK7D/naakKB8uTh/CIbaIKv0KcFUYzLmsNdPcqqQGrRTxmCrgb8HGfoPCslZ8c9QRh1TJcz65nDvqYt0i5YvD1wBN8t8GVc/MNwK+TVTkt0xBbo3xJCNLWq0CtyfjoJmB6H9m/ZoMkN/p0vM2C63FuTklsfgVLbtPF/0N38I3ZeKJ1d8kbGS86b7LW+Lvu2IL5J5N4d6B2D/Cn4xLPq8Bz5NMEi3CgZQIUu96TiHTyRz8RxzAvygU/AtPlm2hM5acczUZL86pGvdjwofe9e/Pe0Tww0um/aMmxDOtyrxtBW0ErCC20lWAueFn33WX1//B3AwHTAlDyzJ9nct6O/MQbKiRMh1C/diCSPvoTvViAAv5H30l00TO1yUdfwqyA/O0ReQbut7JW43dMBYaDGB+goBiKhHd0fl9KWqwkXNQnDPYmd4RkTdwVP0dmnp46BjoHtMUCG2HZ0JJvb+UR95rir6dAlCpiWw8a2AneexpYtcaS0KQmNqcGDQaCtLczW6+lgMUDvMp4Z0nBeBj1MZ0cdjkCDB52uwb+tZARMHTnKKqFZT8cHA0HOWMl6a3i+/nT45Je/ygHbXkj4bG1tuPP158PdV/eGv/q7X09mRi0WD+AcO1TwcE8dAx0DDQNbBUzfO3N6IjdN0svJ4ykypB8oR0srqX93DCwvBmqgWQ5K/HsYKxVTbuIrVw2GDUR2OFnZUMcpNfkPXRD/cCe5xqxLp8kW+JTH0LwFCqygaU5C7bcyh5NlnNCJ7egIRWxF5SvHoMRzHinHzfhZ51WfwQycA3U8A3s6/35/V0C84GMXw496A+SEh1vDfUmb2keOt1MF9h09x8FtcCYQVngfP1XtNS76Prb4hDtbRHKKscM9C2/KmSdVeS2w3Rz3nhekRqvjxrfztHmReQqfRf+SF3rINT5yAXT0ISf43Qe58NI0n1d5tvIVXFKOdwcL0FiNqhzPWj1CbsidOvHcOFBf42nyKEDTHGiRMVIL0+DfgqeteLXtq0D8uJxF4m6esgsfBbe2L3NqK8pexQrKttUqP0XD+u6gRk9yyXnzSWwRRubRbdnbv1Mrj0vAVDuwGjrQiY7oiCb0JMcaHey3RJbpUH/6JXLZ5LNNBCJ/HNwc2ngiZTaeQ08l4HP9Ad2gb1RXK7nVGz/zd9G/7rku0SNg0XeO+9DMH4UBUwBVHh+6JHVKnHs2Dj3tAwOlp9CZzn0edBb0aL9RFt9EHxC0sBpQHjZAfuIaevfUMbATBqYDpuxGfIan7PRHr9BNZNp1/IW3TIizWwE/OlGPyxm4V59JjfSGoGmpgRpPNV3W9MdOExmV1dP+MFCBavRkt0ktAN4mo9LT+h/0GW/BjO5BvnxlW7jj025E9546BjoGdsYAuWI30ZPkjQ612rTZdM2+YuOljnTcuciNHAtZYVqlUxJ3Q/ELwjEsKXaAagSFTzHcXn+ZW8G615VCYW4xR4wB/zrayxw1cWRwhz2YW3qh19MgigFCTx0D38e2vHeefDfciG15P/xgJVfc0C74aBEJ1xXrUXqLqmcRsPcyOwYWjYGtAqanI2A6TgbyJiM5SozvHjBtuOjfy48BfMs1wC7hKJAElNIREL0Cfl5kqvrVkW7TBde3qLZUO9jZLRjTcKpvNVBn+41T5eccrm2irKDgyOHsN+BADU/Bi4E++qBTUixuOlVsOmTiuaKVsjNNqvQbaZUxIXE+t8iAqXYJgqgPP4VvKZ1RcZjA2eB9EysTuONQgSvPV7vAL7VZ/RzYrcy8OPUlMObZx2Fn34qAKRwbC6EFh7fg1laOrFZNc5gl9gEZZbnCMVN2O7jQdZq+npc3y4k8vT+YIg50TuiDzngav5T+MW6C1w2HZD6+yd9vl6a8hnNjX8ElvILexl/4jyM0V47KF/fUx/mOtAb5Z2OLPvTkKMW3HG+2XsY3+Cj+88sRbV1TBzgFTBtvtaCKrBVMEWyxet7vrRLYpW2ytAy7+FZm8aDilb3MfGhFqZU+3tUpQIYn9pJgGf98IGB6KQKm4bzRl22H/73Us5dn9kNnvPjdk+bf4YyviS9V5l7gOcxn0MQkFfJIVqo/dD3lHOHiQ65SF4Tckb0X0dB2bDKrvZl1SljIND732U1SFt4go/pDvFLbwisrxDd/cwrmJJ04aoO+w6cmYuymzp53EwPoiXIVMM3A+ITudAD8wzddSyfL5xz/45MN3bxZZD/rGHgLA2w+fnC2tT4BX+E1fb3+Bh+y49iWja+aJiHjH0Z+EyXYD2n/hY1B/cjfbIvGp+z0Ukt4NNg1U6i71DFvAdUvHBgG6AV01E9ajBQ/Uz/T7frLIFXucKBCAVOvMuSDN1YLEmfyTKN6+92/OwY6BrbHANEhP2wnOvLDWBh4PbbmNaYa68M2zms2Wu32Q1dORG9mJQsNmBJ8yt8MW4rDwI/hJ/J7KRS+bQa+X3uV20lR+pRDT4vFQDJTKOoytnXSOma0CjIljToZFkuD41K6lap37nwzvL7ww/CLX/1iwjPN0bGINuDD0gEUXhl6i6irl9kxcNwwMHfAVMNSiZcmJ0zbGwLHDRcd3pONAX1BDvAnx2DfHOAf1kBf/dJx7oPKQSLow8mrb4VHDpWxgzgbOvkqvBvQc9JwDBtkXAznDtvdIMNvdJC3ld2ci3DFtk8nb/zwu5XXVpBCqakdjmBpTva2nWE9t8gAivakQyKA4lQuG8M5J4bfjmziWYkzS+CLIwQuONutEuBor+fGA7LpMiogx8mar74Ig1vQlgOMo6sFuDYd9/U8HBrWBfiJO+BVfQ2/AnzNfkdz95TJxpfqeQ5dOHd1kYHprPQYfhV98Pzj2BavrR6LrTsDj23CQBArKbCJ/+3oDQVwT2bKqY42eCflJ+4b90aW5Llgrxwne85kVjSUH21t48yhVgHTVm4bt+ELKUuKc8/gSTR25JhD8zMTPvOKFuVr16yk7AaV55ocz8q3l2uFD22SlpkPMyAYExu8txBPxP+eE0xfDsfNT2KFaU0+Kfncc6H7fHC/dC59aGta+CEv9Cs9exwSmhAB8hiikXIDbtfRhvzlxIU4whVflt3SHDWRrm04bM94djrtBRMNrpD9KKzBtwljrRxznZyD04ecC8DYkh3cBy230+066b/RVTBKn8nGQXP8noGraDybAf3pdX5N53E7ZYBuQ/e90P6k47W3bxMD7Efyql+wAipYqm3Bau/9kOCScU+wIfAc2WYrm9CBv5Ivgwf50ukG9wQJarcSdgY9IeHpRfXrWUH/egMDaMa+Y7etxsQrMRCp2X+Nlu+HzkYXr4BxX6yE/mgU6zrkDYT2Hx0Dc2KA/LCL6EH69UYETL1+wXi79KHJ4Ow58sfOq/EWvbtVWmjAFCCvQ0VTGmbO/hCKIAdz4TUxm5qRbcteA5K1eOHDcTG0t0Jmv94xcFIwQGc8jW15v/jiD8MPF38YPo2AqUFZ6J805BbRzlAPORBVdjMWF1FLL7Nj4HhiYN6A6fFsXYe6Y+BNDLT+oAWCahDJqGUI7yZxZilLav3K7p5vT+7tmw28Oew92ODDdhCl7R1fHHrPovGcfXCQjtXA4VYBU2XCVzyWjkBHTYA3WKtz5fgdvoCsw+CDbS+wapDS7srfnI4CdWBSjjLQU9nqQs/pFZGRZU9JHerU1vzEOVgCrPz9NOBUdyW+pArSckiBpWycbEU+19rAoXEvdswxTuGwAnMNtDzDYTVOYEnem1wsPlSOMQ+awJk6OU4EsZTX8LdZEnA5XxyVCYfjQFO1OZo2MyAqEJj0jCPYtVcdu5WjTYhOxhl6BAkSt3AoIaFxqV2RyI6ghdVEVgdyPpYegrsaeE8eDaw22tR15SkXP7aj8yZH8qALZ7x7BvLoa5wsT04gmPAi2glE+QhO4RuwoWXB71mpONCRYy5ATzj9Bn8GS8NxwFGLBySHxvftdwWOFekKnJQsyL/fBIf0BZgTxpSBBudey+Y4TlkKWB3BvJtUdAIT+HysBPeuYQ5Pv93bTyLfVy+ezlVFnDeF//2UOe+z4/ZpRwWD+GboEzyeOn0XeMODdJkJIPWZDphWcftE3bzNPJB8YPapd562AGTTCybM0A+LTFV/BUfphiafTRbVDQJ6HM3IODkSMMVXJvGM9dMiYX0XyqZn6Vy7ONie128sIFDagqUNC/qTYI92P+618Mi7gKHexr1ggNzqE9ji+mNJX4OP2JZnQvCb/mx9Dz1tklPJtnxlBwS7pR533/t19S10g2LH9she4OzP7A0D1efqE+9ljKO9x15p9DUaXQhaoV3Zdt6NTb/Q7z11DHQM7A0D9KYxMpvI6v2r54153gyY6tPtHqOfpn/b60u215eLDZhqa0h+GeeUgIaErsgPxSDCy3nAEWF2RU8dAx0DR4sBMuojff2Xz4d7a98NNz/7ZLh8eWXDmdjuHuw3w6HGopw49ERPHQMdAw0DPWDaOeFdwgBr0KCTs1qgS3ewl8Ca55+JJkU6zHf61YDZUTrowEMr9e3vqle7c+VPdKoCCsAwQDeI2A6POTM6nlVOrqSIJzlmpOagbUFFQRRDe7fUhT4VeKmARcHSjo2e9Yzy2liggpT76/Crrmq38UX4H9JmEYi07Y7ArfvuxX8mB9c4ljjHm6OpOaK10T2BgXRqRIHadilmreKlcliXE6uV2L45U5/Hx/Ngg1e4wouP472IrlfgU8sFyS5HYM5x08nVngGv8sCqzgpwVH3KzwBgHBsd4Lbh03X1poPX/bh8GO8ELtiW9YinrSR9HuNOuMGLgiRxurEaYCVkxYoNOIPjxidND8mPv9DVvcj2hn5xDcUcPR//ST9nrTz1tvHx5EbL5H7kVT47mOZSL3jJs+CUwI0Vff7QtnjMc1JcyufxF7erfMrjUD0XbUyHbPPRZvD/g+BnkwDy2QAYDnw8Bxq3ip8y0z6+wEoGtCXEKgM++w0gfhcrQclFTWAAMxzPk4pO4AITWSefnNf05lhXzFPeVnk4SDlmPgrnzbXzZ9JRvlXeg7w+3b7Si4I/eAnezMCn03aDN/wIVyYX3Htq0nvotKhMfRL0418Jj04utwtL/g1s8pL9WZykHEYDONm0ZdFJ/fhX/0v20Ag8KZNRP51OHsl3BUX0XfifbDf5VkpP+8VA2kNBdJNZSifYsQP/v4oAqeStKOiBLtGlhB45HD5ptffv44gBOoXMsjnIq6S/CZMjJ2iZ3ET+9d50DhuFi9yRHvC85wTfTHIqfdC2l2z6azf6/DjicNlh1hfqE+s9yEHe1BvroTjQy5bMjnazoFusNJU3HjtW/eWy06HD9+5ggNVDN54P/dm2O48JrxE0pWvH+lD/bQKqPns87iePW6WFBky3qrSuJ8ChJER5bVHFIUFR9NQx0DFwdBigLkplCJjejYDph9c+HG785EYqIgO3RSRGoI+kjkXV02ro3x0DxwsDBxUwTRGrjjbkbEHifLyQ26FdWgxw8HLMSmZkcx7OkwxWWZTlCPfUdKBpp3KUwWGmDKkCXDs9575nK6DBySFxbjDmx4Z73oivyu+Y2SNf9oNyz9fkLKrKqXZz9LGtCXo6VMMDa4DAGTwrpdOvoTudsVAP/5wy8Cfo4tFaUVn1KWtWu6qOyqdtFYjJcuIpv2EIRNuVUWXNOlb51e4KDMC3duMbdacDI3CinepTrzbCcc7Qj3z8Vzm/P64Zp3gHESeoJICmPAEQ8Ms3DigVHFDuGXB41LG2R1amfPgJDOBCEwO7czxmUlwDY8HsKFXg5dzkHZftaitDfsmgD2xSOXzz+bjGCRfgZ56W49385py8G5N1yQaegXarPd4LxKFV8s3EIek3/EEv3uCodC5IJChONgQcbf+Eh+St4Hx7pslb8tVEmF3H9fKim995PiGH+scBTzykTPAaM2eAKh4IVkoa4xd0nxSf8g0Wv/FAOVrxBViDfTJpy5UI4tGtjRsbXFkfgMARD6XzNs73m8ABZ2SAPGjnfgOmXz5+ke3NLQnBOoFXWwsfm6A3nPgN53ADFrK6Hh7pJxHxEDCt4Fhk2VdSD3jINxx/8H6sND3EgGnJf/UDgtV0k9Wl2m1F4k9jq2BwoX/ha7rRcKU/xRfkAb5McseHHL7K8qx85Akvlo6MW8l/JUfTZS/6d9EefHWOrmB13C7Jj0cl7dgpf8u5/++qF++0CTmbOj7Qm/q9BUybrifT+iU8RqbJ7Fa03D90704JcE0/t4Bp07t0sIk2ZAg/2O58g0dCPsgGXumpY2ArDOibyCjZTlmNjPp35xz9GQyNPOSfLkg9HszIVsWP8pUdqo6xHUqvbWqqrgdg46gSWtAS2QfGObtCf4mm6MyuyklaESy9H/aoVab4oKuPo6JYr3fZMRCqL+WHjUlOjCkcyRR9GcOwfO3nxzGuMSabNVG+xiH6d323iSbjcfwsHBxpwNRsziehOB7GpxQFpaLhPXUMdAwcHQYoHmk9tuX97qs/Da8uvB4+/eWnGwO3dvfgvsl8Myya0jPQKxgOrpZeUsfA8cXAgQVMQ9hqalK6yLqgHV+meAcg53zdywrRchSX44pRvJeAp5VcVtEQEwNcQcN5kz6Nk1hwJp0cYZFzdMwKWLnPGZ0Bv3hGfVaDNmfK7pwe6q1AgNW5HHwCnFaS7bT1TOuH9cj64BY82i5gKp9nJP32dqnl23QGgEmwKcALu7+9pwmd1LtTWbPqKdgNgvITZSpLMEx5rhV+5YVbgy/J/Qw4xTlayIt30O5hODLAZ0b4xdjax3MGV5NHs46C17Paox6OD05VYx08jA4GapwkWW8UEFXkl+CCd1kZ8HnG82gY/wlb1WVFwoeRT6BjjCflyCuBpfLjP04atzjV8d74uXzgHfwS6Llty9WQ7UBR2LYC60HboEPyQuAEjeAt0JfXBL0EIdGKXvA82YBrzstrF87kvaR3XEfvhvdY1R33pwODjV5NHjjgjYXRnhOVnimHqHxyOQoyKrcFqlpAvgb64C0HLFjJOthexHvRwPkoAoH4rwWyIrAbZarn4+DrbHvgIJ0QUQ/+ozskZe1FD+XDU1/akLourjuCEO7Vu9f0fawwDbQFzGjR6FPvcgvQN+TBPTgqOYdTdLTS2OqOWkGWspc6aa8QbT6HHoJYaGkVp+NK/MZnh5EEMptDtvlZtBfdOYjQXp9wNfg2A+bbgFT9qbIeBh/hQboFPeEUD+IRdMCbUm39HJcywKQfJRuHmTTJB80bn7XagTFvALfQcriQF9wcek0ngQMMgfbEOXxrkz7DZAFbh6MjecV3+VfAt2b3711iAL6b3m06t3SvwAZeDnFIQkFz0YeObRKwy8p69ncGA3hlww6M8xDXlOPoHqJ/buMEOlo/UeMAeaqf1H2QcdcqkXepbAXnUUTXAxBxhIn+SJoEDPSFFepSTlwL+uiLBFHZkyZn6pcOuZtMePpXx8CyY4C+o/foRrYPW8hkpjaubhOKTXw1lhYwZQ95pvRmtY9MGn/E4Y3xAX25VTqSgCkAQcmB8DgGKbkcPY4cEwaDENBTx0DHwHJg4Kvf/2a49/re8PN4j2lty3vQkJVOyHJDYW2jsw666l5ex8CxwMB+A6YlYxuDKUaEoVQXtmNB/3cVSM5rTl/8Ww7CeRyBAg+2XKmVkZ5lNDOe50kMcPYo5++92AHFs9dtXRjGuPN55cbgl22rHeDmWB4b/GXIuy+wVSuBwMjwFxizmtBz87S72qZezj11c3JLYDdz3UDdYGOe8uDeqiv4N/gQMILDWmGaBe/xy6BFUJHjEZ0SL1E4Z1DhZY9Fv/WYwREcq8tKMn+b2+oagLU6XefPECAAGxx6BxGYbl48u+PWleqJR/L5qG6jTrRVljIN9pIP1RmQwiW8CqrFpTYWCjjlnfhWkt84xr0n9qMMmLaB4E50KP6DkFp55PxdTwKl36+9SvlGC7zHOSmYuOHICgLie58WYGqBQ/nXYsz6zZOX+Ty6CIZdr4Bp8BeZU0eQMcuEe/InmGEVaw34i8/xh4nDbXJIW5GYExziOfVVvgpckWtBPvRtK5yaTtKOCuraehlD0YUt0NVWAoIX39EKFainZ1JHxgN4OAOzUQceVl6TzU0n7zy6I4o/8BSgBT3iL47gd+RDgDfOxgA5tjlsOhM9tUkbAw1JC8emSyfOlnjAq4EES8knfO4nKR/a4Vjd6J1B0qA9fV6TFoqe+6lrnmfxidceWZXsUwFL9L4S/IrHWgC36R79WrVhTOOmO1vQ6MFkBa76Sy7gGL7pK30mfU6fVb+b/B31F473ieZ5mp550KLJQ9uO3u/k70k/QDb2R/G5QdlTRrTITxAGbSQ871QfjpfxkqBKvsM0cK69xfcVbM0H+9eeMUAv4GHyJFjKTmMb+ZAperlRBX02+409V9gfPNEYKLnWSJyTeir0Z9ohE/nN/iOEXP9Rk5bIfOvNPDfhs5ECc0q/SfRCFJn5S3fkjf51ZBjQ723Sp9Fen8mGuTUJmPY4yJGRp1e85Bigz9iaxu5sWJrOeJ5MNX3ZJihm0DQmwMp7UOloAqbRQu6XnNkZSoIBzeBIQyQazjDvqWOgY2A5MHD7yy+GO0++HW7Ee0w/iPeYMth66hjoGDhcDOw7YMpQZ17Ev8FTDrryeLjt6LV1DOwGAwKXtnBkFnIqcACG/yCdAduVw54UgJCsDLSapvH9dk9t3mOTGsRaFcPhzAF+MwKmVnHs5h2QDPkoKh1rYIr/hINTkyOkDHrOOCvMTCIUCCGrApSCLLmyNQYI5RzdhHLrs2q/oM3TAKAGFJdiEFEzL+cpTyDCiiKuGQ7Z9o5NbdjfQIRPR5kcjmANtDRHbwxwDHzQ+SCTcYV6BEa8AxJNDLgEsvAGhxS6cjKBC7/BGec/PgKOgJiVeNuBVu3yvOQo8Mkxb6s+zpAoMh3e2tk+NRmgbecquIX/NgK8kwcq6PZhbJ/pfbTx+I50qDLAoo0ccj01B5WVicahAjvQksHHOLE1skCQlZmw1YJcLcidtA+aktNvI2CKVmR4JQJPH70fK0zjec8pt4JD8O05PC0vOkwP6NGJDsBveFSynZR8bVV4oxv+Io2cbJ7BZu4kXJNjOkrj3FGSX16y5hj/mcYw4YsAK4Mx9G2NyeVXCv0Hbu0rPhoH1FqJi/9OfartZGqjLU1O74TD0TaxTX+AJWAVSAo8wgV6CGyUbqngcwU/lAm/+0lwiMZJ3+AjwcgWwA38TnB8mHjTl9xaf5nBUrhBT0nfoz9zLB5Kvom+FX6a436ThzxHf+ELH3gq/RVNzLbhE2XJG1lSf2prVJE6T39Kbg5zpSla6EOtOMAH6IPe5Ew/IPgFVnAva4LXWYn8uueIFvoHvEZf6duyv47jYfLbLDhPwrXSFXQOPdoCpLbY/DEnVKUNE3oJH+WHLpmcn4T29zYcPAZKrh1L95Jj/StZZpfkMWTY9fjfkOVxP0h/4TrlOGUbyMuuZcfQDz0tBwaabgBL60NzIkYQUF/k1YRtslGj43JA3KHoGFgeDIQqDBun+UX4ddip7FJK7kLoTfZe2a+RLfXqQUF/pAFTRocBTBustNmdjGnGeE8dAx0Dy4GB5+trwzd/+ePwMrbl/ezffZYB025/LQdtOhTvDgbGAdP/tHJ1+Of/+o/DuffPDqfPnJ4LCQZYE19ZDqbKmTrXwz1Tx8ARYQDfhpmYDipOWo6Acu7PcgTKw1Ul6LAaDnTJVpkcw3h+HueBMgRC7j57lY5mTmeOh6sXTg8feS/GHmYusncNhg2QWbjTAVNGf650Cqcy2MHA+cnhLoBjBYl2zyu3bOt7Ab+BuHrDr5fOYo5jgT8ri2plWiJp6kv9Ai22Cn0UK0ylgwyYpsMn6oAXzsY4bQGZGPBwDlVQIys+gC/jinw/YdCS494YK4NXgddyMAtQq1vSfgEU7fccvAs0c2Btl6b1LB5FcfVVkCcDDlEIHlBfa29zfAcqcrWcPD7o+DhoGJfTAXY5+DgDphNYd+Lpkh8wx6Nz84/8Jzmh6a1YYYr/BLeC7VI2yRgZcSSrGAF9Su7oDxxCpgTo6AnX8JJgOmcn3uVQx9eCoOpQlHx4jS6yInWsR9BJoEm5VjT7DQ558Rx49pOiuMaHcQSb34pUavJQHMEXoGa7wQ4WPCipXxAmg8eRT/DP89YlZjlxPksf58MH+AUvZElQugKAaAfW209bAMxvjdHGDJgJmMYltILjomWWFXlcQ5/9JDiAI/THTxWkQ7v4uVHnfurYy7N03XfB57m6NNo/IWfS0la84M0+KdoPLybR6OvgLXcUiKO2QY9JH3SYMuDTs9o8i+410QkNyA+e04+aFHQPnQIWZS46NbnclLcAeSNgakUy+dSew4BlUW3F7mikrT5kVHDYVtv4j1xL2uh0Fr3c72lrDNAPpS8c26QA/fOPKVv0D/ko2YDr1LNbF9nvdAxM5LHpXjJMV7L7ya2+X19CD8f/Rh8lX/JX9IN4DM+5QrYb3zVbfzzRqqP68DGg72ujvVb3WO/WvbLx9c93o19ko/TUMdAxMBsDoRpzHMx/Yccvk0LYr3TiPPqu5G5c+lgux9enz48mYAqKUCRpdMTRft4GPmYd3o0ZFs576hjoGFgODDyL95h+++Xnw8Mf7g1//fe/ToPOAIxx1lPHQMfA4WBgHDD9Xy5dy4DpWQFTHq45Ug32ZeU0KqfhHI/2LB0DR4aBMnA5BThhWYc4vpy703yMz8N3ldth3gl70vMcwwIU86wMrfpM3rMCTcDRoFYQRBlmNQrAcmTsJjUnW7N7Od/SORKCWIFBjg9OOMEVqxDBwXHNUcIp7UNu513ZyRGcq2MDfitklakMQZprF6222X6lLHg4AD2n/eBNB3qcOJ8Xjq1wlOVH2VVHFJkDHts6LkI/cdBzSnBICLigRyX2TDmZBQHAEk3eCHRpL0cWmjtul9Cwbau6OYBTFc515A5Rt9rxbuPlVmLBJTwN51YHCzL4GBQKUuWWvMGD6CeIzkG+3YCv6lbDdvkaBO/ONz4woQCeBa7zE7jMbXljC2xkDpSnTJrMgB8kvOkdY2hoYgParEXwNYrLZzk5r0RgnaxV0FEe/F7BUivGywla+ss2jupoAdOmtwTolaesyteg2Nt38cKkKRs2PI52Df/hTLINduNxE5rhAuyCgGApPey5XHka11xnihwEnNu1rtqAbrVS8UXA2n63I7gqgR1sEvzCM3mXWlmNzu3K3r8rMEcuP4x+ogVKG06OUu4ykDxZYSq4k5MAopmNjxtfFR7gpemjiZ4J/tPncUTpp4Q4N/JGGdC6Vdvk29RzTZc+DnnRn1qxb2UnnvNZZCr64wEyjvQl1/o2+nrRMCyyfdrjQ+7In/5Jv2CSFbvHJAftbZ8m2yHGC5fTRbb5KMpOXk1GaTLg/c7ebd4mYbT+ulawl74ha/DeU8fAdhhIGY4vOrbs/Zp4YxKWyQ/GAqW7yTj9XR04XTtOfjad0OV8jJfDPG/9ZJN//aCeZ9o+kgdNa2ziHab66546BjoGZmOA3rPLlTHUT1bO5viIxMyr78hijrMnVp8Jn9NyObvmYTiSgOk0MGOFYcZvVxjTGOq/OwaOFgPf/uXz4d7ad8NPfvnJcPnSShprYb/11DHQMXBIGHgrYPq//dNw9tyZHQOmOZaKL+6pGrwzOhbt2FwUWqo9WX60gxpiBElNJcXQpJ3ktf51MjCwYegGrRnI4TNI5+A0H8tnzMl5JUAmUDGeqb1TwItDnZwIhhjAWonmt3o4XDkv9hIwLSpE8SGJxa9v86q6tEEObFysjKcNuuflbYFXgRyBX3jgHOaQWTkbKyVjsLGyU8A08nuGfc6pnO0PxVHOmmm8V/vmPRadlI1G2rndiqV5y53OB9/q8j5bK/cEvzg0DZRQIqrP+rVHQFTgI4PY8Uz5LuTnyEL/fDYenW4/eqmrxjPgqBVazndKGWgNGPG2+uEEDxsPCbgJXGmH4IWVzrXqeKeA6U71vqv38QHZSLkIJMCjIFfhkwQaWMuHd8gTmnBc1rsZ0bucXQJ2+lUOzmtBH7zsGvoJEuElgQxBx9oifIx7Zamz9JZ78uHJ3cj9uMzdnOMt7ZU4EMAusKX9Aqh4HyzaiMfJTfxngI1MuJ7HOI//lK94bGEJfFZPOq5GQDBIFFuPty3PF1bpjII1UTvhRqCcI2e8cnjGI4d6CT/Z6k8foE/Dx9sl7Wm68FT2cxXcJxf7SSbGCC6ROYFucG0ELCe8tJ/yd3o26RSZaqLPSXnPZLULzfBhsGFuWWcnAhMurMBouqVhiGyWvB6GXtmJLst+n7TAH20H1/WbrjERjf5xnVxZPU289COSvgHf5+N5pX91DMzGAB6qLdvJqAlK+hRjFzaDiVz6XPnY4Fisy+9sXB7lVboifS1hj7AX6QO2FZteH0r3jhO7nw5hI34XE3TZ+l1fjDHUzzsGNjHADDW28mqkG7HC1BibXiypoRMrlY23cSVO5NUnk0lyVnKZshkyWnZUlTE+LkXAlFJhbDDovROGQd1Tx0DHwPJg4N6dW8PDe98Nr86/Hn7+q1+E08igenng65B0DJx0DOw5YDoxJqKbTQOB2JLdaYf/ccGfdpRxlK7kaItdKiRt0rY+kDwu1Jwfzsa/bQBqkCkxcjO4NSqm8glQ4IsW8OMkHMLxcDqfGWV/67QCpgJUHPKcumSGoxVvMdb36xAHoxRFvpXcavdbvZsZgqtn5N+8/+YZHHHYacdzjrsoWNkR700HjHdgbrclbwVQahtZz8I1PLag6S6AeRO0/FV0QkplK20RsltbQ3JEWFGIHziRzVIVfIRTQaFAU8LAabU5eJoMsOIZMLJ73Ju19Y92wJnyvddMubsJmFoRvOlwDTxPiG1sZKtmwQZ0VLeBopVf6LDdAC8R3b9mYqA5qtpqY6iugbOj3xXgQZeUoeARdMWjl2KyQU7CCD7CF1YCK48zrByd4ePMwTkZ9A7gDMzGs3jPCkTH6UQm8KLAlsRRqrwJK0xnP9DfJY8K1X/iZTA3/dl0kZW1wf4Jj/zG7tG8HL+D2D08KTDsmH9xbREJvskG/fT7u88S1+CN/0NN+EFbP4j3Ct+8eDYnMiDtsthXyxIwrf7E+3GtLjURKfVanOOxw6DbNCseMqssjC+1ywfPhYi2PionZ7SAKbmkm/Bl6rfI6yjvsvDpwpCzz4LxJd7FK3BM79E59M+Yb8mZFfn0oEC1VCup2Rae76ljYCsMlPyGSGb/ys68bMJUyDFbwbhjbJcusm/dCsZ+fWcMsInYjnQD+4TsS2wENiMajhPdwoYSMP0m4h+2ifdI1xdjLPXzjoGGAeJDhkwmMfGbXWPCAbmTSBfdqMeOoVQeS1e6l/IZsknmPOL5mphiMjw9W/mVN05LETBNQzoApzC+erypMMaA9vPlw0DwWTIbyBiP8d/TCcXA09iW9/uv/jS8iveY/vxXn6YzD/13m6ZZZA9F7LbKnr9j4ERgYL8BU/qZgcD5yug4ro6SGmA0F0YjbbYrTt8LpaRtWxk8J4IR3vFGCIBxjOtLDEIrwDHdl+AJuQxcK4BV2yRuh8J6jk3DEI9DykyVX1tQOi5zqoF7vXNOO1wj9+cD9sTdNg7TChzDX+IhcNm2CG6OG3hf5lR6wrsO0d9KPwFwfCOQaZDkiIwVeEF7OsRqOvgxmNJ+zzoKmApgcXxwPsOp8iJb6lZ5OEjgmR6aDqwqX5qFOoG5BwFfgJuwGbjBN/qpvwKmYLpyvs2s7Q7vhs+9fOe4czKgTppErzHGZwawY0ya78kMGpABTnG0turODOd8D3DQyBbMeIFMoE+wR8qZcvFW8Q/6WykiEDrtOKs20DvTWzrXvaM4lh7BuhmQifY326E5JPC8gDK9jK/hp2QnTvNa8r17geNK8vnstq8Gh/ISrqiTvPzPO0/jWpM99w8zaSt94N3W3g3tfBlS0Q3P3g8+Hgcnt4Mv6ReENCHDlq4CwdN6bLvnd7rX+tW2cj5XvcZkEDKGj3raGwZIFdkb6x+TofCmD12jP2l0bHXkBLA4Jcto7rNbWdwbtO0pMsw+Q/b22bToN/VMg6/qST2ST7kS0CbMdXcxx4KtsWeDl2w1bvWe5HbNxBgBUtftDOB4PyZomfwigBL/PXUMbImBYOXsHfE+vjbpKFf3R39ChsnvPOOXLSvoNw4FAzVB0+RGdpH+TkJDYw7jhyBl6l10ZszIYrLktxH/MLmOzd/VRaKtf3UMvIEBdooxFn1o/E6Gtg2YhiyxdYiavGStxulxK8fx9Cq7XcC0JjmT19LFBcBSBEwpBkYHRfHloxcZOM1rBWU/LiUGGOE1OOQQ4Bjo6WRiwArTO6tfDS+H9eGv/u5vNgZYu2ltk/M3n6DAKLKeOgY6BrbHwJ4DpooN4WsTk5qOZnAwBo5jqoAZo8dghAHEAa05AgzTRs5xbGOHeWsMFP3RHR/X4DNO30oM4tweqbH9Rt63Mk5d8Fw58yaPbuTgDj8OPFZtb23JcXkOwqEJrny2c5CWI9BghNMPHg0mDFRqMLGBlCU8YY8+jlVMHJnakE7LYBo8w3Fh1j4bFj2ZrvCS/DQJdrlOp3jWFpLK45C2MtV7CuFPYAt+4QOfCORLFXCVp/Rs8ZT7s/BOnwluKEEdylS/It0Df5XvHtjVs+yBe+1dxjSmR8E3pgtaWJHsGDG5xP96BHbg3pbI5cwUREcjdIvTt+SqAvec7HQXfkA7vDYrya88SZbin3bl8L/hKbkyjvgxudcxfpeOBC+445B9Mj4lU2TI88IIcBtit9GeQEHqEngY4z0e2TZVXeowEQJOf3fvWdaj/sNOdKJ3QguSzLODwWHBJ+AvSGqSiNX1thCdJ3CDv733En/bet4Y/yD5sAKmnMlWmtpRzGR5v3vaPQaIok/tjIB+JmWQTn2Wswq26LfoHokcccybxFB9+njCSGZa4FeOR0Kx6tuyf44j3qBjwAimcaCeHil9g1O0gm7Em4tM6lI3eMHqWJPFsCy9Dm736CMJ7PEzV1HnZKfRu4MzQ//qGJiBgcbTzZ5cMWHFxLiJ/k2bL5i923szELdEl2qikv6M7Vg2Oz1Fb9ANFZShv4wc6Ar99HfxSkJ9IV3Su8MlImoHZakwQJbITojSxhhZHz2d2Auu06uTwUucNHmr/FFMyiX9SjbZux/G5EfH96f07XIETKNBjBAzLL6ezLDwe0b7p/HRfx8RBjDg3W/+Mpx5+XS4duPGcPbDa+mYovhnJfkx5sun68OD1dvDysrKcPXGzTQ2LZvOGTVbPDurvH5tPgzAu7Qf1Crj89//Znh96tlw/urF4frN6zlIqbKzgjm+wEBJOdazeKLO5yiiZ+kYeGcxsO+AKUOB5zfSYTpGWo0H910DEoOK5sDoAdODw+7yl9QcV81mBC3DOWzbPC4/9McHwtZXN2emgKnf3n967r2YIX0M8D0OmDpnmxpgCTK+H0GOFqgJekwMkFo9Oh3IqnLomtORmTOXw8NzFUwT4FSMPGyaaUevgJP6BaHlnIW/mgiAQ8aBUM+UY7b0nbrAWfnQRlJ3TweDAY7u1XiHsZW9geqkAYe4gbUtFy/Hyjt84Pc8id4y1pHQ36xndKtBvevop7QKIG7cdzPS+F67sjzfBSsHYa0Y/CHO8S6+hSYzuclZOQPJY/JxnDgK3kzzsHLLH5D38nebrPAoJlnbwvjL8BscRUIPs9I/uXQ2A6YCVRVMKXojuXzVLu1hw9AH1S6wm+xFt3i+8rq+21QBHDr73tP23lI4ehVIh/f43zbhZwFTK6g57J2DVULDdFTR/zNo1XLN/i7+qAk4Arr44mkEk0xIcf0wE5oIPuBBR7+LNjUR73Ah2lvrwY0m5Ar/4SGyBHavJEA79/R5tbIdf7keJMjU+sSgeygmz+6H/1qJO3+XfJh0RNfSGS240HQsXSHAq28NkHBb6srInv6iuJSw7ldedoa05dA/205af5w4CniyDYFHfFxBU3iV/MbjJmytTwKmk1stQ//uGJiBAfqIHHtHvQkrZBb/4/NZduOMIvqlI8RA6bXnk51t6AbJt1P0TbuRXss7zR5ai8mdd6O/FjjVFx5ydziBpB86Bt5NDLAnyOaF0Le1exA5NZYvvbsUAdMyROzdfSsGqGYcutaNi+VkXIz1Yn1t+O7rP8U7sH7IgcbpH88PFz6+Nnx47UZ2CmPI5fd5fPf2sH5/dbj/+uFw6fT7w88/vjHc+MUv01DmeKqOZfxsP987BgrvSiBLe5WnhxHgvnXny+HZj+vDf/z7v4nBQqPnbiEzGM3xWRwNyPKz20J6/o6BdxQDew6YptwZ6G/KHOfDYThFFkGqpkcqAEGvTdoWlfUteReB8eUqE/3RnLOPUwofV+BouSA9/tDAtcls9Y7gCpYeB/3BcYFHbMmbzvhoyzggwXnB5pRP8ErQfRzoLOpVOS1fCxQYQHFocIZKNahSJruLg4sTW6oJHo5xOx1fs/hV+ZzBUg3QnOf1yb2aWNicZw3mciTLexzoAs7jkCpgyqHfgqJte2S0Re+LMXlgNysKg4Spt7S90axo2/SY6wbs5RgtuuIzvNPutwDPstIZmCYHgNlqRrgjez7GDR+FE1iwIQMJ7se4Dz45KMqJqP3jVP4BZcOP/NqPPrfXX+bqdyspDzuBEjxWYv7s8tk8joOI2i/Yro+iCxLuyE/G26p3Y97GA2AXILoagXgrivZDX8FR+LBSJVduRiCKDqGb4n/HBM6zAS84rsRKarrKpBGJ/hR4E8Ryvhs4S79Z9c/PY9UrmqZ+TD28I2gHmgEf4jkBYbsNaDda4VW8ZUtFzZ4HZwcK2C4LC7CTv/CiNkVTUl9pD+NIgE8/h1YtmNp0TIkZGkhoaltpfLgburand/+tXj2iQKmtbAX42RloIKFJTkyJCQnVL3vGfaulJStC6ObDgLf6cTXDLSw5ghZMZCT13STw63ddr3N5W+vipKeOgRkYwFPk2Hb/3oltQo7frh8Gn88AqV/aBQZKr1FjdMZEnWVfQg/oB+ne+M97+hh6gk1EBzrK53pPHQMdA4eHATJp8hxfAPvXO1JN2qqxyZEETCmM0AkbioNiYNAxoL00nbHaHBmHh6he0/wYYJgLft6KLVojTjo8W1+PAOjFpNnKexeGjyJo+vH1FjjVWQiuPrp3Z1hffzCsvnw4XL1+bXjx9Nlw+fWp4WcRNL3281/mwI7h3APl89Nhq5wl9I9Wbw2P7q5mtstXrg0fTILZu+mHGWlf/v63ubr0zMcXhus/uZ5Ogq3q3uq6OtOQcBJlhj5Ko2Gr/P16x0DHwJsY2HvAdNP4rkEXGaQnTkqqgM6GYzJaVw6hk9LG3o43MVDOKFebI/AkcfSbbZ31K/tTLsfoUznxtJ58V6Bu1jN7uVaObs+OA3l7KesonilHp7rN3Ien4h3bZjFJOF19OGA5p3ZKcC54ybkhce62oNrbT6YzJBy85QSx2mfl7ObWiPVE0dPvsWOMTWzljWPeC8UGRnZ4o/Wmft+8llnfya8mD4Gr+G+Oqb31BWjrHYvohrZwndwSeB+vNMZTe0kpVwEjusbQJwMbWK/6MGUieWtPk2/BkAyoRj5B/mVM1S54E0AwlhffoKM5gbWvrboS2IvNeqONuf3VRIbwNhkpPJAzY0NylOMGjY77JtneCX9Brd46bFzAPufKR7HS+OeXzuW7PsGgPQWz9gmcVluQDC5mBUwvh0745FK8MzQcNPhgXvqWfotqUpcV35p4vpeJyNrlkysSg17YGy0lNBS8qiAjuShdBF7t8+w44Qd8TIeBzauXGt2a7hznPcxzsOM772qFc20jiwKmTyKoi68En4PN8nrDwGFCOF9d8O2Dx/TP6FWTLvCnRAbxZfFVjb89g2vcawHTzXdjK0P+lieLWcgXWXgQAdN8x26cZ6A6cE6vmozgHbro1IKm+u6Q/fjCV2iYn8g7PdHioIFVHx2UcjbBZdkT8EtG6Ck6D5+XDzNtjbiefBRlLCsfHTS+enl7wwCJJMMc9TdXvEP6dPK4a9LYNmxX+veyYYA+lVK9ttPUHfqWmvTY9MlkQudEb9Af9AidEf89dQx0DBwRBvgC2IXsjw/jaCLZ//ifv5kLmlOP7t8+MPGlEMwyZFDULC1GGUPDS9LXwtCnWOK/pyXEAAP16z/+drj1YnX49FefDRdXLg6rt+8M9+/cHa6eW0nj+9KZi7Ha9HrS2ArFB68eDe+dPztcuXEt82vWd3/5avjw9XsZNP3gk8+Gx+GceBpE11n0tHcMGMBeCGFfv39nePZgNQ308x9dG87HCuDn0SHPK1cGS2h3Z/XL4emPT+Pdpb9uA65dgoaaZUA4Z/cxJCb23y5L69mEQyt7AABAAElEQVQ7Bt5NDOw3YDqWvZxDfoIE0OBDak3am4P83eSq49vqdG5ObIXpd00c31bNDzme53w3AE9bOpi/VmLMX8rOOYlWufmOo7MG/Fa9SfSeAEMLWDS8cbRejAjNufA2C0jt5CAufMC5cQqds13AVD4OXu/rE8BgP1+NrdbMYJ1OypbGjhbjJc+hNxg5aTnPwCmf6+qQlL1ox3FWtMRfFUCCEducCiLshW/T0R24V17iOsqDb/R2xEvK3olftkJVbbWMdOTLMWXa78m5a+pCU3W19qDx3uvdCp6Duo4XS77oJrALxmxMRog2VfBMPpMWBBWrrXh4HECFE/JjO+SXofDiNPGkjAqkevawEz5A+w8j4PZJrDCtYLD2C1bycTzOLYM3V5SAEaj6LjBrWyXOmZ9HOd6Fauw1b8A0g5ARmIUL5dFJbYXkpnO26pj32NrWVjrhv8IvuNDTCtTzoTMvB6y5bVmcoxt8yDNO5Ihvx4R4ExAc0fyox/lkiN62gqve1Qp0bS2dbdczq36Kz8btWqbzQjlaOXcs35qgqba6ht1wHLtBynxx3f33Q8Hok9CVD4G8LsKeaDVvfuvf8KvJBVaa6uvoXDpbEBtMaCSwbVKBRB9knxeN0R/iQXkXmchW8QaY8Tn+cfQbPI70Uvov4+ge3ZbyOMmjjJ46BrbDAE7G7zcutgk0eDzEMvip6de92DPb1dfvHRwGmo5tQj6mE/3BdmHruU7HpQ0T+o6tQEfYnp4e6Tri4OjRS+oY2AsG9N01FrHTBfv8j7/9l7mKOtCAaW0ZQzGwcXQCjoyNNKhDcRgEUC49LR8Gfni2PtyK7Xjvvny0EUQrBX//ziRw+v6lHBSee+/M8N2zB/Ge02vxztLraaAHqTfStxE0vfwqBiyXrw0f/eyznGWID3raOwYqYOql8WZGRN88GPhxTsSYevjiz38eHj9+Mrx/cWU4f/FiVnTl+s03KkQjRtpXf/jt8HJ4NuTq0pvX3sgz7w/UbEZEgpKPGaiN+WDesnq+joF3FQN7D5iGE4iZHoJIFskdY0C/21PHwHHFQAZGwvDA1xurXIK7Tzpb18A7t5oVRAgcwIXtcs2G5Ph81xIekOahPXylwzXszOIdK6Y4XMcOjlbi29+e4fQwPlGWOrcL2MvD9vLhDBb0MgDjbJ1HH7OHM2AauTmwK2AKVnBwfnO8SNqg/Hnw8HbLjteVcmBruf4MMg0d4Nv40XXbicLXrC2Qd2pt0XnMW/Pwx07l1v3p8pFQgJEsa4ffgqqaRr/51Fi5HKdV1rIctWlDviY8Cf8Z0EgiaVfjWfn4AjgKBRgF1TyvnRW4we+SibQmHHjPF3lI/MTzjvF/JAldfMBqAoT3O6OLAMnjhHX+FZ7KsZruFwKmoRvm4TO4Iv8CercnW9zCLbwWjhaBmGp3rUBdCT0myKbfEWTLSRtBNm0Aj+Co97JZWdq2CG6yedB0S7h8RYKbcZr6mbewI14TnPeuVgFvOjn+83lBr4cJ9+bWxrPKGdezTOdFp7bFXPDmxCzwXmF9VxyynwiSpY4kp+iHjvpDKyp80HORqSa+0QF2mHsSOI//1INq1qfxZVhxZzIBePA33YFGfrueWwkvEFS6GM70tfoXyDPRygSCnLQWsAiss8v0yfGf+gGs2lSTBJTRU8fAThgggx+HXjJZoOQQexNHPK+vif+elggD+p3qg4Glf0Gjdr3dcx3tKmDKthf3sFCMDUS19NQx0DGwHBhgEwmWmsBy+1//MBdQBxowrQFt2BGT2b/NeMuZkmFU13Yo8vW0fBhYu3d7WL371SSIdj078PGoFdXu3Yl3lcbnQgTlPrp+NVeV6jhm9e9ff/HVcP7FMFy5dG24/MlnOZN4+Vp9fCCC4zZIarNGQ96zc3btyd07wx+//ny4+yICpsPFJNuZU/FeoVPnsoEXV1aCZheTpoy027G69NGr9Y3A+F6wkMaCB4Mxkge24IO9lN2f6Rh4VzCw54ApBIXscVNVl0onMNp76hg4rhhIxzu+njiy8HP4Pk88X3PAmZFspQ5HtJU6nHYcK9fjnUccwO9SYl8IHEjzBBpqxRNdyKFRqxB3s+q+6lQGLbqd84pDmJNVvc4lthj1m2OgOG63kicdypHRH3jRmv5WEsescp/HBxwCF5xp8+ABHMc5FR3RQpvhww4qAtOCcPAlqCNYx9lu4LvbpOyGacdGM2cHlcblq6rxVaux3Ws1RfOSvnim4Nh9a1pZi/pusE+CofHD77QzAvhgyw29vJEv7gsulsOQs3Cc0PRi6DT8zhcgYGrbTlt2jnE1fuawz9GALLeJCq12sOFNjk+BFO3dLinDR9DnFx+cy8Bpo/N2T7V+L1CSk2G/W3uZQeeGl2bn7VDt9oXvcBe8eDL1Z9JXgK2tOL0U/Q+Zc59eqlctCYi1QC7JPPikvqb74H9TagW6Ei8zqqxnBL1NLr4a72wFO/zTzRk0DWf2rbUWyNuqnBlFL8WlaMaG3sCnpQIzoDchAhygo8WbKXP0ZfAiPNCZ7i0ykQ82nElM9wLXJncLHuAVIJZdh0a2J+WX0A73BRri58a7HhfZ700HTMEmuMzcAiNeefD8Vfqv8A9t9iquuU7H0WHx31PHwFwYIIt06qXQSybT6GPYgvpD1/1eJL/PBWTPtIEBeozGopdMnPBHP1CfcWljnEoF0Kh0nn6K3jORqOuIDVT2k46BpcEA+aWL6dsfvvm3ueA60IApRcHQp1AYGn43JdO2bTFjMg2mbl3MRZzDzvTVH34z3Ht9b/j5L38xXL68smGEFxxpE2bnsTlo0UHkx9dUQuZvvvhqeD+CpmeH88OlK9dj5ePKcC4+DAT3s8yp5/rP7TEA1QYWZo4aZKzFe2RXV78Z/rIWK34//XRYe/IkC3ge75N9traW55fPrCSdLpyOGbdnzw/PYiveHz44P1yN1aUzSLc9AJO7aFeiTPnstZy5KuuZOgZOKAb2GjAtdJSB7jcng763p46B44qBGqAadHJQ61i2W+l3XNtZcJf8rkWDOQrTsRi2MhuJQc+pYgsvwaEYp+eWfO+CiOdK4/BIsDMEP62k2S74WfnhlW3EAbXI1Oi2uSoufCkT5ymIm7OacxosY7g9V44WjQMmnd1sqBg3xUUOWY5YZWpFObjZffNu6ZlAHIOvknc4Ie/GjLUqEe7cFzB1TdBUYveaGSwYYvWYJF8LuW3PJ5l5AV/ktVYEtwA42sXfYtlwAS15s8iiTzQvZVFzil/fzNl+JX8HmawUq2BaPBo8HzwdtHV+JugKL8oUKK18s8o7rtfgiQ6ysvTTWGFKj8+T2oSBCNLENqbfR8CU3+QoEvh9asWpgKlJO3QQPhcwra1W0dRnEakCDBsBPhUBLI4wg6+ohXYM/orrstCnngH39VgpbOLR2NFtq9jvnrzMFbKe9cxxTNoJR9XfQU2mOKl7JtxYMSxIQ19WMLCyLvJIn+c21sEvbBsBBPyDTmDlsLTSFG/5YHcrUt1Dt9pdY4P+BwwsfUUPgVOQAx/ob+1eoE4LPlYDnlz1GtcjW7aB3goWSr7zTE8dA/NgoGSSDaNPIJt4nQzj/+mAadNnjcNOgj0xD46WKU/ZM+xxOsBvegFF9Bv0gR96kLwW+ksfzlZl1+S7m/P+MrWqw9Ix0DFAFxvLvH/rz3Mh40ADpqXYKQ0dAAVjRvB6DHYNnhhKJ3FgNBemj0GmO199MTxeXx3Wf1gfrsc2u9emtmpFX50Dk9K5VANnLotpx4As8gmaDs9eDOditaN3oOKFS/HezTPnW/B0UpTiepoTA+TLzMz3Xz8d7n79l+Hr9fuxMvjy8MHVa9lpVzFoIq9VwY6CqM8jiHrx0srwyS8/zWuVdy/Hop2ye+oY6BjYPQYOJmDaJJEhTyf31DFwnDHQbI02QMXNnAiLcpgdNZ7KoWiVFSe5gbYBNxwIFOrnr8QKGdvHvEsz0OHF+IFTAv1rG9ZyDE/TDb4OM2BmZQp7WBDoadi03sVYq+nAyjn/vhUDcT4O4BoXoXEc0jHLURb/YYu1IJLAmxVctlgUHMX/7vucRP3OAcVJzjHNsS44iuYS/ndmRV/siLjhrOL051ysIIi8nkELaYzvvHAIX2gqgMRtRlatLs4JDiegP27kaA7B5NTk19lIlVdO/E2PIQkaVyAQnsg1OcDd+L22tZxd4vG8Sl7JvoDpJ5e8C3W+gCm9J0hq8sxqbMkriHNUKZqwoXfoKXo4/oO6/DuxpfKEjn4vKnlPrsCCCRJ0aoh+TkBRH76iK9PPFLBkMC7wBx4fNBD8Eii0Na/Vvspwz3aqtwK/gngCePF/LJM20pNoU1sPa4jmaJP2ex8vO+JszDqCv+prDqPBTfbbiquaEIa/8Tn+0p8TDfCRFfqDHqXPTThKusUWpgJMi0hj3YSP4O1C4KxsTv26AC54TR7QFz0M+FyXd7uVzouAt5d5vDFQPM9GyYkMwfc1GaV2JBmbDPgzzMtMJ8WeOE4UrIlwdGmQLO0Ztir7JVRAJjSV0KrZ92HTRB46Isdy7Xb/7hjoGFgSDKTdFF9k98z3f54LqgMNmE7XmA6PUBovQttT+Az/cghRPhNdM/1Y/31EGOCMWbt7e3j+8O7wIlYgrp/9cfg4tt21lav+Gs10HjqFSf8dA5I2gMrAaeTR0WPAcYePzutP1of1CNTdu3M3VoucHeKNFcP5985HZxLveLlq5emlrCcfntQV1XQeCVxMJ/gl7FacPL315fD9wzvDy8vvB62uJY3gWx6p6JA0yQub9zJD/+oY6Bg4UgwcRMC0Dajazg5NB4chUErgSFvXK+8Y2BsGDDRNrpKao/TkMTQbh11899mrdJBbtcNulqrPrhU+AkTerQUX5cwzgD+pEyTggWMVH3AUCT5wmi5L4LzZp5MVkeEYEQjKlZFBu1kBU6tMuVht62V1k9QCay0omBfii53NKcv4zS1+80bjiaK1PK6wA7mRXT+O+l4zK4DMWQ0vJfMkoFzkG+ONaCve51wnD5div0m/pRaQC4d3lJnyEQg5DLwUH4D/TgRgwHotHP8rAVt3cAafJq82x6EVGvAkcCK4RdWhGx7A0ycpYUsOcUG6n6yczfHaPO3jaIWf/AjMTPqDeZ5dZB5SVv0NXYNcaLdoulXAVNDUasMLIVT0Hv1AnxZP6Sse46vQr+lzmvATmOkD8ogWtaILXu95t2Y8d5z5r+iijRdCJ54L/BSdHOGPr6C1++j6CXTyqgE6fmNlctAIL+nnCk6UrX4/xCcD5dfyXcK1w0bjvcYBvivtrW0VkNJ3e0cxHxdc6sPhUn9k4gIewUP6ZvCTU6npt02YCpp+7BiYhQHy6oPnzQFgx3hXtqApvpueEEiN4dF85pBsmllwv6vXaiIeOuh3dMcbAdNQAe5v6IC49zxm9tlJk747jP7xXaVLb3fHwH4wQJbLl3B2GQKmFAmnB4OaUWSAdHv9Zb6vxExgiqen5cFAdsi46Pn68OrR3eHOozv5TsyPrl0bPrh2NZU/G7Fm1IEcXTklPKaj5yBw5OhwrxJS61SktY3g6WoYpWeHMxE8vfDehTQKrt24GYHTS8PZCxfTcMUjnU0a3urbIMjKhRcPVodbd74c1s78mKtF3S8cO0/0j2iwcc1JTx0DHQNLgYH9Bkybsd6MdgMrkk8Pl3N9KRrZgegY2CUGDDYreHISA6Ylt3ZdsfWi990YZI/tYt03x0rbkrXZVhyfHKAcLQKIVv6cxMRxafWQsQJnJbuHw5JTaVkSGtK54PMx3jHukQzGxlvycu7HECicwa/DUf86bWZbLaMhXk/HSzwXbt9sK/2tqWVHR5Z01rLB25aGbWsw9D+OW1YX/wsg430rvp4G/uBiu2QVhsCJVWO2mSx+gH+TD/ANmTksvJTDfS3ouhqOdGOf60FX8omWRb/t2nTS7xWtkVagCq3pPav70L94/yThgTOcbAvS3VzhEJ9vhWkG3iOQZ3K5c3y9LInmHfPzYYBGju2sIGAqcCawEJcCjgiYBmrIX7BQOrEF4+zUgK/0pRKY5aeP2RHxeOoHesI2+HR248/Mfiy/tJHfBc8J8rER6J/alULb3R/T7rAbCt+1lfMdgeqgU/E2uBO+AArV9AFoYht+faiVpxn0jQ5RWxplG221XdK2vejbRvsWeKeTBE7t7mAFoDrxx62wz/Td+h3p0fO2PTw4438DnrzZvzoGdsAAnqWT2Cnk9EpOsLIjxcTmGz1f/tV6rYPn9sLnoyL76S4wQD9Yd07WM54Rz7LLXae/2DMCqOxyOkge9o3+h27oqWOgY2A5MUCXShduf95Odvhe6ApTCsUGRdLpUPFmYHsXgJmTBgJpqO4AYL99+BjggNCJr8e7Mb0f887zteH2syc5qJ02Dif8lp1/OXjeCy68Gqsdr924pmf3/0bCEVlOnKytrec7N+9PVp5ePH1u+OjsyvDhteuxveyN5Bmd0nHveOBAZ1oCWu1v0vEGerb9oRzO0+exqvTB3W+H7549jHfOfjZcWLmw7XP9ZsdAx8ByYmC/AdNqVTqOJoqSU6EHTAsz/XgcMVADVH2kPu+oHX4HjcNy1HEclgNR4CDG2WHvtCMno0Se9f1+Nkdec4bWO5DKmZKZj9EXHEizHLlwoL3sP84HttNeAsSFS3Upw+cgHU7KFQy1GNrqk6Ihp0ptsaaNxjsCepz5xkACAT+Ldxtqk7ERunumHN9xumH3lpO4cJFO3cifQcF4KAOzGnaMUtIlcJaBxggg10ov+JO0Bp1M/tFOeHGHLuC4NkYZ4xduTMpFA3kLN3C3yKQddJUxrZVHAM8VUUFXffAs3l4kPMteNjrhd3JwZ73RHQ4b1Zcd+vnhEwSaN2CK5fE93FR/YDUenUEvvMuJ+JJl22+TK0FAPoppuS79KtCsP6ULxqhr+oT+b4FF9+A7/k9EqvbBjRX43u9s5ZpzOsj9o0x4nJSjy72Q/QxOhh6w1brAqPvooR9FkmxPfNH3dH19tI9+xxc+aRk5j2fy9y4VrrrUbVWyFabgEwARvPo4gvT6k1tr7R2mYFC8+2ySvvDjKDnqeNcdbBR83Lai/ji2nLblOD2n33CvUuqrCb+7hv8O0n6tevrxbQzQCxKc003kXn8c81HimvcZtyAq248+8NsrJZZtolNrRf/uGOgYmIWBlTufz7r81rXFBkxVN1E4egDGBYeB2cS2uKBU3K4sb0HXLxwJBhidBiOM0hdP14a7t28Pjx8/juB3DOomxmwBFlmzc9eh6PwZs96j8c2z1eE//N2v85p70ynpPiG8AQtD+una01jcujY8iODp33/0k+Hf/+3f5xZXtT3LcR3YaD7c1Kx3zSYLnCyJh2nkbPFbOT7vvXw6rH3/l+H284fD+1c+GK4KTPfUMdAxcCwx0AOmx5JsHegFY0Cw0ApDnSR7pDkSTlYAwoD8hS2cwhbm8NVcdoF25xavcT0upyOl5Y0fkdhZ5UC24uYo3tm4X/JrT4VJZjmAtDR3M4kTeGH8sKN2OxGEo6MCkhxS7bP7crZrb7WlHZNlm602gpcjliM/t50NpwpH9s/j3Ya2XDYjXRNdA58AEhvRCijJSkoygBes0qmVlPJyKI+3ps0HjsFXrTgSGLKVbbPz22QB4Fdgo4JO8AQv8CBArN1xusEPRWe8wqEl32HIRQVM0fdhTH5AMbKZMAYM7P6eNjFQdBcwzXdIBs5cw/8nKdFVVvrttCVv6Q46im/kYaxeIwucs3j5pOFltzQmPXwI/ArexQmfbaKQENlmyoBzKEg4/O5J07NwN8ZfSWL5JEpfb5ZyvM+0j94br8gV5KNLl0ENwTc9rf+iL/G5QCU+F5hsfpE2eQDhCm5tou+1Sx9ppwm/0VG7TBjLY5wLZOwmqZsOF/Bgh7WPHSCa7LpnYgf5VIfi45EGczzs+Z46BvaCAZya9k2sMDUJ7PKEr8dlyYPnHFs6WWOgatWyHemqskqMT0Qr6Cf6y1gNQc6Z6RHJTkj0homQ9Jo8XS8sG0U7PB0DszGwFAHTadAYHqFLwkhqW1IZKDNSOIgol253TGPseP3WoRskfvXH3w53Xt4d/krANCzMNDK3aAqaZ8c0ob+8n//L74d/vPrTCJj+w/DNk7ZVXfHIFsUs5WVt4dC69eUXw8sIPDP6fbS5Ol7tMtCzovajazdntgNeleXZ18/Wh2exFe+DJ6vDDx+eH65EsNT9njoGOgaOJwZ2CpiW4Z79Y35FO0PoS+4Z8/4FF+gSqc3Arhx5qX91DBwrDJS96Kj/w834ujkPNp0GJR/GsPLWQDX7zMjM8eWZZU3VTrJLhsMvl3Yxp2KtMmI0uB8mcw7ctU1AJlfchANZQE1waC8pio3im96gSw4LV9rD/pHYNmi7iMS5IfAoKANH+W4y9UHiISa0/DbsWSvIMLPt/n4aW3XaJpKzReIQxq/wIjAqaAItRV/ocs82YPDHUSx4XvcPsTm7rgqfcTppA55Hl9qe9V6sCnsaOCDD8Z8JO6MXPF2frJRyz/VZWxCjr4kG6pEHP1mdCp+S6/hcGa4cFK9ri4mk6TQLeqnHtpgc+j54ey9pWpcdFLw7waJeW5xCFNB9DrLuwpeJA9/FVpe2txQswRcnKcEbXWM70U9iYoSVkeOET3BjsMyGw5Uc1HZ+ZKGnTQyQowwETlZOmig0lu/iKwHTr0PPCshD4buGxtSPgRgBGPYB/RnmwcL6100KzXeGTro7AUi+wPWX+oIWZKBHBRt8yAfNWQHQ1q6YHCRoHjIl0ETG6HdhC0ftdPSsNFH97ccW38k3kd/KMPAI4mYfHfkFm+klPKUvnhSb/Yvixv3VFsX3yx0DW2IAf3u91gcmgYScmgjCZpDad55ufOFn1w+yP94ovJ+8gQF6ga1N/suGzGvxm76iY8q2o6/ojbsx8c87tOUrXfFGof1Hx0DHwNJhYCkDphQMNUK5eG+JgcH9MEQ4CwSQ+gBh6fho1wDpzL/6w2+Gu6/vRcDz1xsGLMPWvXHKDiW+wkZO548eRsf0+e9+P/yvH/90+HexwvTbx955+/pYDqYZPt4z+vWtvwwPX61NDJ2GAW3XEXN64fvzpy4MH65cGz757FdjFOU5+0mg9On9O8Ozpw+HR6/Xh1Pnz+V7S6dx+tbD/ULHQMfAUmNgp4BpDuhDSeZx0hKutxw8xVc6DUK76FvpFKkcCe1X/+4YOH4YKHtR/8hmNEJlH0wHQsgFB5xBrABMOdtMVrLSSz+8zA6Gaqcmaks7etdfbFsZwTV2crORm/O3huLaxRlqxc3HEwfiXqhc+sWzYwf0XsrazTPoZDa2VCsrd/P8vHmnA4ycqgIZhx0w5cDnyOco1l5OsisTB5mgSdI+GiXwV2MhDpnwp6Vjhk6n3qf5xPWjaM+8+K98bF3jPIFgE2XhYS3428QAzuqU28ocR3bvOGDKUX4m5b+NE/R/40SO4BCO3HN7LPfuYTc5UodknsgxVc64zHnO1Vt9L17L+uNBuqoc+POUM52n8W1zzJF1vDBuz3T+g/pdK5jxGb6iR4Ndsz0HUUfhy5acJhBYlYH26jtJCVvhM8GdT2Prbc7wcSq9i//hwDjXpAGyARcnDB3jpu/pPPEZvCiIdTVwCp+5FTlFEYnexLtw+V3wFf56F3EoeKhvY/t4l7JAfemPRNQRf5X8s9VMIhKcJAP0nSRoKjgZXULq8AI3mpTylPS/ELQPPsgJ+ZHBk2RNOx2bFn5T/1c508c20bTVaYcAMLG3wKMsYJnco/9qEG7CVb+ny+y/OwZ2wgCt5WPnDLYNecXb+lwpWG+D/xuf4e2wBePGYdrpCcw7+EX+2agh+ulPaVQpurRdYOgFfQ77Rd9t8he9VnboO4i23uSOgWOHgaUMmBYWGUzm/nGWeOeL2Vtta45ufhSOjvPxi9//ZrgfAVP9fvucGq5cvxpbx17PmYAMAenu7dX8MEirg2m2wqnh15dvRMD0H/Kdt+VUa08t/7fmaQfj58l3Xw53Ht8ZXn9w/o2tc1MGyEGcGCB8/cWXMeXyx+GjSxE0/cWvNgzzZ2trw5N4j+zzZw+GZz88G05fPBfvh706XLh0ccOYWn6MdAg7BjoGtsLATgFTOuLVaMBuxvWsgCm3AeNeMrCqmdntSv/uGDieGKhAi6PEiSWQ4iiVo9Tg1QozA11Zj1vANMbmMfhu7/TSNLKsTZyJgm0mGbKT2EucfHDAxuA4vhrvQOJA3EuCL6vjJCvjOGQmqN1LcTs+g4roI8DN7kdFDiMrLReR4CyqSVtLvXTjmH8WUee4zNTfgWPOlFvrL5OuAtwCphz+5SArPrfaDu3BOX5H57hM5/hA2yTBuWY7588j/5qA9QYf4TOTAPAxm55T2uf5xCnVWrIJuvbnpIDAkxWmJgdgcW3dS8r6o25/VuXSD/MEILWlXOWLyD/dFvWhq8AZ+VA72SYfcLLX9k/Xs9Vv9T6OlVbwJUhrNa/tUOHrIFOtuBbgagGJgyz96MuCLR8Bq59aYRor/gqDeL3p3bYNKByQiZMYOD5oStAJtSLrA/1GzCghM3D3LORb4Hk1tj6nZ97FVHxHZ1Q/YzVmW5Xf9EfpNH2IRLQXrVdaTZvfJs+wbaofqFVbAhDoiJ5jCmoXGM8H/dk8K0F7W163AGnrL7WTjpyYM3MFlgoX6qT3BHDp3QzashsmcIxh2WxFP+sY2BsGSk7ZImTVhx2c27zGzeT3KLrMHTKK13vAdG/43s1TdIIxET3AHh9PSDRKQQf2uuAo+9WxJgCyZeiKri92g/Get2Pg6DCw3AFTeAltUjNZBUxvW8qeg8OjQ1qv+WAwcH/11vBw9U507K1jMdC+++rhsHL1g+H6zRtp0D5dXx8efPX9cPXsh2k044XwFaZxwDC4dv3m8PH1G9kRGVgep8RgN6h7HqtLf3h8d/j9o1vDv4/tiePyRmpG+sTpFcLwKrbaEzQ9FUFTK00/vnZjuLd6e1hbuz+8GJ4N76+8nwHXSwKlUdC4rI1C+8mBY6A4r+P7wFHbC5xgYMeAaei/ttVgBElCOWagaKQDOHFTIYRSCVs9Ex3UA6adxU4CBvSV1oqwAzjR8Lv+tbZDqoApM4HtUMk55wInmz5zWVMF9Ay4BRG0k4yXIwXc5cTjXORY1Jx2PwJv4WSxylRQYy+JY6BW49jmEG7zb0E4Q6cKCLH50aatBN4b/Du1udlaTTeqW7Og6rAcxPBrpXCtpqHDb8ZWvJcikMJGLjiKzxu8DU48XPen2xlNyUCB63CoXcuQCt9gGfMR2eUgR3OOqP+fvTv/kiy57sP+enrf956efYABBRCgSBBcRYmSSFESf5F9bMtHf6ZsHx3LtmxKXMQjkgApApgBBgNMz95r9V7V1bvv50ZGVVZ1LZlVmdWZWRFV+V7me/HiRdy4cePG/caNcPapBqbVeVdHDOCM4xfCUwpv9qe3Ov5mv70Hnxt8VsPkIHIBr0YVZhjUswMNhEHSLzGXj+SZ/h5t8Iw0gG4Mqkv9/3L0kX9DJ0tY41v6BGNhAlMjntDAc/7y/JP0CGR0nEV8S5skl08DeKL+9lHMIpgAZ/KAOmZsBR4xzJa2k1HaYR0KIKGJPeip39MP0g9ySdVo32SM7+i5WwMuIysOB43Qiex0NkGH3sSkXwF78mWjiTnjomGVqwUgLfVmxQF6kEkb8henyGkJyqQvVP/KBjAFCGtf0qLrkZG0CGkK/UBHXljngFUAIGQf/uHIUZcLlo+ah3Ueb5cbBbZEATzNS5rOrX3SdUwCqHoOXo7b2WbxPf73u97f0kvbQxtSgCzQ4vXNVsAkSoxPsp9xL++XMUx8zb6Gnia+5XibvNiQvO1mo8DEUWCiAdNKraqcmF3ZANNKldk5UwZ8Hj9Y6K58fqm78WSue/tr73RHjh7pbl2/HhtDLHYXzr3dHTp9PjuZno6bz3hO0CH5TFNIZT6Un0e3r+dyvLxLT8deo8KKcvUKptyUdYODLwM0fWUxBgR79nXzsfTu3sPhURrPHj9+JAcEBjc1jWmiyTTmNavHodF8GqtvavK8GWBaDBvFYsvLpAJFqwtYl5Zy3eCqAaarKdR+TzMFtAPGZYGXQW0HjGUxVs0Q3W4aFcqv6TjW/Btw3374JI19dAjGTQZh5SzG9bLHFuM6HcB1xkKgEmOLAf16wSCfjoGGQr+HJQMlwwBFi8HGPnHjNMjIR//SrLJ9bH8xfK+X/1FcV3S0FqrhaRTprpeGd3knkPvmYvF4UkOMunVPzvWenebrtX6VoZ/P8F7Owg968AIDmj6I/esAqTVUDnYl2DoMibF0cRir7MWHx/F8/A/Fn7UevPt2ePkKp8LbT7uR1nqAdH1O/oxV5U0b0zY9QxffKGC1amofpj15n7wy3JsooX2cOlg8yHdCvtX3Ay18V95xAaZXAjA1YfpBvKvKpo1oOo338CxZ3j/JR1nRVx3vRLkrqy63tGmkZMmzsvjUpSzxp7aa9qSQKc7KOQtlLSXe2jHIUnSEECAm5wBNGf7xowkgVR8A2ORKBwTNSwh1whv9xyQKoAPAUz1qI9XDs9Z77btzMg3ANPKtrsnm7CMiYj9gmrJauXrFK+m8KL+rvJaPmyGTyCUTbOSjhUaBcVFgqZ2G3m0VjcPBx9qkdkoHIt98TKJM3o2Db6RcNJMMcTuvbaaTjKsMs5RuvxwwLiIrj+xfHm+6bzIO2qP3o5BXZIW+nKxo4mKWuKGVZTdQYCoAU4qJpVMApgbPTTGZPdasHfyt6+F1evNy9+jQ09in863u4w9+2r1x6Hx3+vV3u1cOHV7q+CsFPCdMo6pqYPzozo3cc/TS/PUV3qU62KWyReGULz+97wZ+c9dir9KFxe7UubPd0fAopQzVQUJ9NonTDiOjgDoQKn3zt0NcqNcyQjs0CoyYAg0wHTFBW3IzSQGG5X5DGIOCUAe4vg8DTIg/CaHm3xKCBt7KCWgChh6ND6OJwblBeozJo7ylt6o6AUOKOH6vFWr6dblCscpM9ngoAnDmZnhUCDyhGCLXSSrjbPcAhLHcnbOSVECBUWicwbt6pMvyjfdtZclNQDej680Y54DqAOCMYi/TQD1OGkvbOA5ILPQD+XRbvG2sh9/Kno3LgKn6qHWirvAgryH8aDlTXqHaQy5NuwG/e29/8M7leih8fib2wAMebORZVZ+rSwjLG68m+SnLW9bc9r9t+bvyMrYJnDPXa58lxvJRuzA2lmeAARrsxESGmgPl9l5n2ecFTRaNun0CR3YDYIpLGMBDpC/JVXKIYbWCQZX24zh7v4+QMrB8neqj8ugu9B3OyhXsmjyLtn63UGik3Zqko88hj+kLZIwQl7Jtv8z+iJzUXTzuyTs6HvmTewJG38n7XG591Hv1yCsgUpSxxwMmevHEB5ziAUEfkgthx9mzfu+Nb+vJY889iHzUrcLoY/LSQqPAOClAhpFleJf9kF7C01S/a0KA6/iYxmyMg381YToCnq2TcaZx/DNOum41bTStS/LWpbnJjqoDkZ8mnJR4odOSU1EX6iT+W2gUaBSYIgpMNGCaAiUO3Ngvzz9OwLTNzJgi7tpiVm9+8Wk3N/9Vt+fQge7pg0fdyb0nure++StLyvsWk52YxyjkZbbmnu7JnbnukyufdM9OHIz9W8+ntu5+fhwiaAc63P5QO9yqGIVelEq+zrr3WH/09n0LFFhF8pJC7yI6CzVOo3mhRzuOjwKbAaZ1iT5MWTx2yIL4W8WcZAnTgrMBWA3i9v7rpXZuFBgrBUq/VqXosjxd+6WFl/tYds1o1RNBqsVYNthzayY2gRcr0GQgrnza+iDAzGZFURf0CSDWXAB3Ao89RlSBQZBhkIw4FQZHRppxBuW03B07pHKmkSjOdKdxBTQgG+lXDLRVz/K++talcwhWWfG7nF+UtRvls9IbXc06B36hPeALUHc0vGmRflAAbaN3TdK9pHEclBsoinbAYcY8odKl8uGdMDKhDX6IaunRO3urrCvP+IVWlpbkIQVwxreDLrUoDYYsoLWJuQzh8nEyANi6D2L/Enji1wAwNJmgfuQG4JCAKQNmFAsfCb7316d3VMBV6bWpOsEjH1jjUADlkl+e9GVM/DxkgKX6GFDH2y5rliqA4SwoVxR7Rflq3GHOkqv6iecYGa/Enr5kTynrMKm1uGtRoLS0lf0t3iR73DNdwFmTVK/xn0GfE81kyQjcY+tysx2nmgLqugAxBYQBmGrb6p/sq0CqZY7xQ48ldqzMtU+uHq/ACH2I1QdyqUsep8GccSkDMWjSTL/8VUZ72daVKlIe90qgnHXCguvKT7dynUzS+8iDcrvv3ZbQJ5duR39B/rf20CNmO42NAvgPH6feH/xNz0h9I7wbAaiF3wtgSpfAt3hVoGPRpfNPQi1smQIoSi6UiWNl0hrQ1HU0FsgoOotJqEBrk+rEb6FRoFFg+igw2YBpyJUYtnZ3QyH56r4BU1mWpomb6WO0YXL8fDH2Lb38affZg+vdsb1HutfPv9MdO3t+SREeJq1JjEuJsZwGQ8xXH72fe5d+/dvfeiGrdVCC33XMgmsZ4nd/O8jLcai3e7F2/FTz9LLzsd2CZzn6aFzL47rvS/Ww3RdNyfOzUq9TQu41s7kpYBpCwp5XvD2YTIsBoJz7E1zm7eVlYSpPm52623i7nzbt+85RoBqhat+GL6vxfbknW5Y8xqB4ujcWXTejFTA1LtXXMi4M8ty6CU7YDTSKcXn2/0mTyJ/yjaLdqov5ACmv83SM72cDuGMoVR8MlQwvZAUwqhoFxkUeBgY6P4PP8QAPzaAfVTnXyrOyexcjBwMHDxbfK09WI1NSI4iNr9AAj5UzKg1eD9INHDANKQBBNq2weaVRC+jFeD1MemuVaRKv1Yk9DEnoyzAN5FTeGtQFA7Slzhikgac8iNBIYNhWD72fqR/jf0kwHp4JoJ9nKGPioHyqDuZiSeRcySgM4QxbjJK8kS7G3qhA3bBHJg9mJnqH0h5LWaoxTJmSL+J5ZcHLQr+nauW36jGu9HWvvYy8zgHd7kUbxaPep12iw+HInOeVeSdCzb+zgP6j4FflsRR3LRcQ+2osyQsUieIu1Xl5azsOSwF85iOoul71Bb8W/tSGrFKAhxP0D4BJG0J7bRLfOauj/uczwXaYWgrgiajmlG94gPxKgCV++E4PIAuBpy9Dn0pei0OVt/pnsrB+7KfMVljBIWXJCQBxJqPiFF6mL5ZPWQWy/ogl/+NBsizLn98LcEzW6q8EdIlX50Snu6Gj3Ip+o/bhJUZGa4dGgbFQIHm58mj0+3Se9A63JGwwrzZiqx28ra0KvuNpcr13aSx52y2JEgXo3BMJ0ReW736jeOox8YPuevNB0WHrEr27hUatnI0Cs0SBbQGmlJCiMo9moLSasNIHmOaAKQBTs7koLARRFVKrn2m/p58CBmcLt653V6590b3yfH938e2vdfsPH5mZOqds2+vn0e0b3adXPu0eHw/v0th/NNh9CRittbik2LgZvXBRferdyTr351++Jzmvm1GuyLblWCvKMuVlWy7VYN/UazLnLiv3YNTZuVibAaaUd3bZVOIjW8ym+0LWGCCtFfSh4vZES7bXtdttqfi1U1kr5XatUWBzChQZG/yXAqaIGPxYQuW25d94M1SD5Ou1Uy+GgArISIqRYNlroKa59tPbuVqy3acNx6vG97bt5HTzZxnDAUcMhMtLmxbaVpoyLq4nVzZ/w2AxGD6BJEK/B+JgTw8WS3nwHENG2DWyzLxUgFgV0Kt+I0GBNDSRq9UYRVf1AfYxtBZ5W97NUIX/qsGqP0fe651p7A06Ax/wtuUCD4RVdy1grv/5sX2PPPvLUBm41wSdLPPsU9upPK9Vvo3yV9sn/kIHZV0LSCz1H16fAQ7Ox9jP7H3soD7wnnd7VgcWt7Ju1AHj4akADi3NW9KNaUBxfalcvcxprc8jD8+eA0djJSMTBRae5BLAD6P+41IaHy3z+/rR/QkWrFUvyiAtfW8xiJXxaZFXBWjivWoykrxVYLg+p73xUELfugR24TEypFRC5jUiyBM6AHVz8kKP/vgMuDWOPUR75BrqpGwCGtRy5m8lKkXK+/UgjnE9nlAuAHPlD3sVAiS0yRa2RgEk117IbQZ17Uc7In+C5GFIBwIxupf76kK/mYBpPLMEmEa98PgtHnWexZktzBoF8As5ZSILj0wy3u+6JG/yUPBHXMp72rRnatCeBddHHfBclbVpDwyh6JpVGuZCjgIuq+zwen11nuM7wFTA89qD/qJe8x1gqrzxH+UtS7u7r39+SDaFDNL/aQ/KFpfzffYenw9P12abLPRtx/FToPJ0tstop3QLHzJe+8Of+FRbjVPK89pex5+72XwDupI1VJH+LU9SL4wix+WULeQSmWFShzHMXACm5JL7Pi00CjQKTB8FtgWYEhyMDELI6VScyq/RHFOwxMGA0kxjs8coRQZUFKL4b2EGKaCj18nfjP1MF+bnu9fe+dpM1TWj2NmYAf/Fh+93H9672n3jO8vepZXne81qSdH3Jf4nOsg7hUJQh5Oe35LTtY+1HP2FmObyrF3Kza9WfpwG/tu8NNMdYzPAFM+m4TbOlHV1ttFSneq28LlvJZQ06q9y1pab5+lKmrRfo6HAC/y3RrKVJ3EpGbyeHC59TvGETENwtAYGA8ZhhgKGs3GEkr+ij9Y8MjAyUkxjMNg3uAda+K7tMyIyqKcBhq4f18ZEziWSVU9hFxgzGfBHGWq9VWDO2AIY5Tf5uZ7xs5abGVaWGEvkj1do9byVU4YsgAOa9Yf6XrTlrYVnKl0rECjt+p7+Z8f6PV6455V9Uaao3ZVZzn4CsPjsGZ7g7fk0cvh8BdA5aN6U39ixX8dFogq8uscgnvSJesCHxoB4EnBqzCl7YdtOmvuu3nhPnD5UPEurYV+6e/eGZ+je/WEYjwf6wrNnsdzz08fdwwBKgaW8maunkLFlelXFwNYyt+dDX2eMXK9elMmY1L528q37VY44LVnI8AjgH1/U4LlHQU9eCJ5xy3uTH6IS8JaAHgXUL959vJrwJ56ry2WaiFk9SMpTL+eoTL2SJ718V2fCWnaCGl9bsF8tQI63WOow8Yxykufo08LwFMBtPngFL5elqmPCbvCdpafR1/LfaXCPOPuimaiTOimETKrygEw2cd2KXyayL/H48NlqT0woBVbzC75xTdAEfdcXkzfLcnZZ36ntWfz15KV7Ww01fWdipfwudkITSeqKBGRGLcsSL4c8dY0sqc/VfJC9ZLOPslm218QbMlX/YsKGMxAE32sXloC3qk8DTCsV23knKYCX6QqHY6IL+V2XmtZO8XOZMLbcDl0b1zhoJ8v9Mt5V5EWZ0EVfQ+OlfWP1kfHbNXLHWILOalUUE77Ep8+430KjQKPAdFJgW4BpFQyEwJEwqFAgKN9ER+hYSwPg7ZKGoCGA7HdjtgbhQ3kxQG2hUWDaKJCGl3tz4V36Sff0xKHubHiX9gdcXVlbJ2yw6jzpQb4pFcK05LnkduUxi9BXjpV3Z/9Xr+iloH5MCf/Nes1sBpjW8legQdUZTOUgSa+8iRDRdg0Dahuu6Xlsa+25MM4mr62vaedGgTUpgB8NNVfzZY2MzwV8FuyefWc1agFh6KWj1EfzZX0HeihdGKAhmOzF6MbQNo2BMTBU7Bzw12UwAX+AmbUAwHGVsda79EdpeK3pAqF4/hlbMP4bVzCIxn8JUX39Nah2e1W8JEv9FkdVm9nPgErmuoYH0kM3aIf/6kx/d/EzvgHOkq39Hpbl5esfa/6dZVV9KYuQgJmxV7xDuoOENKBF5D0BlAZiGl6XAc49fhLnkijvzFcCdNwTrjby/egpUOtxtyfeWw10g7xnsziVvqU82lMBy9AJCLkQHjz9Sy4qK484zwFS0f9CLJ1r2cgKHnrnK3v3dfv2HeieBMh7/+58ZuPYiaNxbW9ce9Q9iLIwtAPr8Hs1tJsgcDwAJumt5blZ6yGqMOuyjoerLHBdWdQFXgAunAyv14OYoS9Uj9sEWoPkeMlEp1qXovYDpngUYIouyXPSje09TMTMvwHrvS8LI/1a9Q9nvMUmUI2FZDEQGAXcU9aIlmUBiN8xvo+6fECeutHCtimAxvuD1jyuTdS1VDUZpY/kKVoBU21pIzmE3+mHAKnP75Y9ZdVQq6VtV9FEJUB8+ABKedfr84N9MjwLnul1NSmf8AtZK26InxInjto+vtDe8Z/gPE75VCY+FTluIsCDkCdksCALdMHIZv4gWpTF/V6UjBNFyVUilgDTkKtkLJlOPtc+m6wS2HK0iXshj8nl/vQyQjs0CoyZAnjWhEb6BX7MthiNjf5gklZcSt4fd/sbczF3LHnyQF8nkHtkR+37qMQm8MEiRKHf0+3QVhw6KzlwL+6TEQBTsqOMR6XYQqNAo8C0UmBbgCmBcMNeRyE6zOylMAEyCRl7DhEkowjVIGD2LsOGQXNdkmgU6bc0GgV2kgKWuZn7+IPu0sL17huxd6n20h90xEsddnxffb8/7iR9L0pFyVExiExS7gbLC9rThJxVy7TQXrZHEfp5T3rKv4o9R/GalsYWKDAoYKq/DD09eDi5OQ22aaTchJkz9vJhKYeVJ0pqS5c3/eJ1wxjuN02wRdi1FCj94doc6CoDGDmVA9c4h2qaRjvGYIayfgBl1EQ0QK76KM8Ls47HtYTsqPO+VnpoTXZUjy+yhNFQuaoH5VrPjeNaqffR9sNL44koWPVGYQRJoCvKioeMXQpgBUgMegRN8BJDsFC9Xf1OMCvOblm+Dx8Knq/LXAIW+wGJSuNecvnO6mFZnl7/WPNfPQ4Zio3F6FxAkQS1I/+M1ZsFICkgdG+AigIP0sUHD7t7t+93jxYf5bX9B/Z3h48d7g4ePtjt3bcvliYMukUcS5LxWGM0H0VAiyxbj9ZoVEL5gh+1s0VW6QhRxKin8PCJBwGdymvP3QIe9oDrKB+wd+++/d3tubvdL35yKZ9975e/1p06e6J7+uRxtxjg8L1H9qALI3u8Qz1Lq7ZjQGTywip6yis5o/2XSbzFO7ka16UjAKcYMgGva+0xKpq0GNsY5dVa8ajGS6UOtceMF/cY4SrAz4sBr54LIOxYpF+No977soJJCLx1neVZ/TAYaieC9kWeoCnaoBNwA+09U2V3oV55ph23TgE0xsPaBT4hw9VBVMkSkA1IquDWenJIPQG+tcHqYdrqaOv1MslPkjraKF6pXlT4iKzBN7kKQ3wBOurjylLiRVYRz5a11/ZrH4rf8Nc45ZO+mJzhoc7jU5+gzyBXS86KHuF7XMr8OfcH9+RVvuuqEcqsX1d+ZSXf58LuSfZqK2QzGUe+rU6vP+32vVFgHBSoPGuMo73SNXzoRlQWE/Xc0/78bmFjCkRTTn1MLO0bybRx7ftxCDXtn84noDdZIbiUK6HEl/she9KpK+LS08nCJhuSTO3QKDC1FNgSYFoav0Hqs+7K/OMUCGcCMKVgUagJkLVm5G6XSgSVgSmF/XooLHWW13bTbc83CuwkBR7evt7dmvu823PqcO5dmkpMX2/qa/3JFDUtSk5RNEp+pynf/XVfFZtUgeJQVKH+GLP7PfmuMl6vmHhvN9Fgkmt3UMAUD5vEpD0yIqhDg/31DGGblbmm5zxM8N4GmA5DsRZ3KxQoMrswp+FtDm7jJ/CBzogPzb7WBsYRKmDqXQmYhnF6lBMGx5HnQdJULssvAqiAYwyHuadZGGIY2LcqTwZ59zjiVD5h3GTMmO8tw6qcuAd3KFMaRnsgmev5iYfJU88Kxjji++WacQ+gx3cGkn65y3hlfMSzC5hZDSzS2UqogCn+NonUmIiHCz5nuFZHvIGVI//WYXsefntymdoArYIGiwuL3d3bd7uFewsJmvLIFGff/n3docOHumMnj3Wnzp3q9gSAejfA1OfhiorPGeP6Q6FQMRIta7LxrowmRyWIh6+cvYdVCf0s/Yt+rus/XolyaFeRxZy5z1ifz3k2PozzjOTBlgGY7s/JCvai258Gw1LGvVHOy59f7b7/53/nrd1v/v73uotvXYgleZ92j6Oci/EB1nmHEK/LcpX6igu9d+XN3qECpsahtx8+yTxUIKGUo0TMdhN1fyrqhocfWbRWqOm5F1W4bvvCa7niUpSZRybyTxJgqj2lp2jQxZ5/5CIgA02CjMkHeNN+v87K/SC8h/GzvzhlPPXfwvYpUOW25UXPhRxi5N1KUH/aCPvL5fvB7wReC9uiADlTPqG3BMNX4/q2Eh3Rw+QK3gG8OJNb7HpksTZOL3COaMlT2rIQl7PNa8v6OteBNfqJnMwTv0tfkNFHdkA/7wRa8Jwmg+gvue/oEG9RCh+6AFF9IPpSZTcZycQncurafNnr2nfyqoVGgZdNAe3MpDz634nQNUxk0860wY225nnZ+Z6099eJQXo3PWWVVdH1pR5Dn9Hug6wpF8hDMsB1Ywr6uI+JbWRhEw+TVsMtP40CW6PAlgDTOrCzhNHVAEwJCkYBy1FZDuBwKEbOVYHaWtZefMog2sbrRWEve2i8GKtdaRSYbApc/uj97uaTm925WIr3TG85Xp0qhX910CnrsON/okPNPyVDXjPfE53jtTO3VAdTQPO1S7D1q7UOpZD8tgtpsHXqjf/JgQFTWYnKTMW/x9DpsVI1/yGzmmJp+TDE04WBkpeGeKpFbRQYlgJVbmNxIIqBKiM94xn+G+XSoavzxpBMB6YXA3fM6GZomzZAcXW5GEMZHE2MTA/GICRDDINMmcE+XS1b/TB6AJtuhwcKgz8eAeEBGBmYeGLxIlF/eGghQbT4Ev8RNWUqOjEAM0T5MKq4x4gCwMRzi5G256UDVDwfS8UCTDP+FuVwrR+8zjCM5+736uhuGIgF7zgaHwZe5YiqWpcPeZZaqvbRw1he8+bd7vJnV7qPf3qpmw/A9HiAowcDJH0l0vC+pwEong6w9B/86i91p86f6h7FbzcOxHv2Wsq3LyToFV6oBdSkEdJhGe+AnzmFJq+VcaTYhU6W+C37isYyofm8B3m/BvgZnq2e19bQOcGbyMPCw1hSNzxE8SqA9NyRA7GM7v7uUIC8+7gFBYsmRBvPfvbzz7s//4//Nd/3+3/8e91b770Z9Rb5jPTiP68/79UNztZ+I8lcevjp07JEMZC4hloPjGNzD8pSkDyaAJrLsQr4CaQCmFYPv5pG/7mm55o897LSHyW/Vz7OFZf6gPJJWZI320HUBxDbWB198Cp9pIYyPjCJq1xBf1/RWzTt0rUWtk8BYBe5sBlgv9mbtDme+MCoKwEYNcB0M4ptfB/v6w/YydQRftfPaj+TEIoMLH0dUOB4yLALR8tezvInn/KrP60THlyX/drW9X9ZvniezgC0B5puJN+ksdVAdlT5Y/WIuejnLfGtLx6Gqj2xlDJYfk1EspqClUPYIW+EvK+rU0xKfW2VZu252aCAdgbU187SHh98yzvcdbrMevrEbJR+dKXQnumTzmRZkC/ltO+u002MI8g2dCYb/TaZqI6VyER64DAyZ3QlaCk1CjQKjIMCQwGmGn81RhEmlsa9tlCWpmCQPRrKxJlQiAhtQppRYZShAaajpGZLa6cpoDXcvnGtuzH3WXfo7JHu/IXzxUogI9G4+jvX+l1n7TlNyXkSQ5ELK/Nf8z2J+d0oT9WmM2LRtdErJ+ZerUcZmmR+mxiC7XBGBgVMa7bMVmeoVK/6Z0AOITKpcqTmu50bBbZKAfI7vatjAPsoQBeehPqicQKm3lmHxuMyBG6VHtt5juwAdpgYaU8w+jfgp3halCW/0JaeD+hIM+gECxf5T5AxZoErD6OGumPwMMGTcalM9CxgmTFOGj7inPpZnKohWJlzmeJ4jucMwzcgi4dh0izG1gGcvwAAQABJREFURgAG4yBgBc9CxpVR8kfWT5RB/dxZAkz3JmBq0irPoHhlGste4IPI/yvhdWkp3js373Wf/OyT7qtPr3RzV29G3x9LvF482x2NfT4tZ6vfeRhL8J48c6L7pV95rztz/nSWFYj6JPb/tN/pk6CpsSFAdG8AxAcOHeiBrc8ybpIw6PdK74u4PDsfLD7ODungwQPdgQOxSlEA1ljI0sBo/ew5z6t4MMr5LPLBI1QS8aLuSeTTosGWSVO3ynvyUIClcX4ecZ9FXHnzgv2R9hcff9n92X/8iyjfK90f/A//tPvaN9+Ne1G18bz9WsV9HEvz8qz1W9kPBPi6L8pjIgQmAOjWvV3z4TgAyPFTXQIS36h72azAunrQbgCmo+ADJGGgy7204rt2iQ9l82VO1JAv7SDEboIpBTCNfWHRJDB2dHE/bucnfmZ9o652iE7uoWEUL7/Hzxa2SAF0JdMsBQ0wBfqYSDFMUKdqjGxjEAYUWfJU39rC1imgreo3gKUm7PjjlaRNuOdMxtPjfX9ZAQ/5AAtfP7Y/eUjfhy/IPjxhiVr9XmQ386qNCxEtywd01A9aaYGsUr5R9oX5st7BuyMrkZ/g0wA2ycgqk4v8GU6u0AsApsBebUgg78k2bUG7aKFR4GVTgK7Jw5R+oY0djT3afSdfWhicAmSEiUEhPkKWlbZNXqVOE/IuJ8TFdfoKPZu+Rb6QAyaQkInkdhMLg9O8xWwUmAYKDAWYEh6EgIEsoUJRuh6AKUWJSLaHysWYgWYWeuh/Ix+4pYEg3kVRaUvyTgN7tTz2U8Dg6POf/ri79mQuvUvPAUwjaDvR5+bZ79D1ewOk4v2gs+6/L84kBSpF/4BudXkmKa+b5aWnHyW9N4s7a/fVY3/51WMLk0OBoQHTVPyZusKYHEKE/Jl0UGNyqN1yMm0UILvwOkM7EIWOSmc0sD0aBrtxGg765ea00W29/NL3Y+wfBsfQt0PPBx4ycgYpE5ypS/VVz0z0HZcRdL08DnOdoWM+ylC9YqrhQ78n3wL+Efyih+EldFC/dBxgvECOKi9vTkYp3jfViIxODLX4Lw1XcQ9YdoB35Qg71QSA4x3qh9eXXANG5IesZydbsz4iE3teKR6bsvPlJ191f/Un3+/m78537waI+OqbF7oTp0/kMrxJiCiyvgfoePzEsW5/gKEI8mD+QXfr+u30Tr1/734u67s/AMYTp453F9443x0+fjRpZ8nch48fd4/DG/T54sPuWQ+UXFx42N29cy8yGVu4nDnZnYx3nj59vDsU6SdgGqDl43h24f6D7t6NO939O/e7Bw8WI3oYqmJP1aMnj3dH4rn0hN1Tln88ECCn99wNj9l7sbzwvbv3M760567d7P7mT/82QNAD3T//N/+0+/q33k3QGLD6cHEx0r8XcW5198PDFnB6MPJx9sKZoMXx7ujxI7k08bPwNBW/39O08hWwg+EMkFSAzOe56hKD2pPgPfxij9WjAcBGFW15fIwX8WkCWDEeNh7XvwNMtUV1/zJCzZezwMCYdR9lJ4cZEtkK5LvaErSR+E82k215l3vXapxecplmOwxOAXT0AXRdPLYvwR58oj8cJqiHqLbcl41nnYnylmOtk0eGSavFXUkBVQHoAJgCsrVhcsJZm5kLua7N1Hay8umd+4Vj9Cuvhn0PaAiEjyxmvuTvVvAEe6C9iPFK9pnxjOcORtns3wwwdVZWE0mUfc3+aZvFqnKoypyydPDyMubkNJkyqFxRP7z3AaYXjsQEmsi3lTfYIU0csKpAC40CL5sC2uPBaJdHgkHZ4umkzmRJC4NTgOwq+keREVXPpr8YO5j8lZP4Ikl9qbiPQga4XiZ6leebVBic5i1mo8A0UGBgwPTOzWvPGaHKutxm7Zd9DCjQhEjodimoLT3FiMCgUBSiUIoiLpEdp7zmXu9/IBoRPASUgaiZXWZ1mVXdZnYNRL4WaQIogP/vzV3rrt74rHt2aE/3xrtvZRvqbxe+CxR+7QnfL933vUYQaYKCfFIanM1dls8JzeqmVEN7YVJpXXI3nmMWvVf+YeTzeHLTUl1NgS0DpsHUBv2U+9on17THYbCoabdzo8BOUoCOqB+qntXVM4MR3hKl2kALw1OAoYDeDZijgzPeImX1sjwchl6AIBoz9ro+Sf2nLk2/nntdxlgFoGnsAOhiDKFrJTgThl4ggPjrcQr+UjbjH54nx8Nji/cyYzAwwj1pAzClBTBlXB7lHlLypzzSVwaz4XMPz3j3IEse8rB8Ze/+ACXDyPPwYffpzz7t/vI//XUqcL/7R78ToOk7AZYeTM/KJAaWSYLkofd1TwKYX316ubt143bsebqYIKM0j4Vn6sW3X+1Onj3V7T9yuAPl3l8I0PPmne7ulRvd0/BWBXKKuzC/kB6de8LT9dTZk907X3+jOxWerDxVLZf7MDxY796619344noAoPe6RwG8Aizl61gAmRfffSOXCj4UQC3d83HEvxPvsbzw3Ygv7t5Ynvfw0UMJ7v7or99Pz9k//B//effeL389l/t9Emnev3uvuz13u7sRHrb3AzjmMcurFGh6Osrxxtdezz1ceZgCc5/HOSsh3lnrgbzBS8bD2gvjGXBAsI8eOaR+GDKLJ3O5lxGGOKh7XMpApz16v7IX4CUA02BCfLjTQRuqwI73yyd6yF9kNQFT7aLYCyJuXKvx5VWW2XbZCwTy3PPx38IWKICW6XUdsum18Awko4bR90p9Fk9moJN9kgFE6k+dTEO94CR9VQLxccaT8q1saBGiOc9+h/jP6+IITv3f8+IYDqWegKbFM0y/MmmAqWIDDU+Hh6h9TPs91wCG9gsFmOINsk6b75ExdQLL+FcQRzr0hDI5osiqSudRyi11Gl1jymF9Mv3FRCZ5ZMskkwYJ+IdsVe4LR61gELZP6fVAU8t0Sms5OYDKzvHPIGVocWafApVP6ZynY1KDiTL97XT2KTCaEmrHRR6VFh3NO3T6Mmao3qMpW+J21f3KeKL8Lk+NJi8tlUaBRoHJocDAgOnNm1efU4zMLqQuU4AIhjuhRBMiBj4MJQaIlAuKD/WcUkQhZGCgnJqFndeoqXF9kFCFkyWPLttsPfJgMDqowjPIO1qcRoFxUQCb+3wW3qWP9ix2+04f7s69ej7bCyVHO3C/huxw41AGcOWeeD6TGCgXDBvCJOez5HDjY1GUSp1sHHM27/aqcQU/zmZJp69UQwOmwcxmWesn2W31wcuhGIyszrby+nKM9q1RYJooUAFTumH1gNEfJZDwEj2vpomGa+W1zrDmScJg7swQyVggoK/xAAONpeuMAfKvX9yslfAOXSP/jCGK0bQYdY1Z+vcjypKU4qQOk4b0yL8ilrEL7/xiBMVTJp8wTJ2MMlsGrYJU4qOLdwlpGA65K40V4jfvbu1Qy1M9aPC7tNVDGsg28WQFmO7dtz+8Kgu4aKnan/zdhwEOHux+5w9/K8HBPeGxqbTalJAgVq8A+Xws5wuQ/PTnX3QLATAeOnIwwNdHCTha0vZ4eH+eiWV9X33n9W5fgI53wjv0q0tfdB/94Cfd0/Ayffu9txLo3Bdeq3fj3qexv+ihAFF/9be/07357uuR3qFUfB8GEJuA6Vdzkd9H3cHYo9Qeq59//EWUYW/33re/3r329msBsp4MEPN5d/PGzQRLP/nwk9x39fV3Xwtw9mA886C7EiDqz3708wRm/9W//aNYXvgbCZg+jPzciucAsgvzi7k0L7DUez/7xefpXfqbv//r3WvvXESJpAlP03hh0gaJjImdUYtB/sbSEpWl/9WGgFcAdl5WjO/DLo2aL+sd6juxGd72YtWDz4y3X0b7YwPQrvAjOgSunN/lSzvArzd6K1IBS+U7oq4IEXWpnVR6rojQfgxMAaCb1b54BDKg596RCDxgUF/3AmQChLG92KfStX4wbMCkXko0RdUWeF2Ri+xOeBR/+rjH29vZ5ANlc11bxZb4Tz+HT/P3mEohn5G17FPkpXpfRjYyT3Xi15heP3Cy+hdgJ1oCP6unKJrSCazewMO00lH+BWUzmehwT0cA3Js0Qv6RDaWdl8ijlFs1XfnwkUd7mrIfmmiirgcJkcXMp/ZjBQf9Pl7CJ9JMsCS+mwAkRe/VH5B/QZKx888gZWhxZp8C+JTs0L5eDWDf8utbWVFg9im1cQmJhbV0E/0e2Ube1Um5ZRyx3HeQKZ5voVGgUWD2KDAwYDo3d/W5gaCZs4QFpUHIGWWU6JAS5ATliBIkrAZMPUJ5NXgiyClg4q9nsCWgqoLrbBmMqwGYUlJaaBSYBgqkEhNMPh/epV9e+6ybfzrfff0730rjWzWiaUm1zfSXSccbTSuDgZS2MomhDBDSZpPlUpYJzeqG5EtSO0xp/jcsXLs59RQYFDCtfKz/NJNa+0yvrz4KGBCQJwb+6/W/fdHb10aBiacAPqeFGtTyIvTbBL3UNeOsDbSwdQrQ9W2FwXheDQc0cfIDjS0FBjA1NqDbF9myrN/3GyHInp2SO8Ym1RvP2GEhQID0Mg2jqXFF1bFwB2DQ5BJ8Q+ciS+UTgIp/lMnHfcbj42FwN54RKv/R2zznqmeVdZRB+mipTCax+o7e8jSIJ+ueAFT3hofpgwAHr12+0V2OvUs/BwzGcru/+U+/111860KAjcWTsy49CySlpOZqQb29T+fvLnRffXa5W1xY7I4EYPogzl8GKHn/znzuX3r24rnuG7/6D7rDke6t8Pr89MNL3Q//7G9DqX0awOivxCorr3cHjx7MfVP//q/eTxL92u/8Svf2N97K5Xn3hWdoLpUby+rOXbuT3qM8X+/cvN19+Pcf5TLBltV9M7xSX33j1fRU/fTnnyVgeiPKdTjyBFA9fOxIdyu8Rz8LcPeDv/kgl9j943/3LwMw/aUETAG90py/v5Cgr71ZlfPal9e6H4ZHKi/Tf/LHv9u9+0vvdK9Enhj1nz99HPX94jgUDzCimVgAaFJH+E8AsuMVntjZTuKMr7bbDvr5Di8U3qtj6+2nn5nf4FDbdZW7AIQ6bmdAxP7ABtcsYwlU0eYKVTZIuN3aEgXIGzKKHD4bAA+APldY6MmpzRJVL3iqLC3+JOvMEtPqd5oCvlNkNicTesjH2j6UQ5+VgGm0QWXz6QdMgaWVj7Vj30tb2zkqKIP6JDuEl5GHfHEcZAFfAeLrahJ+k4JWntPuKw3lM/4zyLkP2Wf1Ofx4NvcyTXg07iz3weorJ+fkk6M9kMvkDy93q9SZVDdM0McCi7UrH7IbP1Q7ZSSf3636sEyHuIZv4kXDvW2YnLW4jQLL+ubJaGOvH4+tEaKdjUK/2G201UcQDdqtiV3aeKiDKcPQwiRC10241C/mJJGIW9t8lXu7jW6tvI0Cs06BgQHTG3NXnpthmAOeEBSESciKpQFhyI+iEfQJFpeKoDHQLsprHTCajW5m9kZ7rnCDB5Iy1DyO6VpmheUgdEhFRz5aaBTYaQoEy2cnS7m+e/nT7sbdG92zkwe70+fPLynPGScOoXtnG+nPo47XR9syWPERfxIDpUI+feSxX8GYxPyuzpN818xPKo1X53kcv5MOkfBupsE46DqKNAcGTKMSc4ZznPXTpe9dNtyTKQb56pjBY7sG21GUraXRKDAKCuiHHoWuaCBLnut76Zy5GGETatsiMQPB7QBL03jeA+rIDvLEcrfIm8sKhpUG3Q+v0u8ZUS0fK2yk92eEER4YMowhgKWW5QMEABqrbCQJ8Y2gDLzuGYXJRr/JT6EaTJXRh8F9tUGqpFMMpFIbhx4kq97Tv2Qp3ZAOqT5qfuV5rVABU16Xl7+42l39IraKCHDw+Mlj3a//o1/rLrx+LsDHR7GcbXhR9gXP2fv0lQBMXwkiPXkYoGB4hy7GcrtAx3uxB+j1K3PdnfDMtD/pmVfPdt8JYNT+pLdj2d7PAsz84K9/1B0I0PF3/uC3Euik1F7/6kb34+9/0D2MpXrf/vqb4TF6MfJwvjt09HDs/RlLgAYQe/vWfAKyeyJft6/f6j752efd48dPcq/UN955LT1WeaBKx9K6x2NZ4LOvnu5eDw9X6SzEvY9/8kn3l//XX3QHDuzv/vX/2vMwjbLgA0sTW1b4wf3yHmldCbr8NDxvD8Ryv7/1z349gdyDscTw3tgndS3ANOskhA7eMqmAQT4Bmh5vxeUAFZ4l8F68tHhaLQPufaQe+qt369MTrIyz33hzJ9pZbdfKnR4XUe703o5zAjxRGpMN8GsM55PePZIMXc72wOYUSGAq5C9Qnnep/bvJtEH1PPIc37K9XJmPJbEDXAIYuj5tocjzMjk/SNKb6LJywgI5Xdupsx5KWckF/Ku/WLZD7RwdMu9xUJ+HZD7ypB/Tn6mKl1Ed2c9EWwZs5iTMOMtH0i2+LJ9Xcoqy4D/FAORciL1Q2QD9FqJIGaQ7KJ+WJwY/AsPV5Z0ATK/2PN0Hf1q+ig7AM5btMmV4FAAQL0TSKffoGbYMy+XS453x/1LqapiytbjTTwFcaGIFwNQS7A0w3VqdVr2anOU1T6fiPY62JkmSe3Qt+t189JF0HnFMlJiU1QC2VvL2VKNAo8BGFBgYMP38yuXnhId1+ykdZpTlHkBDKAMUDkYIewBY0sMsNQKIIYIwSiUszvGfBi7vsbRRndFOaa/v3KhQ7V6jwCRQAB/j7Ye3Ayi9O9d9dP9q9154l9KeDcqiz80Q/e+GgKlI4sT/0jkfnLCD4hgcCMouv9MQMst9dTENeR5HHpGgnyenpf7GQYtJTHMzwLTUX8+YEj9KWwQH6F+1yVKjjBoMQUIDTCexpluetkMBA13AmGB/SQbHFrZPAfo3nRwYQg+nx9DbGQtuhUcdujMmHAydHmBaDYp16T3PLNVL6P/GAfk3purRl5GG9lSzx5qxC2Nmgjkr5B/a9DKRZeKVVMYl7LnkJtFZgQhg6SCenNun+HhSqIDpwv3FBEyvBGhqudpj4Qn6vX/83e7VN8/HsrThYWqfTpXcC7n3aSzly7HySewVykP1fnh/AjqfhtfogwBO79y8292JpW3v3rrfnb5wpvvu7323O3XuVHcnQMwvw4v1p3/309wf9ff+5e8mYPo0Jjdc++p690Es1TsfS/ueD5D1whsXYvnb17oDsUSw9O/G9buR10cBYr7y7El3P9L/KrxiHz96ksv6Ali/Fp6mD+YfdD/487/rFgL0fCe8VF+LfVTPvXouAVMTbn/x/sfdn/z7P0ld+1/923/RfePb7+VeqYuW5A0P2IXwMH0a5X4SQCwwFpD7USzhCzD99X/8q91b773ZHTl2NPZ23fcCYFp5DVslgBg8x3jWH9IAF/xH9zfuNf4FGgDnRxEAPA/jkyBlj48BpglW9upxHO2tyNtqOCyTEbQx+VDWSpNCo1GUtKWxEQX6l+I9Ex6mvHsHCZWHAUvAb15413vAEk5eyc2DpDhcHK1AU6jylsx1Df/Ik/OwIdOMPso4HF1M4jFJwdKq69Gl0sHcHm2YQRxgWj2JihdqmaBQ29oWsrZhUeQ7bWU9OcEzU744DMiHPMhbyeuGSU3MTWXyoRucPQwwZf8rYL5yqPco7lL9jzrjQA50uxvbiF1deJy0TBk1YOXV/OMlyxGzYS4t0Rt5l5YlrPFKerBGPfXUpFEXpaXXKPACBfAn+YkvLxyx13AZ+xD/4+j3X8jAjFwoMrVMPsvxQjRibVsvagwQzT/7wugWYuxT9B0TWYyDyJiI2kKjQKPADFJgYMD0v3/y+XMGB7MqGD7qTLJhZQNhYwBHiFMI7f1DCFGcDoUyezgGeBRbs7YIoSuxBC/lg7HGgJAwGvadM1hvrUhTQAGKNaPhowBMv7j6Sff0xKHuzIVzmfPSKZdCUHSiGbwQ8Hrld521OPl5IeZkXFAmBhKh5rf8mtxjypI4OK9XD5Ob+9HmDA3UoTDJfFZyuPuOmwGmy31y5ebldtg/YGqA6e7jnd1U4gQmjGYj8K5pgOloaj/lRogWs63pJYJ+wrjgq/vFAOlaOCKmgRogdMKeX2Fc5I2pXqxQIzA0Wg4x1KM0kObFER/kl9EbyAvQvRfjiUX78EXm9XPy7v3GIcYb/swuZ7g1BimTSSJOfDc+wUfGK3Eam1F3xCRYM7kKmPICvXH1ZvflJ192v/jgUoCBR7rf/cPf7uz7+TTA0ucBMuaysz2lgGdp7n0aAOlcPGfJ2sufX829Qs+cP517is7PL3T3AuC8czsA0/NnAmj8bnfm/KnuXgCmX136MpbS/VkCpvZKfT2W5FVH12P53ARMw1v1TICsvEt5htoL9VIs43vt8lw3H3ndE2PDk6eOJ1h7NUBWS+eejvcmYPrNd7qF2Nv0b/70B91iAKeW4n0jynE6wFr7q+LZSz+91P3n/+2/RL3v6f7of/qD7r1f/loyAcD2h7FUL8/UY8ePBB0O536qd2/d7X7+418EcHtgQ8AUeQDztU2U3+VafwUQSTys3cdLxgfahUkHowjSRc+qg0u1Jh2sn2Ec7Y2h0KTmajQs4FZkJoK2xNj4sj3jMjO75JBLzQYYxbv0fABTAKpBQpWX8wH6zIUXHs/SBcA/eTlIAtuMAywDRO2Pdk72VjnL3sRjD58NE/C/NOqSvJblBTymLN+k3ZU2XPoJr02AMuiAFvKhT8HT4+Br+fZRbwDv41GPJhcpfa6SEP2tiUdA7dLW4saUBOVSt/pXthGgDrtf9sEhK5yjq82+OH6ONCR/BxHV2a3gbXZF9KSXDBpkKbKYeoA9WXlxK4cJVk8inZvRboCmWTfxe/CUB81Bi9cosD4F8CcZii+1Lbxpgl+csi9e/8l2p58C5H+dYEHmx3+OG0xWMVEFhkEO0G+Appb5To9y+ldr9P2kbN8bBWaGAgMDpn/24afPKYlVeIyCAoS7TzVIEPQJnMbZzFiKTP+eSUPoNaPIXkujUWDLFMDXePnxnRvpYcq79Bu8S4cIOl4f/a/OOdtL7zxEMjsWVT6rslDzu2Mv3+KLysC40BaB0Xi3BvWHHoLB6m6mRaHCZB0HAUyrcYsinwp91KK67A8MB+IJDBTittAoMO0UKLK8GBEZrAgwoB1gooXxUYDh8fN7j9NowMggoHgaqpcM1MXzjveF6jgTe5jxrqPzAyFHKYL6+YCBI43MvTNvU+MI74tX59iD8VZeGdeJRfIwJ21GRsWrEzp3mo+KnC76n7zKl/xsN/AUBXzy0LSk7mc//7z74V/9uNu3b1/323/wm91b4Z25/4Cld3k1QdpKnb7Se+7OzXvdJx9+0l35/ErsDXon4u4P0JJH6IFILzxMY0ne2xEHmPm9f/Lr3dkATO/GHqGXA5j92Q9/3h2MfUh/85/9RgKmUr5++Xr3kx/8NPY+DcA0nrnwWgCmAabyLv3bv/i77los83swPDuPnjrRnTp7Mpf/Bb7ycuXFWgDTdxMo/dvwMJ2/N5/L574enqfnXzvbHTl6KD1gL/3kUvcn//ufZrn+6H/+w87+p8/C2PXZL77o/vL//avMNy/S8xfPJnBqGeH3w/N137693fd+/9cyzbU8TCu/Vd1XFeHx1Xvxqc9gw6BmMbjht6jRkdQpnqj8Yjn+2qe7ZtKAsbQ8JSCFr7f5XmWuy/5LGwhRl+N9HC/MNhZ52heFpGtYuk489V24SY5bGAcFyAr1zGB+PjyNrLIQ5pQlnljvncA39Uiez8UEE3WmHneiviLLmeeTkWdAFL008xx8apLBzQcF3KpeleuVof+69kWOAx6Bx7kNFH3AjS0E7Vt7Sn7vAaaWpy99in6l9C3iaB/avzYn1Ged1wtku74wwcN4EMB75vDepf1XpYkWCzHpB6itrgDa8uPd7m+Q/Hqv3fHrSOKzrB+UiSNWosC36mwc45JCn96S6UE/ukgunR40HMauWfNPL8Bb+NWKE3jzTnivkoPDpLfjFdBeONMU0HasYFEnJBTQtEzQqv2+tiCMQp8sKc3escoLMhu5rJpRnbcApmhHFphA43pdgnsaZPDs1VYrUaPA+CkwMGD6f79/6fk4ZrOl8hEHAoiC7JyKSCi27uUSYKEkVkPH+EnS3tAosD0K4FtjMktj7Lk/11366pPu0fGD3dmed+mgqZdBVolt4FU76EGffxnxqrKABtMQquJI2ExLnsdFV3VX6TENvDYuOkxquoMCpvJfZkAWpl7N18WwWlrqOAwTk0q/lq/ZpkAFBxiu6Kr6zJ3Yw2+2qbp56XgifRkeprxH6xiBzCGDGKcZ8BmPeW8yJPIg4mFqSb70zog41ZCz+ds2j1H5oHpKMSyTdjyV6r6SvLDkzVjDDHyT2+I/DdvynUD73vIu4FNE2xRw2Dxnw8VgCOetok8eJZ1yad29sbRuZOdpLD376Uefdf/1//lvueTtP/yt73Tv/IN3Yv/RM93hABr7LfAJAASIei2Wqv3RX/0owNLYK/T0iQRGz71+Ibw4Y3ndzy+nx+itG3fz+m/+/q+nh6kleb/qAaaW2v2Nf/a98CJ9Lfni+pUbawKmc9dudn/6H/6sux8eo9/87X/YvRpep561h+nPfvBB9yCA0bMXz6VH7Ne++W73OPZRff9v3o9lge90J04dy71Y3/6lt2M/02MBrj5Kb9H/79//59h/dW/3r//dv+zKM4+7T3/+RfdXf/I36VX73QB43wiw9kCATJc/+ar7y//032L53afdb/3z7yVd1gJM1ao6AgfS2fF+0dd9Ww41Drq7M0qe95bKL8E26bma1yJD+N4Hf5dJCtvzOKnl0NZNTNGmlclvIFuO2cO4KB/0i9y7NBzLE9SRqRbGSgG8RV6RGZY+5W1U5NlKflydCXLSBHXG3+p5p17HHWp+8ebF3t6WIXJLG4kzQzQA11Kq8ojPBglk+7HoY4CwAFM0SBBW4lsI3or3s3+Js3xoc9qWfdMZznO59zhrEznxRucXgf3KygYbAWkm5ADg1BuwVH5zgkOUgzWsyhftKJpXtjN1ZYUHIJ18ZB7zjZN9QBUyknzwwa/64FOhFyh76Y8L7UZZEvVX97hHM7yFpyq/D/ouOcNGNe/qWtp4Qv3EqYVGgZdCAbxp1Yqy9Z1l/8kTkxNLv0/vKJJi9DrISynwGF+qTRfNrrRtMoPMd9k5ZUhMYCnbfJS+oTX9MVZIS7pR4CVSYGDA9D/86OPnO6UEUEIIe8ptyKRUMimDvrfQKDDpFMC/ZngZqF756IPug7tXYomw4bxLlVF7q20ukswBxqSXfdryV0UKJXO3B7QoCmIZDDaaTBZHDAKYVmMS40v1MkkeXz6UfcXC4CJsx4BUUmjHRoHJoEAFyhistAMGLe2A14a24PckB/nX32dTjYzKrn5/1MDKqGigr2A6YLC9Mv849gnt7eMThVAG+c/PKsLXJSNzicQ0jhbQkt60nVDzo+4BOZZxnAsAgGGDsch9hlGiL1SzNMoyzPIQcWa0FYdMHAXQLq0C1UY9qsUBi1fLwZhr71U8UYzI1bg8YELrEVNbeIUH6d70trR/6ffDM9OStOcunI1lcU/HvqOnEzBNkDQIYt/OQ4cPdcdPHu9uhefljwOYvHXjVnc4lrA9Hp6fJ8MzVKXfujbX3Y7rvFB5i/5GAJBnYlnc2zdvBWD6Vffhj2KJ24OxxG0AqfYplf5ceJB++N9/mnuYWkL3PA/T8Fi9GcDon/2ff97djaV23/vut7qzAcrujXzcC0D0s/AWffxgsTsbe55K590AeZkBP/3wk+5GALCLsZ/q4aOHc2nfYyeOpofpF+FJ+tf/5fvh4Xqo+6P/5V8kAPr44ePwsP2i+/6ffj/3Lf12AMYX37wQnpEBDMfern//l38ftNoT5fhuepgqL0/c508fB69E7UaZa4v1VV0JeEnZhFqfJa7r2sXg/JCJDHDgfcZrKiclRJ69Lw18kSnXeEEleBb8DkwyMWDYUMuinNqZ9J399g7trgIQrqODYOwe/y3sIAWAbadD0KV3ZZz1hepEHcbX/OAB9cK+wtuurOi1XKc7kd0QvSlv5RNgaqJxf7DkIc89E3JuxdKHjNOD8FKWP1YykO7JgwE+EuwjDHhen43vgaHyVYE394AW7ACCdpHgatxQB7UeTNpRFwpUAV7gRp0gQ2/J+5nKykOli34OcOodOSkh0or/qQmK76OPJp/q3qbokffi4FxpUeSn4hUZ6t4wIeUUJ4zgefXAY9ekL7LMvfifKvoNU/YWd/dQoNohyZLqXc97u18M1jY1jH66eyi4sqQ5rgyZYUIufWYxxhK3Q/aaJEaWhPjI/mCaZO/KErZfjQKNAhtRYGDA9P/44cc7JgcoQJRNZ6YXCn5TYjaqxnZvkihgzy4zex/G3qUffXmpe3Ts4NLepcPkE8/rmAWGh/UGTiVGOzYKbI8CWI2sFZYHpeV3O758CmwGmFLoGW6E3BtNJUbI/rPXj+aFONT61cv2otVb7dwoMJUUwOf0RQNXxkR9pz6T4QBYMKq9AsdFnGrIi6xnm0wPzcg3g/IkttMKUFdPTmANo3G/p0uRQCspVuuEQdTESEtH0pd412wnyE/YMBKwufMwlpuN/PB2Q8cTYTAP1gijezGKMqYzJKXnUQ9AYjwSHOWx/s6LWzhUA4tHGcYHBahqORhwgRj4GJ2AumgE+Nh2iLICTPftOxBL2C7EXqRXYondq93VL67FUrjzSQSA396wrllC91h4aV5889Xu67/89bz2+S8+67649FX3VYCtD8Oz89jxY92h8EjdF8vz8jRdvP8gVlQ50333H/1qdzqW0b0TgOmXn17ufvbjS92+gwe7X/u9X+0uvnUx33MrPEk//vFHsQfpfHfy7Knu3Kvnutfi3sL9+e6Hf/3jfMejWD44MhwepofCQzTA76dPuoMBvJ4+c7J79Y0LCWYeinzesfRvvOfnH3zc3b19rzt85HDk/0AuG5zljHvA4H/0x7/XvfneW5nXL6McP/izHyRwe/zk0e5IPHPgoCWLH3f2MT0e+6Z++3vfCvD1Ync49nm1RC/AVDnr+FR9RDXlOBUbRXUt8U+tT2cBX2H17fJXJtZ30PdXDzwcAgywJPXDOHu3JS/tiYjv+ydU9SWx4dcqX6kYPsnf3pF8WjwvvBcwlMBR3PNbKCUv39txZyjAOA58AkKRsfgSMERGkkdkCjmovwFGkjXqjfG31PXO5LMAmwXY5Q0KOOsPT4OP8LY8XrlProfXfUTYjKd4aJ47UtIFQupvRhkyD3HQtlL3DrppC+Q1nUMbq7Ja3y5OnLKNKovn1Yt6iirIlRjId/nsn+S1Xq4rXQCmNxaexL6m+rZol/ESaftMS1BG/aOyoweewKPoWJcp9r3QpsjO+Jky1HmYoL7UA+ADvR7GAe3yA/yI39NGv2HK3+LuDgpkm4rGoT3p803eIFu1IW0tTtknaF/D6Ke7g3ovljLERU6AdCYfyHoTVYx7TBql95At7rXQKNAoMHsUmEjAdPbI3Eq0GyhAcafUG6S+GnvHXPrJ+93f3768Je9S9KLUG3wJlJthBwblyXZsFBiMAslqVdujTA/2WIu1QxRYDzBlQKalMwAwLKm3anSRtX5F32+GszajFCVamEUKMBgCCaq3gH6zGgm0hRq0A6F3yv71ZQKTCTTEIBzgKG9pIIzMM7pq4pPWZtNQzOAYFnfgZDU4MiSQRfSXjULWSxzoS/baMws+J3q4MUSo8g39AKSMF8seI8XLOAHTSNM9xukj++O9YUQHmKZ36QgBrJUG2ViaMTgs5fGA5fI8UIPHYHrExm90YeyS12qEH4JEa0bdEwAkwPRp0G3xwcPuxuUb3cc//aSbuzqXIKj9PfsB01cDMH3vl7+WICTvUnuYXvrZp7kP6sFYKpdH55HwQOWN+izAxpNnTmR8Hp7zd+9116/e7D67dKXbG6DqN77z9VyyF4/cD2Dz6qdfdo8XH3ZHjx+N506mdyrA8ovYq/RKeHpej7w9fPAol+Q9dORQAJeHu6PxvqNHjyQge/718wnYWnpX3I9+/IvOkr7C3gA45c/SsA9ieV+g7De/98vdmVjOl37NI/WjH37U3YzznmdPc2LFgQMH8jk0Uo43v/5Gx/v1YOzT+koo488CsH2+BmCK5XEvMLRWd06ECO8vbULQroFVzqMMxVsqwOoolO9Pemf8JOCfnCAQ55QnVQAOmAn0Qy/lkX5+4oL23u/ZKg6+db+Fl0cBcoKcYywHGOIDQB3ZUgFT8kR/6Xqts52qNtyPBXnPv3p0/5IX6Op2UeUp4/QXsVe2M87ajLuUW79SeZ4MHkeo+avtwjvQXjnIAW9lRkdXedZeboanrOcqYOoZE7qGmdilWUvXJAnpAU55mWp33lXz5Z3TEJIfIqPokPQLR2M0rICpa+rQOf7LvfiiWtG5nMnf+JPYJgF9yCoTBNAQEI+3eJwCt6eFbpsUs93e5RQIER/6Rlnem7wHoNpbXLvSZrSx1E/Jqvg9aPvZ5WRdkuNkhvFPm2ix2zmilX/WKdAA01mv4Va+HaMApcMgzYzeJ7evdz/54lK3eHRr3qUybUBEoRcoNoMMAkrsdmwU2BoF6iBxgPHm1l7QntoyBdYFTMOoa040g00BTFcaZLNOlw/x/hwVObbQKDBzFNBvMoY9jk+Z9cugVoyVjMNCLjWa52Vww6zr6L7T+JaRdvggr/djz8rq4cNwSKcAlhUD7GQZM9C5GoLJHgb3ari1nKxrGwXyh04DPDoeOhPvInubMuoME9LTLWn3LJds5PHKaBx26fACjPqM5BiJGFXVP7CAjmZ/u6PxLjQepZFIuYGd8Z/lY5DaiiFcGdDRH+9APBBZHRl/agN7wsvUnqbPn+/pHsXytPPh5flo8VHxnowKznYS765L8h4LQBMA+Si8ShdjSVxem49jH1TA4p6It2evpX4jn1GBB8NLM+MHWCPOgwBl74Xn6SsR91R4baYXZ5TxcXiPPllczMraH2Dr/gBULdsLkFwIgHNxYbFbDDBV/7c39h/12Rf1tjeWxuXt6ZkEMnl+avOR/3t37mce8VEtQ5Axl+aV/rFYRviVeAeP6IWFh939O/cS5A32CzpHOaIMWaZ4Xnxg8P4D++JXcnzkLTbljHdpA0WyONdv8WzUE/4WtGsGtcdRHtcPBJ0q35UYozmSG4z+Ji4sAe3xLvJDkwKYAqe0hfyrGRzw9RVgQDPl8Q7fla+2dW0JSRYGaP8DvrZF2yIFyIqD5Fuv/qOa0shLLsWlkCX4wtLNyxOM8HOy9BbfOcxj8kCmkcWW4gUeukZO9wd8h7+Aul8GYAqcHySPOwmYyp881XalHPW70lQ5IY5+Sf/grKjh+LUEWCTA6oEBg3RNxKhekrctWRxpu67/IBPU+7QERc9PHCot6u+in0XfErKsfk/9KBi96kkJBgXxK+03KnedAIJGZBndi1zjlW8cFf8tNApMPQXIInJW26Bbays5ESGuuW7MU38niBq/B2k/U0+YbRbAJIsbseVHnWxED2oiY5tEbY83CkwwBRpgOsGV07I2XRSgjJw9XLwWPv7Jj7u/v3Wl+/q3v7nlQhj0xJgqR7AGVgYOL4T1rr8QsV1oFGgUmGYKrA+YBhAQsgJwUI0w/Qb6VOKrJt/kxTSzQMv7EBSonqYVJNWX1u/9gGntVxnoogsvhrqIy9Cwk4aDApAVAELfr89n0GDMKOedzc8QpM6oPGfsMceAwNvlYYJ9m6dSDPu9pXljzzlApjK7jv7+0aMaOBnQibMUaXFgMOaVCyhiMJaPDPEc70716IOeAj3tTO89/XKy3B3+mHmL3DCw+lTAVErAsWqUWg0EbPamCgSLN64l04ClgMG9AXT6jta9gy+rQhQu/leEHk3RQH6BMeis/tBcfI/45CQGBIr/sjx20KwX329G8FpH+UDvuTjlT8mV+72XuiHEe+0nmkEaCpFRVsUrMTyQ/KS9Afwq2Lcv6GBJTHlfK3gHz9JnT8PDrb5vrYh919CFBzbe9D5lZLgc2dLKfe9SllweLt7FmIdWQCMTEvCP9251b17lAFOpX+1LG0/QNIHguBkB2dBO62Q8pJO08PIoUOujsnOVTc4CLq+c7tJOV5e+tno9XwxP0NV7l8qjoM+uS/J+df9x8l25s/FRGzsfS73zMNUOAAXjCDmRoCd+gHmbyXn0z2fiTPZop9vph7RNbU67tLICL1N16Zz9cF9DdH1ag9pThSbkVN7Wt6pXss2kIrLO99QfxItn0Dd7BQn0BfqEuuCRX5ejtkIFOtJd+sjW91T72igwXRSo7UY7ORxyUPvYH23FRBrf4z+DMZHJG9qOdlUnLExXaceb2ypryQ2TLACmZKyJjXUrkvHmoKXeKNAo8LIo0ADTl0X59t6ZowBD3+uxtNDirevd+5993C1uce/SShiDm9JB+/LigLYMBOqAoD7Vzo0CjQKzSIHNAFPyQmAk6B/skCF1Tj4AgdxooVFg1imQfB+Hni0zi+taDbUdMF4yXDKQue86YKMYDjY3gNb0tnuuRlTnEophUHMN+8WaRr/tvnOUzwNJAEMMCDfDkAC0SZpu8pJaPsZzy/P68DYC7jBAKzmaMJrnkoORaIJzcQ2p6kQRBgvgFADVdSAcDytGIBRl5JAOwJQhnbddv5zcJJvr3pZmFDUBMaAYA7/34R/7RjFMrWWwXTfB3g1l2Am5zVCG6RM87X1fM2+RIUbmJK4I+Yza8yk0zvvxvYAGvfhuRlz0D1t0trVnATiC1spEAHwePZN3ZyjP5at617Keend7r6u/Mj91eVx0XsrXUnrLUXvJ56kA0pbG9EgxEPIujf+1Q2ToWXiWetcgIfMfZdQuGOW9J1g7wcs06K+Xv0ESXyNOBUzTQz3ey1vEXoDFw7DIM3Kk1M0aCaxzqZZD/tEMmKCdA0wBNN7XH3C/uCuv9sdo33eKAup7uVUVGdj/7v57/dd34jsDPiAToEkeAzjXCnUiEZD+6vyTNFSvFW/1NXL+XG8CMzAWODCOUNuHtAeR89pFfcZZrrbbD0kn5Vk0PP2P9qeNXumjF9mc75bRKQ1oRWzWM7rhcbJOX0LeqfclYCiuVa+51XKvAqZlAkjxmH8Usp18qx7AU0qmlu1GgRUU0F6qvCVntZNcprcnE+kn5AY9SDtKvTXuDSLPVrxohn9UmW2sSOchX00QBZzm+DGuU4XI2BYaBRoFZo8CDTCdvTptJXpJFDgR1pC3jh/oPv3wx93f3rwcex6d685cOLfl3GTH2+uAfddh9wcDB6EOHno/V3bY9Zm4We+Xp9qxUWC6KZCsvYv4e33AtCzJqzbXAkTJjZ0wvE83N7Xc71YKFOAkQNNoKGn7j/aib62gKZuC3/rPZkBYn0sYXOwdy4BwJwwJ92KJuwexHxiDdxXT6z8NYLR0bixXGgadk6FLMXoydnpWHQGeciZ3pAekrHXE8OkeME488dVVAqZReTxSKojJJC/9s+Fhup6BPqIMFWq5GVGAVpGFJY8+xlsGqGkJxct0nfyi7SrPykHji6dtoRHjEsB0757nSx6Pz+N+XM76U7eIqK4s31s8irS8dcKw+eolkwbzMJDH27KBV9B0mPesk6O8rBzKCujHn9I/HPzIcLldOYJEgjZQA9rylPJOHqX4zmc9wKA+t97ZO7Qm51o30mZc1cZ97AmsbLIzC4DMerRo10dPAQCm5XgBphstxW4SDM9pgKmJOPqAQQJQwEoC0jc2NyFnNwRyR3ute76a2FCDe9lW64UZOBOBPjnBLXjqYA80Tc/6KgPjTO6Sh3UlgyrfTOyylQAAhCzzwXNxaqFRYGYogP9NEgSGmkhYvLGLTKS34nf6hDZSJlpZbWP4CVYzQ7BVBanygnzgiW7bAct3ox3dyzjHh+xtoVGgUWD2KNAA09mr01ail0QBg7KDD251H395advepbUIS33v0pd6hzGjfFyh9lB28lpf3Pq1DirENbrwu4VGgWmmAAW2DmpjLLDCeDjN5Vov7+sCptyw+hr66radtza4v9772vVGgd1AAXIEbFIGxAW0KaBO6Sd5JpAvDG2a2mpPhd1Ao0HKmHSMA6MBowJP02sLTxJUIX6qCFovrbDTFE+RIHYuGxYXXPMcUJKdXL24oB4YfU6EAYjeA7xJ79OetYLx1LPuuSRPgKPiwbo3z8DZUQR5qkYU+RC8B1jKu68sPzuKN+1QGoi2VlDBa4UB4yMN+gC1taeougTItSeGfEan+TA+xX/eRzvgtuXjMkfrZCsb7jD5qnHjnVkih94LtvSemt6qM77I5R2jXEBT/JdjBOVZryyr0ljrp2ro5TyyHX+9tPAgo797FajH4e73x1srzbWuqRNL8CYAExG0IWAVgME+wdqbMsZrs05LvtZKqV1rFHiRAoMCmvjt+qq94l5M7cUrgwKyLz453Ve0V+3yzsNnXV3CuMoIbdR9Is9nVgIRqIz6/BX6WlwE+iRYFH0y8JxsrPIQPcjouUVLa5b9S/VD9I3Sk88KhVo5djsFKmBKLmondYKB1kAWuJYTCqK9aEP0FXHFa6FQgLzghW4SChmLTo9M6AlZm2OQNtGisUqjwMxSoAGmM1u1rWA7QYGqSlA4GMluffyT7ufz17qz57fnXTpI3nPwExGdV+s08kMLynN8jX491KLlsPr38p3yrT6XCax6dnXc9rtRYCcpgDdDV10COPA1/l/dBnYyTzvxrvUA070jMvzvRBnaOxoFJp0C1eO0eivKLxkDMDVArrKmGt0mvTw7nT/6CJMso4IlAXm6DOKxgcZFlldgutBcWgW4KXKf7gJsY/jkoaQ+ADneAdQRGHvEy34ir8R+eWH8Ed/WCVvdy7GXVJ6K/lWM04ys+QnjqzLwjvWOsvdo1b1KnvrT2E3fC6D3NAE2hjiAKPqgl/pVf/2AafU2ZuibxsCgZmlH5Q7MJw33x/fvTeP9dsrDmA+AxdvAgCKXCq8z/gvaxnYNnfJf8l54XNviQZ5LVsZ7LIHtmokM8lRa3nZK1p7dTRTg6XQmluI9HTLZ2Hm9CSy8pi9HP2J/6kH6kUpDcmOQJX9r/Fk5V/nA+5vnJMDZNAoylk5jRXG/o8nOdJvVa/iYsAQIOho8duZQ9P8m4cRv10N8psd87rseegrQ9GHINrKsX55lOqFQZF8UP8i+pGV/pHimhUaBSaUAnj+yv4CgCYjGb9fq5ML4uqRL1Daznb2VJ5UO28kXnZ/uRaZq/2hHXpCzxjvD9E/byUd7tlGgUWDnKdAA052neXvjjFCAEu0j0Jvnb17vbsx91j052HVvfe3tsQM43qkDr2f5YCRcEdwUetfFF8dA4YW4GXFlevVxytTqpHvR26lRYEcpEGPVnN2Hlyn27Kl4edb5swGmO8pm7WW7lALkSvpp9To/A2PgAQOjwNhQDA1kzu4GwQpFXjyiIbAIWOpzKz480jYLVYaT54AggJBraE/uqwu/GSrUQf8M+PSIizjeIo48gHHEPRpAFeO5T51hrx63E+SF4bQuuSot7xIASb4WT7/CJ37vZn4BvgFELd16JCoWWNrzHc16Ur/oqR4tX6tfL4BzoWkSdooOyoFv8xMlVFb8vF2+Y5TjPWYJcbzsA5zHX+SUgA+3+54EuKO+6rJz6keTURve5f69yEfZn7UBpkn4dhiYAoMCpvbJ/fze41ySdxjPP23NMry8Ci8eiT2rYx/T3RD0PSZOFFm6bODXH5vsUHWZ/v5yVulCVuUnDsBOy/DTAY6FPsDDmQ6BHrzDgKX2JMxl9fsIUtPwrCWeyUA6jWU5Ky37orevjQITSQH61NJSvMH7uYdpnOkKeJzqUFfC0EZMMKRD4PcWlscT0eyz3ZOzPmTHrQexl2ncGKZ/ajRtFGgUmC4KNMB0uuqr5XaCKHD7xtXu3o3radyRLcadR92Dbu+pw935V8+nUWGc2U3TSBycKTtCNWiUXy8ee9Eyb+vpQeKELWYJjJUmA8l68V98S7vSKDA+CpgpTbHHp7nkId7cBczZANPx8VRLuVFgPQpUYAxAoV8ka3J53jinQaE+SA71vu8WYAw9hNXy13XAjiVCeW/MDbH3XEmx6BwJ/MQFr5Gms3dVwLp616G7e0AdhmA/aj2lJ2p4liRYGoqMSTajCIwljKv6Iu+UF++iiyk30N2elfJa+MW7C89s9n5FEFbTtVydziPj8kYekIBU9ae96eNrPaPdNNJBHdJS8IMP4RD2yZQZ26lBPHcn9yotIEAFTZNOXhPvGIX8qYDpfLyLtxp+13S0SXqX35aiA5i2/Uu3U6O781mAFTDTh+c/A35/O68TDoBTXwRg6qwZ+QwS8Co+PRWy//Vj+2M57N0DmJIRZA6bxLP4wphfltIu7TU9JOM6eTsoPQeh+STHwQ/6YnxnAlUFTMlpsg6gbKUKS2xmPxT0QUOBnscz9dWj+zIN2w2QiUBTz+4WGhZqtOM0UqDyv4kDJpKYtGa1FW2iTp4A+Onfj4espFe0EPIxGnedQIsi2roPGUqf5VlqjEO+GiNWmdFo1yjQKDBbFGiA6WzVZyvNDlLg05/+uLv59GYaEXSkBntHjx7t3nj37Zwd3z/4G1e2lhT1+mUzHUe8iLNRtKIgFEWBkqUcG8UfV9lauo0Ca1HAYNYgVSjG6MKja8WdpWsNMJ2l2mxlmRYK1AGzgXA14gJ1XF8N5ugveZINCoxNCw3WyqfyV1NhP0BTrzMgMCQwdOdSdz2ZvVZa610r9CwGS9/RmxGY0ccZAKVe9AeAy+qhGJcyDiMnzyLG8lHPmPfOe7GXIyOJJYD1RT5hQ8nrjE/1mrz6nhN8FGSDUOknSj9dN3hkKm5pO0BTIYHwVQpyvY+uD+KDStUjeBrpkEbI4IUE1qPcqp2REg9sJ6BhBUReibRqasFiSdfVMmmr7/IedWG/Uh7iaRCM8gj4GUha9jHtGRHjt9otNZzR2qFRYF0KkOHaN8DUUqm+97fz5PMAr24vPuuuLjxe2gt73QRX3dAutAWA6VvH9ycouyrKTP6sE7y0Q3IWHdCScT+XngX0Rd+sbe+mtooOuhw8EWI4QdAqivW5+mdepAiGPjkZKmgUpMu4+PP8kb0pw9FNHBPByr7cTe4FSVqYYArgf7xvbEIuFI/pskUAWeA+IBVQOoieOsFFHWnWqjyVKLrRs7R/er5JFumdHvqRSZImXJC1LTQKNArMHgUaYDp7ddpKtAMUoFx8FoDpXACm733nW2kMoXzvNeSLc352IB/jeIXBQ+hPGSgHytJCo8CkUABvUkqxKEO1AcBuYNEGmE4KB7Z87EYK6BdJHQNlIAhAZC1wgh7A+LbdJTEnlcYF2Co0AFD6q0t3hSiOXwXEZKAFlm7FkFDlubR8p4cwVjCy+1harICRoatEffD0YOAs9RLxIy5wiueS/fHK0rg11UhwjVDr160Ss+hya0RNsJyx5HZ4mqABA5P8xX8aWOWj9k+MsyWvBeTFM2uFBNjwWHxEQUvpWZ52FsJK+r5IWwAz0Fs93o8PXVr9Wboz/6aMDP3l4eGl3oFDeHE7oQKxhcMCuIzEXEMeQOZ6/DXsO+t7EmgJPreX5MLjYhDEl+pT24v/DM3LdFgK7+74ZPrBaNuWR617SzLYk6OCFQqq985WViiQig8Z8taJApgmJFuS94qZDCFCUx4onH65R86UqzzTb4dXuGWOtWttWOidyo9ddqx8UleiwJdFnyj7kvPQRUf90IngJXuhApWATNcXnqR+YzyK7i00CkwqBfB5lQd4vAKm+8OAQtbSG04Eb/P0Z1MRtwU6Ttm7nT6ERlX3scMIb3QTJ4xxAKcNMG0c0ygwuxRogOns1m0r2ZgoQI3w4WGagOm3v9Xti9V+sjP1zrg5zapGGkJ6yj/FqulNKrWFSaGAgSnQVMCf1SBQrszusQGms1u3rWTTQQF9o+WZAAXMjIwKta93qTWPduAAAEAASURBVM4uBuqNCriYNMowFPKsnA9PFUYCZaYjKC/ARkiwKOI9jI/4wyxVJYVKU2Lex2+go2X0GNkTPI3f3vcsCJ8GzqiUJ0+jPwhjD2MQQzwDEENo6SdqqpHYGqECRBUA1q+sBdThAXGUfS72PKvGJqnrm+TT++UzZ+rjkbgpvY0M9kDWasRmkJVO5sHDMxLQTlirSLX8aMDwpPynewDjWvFLSpN7rOXBJ8BGPPvqkf3pSbedXFf+608j6boJf/XHH+R7fY9yMArei8+d4HdtLf4TlMHv/WHVz/5b7XujwAoKkGrkG1l3OOTlyVgF4NzhfSk7RcRzNxefLHlF6keGDd5hwowleU1WGOWEgmHzslPxUalfzqKBUOUREBoAjb61HeczJdquPKIR+YwX8SRWo8OgjwBAcl+fpF+nU9AX6rK8Jk1tgT1L4u3YKLADFMDjxivBvjnp0ASAoyFz8TX9nP5+NK6ZtNI8TJcrpHqYkp8+KTND/3fW7un/dLzcHzrouFonWk6pfWsUaBSYZgo0wHSaa6/l/aVQoCoeANMbT+a69wIwLQOxYghyf5rCimFo/OgfPJkLP43Gqmmif8vrcBTAn1UpNbidtvY2XGmXY+8UYJryIOVAfosMFIP/bqHzMsXbt0aBQoFigCztwdFv/WI/oGZgXY26swqYKjfAZC4M2bxHgaZhK0haACUZFNGFsbEYHQuwkjQbkJnIGR+h/7mw46ShEm0ZeRh1fBenLp/HiEEX41VkOV6GzThlnJJuyV8mvuoA+FV/POWkz0tVmVZ7eFZgFR1uBR2Ae5lPxInA4HT60L4Exrx7s5n6HpMCcFmaEgO4Kl/8v/D+VdmemZ/oz2vXMq/O6uCUpZRV/BQF9WlSBWOapYUXYnIBkIJB8szh8FCK8uAJvJUTLjDmBIbk8yiLNlG8KMrS2g+iwZd9eycw0y1LU0cBMk6/QWZfjD0i7Z+nSTBCX4ulePUzufRz8OJWwpEAAc4GECt9suRgvGs3elCl4T9krD77Jg9THXeEELUFCAjBRQbH/64MeG51f++afghImrpN3290IhfrBB+0a6FRYFIpgJcrP9ObTQ6wUgv+dp3eTFaSkXhdW6ihf5xTr+2Wc9X3gaV09ARNQ1amfhf6Ov0/V7eJeyRAkwK7hTNaOXcbBRpguttqvJV32xSgRzCmAUyvPw7ANJbkDT1jyQjCYDgtITv4Xg/f/10ZFKOep6U8LZ+7gwJVKZ2iprbtitkxwDSIy+BbDPlFDjDshshroVFg11GgtIPSHmrhS7+4EnwzsDaYFhgcNgPKalrTcq50AP5cmS+G7HCcC2C0lBlNqowoccN40BPUvdPARa2ipv85Bpz0vIwvBSwtS+N5b535zWgpzhmeSmH4qemoG8DnRgAmYMjSWuIejjQYkBiTVtdjes/GexhJqrGEIcUfvfBoLDdi3zzGp0EMTYVvApiKNC3xJc+A3t0GmKKD5lMMU+hQPHW1pWkK/R4JpU4Lr4AnlEW9MlSmwTK+45lJDOoBGMCLKidHRNtQHm1Mu+5vm5OY/5an6aAA7ifDTXB59ej+2HO6rAgAML0y/6S7F+BeiNct8xsZnt5UkT4w1nv0DeT7bgrkKzrqt/Th5NTBQI5dR+u6rGSd9LWbaFPLWnnRb2IZ7+AV3skmMRV9oOg1ZGHSLZQge7TvZrpV+rXzZFOg8retjPBy6iOhpwJQ8TnZSC8hj8XVx9Oid+MEk1qTRdcpumk0+ZSbdCCTJeztTj+i/6deVB9q50aBRoGZo0ADTGeuSluBxk0B4yyKxqcfvt9dfXQjPUwtA5eKBUWDpjEFgTJEI8pz+bpk4DRYqErToEWp6ayOPyXkWJ3t9rtRYKIoMG7AdFkeFIMoAy9wANAQY6n0kNmIIPX5umSpdr+bB1ob0Wq79wziliV3GeBuN832/NoU6B8wI3vydfaPK3u2AnxlxaR+sBpoWzv1rV2VJ++zlJbA+DHuJYAZWJ+EYcA+aJdHYMgetuR0kiUjT/xg5PFxnSFDUCNmyPMmcg/oY8leMgl9GIOksVZg9LB0qrSAnZ4Xd3U9VkCMwdQsc4ZS310H8lk2eJi9KisAy+Di3bJX8ym9adEn16LpVq6hQzU+1zrYSjov65nKH9pmsEYa0pQHf1m+TZ0yvlcDpTJOUki5Em0GWKo9AAMALA/jt2bm00KjwKgpQG6ezokm9tDbk8DejYWyBPR23qV1aWImKQAE7ENZl2ona3eDjKUmmNCjfyGLePALJuaQUdq5SRHVm7e18cIzZDOQ/fyR8HwO3gGy4yfkexiKhQlTd4N2Nx+UPWHRt4VGgUmmAP71IWON6+nLJqnQR3wqj9cyZPw44HzycjfITPKy2jHITaH2E/QjMtQEEyvMVMCUHG2hUaBRYHYp0ADT2a3bVrIxUQBYasbqZwGYfrF4o/vGd765pEwMCzKOKYsDJat/pxgIlKI81E4/FSQXBwv5WBzq4/1PZdouDJlmfxrte6PAbqfA2AHTaLxpEo0zOWYAUA3X1YC/UR3UQQYQYTE+2n0dgG30XLs3HAXQ2SBuSXanXI3hHIK3MBYKVN6uBjEG2LWAtNpeGNrGBWDW+i8AXwAwkRcGYN4i4wza9XyAJoyq1xeepHdFsOKOBsYadC1AWvmeBpy4rvyMmgxAgE5547GpzuJ2GoLKEr1+vRiqEUTbOhxplTokC1fGr7wA6ATI1nYY9pOkD97YCmAqn5H1LF+WKXK96tUvZnoGr6DrQ8SIUJbPXEn/SS9y5Y/STnuAaZQnl8IMA1s0oQTVT4QhHkCEJycpaAf2KAaSautlr8MCtpRamaTctrzMCgU0g0MhdxnsyT/tBO+RsdsNJIg+gUwHmmp3R+Nc9dpqDN/ueybx+SKHSvs1mQM5K0n1VYH5ZV9+N9r67dij2EQJFN8+1SeRGoPnCW3wIjl9IQBTZzyKV+gIISZzMgzA9FroQ+RlnfQ0+FtazEaBnacAeUjG4m9ysOqr9E36dVzK8Y14+LyOa8hL9k9DjdXjn50vxXjeWOWlMrNjaNMC2uhD/CQj9U08zOt2IOjUQqNAo8DsUqABprNbt61kY6KATjMB058GYPrwenqYehUFgpJNEZmGkP177eQjz8Nmuz5qZLX0fY2CL6W7hXeskVy7tMMUULeUSMFJfeZnqWLdma1Q+XmSijhuwLR6lqhJhgEDAAMDYSOgISPEAY8wtRhomHmNW4AYliCc5QFWLf9One2xqG7UlwDQKf3OJHHrTlFj/O9JTo4DI5nBMirr61f38+oDaCaeJa+W7xfga1S1YwBvkG6wzvvLe8709szMdhY5jNePPPAwuxPvux2G1bp358hf0pegIiiH8hUjZeF51+lgDDfFCF5W/OC1x6hJ3sRKwWnoIIvUGbq4To55Zq3AMF/3EOXtJP38Wzt6tr/iqPM88rgnvUwZTTEIAJvxf5BQ+Ubcaqga5Llpj1P7G+1FqHLMz+w+4to46eH9eMPbsUSt63WqWxa3FGr9AiQsZc0IZ/xwMnjV3or4dhKCfOpX6lJzwFIyphpLJyGPLQ+zSwHtruox5L52OUoAShsHBhzdH0u2R395PDxNLb0ORK1tfxapS02suos2jq7K6+y3/WHv9yZINE/yZQ7AL3QFgNKZ4JVjIa+rXlD6C/Tr0sPUihvkZa5ogbAtNApMOAUqf9OJrchCJyEfyWDep850MjKCDhA/czLirI/nq7ysdowETNEiyq9f0sZ5lbKNPAzZWbcpIAtaaBRoFJhdCjTAdHbrtpVsTBRIRSN6ziuffdLN3bvePTnUdRffeSv3MT0QRjJgw7SE2sdTBoYJnqNY9IdMY42E1rjU/1j7PuEUoAgypFGcBfVJodYOZrFus5SlqFnASSnjuAHTujSkOjYoApUyngqMugCEjUKlm1nsdRBhsGEQ1jxNN6LccPe0w2pIVDuqJWf9Gs21MHIKkH9ojr+LzAtzY5B6NbWJx37DZMlIkZNrAaxbzag2ef3Bkw4AA3xh1DsTHjPAQkaPcRmAGQhuhQcKwJRxkIfrOANak0PKB3tUDwwUXkvFOhhlZcy0nBivoepZql7E0UbIIUE6ESXTUhdrBfHrUoUmegC914maj9f6dsYfRKX6kG/y0jsHCTUdcWfZcL+aFgxSADkGKHRWz/h3f4/oTuOkR61v9K/g+yjbaS1vrd87D591X95/lADF0eBZgOkkeZiqB22cXJmLdq5uaj9Ty9LOjQLjpACJ2S9ze+J7JK8kjvsBU0vzpl4aN/rfOZKXTVgiVQb1ZyuaevZ3jP/6dUtMWkWC/l56zf7Yu/M7ntEv8aw7tn9vAEtF3zAZCqCEP+lCX963p3vZF7bRbnfyyjSWGn/TfejOdFZ6dB3nx60utxoL4Ujf1g7otHTxceplk0BH8rLo9HWCSW/8EQ3e+Eubd6bD2nphlP3UJJS/5aFRoFHgRQo0wPRFmrQrjQIbUoAikZ9QJL789FJ3K0DT50f2dG+++1Z6VE0TYLphQde5aUBAoVgdDDrRpYXZoECtZ8pgGs6iWOqXkk15dp7F+q7lzrJNUBnHDZgymBoEGCLU5T2BItp1NSwNwtn4xWADWGH2OjqmITwsDPZ5lt52AtlTTTqzPnBbi05oqz1G1QQdCnhU2mOh7TbJu9Yrd8210q+hagm+uYanMTIj2XqAW++R5H2eh3Wojd8ZHJb7x+21AfuNfRWeavfCQAcwB5ACX4CHFTCtwM8o2hsDKn4DoABLebVaXpS8GEdAJ2ClctlLlCxipGHgZdyVF78ZLXkJMfIou/iCbGkj2oe4QgHEVOH6tF89YcSkoEFCf3v0To9N41Kyg5R1lHHKktIFeEezXB4ulGdGOb9XL4U8yndLy36iPKqwSGk3jIWbt++t5iPbbRjWeTGbWHk8QNOz4emmb8XzLztUemjjdU++0npeds7a+xsFtk8B3QPg66iJCtFvaH+AggoQbP8N05UCYz9ZlBMkYg9O/XsDS1+sQ6LZB6/wxDsRoKl9TfVT+n760Fch19GRvGwy80UatiuTSwG6lvEjPQR/86LGw3i+3iM38XsdZ05uaUaXM+O+fjsD2WhCmYklAFNjkf4le0f35pZSo0CjwCRSoAGmk1grLU8TTwHKRA1zX3zazT+40T0+2HVvfe3tVDLqvVk856CgNypIOvSI0U+TWSz3bisTQyIDMEMyZVGoCjPjA2V61kKW0mECeXrcgKllPm8HGANkAEaoayHGUSt+58UNDsiHXRgTgCr4SMAzjOJm+W8nJBgCKYoAONkMwCoxZ+dYARp0RUogkKC6KlA2O6XduZLgWQPknqhLowFaCxVow8ObATk1nZpzv9WVtGv91PRqnGHO96ONXok9swzetSeAoqUFfccJuaxWtAug4yjaGyCFURDgU5eiYmzVN4wjMGCb7c6gnUuFKVeUJeVTGCrM6LbHqKXEfAClZFSVA7JV68BZ0DY2o/lW5UpdIjvfpQ3m++Q5X90O61AADzE+VQBcvTPKOWd9jZmA2s/N8NTGx7yUk5fixYMC5esUa93LAAme4dqRMjNQXjy6P/l8M95cN9ER3sh2HpMwAKZtL8MRErYlNREU0E9o51Zi8DEZZxT940QUbguZqIApeaS9k08mOdJVWlhJgapXVR6qKwMgFX3saizJi36NdCvp1n5NBwXoW8b8JgMcNvmwp4ORBRVMBZqKV/Xs6SjZ9nJZxw9U0TruXohJ4ABTexebcEeOttAo0Cgw+xRogOns13Er4ZgpwLth4cpn3fW717v5/c+7N955i3UujZdjfvVLSb4YI8urKRLx38IMUoAeyLCX+mBUOqN1NUxTnGep3pdUXl8mtGw7ApjGQMCsSXXLmMTzxkDKAGpYQzI5wYQAcAec4p86S3U7zUV6dTlQg7hh87Wdd0/Cs3Xghr7kr1DYdrl9lqvtuBEFSj+GckWW+RastSJUwHQ7QGcF4lab04AkKUejDtfzBK15lK+aN8vGWkIvgcMQyNkGghHwgviC79F005Mtmki2vTitCIWPTIpZNpKKqz3JV80TYOkWA0F86h5n+oRVpFqR9lZ+eCfjDODKHqCWTHRe9nYvwK38AkyVe5QG70pred8IwFodT/z+mei1TbrewvoUoFvgZbyUfBeEA/JH1W5I//VTHO6O1RRuLj7JvgnPAemd5WG5PqVZ2tZwqb8Yu3/igXakL7x4NPZSDPCmttEXnxr/Fe0YTz+KuijeEwGaBl0YBsmIUbfz8ZeovaFR4EUK6C+Kh2AsrRptjm5b+/UXY8/+FfJX334v5KA9ya0aUSdCtTb/Yv3Tn3z0ESdjCwSeeH4/CDm5E3u6v5ijdqVRYHQUMFGNLbPoQcaSuLtMvKwrcATrZzAWISNEqbpyiV3uj+JIJ+kff+2UXp3vpQH2yugs0IRCReoexOFuTCzLCaQmmaSBrMRpx0aBRoHZpUADTGe3blvJdogCdSB24/NPuisBmi7se57L8+5UB79DxczX0B2qAuGCMo5aUcoXtcOOUKCnC65Zh5RDM47VNyMmz6VUkGeszvt5epL5edyAKcV/PgwoZkwz6BocnTu8L/fu8X3YmaXJW3EAcNS9BCu4sx3mznzGQEXoX4pzO2lO07PVoy2N2Unk5cGrQe6w9TRNZR9lXtGPjDMQXk2zYggodPXO0sdtDTghP3OwHWe8WyahlEkJ6ouhYi3grz4nvgkCdVyuPdlrTB4ZNzxfA+MFYNYzgvQBQKKsLmNtRzw3c+ntiM8IaOk5Z+n6e/SsAJU8zwC1D6Lt9dgu3zGqA+8N7Zn3z6kAS4/sL0ab6pGu3MqFLqtB3VHlQdqCfmC9UPnGff0iug7y3Hrp7dbr6IhNkRy58xOH5LoN6D8qeuF7ngLJ+/E+fA+gx/f9ckHbGUWeKv/yRLLkrQKfiyV57WcKMF3dPkdVzs3SUQfqwqQmk6UYAufqEp3a22YJtPuNAlNAAf2LVQv0LWei3QG+JlnfHzdJtXn9KV3/Gs/3kIXUahMStfnW7l+sgRDTqVPVyVr6BjRceFzk54tPtCuNAtNBAbxM9yEXeeLTh+glS2OUuIfvBRPd6Lzi1zGn50cZcmJ0tC1hJ7e4qOMrE1KNuZRTqPqbts671DioeeQX2rRjo8BuoEADTHdDLbcyjpUCFAZL4lnK4nqAplcDNF3kaRp7mm439PrqpU5bevSSjQx6233nes/LS1UexNnNg831aDTp19WfelyYX+huXZ/rHszPL2UZX506f7Y7ff58XhPPYNB1PF48P/LWSA79/PSyeEkeEKTAb4yWpX2NpIAjTmTcgGkdoFh204xp4UwApglKqv9eJeGHYYKBRgVM01N1m8KLgRuoKxwLcKUO4obJ0zTHLW24gA2MXrUd4d06eJ3m8o0r75VORQKWvqzSD1hR+bqwefyuF0aUodq+ABO+C9pU2CXS8LAaMBFF/spAvcio/ix5jve3NCqsoRTgTICq55SBp+haACPAlLH0/uMyQcK7tCWGEvqMfRb3xVleeeMxEvA0tS/xqINyMdScPhzeP2HQPh66FAN3MreXxVdxRgFcSW47AT1WyDMNr4WXTgH822tWvX584zZcJwzw/MTRjH/V2xOYKi08mLoP/huRQOhfCpgXNb7XluvEgJ0mpHKinX4VmKudA5IZBOPSUhPc6Xy19zUKjJIC2vfRmIQDMD1/ZH/qtaNKP5pPtJPSC09KP7VZ2Wqetfm5AEwtu69vJxfpDlGkFtaggPqlmrwS/KTrR8f+rUfWeKRdahSYeArga2MQOo+JmDl5Mr77bSxAfvqYsGtilZATB7IdlLaQF7dx0JZoYyaskUHalTwdijwYw7hP0sprjgbKl/w1qsPqcVrVKeWHjpRjofAwpSPKTqHEqN7e0mkUaBSYVAo0wHRSa6bla2oooM/WmQMDDseA7MsP3+8+eXC9+6XvfGtbZejpBgnmUBT89q5iBC3nbb1gyIe9vygsy/kYMokW/SVSQN0BBm9cvd7NXbvRnT9wstvX7U9G4uEUNrvu5qP57uGBrnvtnTfTQBgsnYNCxjzfRxkoombxCdULapTpb5ZWPz/XuNrWiItZk972edyAafJHHKqXSR2sGDABTQ2O6jKdwxSGMVZaggHXamBomLTErYZu33ejh6lyl2ZTjFpIWwd1DO/bpa/0ZzEUOlVQpQy60erFNr8x0LJV2tT2RQbX7wWQqAaA5ZS1FvcM3skjbbDI4GXpVGWzMhR+KDpBph3agsku1ZAnLhnb78nqPgMpgITBdCEMAIL3AIm8E5jj2Ydxz9JzluysbTkjj+CgRD4mP1w4EkuUxj5KdCn9UZkWEXmK78pp0s7L5m/lB3oJ6EOmtfDyKZD83PN80Ffh4fxbp3pKfMa54q2dPB/PqF+e1KQrAJXhcHXb205pAbQmKjDA7X+l9Ks1v9tJd6vPkjVkRt0bGViqj0Uf91poFJgFCtCNTDACmFoKW38ziqDtaCnZX8cPMifU5ZfeTw1SNnm3ggTQlEzS9gECzXNqY+qlzhIHZzKy8MDGz7S7jQKTTAG8zI4ZqlPKrmrPPBbCjB5kPEDGGc/jd2qv7TJSz4rvnt9OKG2oTNhgg6Af1TFLjgdC/893x0u8y/s30u+2mpcEauk/8f7+8ponahxUti2IlUnigrbfQqNAo8DuoEADTHdHPbdS7gAFwq7SHYxR2eWPPui+WrzefeNXvrVkyPT6VCiykx8sMxQIZrmwW6Si4CnGQooCY2J83TTUDn2AqBumlenEYSm9IcqxYcLt5tgpoM7+f/be/LmtXGnThK2dlKxd8r7UXuW697vT8XV39ETM/z8T88NER3fVvXVrseVFtiRqF6ndnvdJnKSPaYniTi1IiTyH52BJJIBEIhMJWFvSzZuXr8KH/aMwemsszMzeD1Nzi9YwTSBVo3r14kUo7a6F09FgZ/HiYeTG0nbbkBc0jw/CKYDQHQXgGMqe6iu+jX3H2zvPsmgW2PBqoT16OlxJg/QtLUu1c1+eTz5Fy4cvXgIN5N1tg2lEJHoVs+UOxpTqdoVqB3ie0U6oq2aASQ4rRoFOGDzcYEEbQNHMJO8mGy3OGh8itdO38wn6Nu0QO1fscjKSqNN1oj22SmXwkW7SFAMglZ9+gyOTdYw58N/8FrnOBy/K11dKm+FDaRGPfmKLUxAg9AwlAIaSkjzK8SynvxMPoJ+7wZQ06HfR+8Red+wLboJcw+KHeRlM2RYV5QzPfXwwY6kexHGCN70H2lKss098MRlMe18PNp7EJlpV7oEFbRdvaZpvQcL4sIyR9fq39z/6HX1MTU5t7pZtN7ehBQQMWRhXvA90ylAfDbUsPFAXVKMiXcaxuJgo9oVeUpV2DQ225DXxZucobIsPQJuMxL1EJeWVKNA1CtC/2OadPr3QQQ9T+gp9mvGavqRsPluY1LUCdShhNxBwHMeWFopgPLUFEyoMvJTycaVs+k+QKJAocA0pgFSNDMREgb6OPpN5B0cGwDPxMsWIGMNFecXm3wqv/7Yh8pc4x+D8dOYhpAvfRgbjnjkI4eCxyGwsgmlVLiMdfES5AlYEfcHr4OfO9/gNj0S+ZKEkBlPmSvDIBIkCiQI3hwLJYHpz6jqVtMsUsImSvt7LYPr+qBS+kYcpAgYDMoM7Az6Dsl8vQicO1J8mLC4kmGLHRvf6Kdhw7mN6lnf9GGe/JYlaoaKB7M9OLD3tOQVoR+W9ioylS6FwuxCGw1i4+/hZGCkUTDj0NumrC99rW+mN3VI4HQnh0bPHpnTsVH3TlsCHD8pCtrnz/NHhR6k1trcYjhgY2qLHEfeeRnwTozTaJ4jvQJtGKUqC9C36ZacBHC0f3XAPWDbkF39Wn13EF3plMPWJAhMCvM6YpDBhQAF9R95frNJvBii/q1+p7XbpzESKFfBcnaasgL2pAA2gMXBRG4qhbsZ3bbujtWAwBejv1uc70B5jis1/O37x+mV8r1fq1PBtElfSpS/Tf1mxjRIAMEOoGKYvfEARwLmFu6YIiFvummJCYV1u8bRIIqZiSXXkCz6I0oNttyZHB4zHTKo/oyiB75Cnh2lHQdIusvCbQ32c70CbfnoGtlueqxqftnmWhy/POGeXNlNUQ/EFPsgOZwFtGp5AeyaEj03uAUocvCvMeK+6PjsVQjUH1fE1K4cupqgkH8ZW75fNpdp66MgjgnmXLe8dm6cZz6BLgkSB60KBMSn/p3V2Kcr/ScmxeEd1AhhX4T30Y/ou41Y/x6lmywQfxHCAvI+xlK0mka/5zYft/eG5VaNwsxmk8IkCiQJXggJ5GQexicWVI+KbbNGLfIIsxaJpZCvOFYXfwetcdmq3kPAi5Df4Dwu2K1oAx9zgjuYDUj/YM2QT57PtyN/k40eXgDe6KEYE5B7e6Z+nER/xQHi8n11qC0vtPWESJAokCtwECiSD6U2o5VTGnlAAYUMyRXgrg2npeN2U165ck1xhA/KMzoicXZi/0EOUsZgJmMZpMyzxm8EcQYG0LgLCM+CTBgBekgdaAtLJkrE0WkympbxTpPYoQL2VVkqhsr4dxm6PhaGRyTD36OkXiVKntCsEYib8K69fmNH0REbThzKa0vZabj+Km29DtEmEXgClM/l6++Ie8LZrSn49M68oXb092+kRRNIzhHXat8e1BBr4Irqnp+hdadvk4WWxe5XUJhc1+DltwQPgt9/HJ+IFctM8PjwOL/757/Af43Phv/73/wxDw4NhoEOKH8/Hr2Zo0SQBoymKFNrFrBROTJ76CbQd2oXhJwaJ9ypbeSZIFIAC9DczhOiKfdT7Nu/o7/xmEt4svyD+VQT6Ch7jUTkQ5QhXflAeZAyUpH5OKdduKwSctynrWD+6sjsH2/Gi0J7WB2UIuOV5dD8V0fAbeCH42FZhYoP5LY6h5XUH+lbsXVw1kqkivS550gugrW7LwA8uKNJoy9QJbZxz+Oj7GDrHNC62Uj/eXyhLNw2Y1p7U18gPXgSu3czvvLrxcX5bHqarlRMb65PB9DxqpedXkQLwKHYwWNRWvJyR3YmdAWCF8CDf0pZ7X6TRzDhFPF+e0CnDQyt15AuC4AfwpBMNvhhMWUASDajRw4twjMv6N74V517xbEOxX1tQlM8f3uaLVkhX/wkSBRIFLjkF4JnoZ+BlyCa2oEs/WNgIn0MfQN9HJ4kR1fv4RcXK8zsPC09wvoAEJxHP5iQs5MSQyZwAPlJm9wtFiuerxuMMyL8V+MJgmsmzpIX8Az5oa+BZ8EB0IDuc7Y73a/a+lXxTnESBRIGrSYFkML2a9ZawvqQUYOjeXV8N+5slDfDxPCQGX1+Z9eZQW/X+9ENdwyfzCRusz5hYIKCgpKoHFk1fTGoY2AGECuI2C8TOkrCo5N1CMs1mm8J3gAKVciVsrK2HwrGE3jAaxqbmQnFm3tpFPnnq09qGbqhr6pi2uypP0609eZpqe17zNG2h4mk/tOX44VcEz4d2SbK8B5B9+Vg8ScbH3n6zRu/tmTgI0gDfxIm/4oPqPQHqAPmQRZb95+nUidfMK8+DOPm87PcZCVXLky+TwvXaYOoTCt+qizYy38GtzM4oekOP4KfwNhTneMWh1Hl6RwfvJkgUEAWsfYh31C6qiHwNPtEfQ0+/Kscn//RnzftNJnDZAMUEz+FL9CO2NN3vssEU/sYHMN6oK79RwkzJw5TPpLYBYwU7eEZZKG7PxXjB2NQPcPqATyuK8X7g3Mk8aSMo9q0+lDC10I+FBxj0S9oyl3aL8QPFHUotPTbFPgo+DKkY3Fs9c5syAsgV3Wpv4O8GBPLxxWPdyi+W6MtvlIEYmjm/kC05UQjCMzISfBkhPUkUuEIUgE/xYReSe+PRYNqMgv+8osIj6Cfs3sC4qVszxGJQaGahhssr5MPax173fy8f+JusoAfVez1jlywWW7nXF3I33lZ6ZTyWhU6M1Rha8fCHfxAfYKjWUB5GZazmmW/3G9+m70SBRIHLSgFkEmQrrvRdeBrnPiNX6d/4VOzft4y38rwRcH6HhAGv43d+gSZyEbwEeZsrixOR80AC/gJMjsSF28h6yE2tAGWy5XUZryINnrmMKzZm+cP72FmGeREGXDxfwVGPEiQKJArcIAokg+kNquxU1N5QAAHDDUEoKPl9elAJr1/9O5SHTsLDp4/qGkwZiDVG28CNwgfgG7nAPvbk/C/GcQZ+0kAhQ9w4gTs/zllvPB1/10jeHjZde08B6otZrJpc2FhdM2Ppo7GpUCxOhaHJuXBreCxrV7E9MTmnna68ehkOK2UTHjnIHiU6aSGMIgQfh4OAp+mDp4+r7c/bI1meB95+aM82EbdrCO9fvbY+QXouYzMpB0xpqCu/2EaY51sy+tp2LDIA35mdDVPzc1GxQMuO/7F/kACQPYs/Lv72vkJI8GlR/r4wI8qUFdPK5/f5iJEKkWcIlSq9CdNrg6nXG8oRPHrUHGxLM1bn9xOgGxMdJi5skcNkKxlM+1kjlytveI0bIrwPwRQYh5mgc71O4P0BWQMFA+WnnPAyFmpZuVV+eAvvXBmBAjSGF130DppxPg/9nQ/jQKcAkjv9wcuVwuAD8HuM8+VkLEWxXRCP0U8brwhDMPhyPwym5A8vRIGDhykYwwPjec6fymIFucZfbuCjndE0aDNuGKBu9N9VgO5s408dYDCl7dJOaBMmL2dtBJllfCgq9rqK0AWJe7tx5Rr0cXoRlTaNcs7bNs+chpQ1D77II/+sU/fQc130xMMUDw4MqEbrTmWQ0kkU6CMFmFNgxLwjpft8QeOLeEMnDJOMCfRx5M/quKB8OOuPTVh8jLuo6KRRlVfEACJfiLFIA55Af+QKn4Xv2nMe9ADAz2ULyoonvxlMhRTbdbK1MTyXueOa+AhnorvsAJ0ZKxnT4YPr+xhUOyhY9KD8KYtEgZtIAeR112PCk8xgKsY2rD6fl0fo+xyhgdens6R41W/duBwEDUkTXoYsDf8kHLxvXzwFthDjxTAeDx4CjzHZT/MTeB8ep2PCRVk3zGfJvx5EvhvxAkc86ZEx4XnO4/EwTQbTelRM7xIFri8FksH0+tZtKlkfKYBgADAII0gcb5fCm/dL4cPkqG3Jy0CPMHEWaHz+bAKVnyCR7jnRqkkx2JOvp0M+vn1GNVADN54OQcnzPHwbSCoF6QEFvM7fvHwVTipHOq90LCwuPAhTcwtaHRwFQOqUuqT94SWzufwyrO2UwuZx2QRSBEQmxx6O9oaAWigWwj0ZOGNbzBTxXiaF0f8X4O0HvJgiI4CC28jRrVD+UAnfytOaNoUnLELzVkmGUT3AeEucsYEhE1gnB4um4CgODoc3la0wOnMnzC3OWxnI1NvlWTh8gdQZD5S19RVeRQH8jEAdegRNDKo3kdZnPLZH+f7ea4MpKMY2xYSBGlSb0cSFSVQ/wUinLww+KKpYAZq25O1njVyuvF0BSdt1g2HEME7g+9t6O08rFJH0AfoCRg94KdtnocxkW1IUGig74K3QBPrA5wnHh/6EqoNneMrsabDAcIpSoxMAveGr4IA3inn3ZEwb3LnlGQqQCX0II9QNDD+hQRjwJx3fWaATuDWSBjigJPYV7+BxEw2mtA+8O+G7+reV/5wLSFuDJt0eFlyBhsJ9K1vpz+hJ26WfI+PyQd42g3u3Ebqg8Xi7QcF2KJwZN/GUQO5yoD/SA6Gn/lWSCJTVIZavc4pBT9evGDjeaytevEtRDDpP8PfpmihwlSkAj5rRURL0vQl2LhC/sj/vbC0Wjh5KN/XxlGTo4zZGkUOD6Ttfg7/CK3xsJr7xVqVl/EC/SR8eh0cnPK8XkOdR8CnG7CgafFqYBf/H87Qkg2j0woqLLqB1UQZqDByUa7l8bPJFL/BOeSQKJAq0RwFYjMvdyOjMKeA/g5nMR+o85wgE+jph4VtwJuLCZ+EXyM8A+gMAr3z4AToh5GpkOsIRn/SRrwkKv0EeMZlE96SJ8ZTt1eGN+u/ofABeFyWyKI+Rv8+tmBNtHpxIBob/RZmN0AkSBRIFbgYFksH0ZtRzKmUfKYAC50QG09cymH6UwXRGZ5giUCBYOFR/a4BmMhKVUlGAiIJHFFy4R+TIx/U0/MqYz8DPYM/ATlg/A9LD1LsS30A3fk8a4JjgclKA+i7L8PjmxaswPlAIAx9Hw/zDp2G0WKzWIZhThyiuUSKsv3kZ1ndLYX8I79FHsd1JsEU4pe1Yu1GDq6r3rA1ExagJxhkpvG34NXts+YKXtUX9evNCnqUHH8P0cDG8OyyF4ngx7JfLZhiVvBymhgomLI/LMEr+w2N6rxcYfFGSo2f888VvYfVg285VLcqIW9soW2mj5MUHsL5m5Yy/e/0NGkYzXSlLnqa9Nph62b3++N3KFoeeTqevTLbYKocrK9gT3GwKVPuOGizjHoCCEV51nYGyMqln6+ztzOhBkSk7Sgzz8DAFg3qvnqN8RX9hVwgDqfQcvg+/RTGwK8MrClBkEdKHnFkwIyX3eYDCpA3/hN4oMpzuPDMlrx6eazDlnT75BRngh1KFvFEOk2YnFN15vBu5hy4ofEQW4RJlMnClTJSR8t0EYNEMxnSMaiKJlZ/zrKEFyi3kBNoF9YV6DLJAG28H+vkZWPsjgsDCUbt1aOntISrYolcChkjZGCxvPLtQpBUk22CUpH46BZSJ0nHhQ/nPKx/9hTZDe6H90o/sDHAVbk5nbWPMzZeTtCgb6TrGRhvFZ4cNnqEkhMbIQR5Gj9sCyoRZY0d9fXnv2HaRcNmvrYRT5ESBS0ABuj88YFxGUhbUISN2w9BIP4q9l/5bn4edRRaP73wNPus8Dd4K/4Qf0PH7YTA9C+eznrGYZl0GBXZ9wfALRO/SeC455XsLn5GXFjwvhjgrpfQsUSBR4LJQAD4K35FYZde4GDPKV85jXd7iN0D/poejL0Aeou8j8yAvEqQi/sAz5CNkDj6EIx4GWHg1+RCHuQoyFO/YaQwebgsWkTv1vt0FlKDqPDhewT0+4wpe5L8r2XdD/K2cDKaQJUGiwI2jQDKY3rgqTwXuNQUw9JReL4V3O2/DzKP7oTBeMAWPSQ4arREK2DaIK2CrriQdMHgjgLhAwD2TJ4QElFMe3iLlvlwA4BH3JEtYrhdBPi5hLU6DcS9KO73vDgVoJ+urpVDZ2A4jYUyGxsmw+OjpF5NS6pK2U5QCYXf5VVjbXQt7gx/D/SePrH2QThRco5BIeFcK5zFHOUBYayt6EdON7ZIf/HYgzAcJvK/lWTp0GML9qYVwvF8OLytrYXF0PEzJeDo0WrAFArPzGEZDGC+OW/qubETxCCBAb7yNHrEHQ8JbRl7yyuPRaDu3BLMvi68vro57K+nk02znHjwcHB9+981gSuaOlBDK48SrfgFtEEUSzaOTyvF+lSfl2x4FmFCb4SFrq/ThTkyo28Oq+7GtH6iDYjRl5TZn7eApyj28FyVFVBijrIi913g4qIlWkIun9CNkD+LhJcL2nBhQMZCxgIt8oCegR3mWYM/dy48tu1BoeJ9E2TKmiPBvNzBmyVTTqMo1esF9zCMqVbgnrbyMZAF69GU8RuWlfQFg53JZP8cJQ6aHX3mDKaSgTtzDlLoBoBVtg7EbGuUN4BYg90UY2hftikWFpGd/MalcyHjrcjEyCkCbtC2k1d5ps8SfZktntXdX4MWY7X2DH/2FbLmiwAN3inxW+aATZ4KCJ4ZO8MaIAI1mxwbMqJsvJ6UhD1Kn6NySF+mgpAMw+pAXNPX+YS/a+EIRCM/AgLFcPrE+T74JEgWuAwUwNnKW8eTIbfMuZaECfSdjVR0tYuy/GhvO4V0XZUZ8eCd8Bf5J32S0RncAznRLkiZ95v7dKsdFeNZ7z6KQUuU47OgKX0EeYAEL/JjtkCnbe3mYcg4h2/dSzgSJAokCl58CJneIAyH/42VaFF9F9vOFg+goCYOMg9yDgdFlpCjVSV5UZOLA61jcaQvvJN7A05Dd4H8sugCYszCH8IViMEDSYxcdBY9HLigt8GlXHlKyljf8KOq/4lxHPw1YJMk7cEsG04wo6ZIocAMpkAymN7DSU5F7SwEG+Bf//N9h43Q9fKVtSE34kJTAcx+UbfW4nrjCiYHbvRkQKBAyuOIp6t4WpHMWRAEgpk0QwhH3rOCeP4hU73OJnhcvFyTd9pkCb1++DsUTbUOnLXhvTcyG0en5KkZe/wiVTL4RQDE6bu6VQhljaWZ0JAL1722HdgggyHo74wmP+SDWepiYRwxHezEgnG74lFbWwsnmfpifmA/ffvt1+OPX/xX+Kq+FWRlLn917Fu7MzZswjHI/DygNWIVoE2slhMJ94GQ/rL5+EVYOtsLkw3thDC9TQPkaHtw6DvaisS/Dla8MLmO775fB1GmSrokCl5kCPnbCn+BZNu6JK7TCD84qZ55HXEb+YOUXD8UbEgMNW0ehuETBMT82aEYXU15cwB+Jg2ICYxYfvEXgw5QfBQVXlBeMFQB0Zpww7xcF4Lw4lB38Bhh3zjIs2cs6X24gIxvSwoece2hvpt+YfJ0U0qtOUYA+daQBGgNlVHZ/MohGQ3jMyeUH6om2km8Hjgtp0ZpQmNFOqVQ8CjCa1mufyMQYEdGpkQ9tkN9m0FdabjBFSd+OJxm4gyP9KSrQPsk6NGnyxliLchAjDOXPA31mU57exB9XuQC2vUUGY1tQlIb1yun0od/tauEDv7thMKVPs7ACg+laRfxCeCdIFLiKFKAHMi7QJ7kC8BO2gsVoigIez6U8EO4yjSPe7+Ev+o/zGSFZg3a+CJfqHr63hQeWrrASxmz4I7TnCq9e0dbf8BvCEiZBokCiwNWgAHwI/SMy3aQWphWGtAhSD5Fr0NXAv+CwmnZk/RsuFucH8GXCYmDlqZ9ZynvEJ2Qo9D/IIOg92S2ERW/MJew4EYWTOGTpEgd+4t734JUH0gcXQNkaTvHX2d9Rzou7eSBTik0Jx1geYsCPkQPBzXiXBFCJTlaOs1NMTxMFEgWuIwWSwfQ61moq06WjwJ+//u+w9WE9fPP8B5tIIHgAbIllgoZ+MjCjJGQiwSAOuDDAL5QsGFZdOYmgcRYQP3qEoNSKcXxL3phqFCLsXl9cyRuoFTBqf8dQ6fuyUGBDnqUje4fhjraznXnwJBzIaOqKL5oHbYSJKwIpE9fNN/J03l6NnqU5Y6mXh2ZA0+NK/Nr6t2aSvSeO/fawPCCSHiJQ0rZpVxh0Rw8Gwt3Fh+GJjJy///K/wuZROUwMFsLXP/1c3Zql1mBK2p/6QTT40vZ319fC6urbsD14HA2+yhPFh/eVWpxBqxHwchO21TQayafVMMlg2irlUrybQAFfCUxZ4QX1jBKt0ANeludHzm9aSasbcSL/igtMzNAjhMEZGQCjKTIAfO0ioIwoDVCCwMdJC0UCfJ2xhOf7esFzQEnbQhx4M/IJyhGu0B+ATvHTQOYWI365wRQciG+Q3aNEIZ8E3aeAtysMbMgW+9JcofCmv7HFstV7VhXUFfXi3ge0F9pfHrx9kdbm4YmN3bMy6KMEqwmaj2btjcUAbImGAZI2Sdq0BZRxGEhIw5V49dL6LOGaHzRrcDSDpfLxxQJK2to528JBEzcI1BpM2SZ4W56h0Afj7W3hRhpQAWUj9LoIN9JnO17SAtzTopNb8ppH2H48u5R75gwJEgWuGgXoV3zoVyjZ6af0L/gC/Y/FOj42Ec4BPnXZxhH6PQNt7ImRT+Rxdtwv4xV5wBa0iNdh3FB1VOUC7uExeJhidGCRC2NFgkSBRIGrQQH4KryUc6CndSY08hYiA/MBxBT6Px/6NfIT3Zt+D8DX0NHoOGNj1swv4NE+JyEdi0MkgVi3OYbAt0mD91yRuXgWn5/NHz0t0kE+JF49IF9kSSuD7o0vGR4RGWQ3eJd/XB6sl2Z6lyiQKHD9KJAMptevTpsqkY8l2TjVVNwUuDEKcE7j0svfwunYh/Do2SMb7Bn4oT3qEIQJ6O8Dt61w4qECuFIQ5SGA8gUFJSuwECoQOmqB+Cg/SA+BgXCWn64kCxCNW/tkz+y5XvCOD1925T7BpaMA1fbXL/8KP0/dC+Mzc2Fkak4KyLjdEe1ip7QayptrUiBGhQEC7u7pvoylH2wb3k4WyJsQ7YWmitDpqw4rOlv1rbbkvT8yF7775mttz/sibMhg+vjukzAxqy16TVj9tHAAvGin+TRdgKYdoxDFy/Tl5tswOnPHzgSmn5A35c5fSatRIL9q/8jSaTRuL8Ilg2kvqJzyuKoUiDwjcg24Abygk5BXDDC2wnMwlhjv6XBencS73bQoKzIFgCEU/o7hKrPlmHzBau8o03SO7lEe+jSOoIIhb8YCDEjkl6D7FMDwB92RKTFysjUZH8Z42j/KK5Rpbhjlt3l56l2+H3r/ZLzHS5W0UEIRfg6DqYwbZ0E+HmdfseU08ViQhQIPuQZDJG2CJByPs9Jq5Jn387K8L/EURUFGOWnj0SAT250rEGvbIeGhj8hjhmN2hCFNaNEMfrX9rt1yedmdnmz3a2eXSmaM8wUPka6JAleHAnAN+pgvmqA/0vd0sX4blfJRcU7Ppd/CK+jTxCFur4E+CHRaRomp9ufb+YrP/cAC2Qg+Br9nm/918VN2KcCwwphyXcBb0DUq0nWpmlSODlHA5R0MpjMymLIIkz4c5bm404cthMiMofA2428KQzjjveK5sFvudWsLVpCLWBwG//B3hOce3uxSIYtbWBCHvAhY+lztPm71q2gma1XzO0cedF7FNepgo6EU3oW868Cd7YQiGQl5CbmT8iZIFEgUuHkUSAbTm1fn1RLbQJP9YghIw0CVNB292VhbCcsrr8LY3FhYWFzIVrVGgSAO3DE7xmEUKygnUbdQP66MQQmD0ZQ6QohwBSXChAklMQn7NiFAAb0+eW9Ch675sd7eZ4HywodlTLq5NNPt5aMA55YO7R6Ebx98JYPpvG2v5mdnoQh489sv4f1xySat1CV1PFYshgfyLO0m0MaYENO0yJP2uL66FvbXd8JXMw/CaKEY9nWO6d3Hz0wApW0TBzkYvIFaBR5P6Qu0exSrt48r4d9//BaWKpvh3uPHYVRb8xKVCTpXb8+WWBNf4AxELOL9ZflOBtPLUhMJj8tKAXgNQP/vNMDTmDxj6EH5B6+Zta2pbGO/ruTZ6TK0kh40jdwcvogyOvJreDYAvzWey9sO0t3zRYmB7INs5ONEMphG2vfi2w2mdratjIj78vA8kpBK9TMmu8HUtlHT+MyVRX0Y+PLtwQ3geKfuYKRTxaKEG9N4Pmlb8pqU+kWR3HCI95Jv94jhkXxj3tHogQKO9pnP84vEGnjg/ZztajGY0qQ5GxVlHeV1wyVtPn4I8QncM5on4EcYaEWoZvDz9k86zcQjfD1wem6Lh73dlceXrjGverHSu0SBy0kB+r0tlpD3EsZR2jLzB670PbyyAb75zfxhTmcJj8vdSaxKz+J7C9SDr2716x6gfmEWXjb4HWM1YzaLR+CjyEzsToDBgXfXBWg93oIo1jUq2nWpolSODlAA3gl/hX+aPKQrz5CXyjImMi+if/ObGRH/zBUiT4hxbaebTMxj/oQ8lV+woijiDVHXCcpDtggu6n3Q/bDIhT/CkL7pexSONOAp8BbmC7xmXMCjlTB5iPiQR9zFg3dRrovxFLUK5MOcb0/l4/iILfEx5OAEiQKJAjePAslgevPqvFpihhFTaujKwMAwkIaCKnk6cgONt0or4d3qqzAyWwgLd+dN6GAwrxnHbcBnLLa60JX3DOQM8NGjIwofFxlM84hbffKltEgHocKexUfVoAg+5Kf/BFeAAmzFe7i5E+6OTIWnP/5sW7exhRxbJaLgRFH37vdfw/ujUvj25x96Wq+0MdoxHMUEZ9GTNs3WvBMng+HuwoMwt3jXztfLr9hDyYpADbAiWf+fAX0GoRlvkqJWOb5+8SIsbayE/aEQ7j15aLyMduw8jXugkXbtWWVRYsRL9p0MppesQhI6N4oCbkhB8bemrSzhbYvFQZ2R9rkhpd9EsXFevBeFgK+GhnciN3DttYK4XXowdlAWW0ymexTgjG+UpZOGpHbxvK7xkScYz81z0pRi8Vxb6gXjKEopFGl4AODxiVLrrHZGW0R5zphfPbt05LYZLlDCEUfJm6zAmE075ZmyMQMI+aO84l1BcgI7Z7Rj8CBdZBTGfu4B0jYFoHD0rYdpa80sjED+gTYAZXA5xB5cgi/KdyBCb8lo/b58Yh5flwCthEKiQEsUgEfAc5gr67Y67sGz8kA45g93dK7pQmHQtpbs5fgBS7CxTFc8qsA1jmPCgh9nQGQjkUfZaKdw5wQ9I3Z/H7m8xIKMVfiMrtRJTbU0hKSXuZW4DWXQQiBwot6Mx2fxKbOGsASJAteOAtbeVSqOYYhnqkee64sikCnQQdHH8/3V+2wtn0YuinOSyP9c3oNwLj9FXaf0PZIPOZee/gZPdP4ZZc0oJ6Iv+rT4Pu56An/1OKRrfFbh4KjOn3iG3Mr4ARif1nuX49BFuczKDm6UMUGiQKLAzaNAMpjevDqvlpjhgQGJqw0S+mIoSMNBlURt3UBXPqU3S2FtbznMPdbWqeNFUwLxgnd5YICOEwomU1HRwmIsnrEqH8EEoQKbUr0tefNpcm91qq+YfqxjZAMUvlwND7/WRk6/Lx0FqM8/tRXv48J0KE7fs614ve341s0oMN/98WtYk4fpdzKY9hLAD3ys4aldwVuAvb1yeKOteReHZmXg/CoMjxU+W21s3iZ8CWjv+v8MaKe0V3gW5duvkN5fYetkO8w+vh8KxTELTziU6hZWV/1/auefpRh/GKoZjoQl/mWEZDC9jLWScLopFGASD0/C2MNWlvC4eSleMZiyiMMn3P2mB3LCsYSG6AmrrUv1G/wwSnFFiXCVgPEDqaUqv+i38XRx6nYMZleJBv3ENbb7T15BGBK3dPYofYGzSk1ppTZFq2IYpX2d1c4Y0/E0Qvl0pAPL2U2Crd1QvtF3MIrvyqsTRRZeAaRLOgBxqX+UboTlwz250hZaAcr1yRAfUyBdvGc5Zw+5ezTDga14Xfl2UV7QgDYLXEZ5AsUmRgwMptRHUgDGukrfV5MCdH91W/W1jBGo88Ersi5YLRRbd0/JU3xKBtM7eLRr8PAo1UBdvGFudqiPL/yAf521dbmjkB/3KEss5+VbgOH41l5ZIAPfhs+sVk7MC622TmrjnPWbcmc1a3XaShpnpdvuM9ocYwJDFOMVYwm7ICR7SruUTfEvKwUiD4oyGG0e/gmfssWM6u9Rf/l5f/WyeFzn00h29CF0mgCyFzzajaCWtp4jJ5qMqAfIhhhL6WvI/r5FLynw3GWZqrym5/ALZD3AFjcoMD+dP8FcPB3C+PzJ87GdTSSzspU42/LCvxMkCiQK3DwKJIPpzavzaokR2BH4GLQYQBgHGCQ0JiXoAAUw6uAxx9aobw9L4ZvnP0QBQWlnMkI1F0hOHTjtqRPC6N8UUyhxJCPYgJ+vt2oCdW4sXb0nbYQBAGGHPBBaanGxAOnrUlKA2mMr3sHtg/Dk7tPw8c5s9bwsR5g2w+e9DKalk/XwndodD3jWCwBHmtlnV/2i/ZVW1kK5tB0WJu6HRW3Ji/cK4Q5l/NxeXwt3tKBgZmExTjxp8HWA8mzpnNb10nLYOd2J7ZjE9KKgrYfHCmPyZJ2P7fyM8hOUzO3KvcD7XPx1ub6vu8E08qlYGyzmaIcvxfb3aSwzXtdOgperKSRsekwB2hOy0SHGhsMPpgCEc83o7MVJKWCL0pox0e8noBSAxzKhx1iKR8e2Jvg8RyEwISUxW2m5EaqfuLaSN2XzMnKF2iyeMVnJEmyPZ7SC002IA61RUAEoqWhfKMExyuNVWl10qfe+u0VRbqe1/QFD6WrlWEr0uBWvbe2mvuOGC56vH5x18TRBAABAAElEQVSYF6ls+9ZO2aoXRRqKd0YGPMTMcNnG+EA6KpLhSptCcYYhg2d0YX6z9RpgfVvIUBbwuKpg5RUFucIbSvvwBhmvxR8ob4JEgetOAZTxjH/wlGiozDzU2+AlzdAsbzBly2Dm3uDhOhiNXp/JvK64Ry/DPe8xzqFXuOwLheAzLIrBwMBYsa4dOeDvzYCP74wF7CaA+M7YA79CFiOPfgLDAcYcxgXuGSOTwbSfNZLyvkoUoH/bJ5uXiz3bGfF5oylipxtM6WPsMEL/p+/7c65+hBMGVcL5kR0k7TukEId3gIJZOsiVhGF+RDrcw2/Rt5KmRFYZYbUrivhYfsvhmEr6ThRIFLhJFEgG05tU2zVlRVBnhThXjRHZABK3KqgJmn62QAFoOyeF6tqbl+HN5mrYG/goz7pHNigzWcrkBKM9AziQjef2zu95x4cgPGPQJ66/J149IC5CAIovwFdZ5XGoFz+9uxwUoPYwlvJ5NDofHn73k62oMwFS72LtRlxpG8u//xLWTzbCtzKYogj09hZDdO+bZoaga21WP6z9kp3uWV3416//CnODs+Hx9z+HSrlsRs+98mY4/ngSCrfHwtc//a2hhRuUkba88upFOD2smFLz5OOxlfXgw0nYPC6Hufm5MLs4d2ZfAU/6BeD9ya/x6eX6vu4GU1cQQXVTxFMZLQD1qimVrUb1LRzzW+60kGSKcoMp4O2J7UQ3ZEjBw5RzHFFamgJWRh/OQ6s1EPWaZCgL2Lqf83bwkMNARfsHf5R6GH/uj7MVofZQvYIAq6YsZsDTDfdwCNiEyzS1SucrWMxLhzJ0hp8C0Bc+XVVcq80d6zfGU+oBRZV7ZdYaGDHgswUs7XRShotxacLxBEA2IQ9W8L8vH5tiir40oT6F/IwCjThggLGAuiavVkFJWRsiPWRg5CfypkykjbKM38CEvF+L6i/jKNRA9AqC1x8KfQwN8Ae2FGdrccqs/wSJAteeAhgbkQMxUrItL1d4Ff26F+MG/dDGLlGaK9wkvzDQ5vVgkrEZ+iZKehT22Bp5DE8FZ/OIuqT8yPmNe5diMN3RIjNkkWaAsqJDYZzAK5i5I4s84F/IYvDtfgL14QvPuQcbxqk4cvQTs5R3osDVoEDG6gxZ+B/yHfwYmY/+T593wyh8EX6IHAPrQ3acEG9gER08BtmNOLzz+YDJiuqZsJ4o90UZyOVXeAjhWURKOoRH0qQfE4bzSplH7Yl/wc+SQ9HVaFcJy0SBblAgGUy7QdUrkqYLpAwU3DNIuOKAwSXB+RTQGGtQj0xuMGUl/dKLv8KrjdVQHvwY7stoyiCNAADYRCrefuHxaenry/PxOFlwm0T5/XlXhAVXOLmAn4yl51Hr8j6nT/6hrXgnh4phfu6RtuNdkIAX248Lct5OKMXbf/8SNk7XZTD9MRMivyybhdeXx7MmSdv8MmjDT2jPtDkET2/bWmxsidLu//r1tzCvbXmL03NhdW05VD5UtJrvOBRvF8K9hSdham7B8HGcPGNwov3Tho/3y+FAXqn75UrYkbHV0pDBdVq0eTyzGMblYbq9vhp2jith9XAvzMhwOrMw50lZ+tCTD3iiuICWpE8+lxGuq8HU6llftGFWaEN/XyHaSj3Q5qhTJkOftuhpzDOJuPneUMtvW8EnxbnaFEC5abKRFHUlGRrKmjjTTpCb2OIPA+RZW5D2qtTggv8dE3wm9Uzw8ezgHkMWPA7exjaEDyeGTFncK9y6kY8pnTWeUGbKDr+gn6LsiHIVTxJ0iwLQHP7qCn0U4fQPPE1R5KPQP2vBS1xwcGLtkX5DWFdo0UYx4L1n60a1X9or/YqzBlGYWz3rWScMG7E/R+oIBY0TMtYqbzygzKtA5TmWwMKcCBw4L909ENqhKflSTv1/arOUqMvNFQ8L8qVs8AR4Ax5f1IeKavi0U64UN1HgKlCAbgaPKkoZz84Q9G07C1n8qhN8pVkaOB/lCsAH8njAX+GFLILy+TsGBYwJl2GBVsT6y28vF7gjL8XFW1Ee/zL0+U+Qr+7ojGuMpWzdzpiwI96FcWRTHvLwsox05yfSpTe0JcYHcGQ+amOKkGHOgSdxv/DqUnFTsokCXacAfSrfr+hf9HmOH4PncW8LQBUOIyoGU2RDHH42dUQEV+Q0eDx9EGMr8h26HXoksg4f5kQsiqOv0k+RQTHSKgvDgL7MO3QRyITISXzgx4TnkyBRIFHg5lEgGUxvXp1XS6xxxVb0oOxjj3gApQWrahDQ9Z/gDAowrtrYqmu9AZTJDVvyMrjjjbL6+mVY3y2FytDH8OCpPE2ztC2NjNaKcubzWjQIbnjkwteG8d8uJPAbIUSyQdeVNJ53unaOAqWVUgjb+2FEXpj3vvnJVtohSAIcTO8CYNaULjSYertjgos9E4AnGCdooF3FGF9+kx5tjvQjdhgm+RWF0z/lYXp3eM6E1vdH6+Huk8fh3dJSmJfX6ZMffja+E0NblOoXuJ3uV8Le5lr4eLgfjj4ehfXDspYaDtuWvncwJE/MhcfPvjIDxslBWYbVSvj3mxehlDOakja8LZY7w0uY0vfIw3GuZnxJbq6twVRVgOqDMYdJCfXQrkcodYsBlvRoe0yK4H2aX9n9WVVKHKZEXIHIi2O7iE/S902kAO0yb4iEz8InkJtQ5rEgijGVNtYPcM9slAnIbigE+OPKhB/8wQzDz2JhqCrr9QPXTuTp/VTFysaK2GGpk7ggrD/10ImyXZU0qAMUSrtSJNG+4K3mGYDiSfd5zykvk21JqTYJuEHVuowSoy5ZiIAhj0WbpEn/wmCKpynyc96Y4Gm2cjXldibwoFADJfo3nkso4+nflAUPNLyywQMxq93+TZkwfpAf/IL5gdOhlXI0GscNpnhnUD4MGJTVlY+NppPCJQpcZQowKtCH8Rq/W9TZ4+rbNjfXM+NDfShclDUjTzQOlxu64JdxW8g4hhMWPDEM+Bl9fUC5oSzBdU/nUbOjAPwmGn0biloNxILzWRm2kbGoM8YVeChHInCG/I7ShXJOvWrELt9QRXyQ+8CPsYJ5Bp7AjF0c2wCP7zVeXS52Sj5RoOsUoF+pm5scj4yE0RPZD57Hczqey02+mwl8AYMm/RA+AY+nPwLuDAQ/irMiyXuS/ZDxkANJ0pl/fB4No8iD9GdfRAffiWkQIUGiQKLATaRAMpjexFrPypyNPzLqRYMpSgEGEo0TpmxGYNe/CX/c31QB8EDbhh7u78kosx/GioUwv7hog/brFy/CwOhYmJRHnEOeRk5fBnAGfQbzyvtX4d3WWtgZ/GCepsSzOHwpAnEcGKDPErw9DJMnhAj/7fHyV0+DeiVcVNDkQ6T7blLA6zar3i/quJm8f5d36VfFhTAyNRdGJuesbzKpROBDuIuK8tieqOu4JW/0MKWdmMCZyxCcaB/08bxB09oUyebCNnNraWZpe57k4YDB9J4MpvCU5aOSPEpnw9HGfrg7/zjcUV8irOGQRSAqz1ZevQwH+1vh4OO++NOJ9cVJxd0srYfRo1thUTSZefDUyoRxAGUIsLmm7bA31myL3tWDvTAlb1PikSZpE8o9r+lTrZabvLoJ19VgStuDP8HrvO5HVHesFG0HYrrRu557+LBPoM5Kl3bLKBfxiPzSlP80igQ3lgJu6GDyvK+JOW2UcZTFKhhzmKj3E9xg6t5x8DTaOm0e5R3yHAC+GIBQtnYSyCfPS+kuZxnMOpknfdX6N31WP6gB2EXqr52kcv20kDmqZ+RKecwiF12s7dWP+flbP2MKJRVbLpp3tPoZdTmdKctRTg9l59h9HruxX7SXyN2jTM14AyAjcIfxl20j1+ThykIbjCl3JEPghYbHbCeMtc5H6I/eXlEEMs7RI+k3nciHcuWBsjOuoVRkS/Et0RiDqSsV82HTfaLAdaUAfQ45H6/F++PaaUF9m6GQsbIXAJ/xvhivn+fKe8Y0wHDSLb/z8XhHGXqx0IK82gHbgl38lEUajBXwvUaBGmHByqIM2xhMWbQiNmlyBgbYN7vHZog12jSaaIfCgRufcbUf8AM3ZDBkQ8qKZy3jSzbEdCjXlEyiwM2ggPcvjKWwZpeNmGYhEzLfYg7jc3nnC8hyyInwTtd3ehgoF3lu7Jd5Pks/RTZj/sSOVNFQms4svRmtLZUyUaBxCiSDaeO0upYhGZwYcBiIGFwQUtkCgee2RaKkXAaRfWmRGVRuEuzLULpZWjXvtXBbZyud7kt5MhweaitUBm222P34YSBMz97Xlp+LprirFeChY6RxXP2EgM2Zpi9LK2Fr4IOdaWozIgUiXB58IHcFPmkjPCAQRMWg4pwRz9NAQGCOgjDP6inCmoKmNiOPkK4dpQD1RR1GQS3WL0If9dAsbOjc0qHdw/D0/lMzmO5KuUd/ZOIM4C3gixp4wuPl338NaycYTH+wPn5WtuBo7QQ89ecKOxdSSbsVIE0DMtU97dDpwLbCd4dn7fV7GUyBycE7YWr6fpicj4sPvH3zzvsBBtPS3nIYn5sM4+PjoaDFC++WXofiya1wd2o+LDx6aopAwmNINsFZdIHeeHrvra+FtdJbTWiPw35xOAwXimGkMBYVEOJ/LGo4i0bgcBnguhpMmdwwSaHJwFeHVGHUXSv9JF9Psb1FYyxjGOmh3IAHngfEYdwDH8C8i+qEPy+d9Pz6UIDJNTzl83YaF2SoOVlb7WdpabP0HnDkA9DC4ef5Z4wJ3VC0uiEIOYU8fAU4it1uAOWlbHRRlBwY3MiLuojjRnfy7UZZrnKa8EgUxDQ5jA+MuS4/NFMu+hdth/TYcpFdbjDoIc8wbmO0nJcnD7vgtJK+t5fYF2K72ZdAjEKuoAZLM8V4SN6r8oiiL7EFJAscmRMxH9K0qO1+7nzElXPgAzC8MCbRb5BBGPs6DdDAPYKpsw158rIAJEGiwE2hgPczeBXzcBZE9HK8cP4Dr4MHMC+nXwJ0ed4zngHR89Vus7Et87DSI8J2e0FSzLm9bxZocFayGxEbXaAB9+PDohUM21MycFNPkAZP1a2DD2GlcmxjREa+9hBtITb4YZzhjG3GJeqL8m0ccDb0p3NnW0g6RUkUuPEUoH85uDhkek+9wFhqspmuEpcM0Bvw3uU04vicwOchJmdqzsDcgbCMBwB8Bf0Z/RcZyXbqkSxakXwED2PelyBRIFEgUSAZTFMbqFIA5QCTCTwRGGQQ6H3w8K3drvvQgZF0v7Kn8xG19afORjz8eBC05tyMM5yDuC1vtvHTSJ8dGTxPK0dhZmgyPHr6VRgeK9qAywDLGOu0Ylzmg4A9bWee3Q7LL2U03VgJ20qDM00Z4LPxO8ZTZJ9YocC39HS1ffkVGAFB/xbJ41UrMrshjsflEeFQzLigkAVLlw5TgHpnIszHDIWq0ahKjApl6roZwFh6vLUTHhdmwqPvn0uxp1WsmpShMEbBRn5MwKlvgPplgvlOZ5iuHEeDaXwTvy17fTkaRIvtK3uvF6Th7/NxW7l3OpAHQuufMpjeG5mztvzusBTGBrRN5O074dF3z60sjj9loI3TD1i9e6gzS9+/+T2Uh05sS+v3r16H8WOtFp+eD4uPn0nA1URV4ciH/gG4sEtaGL8O5N1dWl0N7+UxvnFUNk/TOZ1tilIUWnaqzK3Q6aI4HyTMHx+f2Bmwz4enwr3798Lk5J1wZ2Li3Kg2OZBnzuDwYHix9DJUxN/gIefB4t3FcO/u3fNed+U5dUTdUfmMPfCoVhTj5yFH38B7CWjEAOrhhY4pQmg7+tfnfLpZ4unrWlMAeQgvfqAbhsfLTjw3+EQKxHGHZyga8KqA79J/8chr5wzii+jAeAJfo0vDO/ijZ2JwGlTeriC5KJ30vnkKOO25otyn3gGMmswfWgH4rS3KVIXu6YNsY146alewXJRjD/AIkwKdLJrlw46zhk+Th2mvbjAtZko3trLGULuhs/Fo0+TFLhWUKb/1Wyvlq42DIfhQH3gJ7ZexJXrnqu12yWAKDmYwFW0xYLD1cTKY1tZM+n2dKUA/Q5bj3Lu5MXmQq4+3e/RDM/RSVzfeAr+Dd6r722IfoWU8DU4KbwLgO85OwdkMqBTgCgEyt3m0i9+wfS66pEYAIwhe9+yGAd+H/xMT2rDNL1vybsow2S/+RS0wLuFcMJstrGH+yLnXm/LgZ35eOY68vZHypjCJAokCF1MA9oeMjx51RnpUdDys+UJem5T8CcAn4Ju2AE0RkBXpr4SB/cB7eRAXpOid7pHH4MfwF+PNurIwAxmUxQ+N8i3yT5AokChwfSmQDKbXt26bLhkDEgMNCifu9W8GHwYblFPuwcagdN3AvUkxKJzobES2/RwqjMiTbUyfYiiMF2xVJ+XeWitpi15tISpD5/JLGW3k4fbV3F0ZPp/aBIGtaBhkGaAdoCWTAJSJfFDcv9eZpu+2VkN5MDvTlEACkdvimmeo7qE/47xtPae6QWgwg+kFBh7yRwjgjzr1eqVuE3SPAtQVtKfeqEuRPqO/8tR9I+RXNAPCYmB8Nj4dFhYehoE7c1pZyzlbMX3SBsjTAYGR9oGH6XsZJL+Rhyn4ePshCmE8LvEsuqfBO0+szStJVumhG2jy1z9/Cw9kMKU9vjlcC9ND42F+7lG4M7sQ+Y/aNe8oA/0EIZaJKNeNty/Dm+3lcFvnlo4e3woz47PyLH2m8sX+Bo8CXFCmIEzAKSuKBxQRvFtbeR/WZDjdPamE3dNKwGg6tzhf5XuWyCX7+gD9JMiX3q+E/fcbYUQLN6Y/DKpst8L87FwoyGO2WChUsaa+aYBDo0NSQpfDb6V3MqBXLHw1UO5mYmg4/HBnNvzjH/+Re9r9W+qVCQpVB4+Ev2lOZPXUidzj+BXbRTR+1m/dHp4xjwUn8MteKtY6UeaURucpQHeKftDwlDjZ7nwulzdF76fqqsZP6a8oGljMgmKBfuILwrrdX4y1adQCB3g/uMEHO7GV9+Wtgf5i5jSn/uNCvMhTGU/bUejjWcr4bue/KXFk5yNpwlCGIbuiML9fHAqTUpL5/KRZSoA7OFva5EF70Z8daaB3KPfJn3ZMWyIf3mE0LWrbbQyryCOdAHBhjAEHPBhINe7sA0bd4ytmwMg8vvCmTYrATtRmSuMqUSDKcmzLO2BbvbLda6e3qD+PHur2Nh9kvGLxgrq/9X1wgocC9ky3yMDxdxzXOikPW8I9+ILfbMpQygKNbfH3RvkNbJZFKlPi95w1yxwQemHAwFjK/BdjqS+G7UFRPsuC+mJ8YFzCwxQDDnVrBl3hxrneacvzz0iWfiQKtE0B73c49XC2PYtWWeTGHOSufsM7kd3gpb4wGjaK3gRZi3fowUgHHSx9mD9kTHVZk8mQzQiHPgIZKS0sa7vaUgKJAteGAslgem2qsnMF0XhigjwKqExuN0EfBTyCIZ/rAJSTwXNb2+6WSsthT4aTow/HYbRYDJOzs6EoI6kZJkUEwkEL4uShUq5oW9BXZmj47pvvQ/nWqE0Q3CM3H5a4fMxwI2UMg3pJRtOVnbVQGcqMpnrPoG0GN1FaY7cN+Gbw0jvwMIOCBnwmFvUAhT/CBPVGnslgWo9a7b+j3ugbVme5vuJ1xrURIA1PK27FexC+vv8sjMmTkvNbUDBamHMSQxAsqH1hMH19sBa+/umHTMEZ0wUP2oK1H903iNY5udV/TDnW5SG7rkUGKAkjbYIZTOlPyzLoPikshPvf/GQTYLbgw6h5clAJO6U1eU+O2xnBCK5MSE8PK2Hp5W/h+ONpmJfxmDNLeX4WUC7K6B6V5MdvPrdFhI3VFZ1vuhbKH/bV98vaVnsuzC5EoynpKViVOHbP7xx4PeUenckj8u/buYeWH7SKGaPp3vZeqOztiXdthNGPt8OYPhhPATeeFsbGrMIHpPD9/eWf2gJcRueZYpjBMFxzHhztrCBv+f/y7Ouee5iiQMLbxqqRutGHbXlpo1SC/huCfH0QlU5ibS6LzaN8ezgvUegcJ1HR84l0aZPwUNKwj75susWPBIkC15gC9CH6JuehYlSKXnGfdiA5lPKSMYk+Mi/FBcroXhounX/QT6Ock/pmbXOEpwHGF+Ntw9/ODzXsmDzJoiQkEBRT1LkrnppNG5RIm7bj2zairLLV/plCHCMncjIKMowbKKfJrxUgbZT2tF/SJRU8g2jfKONR8OPpyljEMxRyeKPhPYtyHCV+J4F8bGcFJVpQGcmvW6DiqIyndkYrtGa7uX4ZHLpVxpRuosBFFKCH2fxoKHowMl4VBwda4osX5QUPEUuxuZqmNcYv4ZE+XumVLeaEncFLwQ0gDL/gj6QB8L5Ftmfx+/HFvGxXPCd6tMvIKR4bS1MfG9igb7uJByf1VRYh4dEYS9kNAF6u/74AMgaLaTDc4KkMrkKpatRl0Y0vmu8Xjn0hTMo0UaCLFIAvICNNSJ9Bv+Me+Qk5iiMbYAf0Q8K5wRR04EPwD3gGPJT+i8EUPSq8FqCfEh9ALmIhG7q2de044jJafJu+EwUSBW4qBZLB9KbW/AXlzsaRL0L5oPLFiyv4gIEVhc+r334JnKU4PTcnY2lB5xoWbPC0wVUjKuGYzZxHE4wNp9u74aeFR2H83mOdsREVEgzQtWBJ6YsJEKtGUcLgNbe5VzJP0/tPH8Uo2QBOEkywSIvUzNAlxOIErDb1z38jPERDRFylSjlcofh5yPSrXQpQN1ZXWT3Feo6TYNoRghnPGgHmyNTd+upa2JCh8dHYfHj2w8+mzDOjoQKQ33mAMHi0XQrLq0th+7gcvpLBFNxQEiIMggeTUDeautB4XnrtPKcsnwymmQFLz+wMUyFy8OEgfKVzWYcn5ww38NrfXAsnOyXDb3xmPozpw4pdcKffbK6taHveSrj/9NmFE2fKmi8fv0kD3SfqT35zTvGOzjetyHC6I4/TmflZM5wSj/dA/p7f0B+a8jFPTgsTlRpW3wRqA0gf8PzjL/KK+X1Uxp7vQWU/4CG/xXbh2t64qHOW7w7JWCpYkAH4WEqG/08G09JHnYH7/bfhtgo/ODwUBjTR9/T/+vW38F9n74Vvvvnazof1/HpxpUyoUpye5AkN7SMM8/VXD58YP1KOOoY+rCwlfXgf3qtceXcREIf+Qn/jym+iWTq6YbJFG6KHN5DcRdml94kCl5YC8F3zwBMPRomAQYu+SX87Uf/QxeQKjEsooLnSx3rVL+ibzj+QleiTyFaN9PNLS/QOIgZ9Yi21xq9Q2mMsZdV91QNTjBA5AwPmcM3im0ZRp/2QNu0LoylX2hIGeBTtbGuIZxFyCtszYjDFgxllWCvgBgyuGCsYBZCHka3Nu1U4mMyc4UP7RRlOe2bLt057ojldKYvJI13qMF7/1N378rF5aUFXypogUeCmUID+7n2ehdCTOhtzoRC3fO2GHOcGQ/ofHuToGvgDzHRI/9PP+OTTlTtYAa+JC/Dbw8Unl//b+S0G0+W9Y9uW18p0AerIFswDGV+gGwX3sUAs2vQhYtF9A9oO598yJnHWNccQUE8YcpGPGLvYVp7FOYwt/cS1b0RKGScKdJgC6nbmwIIcZjt+qN8hG8Iv4K3I+/ANWAZyncv/viAPeQdHghHFZ0cU4uX5q/Em68fRu5S+jGc8/TpBokCiQKJAMpimNnBjKcAAzNZxb3//xTzd2LqUWYoNnKKKXpuCnMnKRbC89DrcDSNhavZ+GJqaM4EZBVA9YMBmYEchs/duKaxsr4XdbHtej0cKKKtQBDK44xkH3qiMLsKLcR4c1lfWrEx4z5mhLM5BPIt0bYMC1A/1wpXqZpIIIKxRv3z03xSQBAq9P7QV7+RgMTy8+ziMTS3YBIz0Yw5fJkk+GIWYZK6oTeM5eXpnNMxou1lwwzPElZKYylDSNWtAr+bNTQNl87KQN+2RaH/9+q+wODxrdNPmwmFRWw0X5D1LycoyXG6sL6ttn4bZkUKYlgfph+ExU6J2Sm41OoF71oG4HOl81OP9cni7+krb9JbDtIymM+ovhPW6JBy/AcoFPvRLaAtQ1yao84OAep694olBlmU1HX+ev1qcLK7HJzn78FUH9sufjKdssTsxNBLmb4+El5s6j3lyTPxphoIHvE4HpOjmnu3Fy+9Wwo8yWvd6O958UUyBTLn1gU7Wf1Rqp1k+LPdGm+wLI06kUAxFXB7R3kmXiRV1g66d+0aAeFpoakoPU3woR2ISnwka6dlfY8k1kmUKkyhw6ShAH8JgGs/0EccW44Mn0r9QCtKdUETgideOQavdgjPGRD4gxYr6JmPhTQT4J2MpHJEvZAl4GbwK/ueKpEZpYwv2VM+s0keBRHtA6YSxFMVxq56XtB/n+Vz5ALQplOwY+Ghz1CIyDQZT3wLRAjb5VaVLzKYam/x8azdka+gVFxrGEQUFHXnjVVSP35NsLEIcJ4jd4FBTxaUbN15utph7J8PFthZQefm6kV9KM1HgMlIAPsIHuQ3vpKrBVLyFocLnA+3iTn/DIIqXElvS8tu9423u3gRT8L4LTjHdWAbwbZaPt1Mu8gaaQN3GH+JheHi9e2QLNeDxWVIxwTO+qSPoZPWkghIDz3/99x3AjQU70/Jwo059/KOcnIsdx61PBtM4/+g72gmBRIErTwF4nhlExRyQ71mo4DuOxAXMuR1PFJa+mu+X3DNHQY4jPAHQrcJfnJcShsVkyJ7ISclgeuWbTSpAokDHKJAMph0jZUroqlFAuiNTqr37969h9aQUvpXBlEEWQDa3+ziu2rN6Xxgqtt+8C/MjU2bkORkcNcVPvTi8QwhgJSXbu2y+XQqr2p53Z/CDzkPNPE0VhkEcJQ4ATvbh6wKQHsiUW5yBOTlUDEfDITx69tgmI5m8cEEK6XU9CtBGrG50g1IRQPCiTr2OGqgmi1f7RXJ/yLD4453F8FTepRsHJ1Ie4ulx/oSTCeaY2tLhVvQuXT/aC19nbboWVwxA4MaWdBhOG8HTSqgvSytD2Mtai7//phy0Q7z0UJACL1SuR6PzYULnbu7slsPi42dhV9vL7m1oe9z9dXl5lsPTsQVtxSuPbxlS8TghbhY9JtLmt9ePJ8Nv6m5L3qvbMtru6wxjzjfFcOoLDaysCkjYarmEGLjRn3hPHXDlvfXZHN7Es3Bkqh/8Pgsop8XXDfUENLNQwiLoy42nm/JSHh0rhMVHD5Su8NWE4NRmChg7boUdGVOLal//7bvver4dr+PKNSrNYz1DQ/N/rUcnkQbFFLRCKYOBhIkUNKbNAU5j+mfe0Bnf1v8mXXobaYEbdWHedUoVpQmTN/JKkChwnSlA2zceTvvXDb/hlSgDUSzwG8UF24q6AqMf9EgG00h1qy8NPnbVI676tzrzhR7N1A909fM2d8Rn4YGMc9T1tBkSkaSbB1g0eBmX1dVu9QsDJvx8RwqrHZ1Zx5jFWaJ49MxyZpzaWavg+RFfxTAlfNx+7UTb/H+0BZR4EFE+hsg9eQsxbpjBQ/kiK7lyrRYH0jNa6wXDgpLQ9XKMEZQbo/CyPExR6ieDaW3tpd83gQL0S/o2ynb4CVs5xh0R1Fc7JMwha9K/OMuyVDkxstrOC+JhtmC5wXzos8ifzlcYgxlz4SvdPiM83xYcD541w88cb3j5m115mGaygopxIVBPkImyMjBQ9kbiXZhwGwEMJ8Ufl66GLeIxuLOYBuML9cTWnfBWxiwW+jBvpS30G+82ipyiJgpcGgo4T4B/I6Nh+BzXwm94akFbrCOX5fkr/Q55jJ1R6I9wL1/goOjGV+Gn9NGYNtwt8hqMpsi6aUveS1P9CZFEgb5TIBlM+14FCYF+UcAGSWW+LG+80sl6mJMnHsYRBHXeNQtvXr4Oo0chTI/PhTv3n9iqyEbSQADA0MU5SVvLr8LylrYIHfgQHvj2vI0kckYYJhko+fFUfDCibU11RuvpaAgPZTRlItJKGc/IpmOPbGKhL7tmqbZaFx1Dqk5C4BknhVEwIyh12SnaYuj++/S98OSH52GlfGLnopw3caQuXQnwRltMl0/3w9HEiHmXglceUASi9AT/6InTWFsgfJw8x3KTppf1rHrysOCMYIriE6XEy3/+ywyiz358blvtrqy8ty1xj8OBtsWthAdjU2FGntqc2YrylPi9BMq0k51rfPLxJAzNjGmb2qJ9eAeAEoI2W1JGUTwqUnl/qC1yaRdskwuVDyoHFudQXqyI5GPa9nusMGZ8Znr+E7+xpLP0yYBym8eU8onbyca25ThYok18WX3o681fS2FwcChMzswYDku//xH+VpgJP/zwfZienjTv03jGqSPTRCZtBAU/26pMaWAspU3VAyZD3v+2Dk8yRVjcDtQNzfRHGi10JDlXcDSTD3hRj6RJewSYmHlfP0+BbgHTV6LANaGA9wOKAx8zg6kMSvRBFn2x+EY2NFNc9KPI8GMMugB9M88+YAM8uYin9APvTucJX6Ru/MN4Tx1h7EPRHpVKooeIAT3ydDoLF9LBqIjSiQ+/UThhMGVLQgyYnaQrdUg+GEw53oLxdVyysW2DKGU1PLwdoIXQlj+V69S25OU5xhPKxYIYDMUo+wEWNPKsvsE0yio+LtHmaIeN7mhgGXXhi7Iy3qHIZ2tMPCcYy/SfIFHgxlEA9kFfpq+zEALvdTxOMXwhy7XLy+ArbAPJNt8o3eGz7LxAPs2c7c18ieGMvkqafPRvPAWei9GgF2CLLJWvswty9Xvy5x4eE2eUPInAuOPe+2syHMPTLawHuGJX+DljJ2PBQlFnteuqKrXxk3qizjEKU++c18pWnkciAu8SJAokCnSGArA9+DVzDvg4Mha6U+Qsnru8ZbxGjMn4cdYJkX/RedGXAeYMyJfwLwBe7fIz5xCXKukM00iZ9J0okCiQDKapDdxoCjBurr5+GXYqpVCRQXFucU6G009GjGaIU96rhNcvX4W5ocmw+PAbbaxfaCg6OGAQYfU/W9ttvFnSFppvw9Sju6Eg40qrwOQKYQGD6fzQrJ1NuLb7Lsw+vheKSrfdiWGreJ0XD6EFuQbZxY1rIklVuDkvXr+e5/HN5C/D1YWxdvH6U56Yf5+KBlO2UsObB9rUAnnzYeXr7b318OLdy7B2sGvepbVh+U274AOAa6P4WpQsLoJmloTifzLkOR14B33IxwyLuuEZ75f+9Vv4prgQvv7pb+HF6+XwbvVtOJRH5/HHY3loj4ev7z8Lt+/M2gSb+MTrJUAPlCfbJXmbyut1X8bnXfEGzjadW5wPB/ImB69yec+8UPZlIAUOZCClUw3fGjSch28PGw1Gbg/a+6FbQ0ZrjNnkQXkPPxzbfaFYVF8fM1rOauEGZf4gSd6UJLqnHzARaKa+LNPcF2nui0dtv34Xdo45z/Q7PfkY3mmhx/DWQXg8Nhn+9n/8HArjo2FoRGecDgzkYnf/1urZvpSXyqv/usDEBn5BXbBlKBMneCjxfPsusVN7z4pRAGW70T6bQOUnWBbgnC/aMi2YvFyBpero6Ur/c1BLjxMFekYB+gFA26f/qdtZv2AMgEfR+3jXD3BFB30U4MI96MQFDv3FD5x6AW44RlnN6noMkPAs6mhEDBGlEcomaOJjdz287AwoKY/sXDbb7UFpKS4GgJnMENDJegd/PLRQsOOxA+fGuEF+KMjAux2gTdBWMAJvyCBbltEf+gyJLnidYZwd0z38HhwAN1DUK6cbOBizGW8I20+Pa6eR0xPj77IW3uFpCg0SJArcRAowTiEnspW4besonlKgz+vajEHzPNrBb/FM98U7zO3hWSjq3Xv9vLj55y7f4qlIeuzSQzrg7fwoH75b924wVbGMbxpH1D38ETbCc/in0PsMGH8wOsBnKyqDhfksxNX6Ae0Zgxgj5rQlL/fweKgADahvvEwpN+MX9xjM+Z0gUSBRoDMUUDe0uT5ze3gr0iAyG/0zL29h/GRpHVozxDjfnY1nhEVfwJX5CryJbopcBJ+l/7LwYVM7b7EdeIJEgUSBRIFkME1t4MZTQGOmjCOrobJZ0omKB2FbW4JiHJmV9xfvGlUAMtiu6bzQ8vpOmBu/F2YePLEJRaMEZiLHhGr77VJ4t6tzHEeHm/IyZVhn0uJXFCUYcd/KiDszMBMeP/s6rL39XeekHtvWvJStX+A4kr/fc2WSyBXUEHgQivqJp9A4F6A1k0eu1k4IKXw7RVYM3T9N3g2Pvn8efIXuWciQNwY+JnLrf/3T2u9B8WzvUuJDX3AGaNuN4Et4i6c4b2VgK+9F70mek4YpXknPEuUr5hGF0GhoIr7T6VlhQdvdzoff3rywrW8RXBdGx8MDndU69+ipCar7fRJU6YcuUFO2jdWVsFFak/frvry0y6EgQ6hOJgqDYcgMc4NhwARtflPeMRk/gdFCXOwwVhi33/58U9v+QodjnR16clC2vDhvljyPPhxp4caxpXFnbjYMjY1Z3NgPMqOEEdkeN/VFXa2vlsLR5k44lUH07uOHVkkfT7Vl1p9LYXTnKHw1NRt+/On7UJgohGGFuSWc6IeXEeC38Aub5OiLI1ltAqRWyHOAdgkfxKAKoBSjNPnfTJyaARTixCcLFG6e5yUlUzNFS2ETBa4sBUzBrG6OggSeAAfgCqAkkZ7ZlCS+At1e9OgrY0c2VnY7SzOQGY+KCmtX3MPnhsWvGjWYgjM0xVMGb094Hmz0g9KGm7IlGh6mKI4ZMzs1TpAvUiCK5rhI7GM0ZqgClZXx9HZoSJlQoJkHwf6JlQvcKY8ZTLXNmy+8YStioBFDihsWzFAgAwdp+hZw7eDbblwfrzA+s1OJG4HbTTfFTxToNAVcEsvYdqeTt/QQ91xZDj9ByT41EvkY/b5ZebAWSfgtfQw+jGzIuEO5aj2gauPV/ob1wKvgJ/n0wNE9q2rjdOO382OhYWUylqh7eDT1xHMMDizw5Hd8Ku9Szd/wZsdgCk0Id5WBRUaTWiCEVzIf6gDweooLZRhbkD9UZ1rgXNKCHLxNr3jRr3K1JdyvGQWMl4qv0vt8zs1CQPg2fdI9SJn700Xhu4Sjn9I34Wc8hzfHuTuL18WfxL+i7By9xeFbGE1dfr5mZEzFSRRIFGiSAslg2iTBUvDrSQGNnTaw7qxrO1zOMMyMI2zTi1cZg3Q9QCBmIMaYNKJteWdnH4fRqegpxrtGABxsIne8H0pv/whrt46aMpgiENikRjd7MpRu6OzC0/2jMHZrTMbf+2F+4W548+9fwupRKTz+6ok8Tlv3Xm2kPOeFcVpFfKNykwkGAJ1RNDHJxLQRFXH26lJ+ZWhHxDP8O4Xo7zKYPivMhwffPbetfs4T3BD+WHV8rLNL368thdJRWd6b39dFw9vkRe2aRCgjCtKK2tTykozvOg93fKBgwqcJoHqHwZY64wo+eKAwicboeSxJFEUrebEgAOF1am4hbK6thmW1xaIMjMPHJ+FJcTpMaZHB6eBYjEcD6QMgRKM8ReC2ib7wKMlouqlFFaxoLBTHbUI8rHNBQXGsULQJ8Wh2bQRlaEF/N0OzrhhRSfvkoGKeqjs6P3VbnykZTfE4HRTd3MOUuK0AuNKmZoeL4fTOqG3XbGlZBX8Mb1+8CkMb++GRPE3/8Z9/l9F0TFv3ymuZir2EQOuI/S+uXje+oQJx9X5JW6MdMvkBUI7xDq8ioCjleLNbm5EeSix4VpyUMfGKdWmJpq9EgUSBnlOAfu3K2k+8IfZ/jH7wuvwK9F4hmMdLo5+Nf93MG76EHAjPw0gGv0KRxOIO5ART4md8Ev4IXc4CP7uUMZ57ky2VNmMiSmBkVfcw5R5e2CmAZpSD1f7cMzaaLNgB+lEWtmh3DwLK48o2DJzQip0HkD9dLqVsFxXPDab7kne2tf0t4ds547VTtDQDrgwXtIXSfjR8dyrtlE6iQKcoAPegjwPwGv13DcROrM9jBJvQzjzRY3Agzl0u6ugXYOX8hTkPpSAv47nwyCb4F+Wv5YOkCI06zW9Jtx6AB2Or1YndfwrteGJsoOxR0o7b8eJhyVmuGA8ZR64y4NU7K8/SKRlNOTsRwzXg5Y/zAs11RQeKSpnXtCCHq4W5yoVPuCcKXBIK0Otcb8I97Jr+xtV5I/yWD3wSudcW9emePvoZG1I8eqctBNQVPoc8uKc+y84qyImfhb8kNEhoJAokCvSeAslg2nuapxwvOQU0roZdGUf28Ti9dRC2jsvyhpurngfJIO0QJxJRaF6WJ2fxRJ5ykwth4u5jU1g1IyiTLgP+hFYv7q+8Cn+W3oQ7D8/elpd0kcI9ffBAuYOhdF2G0uPyURgJozKKTodpGafwbqNcq69ehr399fBx7Ja8TB+dqyzz8nXjCs4IIeDMJIv7vGIKPKvGId3r/8oBZQQawZ2w0GJD3n+bpZLF4zd0uTcyFx5+95MZaFAinAUYfNiSZFnG8IMPB+H4nLNLietJNIoXccDDPZWnZCy9e2c+3HvyTIJl3H6I91FYjYYjU26qEqnbA02WJXta+ahXVv8Rlqn3y3/+Et4fl6yu/z51N0zOaWHCxKx5lTC5Jt1eAjQBNwRtFCkA27G4Ubjb6JAj2WLwW5eBtrT2NlS0VfHE3GSY16INjNHQEBzrgbWdLICbOsGdOlzXdrxjA8Ph1iQG03lrDyRHuh/kafrq9xdhZPsofDMzH57//GN1e956+fXqndHfKwE65DJGUQNdag0S0IJJEkpsAGU4vAbPJYCzTzAiNAPEV7O2dFGODChXJmVMzhIkCnSKArQzeCAfmj3tW83MlAWdyuMmpAP/xngIDVkIA3+v5ROdoIPXFzzBlOXKUOzGgDq0+lPexuPBoEvsAjyQFfAIZRtW/TQ+54ZAZKuLgDiUA6URaVEOYunWxkS2dYXduadNrxX4F+Ff7z3jAVsV47XFOED7oCx43rL17yc6fTme1EsXmiHXIDPs4mGqv8mR5seXenm08g6DKfW1qbawkQymrZAwxekiBeh7xpN1pQ/BK31e2MVsjafR5/EqXygMWt8HF+TvdsD5L3wG5TvJkY/zUNKGj+ah3njkfAU+jJwLNHqURD6Pbt9buSUXuz8lZbdtacVjOYvad2WpLXu38Wo3fdoE4xtGl7kxzi6NY0StvE+bZStPxk3qjPGFnaEwvuDBllVdu+ik+IkCN5oCcGf7iLHCW7lHhnOgv6Jnon/yYW7Oohh0OizkB+BV8Gf6q83l9Zv+q397xnwB/kWqn1K2qOkrUSBR4IZSIBlMb2jFp2KfTwGGVAbiHRlN9zjD8ONB2NM2vW40je/xYoqKKQbfd0uvw+BhCHMYkx5jTIqrLZsdbEkbwbz8/pWdYxpGh8zLlOcONojri8EdtT+TqHI5epSeVKJHabE4FaZmF8Jotj0ocUnjoFIOq29+Dzunu+Hbn38wRVE+bcJ1G6r4KyPKkAfDRV9cXRjKv78K91YkL1dWlnp4I+upuYQ/5f33zfi8BLa4RQjCXHFmLtxRPRLGk6xNCyXw6c56eLuyFDaO9sI3z3+oDWK/Lb4ncgFeBPO6WV9dk4dlKcwPT4bZuQdhMsPHhE4FyiVpynyvN57biuMsgNcpQixG3te//RKWD0vhKxn1H9x9ZGVFwbt/HCedlLmXgCzt27mAK3WCIF6P9p3Gz2lEunid7pTWwpEWbXwcvWWepniFZzL/mVlDMvBlMgD4djTUZUn1eLq5r3NTj8L84/syhhasfghpSnQF+qB9td7+tRSGNw/CU/GQ//wf/8U8TS2xPn9RBlfG1K7UhxfDNWh7DjyidWIrNXpk9UudslUYMMlEyq0aHvGCq6frW6Wh7MLw2qyn6gXZpNc3nAK0WQw7TOiZzMM37eyyegzghtPsrOJDO2iZsUQbo7rhEe71VdH4xZlz8Anqi3qDO1FtLM6AT3Qjfy+7KW5VWGRQjHfwRAyB5FvLNz1O/ur8DT4JjwPwpnFDK+ninQl3RValTHqtfPR1BYByochHgQ99OG8UWYt6go9TZ1VPXBmKm/GchXbQHxpBDuQJFpD1E7y+kK3wePLdFvqJU8o7UcApAG+5IzmM/kLbhOfQh5xfe7hOX+FZbOWIDLhYHAoT4mV01Xb5mOsF6HfwGMAXYTgngKs6n4Uni4Wey2eYZ8Fu4VssUoUfmRxAAS4ReHkcJRXf+CqLNeA7vjil2/Xq+XfqyrjJOEcbZYFQcSgaYmrHBcrP/ITyUWe05XUZivGytZ2WrlrBO0XAlE6iQIcpkOd8jBv5rsU7niGvMrU3fZMYO32YxTH0Z4l9xkvpo/RNeDX8lX4L30KWj/ysw4in5BIFEgWuLAWSwfTKVl1CvNsUsIFXmbBNb1neppxhuIPhVNtkuncWBqHlpdfh9v7HMD0+p3MBn5lyrB3cmEAOHh+EV0u/hfcH2zb4g4uDxnMDhATfBmzg1mAY1da7bij18xI9Tv668WYprJeXw5yMJhcZYPLxOnlvZfCCqHD58nUyn26mFSdIceJbm0+uaNX6szLWlJVw1CMfDKaPx+bDsx+f22QLIQ7hjTD1AEFw/a9fdfalzsTUVqts4epgcfVl6k1dESTBw68eLn8ljguLmzKU4rE8NzQZpmfvhQkZS9EBxDCtrcBDiEWB8EoG0wP1qZ8efyVj6bwpMc0jtcFy53HuxD3KEveAhe6c1dYI/TuR91lpUE9HWuCwJ96zVS7Z+amz8nSflWeo159fPT71goFwV2fMUkmH+5VwWNm39lUpl8P94bnwVtsg/yDvUcrrq6FdGY5q/1QJvJGn6ejuUfjx7v3w/G8/2nmmA9qet5cAb/tIHQifzY2t8O7d+zCqM13v378fxsaGw6C2xaoHsQ0rvuhBOaEnK/PpV2xPCLiHlP1o8ss9d4jGClbfoqvJZFLwRAGjgLdXxgIUxm6QdwUyRhxrr2rDKOvo+wkupoDTlXHL+UA3DFluMMWjBOMU9egGU2VtRkUWZ8AnTMaDAXcBXMEOPrQjsokeTo3lZ0qjjFbEZ0FIHl8vJ3T154S5Ku0R/o/BFEMpdWSGYTNsxK34vY6iYTv2tWaqydsb10iTSJvGqN9MTo2FdQMxXl6r8njC8ylBosBloAB9Ag+gO1Jkc49R7VB9sVtyt/dB+iVerWzRjsfgbHYWM7yyEwZT+ArjNnyGe8qIjG0yrcqpR1Ze8uN5PY9RdAycpQzf4qPhQzsKtS9vOp8SKnDvjvNvT586fVc+tjER/PV/JYC6oY2MqY0gd7HoKC4QMmqdSy/GT8ZIDDEsnNrR9uzIA7SHK1L0K1E/CclEgXoUUPc1XulzJXRO09pOG5kVHuRyILuomGe4+izPUx+tR9X0LlHg5lIgGUxvbt2nkjdAAQZdJldMavD44hzDA3mcVk4r2kJ0NlRkjLhVkbF0Ys48Szsx2LqgvqW8+DDgy8ZkgKrD8pBQzpUBHsPOSGFc5x3O61qMAet8n8qIsvz63+Fg5DQ8fvbYVmHVCZ5enUEBo70qA4UiBhlqhWd8AGs3XKk7/aAN2Uri7J4whFXVVQGD6VfjC+GRnVmqCZYmXLnX1XC1N4dbazIovbato7/56YfqRM7i6os2wgQOqJ4FBh61Cek3oZjoEnxzTd6Nm7vh/uhUGJycDYXp+dje9I5yE07/TQMTfoTWd9oeGuPpgydf2VkRpuBVxuTdSrpNI1ITAXpQT1zJv9Xy1STb1k9wof1siw+sl5Zt0UZx9o4ZTY/2921CcFjRuae6B/blac6EfeT2kLVLroNaTIHS9PbHIVPYrJ9uhB9kBCVdaA1wX+Ux8jI91SRi+cWSGU2/mpyzM03HiqMxcI++P6hjbW1th6WXr8PSu3dh9eQgjJzeDs+Ez3/+93805PlKHWIkQVkBLWl30KITBlNTRGfK536cjdijakjZ9IgCbqg6Uv9D2eZbhqJAppvSxma1JZxtI60O22/PtR6RpSPZwAcYsziTCD7QDYMp9Qc/RQGzwzZ84jl4DjGikDdyHPwH5bl5HMF0uwCUFckBXPRv5TX+zuDWAKCgj2c3RZyRfRmnwR/wcnJPut1QtpN2t8AVZdQJsgigKquOhTzDgIGyHKMp5W8W8nVAXJPhm0+m2WzPDO8Gbgym78vaIjIZTM+kU3rYWwrQHehrg/qCL8Kr7AgM8U3uOw3kx4e+CF+GB+Nx9Mmr3OdqhGodfBEzPBQPU+ZfeDnBN22Lc/EatobUcG7lHhYyI/p93nhO/4VnkR738CMMd/CmdsDlDdKAHs7f20mzNi58EA/TZRlMkbkZE6HHVQDaJF6ld7StOgsiaS8auo1O9YYE6oh6Z36gf5PjStlCFYp+RYp/Faoo4ZgoUJcCcEjvq/DNKM8RJfJj+qqmWsabo8xWN7n0MlEgUeAGUyAZTG9w5aeit0YBjBcVbdW7K++4U0n/U/Isva8zHbshCPuUyK+dELg1N7OzTEvld+HuE3mZThRsItkaNa5/LKtXfXn9umCFwo1JkRtMoQRhopAWJ9+uKIPmGEy5mgCngG+XXocKnoDE0XPSfVqYDw++f27nnjBJbgTe6uzScPvQvJ9J34HYpMmkbWJ2xryiUQI6DrmgFsXDc2Ub3sONnfBwbFpx58Pw1JwpM2J67a3EI38UCOTfifQM+RvwtVVakeFU9RIOdCZnJRQHh03RMT44EiYGh6wNFXXPJOD2SME8aG6PFsKA7mlLtINXS/8Op2On4elXj01BwzPqgTrhA1idZEbTN3++DGN7x+EneXX+/Lef5NU5GG5HK0AM3IVvM5RuboW3b96Ftxul8O6wHE6Gh8Kd6WkZ8UuhKOXD84cPw9/+43nA6/X2bWl76gB9FEUVgPcQBgGUN7RzFGacbdKK0h86Y4gFfCLWSjqWQPq68RRwBWbeYIq3Ip5wjDHD0tbh6YCC1xSmaveuDLjxxGuAAGYwzfor4yAKlG7QD6UwnkXwHQB+CreBN6Akh1c04/HZQNE6GsTkGpUB7Dk3G3Z/nfgafJutrqkXl4eoKpoGZQdoG8go1FerhgSnIyMPIxTp5A3P5NML8PImg2kvqJ3yqEcBREznucibsf9Fz0v6nxuZ6qXR6jvyY6EM/ZqPew7GsTT2zU7wOVgI3BOZ+0Af+AD8hKsZTPWe3yzKwFDKeFBvAY/zEWiDcl/B21pwoyTimCR8wJE6AQdo0mmAFnhZvtNCDbwsvfydzqcb6XHUzYwWqE1nMhc7fDQC8FsMpr6bRVlb9K9mC1WQ8aB/gkSBRIH+UAAu55zOeGF/0Ei5JgokClwxCiSD6RWrsIRu/ynAYIvn54E8u/D9uN+BbXjPKlXtwE6YTgjbpGtnmb79PRxnXqZIEDzvFXg5eplnK2UzgUpffmXyinKNVcRs6onxhd8AZWHOiVcpSgGmV9GjMzNSZmEIvvzydRg/1YRsuGiTV+ZiKFoxTI7qgyFG/w0BZ+3ub5Vs+z+U6Ux8mawxGeaMhu3jShiYHg1zi/M2UQc3cM0DWSmKldNwO9HZPkOFMP/oabglgxu4MRHkA14NopbP4rP7/Nzc8/0sQPpxJgUOtUUvfZdFG+MTE6Y8Keqc4vHiuK1anxgvWnuk7qOCRfWVtdENecgvr74KY7OFcPdebAvUI22B+qitk9PT03AqZYe1B51B9M3sYvj7P56H4dHhM3HrxMO9vb3w+tWb8GL5XXh3UA4fxkbkOT8bipPjwlNKpxN5yej9hLa5+m7+bvj57z+GIRlT6wF0qDWYbssQRR9mmy07g0/9r1nFOMoP7LCuArnoLKp6OKZ3iQKRD8bxhHHGFK7SkKJ825eBR83YDFgFDKfaWgqPh04oeG8K5emv8ALoXN1pAQrWDoZtEsQN39EvOCZGnsqqumgq8tsOZ9wm3h4dXA13XaOs0HkaeV79uFI/9CWqhHqgFrin3FwBnsV3rZfdx53orRv7bic8wwzBJr7AAwN+2pK3CaKloB2nAH0KY59vecviATdCuUdevg92GgGMgsh7LJoDD/Ie13yJ3zqW0uS/To0FlMP6qvu7EgAAQABJREFUv4/bYiaUH5kTwMOU+SH5XSQ3EgV+zKIpeAnp4P3YqoET3gcPJC3kYjDrBl8Cb2Rjdsoo7Z+awZR76HIVoFWDKbRlnkw5oTGL3tZVfjz7mYtdjdJfhRpKOCYKtEYBeCiQ+mKkQ/pOFEgUuJgCyWB6MY1SiESBvlCAQT0/sHd6cF+WZ+KGtud8pG15i0V5mXpmPSitlUVf55UpKup6gEhNFuBjE9QMNya49qz6PCrb8Bowoyk3Apv4in5MYuNEOBpJqx6mFiimjQGqIIPk/akF80xmgkU4PIt2ZQjyVbjn0cYyzH2h2CNfFOgYTFmtjFHzjz/+CK82V8PJSLA6NtwUNl/NlDVfvnfyeh0XbndkLF2QsfTD0JhN+shOcz2bCHJNcHkoQH3yoQ35ImiUK7Qrr1vayNbaangng+nI3FhYvDtv4an/GJf4n5fJznCVQuWDDKdvX7wK45r049nJmaZ4dbri6/NYzf+yPqZG9ebNcvht6WVY3t+TR+lguDMzozNLR82jdVBG0VtC8EOGD31oQlsM/vzoseFzXq6Uj8UDbjBFSQZddjPlBYonnrWywp60oTD9AQMX5It9rIaQ5yGXnicK1KGAe5aweAaDKYtWaHO0VbaKY2tX+0vNrQ4VP71yRSY0jOM1Xqbct0fAmG7kAShKfXwkbeoK46yZttvL5lNB0t2VoAALHsoar9hSW//mUTaZGWh6WQAzmGq8Y1eFdIZpLymf8spTAPaX57duMIUf5z3y83E6eW9brMpbEOMgu4og9zGGupdrrfzbbt4Yxzh7lPLl517kw7iN7IicztUW2WYZ2thEiJrxgnFG3digLc934YQhD/7EeMX4xFnbjFWdBPClfBhJNw7kYSrDIQt4r4rBlLbBjh7+wbDeCFDf1CnlZItpyr+jbYm58huaK0iCRIFEgUSBRIFEgUSBK0KBZDC9IhWV0LyZFPApTDcE7NKbl6G8vx5OZVB7KKNph+dLF1aY5g2mXKRsvvKWSEwemVTGieWFyXQsAHiAExNdJjtxMkvynyY4TIbiE3CO9zbBFb5MijFWYriyetMXV/voi+AYeooySM5PzIfZh09taziUaaThCt1P+cb0G/mGVr6NHEazty9fhNLumhlLHzx9bEoBnoOLA/gz/6bMFZ19+X7pVVgcHQ8PZMidvP8kbgusl+AF8E3YBJePAl6vtCPA2ybVRdugba69fhlWdpbD7ON7YWKiaG3B65MwfPJAGrYoQA30+OjYPDunP9wOP967F3748fswMDCQD97yPVvwHh+dhP/n//5/w//cK4VFGWWLwo+tf/lgKPVtdyM+p+Ho4DisvH4b5gaGwt8ePQrffPP1F/kb/mq19OXq1rlKizZvW2ZlhR9SHuMtKozIw1f/gwA6Ffp/gkSBdingbYtmal7iJKh7+in9GX6fmlrjVDbeQX8VYaEttIuK7Pb6qxnGpAxF6W8eNAzgAhSsKFtR0LP9IvWV4OZQgHbBdpSmJFeDQzakPTSqeO8UpRj/GO8wmK5oa0jaaIJEgX5QAA7obJB7+C9j2rH6RyaOdQ0tDKPw4kmdSTk9OmhGQua8Zqzk2uGcGWNsrMnKTPoxjzhuM6ZjuPTFdp69b9dbO16Qns9EmWE6HT1eo1cfr8ANIyl06cb45OXjDNM1LbbkyqIv/V8JgDa0F3j2vLbm5Qz5RoG68l2emHscSSbAw3RTizz3dYUEV4QMjRY5hUsUSBRIFEgUSBS4thRIBtNrW7WpYIkC9SlwelAJy6//HbZOdsJ3z380ZX/9GJ19ywQ5fnwaGNNnIshkkbl0nGB2Nt/zUgMXVn/ysYlsg3ol8GSVLhPPeBbN2Tm8lbF0QsbSezJI3rmPQfK0qa13z041PoVO0A1jzfulF2FDhqcPYyFgLMWIw1lk4JkHysvktaxzVN/JWDozPB6eziyGe0+e2hZCrAbW60s9sfMigWeCsylAvdM23/z2S1g5LoWHT5+E4ng8t9ibOKoA2s9ZcKrJ/okMmnicrrx+EybVhp8/eBB+/OmHs4I3/AxD6cnxiRlLX8v4+T+X/gqHU4UwrS14B3RW6oAa7gCerDUN90RK6KODIzN6rK+shJkwEJ7ff/CF0dQVTLUGU9qKKzHo5yjtpsxjr3GFSL6Q9CNfVED/q0E3HzTdJwokCvSJAp02mNLnWeyEoXRHxii81hkzUUgDbOk3ra2TzWAqpnCWYpqQkU9FWScq8OHFqMQTXEUKUJ+0DbzLrD0wQAiQDSc0zuDp1ktAnmW8w2D6TueRo7hPkCjQDwrUtnz/bXywiwiRD/2O/jclgylnU7IjT78AHnGsHYXMs1Z9kx7JMwB5FNwYL/Rvn3YMpDHVT9+MT7uSoZnYYQSELp1M33NC7ob/bWueu64jPcryMGVozIrpwS7tlXrg+INJGUzn1F4Yx6mPRmnFGACrxSDOEED58fBn3t+LBQKXlrAJsUSBRIFEgUSBRIErRoFkML1iFZbQTRToFAWYL669Xgpru8th4cl9eZ0VOpV0Q+kwQcxPFD0Sk1ubmHDTQ0D5eSgjDhM9Jjg+ga2HguEqOmLgZYJlW/Cdgffy0utw5+R2WJySZ+mDp3aeC6v+LZ96GTTwjuz4kP+avIbXzbNUW/4+fWTPqkrYmrSYvK6trIWNtVK4OzIV7i08CDMLi6bwZaILHRTk0oKXGwTB8zLj2k8i0pcwmG8svwy75fWwdVwOswtz9vE2rtfngvVTKXdO1V5P8DTFs/P2+Z6d5yZU8wKj5+4WZ7IehHfL78PvWyvh4+JkmM22C44r/4VYDjfqGAPuaWbA5Syol7/9Hv7Pe4/CP/7xHzU5xD5cuyUvgejnbNOLtw2LHWbxOGhiBXk+I2t7WeODjjl088HSfaJAokAfKRANnJ+8S1ncEMfG1nqsK553pQjFYLqv7fai7BCZQVS4oviOhR6RwBU9DFG5xvGKMVisyAxs4MM2gHGXirj4qY/kSlm3SAE8qzCW0j7wLALYxWBE4wzyIe2il+Bbe2MwfSuDKe01QaJArylAq7dPJmyygCUTm6rXbuDk+Y7LWLpQGDQPUwySve6HXjbkaUrO/G9bfbKSbdPK+MQ72/FEgwae6FUPUI0hjA+dADNkKm+I7obZDiX9GXrI11syDlJGzk/G097r+7OAl/QH7YNFTxxz4x7JGLHRmzRiNPV6Zo4PMNfgLNNY53F+Hd+k70SBRIFEgUSBRIFEgctMgWQwvcy1k3BLFOgSBZh6MRkLh/vmZbo3eKJteR91Kbezk2UewaTCwW71xeTNPv6iR1dWg/pWnXm8yN4nlPkpK8/8bDJ0YEyw+EBWB8rENryTp7fDw5mFMP3giSmsPB8mXoRByWbl94gNXsmKPFklvKotVzGWHg4HM5a6Qhjc8mD56Ku0uhbWVkthfngy3F98GCZnF8yzlgk1Xgk+0cvHvUz3FMuVCKZsuEzIXSJcoBNtckxKmMOtUqhsrIXtk0rYG/xo3pyFBs8vxmB6KCMnnXbt/fsw83Eg/Hj3fvj++2+bKq17lh5UDsPediUcHx6HX3/7Z/hr6CB8+/eftNVvZmGoSZV2a0oIfZGGf17887fwf+m83VqDqYVVr8IoQZsGUHjwHIMpq/s5MxgFSFxBPlDt5xY4fSUKJApcGwrkDaaMiYwdXFmY0QqwqGhdZ7NhiMJ7BAOZ8agsMdJ2eYAcbIteeZwyVsOO+GDMwqbGFXxQ0GIwJZ7hpnjgxz3v9dqutSjD04Da5/Fp+u4lBf5/9t77ra0sWf8tmygyiGgbp3a3u9vdM3Pmzsw53+/95f7/NzzPOdPu5G7bBIMJIiqQue+nthaWMWCSQOBaIG1pa+8V3r1S1buqVrLoTOQ5z41nnlmMZc/yKvNDvaeOoaifFmHKsVpdrjIbkdYXjgB9IG2BI4E6mEjTetbHlC7E10hns+//TXtkket19Jf01YwULLChLbosqJNak+hjQrPy1qW5OnlM4weL+lj0yFwVDM8bSJsFhGmLCvZyJY16BAhTrEsZH3FFC2F6UwKI4KaY8RiivVcvFlQy/n4Ym0+uP5Q2PWuOyBuJMHXX/Y0uYN+UhxX5DAQCgUAgEAgE6oxAEKZ1BjiiDwQaDQGEAckC7mIGomBCrjpfrr63Zy8u5mLzPOV0EUpvLlwoAgQL5EEokwvIhefJikiVjDBln5Xa4PkhT/qQlJj8jugPtwOehA+KzewcseCGt0suTO/3D9uwSJ2iFKuZsLp/cD+CckVpomg7SyBdXghyxfeTNr+2YGWRYGOPMuI75TvlL8UNxpCllaU162vute6BIRscHnalGnlDoD5jVlLUV3qkXCgSCOclnP3mL+AtYaWqYntaJAFpuqD6soS16VBmbfq59oZLXkjTvd1dJyvnpt9ZXpamP9x/8Ik73JMgTZalmxW51VWcTS1N9sebP+zl1rJ9Jdfgx+WD1kHd5UWPsbsj11bay/T1z7/a//Xkq08I06QoRjmVSBEUdCqCLwyA8GBfJRRRQ7I86JJCjTZ9XPonlSl+CwQCgcZG4IAwVTaZXxyM5+ds8PQdMyURUFIG66OTnt411cDA8ARRhmIaC1NfpKbf2ceMfojryRfjLdlISnHuyeYWHLM95ogDt4Ao0mv7Ke8TPSbmA9F/1cB/LR+TRSfPlOd/sL2EHjDPWP9XGlL9WNPioKn1LSdpmOJS9yIEAleFAPWevowjdZLAod6kaUrX3atqwUqPyK9ESF5Xf0n5WVCRyFLHQueQARmX8DTAGLWtc8g29CkQdd2aK6cxhHvOElI/wOIJZDwCcdE/1SOk8kGY3qS9k72+6A1sWGSauXHW3tP6TgCugz79hPGW/t9lkOpzdQtTLbBCBwCZfEjNUI9HEHEGAoFAIBAIBAKBwCUgEITpJYAYUQQCNwkB5v0o5Hq0N8eoiILXv/xk/9/yrH11wT0JL4IB4lsm0GWxoGjKxJOLxHq2e1Fgbkia3JEkk4mTWR4gW9LK3tp8JYKUfH58fXZfQdabzWsbvmdp/sFjX2G6qUQQpIgP5SgKBARi3DIlK7jT5prn2Cqt6vK7t7ZWLlilZV97lo5nCgkiIVMJRH1OeSyILN0QWTrY2mdtfYPWkx/yy8gXebgpghxFq8qwnudUPooe4XgEULzkBFxpecHWCwtW3K143ckP5S1X3dv0qLu9ferNiUpZhRKyPUSb7dvRUfvm65MtTffcra9Wmpc2bW256PG05Vpttbhqvy7O2GZPTi6hB49K2s+RPnWU50w73BNhCvn658tf7b9Gx+0//uOv1qK9T+9WLVQTYcrNnOJerMCwLmVhAC8UF7ShwVy21+B1KdC8gPEWCAQCdUMgU15qbKcDUWD8ZvxAQX2a4P2feh/mCYyTa2JJUQSzJxljZjXaT6JiroWlCkfSRCmeeZjILk2EAd98TNN1zA+4nhf9Na82rF2kwEWRS5651vtEpUzfxneuO1Dm6kSW56zv87j1Rh4oMt9TSGUjHsqh5KvXZNem6+L4eQQOjzunrV+fj/n8V/B8qa/TIkxXRJxCwPCsIwQCV4WAuibvm+h3Uj9D2qn/q1d1JD3kLPpg9qOEAMPaFALM/2o7QjJ0RYF+gkW6lJ8+gvKnRbP0+/TEaZ7KkVMsjs1ctqexi378dH00fQCSLdiTNvcxL65X/0RZNpRvFhYtaVERi4QI9D065Xmo1zP3hM75luoppDWLKCHYqS+td+86fjwZMOO6k7BPODM3AAssTN0dr3BADmEOwXmua0Qczglf3BYIBAKBQCAQCNw6BIIwvXWPNAoUCJyMAMIYwiP7aWFZ9erlv+3/WXovwvT5yTfW+VcXGnhzQaTOiR0RPYIN1qWsvkW4JB8oDlFAInDz+XDeEJ44dyDx1OT9DxE533SP2PjzFwd7nLmgqmt4BsSr/6pl59lXnGJpsjIzYSvFRXfD62RpTfoUwctRzR6fZyYmLbctS5WmDrd43W/NeZldaNbvXnZdf1OCiuuBskY4HQJgRn1WF2BblbJbmy6XFj/a2/S4mKhDu7Iw3d7ccUVPkzT78+9m3T3v92P3TrQ03db+p+X1Dd+zFOvSpmat9u/vspX1FftvuZOudLV9Qpj6c60+XNQtKFs8/2o4+yJgd7Z37bXa2fOmHvv73/9qXb2d1tYun9QK5DUtfUCxgYKiKKUFlqUbevmqfbWhDpXB9xaU9oj2GCEQCARuHwIophnjndDSkbaexuHTlDYpuOk/UHxCQGE1klzxHheHuhhPJymm6XeSojTdU+3ivG8jX8wNGN9xBygdueebrgk3gZCpabxO1kf0jZyDVG1TP9bOfEU3UF7Sou/j9w97pGa/k37qJ7kOxTx5AZdsQVc1LS6McCoEEp5cfJJC/VSRXcJFKT/UWfYwXQ3C9BJQjSjOigD9Ef0agT6QeplCzcd06tKOpEjfh3V+XgvjIE2Z89HHVbNzaWmdJaLULik7eeSYMAErgrpkH18g2+jD+c5vLJqBOE1ue0/bz6Q0s9jr2z8xLhZ9fMwWCTOykD6uiNnTlEVDXuaUmQY5gi/1tKPljg20N1fJ9WzPW37jRfgc5l42vaVy8/xc9tCCTbBhkbR7nGpQHLJSxnsgEAgEAoFAIBAIBGEadSAQ+MIQQNjq0YpJSAIEgt9FmP7fhVl7es2E6XU/BoRRFIwoRl1wlWCEbISwDVmKcO2vU2b0lYicxx1Ddu+bFy4YISQRELiwBEmCF+keVqCeJoliYd4WC1OyECxLwMviJb+k4illyR18p0x9LZ3W1dxhI3IPfLc9Z5sS2kif+wjcUr3Nv8fb7UWAZ84LV5EbK3LnLDe9WJvi1rlf1qYdx1ib4pp3Z3vH3fJSp+6qIi/MvrfBO832zfCoff3sq49Aw+0uJCsk6fpKySBO2ae0Lddmd5TW5PTUsf2P10W9caSeomgj0H7u6DP7mOKS935RewOKKO3uE2GqeMfujdq9sTG/ljdu2xLBigKHV1lusWjLEBKsIkeBhgIqQiAQCNxOBBJhSh/CUExrZy6UlPjHlZoeh/4jKTwhStmTDSX2acZt0mF8psMhnuMsqqqXeH7o39KiNvJI2txLn8V8hCOdIoQpi5woD92XK9IhTHUPcxbOZy+5PtdNnId01b/HQ5zgwdwk29eZ+cD+gTIel4QtsqwhPZKMcPMQ8AUCYtTZT3BGhOmaiFPqhP4jBAJXhgD9Bwv1CPRb9a5/pES/xcIP+kWs8we0BQ3zvTblI+XFM1SHN/pWKEGOlJX8UHz677MExhg8H7GYJcmQ3s8rsrMSpild8kQ4Y1aym075zuJjHyOVGM+AwFjD/HuxnC02cln7lPFdxWXkkrE3W6x01/rlwjmR65nM/kFuP2t+qPNbvHiOOrLv+bL6YkhUfsvsb88aa1wfCAQCgUAgEAgEAvVGIAjTeiMc8QcCDYYAVgb9IkshTFlt++tPQZjyiJAhk3Dr36uCrov2+pxc8CL0nkbkffXTrzbaPmj3nn3vwi5KqhRq4+C05KUzh9XFeSvLrWpOZA/KgHYdEeoQvkpyVyoZ21dREzXE6LYK15brsNGHT1xoSyuW+T2V5xzZOHO+44bGQYDnTl2k3uxslN1F75Isltd2qnubjgwe1I2Ua28jetuVdeeWXPOiC2kVWTk/M2OPmtrt7999b11dXelyJ1c3RJZWiiJj1yp2R2n1DHTbmlzxLi4V7Pfikm23Ntu9R9neuwc3Vj9QJ0mTNpL2XkIBQ775YXlh0WbfvlO8qv/a4wmXvN/2DtjzR49tTK6CPb9q3dR3VrejxFmXogKFWV4KNCwPsLY9qyLrcD7jeyAQCDQuAk4cqTOgH+FF/4GV0efafXa9xlQpNgsiSiGcsI5J4+dpSkxXVRuU/CeB/LBoA2U4i1jolzLL9zsf5ge6pjYu+rZEeKKcT1YvkKPpOuJNyl7O8R3ClJiY22yoT1xXX461C8psFPT0rxAL7HFPPsCI+yLcPASSoh4LUwjTdT3no+rfzStZ5PgmIZD1PVknchVEGf0V/TvyES5VccWb9i6lP9N/XQP9cvJYhOxHn9uuuSl98VkCWDEGEQefCeSf+Igq9fmnjZMoEl191ntPmwbX+XgrGRQcyDvjJWQhY8xyZcctLK+iHpw2zzwVf0aqL+hFGP+oO5CnaZ5AneG684SEBzIMWDCfYOGVW5lKWAejCIFAIBAIBAKBQCDQeAgEYdp4zyRyFAjUFYFEmKb9XH756X/s/5WFKXuY1luIrGvBLjlyhNRMUM1WCYMNikgXUj8jOCGU/i4L0+HmvI1+/b0LQ5ctD5EPhG+EOiyGWQmrf1+9uia3awhmKGBJ1wlTFSYJr6exjLlkOCO6Bkcg1ScsTTdXFq0ky+Vyi9kA1qadHa4pqFUW7Io02NQeolhMNWvv0Pl3M/a4pd3+8eIHJ0w5z76lWJaWVsvZtfq+vbsjwqFshcq6/ba2ZH2D+U9c8dZC5e1GbygUqNPL2huYvOaHh1zBQbssr1eUP7VN/bC1uam8vLN/Dt5za9eurm5XECm7rqhgtT5KCpQjWBzQbiIEAoHA7UYAhWU2pmdH+o2kCK0tOf2NLs0UvvQ5ugkFJ31GYWPHFZ3HjZ+K0udQiYR1hbDioL9KgXRdYV+9NimtWbTBoicUtLjWdUW/FoBAoJ4UahXz9HE+xuuIUpw7uT+bG2QWrikuXeJlw3IJJXZJpGlm7ZLNKxJhCslAfmvLkOKIY+MjQF3FenhFhOms77nLk48QCFwtAvRFH/WLdUyetJwslVtViFJkXRZ+XIVlaSpWanf0yYwDzE3dwl/H1Oena2uPaexhHGKsSNdSpssIabwgrszbwGXFfHTuwAGLShbmMPdmjGEs3RAw+ujYUNbrDoxvyPedVVe8jH+MndSjo+YJZ80vz5Ux2eUY4QEOLMBij1cWcoJThEAgEAgEAoFAIBBoPASCMG28ZxI5CgTqigBCAARbl5RxrLzFwvTfK+/t6YtvD1zP1jUDNyRy5BeEm6RoRazUAuFMeajPCLNHBRd49QMWpvnmARv7+oXEpPoEhDxIUbeS03Ml7WRRwJF0/Zw+8C0T2ihTffITsd5sBKhPWBdhbVpcmrfCOtamZZGTeScoMwVOVkZc80Ka7snd7q4UIZuVDduUted/Pnrqe5lme52yb2nF1grrflNld8PWSmv2enPVdtparH9w0HKduc+CRnWlzqJUeP3zb9bR1GJ942PWLbfB5HlHFtW4593Z2vGGWVxdtf31ov3jwWP75utn1XqfESWQH1iIUZZO7aP6OULis5mLCwKBQKDhEaAP8UUc+kAfQKDtoyStDfzEmI81DNbo9BUoNDmi5OTe6u21tzk5SUwsYoLwJLBQiTE3mzf4KbdsRwHLdVi581uT7iYvuOHlCLFAP8xajkQyZHd/+k782AxmCvpMMU1ekwKWBXK1ezRzvbLl5YNI06U+N0iKdDxpMKfgPuYV4ZL3U8xv0pmsXgRhepOe2W3MKz1i6st8IUmdCkk6vFhw0ieXqj1tmazrbsrVt+n/SkJqd8iQnie9UX7GG3WrB1gczgxy26Ze9NM+RlTvU5d8KSGNa0TGQpp6z3/BYUMgZONotn8nmGxp7MEtLfnRV39dSgHPGQn4HiZM2Q88G6uPf15nSY5nSmkpP6TxoixtcfEfhOlZUIxrA4FAIBAIBAKBq0UgCNOrxTtSCwSuHQG3SkQ5J6kNhdgfP//bflufdwtThIbTCmZM/sulsi0vFizXkXMrscuQ6Vx44q0meLx6u4z4a6I98SNKUSzaOBJIG4E3YXRcXsAFgegPWZiOtA5a18CgDQ6PeBxElRSTxMv3iwY9SrdKIW/E7fEqYpQS5OMy0rhoHuP+m4MA9ZoX/cS6SNPy0qJt7Fdso2Xf2zjWpqpqXrEgIHZFVm7LNe9GuWIVWX/+UyTl1yIp2ee0vF62SmnTCoUVWy2u2GbLjr3ZLH5iVXpQR/mguIn+cEjt8d3bKWvbEhkh69eHTx9KyZFdCXmLi+B9WbHeFRG6IIvXRy05+/Zx5po3xZfaH9+vYoV9SjeOgUAgcP0IpAVF5ARi8PBedpmiu+q6W8pMXOdBfGIlw2/0Q3Q59IFpPsB3lK30mYn4JH7uYxzmvDyGe8gU5rpWHZcTpro5KdHP47IxizVbTIK1KFY8FeWZvGKdBHnbIysrCFD+mNNg3UN5dKnOKH3lDaKU/pxjsqo5SbGf0v3SjoLICWrKrd1ds7GwgUHI6nMQpg38iL6IrNHP0F8S6kmYqqu1FqWDhSBbLkCYXqRf9Qyf4y3NM9XF+kJkOlr6DjA4qV9NC/pYyEJg0UyWf/rqi/c3LJJZlQciptofXBR/eDae6AXeKGNGgWaRIIMmkpaxlP6I8RB3xZl7e+TU2jsukPgZb81qYyYjU2/IFzoR9i4FGxYLISPI6NSfW7X6njqVhAVzBl4pUP8hkSk/7vDBZUtzBbCquSxdHsdAIBAIBAKBQCAQuEYEgjC9RvAj6UDgOhBASEBRJ3nSXcBN/PrSJjcW7Jlc8iI08PpcYFJfmFu0RVmUDbV2uVCx3rRn9x6PIxdeKCBYuOAgoQLlHfEhqNQeT5tAEj7OmifuQ5mYBDnHRTngmPJyXB64F0EJYmdP7kjb7rbaYFuHDYk0pWzd+SEXWFFa+rXHRXTK85Qt5SsT0LIbaz+fMqq4LBBwBFJbQ7mzXS7Zmtz0srdpcTfb23RoZMjrHHXMLTtFjmJxOjf9zu7tNdnfv/9BivpWW55bsZm5OSkFKjbXtGF3OtpEug59ZFXqbYA3heohq8/ZqYN32g6v6beTytOWFP7b9vyH71yh5PfSXkWWOoGr/GDxujQ3a/81/MAtXtO+qp7nako3QeF9AEB8CAQCgQsj8DnCFMIRl/ZYfvDClWDW99SQpcoFylXISMhFn09JsZoT8+gudfWZMRmlN6pgCFHmDYRsvM6+Z3OJbI7D9dmremF2+anfUcKSHgppXvSlyobnk7ymPKAwX5N1C3Mb8ptZtJKvD+mmvHAu5fvUGbnlFyYihGLehAU3QZje8gp5Q4pH73IVhCn9MZb6uOH9sAfzh7SvCq6DeSYd8Yeu1T+e1K9CmOLJIHk2YDFLrxa8YA3K54ThecuB3LmicY2xAqtbFtJcJqHMOITszAhEXik+Yy5WlKue7r6nSfqrckmLF4fjvDact4ynuY9Hkh4LeWTMoz+HMMUjAxbKjJu8WFgFcX3SczucJs8fDLL+NyND0zWkh5KAI8+D/aUhTZlr6D9CIBAIBAKBQCAQCDQQAkGYNtDDiKwEAleJAAIAQsHU7y9tZmPRnp3CJS9zeQSBwvyCVZbWrPNuhz0ce2Atu5s2vTxna5Cmj8YPipHm/kkwOfjhmA9cL9nKBSw+o6yD1CAg0GQKRv964lsmrHy45LT3pTtSPhB2CAh+nr4+nyYu7ko48XlVVrgj7V0Selusab/F2vuGrGNgSIJito8LAmWWki4+JoBCSjvFny793L3pujgGAmdFwOudblovyNp0edE2bcO228wesDhCP+6r7ibXvDNaJJAv79pfn33rROrk5LQtbZdsrm1XFlZauT006Puh5rBSJSPcr8p7uD6j6Cfu2sB10rHY+nrJFiZm/feRR/esu1v7q1YD8exqxfamLE2JuLi6YntrRVm9PrHnz79Ol8UxEAgEvlAEnPBiXNd/LZFI34GFJQrcxcqu7/mIy0CUuSkwB8BVLiQjxCjzJ44QpihbUUC3SquNBRHK1TSqn6RodQVzNQnd7nONlN5Zjlk/+oHcJc1aBXv6HSvUdSlnCd3KKPk/KX9nycNtvjbhx2I+rKMI1INERDdq2RPBC/k/V97RnnmZlVdNtW7UrEe+bhECTOfSlI7WU+3yLqWEKW765zb1yZBevbIsHWhv9j76UhK5okiQOd1LgJgziFPKhIcASGDGq9MSpo5xFeQkN1IEFszQBzAOgBt9GHhd1jhAf4NFKf2LPxe9ccSicll7gPMbaepQs5dpdn01u2Sz7sHzplSSnOFEu3Do0OuD5e3FCVPmD2BNeUkzBZ4rcwlcEy+LMGURk7sojo45QRTHQCAQCAQCgUCgIRAIwrQhHkNkIhC4egQQWhAM3okwfVtesK9FmCbh4ajcIMxUimUrLBSseVOrU/XXJWvJsbFRG+5otsWpt/a2MGcrVdKU69PcH+GgVlg4Ln5XSunG3ao47cqoajzkTXrIE/NIvMSBOpAj95BuOvL7aQN556V/Bd7PR5pyN3lYkjXusl5dsrxrb2q1nuYOEaeDLhR35od9JSrXHhfAkJWulAXhy/NG/lRQcscrQiBQDwRSG9qulK20vGBzazOWfyiyUnuI8ltyzbu+vGaF15M2stFizW3qEzpUK7tz1j886K6772xoT9PdbRsYyrulacorbZWAzbUr+hUp9b02eB3X27rc/M5PzlhfS4dttO7a+JMPCzS4Pu2tyh6qe3IXPPH7H/aP/Kj91//6V2108TkQCAS+QAQSQUmfQx/Diz6HUZQxdV3E0nsRS7jLQ7nLWEvgOhTWkKTsAY+Smc8oWn1u4nFBoGXxcS71a3w+LqBQxZqIkOI77trPnc/SSzTth3xwX7L8wSUv7niZS7Ur/yhtT8rf59L8Un5P+HHkafFImZ9CSlN/GhVD6gTjKuRLQRZdyZqJuh0hELhKBFI3eJk1jzh50TdnpBfueDOXqt3qp9mH8iYF718EEMRpWqxDuTKylHEooXhyqRjLiIuQFvzyORGyWDNmhGzmvjgbe04fP3EdFbL4s7yzEFhZ92dAf1MQYUqaKW9cSzeERSp5JbdZjo+K+fLPgST5A1uIUohpjsmiFNx8MZSu4fMpoT/IqPe9emPM5fNRzy5zkax+WYQpcw7I1QiBQCAQCAQCgUAg0DgIBGHaOM8ichIIXCkCTphKoJypIUyPyoBP+vXDkqxKl0WW9rV0Wndn3nKykmzJdfjK1AH2ipGwMTvxxiaW5mz17p6NydIUQWF2Yso6OzosPzLogu2RaegkLn4RmvpkhUbAHa8rHyWsIGAREG70f2Tgkor2VF2aLyhf7W7NlgRFBJ3j7jsyMp0kPsqejlyX4klHzp01LGmfR0JBx15huS8Xpq3tvTY0/vhEYZGyB2F6VrTj+stGYH7yrS0UZ6y1s80ePsn2EKU9YGW6JsJ0SYRpz9YdW8jt29C9EcuPZa6o2e94Ru50B9o6pRTYstb+ngPSNLXNWsKUOAnpt9QO6VN+//ev9rBjyN5vLn6y0MPbrN7Iz/bmlr359Xf7S+eg/dd//cNa2mThrf1NIwQCjYpANuZk5B3jHvWevh+173mUdo1azsvOV8It9RP0G0fhla5Lc4rsumwRkrvHE2G6IMK0KAVm0l362KvJSGZ90mQo4vncph9QqJ4nJNfAKEixMiGv9VTwM7dyxbRqFGUnPRXBj+fJ/5d2D/i5gh/lfnWmBoaJNE20jNe/Kjgf14xM4f7xuatDkXrGYoAVKeWXRJyyzy15jRAI3DQEDrchvmMhyb6lXS0Z6ZXTxpOX6Wr2qjFK4xRHAvPhsyzMSJbl9PXcSz+l9TEeGAewYsUNLMHHsqpnBPq0iwRIXsZRH9f0mdggY+k7WayBpenBIt9q2bKyZnOdNC5yfTp/kfwcvpf8pCISP2QpdadTdQc3zrg+5pwMen1sZHgHk3MO89UyZAWtfX5goCI6Hlj/Y/WbueW9HhfFh3GK74FAIBAIBAKBQCCQIRCEadSEQOALRYBVqx0SKmd//9n3MMXC9HBgmo9wtTi3YOWlVbeKHB66b7n+IbdSYMKPcIG7IIQiXvOyNJ1dmbcVkaYIT+1bUjDd2bH2gR7Ly9IMgaU2kAbx/PHyV2vWX5uuY49EV0TpYoQbriEcvjc7C1FacQvOO3LFicC1vr1lT7QnK2XMLADSlWc7erp6+yh98nS2aI68GmXs9JtJa5G17vDgQ8eUdFJah28iTbDg6NfVXFjz8fBt8T0QuFQENrSn6fTE77bdvmuPnj709p+UxbvqLCBFUQbgfrerp0t19o5b5NDGWXSxKVL1fq7fCpslK7fsy9o0c9NLJpMKt0m1nLpOSHWez9Rz+qO3ryesZ6fFNvcr1j8+Zl2ydK0NKEL22M9U7nn/VL/y1U7O/uNvf9VijB5r72yvvTQ+BwINhQDEDHpM3H6idOSPcQyXrxch6BqqkHXITCIEURQzttJvHIcX/QO40ifRzQhex3q5aoHHXmtY4OhnX7TFXqXdWhA20I7lUtNHCtXUT521SFiVLsn175b6KeZQWHtiuVovi6hUZvJJuSh3rQKX8xGORyARpsxpaZ+McSjSeXY+zwRQBf2k+qe6I5CpV9npTOF+EcW7R36BNwgIrLyo23MlFgTsejuhLkQIBG4KAlm/pXZV7XgT+YbF/4g8HfWI9GIxMG2S9ndRAvA6caEPyXprjh/mxHz7XKglLhkPNbzIBXuT45LGPvoEAot+BNmljAcpXYhRn7+oEPSRBH7jE0Q2p8gXOUB+SOMoZCsLOiAPub6aRV1xOYF0qRvkQ0k5LugtII0hTSFM2dc1XZNw5/rzhuw5figj8STC1BeyqKyUm+fBvAMClfMRAoFAIBAIBAKBQOD6EQjC9PqfQeQgELgWBBCgEBRmRJhOb8gl7w9yyaucME1ngo+gglUYrmSbN0z7lcq15tCQ9Q6O+OpUhA0C9yBsuUJX8SG4Fqblnndxzkq6aLhH5Od2xd3+3n/80Dqrbjz9Zr2RTlGufpcmZ5VGt81uLdr440fW1d3p8VZlrXT5wZF8ktlC1dXtYGuX9chN51ylaLu97ZYXEcN+YpTzqOD3V3+4iDB0VNynOVdSmadFLo23C9N7j2Q+msuwP83NcU0gcI0IzEy8sUJp1kZ9D9EP7ZQ25cqBqobAlVpqXHxNv83I4rxj+471t3bYokjTpa2Su+jFbS/Xvef3zpwWVwx5CVGk1LZP+p1JLTTo2dHiCnU8S3e35Zb3oV+TlC7cuK/r9vZ27Y+ffrEnm202NDhkI/eGbXAkb61haerYxlvjIYCSEDINcoO6Tp1GAYx3Aep7Uj42Xs6vJ0cQWcwhwG1TgEnf6H0NOOWEF/MS9kGv7RvIqROsuhYX3tzP3qUoarHCqyiSpEyGLMV7Rp/2xOu/xD3x3EVqZcfz3a45EwpblLU85wifIpCeM78A0VUTIV5f1B7xcEBdQ5/Nk1L18naZ8sN1tFv9OxFAfnXpwRyZhYDXEajj5A1Lprnyth+p4zrleNYOsrU5JO/cy3UEDixKrH71c/EWCFwVAtRNf6kdHdRTfWB7mbHOD4RpvdoZ7cAX9umYNeVsbDnIy1UB8Zl0aNvMIyDecMEOAVjPBTmpf9ysppusTMlmZumb9dnMZdjrG5KWhSV0JPSdYAmGiTBlYQdeHpgH6ZJLCcSfrElJk7SYG6CzYPyFKOV3Fi2hN6CGZc/4UpL/KJKs6NkiloP5hjLIvGBeHi44Xla5P0o4vgQCgUAgEAgEAoHAmRAIwvRMcMXFgcDtQUCygaEMfCfCdKbGtSUTeZRCWJXi3rarqcOGRHrmh4etp6vLfytvZ0qjhAaCSFJiuUAi4WNhfs4WVtZt7OETWy/I4nRp1kqtIjdEmibhiPtRPM2/X7Dt5Yr1dORttbjs1muQICg9UUgdFSBzC8qfbWxpX1DtpbjXYkvbJVvfLdnT7771e1E+YmF6OCCIUM4UavOTztX7OP12ylplXXpv+JG1aS9TX41b70Qj/kDgEhBwwrQ4K7e8rU5W1rZTb1bVtpWUDQdNTR/4/OfPuNTtl7Ki2Yo7W7Ys0rRNLno3yhXr3LljaztlY3FFR6fa9aH2T3+xoP5ib6XiLq1nN5ZtRMRthxZi0NQPrictvQpz81aZX7I2xduzrT0HRZZ+/e1TGxrOyzK16xLQiCgCgctDACUeykLpy1zJmchSFJ4o8RIxc3kp3uyY3CpDZucoGNdwoyuFbZuAYh4CAckR0vSwAt1dFuraTZGjWLPwQkEL/vQx+ve+BEU8e7T3ijDNFKmHOqRzwocFMQvKlIWDPDIni+d7NKDpOfPrdbjaZCxJllnJiplnx5hDG2X+y/dawjRZv1GfeLZYEdOOryMoCz4eQqKwlyB1HeKXwDz5rl7kF9aCtkK5+JX2xNyUMkMg8L2i7zyPCIHAdSBAC/KX6qmanjXrjX7aPQBocQuEXL0WFvm4ofpP7aevJn2O19Ssj4U/64cyOZ12Th5ZIF2v/ofxjEVHaSzF5S99ROtdubqVZwZISTw+uKygzoXnl3oQPhM4KprMEl7ue9/LEp4FTFyXruW68wTi5lmxv+2oiHXygXtyujxcOYMNcwX6Pp4uRCq6g3qOx6TNc+L5UD7yyIKWd8Vt38+Uc7wiBAKBQCAQCAQCgcD1IRCE6fVhHykHAleOAEIdk3KEAMkvLiRM/vbSJisL9pVc8vIbepB5kQzFxVXL3e2w0eH79uDeqAsSTO5Z8VmWkjEpWyhEEha5F6EEwYOAooVzfFt+N6G9D2VFOthjg7IeS/dIxhJhOm+bSxV3TbtRLvseid2DvTY8OuyKJiIgDgQMiFL2UjXtT8h+qp0dfdYuwvHPP/+04m7F2vM5WZFpf1UlUEvkkB8CcSCU6T9TEOmYhCLB4qF6yL7onfOHzx38eMYPpMs+pndXN6yva9D67z/6yKLljNHF5YHAlSNQKZXs3WTmlhc3293dHd4/0EY+11ao/+w1vDr93sba+6y5vdOW19bd0pS2yR6nKzurNvBgLLNGP9Tw6E/cIn1q1vqaerWP6bJ1dLfbvUfj3qekfiWBgqVpab2o17otimjN7d+1vvYOG+/usf6BPnv+/Ot0aRwDgWtHIBGmuJ6GYHHCz8cyxqD6WTxce8HPmQEUs2ubkKWZdShje1J+gh0YJkUxfQPdCUeuw22gE61SnKLoxUJVBw9cR1/GvqKjnS1OmDKfSHOF7Krzv2eK0ux+5mKXFe/5c3SxO+m7E6FIH00Q9J+UK13H72epz8w7IZgJnYoYkvI6Qso/WYEQIEdeV3T0+qUvlN8h0Bt2QtQ1snsdRO9hjJiTQ0LQbiA58AJBO6H+QZhS5yENKBNlOEyYbuo+iIbksvpw/PE9ELgKBKifvOiTWfiLhSB7UEKc0s6Q/6jLlx28PaiBc0z9F22b9gPBRpIH7V+fdcp/q0deTipb6qeYR7AAmnwdtXDopDjO8lsiTIu+8ChzKQu5zPibl2cGSMnjXOQflQ77nU6tb9uKvD4Qj/enR114ynPe/yovfaojEKaMH6uaN4BN8t5BXrkOzAj1JkxJQ8mrbPqrFjARppSfvFGXIgQCgUAgEAgEAoHA9SEQhOn1YR8pBwJXigDKHITLZkluKOgQDrplNfH6l5f2y+p7e6o9PzOrzUUxGhIirF1WWCP28P6YDeSaPK/sucWEHqUJSiBCipfPKJCY+HOOkARHvu5syO2uXPW+3160h0/kcre67yCKJ1xstm402f2H37iQ8H7yjS3vLum6h7ouc/lJfAURjbjg7WnutNydnHXnB+UieNjm3s/Z1NyEVfbKKsdzKYBwqZOt/j0sqJJv8unKrpoyoDhCuE3XV4vgCqVMICYHFw/JFe+j3JDI0sfuijcEo4vjGjFcLQIzaqMr64u2sV/WAohBX6TglilqOLSh1H6OyhXNjkUDreubdq9/2Fr78lZYXre19ZKTpO8XJq2pP1fdy/jjGOhfSiJc2f93uCVva9ubdrdr/1jCFE0L9/iepuq3IE/Leq0tL9u3vXl78ewrGxsd/TiR+BYIXBMCLETCCow6C5GRkXS0p/oogK+pmJeWLAraebkYRcEIicOcA8VwstbEzR77jqZ9ycATZTpK2GQRg7UdmO9ocqAoHHv6L/oxLGMG2RuvaoXC/ZcReL5JDXwbni0EMIpm6i9ENCiB3WFi87xEsRN92pOawF58tI3rCjw76g95Yi6MS0Vyk1Ndw7qZ+sVcUpd54MjvVJ3rJsYhenDRyRFegHxRpzmmkObAfKesuvSgLOx9OlO8PMuvlGYcA4GzIkCdxbWrOLAawjSzMKXfqUe/SruHHKSfYxGH/n2coM1j2Ur75jf6OYLnT79xvOpAFg7IOCV/lGv6y8pT6v8r6g+TjoBOg/4QIhv3+GBT27eclDYLoGZkaQlhSn9FH3SRwHhBPiBM+2XxCklKvPThLB5BdmGMxyL2qsflrI/N5h70rwW56sdbRmale5FSx72BQCAQCAQCgUAgcFEEgjC9KIJxfyBwQxBAXkvKQo4od3BP88fP/7Zf1+asb1CkhSw3u+WCtzOXt578sA30dlmvrsnnml0AnJWLHASZw2RjUiK6EsaFtE9BIf31xXkRFbO20bYr17zjLjxBmP7+8hcbaRm0+9+8cGFzaWHOVgoztr637oIM9xLam1o8f225XuvslxVprsMFqT9+/sm29ivWJuvSIVmXIiz7KnndV701i0DvCLgIvImkRFghfgQ5roU49SN36AO/QTKnPHD6LAFiiH1gCch8CH7dciF8X654O1SGtEcLvx0OpEk5JHN6IO8nYXz4/vgeCNQTAdrp0uKMt71OWYTT9hJp+rn2Qn2feTtlo3dabXDwvuUGhqwsJUFR1qtTE79ZpXXXF0ykup/KwX202Vcvf7Wh5rxbhllz0XplkcoijOPSdaXEnhZ6QIxs77j737IWWjzvyds///l/WFNztigkpRPHQOA6EDgvoXQdeW2ENLGWmymJMHXFKuMr7gc/KIdZGOYKW813UFqj2EZZSmC/NSx6N0S6ZsrvTAEO8YfSlDkB1qnJconPaa7TCGVvpDwkIgEFNOQzyvHkxpi+FzyZ+3AdWDPPOo3rTO+3dS/xQo7zfHNaEJcWE6R53lVjwTyM+oOFMmQ94xLWyJDEjWBJehwe6VlwJFDHz0IsXbblV5aLeA8EzoeARD2X97Aw7ZasioUp/XQmAyK/ZX39+WL/9K5EDGZkG25ns2sYFzo0xiTCFPmSNpbyl8mQpycMP035Zpyhb8dbA6Qx0DPW4hqfRUxnCRCH77WXZ2bNnuGcYqh2XaeOjvuoH0PSY/SJLPX8KF+MSWlcITJ3G6x81pNYPi7T6FSoUyzeWsFlujBk4VGtruW4e+N8IBAIBAKBQCAQCNQPgSBM64dtxBwINBwC6AkR6JBdXHGoD69/fWnTlXlrv9sqF7zt1p+/J8vNYVdoIQAiRECsMnFf1MpHhCF9/CgQL0IJIVPIoCD7OPA7AtTKzIQt4pp3oFf7og76KvdXP/1q99oHbezZ9y4kcOfq4pz2Pl10BaWy4aGlo9N6lTeIUhRv5APSZmZu0rasbF+/+E772WQkY22esruzd+6RHOKKN46eYXJfTYOr+Ehe4SnBK8ONX84e/hCx86J31BWzCGdYJNyVG9Lh8ceOacLrcMykiRCOUhH8yU8FIUoSOvF43g/fFN8DgStGYEXtdG1xQe1vw/Zyd9zatPsE4jJlj6ZXLpZtZmLSnnb121dPnttWS84K2vf4z9e/2crumj3/Qe1ZjZD2mEJqslOyMG3bVL+0K3dfbVIyNGl/ZFmk07cdF2hrWJruqQ3u7ohoEWE7VNmzv3z33J5+9fi42+J8IHBlCGTjAbWcen/7FawXBTYpVtdEWqGsTQuhGLtdia35S79cAuK2EWU3RB1KXOY/qa9AuZsWIjHP8e96BHQlKHozEixZ+57QwVy0MDf4fnBL8xuIRAiCWosdiAVwTfhCdILrYQvUwxAcELG6FyKWOHCzzn09mhdhOXwd7YR8YZHMfHhJdY+6xTyNMiWF/OGyNMp3+pgPM/Sz9TG0M/bYg8jgWeg/QiBwbQjQh9NHs0gBUoz25/21+oWsj7/c/pq2kxZ/0Jchh9EEkNcYV5DTWHBD/+C/ZY3tWi1Nr/LhpIUk9Ie+2FeA6NG4HH2WfLAQZUH6BvoZJ2AFJs+akDDPvp38zi28GCvGutiLvMnrC3nj0TBf2EIe0GeeoXvgUkL8fpWBugRBygIwLEwpP/WKfPFb9LNX+TQirUAgEAgEAoFA4AMCQZh+wCI+BQJfBAJJgHDiVILMm19+klvNinXJsjTXr/0IRUgSEE5QMuLeltX8CIFYl6IUOyqkePmNK46+Sj9sVmx9dsKmNhbsweOHXG7L2s/wcf996xh9eCAopPjc4pMvEmxI+nC8r5V/rEvb8x02MjrkSlJkHW45Knje9IYAoiJ5vH44dDFxpJWmCFLHxXfoto++Yl3aLLejIz1Dln/wyF0Absp922lcDEEYI4CPyyUyq2LJAcqqUtVVzzGP4aP040sgUG8EaBcbsgpdX1qw1fKilXc/uOg9TTtclvX1zsqaPeoYsPvPX2iF9a79z3//j81vF+zR00cG+Zp0F6nto+iYfjvprsN7OwZtc2PVFrdX7RstmEA5c1Jb5d59LE3Voa2LnH0/OWU/duTte+3hPJDvd0vTlF69sYv4A4FA4GIIQKIty7p0Xe5aK9vZgiQ8SNBXoEjHfSsudSHWUDwSIFJRprOnGvOgpAB36yFdUksE+TxIb9xzHcScZ/gK3rxfrM6uzlPOpCgHO16JEBXsjjtkNgphfiMtCE8sMplfnhSIl/lSitePigfFNsrv6yJMva5oAokLSuZlKN4pC9ZtEKafI4JPKnMj/1Zr0R0L9xr5SX0ZeVO3fNCf0+bwKICVKW0QApV+nvncSXPC8yCV+kt1Td5rEj9jCUfGE3VRemVEF9eQz7Ps4XmePDXCPWkMJS+MnWBynsDCYvYYpb/B2pLxAwzB0hdG6YM+HhlIkWS5nvTT4p2xLnmo0phTO775whfFxZFnyrjFvKGehOnhusN3xjXmMpQ1Lf5iaETvQj/L3OW48h4JQpwMBAKBQCAQCAQCgUtBIAjTS4ExIgkEbhYCCBQEhIrZibcuWAwMZZabmpdnv+kdgQM3dhzTpD79nl318XuK96SJPQJsZVnkytKMFZt3rKMzZy0iFZ/ee2y7nXkXkLifV4ovpXJUvFO//WRL2u/0mQiPFhVIW5B8cl+6Px09Hr0dji99r00XjGq/pzg+dySuwtyi3V3bsHtyvwsZjeCTFIYprePiefvrT3o+O/bj8+9sbKDHBfCCXBQhULk1zHE3xvlA4IoRoH3QTlblcntZrrQ3tYChM5+56KXvOC6kNjA7MWXdO3dttJeFBY/tt1d/2LvVGRt+JGv3KmHq1+qNI2kV18s2PzFjY733XKnwfn3GRnQ9bnmPa7MpDvKzr44M0vTdmwlrW92wR90D9h///Jt1dLV/pFA5Lu9xPhAIBK4fgUSoYZGxgnJVC4rwxIDCWjpztywZ7WyR9d/dAysN+iRoOldw6zNzG3oWDnxmIVV2LpsDcX2tkpWrb1tA0S3YPIhncGzOUkbHTW/gjvKZPpi5HudRBPNK3kkgNiA0eCafI0wTMZnZ22QKc545z454UGyT1lUHykWNUbE0r8ssX5kbu1WzynZbCdNk0Y1rXp4p5Y8QCFwnAt6fqw+gT/CFMOoXsChkr0qsTTnPNZcd6APSuOEjhNIgmdQ38HN2TXY+jTfcdVtDVmYHRv1yRiCfp6xpXMejUplFxhpY+GPBMTLwps4z1mQpfUgB/Hn5oijVAxZ788L6v18LbFjQUjtekA4eEfb1oKg7ru9gtCeSOoRUN+g30QWw0AYylPIxh/HF1PpOIRjbuI5F0owxlPVweeuQxYgyEAgEAoFAIBAIBGoQCMK0Boz4GAgEAvVHAMEVy8nld29tbn1WG5O2Ws/uHXsy9sT2u/NuYXZawWCzXLL3U69sO8eeqJk7znoJOmdFBsHo3dsp69+TsrZ/zNq1X+lpXOsgp4HRxG8vrbi3Zt8Njds3X3/lwtVyZdeFquR2MISnsz6VuL7eCKyJNC2vLLrV9zQHUi4AAEAASURBVE6bWX5o0HKQmEqYF29+1Eevv7zpxJ9yXf2wo9+Gh+/7oom3sxPWOpCz7Y0Na+/IWa6jw9o7q/Ho+pLc+S5MzFq+tdf25cq3UlnxvZGxWpd+5BOFB8nQJgneR+gzShJI01f//dLGdlvtHz/8aIOjeWtXn9Qce5pmYMV7IHADEIC8wX0fRM66LFNQRmIp0tN21+6JMGV/uwifIpAU02lugpIWq00UzucJkKVgr27VA59RevN8ymh/Fdx9phTXnSJM+YwlTfLm4RfUvNFnoygnJPV77ffrnu+h24bUBT/KSn4aeQ/TGmjP9RGlPltz0NaS5de5IoqbAoE6IEC3BfHFYowBuWLHLXhqj9fdV9ShuLc2Subm9K30qWmhsX8WYcrCmw0NMAeWlz5GuBhRJc3xjoW1/x0nSCFMk+U/c4La4OMVzKtCvS1LSaO2XMlzgpdTeaBMfMYrA+Q6ctGGysuchiPjTJZTYooQCAQCgUAgEAgEAleBQBCmV4FypBEIBAIHCCCuIAvsyzXvikjTycqC3cv12ZPH2sOwud2FoNMIBQjG25WyzYkw3WzfccIUAUP/DRFQ9P3x86/2pHPYhp5+58olhKHPBeQ5BLzp33+22c1Fe6L9Hb/+6rk1a99TlI6srE2C4lErbD8Xf/weCNQTAdr2drnsLnqXiwtWlIve/qG89jYd8hXTroevNtLUHvhaKZVt7d177WXcb3d7Bmz6/bSt7KzbaHuXKwkWNosez8AQ8WRWYOx9/KRzyGbK+q21w2bUXp59/60r+z2dmoLSHqt6kQNClXMoMBbfz9vG/JI9aeqzZ8++soGRXlm+t9fcHR8DgUCgkRFgTCzKLS/KRRYWoYzEyg+3raNyyYuFSYRPEWBOgUtj8IJogFzAbeF5LSSJxxXaiherGZTcuEiGUGShFwFS1q1+5C4Zt5kotknP/6pjQ21Oq7cdLII5/L322qv+TInID6psFdHnn4w9rvC+6sxcQXqQ36uy5IYwpd6gyI8QCDQKAnQfzEGTVSGEKZaF9DPH9S+NkvfIxwcEErEIoakux8cnZF9xpd7X+nivfqii/ocxhj6YZ884wkKcTo0t3XrmafEPbnl9YQ6VoyZwX/JecNyinZrLL/wxlYs8M1YyZiRZhcVLBMZhlhZlZdQe2expGoSpYxNvgUAgEAgEAoHAVSMQhOlVIx7pBQKBgCOABUOpMG/zC++0t0urffXdD9oPKlOsnQYiSJN13b+wOGVt+ZwNjQyd5ra6X+Mij95UFCdMx9uHbOTZdy7YnZQ4YhyCE6tcWQ07LQtTyOTulla7n+vPhCsJVAiPyQVc98CQ9Q4Ou9CViVonpRC/BQJXhwB1GRe9hcUZq+yV3UXvoNooynJ+W9LepezxS72l7qfQ39Jpd/fb1Rds2Z27u/Z4YMRynZ02NTtly9tly8k9dWrrU28mLb/fau8rRe9DNve2LD8+Zt3dna4cqY0XXQRtkkDfQR4IruzW2/TrCetarNjzB0/t8bMH1tUja1ZdhFuxCIFAINDYCEDIYaGxLvd1BQhTfUZ5imvGwVyzK8wbuwTXkztI5nm5+ofcxE2uK5ovQJgyN1nTM8D60F0MYjWjOUuyjoFIRCHcJpKUtLI0TyZMrweZSPUoBFD0u/trEaYLqjeQ4zH3PAqpOHedCDDHo//Hs8CAXPOyrymyFcTZVbrGpd9j7klgznlbF1JkJby8d3DT0HFAZia5lyNwMr4zxuB+H2KRwPNGdsYNc3pBnDcSUZ7qQyKCyTe6EKQMFt1A2kLsUk76VhaAFYIwBaYIgUAgEAgEAoHAtSAQhOm1wB6JBgKBAAIC+4Usz885GP3DI74352mVL5KDrAjh2miEqQqA/LY4t2A7yxXr6xr0fRlR6J4UKA/CHa6E5ibfWGFd+5/25Xy1NOQSUiIx8CIqBK97bYP28NsXvq9LIoNOSiN+CwSuEgEURMsL87Yi4nTTNkw8qLvohdB8I+vrZ13DvhBAVdkDfQKrrvdbOqwll7NdWaE/fvrUXVQVFM/8nCxBtT/qrlz9YrW6KMIVwrS0vW2LW0W5+m62u+1t9vDpuBOzxJeC9A9u5cR3FBS0txRIv7RWtIVXE/astc/++vcftZep9lZuVXxoLyIEAoFAQyOQFJG4fcXyDSWq9KZOlPZKad6ucTXCpwgkwpT5CeRyl0jMZJXz6dWfPwNhuiqXyOtS9pZkAcRzwHLG+3j1uW4B5ArtbH/BdnXEnGMhTaxN+Ty+131FpuiXm0i1sZnSjq1Joc/wXR3Crzt7kX4g4AgwvWP+iTyFpSEuejNrdu2bzPyPH68gpIU8JJVcA19Bsjc+ieQqnoIk9/BulanxhMU9jDPICv5Z1pcM74zzPGOeOYtykmvbRhpXmKdQJ+gvnbjXkfzV1kboU8rGftEQpkvqa7Gk5d7oZ6kREQKBQCAQCAQCgatDIAjTq8M6UgoEAoFLRAB5d11EzHxBFqba6xCrs8OCxyUmd+qoJOc4YbogcmezULGhwXHrGxw5VtBBUKIsKA0R9uam3tr86oJttOzb+JOH/hvKRgQlf1U/s+fjg5wI0+cvXGiUfvJMhPOpCxQXBgIXRKBSKtmqFjeslhZlbao2MTwoErVg4zkspNVuFf+QFkwQkqKkVNQ9S/NacZ0pE+4/fmrLIjVLOrdeLtjSVslaOrSv6Zb2q2putoU721ZWOrm7LdbU0Zrtnao9T1Og7aDsJa3DhCnXsJfp1J9vLV/ctadjD+zhwwfW0Z2z1rYWfo4QCAQCNwABFKjrsppEKQkJl6xOUKBG+BSB5JIXO8FuJ0tRNn9qCZXNQTJrKbBlrpX1ox/j6i5bRZiuSdm7XiVMsTAl3FW8kLFOzDo5K+W25j0ojr+0xwOeyTbzKlxBZk/g4u+pHqzpGc8Ut901L66WmfdGCAQaDQF1L27NnqznO1oyt+P0O6n/oi+77JDaN+MRloKkgZVrqzrBo9JL7YpmRHYaySrysrE5TXyMMZCihDYtWmSMgDCESMQNOBamfHaLU53nefbI9XJO17LGsVEteSlDtVhH5jPVAxYaUW9YkHKYME3VNbrc09SkuCYQCAQCgUAgELgYAkGYXgy/uDsQCASuCQGEhuXFObcwzblL3mFXuqF4SwLFVWcNAQaBB+XR1NtJa6k0Wc/AmKzhMjLoqPy4QK+3nITpwvRbmxNZWhZHc//xeEYWqTAep26G8IE1RRj8UxZ6D9oH7fG3PziRuiMB6ywujY/KS5wLBOqFAG1yRe11uTBrm7IS3djbtuGWvLcVvt/vG9Y+pyOyGp1zhdJqacWKO2XPTk9zhz3UHsd7Ldm+opsrizY3986Wtkte9wfbOm2msuKuewf2WuSac0fue4taqDBo/SJna/sD2g5t7rCCnqZVWi/Z8ttpG1K7/csPP1h+tM8tTeuFScQbCAQCl4tAZsGReWBAMf2hvdf2Apeb5k2OLS1QoQxpIclRyvqk6EWJXZKWGlzZHxBldm1IBCx7XEKYQhgwI6PPxQoIS1/2SMVVphMIup/n9KU9HeZy7O1KwFUo5P5NCT5WalHCnFzy8pyxfoLgiBAINBoCtCrmeiyYYfEMxFpy20ofxAKOo/q7i5YjtW/cxOM6lv4SC0j2az4qPfpXFr1iQ0hfQH951HUXzddNuZ/+BOwIWOZiEUy/k43v/JYRivQ6nRpTcPHOM2503ChDshM96vmmesC4CSmcbTHwYQ9T8EgjBWXnFSEQCAQCgUAgEAgE6odAEKb1wzZiDgQCgToigH5pbuKtLRRnbPjRPd+3EMGYVxIoUvK1QsXh39I1Fzl6/HpDvHNlUqls795MWH9T3h7IAvSoQD7Ia7IsXcSydG3BKlWyNOWTuHmhj0K5WVHcq4WCjiUbk0vep9r7FcHLf5OQFYqro9COc42CAPualpcWrChL0zbTXqU64mZ3oLXTOppafJ9S2oW1y1LUP5gNyu3u/l6zFE+7WoAwZKOjo9oDdU7kqqxNd7N7pzcWbEBuerdX1mV53e9tZmmzZCVZavfl85br6vAFCCiuiJYX7YpQ29am/5ywu4slu9/aY//6X3+3zl7tZaoLYi/TDKt4DwQCgS8PAQiAbFHWBwKgH4seWFCFpAguizxb3pCrVvYxrRKmzE8ysrRKVogwZf9SFN3Mf44KiaClj6b/JRX6bj7fhlBrQdUqQoC9FW9S2RIxvizCFCuotI/gbXg2UYbbhwDdBl1Ns94gTdnjsr+t2V31tmoymOaal1XytBAFF/FF9YW07b5qf0k+6MtqA9dv6oWcx9w0XVN7VZqv0hdyO/3qoWhqo7yxnxlLsFqHMKX8ta6MGRfAiP4GbPkd4ptnelMD5cXbAPywE+0qYPpMP4uLe6xNWWDD76mk1AdeEQKBQCAQCAQCgUCgfggEYVo/bCPmQCAQqCMCrCYtvHtr79dmbOjhPeusEiKHBUgXKmqkikzQvLyMedR6gywtFctW0H6je+UtuQbNWd+AiNzB4SMTQ77z1c41lqWHyVLiRDgsK172MfXvlS3rbtL+jjqfH7zn7n5JgHwgdHOMEAg0KgII+1uVsm2Wiwd7m7bKpTar6jcrFVRAvj9ph9zpcm2lrAUC0++dBJ0srfuCgE7V/778sLXlOq1YIp4FW99btSEtnFgvLFnf3l0bae9y5cL7StHmNrA2zVt+ZFCK94wwpR9AUUGo7ROKq0Wb+P21Pdlqs7//8282PDZoTc1NcidJbiIEAoFAIPDlIZAU+liYbooUhWCotTBNljEoeHHHC0nAZ5S8dLPM17AshajAytRfmgRh1XpU4D4U4iiISYv7r3LvwaPydJnnEmEKNhA24HCTCBAsoLCcY4+9hYosoDCPixAINDAC9DRqZk5WYlnaKwIT9+C9bZ9ayl+0GLX9IW2Edu4WpnIJnFlCftzv0R/QprbV3zEv5VeM99NV3K+f/Tv3s8CC3w8TrxfN93XfT9kZMRwPYUL58WKQxglw5Tew4AV5zKKb9Pt15/+s6afy8uyxmmXcSz0pZWf8Y7xlLMTadFNHFdtDOla/xiEQCAQCgUAgEAgE6oBAEKZ1ADWiDAQCgfojANk4++pnm9lctK9ffPuRcEnqLkzoLSMdMyGU81iKIYggOBNqyZLszOffU9wc/aW3wvyCk6XdTZ3WfqfdumUJB1kq2e7IgICHe6aSrO2m5yZsRe5Fv/r+24N8cZsTsPMiSje2rKupw4Wn7o5+Fxh780PW2tF5IDwdmUicDAQaFAGUxNO/v7T3W4v2jPZLu1SbpFmmY2pbMxNTNmKt9uf6stqzLEabO11ZMtwzaPcfPbWpd7M2tzhp7fkO38t4ZXFRJOqiSNNuy8tyFUXEwmbRys37dk+urj0tpUP8tekBFXuZzoug3VxYth/lTvs75S3X0WbNrc38HCEQCAQCgS8OgUSYJisX+lD2XEd5T3DLGPWzuGdlD1kUvFv6jHKbORDztf52WZXKshQXtNyn2z9R+CcFMvvUQbxyf5sIVl9cpmNK76Y/AMoFocwYRNko100iTFN9wCXvrPYyhSCnLBECgZuAAO2N/otFHN4vqW9BJkvz0IuWgT4Pco+5J5b2fCe9dtq6XqRTG1L/iWWlbvGgy3x+yhdOcZ67yPttJUzBjHKmI4RoLV5+XkI9vQ39paDwMYTjTQuMdZRnW5WDF6Qp9YSHTLkhwyGPwYMFKcsbGld1pK5wHZdGCAQCgUAgEAgEAoH6IhCEaX3xjdgDgUCgTgiwQnjuj18MV5xOmB4SmBBGEDRcEJV0sQdz6sIV7o4yQSsdkV0P3X5srhFSXFjRBz4viSjF+rNbJE7uTs6J0h4RpaRLHrjmqJAI0wW54l1YX3AheHmr5NZ1uc5OEbCLtitr0nZZqnaJJEVB1ad422V5V5v+UXHHuUCg0RHokIJq4c+fbaKyYE+/f67298Hyk7ZIu6H9UNffaT9g2ZPaVHnZFxUsLSzY8kLBHnX22/fPntvU+o5NT/5uldYde/DkoSsbsEzlmu7du9bT0uH7AXF//4Mx6+rGPW/W4mn7KCc4EvaVIKTpnz/9YmM7LfbDk2/swdN72h812z81uyreA4FAIBD4chBgPoNLXuZUBKybEsHAdxS/4v+cBFyXUndDX1D+M+/iN9wqDuaanTTIlNzMufRX7XeJg5ApkDMF8crmjvf/EA2MF7UEbXb1zX1HOV4SsUygXK13s71cb0qJ9Ej9WUGYTq9vu6UpVaNaPW5KMSKfXygC9DuQjsiRWJliLX+Ze5p6W9Cby59q68xj1cQ9TXVlRy4UgQSkXXEv4VDXeHA+zVeP6j+zO2/ue5LXwYHxxceKmnEiwychlKHEszyMVaMjkMrBOMAiI8a9ZClLWdLCbghTFtfgkrdQkecGHfmOPoCxuBaJRi9z5C8QCAQCgUAgELiJCARhehOfWuQ5EAgEtIlJxRbevbL15m0bhyQ5JDEhoCJQZCs39z4QpsIO95qs3mUFp7s1krjF/Z8TvBBOiBeBBTe5y4sF28f6U6Rmp8ibrv4ha8l1uBDDtUcFsklacyJKdzfK1tfd5S5KZXhhq9tlz1N5d9P6Wjqtpa3HOhRnmyxJSRehiuNxcR+VXpwLBBoRgc0VLTQoTNmdvnYtEhjyLNa2Qeo4SgXqe7FYsvV3svrc23ZrVC5+93bK7t9ts+HeASu199vE299scWutaq2atWXuX9TCA9xk92pBQ2ln0+7kWmSVmvUXKCUOlE80TILu2deNi7PzVnw3b8/aBuyf7GXak+1lml0U74FAIBAIfDkIMPdgXzUUuMybvK+uUWQnYiBZmLLHHP1v1qGa5UQK5tszwvQk1JhbcS8K4mURpiiGcd+LK1/fq04JEy1zNRa9cLyMkOZWxHW4bJcR/+E4sNQtwTArsJcrVlQ3MeBudEqE6Yqsn6gD/shvYkEiz18kAmnhKqRpPtdkXepnMqLuctojfSCtIsltxJr6zy8S8M8Umn5YXb8HPQrH6jO33MifkTGoE+gn8KYA44v1MaQpfwTqDToMxkS8EbA4hXGR72CUvD1Qx2rDoa+1P8XnQCAQCAQCgUAgEDgjAkGYnhGwuDwQCAQaBIGtivYwfWVrzbIqk5tNlFy1AWEEYSMRpij7UnBlm65HMHFLCZ1gn6yMRE1XfXxECCHOoojShbkF29Y+pbjJ7e7ss35ZfuIeF2EP4YVrjwukUSzM27v5SSvuli3X1CLriVbPS2dzs5RnbU7ikO+2vkEXirpEquYUP6tREZYo10lpHJd2nA8EGgWBowjTTAmuHNKWVcFpsll72rcVkZ4omvLDg173WbCwJhL1x5GH1jz0wP74+SebkrX5/cePrIv9jBUH99JW1kW4Lsna1LS4YWN32/czHRgekmIsU7p7etVkdfCvuzu7vpdpv6xX/yZX2V9988TbKHmMEAgEAoHAl4RA6ocpc9YFavZU0xdmit89V+iy1xpzFfpg5jsQEFhR9mnPQMjPkwLxoBzGxSsK4i1N3Oj3uX9ALn39fvXpxF3rqvGkOE/zG/OqDaVFOXGRS579r6aMp4nntNdABG/pRcA9PfPPmxjW9IzeySUvz4pnVy3STSxK5PkLRIBWR9uDKB3qaHZL05z6KNr/ZQX6FCa0WWvP+s3Li/2yctkY8Xw8znw8xjRGDi8nF4kwpb/M6kXmtSEtAkoLlPDSwNjEWMFiJMZD1tmkcdJJU31PcRAvn9P3y8ltxBIIBAKBQCAQCHy5CARh+uU++yh5IHCjEdhYloXa0pTdlYVaXuTHYfkWwQuyhFXvKO989bu+J0GC31H4cR/Cse8LoyMKvsOBexBsFkWU4iq39U6HNe2324As4waGRg5f/tF3okMgfz/xxrq7OrXH4oi9+vnfVtqtWFN/Tq4+O22zXPJ7NisbtlEq++f2uy1y39Ti+e0Sqdqi7zkRqF35zN0v+YkQCNxUBKZ/e2lLuwW3CKUNJuU07SUp4qnjtNMUOM/vBE7PyMp07G6r9Y0+056l8za58s4Gxsesu7vT2zHXsFAChQN7DK8WCjbW3qc99rZtu9VscGRQluEdRJfFW42fNHDLu768Zstvp+3r7gH713/+w9q0j2lTs0zBIwQCgUAgEAgcIIACl31LsYCB7KTPZS7F3If5FSREr9xeHkeYMj/jHqxLsbjBXW0iXkkkuc7kfuKFLCVO5m0XCYwvqJiTQpq4coo7WfqksegiaRx172GLVkjhmxjWtT/j+9KOE6abVWX+TSxH5PnLRiAn17z9soBnUUdPG3uNnryw48tGK0p/UQTSuEM8SfapjbOWMM3GxkyX4fKMbkansanxlvGSz4y//OaLthVRjdhUG218DgQCgUAgEAgEAoEzIhCE6RkBi8sDgUCgMRBwCzURpnd6czYoq7PD+iYXGPQmWcLJUskTLkzw3YUKHfXvRElS6rVJ+XZYTuaawtwHt55td9rd8rNbxOVpAsrCkixKZxcm3XKhX/spzlaKtrpT9r0bUZSRd9RlSWlG/soiTiulkgtTW5WKvpdsuGXQ7n/z4qA8p0k/rgkEGhGB+cm3tlZetL3cHbnUHpcSHLXBx8QlbQ/FgvQAfkSxzVVJR54I07J1WZcWHmC13dzfbsMjwwftmPaOIv71z7/aYFuXFjs0iwxttnVZd5f3KlpskfeFD6kNJqyyvUx3bebNpOVLu/bVvXH7+tun1p5rS5fEMRAIBAKBQEAI0MdioYkVDKQpFpTMfehX6cOx2jzJwhSybU1EK9al7JW6oVe5Go9bkhKX0oEgxdoUi7AuudEk3osE5lru3lD5PbBmrRKx5L1eIRvbeNeYVx376pVWPePlWS9WMsKUzyjvIwQCNw0B+hVI0z5ZsQ93tHj/ctPKEPm9WQgwLhKOGmf4DXlHw9IBCcq1dK+Qo4y3/Lap8baoxUWMlYy9nNfpCIFAIBAIBAKBQCBwSQgEYXpJQEY0gUAgcHUIoMfaXFm0ZRGmknDdTedxui2ECoQMFGN8drJU97tAou/6d4FFsrKsCnDFVP2Na/SClLmzuaU9EDusrb3XctpTtKm9w+PUz58NKPRmfn9pm7ahPUpFeoq0wRJjr/eDZSx59/0Uq4VA2ZjyhZqQ03+8/FWEad7uBWH6WczjgsZHAKvq95NvrLS/Zj2DvbL2HHYiNGsLag8qAm2At0SYymGif08K5ooWFay9m7XO9lEbHh6xyYnfrNK6aw+1p3Fa+JDa/7u3kza03+rKhrZcr4jPDqssF2TprYUJrft2L+1rWpPu/r4sptZKNv3nG3u232l//9ffbGR0kFxFCAQCgUCgoRE4SSF72RlHUQvpiaWm9LfqqbEwveNzLhS8kKe9R1hukUf6dci2QoU92nYP7kEZTHBrTw0IpMHn/ja5zpQlGKQp3y8SsnxL0ayMkBfmf1iXkd8In0cg7a2HS95V7WMK0R0hELhpCNDcIU3Zy3S0E9e8TT6HTItYb1p5Ir+3AwHGpESBoglgrMwI02w8zDwyZJ4d1mTtz5gZPfDtePZRikAgEAgEAoHGQCAI08Z4DpGLQCAQOCUCqLF4ba9mhOm+iMcBWZgeF9DfoBRLehzuhUxx4UPSSCJT2TsE5Rv6Nwga3SLL0gW7s7Zh9/qGrHtg2PZac3IXJ7LThZjjUvz4fHlp3hYLU75f6bMX39qyXPoWRfSMPMz2XUVQd1JUR5xAIeyk+JPODpc8EKZDIkzHv/lBeY69oj5GOb7dRAQgTRem3lhxb806RZoOVUnTVO9RFqTAR75zpP7zgZXZ7yemrKnSZA9GH9j8wjsrbK/aNz985+2Ye7me9vROCx/692Q5oD2Hm9pyvu8wVtuzsnSd2Vywr7RPKUpy2j/3ZG9Ki71MX72xXHHL/vrosf3lby/4NUIgEAgEAg2LQNZFek92ML+oZ2YTYUpfi8cO5jL0z5ouudUofXpXS9MnBCd9OfuwYV06X96xkpS+zL/SvIw8Nysi4iJ0iiQdZq9BEaaZR5DqD9nPZ35H+QzpR75Z3AZpQl6DKDkdlCjssXBaEVkK4c1iwAiBwE1DgF6EBR70L/lckxZ3NFkHluZMCCMEAteIAGM5gTGQBd+MjbjjXdciI8Yv6i2LlZbVB1d0jt+rt2Q3xnsgEAgEAoFAIBAInBuBIEzPDV3cGAgEAteBQBJs12YnbLE463sW5jpzR2YFQQPhATdhrMxEsED+dVdxuoPfEvlIvAjHHDlfLJZEskza/bZBe/D4qbXIqrSiH1AMHhe4F6Fmq1z2PRXbOzqsuLRgW7IuxQVokr178nnrHxp0pRzXcx+Bz4SUBIo7ykCar6oWpuPPM8KU88fnJIsn3gOBRkdgdXHOlhdnbXV3zR7IMrRL+/xS72kK1O9Uz5cXFv1cn9oNbZbfuO79xLS1bzRZf0+/VUTATm8syML0keLJ9ial/FxbKpatMDlrDwfu29jDx96m0O3++fNP9n5r0fdSpX9IaZMYedjVRVub2/bml9/smcjWf/3lR+vv77O7yYSVBCIEAoFAIHCNCGT9ZNW6RB0eFpPJPSrznbQYpF5EYCI+gcBd6KovJU/kg0VmBPYcJR8EfkP5u6m5De4E12ShuCSFL5/1kweOXM0LEtYtwGSlOiLCtFsWYER1kfKQBxTOieSDIPmcxarnWznkSL7II68UIIrJU5rLpfO39cjcFFfMK5t7Nlfa9v1ra/G4reWOct0uBFI/wx7J7GEKYYoLcfqsCIFAoyDAuMMoj/tdLEoZ4xlrOK5qDOV88lDVKHmOfAQCgUAgEAgEAjcZgSBMb/LTi7wHAl8gAijJUJytzUzY/Pqs9Y+P2VGEaabYyshGVsETsCBAYZdEYE5nv2R7I0JootpDCTT9Vq54K/s2OvTQ8kMjmdWDzmfXe3QfvSWBe037lZaWF21pZ0UWEK3W05QRNy0iWLpa7tjKdtm2utt830TKwn3Z28HhIA1+U5JO4L56+YtbmD6UhSnnDlwLf5SL+BII3CwEaIsri/O2ujRjK5Cmjx9Zp8hObxf6Lav/+/bm599sLNdl6837NvZo3AvJNbjlnZ+Ytaf5+77qenp1xoYf3rOu7g+EKRcXRZguTc3aYxGmIw+fuFKBhvb6l59Esi7aU1l/0xuwZII8oYTgxV6mO7KgWZqbt83Civ0lf89+/OsLueduJdoIgUAgEAhcOwJueaLJix+VG0hKSEj6T/b85IXyn7lTPUIiEokbbx0EZkvMscgTZ3zuRaeqgFIXshRXvMsbO7YuC9MNKXuZe6Uc6la6aP8OkdnVmhEZ+fZm328wuWYnvrOGpHhG0cxCONI8DWGaiGFw5Sbi8QU8OlI0yngZlq9nLc91Xc+zBQuU9e+K217nPsyrrytXkW4gcHYE6ANov7GX6dmxizuuDgHGHFzfs9CH8bMo4hSiFKtTffXxVpdECAQCgUAgEAgEAoFLQCAI00sAMaIIBAKBq0MAUhPl2czvP9usLMO+FtHh5EZNFhAWUOKgfNPid7dygARpk8KQBcMIxumaWRGjWKb1Dw5av1z7ct+CyJGtpYr1dAza0PhjXX1yIL7tStmtSUvlFVuSW9D+obxtlDesbdtsoEvWpEp1tbSo/RJN+yWOe54PCNMToic/vHDJ+yA3ZI+ev5D7ncyNXbK0O+H2+CkQaGgEaDu8FqYnbK28aLtt5pamqW1k7XHB7so19lh7ly1rH2BI0/uQprqRe9++nrT+3RZjb9KFtUVrG8jJve9Q9mM1/tSGnnYN27ja0JaUC1gCvfn1pVul4pIXBX+Wn8xCiD6DsLcnN1e6fvr1Wxss79v/+Y+/23DsZZqBE++BQCBwbQigPMUmc0dzAp8XqKODxGIvSfaVZKKD+9pukY1HucStV8bJF/0pR0I2R/tgeYllJ6TuqojShaorXog2vzY7kHUPjAUQvv3tTb63INalLH67SNhXxkgv5QPy9VSEqfKNstrnlrqfY7LkxbKWfNWTmL5Imet577qU9rOlHXfNi3vI9CzrmWbEfbsQ8LmX3vD0Qds/q6Vc6hFSv3EedOhWkC+xLh3rarFuuRGn74oQCFw3AmlM1ZDj4xbjPYQplqZ4ZthiwZF+Y2yjDVykHVx3WSP9QCAQCAQCgUCgURAIwrRRnkTkIxAIBE6FAIRnqbBgMwuTtuPkyrjvcYVSjYCQgECBsI0yjM8IvOyDhXVFrSfNJe0n2lrcdAUj181tFK07P2CF+YLlmwZkqfbE2jo6Pd7j3kh2RW5Fy7IqZS/GplyrrEcHraOzw/Pyx8+/ulvfVVmW7raLDHr80Ikc7iNfHE8KlAdB6U/F86J31J5++4MVZJGBoJTKd9L98Vsg0OgI0AZQks1NvbU1LSrYk4dt2gltmvq/yF7CqxvW19IhwlTurkWadnR26pps4cHkm4ww3dhusu39bdtq37VxufdNbYt2RvhTiw6e94zY0Fff+155nJ747aVc8hbcJS/feZGmf9YbR8KO9jJdK6za6uQ7+89HT7WX6Q/ZD/EeCAQCgcA1IZAsHtmHc01uUTe1uIMAkYfVCfOePohGEQCdmjx9zuXsZRaDeUvWm3L8QJbyLRGVuHKdL3/syjX1udyeCAxI0qFcs1uZtvo8Ll1FbGcPkMpgRD5QPLN45jSEKfexCA+cS9vZ/qdgz+Ia8sgeiJC79bLkPXtJr+YOMMClMnuZosAH0wiBwGkRoDXzot20NWeEKf0XbfQ0Id3Ptdxxurs+jZn+hoUPEKajnS1aoMFS14/7rk/vijOBQH0RYCyFBqU9pIVRWJNm49ee9i7NyFP2A/f6rxsu0g7qW5qIPRAIBAKBQCAQuDkIBGF6c55V5DQQ+KIRgPRA+VdcmrfZ+Ulb3ynZE1mFIeBmrt4yeBAs0NWgSExKG+6DaP3oOl0OYdqyvmkP+odteW3d5jdKmQAiQX10aFxWoiMudBwHPEL6qtyJLhdmfA/GQVmoDsqyDaKH3xBY/vjpV+tu7rRyy76TOOSXQHmqH7MTeud63jiyZyOvvqrl62sRpn/pE2H63Q9ukbEuaQnh6ZT6BGKOEAg0LAK0hY1SyQrv3lppf806873eljiPdfXz7hFZ9uzZH8V5V2B1tbTYflur3RNp6u52tT9p7k63E6brWrjwTJbnqLq8LVYb2szbKRvab7X8/We225LzhQiTv/1kC9siTH+gL0E1Vm2HOvLZb9XbrgjTrY1tez85ZQ/utNr3T7+y8fH7sZepMIoQCAQCV4tAUqBi3YhrPixMirLWxPqR+QPzH6xO8aqRrxKmjWD5SL4hHZmbFZVnyLVlkWwQbrWBvpg5GwQK+wp2Vy1MISMvg8BIhCnJonRmnAAf5ognBax3mHORX6xjkztE8okFLJa8p4nnpDRu4m/UQxbxYdWMxXDaF/YmliXyfPUI0Opo82re1gph6m0sW9DwudykFpuO9H+8zhNo/vQBtOPRDlmY6pj2ZD5PfIfvod9JMhtpXWQP5sNxx/fbhwDtAA8SrINiTGd8Z+xE9ue3VNdxx8uCKbw2MJJSx6hr/B4hEAgEAoFAIBAIBM6PQBCm58cu7gwEAoErRACFVHl5wVZETi5srcol50NrlxUnARISApKAECF5wt3wosThOwIv93MdQioBgQIi5mu56Hz6/Q++f9bUzKzNvZ+zVlmVjsm6VJccG4iG17vfX9ribkHWbtnei8RfTcLvZS9UrF1H5UK0lrCtvYYLSetAANIXLErzrV0eV2Gr6L9/o7w+koUpSikUdpQhQiBwWxCgTextaK/RdxPaz3RVpGmP5YeHvC38IOvqeVmAb2r/X9rJ1vKa5ZparSj3vLSDlk2zocFxWYfP29LuktrjQ+vu7jzoG7iHtti/12Kj41/bvghTlA5v5ZK3oPaLa28UdmlBA5im5uX5ksZiV3uZloslW52asaftvfa//ve/Yi/T21L5ohyBwA1CAGWo+CknStk/0hWl6rCcKNVvWEHSf7Ef36AsM5Mb288RgvWGIO1dCrm7vCliTYWgHO5+s9rhMpfDtW2XLDY7lH8+t8k1SCIi01zvInlNLnkTgcG8LZuf0dsfHxJhCiEI0QvpmxHTCeeMdP3SiBDqHdZNzE3Zy5Q9aSMEAqdFgPaHjMaRjos53bbq1OdkHC5PLbbafRzM206b9uHryAOW4vSbvW30QZdnmc+cc4POWaFdfdp198eHyx7fGwuB1K+yqAd9Bsfkdhc38sgrtBvOY92fjafZNT6mNlZxIjeBQCAQCAQCgcCNQyAI0xv3yCLDgcCXhwACcXlpwbbWCr7fIJaceb0kT3tAgcY1BE5JdnAFHEIEAaEUMgRBmOsQV3HzKQnDxkcfWc/gsFZtyp2dJBHI1tME4sFydXX2rS2sz9rA+JjlujoO8pHiIAvVbGTpV/OQfk9HkqU8vMgfFqXPRJCi0FvaKnscnU05eyLCNLnjTffGMRC4LQjQVkuFeVtZmrHFbVmayvVuzy4u0e7YWtOejWnhAW2kML9gTdrXNLWv4d5B6xl7ZJOv39hCccaGHt37QJgKHNpXqSgydnrWxnruycr0ka/Ufv3LT06wYpHqrh5p2LwItEcd+OqKcpGme1KUT7+ZsM7yrv34cNx+/MsLrowQCAQCgUDdEfD5gd6wNMFlZWZZuusKU+Y39FfqonTM3Myi+B+Q5WOn9uLDeuu6iTzyTZ4hedlaYENlQOmL1Wiyh+FzriWz2PR9V1UwX/B2ifkHR9LjSMjmkIwz2ffj3tN9zMFwQYuFKYpsLHlPchmc7kvjFenwvNxe9jNpHpeXRjqfygdhOrW+7c+XskYIBE6DAG2BNk6AT0zWcSdVodRs/Fj9ktXD06R4/DVEhVU7bnlxZ94rK1O+X0ZAJqX/o23gHp1o6ZNTH/i5/ucy8hBx3BwEaglTJ0tpGxq3+Kfe0GSoM4xBa+p7qVvJAhVdhv4jBAKBQCAQCAQCgcAFEAjC9ALgxa2BQCBQfwQQXrfKJVuamchcdQ70OlmKkJCEAa6pDZxHcE4KG67lGl4IEazyZW/RkZa8PZaLW65jNSZH/Z8qpJWda8rXexGm/eOjvm/p4Zs9H5wk4pSP6rH2Wn7mWgKH17J+/Vb7LT5R/l5Pz9jM7JwNiNjtGxp25Sh5jRAI3DYEaKNN0gKU5Hp7dWnW5jdXbbi9ywqbRbnffXjQxqj+uNiFTB1o67Sv1E7m5Qrw/ex7e6/9jVsGcjY0OuQLJRJGlZL2PxVher/3nvXff+xW2q9e/mTLsjD9qkqYQtiSBw/VDxy8berN9zJdWrP3U1P2j4FR38u0q6urekMcAoFAIBCoHwLJQhPFKOQUi7yykOjG7BsLxNplnYkLW6xL2zVh8b+Dzq1+eTwpZqyr1mR9SN6xiNnS97SgLc1/mK9hGZtnz1LlH+tSiIXLzn+WXsJPsZ8SG+7DwnRJhC/EL+QpZcAlb4+wTta8tTgki2CU3rygX3g+kESXXa7adK/yM7jgYhkLU54v8+yYp17lE7i5adH06LMIpyVLU3OlBXOrmpILTxchioiCF31Ol4hSSNOBXJNbt+v0hQNtH+9AEFzkkzzTN7cqvUZY0HLhAkYEl4oAfaq75NWRz2mRjz76d+oTY2pZ84CKxiHqFouQ6Hu5JkIgEAgEAoFAIBAIXAyBIEwvhl/cfUkIIKAQYoKX4RDvmSCJEorXG1mBbe1XnARhj9BUX86CUxIwEFLn38/LpWfFhvMP3br0LPGkayFMcRXXsrNhc9OvbOHOlt2T9dvhkNLlPJ/JO8J9bRnSNRyXZDlHWFooGC54H8qidLlqiZHu8ev9qngLBG4nAhCmW6sF29ir+Or73d52d8+b2g+lhgCdeTtpDzv7bWTogVl33ta0F/G7qd+t3LrrewajkELRQODwpxYi3GsbtAfPX7hVOYTpEoSp9kNmxX+tJfpRCnQIU/YyZX9hk8XqPx88tufffm13716OBYJnNN4CgUAgEDgCgeTSEZenkFK4QUXhziIT+jfvH3VkGwJc2ELKNZLrx0SYQjTygjigj6b3rHbTXmoIi762u9ZZJXsTaXrdFrJkjvEExfSy8s8zwLKH0CvCFIKlXy+wrw2JMIUgxgKI5wSZjVcDyo8HhdsQnDCVhanXTSnt9X/q4Djo6gRFRhB8WPh46ojiwhuHALU/tQCqzOeqzeHrqTN4/CES2hr17ix1LwGW4mUuSBvGJS+ueX3v5Cz6dOmJx6zuZqQoi1wI9F1YDLLYgn5vR5/JM3HTRwdhmvWtieq7LQtJTqwo5/yROq6hxCp6S4t2qFOMLRkZf7a+95zZiNsCgUAgEAgEAoFbj0AQprf+ETd+AZOAQk5PIyg1fokih5eBAAIr7uQWp+XydnXB9kWYQJaiVDlPQICVfOECK3uX5lt6rad/zLryw+eJzkkcJ1i2RZhOvbLFu1t2//H4gdBfG6mLy3rzo36oyvV+SfpNco7n7fXPv1l/S6exb+mD9iF7/O0LKecyq4RU9BRPbRrxORC4TQiwN7Dd3bT7nV02UVqy3vtjbl3qbaequKIdLM8v2nph1YZa+qx77JHO7PsCBtz5si9pajO0r8k3k9ZU2bf7w5kbbhRW7pJ3J7MwRXklvdWBm8Tadpqw3VVEO9s7ti/3vG9/e2VPcz32n3/5iw3k+9MlcQwEAoFAoC4IQJiyfUBJc4J1WfMxr0l77EHRZX1W1o9hvciCM+ZMjUA0AkhyyVvUftAoepnbHHj3oEOvBk3/DkjfTll6MRfsllth5lzXGcAbhT75Jv8regarspQl9IhccYs0EaeHCdN0H8psCBMC19w6wlSYTGNhKkwYX09LWlFHfYGkjpD/BOqFYA5LVUfj9r+lll3TDZxY6NrrqTL0dxy5n3p3Xgtn4qUusiCWNj3ckVm6JxeoJ2aq+mNaIEFfzeIK2j9uuznP/s0Qp8SPq1/6bz4HQZiR3TKU9BAE8vE1jb4xjaUsTkmueKlXF63/x6cavwQCgUAgEAgEAl8eAkGYfnnP/NpLjDCCULOyKJeLehF6RFr1D424MMFkL8KXiwB1A2EVZdL26qJNzL61cvO+3HGKjNRv1J/zhCREsPche5e23c3Z2LPvfUXmeeJL+UTYnXn10t6WF5yg4Xyqw7V55RxCM8HPc131O4ck4LN3KUTp0lbJcsojLnnPK/h7YvEWCNxABCBMcZU72t4tt4wt9qa4bE9lBUrboY3RF6TwflYLKlY3rDOXtwePn9j8nz/bhNrjA7nwzXV2eNualiXqfnnfujsGZQn+RG0vUyy8/bW6h+n3z2UlioUp7TNZ/Xza3+xLmbO7u6vXnhXm5m17adX+Nf7Efvjx+5SdOAYCgUAgUBcEkqIUS5INiDf1Vzmsk9RxNSnFrF/8QJLSVzZSIP+beqHghfDFnS2fxSEczIfIL/lGYQ6h0C3SohvCVNamEAtXEZibuaVaNTHIaAgTRg11/U6CrCr/uBemHOQKcgWLtMMWpmmex7NJFsKcoyzMdW8DUUJ5wGZ1U3t8r285mcwiJf1/EsAKLMCTx+lEqXCAPG5WJU6uWVH+U8WxooZ8BffsnFI6Ju5PEosTXwQC9BfUI+oT7Qk3ptQb6uB5AvHQPulzBkWY0v94H0vFPSF4n6E0aeeZu9TqnqW6h/iotxCoBGTHnOLN6Txx35b9jL1w53xzzKr40PenfW3PGd2tva12HGXhTjaGZouP8FZAP3mR+n9rgYuCBQKBQCAQCAQCZ0QgCNMzAhaXXxwByQUuOBSXFqy4tOhKifbeQesUaYqwcU755uIZixgaAoFkWbq5smiT79/63oW4y0QjdbKo+vnsU7cW50SuiDC9N/LIWlXvUDyeNyCkI9BN/vbS5rcW7ZsfvnMLtYNKXJNnUkFYTiF9T6eSoP2nCNPR1kHrHhh0ZRF7lkKmRggEviQElqYnrFCakSvuHRtq65JVzqa19PfYwPCgK1Rpe6k/QL/iVuPNeRt//NTuFgv259K09dwftfaODpsSWdq8KY+9uUHLP3h0ACPNajIRprJGReFGvAQO6MZSGn5Sb96GdSOueSdfvbZcadv+9/ff21dfP0mXxDEQCAQCgbogwDwBCxyOBPonLPIg9Pjyob8SbfDRdy64/kC2yTvzrqIKggvXJVkjsv9abYBAyPZflWtekRbJfW2yPqy9th6fk0KaI4F026qDA5Y9EL1Y9mAthhUZYwdkKa8eWcTiQphAeZNUA5HD5zSfI7rbQJZSzlQvwWRGFqa4Kc6Q49cPgfrJC7za5C6ahZE8W0gj9nHU14M6zP1Mz/1Z6AOWuRADTg7oO78flYZOR/gCEaA9QbZTh6gXFyGMkp4C6/b+NhGmOp6GwEsLItzlrro0vtNf0Obpjwm0FfIJgYq8y0IB5MjTELJZDLf3nb6URSiE2n709pb4fCVLC0cg38GLY1bnsrrm9U59JP1nhEAgEAgEAoFAIBA4PwJBmJ4fu7jznAgkQcRd0UhQZtUwK+RYLc/cLuZ35wT2FtyGwMuq2921RSsszthUeVlubh/JSix3KaWjbr366Vd7mBuy+9+8cKUXK1ovEsjz/KTcBhdnbeTRPevq7jiIriofH3zng9dxvXFMSs90vqQ9EdmTcbAlb4+1xyLCDtdFCAS+OAQ2K7bw7pWtNW+7AvXO5rYVd7bs6Xf/P3tvwt1WjmVrHlsjqXn2PMXkCEfWkJVVvape9+u1Xv/j/h391qrMjIh0RDjCtjzIkqhZJDVavb8DQqYVskxJpERJBxJ5L+/FxbABnAucjQMkYpP3SFZAoZSGFO3e6LAvHj22/r1Ne/bmuW30d1ulXHWydKR/3Ma13+jc7KyvbtCnpX67C0VbXZiz+Z1FyZl71t9frCNME3ma4wD/+vY8PzNrO68WbXj3uv2P//lf1jdQsE4tGRl7mV65mhoZDgTODAG6K7nfcJwlIs8sgQ1GlJempe9fqu54XyyRi8m6FDLBLTZFlkJCFkSunSW5mIkPeFzwZrl2yD1oOgg7CFP2kUXBTz+N9JJOLNL65I8trSFsKC/6iBAkvtx7/QulQawugjf60SjtKc+5SirP+nTz7oR0BkfIIYgi9tfNhCn78B5GGOX6nusLuJeFe94HEuIgSIF6pK/2OW0NMh5HG6b+nMSpOnqbhsxHDrEcOMuCf25JcNoB8gEr+vd18ZMMPqQMEYA8UHB+zGmGOD2rCSEnweQsnmGPa6zUQWtQshS5isVkKtGzSMHFiIN3EnKPPbFZHp4JSNQ96jwfn5AkOXla/cbFQCNSGQgEAoFAIBAItA6BIExbh22E/AkE6PjmAQIDG5QkDIYZ+DKgCHc1Ech1YmtZS+auLdrPa7M2OjHuFmXNQIS6tTBbsmtaunNy4p71DI/7YEJji1M56vM7J0zf2qQI074a6XJwiIc/PkRHXa+Pl7wvaqng0tyCDXfKim7slg2NT0Z7EFbhriYCKKoq76bthSxF3/d0WWH7mr8nNnvM7j28J8VrUjxldOZlOb6xULVHNx/Y3fEh+/nZU3umZXwHOoo2LLJ08u4Db3/sWTq3vWCD2icYhVbntU7b2N22yvuKFfv7rFAsuL+xyQlXvNE2abO0XRRdHHGvf5+23rVNey8l8URXwe7cu22PHslqXWkNFwgEAoFAKxBAFtFnxtXLo3Tl4nxnAozlbJdkYepWg7VOEeMCCFIU5nyw7sJik/yelUtK52S1I/5DxEbac5SlYSEFIe7wQ1HwjuhV+iBMIUshVVBU4w+lNnlhguhlJkSY8Fq/RPGmlPjU01pVdXKoV+90JkTySdZ6teV4VbAQzIctScrzhJMJAkhoSBUse7Fm5XyDjU7DBQI1BGiPuJo4ST+O+Z0JU5bMZRIES/L21wi8o4Ki3TNxgCNtX9Xa+5EQpKQrpw1ZRn1Pbk9nl3tCxVGY1d/jvcD+1pQdchOrc8qCyUHhPiCAxGNbEXDK+oR8jozE6nReE5F4r4YLBAKBQCAQCAQCgZMjEITpybGLJ0+JAN3f3AX2zt8pw4vHLzYCzDrf26zY8tuXtrSzYr215TdPmytXtigQjix3e1/WpVPau5SBRDPqHXV4syLL0OlfbLN3xy3VsCRgAIyShzi8ruuLATK/UbTlexuVqq2WFmxvY8sGOwatb2TCyVIGP+ECgauKgCuZ32/Yi+e/WHln26aGJmxhec3ebpZEmN53S26UUVmPsr5WkaX3W7s3fNvuaSnep78+tZXtbRvp0zK8IktRLqDInn76o73bLtnI+JgrG6pqf5VyxWHuud5pvde7bXtvW8uobacJG1Pj3pZd2VUXH2Trwrs5TcKYt5HdTruuRv/93buxl+lVrbCR70CgyQjQZ8FlGZd+XY5v+kCQXRCPEIssz1vdTv0i5DSWhxClkBSQFaclTOlv0acC0vzeoI92EFv8ie/wPhrkKMpnrHXwBylKuhc3d/w6FpH0W315WZ1nshTlPqQJlrPE6USq8nBZCVPqaVVlCYFJv9oV+MIw93Hp/3YKH9+zsUaYUsYnsZAmTEXh8VBvkkWalv9VGlRMHjfn+g93wRCgntS78yxDVU+3boQw7dfHSdPaxI36NB48z0t5+2QKZYB+Y5YRh9X3VFdTTg+TRwfDv+y/wQ3ZSVsGO5etOrnqlreNlDt1iXcWpDOyeEbbhTCxJFwgEAgEAoFAIBAInByBIExPjl082QQE8gApDReaEGAEcWERgCB59+wfWsqoanvDvTauvQpP66hX0uO4EiXvXXrnhpb4FSmJIqwZ9Y46DGE68+oX2+rdtTsP7+4TowyeGa7gh8Efs4yJc1uJYlL8kqxKl0WWTvQM2VD/iPUrXZ1aJhQlW7hA4Coj4EsySkG1ND9nq+vrduPeQ3vx+++2tF6yvcI1tbN73qay8ntdy1mXXs7YSNeQffnd9zYz887W1st24/5D3wON9keYb375yWa037Dvi1wDGCXs4lzJFksiUrv6bay76ArY+c2yXUMWTU1420WJlhXsKCcgYXd9L9Pnvpfpl+Pj9p//4/+4ysUWeQ8EAoEmIODypdZDuYyKdGQu/RyINqxh2PMSJe+u+mU9ItWyVSZkBVamLN96GhwyQUucTmBIkDOx7aDlEsrmNVk4YSFGf410YsFIlwzCk+tYxfIeGJFFKSshoNRnqVmOOPxAHC4pP1wZ6WU5zw63sjwYnz9wgb9yPd0QbuvCRQcRy4kMBTtcJorAE+KD9yjXwDAh1jgAOT5I7WTFt2ezWgJ4RxFDtOSlKSnncBcHAeqBf6gUcvStKMLzKkbqKP3F4xKm1E+XbZ6L9IVYyLIr5a7uJnmsZbKW9Y9vXrFfYIesRg7TlpETjSyFfMVg+kN2qUO0GGQi7ysmkyAXmZAULhAIBAKBQCAQCAROjkAQpifHLp4MBAKBJiHAILK6pCVpF15Zxwhk6YQGSicPnPFnGrgmsnRN1mdvX760kc4hmxi/ZQNa7rZZChWSyefVzz/awu6CK9nywLd/dNSGtKxwXo4pK+BWlZ6F+ZLtVpJV6djEpJYenvKBYrPSdXL04slA4PwRQPlckMKKtuSKUY37OZ/++Qdb212zsXs30/LXSirXUdT+ov2Jb/eO28itB9bRm/Y9fvvyhRX7ijbQ328DA/16/kebkZXql08eu6WRN149i1qBMJjE0KWldoe7im71NLe5bP1jQ06aIpMOyqUdEaY///ePbmX6H19/Y4++VNxS+MdepserQy6va+rRw5ZmPF5o4TsQuJgIJIVxUrqTA+QNsvCiE225T0aekNf6d8ceoBCmkKUszctENicqRJBCVkA0YmkKCZdJh9qjxzrUL/VIWFg4HsQVGQTptqi0bOpIf410Y7XDPcqCI2GRxvFCIkLriddsYVaVohrilXIbhljlnaDzg++PY2WiDT2DR72inrLFOhgCOVFelHV6j7cq+Vjy0kdwwlRkwZbOfbKi0oa1K+9NXWK8AABAAElEQVR1J7FIq6e3VSmJcE+KAO2CiQxpFZ40mQLi7LzoHtLDBAnqcr/kDxamQz3J0v2keYznPo9AlifIWPYpVjH4pJRurdmNbAl3OALINyaHIweRf0xAmqtbkjfk3uG4xdVAIBAIBAKBQOBzCARh+jmE4n4gEAi0FAHGQHze/PKjlUQ4fvXk29oM9MajlQ7EHeFwrvGCK0pYphNicru8ZYXrBRvoG7absjhr9uCBeJdLc7a2MOd7rrA/E3G8ri7a6N2bNjjQ53s0cW2htlfp0PUB61N6hkXeFvr6PP2kO1wgEAgkmYA1Cm0rO843tMdxZXnGFq5v2+37d/eVKLSdV8+nrX+7yybvfOWEKW1yZm5ainETAdpnIxMTtjw/b68352WF+titXbBQ9Uj0fFbOLUlmYHHKMz0dnTazsaK47u3vT5zTw7E0M2d775ZteKfD/vxv/6o9UHutt6/Huro7673F+WcQQLENWYJjqUvIinCBwFVDAEWx74+p9qBm4CSCE1Bo8C+wQz6j1MXVE4eZMGX/yxURpuQf4qTYlfYwZUleyEaunUYkpKVb33sasFiCNK0nTEkaBB/Yz9csc6Sv93cD7w/QJ/XIJchSLEuHDrF8RY5h7YjSGqtLis0tpGoK/4tdigLgEAd2bHCR+6/UW8q4VtynKrdDovvDJeoQcQtuJ0q9DHQBCzU+7K+K1RV1CxKOcuQTrn0QoH3TTph84MSPl11aiec8Ukk7pa1j6T6gCQ+DIkuHvb17j/E8knRl4kRu0IZpu7RU6gay2v8uowBtQskyQYR3jk8yEGzsA5veY0nS+Wo4Ok2/mhBhBBEIBAKBQCAQCFwRBIIwvSIFHdkMBNoJAR+Maty5Xa3YUmneClqGdn1x3ma1t+CXxyRM0+Aq5Q6FGr/LWp7TidLKpvUalmZddlNLemZispVYMLDDMm5Tefv1t6e20bPjy4duaq/EBZEwu9UtG7g+aP2j4yJLp2IA08rCiLAvPALICj4oYFGmYW1U+u0f9mZjyQa1V2lB1qPcl67ASpqMsLu0YWNjd21gbFJW3z/Yxt6G7fSwbHbZhkSADnX22YvKnD0SYYoiRv/7Cl1kBw45UmGJXxGnxe2k+K127fn+xO7fPaV0PZNV69j1HidMd6Wk6JRS7YuvHtoDLRkcrjEEwN0thNCUyhVU0KclSBqLOXwFAq1HgPrtlqM6Iqsg4JBnh7l9wlQCDS95P0/aw0V25D+vDiheZJ9QcyJTZClWpizp+l4igOV3ISRZipdjj/J+2j3swBWLT8oCEgSLpXrL0Gyhgx8UzWtKD88Qb5/IW/p1KPEph35ZvULukLaD5ZLDwS/6fsqwGem/yGV/lmmnfKFEIQ4OI0x5z2AxzH1VN2+XeiTcOSPAJAT2+qWdbakfQNuj/CivVKZ/TGCWiK0oP8Lmw+TXAZGlpI0luJm8Eq71CGQ5SluGKFW1qPXVc6m3Pg3tHEOWc2oetckiyaqedw6TV1gSfrGqPaU1WQS/+EPucQwXCAQCgUAgEAgEAo0jEIRp41iFz0AgEGgCAgx3mIFeFkFaXSlJiVVxxdJod5+9qsryi6Uya4OjRqJjgIBlEqp2wn374pWta+/C4vWi9VzrtaHxCRs5Q2LS86cMYMGw/PalvVx6Y9d6u6xSrmhJ4EHrLQzb4NiEdYskjrFLIyUcfq46ArQpZIIrq0WYFnY37PfnP9vbvS27JStT7qEUKKuNlaZnbKzvpnVqSd55LfFd3i27TNkoVzU5o2QFEaBr25vWMzJoE9qb1IlYIpBDluCQI5yiXICEZaJDoaPLiizNq+XCccSJMnxJ97BGfb+r5SS3dnTtmv1l9EbsZeooff4rK37SHniJMGUJvNMuwfn5mMNHINB6BHL9RvmP9SIyY0CEG0ToYQ5FMZaNyUouyRnIBIiEi+yyBQx5YKlLt0CsKXbZ6xOCEktBZDzkBKQkxGn2C26ncRlXFPBYjrn8RhVfCzenj/1J50SYris9vA+QQ6OFTu2res1JNpaadQtV/aZMDlrC5/Lm/cE5wZPXHM9p8hDPNoZALgPe305cqz1R/vyGgNvUp6zyXZZFM8v4elk1FnT4ahECtPXR3k7ve0HyQJjmNkuZUXb1jnaVRUKryo/wkb1YmLKs9qj2Ig7CtL4UWnee23A6ZjlKnzuXeuvivggh0zbcEht5VmsrTO7h/aY5P25Vz7uMfjVthwkih7Wji5DXSGMgEAgEAoFAIHCeCARhep7oR9yBwBVDACUVCrH1xTlbLM1Y5X3FiYuqrC/7d67Z4lbZvqjtLXjUuGh/7MxAQB8UbZAWqwsLNigLsq69Xi3JWRSZouV3zwljrBh6ROw8F7GzuFmxse5h6xkas77RiVDQnFOZRLQXFwFkBwpqlmccluJq7tUL+3nulQ3eueFL5dKomJSw8GrGCtcGEulwbcM6Rwr7eyIjC1gSu7KwqiW6u22j+2OrURTkOGQPahkUDahTS7PztjS/YMWObilbt7Xf8JiNsc+ye05+2ct0S9bjz5/+Yv86NGX/+V//YddlwnSdhIf7JAIsFQbOTihJUco5JAWEEmTJaS3LPhlx3AgEzgCBrPSnj7IuwhTyjL3wejFvPMLx3EGLzCO8t/0tlLUsjYqIhYQAB0hKt4QRYbqhzHIPiy6ICUjJs1yaOxOmkNrspQqRhixCDg2KLKHfCvmmbp2nrUflp1uhwG/7mvdxAilnCFMI8QXt8ZctiSlb6l+480EAmUA7o00hE+iLcU4bxApdzfEjglS30kQEHZGVlF0uP+7h8u/06/jfhNOOhKmyK5fra5qMkfN8/Fy25xPkkRxS/nyyozudPpctxzmHfzxmLNIx3QeS/M7Kkwt88o5g8TajBoNso+3w2/3WyNM6OP8YWVwJBAKBQCAQCAQCgY8QCML0IzjiRyAQCLQKAQY5LMFb1R6Eq+UFW9ku2+jEuMiHcR/YYqkFUcE1jp9y3tnXF0cGAliTTmvvwk799XUUbLBvxC04e4p97udT4bT6Ogo2lnJbmtfepkrjoJYI7RSJG4qZViMf4V9WBJAhKLBRpl/fqtjLF7/adHnJJ1nkPP/641Ob6ByzzkKfza69tX5ZhSZL0uQDufHmxSubsm57wbNampdwkTmukKjJlhweR55ZEGm6vrAiS9NuW9/VBIia7HJRpa/3UkxgYfr7Tz/b972j9pd//7P2M+2xTllKhfs0ApkwTcskmu/D5EthCtMBLcmJwjJcIHBREchLg7K/GKQhhBvWk5+yMM35zEpSfrMk4VF9ovxMOx9p0+yrRp+NNo2l0LZkJgTlCtacugGJzDK3LLue9m1NpMhZ5Otjix3JcqWHtELcIP8zKcMkjn6lEYu4ZKka8uksyqdZcdCuKEssr7DAWtlU/YOwr5H5lHW4s0eA13y32j+tibbHb2QA5YGMQI7mrgBtEsdkKvznMs1lxzUcv/M1v3CML8Lg025L8ub3ArKJvJFGJp/Qh71MjjaqYvfxMvlKsjjVAd4TF33FhUbLKpe3XpW1JXVzjU4F7u8tXeL9iW6B9yq6ByZoLdSW5HX8dN/x1JEQciiNpiP8BQKBQCAQCAQCVxWBIEyvasm3cb7TAOCDooSOHZ3B6OC1caEdkjTKESUfSiW2fVkpiThcKGlPwapta0/BMVlp5f0HD3n8o0te9vrSmCGRGjpiTbasPQbfV7e1Q2mvL3U7ouV3e/v6/Nk00PgomJb9yHklglR/U55Zvo20oyxkwM+55wWP4QKBQODYCKA0Q+EOabr09qU9K722wuiQT7wgMAjTya4xG7/7wOamX9i7rZLdfXjf+vuL+3GxxO720qr2Nu3yJX0JE1lF21QzTUoaHfNSirRplHRz7+YkyDbsTrHflrWU+Frnnj/vz+rBXVmZ/qb4v7J+GxoasqnbEzY+PqK4+/fjjpOPEcgKIXDXv1uaosjGQUz06OUByURZhAsEzgoB6iJ1E0fVO2nto++KRZu//xWedL1ODKLwrQ8/xXT5vskjSt28JDFKXSxHuY4VJ5/K9p4r/NmzlOW4IUqQ8WdJBJCeDxZNOtNvpFAmvCFxuEZfllUOSB9leFAukVdkGQ4S4zKQ3Sk3l+ubcsX6CkvTZRGmLNELiZr76Zcrt+2fG+RrlrE0n7yaCClniV6XGzQoudwWW02Y0rZZ7SLvYcqyvGe9JG+WJ8gUbPBdTuk8v5NIIzLpoBxyoC7wF+XNuJl+Nw4cyHv9+zPdudzfXt4q90yYggvXUn1IfRRd8fu0CxzvJs7zSgm0Gm6xdRErcjmW7jO+AoFAIBAIBAKBQOBzCARh+jmE4v6ZI6C+3kfKCBRO1dpA9swTExGeGAHGtszGZyZ+ZbFk86U3IhnKWoJ3SGRpsiJNw9+jo/AhgL4YOKHMYJ/CJRGlexvbWua2z4YHWOp2wrq0Jyjh4T8NKNJgy58/OopT3SVO6mzeW4XBK0p+rpEOBimhiDkVxPFwILCPAO0N2cLM/86dqj3//Web31qxR7IUxWXC9PbXTyQnZm1pYcY2e3bszoN7+xq5RS3L2722aes7WzbEkr59kh0ELIdiIStNUUIRF7eQI69fTFtRe6Aid1ia93UlWbf6s/KAteSzv/9kdytdttyxa32DRXs4MmJTN6bs5o0bBB/uEASQkyDMASXZmqbCo/BBIYryB4KCd0m4QOCsEEAOoFjEZTlwkrgJwpXetYepxUmmMJkqhX+ZSbVMGEOYYvUCruoieb9oVe18U2QI1+gnjmgPQ6xLswURcvUsW329HPKS0ReT9Cg/JXP/vYDSvkuJO2zJ4EzEEVYmVS9z+daq9YU7eJtUGWH5jXUpy1eyRG9eDtbL/8Ll6mInOLd1sEdG0sZw22pMyAz6fDjKi/EgchkflCXP5DKrDwf/J3GEQfjnTZhmeUK/CAtB+pikCyhYpQBrQj5cu0wOYpA+IEQh5Uv2INGZhEzduGz5ParslH3vK3B0Ilm4UB94p9IOcP6O0gwfWgLY8Jt2wsot1AxwxD91KLcXfzC+AoFAIBAIBAKBQOBIBIIwPRKeuHkeCEA0ucJEKxlinciAoappcXn23HmkKeJsHAEGMwxsfMk57d1ZXpy32ZWSLW6v+3K7kKWNOsYCabCgZZnWtT+hLMN2tE9g77WCL8H7xZdfykpV5IUGBqomHi9hM6hggMCR661yOa+7GxVb1NK7Xb0FmxQxgmUUyn7qLgMbrCggTklLC5PTqmxGuIFA2yGQl+Z9N/3cNqqLttLx3m7ev5sIUy3Je1OEKbJj4fULm1+fseLYoO87SkZ+++mpfTs4ZZXdLZu3Lbv94O5HhGn9iga0cdRyMy9fWZ/2Wb41PGkdPQV79vaFXR/utfEp7WXqfhJEv4ow7d/QJJFip/UP9dvq0rLdKgzY4xs3RZpO2cDAQNth2U4J4j2PvETZgzKbd8mQL82r5frqcG6nNEdaLh8CrqhWv5P3dSK+khygDtY7ZAX1FH8oc+m/orA86C8/k/oz8q8H9JgzgvmZ7OcyHWnPWIhtCktwok+2p74Z57RzlLfZmmxIFlysHNCqvYvBPKmUOaYyOlCc3DjUkc6sbMYDZayk+jE/QPhb79NetZxDAndfZ/nIj/1l/808El+2QCNc6h8LnH6qHjYz7oscFuXKWKGs5aIXtHctFqfUzUTWRJ/9vMqWdsn4n/oLScjkBMZVNOFVlRHjqdx2ucanmY6waeOZMGV/VSzgC0rHUfL9NGmgDeeccKpq6PUQ+blR04FwjfcFMrIgPHg30RcGq4vgXE6ljB6JY26XPoZXxqDKD5ugchHy3Mw05v4Gk7DRezCZAKfXzj65zG/dlv4hTSyg/cirE6b0a3giPYXPcIFAIBAIBAKBQCBwFAJBmB6FTtw7FwToGEM2MShAEZ0HDXQAw7U/ApnI2Fiat+pSyZZYulJkxshE40vwkksvbn2pn+97DlbKZRvv7reBzoJ1DY1Z/+ikg0H9YHDlg1spqBg3+tIzDCB0nfutcNRN9mQtK59bGyuuAN3d7bCvn/xJSzhpjzJ5YHYnaXHrCo1Y6meEtiJNEWYgcFUQQAndI1Ofraqs1pfe2P9enBFhes+tQNnD9OZXT1wu7DCZ4c0Lm9HSvHce3NeS3QVfNvdBcdIGtFTu74uvbfTuTSvKyhRRoSbrR2RKlh3vpkWWyrJ0UpbsN+89tL//7W82s1myr79/7Ioq3lVZX/Xm92nb0dK8k7dvSokhkqC6YeurKzaqKR53+gfs5s0bYW16RCV1RZnKoCp2gqUSccO9HW5lioxH7oYLBFqNAIQ9S9rR/0h7Vl7/A0FGGiD98EdfA7IPK6geVVL6sIe5rAh2+SIPyA0shC6KwvuwPB11jQlj7F2aJz3ymw9/eWIdEyQhJpDnKMUPEpFHhd/ovSTXPxBglM5x5El+niOOclNvc1/u5/sQG2vKr7K4n6dsaZqebM039Y++Jkcc9SkIhs9jncstT5CgPa/r3VPWcUNH6iplWSv2zwcYPpqCAOKTMVQWo8hVlsSlfs+zN6PKhjaMa0XZZPmQCdN+kaWsdMEkiKPke0rR8b9zPaw1X69zkPZ5Ygn10MmuWmbzOBtcSCOy9CK4vOIAaT0Kx3088Eielb2YAJJ0Har6TqT7pA4BBVaMVZD/9Ctw1BVWZtvSbBC9jvw3bQd/yYd7i69AIBAIBAKBQCAQ+AwCQZh+BqC4ffYI0O33jwb8KCXoDcaA9ezL4TgxUkyM11DQMKjcXNYSvPNpCd6u4cH9/QUbCZPOfB4ALGjpzKX5BRvq6rOhzqINDfTbzQcPbVWKdBTq9fVCUWspXA2wVXvy7PD6+43EfRw/K6VZWyy9TXuy7u3YsNI4NXFPVrRTrjhlAJuV/wxkGLgEYXochMNvIPBpBJA3tDGOA6tvtZfprK1cl7JzXRMr6ghT/JSX5mxJbXW9a8d6iwV7v1S1+zcfiCTtt+fPf7a5zRV/12TZQ6xpHnaKf0wTNe7IsnTy3gN7M/POfn/7wjpHsCaf2F8ijHeV/t166v17KcylcIU4xXV0dNjKoqxg9bnZ22/fytr01q2bsbepo3P4FwrRxY0dl/EQUb4s7wVSDB6eq7h6URCAMIWwpw+RiNC09OFBYhOCZUH1lHc8ymv2uCuqvqLsP8xlYovJVCgv8eWEqfxzjhy5TIphFP3sSQxO9H8gALiGXIaIBisU/nlZSWA7DpF5GMZcq5flYEpfDCWyonZHOaqoPiKq6Xfi8H9cx7O8M8hjWbILop06ALFxFDFw3Hg+5T9bHuW+L5UpE/FkJ2MKvvVE76fCu2rXD5YfVn3sa8oRsp+6E661CNQ3O+QD4zn9e1tGro5q4hTlNKelk7EEzmVC3aZ0aANHlVJ9+PU5OewZ/BIukx3Yw5T4aU/IKpfvOjZTTuexInng3YDVM0dVP8msGtFFQgFADnx8ck6LCFyPpAVflBl7B+Py0ustiObSBpneY4kA9XpSqxteX4QtdQXHe4DJO75Si95J1COe9Sp0adGJjAUCgUAgEAgEAs1HIAjT5mMaITYBgYMDm9QFbELAEUTTEaCs+DB469KegliVvluZs/nNtATv6DGW4CVx6uf78rvsF9h5rdMKWn53oH/ERscnra+/zzv9zLA8ODhOA9yk7CIMxg2trDezWgp0pbJg5d2KDXQUrXC9YA8ef+/pYzCr/zQ4USJID4MVTxeZDBcIBAKnRoA2Rrv/58mC/fC3v9vz8oKtbG0ZFqY3ahamtMWSLEyX10tOchIphOndG/dtcGzSFrTP6UppXleTRTjLV6FQTgqpa7au9j3U1W3ffvnY9rQU73//9W82u7lsxdHB2nK8qa2TDhTt15A7tfa+pyWx3rMslgSWK9Nlbbq6vGRjsja9PzgUe5tSGJ9wKHpWRbRAQOwrLn1pXpAOFwi0FgEUuxB7vLeRBR9WPfm4/qGYhNzP+5QzaWywtg/nYSkk3Ewc0ofBIcdy+Czre5ksA8EQAjERT7J2qeUZZXmyHEd+fpChyGGXo4eBd4xrREPZ4QgfRTLlhJLZrS8Fer3lJ14z3XJSQpEwiFN6ag+LeLWziMdPnlrpiBelOfvEYh2ZcYbUSeRwyi91Sxy1p6mV6bmIYdeXHxMcadNMzvS9TSnUcC1DgObhn1pDoY5CTCJ7qdu01VHtcYysZL9ZtwJWe6Zdc4/2fhSxfTD8nBH6e5TswdLFP+2XCQ9M7KDd4Bcr+EERqEzgaqacJh+Z5EJOcQ4U3g9V3HlCCenCcY92rVtnIl9SrKf/Tu+/RJiCJfkL1zgCXk8kl6gfYIlYyrKfdxvtIP/e1tiD9y/9DQhT3fZ71HU+4QKBQCAQCAQCgUDg8wgEYfp5jMJHIBAIfAIBhjoo+ph1W2FpWlmWrolgWOvY8/1KC1r+8jiOTvzCbMmqiyvWJxKyu3fIiiMT1l1Iy2UeHFqdZ6efgeo8+yOulnzpzZuT97Ts8FQMRI5T4OE3EGgCAl+P9Mjae85m3r22X9cWP7IwXV3Q5I3StO32XvO9Sp//42e71zuhyQ1PXJFQmpu11QUI0zRrG2UDkzO6pRB7Nz9tqztlGxRh+r3a905Xr6xLX9m7jWV79J2W40XxjIJfz6LAcvmUj7qGfHJL060dJ071065LXq4uLtnK0lLsbQogn3AohFAcYpnGB+UkCtOCQD8tsfGJKONyILCPAMpF6hlHXGrficxLV9I38kLV1FeQYAk8iQQbOILYR8np+4+JkOEcBSdyA+U8cWCVmK2Z+H3RnROmar9MgMAKFzjJF4TpkIgHlObNdJQHmKJYVpTu0Mkrak8D8UM+HLT85LnsX6Lfy6OZ6Wp1WEq+11eU45BJSUme9nncz6+wJt9BmH6+NDIxwaSdd+UdJ+kgJMA5XHMRoH1C/vkSvDVxwMQRXzFIR9omdZg9RGmb1G3IUZb6ZpIA/ph8ApHKvezqxScyxydC6OYHHzqnTA9c43meJU2QsRC3iCn6JKSRvZb7a5NiGiH8Up1JsSKSSDP1i6T6BL26hCIvmVyCH8bWHr/y160EMObkPXGRHe888ohDFjWC30XOb7PT7nJJGPIuzYRpskqmXuma6pUOfo/fvroV11WfqIcgT3tKJdDs1EV4gUAgEAgEAoHA5UMgCNPLV6aRo0DgTBBg2MaHweTOSskWFt7a0lbZukfSErzHHdbRgadD/+bFKytov0AGp0VZbfaNjFufLMHo/HucGjD6mFGefcB5Jrn9YySkhYH+oizUKpWK3dLehjEI+SNOcSUQaDUC44UOJxne/PKj/b6+aMVrg/t7mC68fmkL5bc2dveWFfoL9vtPiTB9+O0TVyY8++kHe6f9TZEpEjHehrEYH9ES2xt7VVfULWyt2yNZuff0DtuLxVm7NtxrY5MTrlDL+ivkQXZcy7+RaViZvpewei8tmJ8z8zv2Ns1wHXpMhIeUolKCsjQvisKpvk637ICgwoXiP+EQ361BgLabJALHP5KlftdlRuqLoMDEoVRH2X2Yc4Wx/KHYxxoQxTjO5YSkD89CDLBXnv8dHkx66AJ8oxyH2CDf9bigKK//3aysEA9LPhJvVhJnGU0cEC4Q0sSdSWqu81wmWyApLqIinzqE3CQfLH2MshwHMUF+yRP5vwz1yjPWwq/cHrGOLmkJ2JVNWUnrnHFJuOYhoCrp9ZJJt0w0oa7iQDmXATKSy6xixJEiyHIUf5CrWAQvyRqYZUhxhOIf3aP9c0543M0kqU7dpSfyr3QkXZC0mTBFVhAHbQj53CfC1K1M8XiES3F+INqpP0yYyRPBGNcSNvnOFrWkjxST19Rm0/k18nJEXBfhFvndpADlzmKp8ouAyXHSCNmJWKf+U5c45t/I/B39yNfTUX51DT84DkGYOhTxFQgEAoFAIBAINIRAEKYNwRSeAoFA4CACjBNRwrBf6awssZa2T7YEbw43deTToJa9SxfZu1T7ltLpHyyO+/6B+N1X9tQGDrVxQA7m0GMeZDbi99AA4mIgEAi0LQKQCyiviu837Mdfn1p1q8Nuf/3EFQNLbyBMZ2z07k2rlst2fXXD7k49sIGxCZ+E8fzpjzazWbIvnmjJXf1V1iv29uW03RY5WuzsdmXcynZF511abrfTfi3P2ReyLkXJJd1zmryho8uWmoDRrQ+Krdr5e8kxCNNd7WvKxxViSvMK1qba2/RWod8es7fpzdjblIqWFY0orOcrstDVtWFZdlDW3IOQyiQA/sMFAueJQK6vpGG/j3JIglBWQvjTr3EFJ3JBv7MSEyX9gJTxKOqPCueQoNvyEqQdS8RCAmAllSc5KJstyR8K5LxfKhjr32Ux8pq4ISYgTDMhmsuNssBqjb4ixAWypR0c6aNuIP8+5CVN1jusfuAH/1mhTh6oU+TX31ntka12gLahNDCpAbKU/YyXNiDkWF4/XLMQoF5ClhbU5nzpW/3O9R2Sxy0wFRlkIQQizskf3fN+lq5xmba7pIlVHHFc84884Q/nbV1f+Ei+/PKhX0qGtxtIWqxJCQLCnCPygX2tfW9rLD8lV2hbhzmPU7FxxDGZAatlrMDzPqzX9TwyiaXcCbtHF/Rzv70e1s5TaBfvm7Ll/Ue5ghllyvEgfOCFX2CjLC4TBqcpNXABFd5t1KX8jkPeZ5nPNbcs9fu19wd9DEUM7mDKJ1wgEAgEAoFAIBAIfB6BIEw/j1H4CAQCgUMQQPHEABerrpeVebv98J4V+4qH+GzsknfifTBApz518rE27dw0uzFxz/pFcKAM4l52daf50h+ODGPzUBb/jTzzh0DiQiAQCLQtAihdUGyN9HZYaVZ7kkq5WRyddIXLta2qLbz91ZY7dqyn0GvXVjbs1tR96x+dcL9vNdmj+r5iX4owzQ7S9I1I0weFCbv14KFI1HVbmp/35cb3hnptVNalWabwDAod5AryCcc9v68vP+dL91xZgcJCHndr5CnXtzY3a3ubdti9gdjbFAxxyHqsxSjPrKhGwYpykfJG0ZqJj/REfAcC54dA7pscVP7Wpwg/qCyRFXxYQg9FJ9epyyjKsZg6TIlcH85FOceiCDISkiMrySGDWe7yKJxOmr9MFmJhiiUXGBMPmNJnVZfVcc4ER1bgQ4yxFCbXj9qD9qTpOulz2SILBTiKcNKH3IMEPYyoUXa9LuU6Rry8nzLhwKsoXOMI5PoLYfpunaV5d3ll+6fxUMLnpxCgTTJBpN56lLYLxshD3fLl+Kn3yEjaABMiqMcQlkycQn5CZlJG2cKU+D5V1wn7c442g8wodCXLV/yvijgnfmSIE5wszasfeT/TT4VJunONgdBlxYxVrZzBZDDSTlw+npbl6oDCG2RimHDB5XbrPy7BF1hQuipCx1IQH2ppmuUe/tOEj8uHxUmLE0y2NMuK+pPbCtcgRJmYSZ+C69Q16qvf0xd1Tf8hu04KfDwXCAQCgUAgcCURCML0ShZ7ZDoQOD0CBVn6jBY67fXPP9ova7MfEQ4nCV39+NSZ50SuUq7Y6xcv7Wb3hE3cfWAdvUW3CKvdTp4a+GbYWa8cO+7zDUQRXgKBQOCcEUDhhAKN9o7yLCsStPatld78aisd27IwrdiD4oRbn6Ig//XHH2z72ob1jBZsfCqRoDyPjCjNiiBdWLHhDi3ve/+RzU4/t9X3q1YY1ZLjExOH5hbbE553JRc+9MN/1475IcJnb9PtrW3bk2LjmjRm7G2KpSkWp7cKA25tevPGlA0MDOTHrtQRjFD0bEsxRHmiHMJSDTxZuo+yRmmJMu0wl5/PxAFh4fidz/mdl7kjmPQ5PDz8hgsEPocAdYs6pmbtVh5UO+oVBCFkaO6LZCIGIgwFJ/exLvpUff5cvO16HwUtpCR4oLD9lIK8WenP+BMXFjjET5zge5jiHX++p6xkC0dIGvZWZY/V83A5/aSbDwrvbEnEcruQOEX1vdn79TDC9DzSfJnjzOUBWfZ2fdsn72zrImUT7vQIOFGI3FP/DUyZVIFDTnINS2/88FamT8cEKvoD3GcvUQhTJlNxDatN/DTDIbORF8hk4iF+Jm7RFnE53f3qiwyJ1aU9KkmfdZC9TpiqPpFe5D/PEVevyNk+vSTo30Ag875Ik2c+vDc+G8EF8ZDlM8k9bAINco8JLNQJ6oCKwWVzfn9ekGy2LJnUG/ABp3pH9UzYpjYhL97/4N3BZIJMoPLMx0/WhxLngUAgEAgEAoFAIJARCMI0IxHHQCAQOBYCKKxv9HfatJa0/GH53akJU/r9dPZRrjGAfPvilV3fMLsp69Ih7WHKSkvcO24nnzFsHmSd5PljgRKeA4FA4FwQQMGVrQ1RGKB3Q1YwsWNtZtpeLr2xyu6W3ekVYfrVE3v37p29nXvp+5R+JetSFG/Iiqz0QlZMP5cMqu7ZSP+4K3Xm1mdkuTokC9Nx90tGk9xKUolnoWxJC2G5qz/P13Qkfft7m4oUZLnePR03Y29TRwlcKQPK0pfLlHJxTR9wY/8wFItHEUz1z6MkQnFEeFx3GyEd8zJ/vB+ko3SSJNehuqKK00CgYQSoY2rKbgXF0ouqsq74Rw4NdH3Yo88V59Vd96eq6JZMY72dPgmg4cgugEfyRpul58YRuUh7y3K2FVnI8dHWiR+X4uX4cdwQLMlSJy21moiQD+WUnj6771x/kFkQuKQPZTf5EG/k7yEs2hKJ9HFezi6VVysm6hN1ZE5Lw0OaHUZUXC1Empdb+koQYsgE6n635CRL70NA8pt3NGQZ7+91yVPkJm2D9zRkJe2apW0hTekn0Oab4SArmTRBX4P0kE7qAIQpUei29xlpi9xHvh+ULYelg4l6a0ovlsos9cxv8kD/c39Ch/IMidiv90VRJCrpuGz9EsqWMkVCU/bgW48fcm/N976mX5/qCBPkLhsOh9WRRq7l90R6a314Akypo3liAe2BdwX9aOocpCn9E56nHjepuXxIQJwFAoFAIBAIBAKXDIEgTC9ZgUZ2AoFmIMAA7jBH55p7DG5YNuhmf5e9+McP9t9LM76v32HPNHKNcOnEoxiig788X7K95aoN9o3b2J0HSeF2wg5+Sm/KUR4kNJKm8BMIBAIXHwGUBctvXtir5bdSzHXbHS3HWxyZsF9/+rvt2IZ11axL9xU2yrL0Ny5zUMy9fjEt0tRsqKvoS8e90PLjt+6n5cfxh7zCHzIMxQ4qPA8riZx9ALm/r52o3ePQ6N6mX3/11X5YV+EEXF2p5oq1NDsehQ8KIcoUhSJWGJxnK4x6XHgeyz0s+aQ/8rBymBxx2bqUc5SVTAIivHCBwEkR8DqrCoYSv1RNe+p1qk6hWMdyMS/fiEXUu/KOkwBYl7MU42RfpyvJTxp3PHc4AhID7pDXB1221EGhjOJeHIWTNciUw/wffL7Zv6k/9IUzYervFl3LxBHy6TISKM3GsdnhQcixjOqqCFOOEBLUmfwuaXZ8VyU8mqR/au2Nd/BksVPv9mtO/IAv5CQEGhNQIBjpR0Ew9kim0l7KKg/u08xrTf3U8NHOSAvLc2NhClGXLb2RJyk2iDwsQhvfc5o6k8isRGB9SHdtMpcCF0/o/RC2mBgUKZwnSORM5fg5Ah6T9M5DVuX0nOT4UR7IhvJxkDBlYgJ40SXD2rid5R75oS7m+pfqdEKGc89dOkkXW/TN+4JJBXwg+EkPuNEPXlH7od+RdC0fp7dFyYlgA4FAIBAIBAKBC49AEKYXvggjA4FAcxHwjr6CREGTnZ9qMIDiWeNGV1YziLzR12W/iXj4/xbfiTD9Jns/1pEOvfryTpaqj6/9Aita/nLabvdM2Ojt+3ZdS/Fmh9/jOnLB4BrHoOEkYfjD8RUIBAIXDgEUXe83Kvb8+c9W3d22W5P3bWhi0hZev7QFWYz2jQ3aiCxG3SEcJCpYvhFBwQSOsuQRpOlY16D2WuqWdeK2rXft2O0Hd52o45EtaSA4Qroha1Dw1YlPv5cUKrohhzhyicSXHjxqb9O5N6/tL2M37d///d/82avyBZ5gRhmALzPjWZJ3U0eUaDiUaBCnmeh0THlOH95V+OMayk/KFIUWzi3c/CxZrqBcokxYCi8I0xowcTgRArRl6h7k/qws0rAmot4hG6hfWQGPovyNlvhkWUZxAz4BbUpEAVZT4ZqHAE0+9/rqFfI5BsqmxsH4JeQ2MiPJ6LMnInJ6EXHpk2QWicqrF5A2ZFi4s0OA91Ai10U8OGm6W7NMrpXP2SXl0sVETXYCVKIP+TcqS3vkZbYmpR3QB4AAYoIZfTqqP+NF3vG67DK2mSUBYYvlKONcSEv6BcgK0oLLcelybcJWY7Iih0G6fW9nHQnTLU+VEQgt3g0QsaOFFH89YZrlAzKLCWFgRz/I+6yesovzRV4+IPkxfrm94QV5R/7aWe6hW9j0skxlkqxms+Xs2b1PIEypQ/SVK+qDqJr4xEItXuMWu1Xdo93QR6EuehFQDOECgUAgEAgEAoFA4FAEgjA9FJa4GAhcDQTyACQNSJISZqNSdiupSmVde/6VrVxet+HxSf+4AloDF5TUg7KWmCp22TMRpv/7mIRpGvQljNmrlM57eX1d+5ZWfe/SwY6iW4L1sRQvo8lTOAaUDGpxxNNIaDXvDflNIcd3IBAItBsC3vYl3HaqZSdMba/LHn37fSI1tbfpnPY2fVtdthv37lpPnyZmSDigiMvWRYgeqNDyWsXevJy2G91jTuIt76460cq+pzyDkgKXFVfEe1CG4COLMuSt+6kdeRaHn4N7m86+eWN3lO5/++6JjYwNW0fH1SJUsuIM5SIWHihRsd5jb1McVqYjUrCyr1895sh6lFgorgooFAU66iF8gX8mHLKFGWFl6z/Owx2OQFb4UpfzcnBB5HzAKvVtZGEqxeR8jTCl7lI3WXoSa6Qx7f1OvwbCFMs1lhpkxY4JXWeZ6aMUyR9iirNGEKC+5j4kREtu9596NvnnbtpXlvdBvSX6p56L61cDAcgslgrNy6oykSfLRN7ftF3eWRz5He7zCCAbe/T+RjYy+QmLONodWEuMOlENYcr7H6wTeSmSUdi7BbaebxbWpIW4Sce45DGkaSv6Bal+JLKUPLH8NkS8L/urfNGXxMIUTOotK/ELWUq+/b2itBaEFwQz6b4sLuNDfuiztSpv1BviAlcIaCpSek8cL95MmPKuIRjSC8mL7oF3TjpyPRUS8cmrf3TwSZYqxs++n8DjKEf89JGRSxyJh/yoeqW6pcqzIwtm/MVezEchGfcCgUAgEAgEAoGEQBCmURMCgSuKgPrQtl2t+EBrd7Nsu5tV2xFZurW37co9rLHWtedfeWfLbvWM24PH3/vAFTU1z/ZrQMnSSc//8aP9dfnoJXkZEOA2RIiitMaKtFqBHC1b7/UuH/x1WJd16k+LH1lvsd9uPnjYNIvQNERpbFCNXwY3OAYZOe3pSnwHAoHARUAgt2OUBSjY5udmnZwYm7zhBFpB8mvu1Qt7vTRn5c73NiXSFLmGkoNnsgyg/fMpzc7bemnFRjqHfNb2zGZJVqb3rCCiFQUpVqXd0ngQRpYZKE7qHT9JFzqTg1ao2R/P1O9tOiPr1tH1Xfunrx7b7Xs3JBt7stcrcXQ8hGhSLundIUVQUizuukIVsomVDngf1bvsH7yzAiwXRz0BkhWQPNsMhVV9Gi7jOYo2lhTMymzyCPS0sXrF7mXMe6N5os5iMcTSnSwrmLBC0Z2U/SjhVY1ttrztfYxRKcaTJZOWhJZlEX2kLDuQFa1UGDeap4vqLyuQSX8je+DhH2KGP+RGXu77c0TrRcUn0n08BJxY0SCI9p2JCSzLmHiTJ/e0gsg7Xiovjm/ez/S12CuUCSMQheAqeL39CVrvt9EmaZu8w3mGcpABnWPOtWY5+m+Qj0xguaHxLdalreoXIONTjhKBBWlKvSKv9ENZkaBXeJCmLH94h+TJY0y24Xq/k6r+lmgZsdgsfI8TTv078DjPHccv9Yu6BOZpCds961Ofkj10j1PupJVwILIpR84pG94h9I/yeyQTprkfxfLL+MVfM4h5wiJsVY101G8lx+VT7rc5uauLVXVC8mTP42AWfgOBQCAQCAQCgauEQBCmV6m0I6+BgBBgsMkADLKgKusqFHQ7+tt6v+VLVqKgK/b1WU+hYL0iA95IYX+vMGH3Hz9JA1Z1vtPySWkpxN+1h+nT1Vn74snjfXzVR/eBbVXWo8ulhf3rHZvbGhxoNrGWtuy+Lor0Wrd35Fl2t7OnYD0iSv1+sejP7z94hicMXPY2K7Y4PyctcMGGZF0bLhAIBC4WAsi4RH4mxRsyCYUBaqWCrBmwkt/ShJEXz3+3mY0lG7lz04r9xdoziTBFFurfHUqHV8+nrWtT8utaQWFt2dLO6r6CCqXf+OSEjWl5X/yyNCcPJzWWjjrnEi6HS9icH+ZYem5X6S3NzNru2yX7duK2Pfmnb6xv8MMS5Yc9d9mvoVBc2ZSVqTRNKLiw2psSYcoekCioMp7pHZQA9zL4BM6XHa9m5w8FGyQgS7tBXgNroSsp+yCkUDaHywrwTJbWCBZhRo1E9iAj2JMPGYUlE0v1gh9yhD4QH5Tp1N3jKG7rsa+XN/XXL+I5eam3aM7t/FN5ye0fsho5QUXt1walYH+Uy4Qp5Bdek8L785apR4UZ9y4fApkczeRVJkypb1h38Z5CVkJc4DfVx8uHw2lzRGuknUGYjmmlCGTdqt7vWPvxblezdwJqR7h+kIlpMiv4cq1ZjrQw8QfrUia1IJex+D8LB9HFOwH5Q754jR42ASnJp0SqUvd4fzBZDKyQieQhQfLh91mk/6LGkQjGNDZgKVsc5c97AtmfiepG80fZOeGvQqBeUz70ifRq93d5fm/hz5df1hHZgB/ipf6dxiU5k9tKqk+QwcSX6xYyijSmlVpSXeM5eanVndOkIJ4NBAKBQCAQCAQuFwJBmF6u8ozcBAKfRYD++PrinL2bf2WV3Yr19ffJaqkgkrToA66CyEofdRGSOtDPfnpqD/smtJTln7xDTce/qFEtyjw6/D//+INNV+edMM2DNTreWJG+fTlt4z19trhV1jNddqN32DoLfdYtgrRLR5QMBZGzGiv4oIHfWF4wiNHhzB1LEFeW5m13a9WWt5VmG7A733x/5umICAOBQOB0CCBTUFYg71BSIJNQGujUlRMoKFDOMTFiZva170t68z5WpjWCQj7zs6QkKxReaQJJYbPTCsVhybh165QnloWtSpYiMx5+99gVE6heULVpPoqng3Mc1wkLRxpJG2k66FJ8e1Z6O2vbrxfsm9Gb9v2/fGv9Q1ebMM0WFpAgyxuani83JAs9V3J5mX5AM+MMxuGagwBKNyYeoGxb1hKCOJZERmmblYzNielih0IfBpnjH/VmUFKCGYpKFJjcR9ZAkqKc7xPpjIKWqsozkCyQLdRdlOFMUjuOo+7nXhShXvQ2kAkqMMhLnx+FB/iqmnpdZflU8g/O4H2Uy/E4ySWPvENOgv9RccS9i48A7QsCP7XxGkFRa7f7hITeUdVtCNREnur2uYxr2h1tJFsmKhFzyEfe81jjgTPkKTjjzz/6qr/ejPzlsCFuWTkJi/+znADkdUOZ4pjzChYHCbtMmDJOxjN9WLeGrGFSu+w48ewxXxvNgPJChZHlfdY7sL0Ar4hElv4R/89lLvdPqZ8fwqDefvwOridWeSMxHqEN8MxpHXHntz99CCZvqEl5nYBkp+9crk045B1J3MgyLOPxFy4QCAQCgUAgEAgEPiAQhOkHLOIsELi0CNAFpx9OZ3xtQQTB3LSt7Zbtqyff+oDrqC76sx+f2jeDU2nJKXWqO9XtZukY9bOlANz1Ad6Lyrw9wsJUnW0UVaW5eVuaX7CpniERpT32sjpno9392pf0nvWPpn1JGaAw+CNuFK380ZlnwEGf/az77YvzszY398a0q5j2M+wx9nId7RgNwlRlES4QuGgIIFcS4ZmkGxafWRnAdQgIcTwuE99Nv7DppTfWOzooC9EJkZyJLEWRgaI9O2TSuvYznX351qYGbmnv0weurHr37Ecr72pJ88EeG54Yd1mJXydsc1i1cCTe9tPBJd32OOqi8eh4HsXH+sqazf3ywr7qHrH/+K9/a2vClPTi6jFLV5r3TRy8IVhOjKV5UTyhaIK0Zim1087Qb15KL2dIWcGIlSmWvtRblMtY4tCeDip4LycKx88Vk8HKwow+E7hRh1lyEaI/W7TQB6J2I6foG9Ef4gp1G6Xm5xxtI5M4buGuByiPLAdT+6w10v3APlbk7l8+55ODhDOKXdo6MHyOyCCf1FO39tOD1FVkcSOEaSZaeZ4PZYJM4flWyrVzhjuibxICuf4wqQRioiLClEkSeTlM2rX+1crD1SNAu0bG0cbAxzFynD4gBZnlUlBfuT/34W59aMc7J0zaNxMxhkSY+ooVOrYb4YhcgzzOBBhy3fuY9bKpBgg4tlv6j1cqZ+Ob9qpm6vUJvMCN+kB9pLbx+zgut3+egcwmzMMceg6W8qaeU44s2XuU/8PCaORa7q8RDxnL/RAmuyOXuE67wx8Tunhn1qpQI8GHn0AgEAgEAoFA4NIjEITppS/iyOBVR4DuOp8eKd02ludlUfXGZjZXfP+9vppV6VEYLc6V9EzJO9He6ZZnOvi43LEeFUkwND7uSj6W8N2ubPlefzduTNnKwry9lgXqg+Kkjd25b9d7ivtWpIRHUAxOcAwICTOH6xfP6Ovty+e2uFbyAdLmXsVjHekYs4ffhoXpGRVBRBMINBUBxErWV2TZQgRclzh0y6FunbzXEty///6zvd1Yttv371u/luZ1hUlNLvFMdtIx2LSW5i1sddj9B9/48t2z89Oyol+3R7IuRaZtod2XY4IKCq36sLjPJ8s4osj366MjvYQCYVoSYfp1z6j9+3/9uW2X5E34plydRNEEXo064soz9NkvCrxR+kCIQC6Fax0CqV4ysSmVATGBPbC3utxbl6vWh+yWJ5CmUlRimYtcYu/SopaJ1QrhkgFJOesKV9VvJ/skbPDHUrKfmwiQ2x/tgiVB+cMyEhnEhz+/mprofoYJvx3LDWIpk0wotMEFR576RTR/amndjEO28gMP5C1kSCNL8ubneYY04JyUiPrtWMTX0QgcrD/UP+oiBMWKJkvQ/vmt/3B1CEgMuazjCDS15u7X1OSTjKrdQxbQNJsBocercBkfD4gkZfLPSK0fkWSjbraBy/Uqy3cILib95d4O749MoDpe+t1O6W8DCA9NQsaVukRdwKVjwi9dafw7h5fC+XQY+KMee7xev2t1PCei8SiP9OnxKBbaC30QCHfGMFhxY/nOdfpu/F7Sii1stUCa+IQLBAKBQCAQCAQCAS3VP/+8IRiu/b9/+z3enw1BFZ4CgfZCgMETSqaqlprdXCnZ8/K877PHXnvZeQe5roV7n73Wid/3o/t5kJ8GZGlQm58tawleLEutqviu9dqd+49sbLjf2OO0tLVi493DdvebJ7alTjrh1EWXozj3I1amS/PztvFemZDrvV6wL74LwvTcCyYSEAg0GQGUS5AQfFjS7N30c5tdmbdq157deXjPScwcpcvD2g+IorX1spWmZ+z20C3b3ajY7rUNybh1V/Ih27KifUIydnxqwhUwKK9wSYHxQXZyDXmK4iv74Rr+CGt3Z9ee/fVH+2K31/7v//V/OWFa7w+/7eBIL+ofFDA4sptJIL/Q5C+UTRApWFugjAaTTIg4nu0IUpMxiOAuDgLUV2QH9ZUlYqmjKOeRPUltmtoM7YfVN5gEgBITf40RpomEcXIGjagcezWzRz2WK7RH5Anhk5bsclvh2E7EKcQAlqGJXFJ69c8SnfRlj9rrLcshLGmq+mRZDGHKyiiQ+424XF6UDXKs3fBpJA/h5/wRyPWoqva8qokSEKa0a+o37dFJDJ3TLvUfrg4BWiqvcSYscA4+zbQsJSraNdZ9yJQRTWAZlExGTnxuggrPnpVDplGPqDP5Q9x5Mh7nyKg0QS+dNyjmeDRckxDIr1XqbLu5LIcg2mlH1CMmVuX3I9ami0GYtluxRXoCgUAgEAgE2gCBIEzboBAiCYFAKxFg4Hd9q2qLb144ccmyk6NS5Oc+fRqEJkUanWmu7w/E9KPeHz1t/HMNlRyDfJ5hv1IsSwvXizbcJ2vTsQkbGOj3Qeizn/5uKzsVLccry63acryE0c5uScTpoojTkYkJG52YauekRtoCgUDgBAi4okxf2bprb7NqS29f2IysTIfv3NDeytrTWeG6/NMXR+QWMg/lw+vnr9zKdHJo1IrvN2WhcM0VEBURnOWtPS15XtEyvRX7UkuV14dBUvX4vvzkN2nBD4oW91vz4wrVTJju9Nr//H/+z0SYylc7KmXIF+8DlhLF9Shjx9170R9s4Iu4UP3ADaH0IV6ihRzq1RfKw3CBQLsgkOsrdTQrKSHxqKUQqZmYy/eTJUiyImqE6HOFqMLOhCkTMDKxSCyEjzwhbpSlxIMMwV+yoExLlKN4bwdHOrEwJZ0QGrk5J2IgkQKfSidYgwdhgCP55vnjyIVcXsSREGlPmfspDOJ6eyCQ6xF1kHZHnfTlOHUBwiIt0y0SVS8yefFPe6T8fFNBm/OP2n5qf/SZJMUEEjg1y2Fdh1wYlHXpWKHTZSZyGZnYDi7XH+Q62xAgz5BlpI++K/2rPF4nyaCVju2Q+quThlxO5DiXQTvlPqePI+9UZBGTONi3FEtTJicxkYt61sz21U4YRFoCgUAgEAgEAoGTIBCE6UlQi2cCgQuAAMM9BlbsLTbz609WldXk3lCvW5fWJ5/OM4N5CM/uQq+ThHmmKmH4aFX3q5WKVcsV7e1ZtZ5CwQYnxlzRtyCrUpbsHbo+KJJh2G7ee+jBEwYWDr/+9IMrCG7oeleh6J31+vjjPBAIBAKBs0YAi9IdWYdKN+bKdSyxBnqvSxbu2Ozept16kKxMIRRcBuqQlA5J4VCuWZl+MXbH/uXbr5ygy/sC/fWvf7V17WnaNVqwce2JmoPIOjgUEknu6kz/+xZMSovL3Fpc+NkRYfr61+c2urZt//kff7GpmxOeZqyt2tElooMcijAVuJAdrUxqVgTlGfMer947WJL5nmftCZPj085flKBjqy/6B1mNhjKQfkV2+IOcoq7iuJWUuJy3tuw9wiZ/keesmCdP1F1kRKuIRCc6a4RpwjIpMz1u5Y1+lLejetAPyTMTBrCqZLICSk/S3Fe3lG8mVGmfmTAlyCx7ULq30x60OT9k9SQEBuXoJDETKvRDWT1ROIdAHZcCgRMjkOslbZTl5LE4XatZnvKb9okcuOqO9uqfWucBy1JwaRY2hI3886V4JfiGetJyvOyPfJbvrVwfPpkv3eAe9QVSSwe3fkVWJ9KUSWmtez8p6nANIJAm6HzcT+IdTD+dKkx9aweX6xtyJi3LiwzatXXJIT5OmB6ojAd+tkM2Ig2BQCAQCAQCgcCZIRCE6ZlBHREFAmeLAJ11rJ6W37y0lfKCk6X1lqU5NVg3zM7O2e7ShixBy/bo229qS/ukjj4k6dL8ggjTsvV3dttEb5/24tm2levM/tcAX/uVDogsHRyfsJHxqf0BLYNRlOUsc8sgb2Ricl+pmuOOYyAQCAQC54FA6dULW6su2KpkHkoE3DeDk04g/LI2Kzn4OJFuUkah7MCLdAy1TyKIZl6+spHdLvv2q8dWKPY5ETE7O2vPZxS2wv3qybeulNOj7mq6P4+PsCAFcCi+knLFf/oXtySafUneV7/UCNN//4tN3Bx3+dwqAudDCk52hiIG0ob0n9XelsQFKYKyB0zzu+ckRMvJcn35nkp1PZFrWCFk0smx1RdHHO/2vMQk5YDFDkpnlpptJwIupfbz35moy9ZgkL/kp9GlXD8fw8c+wMyJPeqwQM/xAi9kKfE2Uo/ThIH3/nx+lnQTBi4vZZnLP55OKQAAQABJREFUlWuZLE3nyLnU5+P3eTtwSTZ3SucJ05Wx5YgQP2k4541FxH+5EMh1m7FXJi7WtL/pQnXHCVRkKlX2qrskuT6g0ExM6G+x+hL7IbOXdL9eVux/3uoJXh9yk84YQ4un8rF0ff+Qu/zW69TlMu9flk0FAyxi87sV8d5Ocpt0X0WX2zHvYe+DqlR688Q9FWTtNdwW0CB/6HPQF6DvxkTPNZGmK5vv3doUuZTbWrMnKrQFAJGIQCAQCAQCgUDgGAgEYXoMsMJrINBuCOQBZe7c5vRxHSXbhvYtnZmbtp0e0758d/Ptj44ag9nTH/5hN7rH7N3mgn2hJSS3q1XbkkXpho7XN7ZtpLtP+3l22eDggJaonbDpt+/sRWnOlahF7Vd6+8Ej6xFhwKCBTjiONNSn72Aa3VN8BQKBQCBwxgggl5hMsjrzcn/fUiaGPOqbdE3Bb+U57V38jRRqH/b/Q34h29InyTmfTPJ6xu4O3bZb9x/q3p79Jov6qm3Y9eFety5FUZJlH8ovnESuh4NihbT4kpM1Ypb7OJ5BsYGF6bzisLlV+8s3j+3hVw+Tfz2IQq3dlGUfKQCVB0gZt4AgpWS2RS7HyzuID7ifhwK0Rdk782BZNhLi25eNlDKNc4rPy1Mn2YqU/gOKXO7r3wk+loLl0257wTUCYs435Dt5QrHeyB6ijYR9lB9fplPx7e9dKrSLXR/2IP3UBIms/ETxyZJ6tAPqPVap7PfJc1yDhOGI8wkaLm8oUeRRuh6EosMRX4HAmSGAzKRdYt1VEmHKPqfIXIiX1CrPLClXJiL6Bk6W6h3FnqXDtX1LkZXcO0tH2X9EmKrQKXfqBTUAmSxx7n3BTS7KIduZSNNufT9P3BX9os+JhTh9oaoKlLo0KKvltAx86je1IzT0c9zKXX28NRGmpJ+80F+gu0CNo46mmteOOYg0BQKBQCAQCAQCrUUgCNPW4huhBwItQ4BxHco8nHdu06krNblcXpy3udK0loas2FffP973W/O2f5ifnbfqQtWK13ttdmvB+vv7bKtascEuWZP29Ntg/4htd/RYtwjRERGmdJ4rGtDPzLzT3qVlG5+asrHhfh/g0fGmA55dHnt+uJLvxDEQCAQCgbNHAJnEB4UZy5XPvX5us8slW9xetzu9E7Yj+fV6c94efffYreTEq+7P/ECBkBVZHCE53sjKtLDZaffuf229kpELb2RdWlmw5e2yJpeM24j2i+Y53D5hSDj6jSzlmhOmxHPA8diuFBmzIkz3Zlftz48f2/0vHrhSr345tnZSnJFX1CsQaSh9cWdhaZrj5f3D0nW4TNi1Ez6esAvwxfKuaX+9XVsVEbcpswOUgOBMvaX+YUGBq2wnBb9flyK3V20LRfSE9oSjjV0kRx5QYFN3c577pLFGXrTSMXkC2YPCErxR3I/0dvq2BkfV35xerESWRbaQyhFZTFH3mahAeaFopzxRhFJulIkr3OU5W9SSt0YsWVuJQYQdCFw1BHhD0ka337934mJVpMXixo5bfanJBlHR5AqBXMXqngk9Y5KTA7IwzZb49MWQn2fpKHv6S9QDdzqh25RXzOAaBClyG1lPAlN/UW+Fs05sSmF8H4IA71YmWDFpifZLr2ei2OWWyxDe9J3a0THRal3W7ehu6Hvwmz50Jk2pi9Q7HcIFAoFAIBAIBAJXEoEgTK9ksUemLwMCdL+zDi8PrP2aBoOrsv5cWnhrizsrdufBfZGgRVfA1eebDvDiXMlK+kx0jrmCcP39qk0V+m24u0fP9NvQ2ITt9RR91nNJS01WRSywJ8eGOtYo98YnJ21y6oYr2uhUZ8I0Otf1SMd5IBAItAsCyEg+kAMQPijLZqdf2KulWU0aKfi+zG82S7Iw1ZK8rqj6QHQm5ZYeRomgL5auWl+v2Pz0W5vqvyVL+4dWlVW/rS/q/rbNbqxb5/CA7wtdn3/k44yI1h72jBahijIMRR6udkg/9L0jwnR5YcWWXr6x728/sO/+9J0r/Hy5Tj0HKXIUobIfUAtOwAOnZPzBoXBB+cIf+UPJ55amh3n+w9Mnv5CJPt5HkFxY2YFVuyqsTp7T1j4JYYgCza0PpFADVzCkr7Ghit+hWtfffd3rLUv2JgvTpFijOnBvSgrDAR2PWz9TvfqgpDvu86dBJisIqb9gQHVNViKHVPLTRHTgWeor8gRssTKjnwXxiXw6ykF4ouCkrFhSDzkCEQApCm7cx/KFvLzXh7YAmdqptgHOqZ0mG1PaCpbDuPrc0sz5za2zLAvSEe4DApQXJaViTOSJbtEmVZR+/OAzzi4aArR/Jmogb5dEuOSxFO3W2y6NsEGX2+4xHmkw5IvtDfmFjEM2DoooHZacZDLMWfRLGkWONs6bL/efeC4TppzzPgoZDBLt5Xzikdpqar9p4tKYJoxBzLerfKauMSlsDbJUH87px2nI4fWPOqhuxT5hmuVJyJf2qnuRmkAgEAgEAoHWIhCEaWvxjdADgZYiUN9x5ZyO+bosS6tLJbeSGpOF0/jkRFJ0Zc+1FNFZfvbTUxvq7LPRsbuG0vP9ZtUGBvpsQGRp3pMvDdjNXv/8g5V2Fj0sOtJ0nh8WJ+2r7753ix6UdoTpij8duR8uEAgEAoF2QwBRiIUVijNINX7Pz816MlcX5u1ldd4JU66joEpEQU2m1WQb8g15h6Jk+vm09W502IOH39jC65c2Vuiwu7du2Nt3szZbXbf1zj0bHh+z3r6Cy0UmqnSubnh8Zd27/eBeTRGWFWJ+y78yYbogwvS7G/ftyT89sYKW6uy5LrKKmeuoz0joGTvynimtwxR4vAdQtoAP5yj26wmZViXXl1SFIPJ40zsxW5C0Ks7LGG5+j/Ou592ey5D+wLqsKKhzKJ3VhLyc8QfmKN2wdqR9jUphyHK2+GmUsFYQXq8UnMdJ3TpLhbai9XZN3SYNNC3af6PpP2ldyPkGX5bkxGVL0KPCpFx4hjKCGCWt7MfXLeFAGXn56T55wSCYyQvgSc54FgUpE+D0qPcfuc9z9TKPezyC4h7C9bD2flQa497pEThYPyhXHJN6kG+0t3AXF4Fcvrwzc5uEfEHWrmrCCpOPGnHUglwTeKKxpxoJ+WL7oXkgu5CN43ovMZGHfbaZj9Ju8izXhVoT35fFqQSSfL7YpXH5Un+wv0QbZGxBndNB79TcKtsj77mOJQvTbF3Kcrzqd0lqqBvnfQr6FpyTvyxLck5CvrRHWUYqAoFAIBAIBFqLQBCmrcU3Qg8EzgQBOrBYBuxUyzb/6oUt765YYXTI+rS87mppwYpS1I/KkgnnnV59YVlqK1UrXC/a7a++884xI23CojOtPrI6yqmTzLWZZz/JYlV7nMryCiX4byJbH4kwffjt97JskAWK/KJse/vyufUWirKcmvroeQWx3+HmPFwgEAgEAueFAArmghgEFBooplBq9Eh79vs//m7Py2lJXmQlss8JhAMJ5R4OWbi6VrGSrExvay/THS1njmXYX/78z7a0smbPfvvNFjbLVtoq25BI0xFNYvn9p59tvKfPpnr7/R6E6q0Hd1NcCjPrVpDD7GG6Ud2y509/sW8GJu0//vM/fNY65MV5Kvr2lLiswz1MIeQKJL1EWFqO9wh5SgpKEG2dy/E68SRND4qqs1hStXU5Ot+QqYNZVUZ9A1cU+TisJ2hH3EepRlljIVmWkp/KPCCylP00j0eYpnpFPJvS3lF+WERCDF0mRz1F7vDRv7d9lPeck3cc2ELUUgbcSQh8rDDP9R05RHv0dqbnsqUo92vF9VE55OvExb6pEHA8n+IivpQWvkkOcpKllmnDKIIzsZp8nt2351fp4YhjwoiS5vk+T3nYCAIZW8qoUccztC/KwCcl6AQlN/n3SSgqiyBMG0Xz4vjDop+l5VniE8KUSQ3UASRvfT2iKnn957o+tIEsKpHHPIP/esvk+uf1iN/n2Xyd88viMj7ILN5FQ5rkw4Q23l3tLi+OUwaUHXKivgzry5Q6kurJx++P48QRfj+NwEH8s09kfTvWs/wepY/F/slMtuKayxgdyQ/n9A/ynsrcp07RcnBe3zhysc4d+Fl3J04DgUAgEAgEAoGLh0AQphevzCLFgcBHCNB1ZYDMgHD65x+t/L5qm9100nV9c9tuaond6cqSffnksT9H5xbF2LMfn9rNnnHrH53QsrpT3lmmc4zikw5v7jjzEGFBmC6IMCUc7vH8LT1/95snPpjnmeX5OXs799KGu4qyPP2TVRURyvI8gCde/IULBAKBQOA8EUAmQUhALCDfkJ8sI/rrT3+3X9fm7eF337iwQuGBYho/WdHNOc5lpCQax98kDye7x1yZwFJvf/6Xf7Y32uf5x+nfZQ3a6f5Xtiu219tlxe1rNimylGV75zdZtnfQiVQ85XhcYaF9zbAwnXv7Tiawa/YvX39jj758aAW3jDhfxRfKk2zlBJly0ALPLT0FDEeUvOB9FoQpuKHIweKOPTjBEytHyjfcyRAAUxz1P5V7+g3Blwk9V57JH+94FPWgvW9doV+57aQnP/2d6xVWqku+J+c17QWWlrb79FMX7w5tB3JZXIhjCgGJEh9MwRCXqmyyBOUSmB5Ueuf6zn3Ok58PeOf7uk0p7JdDbp+5DUPQuOJUbQYDV67ne8hIrMNZwhyr10SEe2j74RH+WTj6qCw/THpxpK1HH69rtfp4Fuk4bhyfKofPhUN7oE9OvrHeJtu0JeoLMs3fYfp9UP5+Lty4394I1Jc777It9QUgylX1XV6QesoceZEnVvAME0z4zYSm+r2LU/1JbRp//rxLizTpi3pFPeMed5MP93ahv7zfIbmFbIUs7dfHJ+AII9rRZXGUGxNjctlKXEhWpL4peXQc9IWc9L9LlPd2KcPUrA62nPasZ9QNf5dq//k1dUJ456uJeJugHulU/fU0QW55Y9cnbyAjyCNVh7ajquS/kUk518gdzvPvdimbSEcgEAgEAoFAIHBSBIIwPSly8VwgcI4I0GFdLs3aSmneFUYsscYSjdW9qi3KkqnQ0WWj3UUbGxi1bVmd/lqec6KTzi4DqYU57bO3vGE3J+/L6mnSO8pcR4HnnV+d639/8EV8b3750Uq7C66o8Xt6YKJrzO6IMOVZFDgvnv5gGyJsh7v67Ksn37slCh1zBmkESAedTne4QCAQCATOEwFkGkoklI4M/lE+o1R79tMP9rwyZw++fexKRxSQ2R/p5TnEGQ65hzhDRQBhOtE17jKzTwTdv/zzP9lPf/+bLEsrTpj2XtcsFrmVnYoUn1tpOd3ebln+a6neYtHv8UXQpIf9Bne2tZfZallW+9P2Zceg/elf/2TjE6NnsrTtfoI+cYJiLhMqyPdMnOGd9LtCBgUvChSBxH0wBsuzUNhBqECY4rAwvWwWip6xS/hFvUJxj3XVkhR1tDWWUISou0wuE/pYeNAngpAc7ElL6SaVY2onnKPAzASm4JAlfCJFTtOOcvtEhoExFmzgDWnKkqCkj/4a7RbL0m7FSRqRkcM9iXTgOeTjWTrfc01Wd6QRuUK1wMIyLxdMetvJJTmZ+tIkjfTVv08+l9YsZykP2gR1BUIMWZr21j0befq5dMb91iBAHUcG0P4bJ0z1jJ5zwlTP8Szvw/Q8JJpuylEXOeUdrarl15G9yIb0Sdf0uPtLT7Umn80MFQmAbKJfglxAZjEZbkBkKZPNGC+3m5w4Tv4pM+oE5YI8SO9MSPVUjpSTX+NE/vLkCohiZDjYnLXcPk7+WuE3Y0bYp3lvtiJt5xEmE6aQD1iPMjmN+sQ7hT/kAXWE9wuyY1kT15ik5JMfvU5Rf1IdgiBlz9N8T+LD617N23lkLeIMBAKBQCAQCASaikAQpk2FMwILBFqPgPqptlEu25tXv9rq7qp3bOncMgAs9vXZRqVsfxq6YXcePLQ9kaZPf/ibvahoicmaZShk6fK8LEX7J+3rJ39ypRiDaZZlq6rznKxDiOVDx5dfK6U5qyzN+yCU+BhgF0fGbVCEK7/Xtfffu/lpP781PGk37z9wwlT9bR+0MmAhfJRw4QKBQCAQOG8EkGsM/HHIT3EC9kpW+u+2S1pq/LErC7iPgpojogvviSD8oEREtv0qwnS8c0wW++NOzqGom373UgRp2Yod3fbF2B0rDI9baX7W3q7M2PVCV9q71GNP4RIH4XNkKd5NLcU7M/3aBneu279+8aXdu3fHujo72kLhd3BJXlKO0gWH0gWX90LKMl+QuPLuLBSW2YKOdKAkzEuU8jtc+yJAW6IeobhHAUxNQpHnk67aN9nHThkE2Lo0jZAY5Jk85n31+I1DDuR6zDLIWHpwjSW/mZQBWXhSxT9xuJoUvPWBjFuo7tia0uRkqZSg9AXBPaeLwigonedNmK6KMAU3SAFkMxMisH5Ncpka0z4OLME094MpZ9IMidGIy3KWyYwszwqRlQhTkcQKx8M6RT1oJA3h53wRoH0iE6lDfPTvjhpENVI1cDnJdb/m3/jVM7rG837OkZBqAeCX+5AiyFsu44/3Ne2LSRQQKtRh/HC/9qjO2tOl/DOppEaS1sjSvI+5mp/QSf259szB0ami7CgJyoMyypNbXGbrGtf56N9rAf2ej1YGEABeXxqUP0en5uLcTfU6pfc0782Lk+OjU0odyXVG1cjrFG0n1Zr8LBMnNNG91v5591CvcBz40D9J+qOanNBFsK55w2u4QCAQCAQCgUDgQiMQhOmFLr5I/GVGgM7rlvbDg6jcqKyrH6sr6oWiQOkp9ttyuWQbexVXmOGX2+Pap3S5VLJ/HbnpS+IubuzYj3//u73akEWpXB40j2ABevuhTWgp3jzw2tTAGKVMHmjhn05v7vgSB4PN6xptcWTglmf5Myh79fMPWmByw/fmu3n/oXX0FH3AzfMsxYgjfDrXxJHD9RvxFQgEAoFAGyCAJf2iLOkfaa9mZBUO68Tl+ZLLz5GJiZrC+4N8RJ49+/EfIky1RPnXT1zngLU98nC7J8nmkd0um7zzlSxHzd6++sUWtldEmN7XJJdkXYr8Rsbi9liKV4Tp3Jt3tje3ao/v3Lfv//k7JwQ65fEsCMeUkk9/I/9Ri3D0V5OOECw40giRw/WsqOJI/lDWnQWxkd91pIc4T0os8Xy4QOAgAlR1r2O1G/Rwcp0/6Pew35AS9UvLImMO24sSJSVyCMvPkghNHBa3WEwdh3g7LA1cIx+043WRcXMKf1XWJChSiZd7vdIuj4qgZf8/fhNnIlCddvA2/qmwPfxaHMRC+0fKIRdO6uhzQh6TRvBHlhTd+rW9LMfAivSxNxx7UEJMQewykQbStHHCNJUP5Aj51kFlkGQoZdEu74OTlmc8d74IUEchSyFScfRlkE20r6rqG3WufoJC8nW+aT4sdkQK73nkAe0Ca8pBWcIjqy7DHtjgztif8slkV1UF56Spygq5uKMjcpvyRMaCA/KmIIEBBlja8tv/TiGDD8O/na8JEu+bMgEAHMHA+6CnfBe1c56PSht4UE/8Herv5VQZuMZZ7ivzm/qW/VPvwK/ecY1+DBMr0CEhO/afq3nMVe3gs/XhxHkgEAgEAoFAINCuCARh2q4lE+m60ghUZUG6KovNjeqyVd9XbGtvxzuydDjpwGLJNCcrqPGefle89HUUfHC0tLNiFS33CGH6pfYQna9u24z20VtbLDmeDBjo4BZEuGKByqCKzjDX1Nf12YIodj7VweU6z3AkLTyLWxapi3UpM1khYvu0LypLzenf/Xa6gij5RalOxxrFT7hAIBAIBNoJgXrClNnTOBQIL/7x1LquddnI3Zs2MNDnk0a4l5UJ7OnMEuX3vvleMnrPZl+9sLXKghQzko/bZZvqGbae3iG7ce+BvZt+YSua8LLba5LD9wjGHbL1vbRd7FtaXmMp3lf2QEvxfvtPT2xsbMSJW5Rg7WIxSd5RoXB0uV4T6iikSCd/OPwApf79im7rPZLuuYcWfBEXCkYccbU2No8mvq4QAsgGlrTLMiLvpdmoJbMTFaqeHHHIGNpFVlZmKLmNmheF5IrITBwkAATmYf7zc8c5EgdWkDPr2x6HuFMajyuVWSZ4stjlynbCVLP+aELE5+Kh3ZNHckkb5HmXDPw4gUMZ60pZ0ijn6dGXyxRCPmG4KbTmfef64ZZ6kukkC9Iiy8aD5XxUzJQPGNJHB8nrtXxC0pPf0+B5VLxx7/IjQN1KrTPl1euaTqm/jAshS2fLOz5hI7fjdkSF9s9EBCadsE8p5GCeoNAOE8xOixnY071C9mXLX59wo9/5HuWFy0vwgkX6MElD+2MLI+ROu8jI02LSyPO5fiOH10T+gxXLMrscVn1pdOJKI3FdBD8ZD0j1PMGRdyiO6sMpfRiO1CaugVmeRMFv/OOHcQjX6ZfkSUz8ph4iP7KOpxa8h0eY4QKBQCAQCAQCgYuEQBCmF6m0Iq2XEgEGL8wS51hZLzv5uF5JRGlHocdGJ8asr7+o++w3o73yfnpqw52DNr+1KovSMflfsL7rRR8ITfT22KvKkn2nJXkfffu99qTasbnZWS2lW/LOas8wS0ZOuoKbjitx4rwTrS+uHbdDi9Lmd1lToSAfGRywuw8f+sxklG6ESxQMWH3mb0fqgKP8w2riuHEpqHCBQCAQCLQMgdeylF/cXXQL03r59Fxyd7xryNa6tu3Ow3uuaEH24QclPoTpZLcI06+/d0UEipiqljBfW5y38m7V9zEtFIds6u5DK0vOL74Rofp+xUZFwNbvYfpelqVbmztOlvZu7tnje4/szv071tPV6TIWpWC7EKYUgr87hEJS5El5p2tYQPE+QOZnhVT2xzOh4AeFcM1EAKUeE7ScUFLbU9XzvofXtv3z08eY67ErYNXJwbKHPg4KWPbI49hMl+PDGoRlc3EQb8iBZrajNVlBvhMxgjUk0YAfe5dCPGCpVU/QkkP6jsg/jgfTQZq9PHR04kUXeAZ5kGRCUtzr0rFdxoMj7rD4053Gv+vDavypo31mwjQrkOm/9yr/yMVmEDhkvx4LfqsqOh6ZGDk6hXE3EPg0ArluQYa8XtvWPoaJbKo1u08/2II7Wd5wxKW0pbpO/0Li0AnBgio+e10jsyAKWbK60QksKeT2+k5yKY2TadsQXG75KwGdLUvpe2Y86IxeBwvlm1Wd2OuafSh5JyF3z8OltH2oNQffFa1OU7bKxRp3RXUYvMCEusI7DXl8lVwuD+oT72hcnrzDL9DgN7BwG7z2J9Snh9M7hjqmD+839jiFjIbIp34mwjTVVx4hTN7T9Y64SEO4QCAQCAQCgUCg3REIwrTdSyjSd+kR8A77VlXE56wtrC5ZRRalnSJKx7S8Lss10tGs72uimO/vLNreYK+W1J1whT375w10FG1CFqfvNpek2B/WHnzfe+d1bWHO3q8tJBz7x6wwMuEd5cP6qodd+1wBrCjd7+Ze2WBXwW7df2Q9haIr3Oho40g7HXBtueVKPq4x2EvLB6HgDBcIBAKBQHsgMCfrz9WKlt+V9edtWX8if1F+//6Pn+12j/Yg1VK6YyI5mcSCso77iDrk8pQI09takhclAg7ZDrmxtVKyBe1dOqDJKgNjE24tVl7UUusr72z+2pbduH/Xw+ALwnTu7Tt7r6V4707ctq+093SvhCd7cqEIa5bCvZlok/+szCPvyH4mAaG8rFdI4Q8HZuECgWYigKIu7xUJ0Ue9y4q/fGxGfCgZsc5g/9G5yq4vR6eonCydLHbuW2I2Iy7CID7pIl2m0LaICwsZ8tfMdoSFCEv+ZlIWBTtKZZoqe89zZGnHvJysIPY0HFwSljaOip8+HmF6X0/pxl+fW8bWZNgpEp/kSE2YKGWnCMrlbqIk6KueLizKKzvSSNlBcfM6AD/Kjk8z4iFMr4s6JoV2UlRDEDmhTkThAoFTIEAdZgLFq7UtJ0zpB+nSmTpqMbKGeo1MIk3IQY7qEjkpyH7OkKTZgrt+UsZpZMOZZvRAZOQPtL2d5yN5l1xlaxveQeRNl7z9gxPvBD5ZRiN0MqGcJ64diKblP/P7krzk93Az5F+jCd8nTEXmLasu67Xt+PBu61e9Aaur5nLdqs83KFCX/O1U+0GZ0dZ4h3OP8Ucm3pksRXlyvyxsmXC1pD3WIU15XI/4Peovv/Wot2GOOK7z3uIYLhAIBAKBQCAQaGcEgjBt59KJtF1qBHIncuHNS9veWLHVnYq979GSj7IoHejvS4oVear1L/exQDGvPqlN3btrRSnt3754ZR0bezY6MGETk1P2629P7fpepz3Ukrx0jNnfCUUebq6y40os+qjN6qc+/wfWpVomeGLKBsYnnVyoD5sOMkuIScfnS0qSDgZ9PgtRHuv9ci9cIBAIBAJniUCWscgi5NU+aVq4pkkgd33wj4Xpnd5x23i/ZWudO3ZLZCrKqaxvYdLKje5xu/X1dy7fsqKAWexDstBiwgikDtb1LKWGBcT2/Cv7RZ+O4UEbHh/z5Xgra+uS6dN2z/rt4ZMnWmFgpLa0XCJJUBKepcKp0XLIxM6mNHnkERxRYmLd0I7pbTRf4e9iIEC9Y/lIFHi0SxR7kHT0TdgftFkKY/otKAXZUxQFIcpE4mKZXPYWpc4305Ef5EUmHlFS0qfDgghZwO9muIwfMoogwZC2S36xMtNlnwCRlfHIPcdZnunbkY6siNUjnl7IFmQBRAtlAEbIvRxGM9J90jCQV0qa0ozU/9BHbRaeJ03X554juSzRDGFC3cgfJqmQE5TaA0cQATyPT8qIZzjyyY7apCBkqZbebXn533w/jlcLAYiQN1qqGysyxm3IgVY66h/yx+ugTvbro85z34d6S73EghLiC5lLP4u6ny1KkcK0ZcK6iC4Tfd4+a+0V6JHHTmDpBzKV7CFfsWBHroJRftfldi2IHM9cdAmS42HDs8gOHJimMNLv+m+Xq5JNTKDj3NOvIylN7+VULjyT00NZc/+ocOvjOM45aUbe8R7ifZT7B9SXvFLDccK7Kn4pO94xlCOYUUZY5mbCNOOQ6yNyYlH9IfoqOMqdvgThUK60TTCnbhIeK3OwbVOr5UlOZxwDgUAgEAgEAoGTIhCE6UmRi+cCgVMigMJpXdafs6VXbs2ERSlLM+ZBQz4ejGZhTnvfqRM6ODZub7THXafI0qG+ce2N99C9LszN+gBheHzKfzOIykq8vM9EHqgcDPskv5dkObVZrdjt+w9rCrM0mPJ945THNHBNgywl2zvSWVHTzHScJO3xTCAQCFxtBCSipKpJLssjZO/C65fag7RkWz3mpOnvIkzvFSass7dovy++kZXpLRsaTFamKBOYyAJherNGmKIIIFwUBIkgSLIPBQRKBmTysG3ab89/sWdrizZ55451d3XZzPRr69s2+0ZL8Y7euKVr8seSmFJW1CuWaklumwOy3RVTyvi6iCt+F7oSsQOH1O5ERNsAGQk5EQIo4XxvN9U/FMo4CD+sTVHUoaxthiOOFSkHnVhUCydYJxdded+8eHJac3y0qQ3li1xgqdmvRnUUMZafb/RInwy5pH935Is2i8KTvNKe0170qLZTf46+XeqnciW1//w8z0Aqb0nr6s8qQGQeJAd4nbc8QGGLNa2TuUoPaaonXDxDbfhFOUFckX4wpq5jcUZZYNEPCXBUfc+K8K33791ymOdpOxA0lCzkN0QMhDxkFJj4XyriNkQkktRKBBgzzlUSYVrZTnWllfGpunlbpA4mOQEhmGQL9VDVW/0p1XHdd3miY5Yl9K2QNcgkiJ2LvCTvx4Rpyr86WE4wIacR0+RR2RcqSVaDHdcPynEmDoEJ93DJP8d0PV09+ltR+rsAX+BNXIc5ZBIrPfgkH5GUyBtIbOSIr1CgI31i0oIsIxjKmbwcFe5hcTV6jTrh/QNVJPIBgUx81LFMLjca1lXxx3uRdwzY8U4AJ0HmZVSPQeo3aDspyQn6RZQ7z1IHdcnfK2DNRKmR3g4vbya2sULHWciT+rTGeSAQCAQCgUAgcBIEgjA9CWrxTCDQBAR2Nyq29PqFvdsuad/P+9Yva9FGnPqh2gOvoiUeS9a5aTbSP27jdx64EkW3/uDo5DJYwdEB5vlWOmLyjzrY+vdONoM6Ot4MfOlgk4QWJ6OVWYywA4FA4JIgkOUV2amXS5Cc7DO6tF6y7W4tS1mpuIXp+O0H9vTZU9vs3bW7sjJFgbdVrdobWYVOddUsTOvkbA6fCSQeR03+oUAYK3TYrJYAfrk4a+sdu9bV1W3XSmv28MYd++LxNy4rIX2GtDciSvCL4FCYoWRFYZKVUig3OT/oeCfgatCkH/EdCJwAARSzKOiwlERpRz+HNpxI0z9aRpwgCn8kW2KiFMzLZFO3FVVLFL4oIhe0F70rI0VY4FA8D+jDRAryR15pXikdjSvBPbDPfNFGU4/taAV79ke7RwZkQo/rTsIpgZBwKMf/f/butDuOI0kTdWihKIKkuJOlUqmq1D1z5/RM9///E/fLPef2nNlua6mSVOIqbgApUtK1xzwNTIKJPQEkQHMSGZkRHr687m5uYa+bh99FcmzNvtJRUxKjjPp1Xvw65/tuYbv7yrDPyzTWdWRfWeRBs1v6212Xrz4ZXTJ1X/H0EbJuP+WfT1+aSZjOME5PnRnhKW1Eem7XHD+2IwLKEP7GwD08gLUxrz0kgv6FeC0PLGlv117z5evvZw+BkyBMPa9aWKH/IdvINyG+poyjT9CfXCfz9N1BiL1Z9KHPviVvjLo4d1pCyS11V32/BQdyRTAma2zCpuQD2cYLvQhIskDVZ0nkd/H3IoeqHDGlplx3szmnSNiUcZFwEWcW+HifpTlYORC/RZjWQo7MO8rkXu1H7maaO8wLWeFDfJiXLA6pPGES3Wdpcq1wqiLuBduKu4rHmieUzXgsz+2tZdU/YaqtLUCCMaz9GZOCOd/iG+94d+ZJeKsjTXn8vowJeMTKqP3RCDQCjUAj0AisHAJNmK5ck3SB3hcEHv792+n5i/uxHeOFfBeph4jdwsbzjelhEKW/v/hlunru4vTJB+emj8Lj6XoY8T2ohK76jvIp2Xg2yDCU+t1yOfz1+aqoVyrbUTYPVXToVpAPj3Gn0Ag0AstBoOTVvFwitxhzkKbPnj+Y7v/yPDxIb0x/ineUfvP1f0z3nv4YW5BfmV6/eDGd++XVdO2Ti9PFq59P56/eSjk3n1alX6V1rQx6r148n3785ut4N+rPYWx4Nf3Tpzemv/7n/zxduXI5DUmfhqGBcZDR4TSENOjHRFTGfFs7XozyI6/mw7yB6bQbl+br1d9PBoHqT3Qgxj5j7I1BeXmG0WEYZggeaRqW9Kvqw2/38sNjgbC4Fx5ej8PAiKylPzH22pb3anhskAuMlWTVZ7mwIkuyqfMdvgTDEC+d0iO3SxMmDOWPXr7OMimncV/EmzImXtDaBijGV8S3FnQ/saFGfltwJ+xEuI4Ybz4rPWeCB9w0kCfBEmV11FeUTTmXJWf1wZfxJ33fkZGwkP5+yl81qf4dSaWBehzf6NLwRGJk2jvgqzzaiLH6wcbwCNIU2sV4QV5cPh9kVIDFQ688/bRFh/cPgZPYkldfQ7B8FgtCkPfGDHIrx44+Hl0xZcNsPBsb5LJFGrb5XJ95No4FM8Mb1ff8d4q6sXoNSfh2vxvnSx7PZGnELRnJ01Z4I2/J0DlZkVdn9+X37T/IT3KXF/vTmIOIgbGAb+AJd9d4Cz4Pr0G7ICDLyCeCVZlGaYYcH3KGDB+yEInKU/gC2Rh/RyVnSu4pmzxgM0ja5XSIwklti6g+bf1tvhdUfZzbab7KZo6PjD876n6lJ7l/9ENojC1+bY/Mw9QrDTZisqezxf8OjUAj0Ag0Ao3ASiLQhOlKNksX6qwiQGGkfD6+f3e6G++u++3CFN6lf87ttDyICBRHCue8ArnxfH36+f6D6aOXr6ab58Mwv3Z1+uzmren+3bvT4yfPpg/Or023vvzrpqEwE1qRj6zzrG6tGK9Io3QxGoFGYE8IMNw9/fG76Yef707npk+nL4Mwffbs+fS37/7X9PL3jel6EKV/vHYj3kF6a3r10YU0RqcM3yF14nAYjgaB8HNsa37v/g9TvClw+r+++Gr6/PM76VHKkMSbgoFH/NzmfId0V+HSmLuCKAhhv0HgR4AhY+e8Aam2nJuf5xK3+OAdIW7clsanmhtXoX5dhvcTAQbBsMWnYRACjKKM+I5HGZBbD8PD1Pa2xlQaoiND4wmZIHdE6icfDo91MmN+nB1l2Ral/SyIuH+sv84FfGvxLk3l4Q1r4cdO5dqUG1FBBlWygEF7kCRwHx5OzjPA0qPVfbs0pafNkCiM+AJZKr34n+nDE7mAEHDOwhRpHzRknpGy7BjoEdkM9DJTXmRk1ucA/UbaST7EcT7oftthMB+vvusriA/vpa33UhaeSZhGOyFEEKZFLMTXI+/nVb4+rgYC1d8ev/xt+vvTXzbfY7yl+y29sEaffqf/XY8FIZfCa5ocsA3vTv2wCB79+3nITGNav0aUGvenkTDdD7jVXsQNLMgEMucg81Ol5RgwJvmF2CIzhGuffpyLS6RP1vEsRKz/HARYyVq6Gw9f4pQs9FdEqrIhR9fCtd/8cCnmibEo8GDlzULt8iFvc2lMLRki+5TH5vBl6NUIwvn5Wb2PkgDepbqHvlx9QEL7mV8q4xyPc1g7byGUdoCVttCfNqJBLCjSLo6uxeEdG1il28dGoBFoBBqBRuC4EWjC9LgR7/zeWwRCf44HwXgAeRleoj98M32/cX/6U5ClFy+O95YChn5JWRx/oVQGUfooiNIPXryabgQpevOz69OVMMz/fm4ttz6h1N776R8Z/+qtO3F8s5pTeqsS1F1Qvw6NQCPQCJwWBMhsxjbvhvbAf/Xm7ZRjP3z7dRr2bt2+PV26fCm3Hgub0a4ymCyUZhnz/GZEuBfpv1jfmP7zf/qnfNfPpTBaIxoZD0l1RgtGmIMYwI4ba/OSuSgNZLPMlXve4FmEKQMJo9vmMbCAM4wY0xhLD2KwOe46d35nGwHkl3ezMYoysNqmTv8kG44yMDTbPUT+xolxIzBkG19pjI4LyLiba8OQHcU7scBz8funr1I/RXbwev0sSY8gcncoF3lh3OeWjpGGqLbwQ7SSlQgQRIh4yBOGbrIR/IvkQ3l4MszmO5UjPe1FpsLKvRZmBISZpvzkc1D5qlnIaQQtI7B2Sc/SyGcQPm/I30Xl3UuDjaYf7f8mfqS2A65v4o1vtcUzTPQf954Lsn2Q/4PkyPaKE5I15xy0vFvz7t+nBwHjzJhDqv/92avcRnNrzzuK2uhvKVtDZtwIYq4IUwsNduqHNf6MZ/1aWUf/nRGH7nbiDIfCoKq4E14VZ+ux0tD2+U7YiAA2W63+HAt34EqmI7S1k9/lffpg43XKvjiVctuW8drN3LURCSJdyXjBvEkeX452Tjl/xHpe6aPyLw9c5SfzzSEHlfujNoPsyx0Foq76Hw/a2lmh4py2o74gHGTcuLV0lXwdSZwwKo1P12CUek0cneMZbjcNc2ctNBLPX4dGoBFoBBqBRuAkEWjC9CTR77zfKwRCf07l/MWje+Fd+l1Y3j+dbt6+tamMUhr9MRx7R+mjew+m32Lr3csfX5iuXb4Wce9MaxcvTq/DKM8IxHBXymQ9B9bvAnbr7zrfx0agEWgEGoHjR4CsZkxhRGcwEhgKSp47d+fix2mUSrIwbmDsERj5D2vYyYSO4WOR4c2WkeZBf0JMYVm3+SNDCrJBYNDyZ6X+uPfsGz2z4v2xUgjoy7xoGIR50DACM4Zeia1Lj/rdwkVcFLlXwKTBMcpCbiDmGKCvhIF6t/LUuDTCDMODGNWrDIuOPGF/ev4qx/DF8By6FPKMTNuNWK762NaR5wm67ma845lhnsxjREXGxiE9xoqEZPBeVIciTBllyVeBFxMCFmHqPqHw8H1ROs7vJdQCEISpvuJIQddX5Ku86jHLdi9JLjXOIAzGXGPLZP1G2chWR3NL/M92Gt5eMyG91FJ0YqcFAeNHH0aY/hCEKa/k4wjGh/5IZlyP8Y+c6/54cOSNe6JoJo5Cxg0CbP5IBrowlkgQW4MsL2KR3KKT8SIl54YcfbN9uWtk7MPwMHWs+QhhWvNRykVb9iLEIj55o43ND0WKl3xUDrLosKFku7pX8F15ndLXYjrIuUDehwnSZJdBLJOt5hf6AS/bDu8iMOaj6GfREGxe3mVqm179ZyO2d4aj89pLW3VoBBqBRqARaAROCoEmTE8K+c73vUMg7BJpjHj8/bfTj09/mK5/+fl0gXfpDInQtacnT59PD+Idpa/Xf5nWPrwwfXbx2nT91u2Id3ETLwokRXI8DIzTlYZjruaLowcbimYrmwOj/mwEGoFG4KQRIKMZZ+odhMpTW5m5djFW3N8JTzGGQkYXRh0y3DVzSMn3+LnywRw1bxhhclUPBlH2KSSJMEiPUU9zm7nQinPki8CglqRD3Jfvw86z/dEIHD0CQ88Ksi62pvwxiECEKS9F4/NabBmpXx5lqPzlkaNlDJn0MC1juDjkxF62AHSPYUU7ZLROmbIkA7UyIjaNW/kgSWvBg7x2Cu7jQcoo/zgM72TCHy+dS6M6wz0j6qPwcIpoSaKSnwzuvCMXJQ0TZRA/Df9xZLtWDljNG8jFFRalM67s/lmEqbzSQybSdE49iqCV/s4o7J7PQWMoEw/p9H6N77C4HIT2IHLf1B0u+sQ8PgfNs+87vQgUAYQw/en5681FB0ddI+PDOCFXvaMZ6VYe6ked91lMfyxEsSBvyEMCiEyyAM1RICd9q/mDPDQ/OAragxxFBIrrPreWjHDOvIhUtyX7kP/Dy5SMLl0WoYgQI+PpeGQPQjW9/meLSvY6X4ySbf9ZdZCPvqwO0lZuauf4Kw975+PCIYKtoJ9E/S3QobWq29XQEYowPkTSZ/JWfUYbFCmqjcxRFhvpQ0Wa6r+6ob8OjUAj0Ag0Ao3ASSDQhOlJoN55vpcIUNQp7B+/fjHd/fv/nu5/8Mv0+V++TCzWY+vdB3fvTy+fv4z35F2IbXqvTldvvE2U7gYadZ8x6PH9n/KB5nps0UsJLYXU/a107oZiX28EGoFG4OgQIKf9lUGQneZJGCWtqHYeOXh77VxuVea3eYMxx/EwHlCR1IkEhhHbuyURyooVoUgLBhN1C5taHl1zzj2Ma4jkWHieBjXva+TVh2zt0AgcFwK6LJOdLUzvxrs5jdML8e417107jR4kaUCPQWU8GocxpDYN5cvA1Ng9CCFbBM3zwJknqXF+52Jow0GMSs9WsjxPxWOMJg+8G9X2vGToSUuFlG9RNgZ6GES3SZmNmCgiYhn47jUN+eu7o/fa6vj36XHgCj9l4mmLMN3N83ev+XW8s4VAvesWYTq/1epx1VK/RJQiTa/P3pl5XHmfhXxK73r5228pO81bZJNAtpZnOflPduauJ3F+uwVpZAmpNvSzIeMsDsnzcY1cQXaR00hRv80v9Nk7oc+SN8rgmoUvyDFl0M68MMdx7LxSC0yysAf8qPIqBzJXHaVbi/UKH8lbPHJYwpS++ij0VRjASH2vBdmfOyTQ3OcmqCqbeIJrLp9G/T4rsMePqrfo4/tYNKmN/Okf5qn1mSfy6LNjLp1BtcecOloj0Ag0Ao1AI7A8BJowXR6WnVIjsCMCqRDHhxWXz3/8bvr64d+nT659Nm1sbIQ149V0+aO16ePzV6a1azen82tvPEp3THTuIjuyh4Fv/+e/p2H5X/713+LhZGyBUwZrSmcrnnOg9ddGoBFoBI4ZAXOBVfrIAAaq38JYwHhCNpsfbMmLHHSOMYVcZ3yaN7occ5EPnF0ZSdQljVSzI0/ZUa+3DUUwcA9ih9GWYS3+J7GDpGoD/4Gbom88IAL646uZ4Xn0xWHotQBuOwPzAbM68tvS0zBISQZKcsh4InOWNa5qvBvH0t+rEbhkAy8m454BmwwkJ5lMGU8Z49OIGpmQHfXuu1pQcuTg7ZABPJUvcY2KIyXPh3xXzmVtMblD9u9cKnlbR7i95bEfLAGy5LBEwTsZ94kzgQAC6GEQWwhT3vX6z3GG0o94mNKHzP0d9o4AOZoEZrQjr0dElG1PcaagJJcQlYg9pN6nMQ/AnJ65XSDba2EIEpK8+yVktZ5BXzO3xKmMI64JwKKWzy18iaPrymSBIDmpDOadWlAiZ9+XtTBOGVIuR56COsrPP2FQcXufo/KmbT5g8SDGCy9b9bSoxzvF1b/ql3lGmeSrSMoGpoia88UyiNttinfip7WF2tZ8pN6Qz/YJ7BDp/uwsE/Blf9LXxB9xT7wKXYBGoBFoBBqB9xSBJkzf04bvah8NAtTwet4YCuK7+VCkP371Yvrmm/85/fxqfbp6bm367NLV6dL122G9upAK5Lt37X4mnj3ygee7//H/xsPJR9N/bcJ0d9A6RiPQCDQCJ4BAyWvGkiRDZ2WwJe/tCx+ngQmJwKDNsHRaCdOCtgwmFu/wTDBXzhuSKl4dy7DCoMLQZ15NQxrAOjQCx4xAeaQw+hVBt1cy8JiLumN26bkdBmsECJli0QbikV66CqFwVhYG5CoVI6p33zFGO8allAcM4NpDPKZ7ckbwO89XAnn28B/Sr/fJelffMMWH8TvKhQwgr2RJZns/3/lgJUGrLDuFko+KL+Zh+xYcGeXJWmRGGeiRpO1ZulNL9DUIIC/urr9KwnQ9tsPWr/caqqfv/Y53U6YfWZCCMLU1Nxm1yxB6N5H39AxZkh7C0YaIPDIfaUqP0iaIUYs56FMWy4x3iO5NTpErkWSmaWtd6ZItKWPiWnUT7Wd+uTzbMaV2ClCuNwtL6LVj0U7Kxygc+WQbW/JzGUG5XiB1I21pqrukd5PH2+UNP2nZbt2cBA91hrEdECxKgYmdD254B2/03wvxXd76LxLQXGEOQ2ILsEniOMu2nHpnwivwASvzpXbQ/8gReAnw8JusyX46kzMu9yulEqL+aAQagUagEVgBBJowXYFG6CKcDQSouZT/esdcKdQz3XCzkpR1yvMP336TCuP1m7enT9fWxqq60C4pmAcN0v753t186Lhx+04+yJRCL81DJH3QIvV9jUAj0Ag0AgsQIK95H+XR97AgIExvxDZ0jFgMTmVsF+ewRvQFRTjWU+Y2Jruc42Z1ZzRZFMxVGT8+GKZEO8sr8Bdh0OdWB4Hqu0o0uuwwgK5OCfdWEsbJ+xuxJWIYKm0LzmiO2GOwXYUwj7PvFeorgpJOSxaWbCRD0pAfgoJBWlyy9HwIzWV7AJfBG+G8EYZ4hmDBQhDeVsgEZbEYBDFJjsN5NwIgyx/3Kn3J/cPIe+kpWxrmCdAItqTM14IEKXFQwiAT6o8zjwAy7Md4dykP0/L62kulSZGSJHrd6Hl7ufPtONIwDq6e/3D64vK52P48CFP/KvG3o/evGQIx7FOGpEd5eDt6LzQyqmSTaOQmr1JkNMKUp2mIqLRd7AbvfPpJdEX6RYSRN+QOkYiYJPtq6/pP4l3TZFtEfyOX/Ihg7hlEZhyjADstpMsb9vFR5VEm+atf5bWPZDajSmfI6kF4wjUX8TjGRbgjQuVhO2nvb4UD71b/EIQW1sAOuaq+tpzWDtrgrMnlmi/V91HIko04wlDwTGNqglsuPjJ3xvkmSxOe/mgEGoFGoBFYEQSaMF2RhuhinD4EKN4Uvh++/ToJT8rw4/t384HuVpCV127dDkV6tj3Nluq5V5jpjeNHfzYCjUAj0AicOALkM8Mc+c5A5AH/KGS1fORRWzbKs95tamX+/NZk4qXJxU0dloqANn7TwoFyY7xUfDux1UBAP/eahrtBmDJuIyEYapfxzrhl15Ch9XVYUxlUGagRnzttgaw+PIkYrHnwMDwjBXjOkp1C7KqcaTHKOiXNsFHneN+rbGXw5kHEo2gjDOObxt5IxyTBmyaKkWUlwy+FwfwiwhRLMRfKkK+e4ktX2QUEgnLvVN+5pN75qp2ly5AvXWVU10tRjp2IcfchFSJ6BnJQqfeKzTsF6ROnFgGE6ffPhoep8TTrmrvWZ/SXEU03mnWlXe/bGkE6xrDFHH+ILXnJKn0XiapfHmUwDraW3CnjYuvYIFtOYnzUWC0cQFJlLFmSXqUzGUA+Oi8g8+iWCFPHgyxEk156rkb6CMJByI48XJOHtiP/0tM+2s4/gYwhm9bjPuQY2WhBifaOr3mE6zJDkZzSrLz2kn7J6Rl0WXY8LyzLc7e8bKGL+AtOMPsoXd78+lmQ/nAmz6VThCkim1y+HsSquarqvpdyrXKc6pvqaocDbY0wtfiiCFNYVZ/VX8QV3Gvumv0cJ/uzEWgEGoFGoBE4QQSaMD1B8Dvr040A5fbZw7vT3376LpX+Sx9dmNZ/e5HGGYr/nc9uTte/+Gsqi5S/UgApie4VQo/cPD/O9Gcj0Ag0Ao3ASSFANPtj8GHI8ehuBT1ZvcxQ84C5gnFI8vIIu0oamGzldS3+GF1cPwmj3DLru6pplXHHUWCMbawHFv15dhCofs6r5d7666zYzdj6m0GXfCGHVikgaXhH8W4L8ZtG7itheOYNtSgwYKchOryqnlipGIF3TxLC3HgijY1Ik/GWgTYcnnKrxPRuirpLdi/j3v3PgnQ2JzAGIzkZzuH7SeSD0CFKGMe9vy4N5TGPMIzPB2VA8CIbBvk6CFix7DLAO3Wn+s6nNf+92lk5pcsQnXNZ5J913VKOurfui1s2iRXPKentGtisWv+ocvfxaBBAmP4wI0z1pfi/51A9fR+3vJO2NPQ5nnkIJ4Sp8eydm3sZp+8kuMcTNQ4c5wMSx1gvHAwjY2OMreMfH4g8Cy3opzU2FVlbkYOjzVwbskhdyBpxyAELMpB05NRB8JQ/GYYcLIJ2k0AEUlyXx8WUY28Ts3EpcAxZTDjFfxhG1BkRHqXxXYGXGA5KmJacJheFxD3K7Ly/kv++W/gYlzLOOA6s9VuLZ2wrHZBvLpBRf/WE0xsMll1zpT6+oG31sppH9I36QybXeThq51wsFP0FfrqNfiF+/O/QCDQCjUAj0AisBAJNmK5EM3QhTiMClNzv//e/T89/3Yh3kT6frny8Nl36aC2r8izOXY7fH55fm+58+de3qld64HZb9r4VuX80Ao1AI9AIHBsCzBUMUOT75TDUMTht1Lt1QniXwYT8Zu1w8HAf/zO4v4zjDAR1fnZ581Dx2PIZS8Rj5BIYBRlYaquug3oaZWL98Q4C2kxgsPFdK9W5On8QI2Im2h+NwAoiUP2cp8eD8DDV+W/NCNNVKG6Vjyz1x2jKAD+8234PI//w1OENOx9SHocx+6X4UTckqzqKhWhhsL8QspxofRpEJ69QacepQaZGekV6OBb5MJ/H/HflmSckGMyfBUnLszQJiEgYkUJm57vpgplV5K3pMhBvR5jawpFx/bM4bkcQz5dp/ns9V6ijsgm2Jk6D/IJy1L1b72O4/jjqYQEPjyxzWu2EUPcc9XHI5FEHky153eF4EDCG7oWc+PnFrzme9KfjDJran75HH7KI4EqMCQsgvBdY3zyK/mAcqKr+Pxs+WQ6/S3ZAgvwwNmsRgt/KW/10fM8TS/swHkpXqcUaEje+yRdlRMKRT4ipOJ1yCH7GLnngH0zzbyarDlLAKot8hiwb8prMlj/dVxtdOPdBLPz7OGVjypFZu8GY7BaUXVmPMsCG7Bb2suWvsinji7jnWSweKHIzU4gP/GmlSW+HQYWoThKBzquXvos0LU/SrcSqqot3WnTOavvRhrAYddeO6iLAQ3+DWz4HRZSaukO0hL49iH790U4SNV+5xzibx3Ok2J+NQCPQCDQCjcDJINCE6cng3rmeAQRePLo3PXjwt+nx6+fTxY/OTdc+WZuu3/hi+izeSXr/7k/Tvfi7euP2dDO256UolirpQcdKTwrhGxX7DADSVWgEGoFG4H/cEuEAAEAASURBVJQjMIwXg7C0FdynYZxjBMoV+yGzHf0mx8tINe+ByjDNQC/waNruwb/yseJcHsLLWG4dWaRxe5CmYzszxnMEbofDI1DGHimVgco5psj69JvRq67nhf5oBE45Avo12eVdYgIDLg/2VQgM1AypDKdlZB0ychjUGdvLE2e+vEVgqhe9mhEbuScu704eamQyQjXJH7I7vsepGcGJfBnEAizE3SkUQftKeWdzAXKJAR1BitAlu4sckNwiOVIGeeVNL5soEwJV7uaDqivydT9BuvlsQZzFrYzzWYZtylFpZ73iXvPbeiwQMr/JGh7IX397IRoqvcMeI/uQyPFPPSK0PB44HNenfsCT2jaa99d/TRLsuPKufPR8fRfxhpgsnaiIp0Xjqu496LEIUzLIVqtxyH5vfNhCFi6+Gxfj3c8zD/0s6xhrR0EA1nggK4ostaUrjOxGQo+M4uY1BNUHgRkZRLyXDFEXwViC62EXQCgT+YXkorsOsmtsV64sykYmKh+imwyBm3/+u18YY3t8P6pPmJgDhL2825oMJY8thjEGzC0wG17FkUh81xb6QuFgYwO/zT+OMXxSq9Q2dPjbax/nQkhyVB9xnxiRVIRAZXzJX6v6oczkMny0t/navK3sOUdE3aN60S+GruF6/M86lh3M/eov/iaJGjeYR5/O8JZ2h0agEWgEGoFGYBUQaMJ0FVqhy7ByCFCMKXQv159PD+/dzYeCP/7lqyzn999+ncrfby/XY6Xrr/kgd/vK9enqzVvT63MXUrEOfTD++zceSkpRlABFcydDembSH41AI9AINALHjkCI/jSKXA0y4cvL59IoxtDCUMZA7l1NHuYZihilUp6nEX4YDRipGOk97z8OQ8t2D/7y8cd4Mgz1MWeYMOIkg5I5Q1q8lmpr3ri6r1AGmXHT0Rlkyoii+GPue1PMPBc/1XWnwOByWAPeTunXtTKI+m2e14bzYbMuUXCXtMWWKPPR+/sJIDD69WifE8j+VGdJjvG0FGz7iohYhTAM1MNIzThtzJGLm96R8XsREcFQ/+Tl8GqyfS9jNe/8vDfqVgZ6xm9EMZKBZm5cfxzXk1SItHmwWuiSxuw9jHny33zAA4mh129pITrlXUZzMg1poew7hUpPnMMQkwz1DPlCGaO3ymUl2Srb3MewPYiiYRAXh4wsQ/hhypUF2seH8iBd0rgeGCqHv63yeh9JdtR9IFD98XGwQP94/np6GmOHTpN9aR/pHDZqNHm0vr48xlERT7yvje3dxtV+849ul32OnOQpifARjCkyRJ8Ug3cpIpCuJ/gs+VTHvLDLR+Un2k66RrWH8tApyb1B4gUhGVjMy3HjFsl8HON1vlzKpky2facnC8qVXv5kOfkabUYuHYeulwWYfQyCb5RJ2+k72wVtoi7a/0n0+4cvXqfXI1wRpurgOxklOCc140PwHanNUzLJ6/hNj79xYWwrXTsRHDcGynbQoKo5t8wdYWq+0B9dg6k/8wUojKHyJDVMjAu4CX7XoiDoSQveuUAjPNtzEdIMz3FHfzYCjUAj0Ag0AieDQBOmJ4N757rCCISul0rf0/t3p6cP7013f/l5+uzDz6av/uXfpu+/+Xp68OzedDneV3orPEdfbKznce3ixVQYKYih9+WDvSpSMrfqfFT23KJkhTHoojUCjUAj8D4iQP4ziFwNY9gXl87lynDGgDQGlWHAU3/8J+vTgBUP+r4z6g3DwJTeCN4V6MF/uxBJ5FzDcGAF/jB8fZhzRnkRMD4cxBNszD0MFiP3UeQ3BovtyrTf85VPQJOkARxUgKE7v/qIMIMsv89OpWEpT8RHGqICB8ejDLsRpvKuOjkeFW5HWceznHa1jToytB1xdzlzUJJlw+hP9gwj5ipUku78LAqG0EQGkMG1UGR+DG6VDrzAfg5Sx30ITLLUVuaM0pHEZh9BdjwO7xWG/JIxjLTSlpe//RCD+iHqVZ48z8wDfjMKI3kFxmTzwV6I6UrPfYcxpM+Pj5Hm23JZ+gRvytu59ieTyUb3kOVDer/BT5UOU67Mdx8fg+AYpYimTAJIGZow3QeIh4g6+o7tSH+b7q6/ysVfyLD4f+whmj3HqT5LT7oVnnp0pbHQzNXlBnUv/YtceR4LTNTdGCcvEG7KQUcswtSYGiUZc9JeSzV0y1F+/Zz8WBSKwKVPKlPJrhzHIWTIPZ7pJcOOi5SsfhLQpOxIORskI7JQ3YxZi1GUD26OZK255zjn7yFPdidM1YfUgbeF7RYKIEzJ+DidQZ0EPwf+sStA1M2cE9XLMWJ7eOQfMlF0dXbdYh79Rv85DkJbOZcRykMXjtpanTzvOG93B/XM8RHn1WssZhj1ho3fM9iyODD0V31AX8Gxe//4j7FAw7HyWkb5O41GoBFoBBqBRuCgCDRhelDk+r4zhwDljVL3OkjQZw/vTs/XH08/vfw5leI/nLs5nbtwcbr/9N709Nfn0+ef3Jz++V/+NRTEYVwARhobZqhQmj1ZpfIdHxTrma49i9GHRqARaAQagVVDgCGHYYdRw5a8PBqEMhj4ziDOcDuMXWOVNVnPKELOM8o/CUPjboSptOTHoDDeWRpbZLKahRkBacBYGZfyHVCMg2xpppbdgrJY+c/goDzmI4Ydc9yyDc7ykkvYS04JYTrKC8My1izCs+o1H8+5/L2XRhhR+3PJCCxqlyVn0cmdAALIRR4mCFAkJMP/FYQEAblDYNjmMZvbokcaPJoW3ZeeqCFPGXXp+fqRc4Z0eWMhP5JwiCN5OR/SoBuR3Tfk6CAQyVnGYkZj5ZeeNBAf5KI5YS+E6Xxey/heC0PUlxes+cvkoVzKNP7G72XktzUNOMBKAOXbaI7z2326T7k3tE98t62n8pa8dg62quSvukhd3y7dPr9/BJBzCCPkD53GeDuqUH1kUQ6u6buIppvhqWeMI6D0i2WF0V9H7p7tjWnekrwMjXEBGSRf2/EibemKQhE+5IGo8/aALPtszCnu6LeDIEoPzTihblv7eSYcH8pFVj2NstAJbZVsPKfXbdznWNsVVxpb5VelddRHhKl+ArvfoozGPnl7Lt7lXGSpNjNmj3O8FmGqFbUZma9sW0PJliKobRH7KN7jm/UZXSBlmXvdnnWLPqFfXotdadQt56S47354Sho/gnjmJv1GPO+p/iQwOW4csjAH+KjnH3K5iEw9H49szp5/1jgX+MIhqpp1LsJ0L9nq3z/FAo3aBrnS3cu9HacRaAQagUagETgKBJowPQpUO81TiQBldiPeS7rx6P50P7xKp08/ma7duhFepd9NX356a3rwy/Pp9fl4iIptehGmf/kv/y0fouafH2f6dCrS8yDU+flz/b0RaAQagUZgtRAYW4gNwvTmhY/TEKKEDCmMYgLjFiFf5xgRBEYRxhIP+7bj3WlL3rwhPhgW1s4NQ0q+qzQsKDEVpcGY8SAuJ3mLMJWv3zuFtww+OTn9HltNDs8D9y6bMFWWyjNRiI+Bxihlfd+l2Gm8Oi4PplkzLjSYzWM7H6/q6PpxGvrmy9PfBwLz7dKYnA0EyFbGV0Z24pSs2osHTt6XCxeDQtvhviQcQp4iZgkoZmxG4GHOZkQPojUWxyAeFsmhJPDCMOyeQQCEQZigjoDgRaw8DMO6eNIqUmUYi4+OmMwCLPgowpShf3jWIljG4hzGeuTwUcoxMM/Pl7vNW1WFkrMIqudRdgjnuyKDXDDt1vVBgAxyCkmkzdQv5+ZKrI+HRqDGDZ3mQRBAPAePImjnMZqG/rA1F9e0LWKKh+mV88PDlP60jFD9ylFA/HnnsXFtwYFAN7SAw7uR16LP+V75D0/zQRSKP0ilcZ9yG2/jXaMfpIygJ9biEDKIzPgs5M/YzvtNP65yGQ/0QR6mxkVteYsYVQ64IHB9j6RObBzkwpcoo6OyKwvcyEwkpebyd5SyJxtry4f20KbKpDzabbsyiPPLb+N9mghT3o7aikyLomddStZEN8it3eFvkaXFMuYApPE/nr3O/hPVTvLQXCDe5YhXxDZMKq0tRV6pnzAhz7Wr/s2DVl/UL2ELU/WvRQxZp0Cr2nuvctl8ZdyRN7CHe2T91jPFSgHThWkEGoFGoBE48wg0YXrmm7gruFcEnodX6dNHPwYx+mS6efvmdOPOzVSO/8+//4/pyscXp2cf/z798a9fTv/x3//H9KcgUBGmtRXXXvPoeI1AI9AINAKri4AHfwZaHgwIU8YxBo+tgQHhjZfL2HaLUYCX0U+xpRSydC/vqma4YTxhKGNsYDhjXGIkYFRjcGBkGavihyFsYXkifhk1ypi8HgYiq8DVx/2RdNRlQWW2Vm4PvxlPGJD8KSsDvTA+h2GptijezjCVN5ySj2pvRxCehTqdEui7mI3AgREoOcUQy4jtPadCyalU8uM3+VtbAGeE2cfW+xEjETUN7uQ0WRC29TTGP453qTKWezcqmXsjPInI7pOQFcodRU0PJx5SL6OQyqueOxHD83U/zPcimM0PSSpE3vKP/zviUXKWId5cKvDQNU+ab51CZgzCaRjrYSztIkLksVcD/WHq+D7cW+2IwKDX7PSKgcPgEU1WQzHH5ub4nCXqujbV1ochTKWrjxkftt3VP2U4zo/fviNq6HDIIXkb08jI0tXq3crGf6hZOf69Szm37417yAnpCPpjjrsgefVRfdh12CqHeiFUk0ijp80R/8oqpezvcQ+PRePCb96p7lUmuBgnFnychLwZNR2LUF5GvSwsGXUf5CSZeZLlGoTpwJssIS8C8sSvyj5/hK++zpt3eFYPshXe6jK8ewd5yqNSG5D50o5bg9z+NXaYia3io620v/N0+9GHIl58l/9xEqb60ujpjtEakf/WIA6KUp8e3tLR+0ZTZtQhD2bY2DY3rkW1o+6el8JzNo7z/Xdr+rv9hjvMxrtj653jUeoohC6lKMqt6L4rm2OHRqARaAQagUbgqBBowvSokO10Tx0CD/7+zfRs40F6kf7pr39OZZZW9sM3f0tF7faf/5RHhOk/X7w9/VNsyVsPVKeusl3gRqARaAQagXcQYAwpo/Lt8GTgjbPI0MPQFfaUfJBnEKkHeKuif3gW7/yKI6PRbg/zjCbzxpQkTOPkOFdbdo0tdRl5tjM8MSYoE4MDLxBGZcYN91wOi0YRsQw+ywi1Yj9sJpkvI1EaNSJxRozCEVHLoLKsfJdR9oOmMYwzw4A0jDaLjU4HTb/vawQageUiUHKKXH64YWvN8Q5TRl3eWSlTQ95arHIlPS/jwlzYej8ipWTZvCglVc0D5D1ZzIBuwc2l8Bo7CflXW31uvOLt9Gt6BplrvE+QYR9BsxcP3jko9vUVsWNLSnjDuLadz4U7u8wH5CwyC8kN1/KaM9869zTq44hUNcdqO9tbIo0uxG4N+9kCcl+Veg8jw5dXGcKUXmMcHVXQ1oIxtDW4Ztxp48NsyWts0pP0HYQYT0356XMCPcaYfzUj5eWp/yEi6VD6ryPZYbwP+TC8P40z/X4QoUMnJCP8GQOpg8WP/B0fyFN/zuf36MPk0lZ9U9mKxFLe4WE6SK1KW/mMa+PAuZMKWdb4qF6iKHDaWqfjLp920o+1LwkPZzr2dlsXZ3x9ZCZv6NXasOriKA14k/XaT1+RNvzF550sHXmIuznfZL4jHnyOAxvt4mnEUVDGRfnmvBFl5437PMZ6yti59ozTwzM66hXQZN+9bovsmOeMTTgsSnfkuvtn5Q+7+S2N5VvjyrNFZJLzrB0porgLZcbuuXWMRqARaAQagUZgdwSaMN0do47xniDAgPD4h2+nh8/uTxuf/D598Zc/p3Ks+nRMD1kURITpP63dnv75v/5rPkRSKDs0Ao1AI9AInH4EGEJsq+WdojwZbJM7/066eD5PI4iHdwYYz+5l0DUVWETz/T4MiwwmMfWkMSaNZ2ENQNjappd3K6NOGjkijrzSUBdfksZ18yyUYZOhpraEMzOFDWO6GOnsxVAtKfOcOrq3kq+jcxXUn9E67BoZz7UiTKXBeJSGwCi/eo3t2MKUUolVQqfsqC2KBi/DULZP1OO01+2UNcWxFbfb92BQrwJug9AY2ys+CMJ0EJ7DWE5up4wKg7fv5C1ZPx/IU8QKuc6AW1uSknUlD92RhEikQz6Tf+cjLe+qs1hF2uT4cYYyPHs+8S5QBmfyaSzECZkc5TlqwtS7L1/E4h3zGzzMqchM5IH5YadQ5RdHOcU212g/76zVJsjgJCQiPUQwgz3SSD4nTRztVLfTdK2IoyRMn7/KbWFPovzaX585LGFa9eHFllt+zsZGyap8zje2Z4Nb36M/ISR9N26KHBOn9CDp2TI3CabQjdxeZTb0dXd/9LZILtMYet6QO+RQ6RM74VvyLIZAyhlx4RKOfb1QYAfgst2jXejoAf+uhGn2g4ivXR+F7I9D4Bs4R2PCW9v6IPdtz0zuk1mC74K+IYiffSC/uy3+jSh5/Tg+1EfdHWfFHPWIcoyyjTLxfOZVqy87kt/qVfcEDDmX6OHqQdbeieck200bGzxvDxrkkXIf7iHfyRzzb8CezyS+R7fP8tb8YE6ohamV80D9oKXo+xqBRqARaAQagbcRaML0bTz613uMwOuN9en+37+eXvz+Ynr66/Pp4sWL0xfhaUqxpchRwiibCNMvYkveP8eWvIwnFPEOjUAj0Ag0AqcfAQ/dZD7j+bXZymmkKeKR0ZnHjFXnDAm+MxLcCE8iRjQGEtsy/hiEqRXSew3yZGdgWOEtY8V2be/FQFMGGF43wrmIx+g8b3hh6FAuZZCeoB6ISivgGXbm448Y736WQS6SS0MFA99mgnFumAKRxrahG3nBihFQUOs0zsSXMhipA2OjbewOY1DJDFbgY9YMc7rBaJe94LsCxe8i7AOBoft1++4Dsoy6KriRRVT0NHzH1rSINsZWcts71y6EvE0ZG79DTKYMnq8rIy2PRsZbhKtFIhVGrxjikawlv5MMibSQpNImx71b0IKV4wzqrajqOh+iaFnOPJoR4vdRBEbs8k6SPmyGQf3teWu7vBV7+P7FvbMJyNxjXjJHpUE92uVlzMPa1jyH1GLAz3YN/Fseb4fu3s/XggH9/14sGID7SQTdVB9CmB5mS1590nhOwj36zdDjyIhBAMlHPzM+6CpkgzE9jjM9JsZykTj6Ij0niZscc8MmUMOu0jHOnKt6EAf0OqRpvns0ToizWyh5FllGKUcYacJnYLRbGu/j9aHXjnauttSG+tSiUDgjDe+tv86tZ71jdixiHNiXfku2S6Z07yIOpZx/syzG4ehk7qJ61LkiInNOiM5jFCsPDAoPWJjfjHNb4voON/22+po4+i5565nC/GYnBePS+e3wrHJsdxx5vPH89mxhDtGn4elVIspS48318oDVVsLAd5S1yrtdfn2+EWgEGoFGoBHYKwJNmO4VqY53KhEoBaoKv50S9fDeT9OTB/em9d+eTB+vfZJK3y9BoK4Fafr5X77MB3c62frz9dii97vp9ic3kzClvMX/Do1AI9AINAJnCAEr/q2aZnzlKWR1eRGmyFBbViEpGUuux3XGA+8s5YnEwMIgt5/AMFAGCAQs4tT8xaAxyE5E5EiRAY+xzT1OOc9Yw/smipDGG4aLiBb32jZrvONt3L34swwWDCqIYKWXd5ZCQYRImxFbfvJh0FAOxhKEcUaJ8wyOozxjdTpjBzKiPE1VTOx5g7b8GT7ikPWav5YJr+hH4aZ4p6XMKwrlShZrp/Z1TYju3SEQgIcxHBxWygZGWjKIdyEZdpyhyjJroiTvHgdRUkbgktsM4CkrtykemUqmI4x4GiFYdgrE4PkQdtIn7xB41z8d78Le6b5lXyOjy5C8U/2Wne/W9LTDkOrLlY/mqHwnbRx5Q6ljTENJaFjghDxteby1Nfb/O/t/4PtzLDZ49HJ4DO8/lcPfYXhqY3rR/Ja8yJT9hCJM6XB0NPVzznghqyRHntNryCy/eZNn/4rxbEzPb/lMxiGVLWbT1wXjTqnck++6nJVROoJzrvul/PorfbPD0SGQCziikTVBkeDbyQdxUs8NJZg3O32evnt19k5qzwJaS7/RhtITikAt3Vw/yjzimijjb8TNG47xQ5/0SMJmpc/q74Iyjb4+jsZEvlIk5jo76FQ8pdZF9X9jsMYAwt8cdxh5m3hn+cbiF+8CVkZpS9fuAcqpLDAm++0uQO57Dis7nDKK495Z9VSxQyPQCDQCjUAjcCgEmjA9FHx98yojQHnKv9BaKa40ZUrvVkXqh2+/np48ezQ9//3pdOv2zenmnVupQP58734mcPXmzenZs+fTg3vxftP1l9OnH6xNN2/+cbp66/amMrnKOHTZGoFGoBFoBPaHAMOA1dMIU4Soh3fzCELRe6TK29NKa4QAgwwDbhrWYyvC2rpxr7kO4/rwLEVARpI5X7nf9MV4x7jmPCMMA4I/cxqjQfzP3zHNDeNd3MMQEkntiTBlUJHGMDWMOVO+Qh3NnWUg9F2ZxkpzeVesnGrfEKuBC45hGB0jrYgXu8dl/LCDbN63H4NW3L5SAebCHATjRH+eCQQWta9zZZZLo+ib7n8m6rzfShQejMhJRMTxlxCWiACEIW/L4wwlTxhQycmx1WC8s9CJCAyx3rvG8Gvcbtd8POpsLUuuk+/IkZ2CdOSXHvVRd15Jdy7Gu0ztmXmMQSnn++129TuOIs2XY1n5mYeG8X+QAAP3mFvii3nJ3Nfy+PBoW2Dg3b+j/3sH8M79//A5Lk6h2tduGVdCH7sSell5Zi6+Y/FZcoEMQLbcj3FtfM8vLKhxQp+haxEXxrzzZBi5gSCzIMJ3OpN3l1pI4Z945Zk64g5vVH1RWmQDnUnE/B3x6X76bIejQ4AM0s56L6i3m7PFE0u7voofJf+1FWKbbl47qjiX6c2KHbdkHp4RPB+QTyIMsv1kt0yuelWZ/RbUVXl9IzMtJLBDjp1y5onH6OrZ372T2/MQDFKXj/PGgzrq1vsNVS5jzDPTsxhLFiYpy+18JQrPVa01Qj1/iM/L1IIHMspvdYP5PNG73/J0/EagEWgEGoFGYCsCTZhuRaR/n3oEKG0eSH767pvp1YvnaZylbYU+NV26fnP67MYgOtefP58e3b87PfLO0t/Wpz/G9rtXLl/MB5d6duFR+uDu/en1xi9BlF6YPv306nT5xq3pQniedmgEGoFGoBE4mwgwAjDOMZIwEAwScxCVRSwyEpgrPM4jLT3oMyw+Dm+M/RgWGQMQC/K6FKu15cVI8Fs8/DO8mLsYLJyvd7O5x1wX9o00GDAGldEtV7rHPQhJ5xCtyjof6v4yHBVhKs48kcmgUV6l4pQxCP2xl3fzuUcZGSoZOwSYFXZpaIlzrhVmsIB/lS1v6o9GYIUQ0JUZGx0Nrfe9r5ZssJhkPQyfbzzwB2HKK+Wog7bIcsQxDachOMlPhtTh8T488MkfsutqyFoLYUoeLSof8vfu+quU6+vh1VJeRIvizp+TJrlrl4I/BGFKtiPztsrh+Xv6eyOwagicBGEawyRDDNvN4Jyx432RPP0QpjzbEJf7CSW3jeuHsy26yQyhdBJ5kel+01uQocbzRZ50kR+dCplKR7EQozzP3ZPnIw4vRDLPawhqzJsv7NgxijzedTyfr+8dThYBC/vo28OTEYnnXbe/5jxvrtCm9PChn74799Nj9Qn3+9O1tP+qvmO2ymuOjK6Z29z+GO8qNj5qPOj7m89DURHjz/y5jAAf42KTMA2P3scvYov1SP7zS+dyjM/rVsaq5y/zerURUhtxiigt7Os5RfodGoFGoBFoBBqBwyDQhOlh0Ot7VxIBit36o3vTj3e/jXeRruc2O3Sm6+die907f5kuXL05/fzk2fS3b76eXvy2Mf2+9sF07eaN6eLltTRwWNn2Yn19ehQepb+/+GW69FGc//TKdPHarenc2trmqu2VrHwXqhFoBBqBRuDQCDBum0sYSBgIrKxeKyIvrgnjEI/z8SUNi2GAS0+MIE2L/Bsxt/+Uhj9GOF5JjIA30yPrg5xrGAUQEIwWPF6RieU9w8jhOkMBw57gk5FAmgxzFdfv+cAYYmGROAwSAsOFMG+gKIOKPNRJNowZyIC9EKbKIt00YCjnzIIhp/waWcNaEMd36SobXDs0AquKQPVtR311ftysapmPqlwISvIhx3eOeeTlkBV7kROHLVe1hTIw9paxOuVn/HZeGUvm8JDxrujcTjCEYC022VoOHi//eD48TMf2f1tjLP5NdOkTZPZ45+LYpcCc0qEROC0IHPeWvDluZuCkjjD77rxFZJdn4+mz82/Iy/1iSQaQC3S2zS15pR+Z0JcMUWOX/PJHptFHcsFaRFKWECchU8a2vrYrDhUtF9jZbWToRsjdsS23+PMhU4iTKYvigry2xpmP39+PD4Ek5LJtxzyijyDztJX+Ybv1oYen4pz9JbpkkotKKV4tMPQ9/mfb6lPjb7Vaer68niF4mN6NLYjVWX9XX3OWP/2aN7TvxuKyQpYhPoxJixNsg+z55FosiqidfSqvgeloj3hcyDnd3K6dzPueU8RRfkSqNDs0Ao1AI9AINAKHQaAJ08Og1/euHAJUuPWH96anP/843f/l8fSn8Bp9/ODBdPXXD6cvrt2eLn/+5+mbv/843b0bnqWvH08fXfhk+sNfvtxUaH9Z38j4H7x8NV07tzZdunh1Wov7pk8utOK1cq3dBWoEGoFG4GgQMJcMA0msKA8Sk5HE37yHwTxBcljC1PZWDGcXz32QhClDPiO+x31bVflXBgteFewVCEYGAsaBIiKhUWV3v3jDyDAMc3VdfmHnSYMP0pSBYmtwn5XcDIOMEv6cQ9r62w8RonxZzihvJLNpVJLnPKmrzLwylmmQqXopu7CgquNCfx4pAmcRf3XK0RlH/erNKBrj+UgBXaHEGVtfxh88yE1yBxqO5alylMWtdmBw9a5S2/Xx0CezkkAluxTAR5TJ7gHlqWa7XPIsL8d1Bm/pxe1hQP51+ikIU+8xZXwlu/YTbMvpHdi2ds8tgINE6dAInBYEzNnGgIVg99d/jcVbaIrlBaOOjCA7jbkKYzyP4eqceIYoXex2vOOd5zYyZbuFDpXOdsfyVDOmyQi/yamS4X4H35J6FTmAKLIFcHm08mSDBdnij8wYBCnvwxG/dMXtytDnVw8Bba3tk3CL9nWsc/okvTQXLUYbO6//6YdIxOo7q1er7UukTvpujoOYO/Vlc526mLMsGFW3Wly56Dlh+9T3fkU5zNDwNncb78aTRaQ7hRqnFjMpuwUQRJTftt2WXodGoBFoBBqBRuAwCDRhehj0+t6VQoBa9SK22f35x2+njd+fTBduXJl+2diYrv324fSfbt2Z7nz51fR///v/mn56/HB68OpJepXeuH0rFcP1Z+vTw/sPpt82Xk4XP1ybPrt0bbp68/Z0PjxKQ+9KozGFrkMj0Ag0Ao3A+4GAOYWBhMGAgd2Ka3+51VqwjAxjZUBAmB5mS95ClGEuydkwztl2rgx0vKMYAZCLRaYy2jEuyHsYbxgVeaAOQ460bAGHrDR9qU9UJea84b2KDHUOEbuVoCwDBkMKo4MjQ4SAYB1eFMOYMs7u/DkMG5HOLK1ZUpH/MDQpc65ej7KV4XLnFPd3terjrspzfyl07MMgcJbxr7o5Vohu/F71M3U3xlPOZN03kTg2Q7IyWNzxJAyntlEcW/WF3AqZQ96QdaNdhqxBvnjHKMMwo7dAVpaMInN53DyIdzg+D+MreTnXxBl/t4+S5/K4GUSPuaNDI3BaEDDvIyEQpjytkRLLDOb9JKBiYBp7wdnkbhmR7Ttjzfi1AIFeZDz5s2jrIIGsMJrlU3lJP8myOEHnQaRakEYeKOOtufErXtkGyAkhvVOjOHQuetb4k2qH04KAltQ3sn1nx/F7zA3aOrrDIBijA3g2qPmD3qrNT1Oo+Q75/zTmOGNddzau8l2lMV8ZYcehzyTOMSaNKzBut5BzHl/3GMfklIWl5nwequTUxj620J9Ps783Ao1AI9AINALzCDRhOo9Gfz+1CFCuKKo/ffvN9HTjwfTpjfAIffFiuhJk6Vc37oSn6VfTt+FZ+v98+x/Tz6+eT1+E5+napbXpZbyj9FEQpb9vvJoufhTvKL1wdbp07eb0ydrFUME6NAKNQCPQCLzPCIy5ZawqvxzbwNkSzva8DHeMJYxjHthtm2trNt5NT8K4yOB2kDnEPIaMZFhnGPROUyutGTGeRNrSRKgyzpV3qbysEncuLmW5GOqRrQySDBBKUwYdhGGuKp+VMesR8eaJxDJEIEmTLI0T49zoDdJ1nzwFhzeGlTyT5/JifMwbGKUnLfeMuxlHjs6zVBmqPr7P19PvDstFANZ63AiBdjTyWce/6jfqPqt59u9R/xkYfThiBMjE9PwK46/tdHmcMnIjYsgggczhuXKBLI+/qyHPbT3ochnDvYuVnPLeUh43jLHur16dCe3hA59DDl+JuePO2rmU5+aMmdjcQwodpRE4OQTKc5xu492GSJVlBjqERWj0iSQnY8whKI3DRWHEHyTVrRhP7l1myDEfSg+5gTzyW1m8k/RGeIrTy1p/WCbi26dVc2nJyq2/t7/z3StkdzRlym/yX5r7kcOlv+oPiHSLF80z9F96enpDRlekY5+mUISpRZcWB6mfOllAxKP6oAsSjhuDqsfzqMejkFXkVG/Je9yt0Pk1Ao1AI3A2EWjC9Gy263tVK+qph63H9+9OP977bvrt09g+JBTXq0GW/un6nekPX/41FcGv/7//b/rpyb3p1fl4n+mtmxGfR+kvSZReunhtunw93lF6YW1TqX6vQOzKNgKNQCPQCLyDgPmFEYSHKcMIIwIjnXdVmXcEThdWND968Tof1BkfGP3Y/Lax++V9iz4kyebCMMirwdZzPBts/cUIwPjvu9STKI0M4mfmw7jpGqMeAx/SdP5doKO4bwgspCkjFGMQI+DWFd15LeIgXMURIoswIA4jYp3jsQqLQaAOvJRp3rDodmUeaWZSb30we8JZ3Y8qzKpwpHkcVdlPS7rz7azM2rP6wVnHf9RvjBOffs/X/7S04WkuJ5mEHCV/kZ6ID4ZtC1oYUHmbRodM2UhOMnST7YzElqOQbynj4oOsdT/ZXtt2xuV9BXKQDLYrwJ2LsZVokLPI2lposq/EOnIjcMwIFBHBw/T7Z8snTEvHMU6MNR7iOxGmnu1tdcur7w8xnixeW2agU/FQ453mu/BJyAflHDrV2zuLLDPvTusNAuZO+qJAfxDmf5tX9xNSlkff0qR0VTJ5P3K4ylPzwy+/DULO8gH9Uf9YtFPLfsp4EnHVy3MAHR9G6gNaGO0Hn5Mo+3yeVQ/PXmTVzy/D0zSO5u0OjUAj0Ag0Ao3AYRBowvQw6PW9J44AxY5S9/zh3en+vR+me/HeUg9et85fmv4U7x698+ev0kjCUELRvff3b6YHT4M0/f3V9NnHa9PFtatJlH40I0pPvEJdgEagEWgEGoGVQcAc489Ka2QpApPxm4EEUchAz7Bma9x1q5rjgd1Duwd1q7XNOwcJ8mS0YBC8vfZx5iePYUycEZaROM9MZROfsZEhnleqc/E61OnDuO6aebGIq/nyKD9jibCVMHWOIaKITr/Vx9aUjCtvG1iGxy2D5rwn634NW/LocHoR2NpftP+ifnd6a7i3khcOYp90/ZXFKH47RKkIhjMS1LEWcJA/ZFYayRGeIY8tNikDKhlGTvEwJcct9IDFaLNor9l39/+CaI37yXgIbkVxN/hA7A85e+NCvMc05g/vTLWYZZVDEc+/j86Tc50iL/LKmkU5U/3pJNtmlfCkb+j/SIi766/zeZrOkX1Bf4jBkj151p1zDMUgQbSmfhDfdxozxkF6mEaatcjBWIv/C4N8PfMjTL+4dC50seUSpnSoee80deWFTk7QrfyOn1nvhQU8Iye1IyKNrBxytdp8yMpZcx9ZbVP+RObVDwL2lD15jO90770GdSmCU3r6HHLzMIRgzi3RV+jOymSh4mkkTPeK4WmJx/P3Scz1POItYLUzRIdGoBFoBBqBRuAwCDRhehj0+t4TRYC67OHpg1cb07Mfv51+evk4Hux+mW4GWXr7s1vTzS//Er+HMZtyK3i4e3Tvp+nlxvp0I95RautdD3YU6larEqL+aAQagUagEZhDwFzDIGIbXgY67/bx3XkGGIY+84f5CEnqgf1Z/PFM8vugQfoMdfJ0lKH5iieGOSuN/vGBVHXZecYbhOl5XyLI3Z+5b5Ghb8x9o4xqtMgOJU7NkJlefDiqmpqP68NwJB9Zb5eWlDqcbQTm+0v2hNEVz3alF9SuxsWiMbUg+pGcUob5MVqZKNNZGqO1daj6kX3qR++3cKW2GySTfWfkFsjPQf7MyIAZEeIcAcdo/zJkaslxMu8gQfdHyiJNEaYWwCx7K9GDlGune2prY3ObYP7jiYsUmO831b/EmT/vd4f9I7BqeOr794IoRZj6rjfoB/QfW03XrhIl4+gEdB5EhfH2Msabe0YvehcPQ03fQkYaj+5HWsZtC0PFR5j+KQhTC9iWGYowJSeUAamWW5PG8X3SbcqzmBwgQ8kw3vjIxsJhmbhvTYvs1gby1w70WzKT/NEH9kqY1nhSB/1XyHTUg8RSsQMEc4O+6k/vJvsWLTg8QNJ9yyEQyHkr2pm8IreqzQ+RZN/aCDQCjUAj8J4j0ITpe94BVrX6pcNu95Cl3PXg9Pj7b6bnGw+nB788mz6/cHn6IjxLL/3hz/kuOcaO2fP+qla1y9UINAKNQCOw4giYbxgHkZG2yGX8DvtebmHFWM+Aw5jD0IQw9b5R7zJNcvMQdWMoqhXxH/sRoQz+ztsmTlkYHHl+KiODkOO8UYdhaBg3D24kWlSNMkg5CvJZdcP5fFlHqftzGQg0rotRPElc5H1WCdPNugXsvNK8g43Ms0ViiL8kTBF+PPMRIWQxMqfkpzjDYyyM5yHM42cavclJxnQiDeFDnjO4S1sg4zLETyb4UY7ZuW0O8pIuwpRnnK15N9PZ5p6TPJ14Rt3hJtjCElGW2MwKPgiDQRwUduYhdUWqrFqYNd+hcJeGfqAnqGLNdcuo7ehHbxYgjfQHiqPnvU08Vp7juNx5Xa7KQ4+xFa+jQMexgGsttq9IwjT0D2pJlUWfMMbq3b8IC30ohs+OoQh5kYxThNmiW2ocpYfp5TGOdkx4nxe9t3SM99+yD1uoRp9yrLbeZ5KnKjrMtXsSltFu5B4ZigzkGU/fPA7CNPtQyp/RF8if8vTVB/ZKmBqr+h55pm3dJx268zJCjVlpvQ/9YxmYLTsNbUAyOkQTJ9FeHvFNmC4b7U6vEWgEGoH3D4EmTN+/Nl/5GlNjS5el6KYutKDU4lB6f/zf/3368eX96Yu1y7EN753p5p/+Mt3fGCvLPLxtd/+CJPtUI9AINAKNQCPwDgJjXhrvouMhZFtexnbGG8FDexkLGZmexXuwHsW2UBthMNxpHht3b/8peXkwUo05b7xzj+eD4NOfsjDq2YqXJ0DYhHLuUybGL0Ecty3bsFMGi8xE6qNo4+eKfbaB62gapHFdjOsq4PL2+KxyrvY4rVJudyxcyVaLVBhGH2z8Gobx31IOkpcWslhEEpeS5CJHyT7H2l6TzCQvneOdQnR5rmCgdw7Z+nD2PCEdUpUcFdIYH+fcNxOxeX7RhzvkeeX8h9OfguhBnC5bDi/K96DnzBm5BXzWbTZ/zDBRF/VN8jmOcAAJ0ivnoGBXfF+lUP1FmQ6De3kyS294Ro65+bDVrfI5BswZfK/gK5x1wYwTR31cXNHlf5h6RRJvBXmgIBAPf3v6KkkIC7MuB2mmD1+YjZksw9ydyuleJKkFDBaNPZotHJuL9s7XecLUQuciTKU3H+gvdJx6h+myt+Tl1UhvI1MQa/lqgwDX2K12mS/PWftuXOtnQ4flZTvGNpk4PDxjKcmszx1l3Yf8GTu06E/wJ1vGgg1jRK/fPaSnbNQBkea7dJC+y5RPyifssUgjcn8uBQHYk1P6rWZA7ttC/HHIHPqA7x0agUagEWgEGoHDINCE6WHQ63uXhkCpvhQeD36lzFKaKUJbg/gUZ6tc//Y///v04veN6Z9u/mG6FWSp949YDUvh79AINAKNQCPQCBwWAXOOP++9syUvwpTRkCGJESYf1tMwM+asYcB/ndvSMdovmsf2U6bKnwFP3vItsuC3sAn4zQjPqMmwVAY+76Bj2GZYMLc678jg5JzwPhl61HmsRdee74cRdLTy0X42rovxLVwcjTPjeISj63vyEs7iuE7SKOpHpvEaIldDJKZX2r0gNhEeMCbjkDmwSPkXo97vlIHx4fnBHxmOGJFGPTI4jzDlVSUPxlfkj2cKzyQyIFeDE9osR92bwC/4GGUKGR2y+48zwjTEdJZpQfQTP4VcUHf1Vbf4vxmqDdS/ZCls1ScJ0wAThnsJ2mds2hpYLFEeS1fZlL3Kq+kUi5dkkd57KWPFkaa+pI8xw1cfiu5z6Has8srLvCQov/Pj+86EqTuiCfJex0VhpDVL8J0Ib8sj/RteRZh6NyBy0va0yMqxyODte+aTLMLrycvf8t2nxg+yebvc9R06jH8wrrhb44tHB/osSNvbF7zDdCx20P+WEbStOqv7IExr8cT2dV1GvquShnobL8Y+ssn40b/1de1TMhXa5OOycN9a/yQ6I3NHQT4lk7OX7LG51cVCF8dKR32ksSy5M0v6TM63CdoKf5Scyn4b5bRQ43nYAB+HDdA45q3eoRFoBBqBRqAROAwCTZgeBr2+dykI0HtL96Xa5AOtp6IIlHYK+3yo+AwdV8Nw/Y/vvs6Hys//8lUaNWy74oGLAtWhEWgEGoFGoBFYBgLmHoRjOFnke0OvheHQFr3jvUpjC9yadhCmPz1/nYt3ljUfyZ/hamzBG56jYampec7q/5ufxrvx0oA4jNdp3AoTpXlUuWJHxU3C1Kxb5sv9GKCWgeNJp9EGrqNpgcZ1Ma5wMdYKH7HY949i3FVemYccCI0zFIqI8X7Ex0HGeF6wgEU9GUjzvYkh78ImvikLGVHJQH/kpbjkqPcweo4gO203a4tRizXdW+3DqF7b+pLpCBVerNIi1xnjlank8HZQawYkHcLpDxe9e7He/+jK6oVBNAzCNKqcBKGSjgU4o7ywQpqUN66+F6fyvY/myb2EIkbEtWvCXu/bLe0iSrQVT1ltZA6sLWURu/sJNa6Q5uvR6HFIAkk6ByVgt+Zf8qGgG7+VmvwYoY5+VQ0cnRe/+m2lIZ5Q5a88xtk3n1vvKyIC8fB9eJgiz87HWEEiWpiV29Rm+1cp3qTlG/yNCUSpHZ8Qp9LQDouCVPQdYZR11GmcefOZ/Ss+6F03Qt8xjmzBXYus38Q82LfhWflrllOa5IQ2djwKeX2wUh7dXdWPtJ8+btSM7cmNoaFzakNjPncy2ec42mvJ9QGy11HQNbb20bywy8foS3PpRELaseS62w8jdyp96bwP/UM9VymUnCJWzCXsf/QA22qTPebpDo1AI9AINAKNwGEQaML0MOj1vUtBIJ5DUvl+dO+n6eG9u9MHceLOndvT9Vt3wjgxHnTnM6I4MwQzcHwWD270davIKEoboRxt90A2n0Z/bwQagUagEWgEDooAY9GNC+FxMfO2YFzz8O7xnBElCdP117Hjwa9LXcBjvsuV/mGeQZjKz7kkTOPdqsNbanjQmCvDxpVzojJFkXPuRAgIronj/t22OHP/yK0NQ7Dr0AjsB4EaP44VDmIArnu3O1Y+rp9FAy79HmnJGPpzbJ2JYLsZchgZaWcZO8wgTck1spkxvAhOzwhxKckczxDDG/KNlynPOd5ri4J7eZo+jXzlb9vQ8oQbxMKiu96cSzkbZUSY3rkYRE9465HjyyII3+S0nG9JmARWjNBFnKgDw7R661uwRSTx2NLb3CPANk7vGKqfSqt2A7qQxNe4zdwkL/GME1lI1/e9BB6KtkpGlmo7c6WAXNMGyPH9hCpvEmrRieCi/tmHDkjYzYq05zrtVN4qnyOMtsKk9pXfonTGPW/wrfToMfdCj3HUJoaHRQb+ikjUh70DGLGm3cffKEF6bMY4RWL4q7ZeVIbdzklROaUv/2uxUAJ5692ayrKMUPIlx3aAJll9ZnhXjj44cCxtSJmMhrMd4IHwJveMq3NR5yKrtclpC9qZ17SwE+FeclBM1Zzv3/oB4tUOLwKRQkZ1OD4EthKm5M3DkDd0Ae9R1m87NAKNQCPQCDQCh0GgCdPDoNf3LgUBD2AeXn/629fTvSf3Uymlc966fHO6+sVf31khRh1lHOEtU6tKKb+hx29u47OUgnUijUAj0Ag0Ao3AAgS8B+kKg91smzrG03hWT3LSfMTA6B06joyry3psN/8x2gjS9N08yIBoezrb5l0OC7ZzDN3yZjOo+2K6HT8cnZ/dv5uhpwxHbmvDEBQ6NAL7Q6AM7e4ydv02/pjbl2lnHfmMtPdXwtWPTQ6Rr4iX2m7PYhFyjldJkqbhzSak9/+MSHGdp6j7GP3JRLIT4YcMyS0+187lwpNFKJDj94M44nHHKMsQKw1Yx/9dw5C/gzD9/NLHSfTIeze5u2vCRxRh1GvMW75X8LV+w89f0kVxrPOjT9cdi4/aMSBNMls7ukc78tYUEJzOazfPe7A6H3++7yUUYYrc0V+0lTykb66U3n6D+vFWRppL0xyr76Sn3T7Tk1ZpBcsa/5Wm46Kwc7u8K4Oko56IJQsREJ76vuTpETl24kFc/T8JpQBxDo95AoqHl7HjXltm8849SNBa2WKzZkOQWhBhkYM/bbqMsEi+WJytXtrbP+2mP0HC77i0suN4GZhIQzs+faX9hxzV9rk1c7wWKf/N2mVZ+R11OkUAy2en8VvvxDQOyGq7y+jfFgnoBzjXVzFQVH9ZnuZHXfezlP48YUqykC+PXox5ugnTs9TSXZdGoBFoBE4OgSZMTw77zjkQoGSmsTeUbsomD9MH8ff41fp08cMLwaSuTbe+/OsmVuJ76BvPpjx6PKTPHuo3Y/WXRqARaAQagUbg6BBgMLI1LpJyeCbFxMTAGPMRgzwjoS0jGRjTE9RcdQTFMX8ib3lG2WKytsxTPsZihr3NYMKMMObPcTaNQHHC0dy6XSjCwXXk8Kp6Rm1X/kXnZ3DsWO9F982fk8YyDd/LTm++rP19dRDodj5YWxRuDNXlNWh7SN95nfIuRZqKZ3vyIuDIQUZvhnLGf3/lfYLoIcM/v+SdiGERXxCKMEX8yKfuXRB14al8dokrSNw7a4MwJbPJ7/cxFGFaJDYYEFMIUde0D3LGvOMaQi6Jufix0zxVWFb67h9z4CA1zFuHmb+2I1D2245l6Fde9dtth4eq125H/d585DgfYHYQYqvS0/95btX7fOGAKEyCNAaQRc/GkaN2QmjG19R5LCR7EuPmx+evcnxuKdp8Mbf9HlmlvUAE92vD0r1szUsXW0ao+lpYgXxBwqgLOUKnEox9fQqmTjm/qgsfssBL+DAenwVhahGD+qsz715j9iD9aglFOlQSufAh5gqBzqzfzssV8kMb8063EKcWSAwdO3YuiO7mOizSazr6AQ95uMync6hC9s27IlBy1PwfwzXH7M8vX6ecGQubdk2iIzQCjUAj0Ag0Ajsi0ITpjvD0xaNEwKOHPw8+lFAPHK9DKaeEPrj703Qv/i7fvDVdvXkni1Hx66nJg02Fua91qo+NQCPQCDQCjcCRIMAowlB/IRb7MLbbFs48xppn67L1MCytzwxMjE0MLuapZc9VDJYMh+U1k56mYc1heGZEMJ8yJaYRWhniN+Nu/M8Qt+dv53YyfCl/GobiLgbE/RqIR26r8wmH0SIHMyRXTeCKvBEYiA9rOF12eqNk/bmKCOiDQhtYBw57/ayxO48fOUc+MZLyhjOO6l3PcTrlL+LGeaJPXOQPgzcZSob/cQfCtLbkRZg+ir/ybt1rmcWTrzmithK1O8F2WwDvJ93TGLfaULv5E8hP32GtfbSNecc5bWQb470SNPPpj9THp7Fm69iDjrmSz0S+9jSPjj+/9h7K0O8O9y+LMJWeur+raRy8ztLTFjxNbYP902yL3qo/XSMxCEQ8z2sjeojxV7rC8xiT3z97lcSp4mURFXMfoRB2L2Lq0kz3urmDZ/g+kt+MWvUlS8iOqErmR99DwCPy9QN1VQ598ywsINsEYMGXbP/Aw9F4pP+VZ+ZBx9KCbI7tFDL8YXgiamvyWF+d13/JHf3dQgHziXb/JPadFu9KvDeXtzscyCkLaASLYSxenE/n2Cr0nmZUctTW6wh9bbHhzxwS4zT+d2gEGoFGoBFoBA6FQBOmh4Kvb94LAqFXpnL9w7dfTxfW1qZr8W7SNB6HIuMBiOLtwUOwatUDikAR8rX0HTFGrHGuzovboRFoBBqBRqAROG4EGMusUOeZ5N1o5jNGFCvYEaWMv7aGco7RZZnzlvkw8498GXKscGegNJ+6NuPx0hOkjDvmVWVk4DM3M3Z6HxVj9XaGnrglyVcGJOnOb7l33HgvK78ytEgPDvs1WMNEa8KV8VSAq3TGz0HMJKpA22OQFv1I0EbSi/+bus8ek+lopwiBWffJdj5IsQ97/0HyXLV7ahyWAdvYJA+NbeOJTXsY+3nGfZAG1QexRShDK9IDYfpFEKa2+VwU3MsIi2S9H/fxZJXnGKmL7lh8Tl62nuWddSveOZ2G+h7fm2AVURFOwilXY8rJeZNsHZ5gY97ar7zezGBFvhizpQ1sN++uSFGzGDW+eNv9gPiMBtJWzs8Hj/J0EgsB9G0EEu+9lzF27s6IVrdsuW0+iT19R2Ia31eD7LodHtsWrJknlxVGPxyezjW/kyXa7WVUWlbqRd8qUnhZea9iOnTXYZ8ZLUeG0jMdT1vQhhY1kv/G4LXzQw5r31rwVnIIOY5cVX+y20KA3Oo9vuv7uZAm54LfUz7p97017/H1iNLjPZuQTQjueu7K7aO3CqjjK1rn1Ag0Ao1AI3BGEGjC9Iw05CpXw8PTw++/mV5trE83bt2erty8vanUULXp2xRVgW5Dma0w9zVPzaId+mGr0u9jI9AINAKNQCNwUATMXQwkF8Ngd/3C8ICRlrmMkcVD++PwymCgqdX5B81r/j5zob8kPCN/XqY3wgBvvk2P1sjb3JqGrdkE671uSNSwNSa5V9vMxcL5bb1uzMeMSgxItviVJ0MhA/ZpDmVoUQdV2a8BnhEVCSMd9zO0BfSB1NhSku4CoUw7vu3Vrii94HA29aChH73xCFbeDmcHgRpfanQQ4uSw958VJI03WJBTG1i2+H4+PN14hcWplL0IT9fFZQRnMCefyUjEy5eXzyWRuQgT4924fBZEEeLHu0x5sDi3n0AeMLzzLv0DgjbkNtnhfIdBkmovf6AlDx2HLB0yNmUqwXjKg/4qnIaqjLZ4QzTxtC5yYtRifI52GnqJ+dDYoivQPSxOqPE3f89BvusD9BcLDz6/aKHD2x6CB0lz/p7Sd8gJ2wlbiKGd5Ks+55ClceQxXrt7zN9/1r7rq97ZOt9nD+OpfVL4KD+JYoeA+a3bEfvatQhT8p4M0g9Kb9f+pU/rB4I55VHo9+LQvXOHl5DtSPQOR49A6fGeTdKrNMYpYp9ssriJzOnQCDQCjUAj0AgcBoEmTA+DXt/7FgLUQwqlI0VTcHj64O708uf705XPLk9f/vWrfPBY9KCVN/RHI9AINAKNQCNwShDIeS/KamU5411uyxVGNAYVdntEqW3skjCNh/dlPb9XvuWByPvmVnhaMNQgAZC1ysALgEcoknTe8MM4JC7jPdtOkTXm7HmjGINEVCHm9Ddk62n1LJjvUmVocQ5O2xGmb/AYhnvYOMcADE8Blgxp0hFK//E704bu7NqIsf3nSH8Y66TjvkyonZ30AABAAElEQVRnH2lsn3pfWTUEqr2Va3MMjm61a5+pex31k7p/1ep4nOWxWOT56/EOUzKZfDP0jFXPHY7kHYP5vSBMESJiIFy+vPxJyvCB5eJSDwN5EKbxfmpbNdpJwDidNVneJD9h/tw4o43Gnx0J7lz8OD1bGdrJkA7bI1B9XYzu59vjdNRXjK+nsfWl/v8otjQ1frb2//kyVH93znhYNCbm489/rxFR98z/9t1iMQsO/hDjyHbNy9RL6E/qaovPh7mw4reYh2OeD0WKTPFO3SJLa2va+bL399VEIBe+hD5b2+3SxxHvdGELbMZ8ERJm1tlK7sz3cZeqLyLkEHPmATqkdMZW6ymlNtNZTTROb6lSlsQHrVzb5AKHaAvEKcLUuCWfPAt1aAQagUagEWgEDoNAE6aHQa/vfQsBz/sUT4Gh2AMHVeXn+3en319uTH/+6qs0vHqvGuWGktOhEWgEGoFGoBE4zQiY9RBmDN8IU+9EYnhhlLEdL6Oi7/Nbzi+jvmW0kRbjHUPN+SAJMsRF1xlwGBNNzcph/i2vj0H0FeE3DNGmZUYlgYHQd94VgjoxGJ5Gz4KswNzHXglTekqSxbMjKOg2pcMwrNF7YAolOAfkiZ3vBzHug78MQdKMZDLdg6Q1V+X+uqIIzIZbGler7RV1p/aueI764E5xV7TaR1IsC1MQHOQcr3/yz9hElD4Nw7bxhGQJURieoq9ya102VQtO/jTzMN3J49O4ZxxHlj7c+DXJI8TKTETmWDX+BefktzW4zBPJjgS2AkaeKmeHnRHQ1wX9vcPJIGAutIDqaXhYW3BQ3pfV/xeVqppr0VhYFN8592y9r4ZI5WWcXoz3mNpZw2I1xCUdbBnBHE9m0Jl4ECJiBpk2yBm6k109xrbDp3/HjWVgdhrSsNCtvBHnF+6Tv5dCDg9v4aG/VX2G3Bn2LOfme5h5pDwbzQ10Pn3CLixxSD2w0unj8hAIqDf1ci0De/OwtnXUtrzgD/Ku8eWVslNqBBqBRqAROAsINGF6Flox6kCBG0aT8YBOwdvPw8lWGOYVQtf2kpbnlHrop0RSTN2nXLV6uoyMW/Pr341AI9AINAKNwGlFIOfgKDyDi+0drVb3UM/oZutGRnbE41HNgebYCzEJMxjyvEgyNAw2vEuRuGjUjcifwdM2leI4x8Aj7jg30GcQNXe7Vp4W6lceW8OANOb2ccfp+9wvYRrQJXaOMNG20uBVwJAKK6ClvpP4xnf/nD9AgHGRpvKSDh2LkbjD2UWg2l0Nq/84l7/nmn6v/Xfc+f58FmFK1pKFnkkYr8ldBlTheshnkCI8n4W3HPnMyP3H2CIX8bITYVrtwyDr/s2tSQ3SCMYoeSCQ/eTFoqBc3peKMFUe80aHRgACY7wXQTPmkLmhvxIg1VakvOtsbYqY2KarH6i86lt1rnSNLaHGlHFqK9WLod9YFEbvumB3j0PMuyOHYb9AvpAnyOEQEznHK4LyWCRFr0qCLcpgUUaH1UcgifDoQOYHfXgsdhlk+HaE6U61ok+zd5H1v4SOX32Dt3MuMOx+sRN8B75mut26kNEcb6HU/EKH3TzgD1yAvrERaAQagUbgvUGgCdMz0NTUdA8SH4YC7+hhi6JPoThIkF7+zRQ9hhlJ7ZacvGt1JyVU/nXPzH5w4DIdpB59TyPQCDQCjUAjcFwImDcZ8cJ2l4Y0BnFkJM9ShCkj+1GRpvJGgqYuEGVgkM+V7mFARIaazs3H4ikT87xzju5j3GEEdI7hIYqcf2WUkC7CVFplGi1CJ5I4dWGvhBPM6FQV3++tIWBLXF2Lr4nhMrCRLwOf9pBwG+C2In82f2t3IcdsfF803qo/ipf9T+QOw7sktuTdCM9+Mpe84glGnnlnqaF0JYgV5xnMESKMqmTbF0GY8vYE5U5oap/yMkWYPpzb+s8YRdoItgNkvF0UxEP0IExvhYfcRe5IHd57BPQt41230XP0pJ0I/JMCrDz1eJj+4/nrJBWNMWVeVqgxWGnO//Y9F4bFF2SlsWQcGevL2JrXuCUfXsSfhWYWVbBrWNdARhivyFp5LYOgXRZmnc7OCBhfaM2YGmZ67hhr5lDbLBPD+9Hdarzq++UkIC1jls7s2GH5CJAJiX18wN5ziuCT7DSnm+8t5vDMJU6HRqARaAQagUbgIAg0YXoQ1FboHqoY46ft+JCVHsIZ157lu3XKzLL3AkvPFrrPH95LRe/azVvTlZu390TAUhKVRVAGSkuHRqARaAQagUbgfUOA0fw6Q3hY2NhMGNts48gIlw/wMUEexRRpBvZna14eELWIyTnz8/gbRsaMGx/IA+fpD8o65u9RPoYGxiXnkbDi+s68b7rf7t2fcXmlQxm6FHIvBrL9xl9W5cuDgSmIYbgwD+g7vAcIVL9zNO6qr9Z5ENS59wCOXatYHkT5jrqQt+QTEgVej4LcsXjl45Bjxo9nFMQI8pOn2B/iHdC8jPYSyEh5eJfjvfXX+c40Y5V8XIttQiPpMNq+S5jKVzuStxaoXIl3p95ZO5ey+jS2o3rCdpiqHc9Gf1Sn9BeL4/y4GzU8uk99yJyrf9EZyPva2eHocj1YyjBCSPzw7FV6WhtL8f9YgnGEkNI4yoHAHO8EHtuhGl+HCbDnfe4dleqlPV7Hd6SaRQ4WoyHXmhA7DMond68+s8yFCZWeo3CcMmPk+H5+kjdkZuFeZHjuABELmTxzWfQQ6x06NAKNQCPQCDQCB0KgCdMDwbYaN9UDw4XQ2inwY8Xjh/kQ/9MBVnzms0dUbePRvemXxw9i5WSsxL5xe7p4/VYaAzxA7BbqGeW4Hpp2K09fbwQagUagEWgEjhsBRCXC8nLMzzwSPNDzRnoWK589wDPcm1F3n1X3X3JzeXo6zYx68v4wjHvnwtjHSI/4LHJ0fiW8+VtcpIPv4pj2eWExGCLs5u8X57QSplBVV4Fxay9hv/H3kuZuceT5xrAXWwDHP7i3oXY35M7O9eoDjvOG2JPoj6uOKkwYTYtwMl5q0YgtExlSH1tQGjJNMJZ4qnl+8i5E70HcS2Ck9ZxDniNM05NlZpUlX+NSPovNstlMUn5kqKP7zRGfXzyXW4qGeD5141odCguSCt6nsR6bDTT7UsS7dkSCq9NxENqZb4DKQ9pWsPqJhVd77Zdb63FUv40z8xJC4qd4F7CFA/SaPZgJllakgGYz8DD9Qyw8uPopz8/Dv1O0FkM4qityFnHNq/QgnoibBe0vK4OAdh292DFGd7TxfJ9ydj+h0hv3jPT2c3/H3T8CmjBlUXyYi2obbU4jvN89uxznQo7916DvaAQagUagEVh1BJowXbEWKmUt9bgdyiaeBykGzQfffzN9/GpjuhAMpwc7Dy2/X74+nb9yMx9edkurspGmPysnvVPHVjNWV9ragpFhL4RppdXHRqARaAQagUbgfUWAgc17TC/HvHzNFpAxV2/EPOoB3nzqnV/et+Mh/yiC/BEFSE7bd/KqSoNfGP0Y7PEC5bGIfKNPOIrL6Om3eIpHD0BACHabzPd2xTVxTjNhmhU6JR/D8yjaINuGMe7wBr5TUvUuZiAQwzIJCmBEy6dxt4HZHgHiypgRyDWSjFxDbNpC9FkcQ3ylJ74FLYhLpOn5lGt7x9fz1niP42+5sw/jrJZyWPRqFHLZcxvZGbdmnn+89HG+O9UccZoWQoAXwefZUH0D5pwfzDXmltMa1MvczPNYn9FmgzSdzXlRsaMag/psqAepJ+hX8r7xaRCm0TdPOsAFSRqHmTyKBdZR2AfhyYUwpdeM/r+ckm7tQfIV6nz9du5S4PP57B3ESM1leJg+9X7j6AD6+LnozykfIu2UJ1EI5cgy+IgftTUvnIT5IeDU/PmqQ0bsj0agETgUAjXfG6+esSzkQJja0acJ00NB2zc3Ao1AI/DeI9CE6Qp1AQp0KdGpXG9TtorngeDe37+ZHj67Nz37dT3uja2gPoqtnT5emy5f+3xau3ZrKPPbpLPotLSla4tfD/Qe3HIrmtBGKCQdGoFGoBFoBBqBRmBnBMyl5lDk4pXNLdzGlvk8R3gmecddEZE7p7b/q5W/o6nbFr22pkSaKhdDLKO2IwPgeI/p0EEY8uN/6iPipjdq/GY8jp9vka1NmAYgxxCKyJ43umo37dPh/UBgvu3fjxofvJb5DDV7ZkFcGD9kLUPqj89f5ZFgRILYypOHmuhkItKUPNxLKE9EZFHtIIBEQpZqr1kRNpNK+Rl5KJMwPExPH2E66jbI0ufhDYnos8jWIp394DdQWJ3Pqhcju0VNjqNfjHcc1kIj8+ZRkKaVPxKa4V83uRiLrspL+qSQqnLRAfR5v80/vLaTnAid5ucXYwvbZZRRvfOvxkpkKG/BecHP2anUbbyDmK5VC8Uy0gE/9Gd60C+/jcVt8qmFZrlYKX6XiFAudHa9z3T0mLf7R3SjHCOK0/M2FDo0AstDwPgkk2oBj+cr7xbnaXrcnu/Lq1Wn1Ag0Ao1AI7AKCBwJYepB0GpMwSpNk1iHgQAFGzLggQsluuDJ8zOgnKvzTrnv0b2fUtG+dftOPtT/429fTw+e3p+evH4eROkn0/VP1qbPLl+bPrtxa/rw/FoaB6T5/TffTBvrzyQTeQ7is9L3jtJrt+68RYa6x8Og4EFgvhzjbH82Ao1AI9AINAKNwG4IIBt5hzDM+zO1eoCvVdAMo8cxxzIifjYjTC2KssVgephGeVJni3MMgsoXtobc1tJ35Uf6MvIxItJZBPccldF45NCf8wgUYcogFDbqxF/baENt0aERaAS2R2AQIG8TpsaRRSR/unwuZRxvFGPp0gEIKvciTP3xDHw52543hugm+frrjHxTyiLbbNmOsL0SXq5J9LjhFATPr2auQewNwlT5zSGII3LpNIaqF3KdtxLSTN9BkqnfUROmhVkR8X6fFJ6wKAuAr+b+8ZcXUidQTsSyRWAPgjC1I5Vz7h2xpLH/oPf4o3fAXFraxFHfkn7mk3Gm3NL6ixjHV2McLXNLaHnalpctpPSdyDLzdk0ZYKKctuKufh8/0w5mOPuuvOL5Lh3xOzQCjcByEaiFDgjTu7FV+JPwfK+dApabU6fWCDQCjUAj8L4gcCSEaRkIgUh5XuYWLae5YSjODJW2tLN6maLtoZoiXqFU6LlToViP+3767pvp1cbzIEUvZTr/eHxvevX7L9PN8xenq0GUXgny89ynF0MpHw93VjxSyr//9j+mH3++Nz345dmm0v7Jhx9Plz5cm27d+mK6cut2PohQ5issKkdd62Mj0Ag0Ao1AI9AI7I4Au5gFZIyttorL94fGMXZ7S8M6Q7upd2763T3RA8Sge1wI5aPIW+XZnOcjczpJnovvDMXKPd7XNba3YzAeRr/hqaW8SbxGvDL+H6BYfcseESjChz6d7ROoa8/Rjk2a7hHGjvaeIlALDmpLXtv1GUuXgmD5U3imkcvITnJvP+8yLTiNyWch1JGlDzdsBThkaPCx06dBigov4nm4tuklSwWLaG6tDQ/Ti8EMIcdOS1AHz7FFZJnnvCu7tiY9LfXYWk71Qs15JvYX/2fk3SC8tNBRz3nKMDSDk8GzMHAUZofxIz6NEzi4zobBw/rBxpt3+ZZn7tb7NhPYwxfp00uMTaHe+54EaiRsLAn0EJ6lPEwtCltm25h35/uAHC18UN9HMdZzkcWsDOZi9q9B8o5yl44Up7NcjqrTO3NouQ6NwHIRKMLUPP/jsyGPjNdY99KhEWgEGoFGoBE4EAJLI0ypsxRoyqEVprZ0pWRa5WMFqiAOZVFwTZj/PTs1Liz4FFf6khBXGvMrdhfccmKnlHHzgSK+e6hQfg/DFGpHE/tGbGVUhLI46iXU/e5J5TuO3gvzj+++nn7ZWI97XqXSfefqjenm7dvTh5+uJc4eKISxIpViPoyd33/zH9N3j+5Oz16/nC5/tDZduXR1unLj9nTuwsX0AvbAW22SCfRHI9AINAKNQCPQCCwFAXN56Ua22DP/e+9XvnM8cqi5fymZLUiEkY5Bj7cor6p6Dyllw/wvfBLWbnrLb/H7wyjwhYhPl5g3QCp3qHWh00SciKxe0m4D4ALQl3gK7jzi6IulU9OzSyce+ma0VLRFh0bgqBAgKaIrZhh97qhyWm66yowEs33oP2JL3idxJPfIwdtBWJJzvOSQfjcv7P+dkdLiiUam3413pNZ2qt5j/VmQOShT53jjGb/lmWZRCrLnavw5GtNk6WkZxoWr1pqfJ5bbep3acSJQbVrjfD7vMebfnWfyXb4xfp7nFpjGgn7+5v2BM5Exn9S23/V9ukWsZYi/eK9wjJEYXklSGmf0DemN72MRmPFj4YEFCEcZah72ftO766+zTMprHlbOJE2jzI70PeeV11/pSz1Otm+h6ntibIdT9Ut9sUMjUAjoF/TjMQ/PxmfIo5I91V/Ikg6NQCPQCDQCjcBeEVgKYUpn8UdB5L1AQfQw6KHQ6jtb2ggUxmF8o+iOc7lSML4i+uL/jkH6lOFMP2Y86VPKKc2rFGCRyvFMUTaJWwnpvPqrx3l7xsQ0bhVyrpqMOKmIz6oirnqKLy2nnYtT04N7d2OL3efTjdhK98Iaj9Lx4FAP4BEt44lrraUVv4jT+3d/mp49ez5dvXl7Or+2lvfJU9orBqEqdGgEGoFGoBFoBM4EAuZvD+ypJ1F8IlhQVl4TeeIIP+gDdApGvbXI/1LoUmnIj/P0KIvPeHNY0JXbKsZxkbcQfWbe+0ad6CiMgR2ODoHC3bF05UJcezAuLnMrwqOrSad8mhHwrOC5QSgC4LTUR7GfB9FxL4iOpyF7PTORiZ5byT2BfLQ9rnc97yfABDY8TH94Nt6RSiQiQK99GoRspJ/PrPHwizgd273GohN5Rl5XzgdxG0Qtj1dFOU3ydNYderHGfjrMisbVluYTR/13jIr5wr5LlrpqLNFl2GPYd/Tx8U7fsT11zVnzKS36Lj9/FjJc/fSjTZsSQvZBeG7btUz5KohngYPFBuxD9KujDIXPethuvCNReYx7NhY7PpAbjmw3KR+jMPM4bkcCHmWZT1PaaQcrm2EIx61ysPBXp8byNLXs0Za1+gXP74exNbh52HdzLomgH9GPSQ4yypjt0Ag0Ao1AI9AI7AWBpRCmHu4Y2KwE9HBodnoZyq2Jyl8pyvTYecI0fsY9YwIbD487F1nalGIPnhRzq4jW5zw0d75771fVRx7eGfowyEkE45X4226C/TG8Pq1K/uKvX+XqJvd/GliE3pyBV8DLuNmE7twbwnS8y8yKKGnDidFSgE0RptJLYnNcyuu+5j2Rdl6L33OXM4408i/KFv8zpFIRH+JujT9i9Gcj0Ag0Ao1AI9AIHAUC9CBeR8LWLfmPIr9KU4657W7oIIyMl8LLlFeGc2X0QxYo29BfZkpDJbDlSP+gewhpGNw5+pa7++dhEUhdLrS40hurfbUFfa+b47AI9/3zCFR/CxtkPNcNizY54jnlNAVG1Ps8w+IZlfwyXnIha9SD/FOneQJ1v3V7Fl52/4j0n4Vni/SRoeSstMlMz628XMncfLdaQEkG20q03mU6FsqeLlz3i1PHXx0EjO2yCPjq95hD3tgO9lpa97IwWCxvy1pbX+vvbDzj2s4p6fX+jMFrM8LUb4vLbfk7CNNBULKlGDc3w7P0chiT4pZ3CLadczv4VbYtXqZ0OOOaGNyP/nTwnFfvztF/Rp/ZS+lGfD1NeLuPlbOFK9q33gnrt8BGNr8Vc0SRwqaNa8Tqz/cJAf1JvzGfkjX3Q044sq26pg/pJxaAGqtlc32fMOq6NgKNQCPQCBwcgaUQppQa3goenK3cMRnVKkPHN2rRUCoV16RltQ8FU9gPYSofhCyvCKsO4/9SgzJ9Fsr3j3/7enr45FE8WL+azv3+6XT5xq3penh1zocfvv16+vn5/elWvEf0v/y3f4ttnsY7cCj6uaI4lGnKHYLXukiKXTw/5zW42J6pJm+YFPkJFQ8slPAMcU38+eD3UDzfvVbx6vb6XcetadX5PjYCjUAj0Ag0Ao3A0SBgTq553Zx/XHPxyJf3aBCmoa/xxkCaOs8IyajAowNhoHyIhJ3CvP4h6s6xd0qprx0UgTIUpWEoEtk0DEWDVB87aNp9XyMwj4BnE2QpIsTWtfrX9fCcJC9OU5gnTJXbIyhS09a4PO8tGPGMudVQv9c6ltGWhx1SRTrkrOdKMhXZzPOOQVdZPBs67xn61lpty/vG43Wv+Xa8RuAgCJhDWGnKliCN6I5pq3A8SJDW6/hgn2ET4fFlAUHZOnZLU7bsJ2PHsmHncC/SlE3JdZ6cFtDzzGavya2slfqAZd6tTFuvk4dsT4ga9ZWvcUyekI276U9b0zutv9W9rHx7IS4rvqMAt/n7tC/bnkAmb12Qw1Zo/mH288oIjhohOt8bvBOY/thEoPoTvYRX6ZPYEp/M0Ydc07/IEmPSb89cZJNjh0agEWgEGoFGYC8ILI0wZXwzIVltR7G1ALnIv0XzkrgeJD1ru+6hcaYjbVtuxKx8EK3lvbqX+7YmGFnnil5HZTRxzpfRgy1F/N7fvpn+z4O/x9Yyv0wX472fsZhwun7p5vTHv3xFw5t+Dg/U7+9+N63/tj7988Xb03/513/LCTtuz3dp/PDtN9OjJ0/yvqs3b03Xbt3O1XHyokyPFVFD6TaReyeYa/NliZ8dGoFGoBFoBBqBRqARODAC9B1/jAdIgfKkoovRp+hXN4IAYaSkj7zRRI7PCCnXDvtDoIiseqcsA5EwO8wMkn53Ow5k+vMgCJTnDyKQYdLzm60wPZOdpmBxiK00kZWe/ci/2kYTYcpAT/wZPzw/XbespMbV1romceKGWVq+egbOZ9Q4Sofhv7xGnUeYDuPurxnPO0tt42nBCm9U75ger23Zmlv/Ps0IjHk1+pZOsQIh7Q7RcatciqRsy5grjAs2ndyaNwhTJIYxp/+PfHcGwLijqyiPcVq2GtDlIoSQOzfCs5SHqfErbofjRyDlXzSQthbKrrcdYUxP0Z6z6HmPpqvWCxNiEu0uaNeUx7PI+oIFJxabIFbJVHJyEbGaCffHmUWADNH3XsUfmWJefxRyxpb7HFH0I0Hf0of0r7pHX51dzjj90Qg0Ao1AI9AI7ITAUgjTmpBkVIqtiUlYNClVfBNYxd+qQOXNWz4Oet+WZHLytDJtKF9jxeL8BBqXUlGbXm5Mf//uf04PP3yV5Tz3MrYImT6dvvqXf83J96cgVB89uz89ef18+uva7ek//dd/TUWP4fG3pw+m//P3r6efXjzL7K9/cnH6/Mrt6eaXf93chskqJ0ofcrnCIrzqWh8bgUagEWgEGoFGoBE4CAJ0rtSjQvmhpyBHHRm30mCfW0cGYerfTBmhJy3DgHqQ8vY9uyOgnbK9Iqr2pcuWJ4+29seISa/tdtwdz46xGIE0TsbzCmOkdy/rV8i90+ZhWl5vyBsea4JFskWaGiW55XDU70IY410rsnMRMnYQQgp5hv00QLEIGAEqZZhFMilf4eU74+6TMPgjTH8OAy9PGOcRPmufBGkamNbClTjd4YwgUHJadVZBDld5HMccX0AP20j9OuhR/0eO8cIsr+sHsVBhr56mxkSVS1qCMeT1R3QWHtnXvfM3jjuNz3Fnfx4VAmxYvPvIQW1N/l0+91G20aI8FxGm4mlvgV2MF6nfZDLdhRwV/n/27vbJsSM7EzvYZHezX9l851AaSaORVquVZK28u3bY3vAnh+2ww7sf7D/VjrAd/uRwbITXtnYkyzPShmY0M6I4fB+SzX5jN0mf30mcKhAEUEAVUIWqOtlduMDFvfnyZObJxPPkyWue6r1tzTlLSM+iFm1Am+hweRCwNbNHnRFKLcZgV4ztxtf4n+NvocFuVNCUyp7UuT42Ao1AI9AINAKrENiKYLoqgUXf5aR3OoKZbBnAakCLjxl2OaBZbbRKMJUXk7SbV5+b3H/3l5O//eSd2Jb3y8md529N3n7jt/KZpjJpkv7xOz+fvPvph5NbV25Ofv+P/jgHYlvDvPM3P558+vTB5Ms71yfXb96avPvzX05eunpz8mp4qL7+/R9MhdLvDuyj9P3aCDQCjUAj0Ag0Ao3AdhHAHfgjBORWkVNSimBaz4ivbeakjKRCgi3zGHBNh/1BwJwa4agO1RkeEclsZ5Z9IOr3B6nOySYIIKot7iTGl8jHu/S8EdXyj2QlmNra0Wf9RDlK/CWACsqX3qHxo7Dsn/7kt58fe0QCBC3ilk29GTb0WjwoTV+r6zOimRePk/ksyF3PdiSaVvru8duUd+nr6bn7/IFgNHN7vz2nCAyifvAd0dyyvSwuynYEy8Vxj7Pfzcvu0qy09LcP49mC2vzDp2MnslV5rO/0K3jhZYxf5iLXsp88Pzzco7/ojsv6W8XTx90gkN59YdOIpuYd6sYjqcqWzqdagmmYzDChw9t0vB99IncySHs6FvGxib7XDtS9UOOQ9LQLOwOkTR5fH7xqe4L20+F8I6Aq1ad5SM1xtTmLt3gce++8tjIfqvoXfDV/aX9uBBqBRqARaAS+g8CZCKZyYZIjGNzqB6hTMeYdbFu7q8FNOlalORp85WE2LXlLwTR+/H76q19MfvrRP8SWTLFV3ZUb+ZxSP6WtbjIJMzn86IMPcrXba2++GSvinpt88fGHk1+89/PJR08eTK7dvDn56tGTuDeOceNrr789efm1N/L5Cwb/2XQj2g6NQCPQCDQCjUAj0AjsDAFzH3MVxJYtzZBUBIOX4llgPJ0IAeZF5jjENuIq4qrD/iOgLnMeHUc1hmNUdwhl9dmhETgOAuP3yiHBLY7zuJBi9I8hmhIuv/C8s/A0Zd5uh/3TRwiqQnrgl92b/lhjNy0s8dEWgEhaW5yzoxad5Dai0fOW9TXErvuItd6Lh7jAK/XZ11+HQHvlYKtjfbaSl58O5xuB6kOOy4J2g51Y1n6W3bfu+dk87DqtypM0eZnyrLYd9a/D07S8u+uaZUftP/tUHKN75Jj2QsxHbMX75s2ruegLh6T/dDh9BEowtciEh5+6WuUhX4JpzVMsGJld4OV7808cHLtoXqp+/ZnH+DcrtKp1i03mBfNq5xDZZX86fcQvZ4p+jwzv4m8mD4zbsfUusTS3340vtSfXzAftw5/g6wWX5Hf90gg0Ao1AI9AILEPgzATT2QyZCCHkTHhqUIyFYzk4+ryLAS4H0ekoamJVwVunM08xWbvy5aPJv//pX08+f/p08hvhXfrmW2/lpX4ku9Z17ieGmrTdiBXJP/vJX02eTZ5OvolzfiTcuHEv99m/9+obkxu3buX9/dIINAKNQCPQCDQCjcBZIMB76vV4Bpi5F6LLIjIkJFIKCWZ+4z0C7Hr8+f4sg/zUXG0QvWeZm/1Nu+bQOXcOwGBVgun+5rpz1gicDgJsCOuGpOeZksRrHPWXG7GrkN+htntkb/y+Y/X8HkXkC0j818JuCh8+fJa/U+/Fs5/Z03XsJDE2tyaNo9+R+uadqVBLvLXAwWfxScv3HS4OAtX+ps1pYcHG+LZ90bTS1ta1Kk3rtIRGbd0CAYLp+w/GM4RHj1oIwUH+CGYWLugXJY74Mucv4Yl9NxYvWLh+1vOTxaW4+GcJnurV35NYeGK+6FnMbNeiUB6CRFE22P34M+2RrfO974Sce0b91zNq2eN5YTQvXPBSwqyvTrOdL8hKnzohAuyWdmIrZp7qnz8ZRyI9u6Lt6P9hJiJYeDTajyaY7SU+ElRrIegJs9O3NwKNQCPQCFwyBPZCMDWZMTHyZ3Js9POD1QDp6MfqNkMOrpLxqySC6POHRLzk+/ic10zz9PEH70/uf/Fg8r3f/p2ctLsn5ncZRgzE3fHj2rYgv/7wg8mjhw9z4vdSiKS8TDP+6T19aAQagUagEWgEGoFG4KwQsPXj27evpmBKOBBs0Yu0QjggGmxHiYz0fjpdOqvs5hwLmSbIT2SrwwIEZuezNXc+II4WXN+nGoHLhgAzksR9vEHaEzH93mRSroRhYfPsIsSDxfdfx/v4H78Pv0ny/tUQalz7yZNn8ZvwufQI9Ry9dexkbk368Gk85sVzYIcXleeWCjzviEL6K5HolRBilwkPeUO/nEsExjA2xrL5ApT9Nt5u0zNOmtqvdixkW5fGKQ3sJZR9GmLHu188zS2ps6wjO995RQXhg3h9vxICHC3ks1hQoP98mX0kPL3j/N34/qXrnjWcasl34ukTu0XAXPFQ+AzP0LCdt8KALdoiV05cXwIrwUu75GjAs57dNRP1vUV7RC68II9+c1FtVbtdJ7Rgug5K+39N2S39/pPYmcHzSnmnZ/uYGjO2QhuyeEL78HtG/bMdxtJoTrko1Hjuvg6NQCPQCDQCjcAmCOyFYGqAM+CZYF2P0c17P1Y9/P3ZVx4CP37cjoFzk+ItvrbSqx8KOWmPFwNsvp/e5jp/wuz5cea7rxWvb4zJ7unQCDQCjUAj0Ag0Ao3APiGA4H/z1vAwRUaYryCtrgZ3j5ZCVCHrHU+JU10JT23h5iIkiC3bOixHAJfUAvNyfPqby42A35NDNB0kvt+bfnemiBk/Qv2GQ87a/g+BT1AVELOvhlBDGGA3/V59eQNh0z2e5cir3+IUnnIEAWnzWEXqSsn5t8KTFenb4fIgMHiO0daMw9sY5irOaRNOMKPp5Ti/jfjXqZ3KA+8wgmk+vzdOzuap4jGy44PMUfQNgqnx3jbW96N/6JOENbtjWPhlAYPnWHY4fQTY0KiSFDcZLu1K3S2bnxGsePUTvezA5pEP6rC86c3zLGB5GN+zkUTzVVv8zpe42pmjoH1vqx+NGPt1GwioHyPdqK8xFvM0FrShWhTJPmgnRNDcmSGORHfVa/z0+4QdsMCoFh6xLb7XrsRj/P4i7nOeuN+hEWgEGoFGoBHYBIG9EExl2AS5BknzXgOhz84b32z1UYPkNoY78ZpICTWxyvd55vBlekkOvodnl7/b9PrlMfU3jUAj0Ag0Ao1AI9AIbB+BIhtrVb8UzLkQVMh64qlrzMX2gXAqTwb5rHx532ExAubJNbcdpOHi6/psI3AZESBQPkG8RkcZNm6Qtn7D+az/sDmI2o9C4ES6so9s42sh0Ngm0vfO8W5zzzpBPDxlvgwSmLDAzhJ7ELnvPXiagqmY7oTX3Nu3rub2vOvE29dcHARm7fZJSyUu8kI01YOgqZ7FmC4vFgx8EAsDiBc8DGshQmVO2/dnYYJnrBNM78R7/Ut/I7QR3HhiE1wIba/FggWCSYfTR6Da1zgOXo3XffFr8zmyrepnIZqr9xK7eI+WDbZtqjZCNGUrzfVej2fVsrvrhBJwXRuPlA77vDwv68TX1+wGAcK4HQRzoVLYBe8J5NqR3yBXY1x0dJ6tuB99XrvwWdB29Hm74tyJVZ75/PC43v3GUle5Rjtzv8VPxvL2ME34+qURaAQagUZgAwT2RjCdzXOMeflD0mCXP1xj5DPIGfhMmMdwOXvH+u8jygwGVeEkcY0Y+rURaAQagUagEWgEGoHzg4B5VhITMSmq1dzBUSSBb2X24XOjxuI1c6ezIFkLUXM/ZJu52xAozjY/la8+NgKNwPlDADGPlI9DkvJ+b7Jx83YO0cojjofKlbCPvN4IprUF7/z1RyHhtyzyN7jhIHSnhH7cRDziYeroZ+rtIIHfiB0A6rnSyzy2jkpvG9+P38v1a7kFiG1gukkcxVcsE6Hm45qtL7VW97tuLJ45uzokgn0aCwY8y/Tz6FO8x/TBCvqTRVw8q1+9EWKpucjMggT9h3BiLuC9OQzPssu2dbU6JQ4GBOnd6bO6ZSc4HZjT7WPI+o+6l28i6I2oPwtHiKzYPWIXW1uiqfp9Iz3tU4ZdKsRWWQlx2oUwbPpo6/uJRuX6Yh61yXnGVl83l1dHj+Pv6ddfx+4KwfHGuVnB9Fr0+RI8jcG+c692zT68GGq49nMr7IOxmKdyrKHIPuG6+J/jqPt+PbOV7/wCjYuJfJeqEWgEGoFGYJsI7KVgamJj0jwe4j1+xBp4ayI0nQttjIM4axWbAdpk06Dqr0Mj0Ag0Ao1AI9AINAKXAYGaZ9Vzoazkt1rbqm3vkRLmS+ZhAiIuvjozIg7JUuQqIkV+CLz7SgxehjbUZWwEzisCBBeCDY8VtoTNQ8CyLfHxIJRgWs9FYx8JpndC0HGPe2evP7hxyRu/O4PDTe84EgCimMcckcAfG+c3qbg9n9Fz2YimZ/WMxiK9HQVljRJvVOZxZ78eB4HC373r4F7XV33lfVlnlfrZ1l0JnvoVIcMCAWM7kUMgkNVWvDxMeV+bgtQ4X2IL4QMnZH7iGv32MoXykCcIWfiBFzNfIyTxuIPjPoYSTNW3+eaNFMNH/Wqzuf1qlGfYw6+yTK+HYMrerjP/TM/FiFxc2gwYHC9Z8zjzqoc/hlU9F9fKfqUHcQni0XbttOAa9aYNa7XGVPVlrHHOGO2zRRHG39zCmaAalVuLA9gFIrtj/aYBQgmm+sjTSENaHRqBRqARaAQagU0Q2EvBtApggEzCbjpwGugMnAbQTUNEkQOuAdZ7P1hNOEV1jOg2Tb6vbwQagUagEWgEGoFGYC8RQEbw6ODZhIQw9zIHK7IJibEOYbWrwpmvIVsQK4L8EHVL0N1VumcZ77SoLU6cZSXsedrayJDYoq+SVPzA6XAkAjyZPBMxtwWN9wSXewsEGs8UfT+2yiWYEmlch7DlAUfYIWyWnTwy0QUXIHI9m82zGf2+RfiydeyubUmlxYNuXjhaENVOTpXdlS9tTVmJMezuabW3YQfnf6lfjrau7JgKR30bgzHfx2fxgdL4PJrDsnt20ljWiFR7shW2dq9PVf8jpBrfzTH0Q1vx3os+ZqeL2TAWHAweSDm1R7yO+cBlCOY/+iL7ZXtigpA/uNjGlKD0UuJ2ev1zE9zL7vIGNH/zlwtPoprVYH4fbYNgyj6zt5sIpnBIh4hk9vQWc9kxj90kn33t8RDQJ7MO4pgiaLTV8XzwwbWqX3Wr/2u3xtS4NP+kqL6qJ9d5n9mBsUX32ILXwoBRu8M+6gu81sXPYrhXPnix5kKkSKvii686NAKNQCPQCDQCayOw14KpUpgM1+Dpc4ytBwOrz+sE9/vzA8/EyaDph+lx4lonvb6mEWgEGoFGoBFoBBqB84IA7ypbn42V/EMEMFcyByOeeh5UUhQmU2cQigizStz8DT9K5L2oniWIp0ElnS3uZ1DVneQGCCAl9QfhMgkHG0C08FKiA5GGp9uH8YxS/Y3n6N14dujsFqBIXUQscacIXr8d2Z5XFmwZujCxFSd5xXz48OnkQaTDMyYFyml9EhIIpcTZm1fH807Z4tMMPL48c1DZtTXpE4rT9p6CUFV20HE27JsQOJu3bb+fxWC+3LPfVbrjmoNP3xFY65uzOMqvsZxgpg+yXcPL2taZzzJLxFLe1S9FX5z3rHav/ldHCwvwOo6XIeiPPOOJQLw1YUggstsGwZSwpH96Lug+jgdldwlZ8i/v6a2fAlhwc1EeZbNQhahWW/JaOLLO/LP6w2gjo0VcpvZx1n2gFkTo11nXURHGDmNtbKSQfV0d+854Murr27munszke+9PG3nr9gu5GCAX7ER/ry4vDm3p46nH+jdxQvzEU+l6H/835o6/nav+1Ag0Ao1AI3BZEdh7wXQbFVMDrgm1SaVBuAbQbcTfcTQCjUAj0Ag0Ao1AI3BeEeCZYCV/bf+Il0dEICWIksnTT0kHcyosRh7j1TXj/erSi08oomN8Wu/VvQREZMvjYFvFcREF0yrnOA5sgvuM8q6D8HpY9lUXBwG/ZZCC/umnp+n5d55RRKASXYgPnlGKvH0lPNsINWxhLcRgb5CxhM0Dz5gQLQg57CVRZ1Zg3RSTQfTGs0sjfuYxkkqC2QeCB8GUWCBP7N0uBFO2puhkb2HD2vjNTKD5NETlR5E/bU36hdEuPfzlCSKR/Pi9Hu8JJsYheeNR6Pf8ZRHK4JG9XN1MMQgYNJO99iiVx1VBH4ymFf1rbNGrH9rlwgKu3GrX4DcTCgdtNMzeaAvagdbx7Utn7jq/b6u8ykqM4pFrAQd7xDZpAGwVEel62Aeed7a5tdhiHwVTWVbn5nAWq/h8I/Isr4IyElNTYIv3yvHqiy+k/VunFiO6IcJFGjATWjAdOOz6VVut8dKW9+rY8UkciZclomYdrZkZ9v5qdGyLKN6+fTUXNBkH5vs6UdbCHuOp9vUo0v08Pku3QyPQCDQCjUAjcBIELoVgCqCaR9cga5LWoRFoBBqBRqARaAQagcuOAKLN1o9Wct88ILBQE8jpMYeKBeKDoY3PPAOQ1QiNOvp6WUCmIHyFRYTHsvtmz4vD9l7INAGZtgsBYTbN036P7CESDKwGMQT/yyIMnDbe5z298ujQbqKZpJC0j0T5vuHMgrAnBIiPw8OUXSmRZnYhRvbHuA4hS1wlbBIRSzDlzVU28DhlRDCLMwXZEI1sLZgCeOSHIMm7lCerdNi6bdsBGJQQJ/9Mqzz5rXw90gtTdFBm3ykrfJQ/srT1/BSGhDMEO8IbCS5tAikM4JIiURwv8pbshUUd5+uqzqsrfX+E74oJ9c0+HqtM2hxhJao563Ys/ljcvtyjX+qzgj4x5ijnq+yZ+SNelJOgzObMLtxQ9sQoyq7uCaZsBfGx5kX7KCKrMdVWwppyRfeO/h11P6oz24D6NI5ZjHIr7E0JqkfAlQIszHB8jvoGnLZtN4/Kx2X7Xt3pvey18YyHsC2ViabqWv2qk3Hd+uioO23abxM74NyKxRTqdD7kPCjSTmeY+FLa7z94lvmYv7Y/NwKNQCPQCDQCmyBwaQTTTUDpaxuBRqARaAQagUagEbgsCCAmeDERDW6HR5Mt3YqgJ47Okuq8HZEWCLm47eAPdbeIzIBhEpwYkwgVb37Y8KUIRLftkrDfMFtbuxyx9CyIn4QqsOVJ1R4SW4P3wkSkJyEfU1iaEpJ4RMTwINKPvzDhwoC0RkGIk/dDqIzDeKZe2D1C4bwQh9jnsTLEO55P45lqxMOTBGRyCabyMQTZyIz8RF54cyKK2eRV9vW4eWBPo2gHz8Fld5DO2hHhhT1PzyDXxXdKq32VDWf/Txq0Y+OLtON/Hqtdl2jK21S69ZeiaeTvsjy7sjAurBwF9bOLdjFiP73XKleWacU8onJU7Va7qfJri/W+rtvkWHnQDisMfE8Wb8W1yVEW5KeExbIR7I9zyko8YiN0GoJibsVLXIxOuu8CYfbvMCi8SZXty695BsJZWYaHrDnotXi/SXmyXUQ84hdf2qtLaCc2aWsnuVYbhTkBn61Wnxb/1N+T6WKXuGyjoB3oe7aYfinGvnymcYim8880rkjlgy0gvusfn4UX9q/i2eN2hdg07Yqzj41AI9AINAKNAARaMO120Ag0Ao1AI9AINAKNwCVGADnxQrzwNOVlmt5WwVQhqD0TqAgMtP34X0egeY4WkWE5UYeER/YJJ9lasogR8ZyEHHX/PoYDj8HAizCND22PwX2sqbPNEzK4iEp9SyAeIdJ9HMLp8v54trnfn9QTw6lgCLPnI2uO8f9bgWDqOabIWH0Skb+J59O3Ipv5wCb+Op69NrbYjG0Mkc487aIOCQaI4jdvhWC6xLNmJqpjvWVvPEOSwCBNQRsiiKYoGlYW5Tzs7uH3ZXvnYBoXbPA64j0kuhHv2nPAkIqRdOSHgE2bHgtIpgt1jAAnzcAGed2XS0c9TSvrAmEwyjWEkqOwrnYzjodXayvVNg/PHv2u4ivBBbriyrbHLhwz3qNTXnxFdIG07+yDLXjrmaX6hbwQjmzV7Rgfc57mPXHxOOVfnIvdnYU3u1Ii29MQTC3cYHt5FBKC0x5viLu5KozYM3bEHGrRApjdlexyxVzzVe20RP1a9AN/7Tj+bxz0O789LBTybHG/SWoR57LItKkn0Y70FYLpJzGu2kpe+sfJw7J0+nwj0Ag0Ao3A5UKgBdPLVd9d2kagEWgEGoFGoBFoBA4IQcRUhmAViJ6IN88PQ1YM4moQ1UUaFgExvStuHYJpEuxJ2H2XtOPJ9QAbGYHQkJ4R+Wm8FIHmU/pSHUY+c9XFe5vljpcidNLzYko0lTiwyMPCfXXXgOpyigcXr0WsVyJCX3CBSaprC7qwBQ/Yc20Iab6o3awXe181j8C8YIrMHQLFVLwrGzp/4xGfCaUfPByeMOqNeGlrUn3aMwltRfg9gmkQxrsIaW/CNjuyQdpNJJvCJNL6YGzYReIRJ4EDqZ4eStGeCdKZF206vieUwrryVGPQMeHeUSk62rNCIJpPjoOOFaZmcPpxvXGxtvTU/vwJtWiAN7P2p2+cVrurfmlrU1uGOxIXU1C8Op5tnDuBRMbYfXndhb0vfOGxi/JXOWFOYLsS5chn18bxOKHyKy62VLAbgLnUt9vFcWLve+YRUG+2tS+R8ovYJcH4RbQ+SWDn7XBw14Khm1dzcYC2P98sqr4rLVvaf/L42eH2+ZmXminXVX1sBBqBRqARaATWR6AF0/Wx6isbgUagEWgEGoFGoBE49wggHgbJVqv5kdchtgQBEhxDknA3g5jL59VZ8R83uB4PUivHZwkoZAZim+CKnJontgmmyBSBt9S8YFrEme8vk0dlrdAngKEI4YtsChgDo+UeI67nkYEKKiJpF4RmZKPDHiKg3SCE9Vn9MvvblGPWhrzt9rC9ipvfkpeNuxEKBW8oz9lTB8cJX8Sz1t6LZ619Fkc2smyr6NhIgunbtxHGuxFMtZ/yIK38l13Prdfr5I6OJZiyeWzaWFIz2i8MtOE85vtu0zuqhnMdrTY8Rs7xOj6PIo22PMSyVYX0jOLPYsvtxzGoio49JbRdj/59I8fho+NYFf+m3xGi6rnJHz18lrtzKEt6tofd8Zx5CyqISvU84V3Y+5pnyH/AkHONTcuy6vqyPylwhhFQxpPYU2mJ0wKMrMt4X3PXmietyk9/txkCtaW97eoJlbxLo+lmH9ospm9fPfrf2GHhe7eu5oKhGpdmr6z2qddq/8TbD6K/+K0RzqY5nponyVOHRqARaAQagUbgOAi0YHoc1PqeRqARaAQagUagEWgE9hiB4J4OgvcIhwOvxWAkEElIeX9IaQIcYYDXk/e8KnyHmHMkiIoHuS3EqQOPC/ESOnk7iGukMwg2BJZnVIlXWCSYFkHo+/Lc8v6ihxJMHYvTgRfPqlVbkBVR5C51Utv3OrpfUN8dLhYC6hY5qL3oM3qkvnlcwe5iobO70qSHfNgvnl4PkLFRD8QKC0psX24r8yFcb9bp7odQ6llrn8b2gU/CsLKtYmBD2Vtb8v7Gnav5LNPdle7sYtae2TB4xv8MVf5dCEBnV9JO+TQQqPZUY6A0xzgYrSkalra1KNhS9JNHsYVnTHxcYy6jbxuDT/IIgUVprXOuFpgRcQlRvEvNwyzQGPZmPC4h52dhJ+afubxOGutcQ8g8EB4DC/M6wWFbO4GoKwLnlyadEQjAJx3Pal4l7sh24uNINL1MgU2tvrCq/W+KiTjNQ3iTfh5jmC1wbR2d28lvGtnM9WrH2Kdd+x1g/Hs9tuTV5heFXGgZbVQ71Xz8xvgoPLL1Z21VHq3TdJ08w6NDI9AINAKNQCOwCQItmG6CVl/bCDQCjUAj0Ag0Ao3AniOAeMi/KUFUBDxiv55POlbyDxIJkYCUQzQg8a0Ur5XZ7kVgIfARiY712XfuRdjVs6J4DSErCAqOCPEhiMaVcf2iLdeKIATrIkHV+YsYkniKF169w7sMmgPP8oxYVO5B/gwSiHgKV1j7B2+hBYdFyJ3vc+WJnQRgFAUBXP3ufJdsv3NfuHuOKQ8WnizDCzzsaWxdzgP0bhyR/ZuEecGUcBhdOetVVAjj3wwPU1sTXtTAfBlFhtUa5U/rBYgOjcCGCFR7cps2pU8JqzwM08M0+vaT6Nc6oLH3poUQMYcx1zltoY1ISSwlRn0eQpTAFpg7EZPq72rYf3mL/zsJtRU5QfPQk3XMNbaxE4i60vPTwzQqSjG2IZiK17xoSLDDpgRsgdOOgNoJ+iePVNvP+WFEtar9b5pSjYfj98L4zWBbXot+dDd/xwnqSNvW916KMdW206t+D8iH3w76r8VM8qDP6MaxkU2K+mOB2djuvWzBcfLW9zQCjUAj0AhcTgRaML2c9d6lbgQagUagEWgEGoELigBaKP+mBFEREbeDiHg5Vmw7EjSRgUUuEe0QD1Zp2yoSATHr9TTE0iGeIhRLPCWWisc5ySEl4m1+LsHUOeQGEa+E1FnuCulBPBCID0iTyxSSgAqQitCBW1TRkUQtMgzZWAQVfGHvz/tZjC8TnuexrPrhrHA0PuWprF89AgGc9e3aOLFuO4mrO5wAAXWjlxFM3wuPUGKGRSD6GQ+0O9evTF59cXjCMF3rCiwpmH4RHqYhirC1+n956atfQmkKpmETz7ovz7fPTexL4TdttlETwzZFETs0AjtDQH86FIyWj4nmH+Y96bUfjdKiMGKpecgm7XxbBbEgg2cpe2NOZm71SszbCEnsCxuxDcHyqPyWcGuHEGlK23xPfo6zE4j+P+xI1EXEdbglt3nMzLwx4t9GKLsjrrOox22U4ThxFM7avjYtaNNgPclW6+Ljyfkk4nwU/UU7tbiScMrbVFqZ9jEyLW9+G3he951o53dCLDW2rmrn5kKPo+/6vWKXBlvxlpervjt+f9g9ZzzCIA4dGoFGoBFoBBqBjRBowXQjuPriRqARaAQagUagEWgE9h+BWcophZVYcX03yIg3br6QomRwEUkioTiKxAruIUkPBIjV2g/iiLBznoAnIB2QG0WaWQVexCI+4pCgRFENYiyJtinhVivdZwmsIizFzwP2sgmmSUQFeOoBtklsqZ3ZSgTOXHBfVE+KaDyCXZ4kU0Rw1L1zUfXHM0RAveuH+lb8n/bH0S9zGYGT03ahL6vn/IuX2X50hkW48EmrIwTxxyFk2IKQfUQQqw8269Ubz6cXWPW/dQAhmL47FUzZQAGxzV76hDx+O57hdjcE2bOs59n2yebIyybPNHRP8OopkJT9r2MWul8agR0goA9pu3qTozFxUT+qLVy1U/05/yxYcjVDe8qB8PN+PNvY/Ist4Fn6SizIIJjKjjydRt7YJHlJQWxqn4habNwqz79lcBnfYCyMRSVjwVeNe86ZZ47vlsWy2flpcmdSj5vldHtXF87GJ/NCwXzdwkbt6bj42oXGGEjI58lJNJWGpmHRH6xHapuVJbKVebOQ0xa8xFJCaXp3r+iDo31GXmI8rmeoyov43K+PyBeRN/O3Wbb66kagEWgEGoFGYNKCaTeCRqARaAQagUagEWgELjACRUggIt686Zl44zlRzk/5lCw9ssOqf+Q2jydEmRXkVnJj6nKldpx3HWJ/bJ1F4LyS3m+DMPFtXh4k1VjVjoCM3YCTqBlk3yA16pmbSBdEjFDbzuWHS/LybdzWJ2lVCwISKaauAuJjEZmXBOa9LWbVv/rUe3z2znFWMNWPtk0o7y0oe5ix2qKSR2g+8zD6nKrijWbLzHvx58j7ip3TH1cFpHMJpsho99gqvbxjSoh1XCT0rIp7m99V+zQOIKmVWR6LeLeWxnv5nw2H93mOdTbqJMFrLDD+dGgEdo1AeTJKR5ub35rVGBrNOkM064N2Pc6c3mv1F4sx3nv4NOdg5kMWpdmilF05zTA8+MKD8CkP3K+mti48/8IeHWeeljtpTIEmaOn+xKxhRcdnRSy7cpplvUhpMbXatHn18Li0pfLwSh47GGxmeMUlTosnP5+KpZ/HLgs+6zbTrnNsCNW5rZhfioVBb9gBJ9q6frqqHegr5rzGYn8WMfnNIriX2HrQvuLibeTz2AXsGxuBRqARaATOLQItmJ7bquuMNwKNQCPQCDQCjUAjsB4CSAQk16tBSIznYY0V3O4ujQA2YAAAO2lJREFUwtARsYBqcD1SAtGNJH8a27IhJBAwrrM1G6HAFrrE0yF3Blnh/rgX2SGOovh8Hx+nHhyD1HBGiuJ/FH++Pw4RF7ed+wBrYV50GGcXvyYJFC+IzUeYxwjwUx8dzhcCo/5H/6ucZ5OIF0c1qm3om5u0kYqrjydHQD8jmtqS973wALMVoLohslyPfjcI36spcJT9W5XqvGDqnptXY1vCeACbRS0WpIxnTZ99nWufWfYoc5jq9DIjfAqzz7AeZ8arccLiG8S9P2bpRhDjSWZnW569ut83ArtB4CjBVB92jXCSLUszghO85Dws+guvzo8ePUuRylyN5x2xVL85zSA/0W3H/GwqjqXwFvlYtVXqsjwOAW/MU7I8Ye+MeNLwJ0Qxc+44PvXrcRAApeYMb6Kitg3v2r1gfsHAUWmUcG7b6tpd4VH8DnB+Wm1HRbHye4tvLAoy5r384nhWb3qXLpnoKJuUebq+HwsLjMe1E04lVF3FtcI28jli6tdGoBFoBBqBy4RAC6aXqba7rI1AI9AINAKNQCNwaRFATBA4PSOI1wLyi9eaMLtllVXo5UE0SG9CAWHz6yTPEOZuQ2pUHEVIlGBaomsRF0WIERfGuUOyrLbNch6x45oiOkb2hmAQpzssQKAILV+VwLLgsj7VCDQCJ0CgBA1C569iK93PgrDldc/2sVk8Y16PLc+HN9jhgpRlSeYzTEN49fw1YiRbjDgmktji96w9S+fzjZTmzWMRjbyG9plH2z0Sd+cXagy7NMRS2BlXFl03n05/vtgIlOChlOYJY4zfXZmPEkx3l/JmMZsHWTxmtw3ClMBrnR3Qt1Z53G2W0mZX15bF6k0+iJqb1FvVt7LZZtg8bnZLX7YhTmdowXSzull2NcxLMHXNi7G6Rd2tW2/uz3qJo7GJWMrzuZ4TKu6a0y/LwzrntQVzfkKpBUcW/JnDGluWtffc6SYStxWvhUvGUb9J4n+HRqARaAQagUZgqwi0YLpVODuyRqARaAQagUagEWgE9hOB4EtS5OQZirhGTuQz9+Iz4gJx6VgeQ1fihiS74gU5gtBzxG0hU/K7eI+oqM/icB6BQTzNZwmJNIJDfV/x5XXxRXkuJEkS9z4TSQSfiRGO8t/huwgQJpBagq3NTtsT5bs56jONwMVDYNi7eK5fEMfvPXga4iGv+/GMZ6YJKU0sJXgigBHBqwIS+oPwkCGYPgyPHXEQR4gkr4Xwyj6zl/sSSvCwTXtuxxgm+lqUWT4txGHDZ0NeH9ci1xHgCPtNnvE6G1e/vzgImCtEs8gQzX2pMLKtEp8XwbQWGOhbhEXWQ7+6MRW7lglI28JpWTzsXs7v4gJzsHVFt4rPvaYnj6fCGw9H4hhhTBjtYcz3zlIYrvye92ONU2NeOLZ6z3lh4L7OeFL3WyRpjPLHm7OeWWpuPq45GVJGC3/a+Fu3x0Kj4bm8uo3JF5HUooJPjJ2Rv9F6TpafvrsRaAQagUagEZhHoAXTeUT6cyPQCDQCjUAj0Ag0AhcYATw+AgU5bxssz6TiJYSQQ2Bcie8RV+V9Og9FiqbBmBA7kTLpnRrvi7Qogsx9xNck2UQcocgYR/cPMj1I9yDbS+jznYDcueiC6ShrIbceoTXQOXxtwfQQi37XCOwaAVvx/opnaBC2T0LYCK0zA5tZgidPU+9XBcII0tdz4ZDSgns8a5poepTguiruXXxXnmYIat49ZbsJH/JtVwJmnt129L1yGS+Iycac2pFgHeJ+F2XoOM8WAeOddmGrUOE0PI6lOfzAVwsxZ4vMmEsRgyzCsOWpoF/pM/rWsvnYtvItxdm5lz68jVCesyXA0UnvhUhW9s332oQJZM0X86nN28rACQoxi8eyaFa1r3XuF++61y3Lw+z5yg+RmrgJxqO2UJ5Nvzw4eTp7Vimv0gcxRlkAk21kNrETvPe7wK4DFhj9xu2rk7shohtBlo0NVS6Liz6OLatze+AYX+SrQyPQCDQCjUAjsAsEWjDdBaodZyPQCDQCjUAj0Ag0AnuKQBEVyMpXwhPqThAWN6aCJd4KYREfU6xcVIQkTeIFfTJIjHFVkS7Oi6f+Bs1Sn9094vb9k3g2qpCeBXEUB9KMF6xzgzwZR8TPRQpFABVuyrqKMFpW9uGZMnDsLXmXodTnG4HtIMC75d3Ykje3pw2ytvha9sozSImdb9y8eqRgmkJB3Pw4/kow5U2mDxNIagHJdnJ98ljYKYthCB9fBFFN9CL6suMI+ch62u7crjeMmfL5XjmQ4spWOwUcx86dvAQdw1kioP2YC2g3vKopOa+8+EJ6He86X9IWxnxivN+3V30roEnBlFilX7EDFhqYD+3aHoz52gCq+uk2MBrzkyEEE7fYBx6myiWUoCp9IYp6pMA3rtzta7VXqayyV99eIHg4b173/nWv26S0FaejfrZKgK5rq5y2XDfG8Sq1/fzwLB22f1pFm2Rl6bUWbhrrjJdv3noht2le1T8LZ3l6/+GzXLQjr9VulibUXzQCjUAj0Ag0AsdEoAXTYwLXtzUCjUAj0Ag0Ao1AI3AeEQj+BIeSROVL02cH3Z1uqYg8QVqsIoiOKnMRMMGNJRmWhMb0fXoSRATIP+dt0+ZIbBCsbvd+eCyNLSnHN/n1dCV+3JAhcjn75fTseTkUQYpGLoLyOLjDlDAh8NooLM8LDp3PRuA8IYBM5mHKw4UAoB/rv8QNz4Z+Kf5e3kAIqgUP7CZvMrbxOHbgtDCs/D58Ooj1pwx92GEmXN5LMGWl2fMYWr61ZS+siCK25jzNID8wLo82444cVC4q/477jP9pYrbNtGpecBaC6TbLsau4Ch82hWCqWxnL/ZVd2FXa4i3PQu/tOGLh2kmDMn0Zi+IssLDQouZ3Od+0gCJ6Gvv5JDqj7wQ2ZFvpi0/8op5GP53fjs9sgb/4fxC89dmfewU2i7lKRAoW18R34mUTfamuErbpd753uXvJw2ye78UniF89u9/W0WV36p68aPqScbg/PnvvWprzvBgqTdm2OGEcRwTeVxhvD78/wCYuUE+fpWC6G8/SykOOl7Fo8+UQTF+9EVvQx/tVocadz8Lr9f0Yf+30kGWduWmgenhipsiHJ/tdI9AINAKNQCOwJgItmK4JVF/WCDQCjUAj0Ag0Ao3ARUEAsYCYQsTx/nkjtpC8HYRFETGOJwkHhI1IgrVAXCCmeFP5zupyzqWIQd/xNpAkcg3h7rl4CBXEUhJQosl4xv3xcWt5FddZBAQQckpQD8p9HNxbMD2L2us0LysCvEE9exRxa/tMdomtssiDtwzRlD1jX9cJRei71i1Fmq9z71lcU/llu2DBZispMSBgyPyzas4Nr9MhECgbG+cImxINTqsMRAF5J9il2B0nMj/TDPCSVYe8nlKIOI4xPq3CnNN09BXjlToQTmNL3vMEFXzMk/QtAhrRUhs1X9p1fyHUlqf7WLCmBx8/KEuUIp8x+etYXKLO2TZzHduO5/OM473rpK3cyqrMtLNtlbeEtmmTyzkWO+W8rWZhLe3RIsc807Vfx/d1jpR3JeuCnRuYyHfcmkJvXJrn2RDXxscMcUvaQR9GPY6FNTDwhXJL34I3+RHngR2te+Mo2L72ehjUtJ1xszGH57Hj7JghL7NCrLKJt/LkfX1v9n3w3fQaY9r9GNvUV5j3vLbuHTnZzqtt2o2XBFO/QWqL5mWxZ76ivuzs8Mmj0Z5m8wUmsKqILFO8+H72mmVx9/lGoBFoBBqBRmARAi2YLkKlzzUCjUAj0Ag0Ao1AI3DBEUAuIFvuhAvQazeeD7L4+SSzk7RK4mGQR94ir4ooOi4sJRAicMTpMy8lhAbyBLmEQJIWwg6p5L3zwiB2xop8hI/TZ0G8Z2a28LItobNwlSWYLRNqCj/XzRJsPne4WAioa/1MG3PUyfQl7WMbnkMXC63NSoPcJrgNsZD1Gh5ZxB+eU2zZZehf7I4dAogLAntcYwTSnt1Oj6s4HxuwZghn02yHZyFIlgedrSY9A8/inaiqFCjknRih/myr3Fubj/raxauxmxAjbFMYGzGu98okCtVex6f9eE0xK/AxM6r5z2nYE4KURSACQdNYcZJ0x7AzxHGCqWcfRxI5P9HHzPFuvvB81gFxjs2Q5vDSPJz3HbdWpA9L/dxzOM0tVXvZqWfxmQ0vwbTahHywae51veAedcFuVZtxvfLUdc6be7k244o3bCABVXC/7825lVOwpaz0PQtbn3Cfbyod78eVzo37as4rDoscLc5xvcAmy5Nnlx4c4714qyzeZxubHg/Ox/2+s2NAiqVTvOr7TGBLL8pkvHw9PEvvxS43tUByUfSZ38i99vNJbOVdY6+5Tc11ldt1CWvg7L0FB/K+i/wvymefawQagUagEbh4CLRgevHqtEvUCDQCjUAj0Ag0Ao3AkQggpm7lSn9EzNjKlViaK9eDPPYeERGHyfW49qRCC+EGEYW4ehpeSU+eHXqaWF0eSaTAY5X+S0Fcp9dpnEOuVECEIINqC1peCkWa1DXn5bgtwTSFscBUgJ16WxSQZEg54ayI6pF6v+4SAX0EVYj0RC4+in6m7vUVzww8auu7XebtIsRd/S1gTVyVKcnw6HZskf63pAtehOIflEGbiuEh/5ysMmt/vvP5AIs4lyHOsU4nEWKmMW18MO4QSDwD79dBvBtDDgSpyJTxhohDLBqCUUkdGyfVN6xAQPsYUsbZtIOzTn8FNPnVbP6cOK2+oj98Gn1Dn74T/WAbntbKUvO1+9H3PLvWnLLEvldCMDPv+zwWMTAR0l0070tgNnyxQMJWv/r8GAeHKFt2y5TJNT4PzEcC8uGzMD0czEHZNPZLWHSdssyG2Y/j3iEEszu+k7Z8VJ7q3tl0Ds/VvSMP18JeEUzTUzcSNi4pq0UsxFKfZ/NY8Ryeq144vqkyByTj3ji6dttBuf1ZnPK92y+kd+mqeWuNtxa6fBDPLv0ijtoQkdhcRh6Vm32fxVu+d5F/8XZoBBqBRqARuBwItGB6Oeq5S9kINAKNQCPQCDQCjcC3ECCYIhzCsTQDCgfBbZsvxDESA3liO7giZYpUQehsGsSFGLKqnphjxbgt0RBGvHvkR7zE07tBWiPsZoO0UTzIEiKQaytfs9edl/fbEExhMki3eBOhvA8WYZDEk0qI/3UdDI9RlYui73N7gkD1E33M9nX6mbamr/Do4El+nP67J8XrbOw5AtX+xnGQ1myU8cVYQiw4i1D9gXiCdE+CPbJC5JA3492NGIduB5Fvm0jv89/ZZPcsILoUaY7xchQ1qvzM2uO+gT0rmBLizANrnnCSvBbeD8LL86PpVqq6lDRej0dBsAfGKcEWrcapkwTpxdAXnpsxx4x5onQ/D89ZQqLpj612zTnj/7kO6oZnJvHZ+xJMeavuc/nYW8+otQ3v925dndy9nk9hXTonYad5CLPbH0f74ZHrt4KdHGx/rx5rC2G/Debrtcahc13ZnflGoBFoBBqBM0GgBdMzgb0TbQQagUagEWgEGoFG4GwRwFt7LhICo4JzyIwkzJAxQUoQLgmrri064jhEMiIDeZGCZ5BXSI5PYmtEBMgLU7La9sC5VVukJx+zIYm36cp5cXjWU5FFs9edl/cnFUwHEVReXoMmWkVwFnHpPgG85WE1zvTrRUEg+1m8fBn97HGQxshiiyEu05axF6Uuz2M5tD8EPjtd206yN3dCrLeDwVmEL2LhgGfPEk/YXvZw5CRGs3gjW/Jm/Ll3fXhix9u0kWeR305zNwgcLByK6Akv7GKHITDaktccz/yPp2fNEU6Cj+mG7VHN8+6HBytvQO8JsrsQTAls90Ng098tyLNQQnq8SUdezr9Yqj60Wru+sFuaMJvL3sb/LKdr9jGwsdoXcfzVWMBF9F3VBbUXnqUEU4u/tMm7cS87TTQVLKDMBZjxvS2FKz6YHMx79xGMzlMj0Ag0Ao3AXiPQguleV09nrhFoBBqBRqARaAQagdNFgOh2I0gNIqktexEa/pwfVEyRNINoHpTF+nlE6iCwbI34/oNnByQIz1Krzq0aR6ggVnLt+TSBJDoRX1NCCFFEVD3pVsHr53y7V8LB87WE8ubYJAUkZGKBFYpAQFZFyzy4XIYydA9SDawB+dLrM9J+ObcIVH0PYX60EQRjenLznZv2q3NbwM74XiKg3ZFdQqPP7TgR2Ow922RBjEUupxmqH9jS8b0HT1NIkQM9Qh5rERC7iX835tm62hi0aqvI0yxDp3V8BKr+x7g3xj/imfHS/MEYaAGYUG3Be+dOw0YSdIzH/oQxhp/+uExofBjiIrx4V5t/LcKg8nuY1/X6c8VPAHsYgqZx6PWbV3Nr1Xp26kvhbTi/s0iCssYL+MyJlIEn4mcxv3wcaUlX3U/hXSOmzS5RX7CaX3yoPm1HPOp2KmROM7GrvGyW87O5WtuyFTPB1E4yhPlVwe+Ed794moKpejRXJrTWbwT31hxn9lm1bLsFY9EEov4H/qvS6e8agUagEWgEGoF5BFownUekPzcCjUAj0Ag0Ao1AI3CJEUB/ESERG1Zy17ZfCC7kEI+MWtl+HA9FhFtwWimY/iqIEES2IM58tlWQKLZErG2BywOkhFbkByIP0XneBVPeV8IgbtcjHvOGeBk4jvthhNxFAq+KJaBL8gjB5LoWBArNi3lU38SraTMbZLzes6qRXEwoulSnhEAtbGHViwrX/rS5s7DX7CTSnHfbh7Gjga1HiRvyZMEK8UzQJa5Ehom6b8RWobyxe0FJQnOuX6r+09s+6tvnmsOY04y/UcQS0GteYzTdta0cC6c8l3HkQZsjGo4FaqcHffVbKY653uKyV35dt0k+SzDlCUjUlIYt4pWT0CXcPoEHunolqBHYzCs9F3U8o3R3Yqk8W4RE/DNfNX/VduRFeR9EOe3wYL71LD6rY9+xOMPqiOFyBTi9dWsIphZJagerQgmmtlF3qftLMM3fBnEuIE3vWjj7q7b2eXil8j5twXQVwv1dI9AINAKNwDIEWjBdhkyfbwQagUagEWgEGoFG4BIjYNU8csIzpbxHBiGHkvQOUghZgcBAKG5CLCI3UEa2TPsottpCiCCVkF3i49n66os8Tcf2jchtAemB4EY4yQOiBdlWYuFJqkqehGlS48OWX6vcjrhRPL2ySFNZkvxZM82MI154MEAHDoi6o4L74FhC7XXpxl+HRqARuNgI6PvEc2HWc/+oUrvDvYcU/xBSllmNEl7cMut1xTxtMk5IcRsBgU6gsTDn08fTLeAjM2wvz1cihqA8QzC9Mnn7djxbL8afEs7ygn45lwhke5yKKMQT/4y3NeYaO2PKkeNxPeeS0G9c3LXAr199+fXXORciRMqTudYmQuS2KkVehpS3up9Wf3J97lgQfWlMPVbbBfdZrKAvEr/g/uqN57PM5n86oMV5MNg0yMvTwFHcn8a2wh/GvJIn62kECwtfDo903pLmy+pP4Fn/LcE0ys/WlIj7VaAdpw6eqaqdjjo4jVyffhpQ0afgNJ5dqu7N+RfXNyzYaML3e7GV+pNoIzevPhfbul/JhZx+lxhP/K/dVmYfQeD3hcd+aHN+W8T/tcN8jja5d+1E+sJGoBFoBBqBvUegBdO9r6LOYCPQCDQCjUAj0Ag0AqePAN4KqeUPcWir3FdCyERq+Q5ZgWBztKvWMuJjUc6RIQguz5dCiHwcnj8Png4x1Krze5EO8mmQmpHWDMGNj0piKtht+ai8LOFdFiX/rXODpBqUiLIcN55vRbrgA/KHBwuRE3koKB98lWld/Cq/SKCvIx75FcdR99d9iFnpKytyz70dGoFG4GIjUEKmUm7iWc5UsV2OAnPB1iwzG+xMCrNxZJsOrcvubOvI2eJXY8yn4WnE24iIwvtInhRneBSO++SVHbYtPMGUp+m38784/j673wjkuBuVTaiiywkxxRgLreK9dmwsJFwS1Yno6t2cZ5dbSNd4TMS1fawGSUwy/6k+lpk9xRd5EpR/WSgPU/MP/WUsnDucwyyzC2V/iJqeRykNQiOczUfcdxyhuHAkwtazLh9F5uTzNII5HNFUW2E7SjQFoTzIRtrP+Jy2MT7XHExbI+jVc1bhcErZPg1ovpWGeSacYMSD35a6+t2ytqa/Pok/fdLvA4FHst8h43fBuLf6NxwtvtQOtLGxGGbMuTdpCeot/6YZI8a6f5M45LVDI9AINAKNwPlHoAXT81+HXYJGoBFoBBqBRqARaAR2hgAiC0FxJ4iKNxEdiORIDYGArECel+hXmVhFhNQ1SSJFJLZKfI+naZBoyGxx5VbAQajwgJQ+Ekl6/uTlZhAvjr6TPuIO84KQOqQ2BqHiq1WhVqe7lWcJnmSd/K+Kc9F3yoso88fDUxrHeaZkEUTyLYhnHcG67hvEcdRb3NeC6aKa6nONwPlDgDkoDzG5ZzPH37ATFmrw5GIPiTL6Pru5aqGFOAkdyOf4n/eyNefJMx2RnoLplExXFrjkYJK2HlrD7sPCcxTLw3R806/nGYHqF+pctWv/6tncYTY8CfW8BFPn9Q+ijp01xqVxnLtn9v5N31e+tEfpinudZzpums5JrpfHmk9Vl+E5SeAzj7GQjQ25GkbBfKyE6EVpli1igwhb4iUywpltMfca88jNcK55DRH2nfuxFW8cK6+L8rHtc9rREAOv5ByZYKrNDDwCExhF4crOZn5j4RxxVN3zaoYnXNgq5+OQdne0kW3n+Gzig8ndsK22L/aMaB6iq4L2ZUcZWzj7jQDj10Iwha+QdRwv8ITZg9jW+ZPHXw2v0rjP/a5ZFnRlfc5RqGstAPCcVPVl7Kv5ekTXoRFoBBqBRuCSIdCC6SWr8C5uI9AINAKNQCPQCDQCmyCAUEAiWNltZfitODqHzEFWIBaKfBfvugIe/oHoZzX4R4++SlL7QRCHgjQQI2MV+iSvyfOecTVlOh2KpEOmSFl+ithwahExKp7Z4J4kV2TIPfEyS3DNXnuS9yXMSgvBE7AFsRbPKos33q8b0lNDIeO/cisnzI+Ko+4rryr3nSfhY118+rpG4DIiwI6Nvs2Q8WIaz+hka9geR4Q8kYNt9Ye0ZkMXhbglTMwg9W1v6P5aZMEus/nnIbC3iHek+0fhqYSAj1MZlODQbg4bSrRqwfQ81Oz6edSWR2t2HPU833pHO/HcS9eYO0wFPGJX3LPuODvuXu9VvnL+MTJ4IBiud/dur6r+P81aPkbAHIKwd9/iNvYgMLoWcxgLv3iHEsXGXOy7eVMF4oIzcVpwfT4SIM77vvrjOvOZjCBeal7zWYhl/xDPLiU+i+s0AxzMkZU9TGPaVItSys7mVsNTe1m4skH+5D/MUywWJJwS/r5O8Q/ObK5rLkLgXerZowRTiy/NfVcFuFhACQMi/ZXA9lZgWuMOXPQd32uLX4R9J5j6DaF5uR90y+BTZ8Y+x7wuXuKWbMvy6Tu/TYwXxj956dAINAKNQCNwuRBowfRy1XeXthFoBBqBRqARaAQagY0QSBIr7kCu2yoXEYRkxv8gFRAYjlM+CB25keCYHkBBdvAMsD3vsyAmbBmJhMttESNtxAV6JZ9riuHI9OO5qvE+shOkR4il8T1SA62BuIrb87zLV4USGhAs3hMU3K88mxB3q9LwHTJG7hCGw8N0KpgelcG5iHmIul85iceIOvWxKEhzpFrkXG0TN4TuVQTnovj6XCPQCOwnAkUes59IZILp0zAAjmwbkeJREL9sJcKabV1FXJe94gWFxBencC22QndfEdf7icZhrpQd4X4/yuCZ2coCK4GtF6Yfc9zy7NK3br2Q+OSX/XIpEKh5QMlt2oT302af42yOtxuO1+cVvMKjhKfa0th8jYDks3kaO0A0NZfgmWfuRGBeNifJeEf3yzkWewRrM5rCGsTOrxPYpZxDxvzxvQen9+zSZXmT64Bhcj0mprXoj60lGK7aCr0E+4fxaArekg+nHqclGhY2y9Ld5/Pq82Yoya+FZykPfu+NI6uqWDuBiXJrLtoDMbraRbWjFExzjIpFlyGYEp3do93W/dJRL7NBOz0Q7OML8cHaOYKp74d4TcCO8S++k48OjUAj0Ag0ApcHgRZML09dd0kbgUagEWgEGoFGoBE4FgLIBkRF8D6DEIv3yKDXboxnNhHtkCIVNhEaER5jFXdspxWCKVI//md8N64OAk68opcOgs6K/dxWMhKVLmIT2YFkEu4gZILEi8u/Q5TkBTMvRdYNwipIkYhCGvNbqc3ccuy34s6tMUO8UJ7jPLNrVjCVR4LxIryrXEU4ybQ0EUm8F2CzysPM9R0agUbgfCCgX7OBtne8/yQEjfiMtNfnPQuOqMDOspdEwfwL8nqVpw8bksQ1uxVxsF02ZLeYBaF8HkIJKkQe23bCIYozFWmUb5TN+Ebw8Yy91+2kgJ3vcGkQ0NZnJZGaD+hT2r2xlvBFULkMoeYZ+g+xKI9pA0Z/AcPs/IE5sHAu/+JLc7VFYfQ9rzEfcc0Ud/2QzXJXiq5L7s8bZ14sBLHQzrbbn4QHOcHsrIMywEM5zFPNRz1mop5Ruyh/7GxhECYq7RSb5ZmctjC2cOU8hsLBnJ1ttdiGbdWPFs1bq4yFh1IXnrPXz+/YYtwjbMIJjjUW8jbNOXJEUgiKTztVN0Rsll77rsU0zgsHXr4Rh/y4v+LIC/qlEWgEGoFG4EIj0ILpha7eLlwj0Ag0Ao1AI9AINALbRQDZgCxDAH3v1tV8LhGy2Xl/Xsb7OJcnnFwekGQIuST6gxxCEJUHwzWr8oPYKHI+vRriM09TYirB0c5eCBLEGcJDXl6OvCHzIuoIRXGszg/CRB7ExTs1011B/C0v0epvlIGAIRxnS1zETRQzCRxklPKqD8fZoOwoHklJzbeuQQQ/wMhFmN3iLE/0SyPQCJxLBPTrJ+GZ9CDI9c9COHgW9jCfxRbG4evnnw/R57kgkceWvGzjjSCtq/8P2zBI/nk7UmCU3fGZlrjsurp+X45wYdfrz/a8xpvUVcIwKhdS3TjC84mQ/HLspACjDpcTAWNnzQfs5mDMNge5TILpEIzHVqSmCz7DxFzCvCMFJ/Oj+BDdKSYZYxFWioTRmWrOdlQLInxFtCmWioctWuWJOR+ffm0r1nxOcYim+yYswmGIhVdyIcZ4zMTquagyslF2VrGV+K+jXBa7mPdpi+A+D0FdWnxIIGVb4cDTNoXKwMW8tbz858ujD1ZJ/bqYm95GcztsN9qnfqrujXHaKcH0SRh5bSucWTPALi7NoP2y8denvzHgrQ25v8Y29458xDgRHyycyHPTOPrQCDQCjUAjcLERaMH0Ytdvl64RaAQagUagEWgEGoGtI4AI8UzTN8MTB4mIbE5fpvgieIj0LkgyZAHRMZ8ZhER5iBJKbc376yDAkB/iQDiJH0uEGEGcIGGQHfLgfZxKQo+HKSLkFVsHx00IF/EL7ltEvIxvBxFV5Khznpl0HEGz4lt2zPJOM4WYmSeClt1X592qXAFPltn9yrzIo2MkM0M7xbWIoS9CWBFueyYskDs0Ao3AuUbg6bPYjvDx08nD+Hvw8OnkyZfPJl/FueevvjC58dLNybUXr6b9YyyRvuwGm2FxCDsUZjxt5jKho+wOkFbZ0X0DkSBaYo+jMYKnKUI97W9k2PhTBDpBw4Kcy+JJuG/1ddb5qXaurZS3WgyvOQ+5TFvyEp0IdnCI4uc8imCk75szsBtsCGsgVD8zbyKM6U/rhFnhS5oEtE3mXYTED2OBCLHL8yvN4fYpQIGozLt0LDB8PrAZNndVPmshx+MQ8NQDL1pzYzuwmPvtVym/W5Isd7yYo78eW9yyqaaasNA02F6fHZcFfVFYdEm1G9Vt0eU4Ek7HTgr1W8H94tGOYamNuZbHOBHXwqEbkRHf29LXNYJxkLArd+zAk4iwPE5ly1+HRqARaAQagYuNQAumF7t+u3SNQCPQCDQCjUAj0AjsBAHbMt4LT06kA/Ihn2cVJEMKnDOECAIM4bGcFhnZK0KDh+lnsaVkbZ2ImkBO4DGQ3MgOAirSzsp1R8S/a5AhSE0eQgTTCoOgkYeRlzo/eyzCDxmFgEGVJDHo5j0M6ZkLjPg/MF9ettnsw7AEU8SmMq7CZfbeej+ILIgL66U7ru3XRqAR2AUCT0Io/fzzh5Nf/PKdya/e+3By9+69yYs37k6uXHthcu+Ne5Pbd2+kdw97zE5aOJECRfRf4iB7bhHKukLHLsqwizjZKiMIU0kYRXoTHg4E06l5DwhyC2NeuXBYJhzvIo8d5/4gUO3FfINAKJjfmE5sOk7uT6k2z4n5WO24UVMpcyOzKvaC0GXOBCG4mI8QlnSnsiNxyZGhhC/3l8hVC8DcrwqkkjURL+Ssg3Px2W4Znk3ME1Pfjv97Gcy1Xgvh8E5ugx5zy4O58ur5U+1IQhgmCo9HVoxFIDFV3luPU9NmZbQNL6HYVryC6vGnaWhDx51eVxuYToGzTUSUKXwSmLVVNr3OaZva8+xviPJ6dRSfccFONcZIbdB5UTinbakDOxSIQ/9Qjg6NQCPQCDQCFxeBFkwvbt12yRqBRqARaAQagUagEdgZAkmIBCOBWChygYA6nv8zBEeryZEW6xAjyDfkBxIfIZF/8X6QFbZUHGQ3ogKRJk5eDpVGrVxH1iFn5KM8qNYRFBF3kWwSf0XcbeLpsDOgl0ScHgiRX0SPuvC3DqELX4SS+xBaSU4GlwXPdYL7ksCMo+C2ddIdV/drI9AI7AKBB/cfTT5679eTP/+Lv5w8/9IgdD/51VeTV15/Y/J7f/KPJvfu3coFLhZIEIJsV+iZ0QIvIHaTEHIRhUI2a1gt9n2MMbZYnJowXx4Q+AFDYrCuPcyb++VCIdBj3KHHqD6iL5gdeO9orjEfzJnM1YSyI+vMC0owje6Y8wr3S6/mM3qpaAmqYicgmsNIzwKIR0+/iS1549mle+55SXS3KMW81La0PNntzuLcKpy0xVzMF28scuFBa27s8RMloLJp6mafAjt6I5T2e7F48Y3YiUZ5K4y8Rqlz7lhnNz/C5rDVjPu1I3ikmB9HYx28CKYET78fNGLjnHow7hGzNelaIOC7mheL1S3i8H09C3vf29tAo18bgUagEWgEToJAC6YnQa/vbQQagUagEWgEGoFG4JIjgNhCMCAdCKa2uCKS8kpAEhX54LplxNAgPuL7uMZ7JBliA8lhRTdygshXK8SRZUmgDe4j08t0IuHMR5A0js6N9I8WBCvdSC7jllccz74S55XfWeyW4TvbRMtjwX1ZTwG6ulq3nJUuEsl7dSYeq/I7NAKNwNkgcP+zB5Nf/fKjyY/+6q8mL37/WYoL9z9iSyeTO/e+P/njP/2jtM+e2YZMRgAjkPVbgil7aQGFhSeXIZQdc5wNzNg6dnT2nn7fCFw0BKp/KNc6/cF8jKCnO23ikVvpmE/4E1ggYiihlDg6BNKxoC7TiXMpmMbN5ojEQ/bsqMC0jT8lMmc5LNvh52/HMvI35jryJI/pXRjHo1M8jCvjj4+EODbY7iiel5zeuDGBCvObc7DMH8TdsCAUzoQ7QrFFLxYTphC44PqzOqU8BNO74VHLs/ZWPP6h8F/UnqodyO+i7zcth3oyzmk7vEOJ+dVmYOt3gcVDubtC5NM57VdY9AzdmjfbAefjwN3RLjhrNLtNs97XNwKNQCPQCOwJAi2Y7klFdDYagUagEWgEGoFGoBE4rwggQpBkCIhcsR1kEFKoPBidLxJtXphbRJTUuSKnSjx9FKTHw/Ao+ML2a8FUOO8a3JI88CjlXZpbgAVRI61Iem0CptJFm4hzG8TNLutUfg9pu+Uk22we3JOr7+Mkkug45aw4kHcC8mm+XvOLfmkEGoFTQeDzEEzfDcH0L37848nNEEz/ILxK333n/cmH7388efDgtckf/JM/nLzx8p0kg3lXCrX1oEUutqK9TIKp8n/bfjojrGdHx7X92ghcXASmw/tS8W625DknICHG/zGvWL8fuddcIoXIiNRcgsBli1RiaM31pMd0uZ40G4f8XPNA3y8LOUeNF4Kl+aijeYv5Yc0Ta7cS+ReIYWyl4xBqw4s2RDILTQi00ve3bsi5VrzkzichKF67YieUIZ6ywcS7nDPH0TWLQuFcQjEv00/iGa5E030KAW2WhTDMy/R2CKbKV56b8/PFIW6OEsQtJ55PZt3EC8HUQkuC52x9g7fqXV7N9QniAn/TefgT93h5FPXuGdj1px46NAKNQCPQCFxMBFowvZj12qVqBBqBRqARaAQagUbgVBFA7/hDRt2aeizZfgwR7zjI+O8SIbUVrszGpUnie1+hyLESTXmafh7POE0iLd7bosw1gvTvhpfrb9y+mivbESLBvSQxMk+AuL7D8RFAcKkToQXT4+PYdzYCJ0FAD2RDP/v04eTvf/Hh5C9/8uPJnd/+avKP/4M/mDx9+tXkFz/7+8nH71+Z/NYP/snk1VfvTa5y/Ymgz9py/FoQ9tfDw4bd3uctyDPT/dIINAIXDgHzN4IkEbL0JyLXxyEE8qAkntb5dQqfc9F4mRXIvDcHZecWCqZhFomUcUn+SUea5jmOYyvgIZiae9rS/Gl8Zw5Ugi1bvG7IPMbF8uJZmSmYzuTPAkNz1hL1LG5xT4XEK9ImKr//4FnOhzdJv+LZ9lEezeOvRFkcjS28TAmmtsCt7ZrnBVMYEsYFvxnU1zZCCabaGHGaYJv/jhG9OLRLIrU/omkLptuopY6jEWgEGoH9RKAF0/2sl85VI9AINAKNQCPQCDQC5w4BHATSKXYaSwIISeLZRbZ8RJQsIiqKkFLYJFqwRHMBUWE9P30OqYa0qGcJ5Wr/+MJ37pQWD1PHzE8QJC0EzAG6hY8tmG4BxI6iETghAvoh2/fJJ19MfvazDyY/+slPJq//8OvJP/7TPwwh9et4rumHk3f/9rPJ3Vvfn7z9u789uXbjWtjnK0kc8+Sx/eAQS4doui2i+oTF6tsbgUbgEiBQczuCGfEptMgQKMd24b9+PDxMiZVxeq1gzudvXohM782we9aL5EK6uCivnQqRpp3j8ziGSU33Ucf8i5eDbYIjn0RcXp0PzEWJunGsa926Tqj0ZoVdc+DhgRri3tQ2ExAJffJd02Npsf0PIu0PHx4Kps6fZQhNMoXJGkeU4dYL8YiMGGx4m6oHWui8YGpeb04v+M2g/rYRql2JS5wlRG8ad7VTAv77D5+GWNpb8m6KYV/fCDQCjcB5Q6AF0/NWY53fRqARaAQagUagEWgE9hgBNAeuAymPILFFrmeb2qK3AvIhQ5wiogpei8zKE0teDp8l9FV4IHwVJMtXIaIOko1wYEvgV2+MZ0NJ5oVI7FpQXX//05/G1pRfTFNbEvkFPv3xx59k6V599ZW1SnnU9SXUiGwRAbZWIn3RuUXgqPZxbgu244xvGzf9MLjmyef3H0/e++D+5HFwzm/9o28mf0gwjbI8/PyLyU//6heT5x69Mvm9f/onk5t3bhwsYEHMs9XIbYT8/LPbhp0eW0+mpU57vWOAptFLeyblFApGfiInY8jYWkbEC8dn8WcMERD6sCmRYstJjkQu+euoz5laPsX2dcmh35vim8/ZJYRYaiEc4ay8DdcVIvVNNoEdI4ixZZtudbsuINqsFiufPCLl8fOYgFq457PyTE3IulF+67osS5yxPbByEPnKM7Js0ewNhNoS76R7krRn4z3ue4LoXQskY75vyWKVw3lzc+WJ/1FfSjr14I0xa7SBr9Pe5vO0XbSFwK5PddjA87tC7VFJqG9SuDapztU1gVq9x8czx/uo/Pf3jUAj0Ag0AsdHoAXT42PXdzYCjUAj0Ag0Ao1AI9AILEAA1RFcTxJYRNNX4hlGyBIBocODwBEBhOTiAYocWkswjXufBVNxP1iQjxAXcRQf8gKpQQSwmh3fEh/jIUbPJu/+zU8mz55+NHnu5pdB4Th5+cKDhw8nP/qbjydv/+C31yr8u3/3i8lLb742uXXz1sLrEUmHdNGh58PCi/vkhUPgqPZx4Qq8pQI9ePhgcuvRh5Mf/PC3thKjbqgvIuqfhdfTN89dmbz1/Tcnr33vjTz/RQimf/uXP588/Ojq5J//5//Z5OWXb01eigUsN8JA4qwtWGGrvZ99dps4WWk2VBrxddpr155GSCF4OBwF6T7yWVKEPMvvNkKVk2DDe8gWjuK2fWcR98ap0yr3Nsp0HuIo3M+qfZ0HjC5DHke/+yrnc/enW5ymPYsX87lqH8uwYAb8EeLKi9Gc80Ve9HGu5pT676x9WxbfOuflr7xNCX2PYg5KSOMRSzhlL/0dN1SZ0ibHi7lsbsnrOBepue/TsF1H4TR3284+qoM3YsHindhmBv7yK2/KMub4ozxsqiDvHrOhHL7Pv7jPPH4bQV2dZNwofMejQKKdxhjhNwfx9CR1vI2ydRyNQCPQCDQCu0WgBdPd4tuxNwKNQCPQCDQCjUAjcKkRsLIcQe+Y5EmgEVxDEtC16hwx7f06xHQR6Q+fDQ9TRAZCJleAx5skZ6aIh34w+eTdf5g8+vVPJy+/9vzkB7/7m0GaXU6a4//+tz9KwfQ//a//i7Xa47/5n/+3FEz/6M/+6dLrkVHClritEVm/ngsE1mkf56Igp5zJ/+/f/SgF0//mX6/XD4/Kni6oH+aiEQIjoeDaC5PnrlxJj8mvwgP/x3/+48nn71yb/Nl//GeT74eY+lI8U86z5RYFcZUYMASLOBEdPMxziohsNKpYukVpb1PArDylPU8h4Jt8Hp7cpugxzUt5KNX1mx6NI8YKf0pje81PHj9LTzdkfQowMS6VR5RzIHOsfFSabQcLifWO8FK/j2OAjuE7A2HLoioLqC46nhe9fOu0Av1P3Zu/eR4kwZHXHiFqVWBzogtmP9Rm9MdcdBcGilBaoumYb25vYcWiPGU7jhfb8xLSPskdT5Rhs2euLor7PJ5TN3aUefv21dxVpgTT0BejT4cdj7pSd+ynwPZaoPI42oAxxDNO2dv8N71mXHn6r+rWOEjQrUeAaKP1/NojmunpZ7hTbAQagUagEdg6Ai2Ybh3SjrARaAQagUagEWgEGoFGoBBAjlg1XkSz88gIW3YRUhEsiK6rQfAjU47iSdyL4C7PhMdBdMf/IZgGUeW8P4Ssa9//xc8mzz39YPLyq1cmv//73498VM4u1/H//Dd/PvnRv/948i//2/9yrYL/H//T/zp56Y3XJn/yL/7DxddnPYyvEtJLiuticC7+2SPbx8WH4Fgl/H//rz9PwfS/++/X64dHJTLs4SCfiaYs6AuUhAjI6GchmP7dX/9s8ukvn07++T/7F5PfDMGU96StEheF8qhhQxHFiGHREVhvxRuiIQKc4CGKse0iEnxxfIvSWOcc4WR48gyPLaIIr1iEuvcnTW9WsJN1ZbXFuy0uxe/vQCCNDEv3xSi/7TF5r/leGPjDHfLxb7swZLwX6aXwIjzAm2hqbnDz6nOxE8ULie2Q4y8mnlX+y95e9O/7YZsIjfdDiOKlyeawN6uCbmc+ObbctXNJ7FAS/ZFNGx6l0XfjmhLnVsV1ku+qHofgN8R/c1E26/Opp+xJ4j9v9zJ75tbm9L9x52oejQ2C/jxGJu+nY1WMTbCzXsJ9tZXyrutNftYJNQ4aF7RRx9w2OOp4dqHHOnH1NY1AI9AINALnE4EWTM9nvXWuG4FGoBFoBBqBRqAROFcIoE7yL8hRxxtBkL5244UkVmrrw00KhPBGYiDZkG/+EBlIKyvWkTHIGWTsh+/8fHLl2YeTl16eTH7v939rmo9NUjv/1/7lj34y+Xc/+YfJH/8n/3Jy49aNIwv0v/+P/0sKpn/6H/2zhdfCFmkoEAnUaYfLg8BR7ePyILFZSf/i3/4/KZj+q//hv9rsxhVXV19E8uqHJSaykc/CE/+9d96bfPSzzyc/eOuHkx/88Lcn169fDVH1+fBCJfB9u+cWUex5fEQtdlTgsWVxC6EwzGt2/hQV437CYqWZF2/hhT1Pb56w6ZKT1q1QQq7FwpptpMcrzLP/vvx6CHbKycMNZgXJEEWGbSMap2AaiRNrSjA1yCT+kceB/VSs8TlOGH/cu218tgDxmUTB0yyqNrF+P7bUN4arT4umXg3BVDtTB8CsuobreRSjR/vROoZIpFj6VzS9aA8h/EVZtQ/tRBm3GaRtqYE0LW6QAmGqBKltp7du3uuZpTxL9T/PoH8cdkZ/1y7kdD7IqzaizxFG9UNC6a2rJZiO/niabaTqlt0wBzXvZFPYkM9CMGU/L1PQttTLvRBM37r1Qm7JO1/+bJPxElBlHy9bq88TwWfrb3YHAPHoL/5mr5mPfxuf1Zp86qfaJPtEAH8Udavf1u+MHAO3kWDH0Qg0Ao1AI7C3CLRgurdV0xlrBBqBRqARaAQagUbgYiGA+Mq/YAh5lJxEMB1bug2yynaKnh31IMg3hMYgCYOUCdIDAYLM+eDvfx4nPpzcuRei6e/9VmzzuH2S8rRrS9kEmB4Vti2YSg+xJCB8O1wuBFowPV5970IwlRNdcb4/+vx1GEPPMf27n7wzefHRS5Mf/s7vTO6+cmdy8/aN3Lr3CiViJuQ9Edt4ttx4vtyD8ABDVt8NMvxaXE/0IvQQLYgYuyCxS7h1ZM+lL222fBvpEWM/ePg0CXEiUooxIo+AyCeEpIgTJPkYRQZIQwAd2/KOM4evlU8ebwQAebaTwp0QdniodhjiHS0J/rYwtcgJMvDx3ENjCW9DR5+J0zDfVr2fVh3oR9qNNjHmKpODxV3aFhH9tvJFwbQ/bWWbofpPesUF4KKvhWm7SG/dvBOgPOvzYHvTyBsRFU7x/ztBvtU9Me5ObCV++0AktXhjLEiA3TZswncSP+KEOoYze5HtOcqV3rIxH1XHlykQPXmXEkxffpGQ/d1xRX8gNMKLmK8dqlvepd7H/4PgmllPTtdJY1fjTSWs2vRXNqryoG612xLFn0T9+r5DI9AINAKNwMVGoAXTi12/XbpGoBFoBBqBRqARaAT2CgGciD8EmGfp3QrS0FaLyBCkqa0ibeU1S54sKkARklb3IzSs7EdWIbkjmlTxEB94DdeK71e/+LvJN1NP0x+GaOqcS89rUC7hKKxcs23BNJPeIH156HBxEGjB9Hh1uSvBdFlu2IgHXzyc/Pyv35l89eHzk69CoLp+8/rk2rWrk+fDy/TKEqXmq4jw2TfPTR67Pwjib8LIvHbvzuTtt96a3L59O73jeAVeZ6/ju3Vs0LI8Ljov36w3AtuRICKr0jpJEC+y3jaL7z0YgikS3vhDUDIgWIBjXCEap5gzzYe8xNsxbsR1lRNHX8XlmccSTGnR5TlJQJD1uuckZTjP95YgkR7MUQeECMIEbIz/cLT4SV0TYErkG6IK7PcfQW0sBcsoV4pD8ZmANna+GN/xlFS+8dzWk7fr+TYhPdjC0jaxAizNu8b2tcNjkxh9GkG9woVHqX7nuaXLhCc5Uv/6pYUHPHHl/a75Ytic2S2xTyPvq9IImFNgg/FHj56ldyn7od4vYlA3mgw7rI4EZdWOawHk7aij2QUiZcvZxxLHGcKrEQcbybZXM0z7HC9P4y8XrMQ9kjGnP23B1O8Hech+NO1LQzQlmI76lbfZMck9qn58C50OjUAj0Ag0AucVgRZMz2vNdb4bgUagEWgEGoFGoBE4pwgMkmFsSZeEWDAviDCr0x1rq7qjioezsKUiUvDzIF8/jRX+X4YggGjzxyMJEVNeAMiPD375d5Pnv/5ocvPuZPK7v/f9A6LmqLT27XuEzJSzyTLAdFXYpmCaZNAMI1Rk16r0+7uLhUALpserz9MWTOWSnfjgvQ8n7//qo/A4jS1uw0Z+c0Doz3Tk2SLp1PH3zXNXJl/nMUjtr27Ffbcmb7z+5uQ3334rFrvYGnOIpsueiTob5abvh30jl45ALDvKzh2VRgpZMQ4QTD8MgYMwWp6yPGcJTQ9D8CCWDuI70p9moPIhDflIoXiaoO+Q5YLzCH6Y2Mb4zZtX8zgrMuSFl/AFQmCCFaGFuMTbkCckzGBuDIeVucBNf1ORL+CMJgn5/Q3KpsXWQi5HIpGyEoEEIiXh8m60jSH+fVt02UbpbA9rTmR7WMdnkQ9zLaLTjcD0dqQtfeL+aQT1qs7l5x++eJpH5wYihzlQuymOBT6H9T99Tml8UZ7b2sc+BPlXrUS1Tx4PwRTe5poXMeiD6oAgqi2pQ/Nvc+03YyteiwB4TZt/C9UfwFEi8qjjEFyj6c0vjtRXnsSfeEWhdZbd9HlWXM0Etvyi1jLP8SIPudAhMq9+7WDDXln4EN0r591sfHSnzKP27fplCwG2nNWOrhFoBBqBRmDHCKwrmP7/AAAA//+xxuUgAABAAElEQVTsvddzHEmW7nkgEkgBramKZJEs3VXd03dmR+2da7a2Nm/zNH/jPs3T2L1mO7Zma7tX7Mx031bV1aVIFjW0BlIhM4H9fh7pYBIECMFMIBM4h8iIyAgPF58f90ieL87xrn/++qc9c3EEHAFHwBFwBBwBR8ARcASaiECX8urRJpPqtpH+HhvQvq+n27Sz7u4uXeuyXl3v1l5/b0l1d8+K1V3b2tm11VLVyrU93dtlG8uLtrmyFO7RZaso3dD4hF2fmbHNuedWLi9YamDPPrx/66082/1E+FGuTfxxDi6HQPNGM77+/Xf2u+9e2Rd/9beWyWXeuHbYl//6n//Fhqcm7Ku/+OVbl89S/luZ+ImORuBd+tHRDWtx5f/wq99Yrrhk//CPf9/ikg7PflfzY6VStd1qLZk/9uIsciB9mFS6bE/7XX1ItbywbEuLq7ZXTluub9Ju3rhmk6NDlk2nrD/Vozk6macP5HQhX2nWnv5p2reavqjZOtZezwK+F/RQ2CjV9Fww6+cBI6ko0Y4SlKp7pr93CneEDzhJ9pQnt8TbOMtzbaCvx6ZzvTasfZ9O9AKSyz4CZeG9qWc3e0Qwqo/29Nzusn7hle7ttrT2YBf+tTl86BZ6VNInL+Xi9whKEXSvriM90gHallXbMvoEvVB766q0j837HOyo3K1KzTbKNVst1sJvJPLjt9FAX7cN67fWeLrXsvqhBeZIM8tPcky25M/vrzDmVJ/FQjVg05iGsnu1oX5gk0mpnppTqF8n9D+/QdfUtnV9mFdCvzc28BIcM/SYvzKaLxmX6C3qnd+phd/po+keG9Q8l9Z1+lF/Qeh/RjdjA+E3vW59azxzmTQ70hWOyUPFvJUuZNLiDeUzo6O39GVRD4S8xlNJ/czYoiVgQR379OF7qf7sQBf05+IIOAKOgCPQ4Qjklp6cqAVdTpieCCdP5Ag4Ao6AI+AIOAKOgCNwSgSwq2BElB3PUiJLMUBgxA6GM1lMcjKacXyYwRRDJKTptoyTGAYxvPYq7Y9/+sa6+hZCTaq1lNUqWZuYvGU3r83Y8sunViwt2MhM2qZnJk5Z24tNjmEGYw4S7FHB8JR8f9e2mYQp5VCHaBNSdyV1eVcF/NqlQsAJ07N150UTpsEQHAzSYSY5shFhfO/uWk3G4Zr2u7oHE3J+uxhI062Fiu2W+u3Gret2/6MPLZfrE7HR3TaEYCRHy6o7BCjG7LL2NAMjPHueFRi2OY5EF88SSAD9HSth/m1IdfAervMi0JiIBF4GgkzgOebyGgFwj5iHs3XsQYnnCi9KSa2sm6d/B0AHmQIxGIgV6RLjiN82VB0iuKoTEKq0hRfDIJ8GRQxCMh32++Y1Uqc7Sn4Xmcjoms3nK4GUpnzIqpzISPRxIpsKpG1C/7SGmKL95L8tUhyiFAK3qPbT540C8QQ5ygtzg/ohCJGcEGad0f+QZKsiSiFMN/W5bIQp+ssHonSon9/jgckM/VhW2+lnfnfzDOD3OnrNXIe+xXEbezzJ6/V59CDqSaNaJL8r30xH2vMS6sR4ZSwHwlT7ip4ZtAPdDC87aA9xyrNkRf2/rfHG84ZniIsj4Ag4Ao5AZyPghGln95/X3hFwBBwBR8ARcAQcgUuDAAYSDKSytYg4xeCSGF4wwARjvM5xjTSkxRATjBqysuDNgbEK4wbeKT98+0frSa3Jkypnqf4RG5+cttHhAduW1+n66hPrH5J36b1b+8acTgEROwxtRmi//k4kTSdMVWo0boW+OFEtPNFlQcAJ07P15EUTpiet9Z4G924gTCFN64SpJp449ywtrgTi1Mr9NpqdsZsiTseHBqxP5E8q1WvdvT3J/MQkdQGCZxDPAp4LfPD4g6ShNtHLk+/7H82pHOuvqQJpMCRyCoIK4hQju8vlRICxAXGyJX2DnMeHm95G30KEDB2jY5BrEJqc5zdOfCEMYlXq0lTitKC6LBWrgTiFzEX/KQ9SclQepvyuOkiY0g7OseelKPZI/L1BHsnx8WQWJC0egxClc9tVRQJJPNvJknz47QAOjItBEXGQx9TtqBfkdEtbSIJN3YNd7YMkXxNhRqQT5hvmn8skoc/VoH71Ex7KEIbhpRQ1E53Gwx4dD4SqrkN+04ekC//I4B0Cngf18GDyRj08eK2Z32Nd2EOYMm7KaiN72kx7aBcvOeAVzVigzxfqLybQ95es+5sJr+flCDgCjkDHIOCEacd0lVfUEXAEHAFHwBFwBByBy4uA7A+JYfFAEzHCYJzA4xSjWnhzXXu8UDG0YZDj7e+CQkxirMJIjgFneXHBysWijU1OWSabDQQs4RHxLt0uvrA7969ZbjATjHYHimzrr5jhojEGzI6xQ+235fHDJ/abPz2z6w9+ZmMKtXucHEeIUQ8MSggGo5PWI7nDt52OwHH60enta1X9O4UwlfU6GMHDONeEE4zZ9fEONhxubxVsYW7J8gs7trfVY1MTE3br1k0bHBuwdLbfekSaElb9IiSEyFSI9s2yCIxAUMnYLwM+hBR116ng6cezQnZwEUOtMXLz7MqJQIAwncz0BrLqIvDwMluLAM9CxgiehXhTQrAERZO+RdKUEKaki4QpL4Xhgcc58ZbB4xR9EdcUyKdm1Bj9jh5ykHpIEgo4Ibf4DdX4HI/tEO8byCLuj+QfdaO+POzZn6Se4AFJCmG6Ug8NrOaG3wuMRQg4CFxIuCH9PuP3HSRUIJh1vV0leqSHcK0CK68+5/cnfXtZCTO6QyqQ/E7Xnn4M+qIDdWPwpseLnn7M0o91fUFlTiKNengwfdRLzp+EgD14/0m/x3Ki/tPPDGWEZoSm1NuTpE1+j+NZigc1kW7i+XCTbxwBR8ARcAQ6FgEnTDu267zijoAj4Ag4Ao6AI+AIXB4EgvFMm0YjIp4JGOwwQIR1v2SEYT0rjGwQphjweOMbwjQxCibrC8U1kLBrYHjDGLm9uhhCIk6ODNqLZz9Y72D5SnmYHkWYRqMXmhSNQexPQojV7UjJfWTgcmUQOIl+XBkwTtHQjiFMj2lTMAprbq7VFPLz1aItzmu96HzKhlLjduuDmzYyNmI9mnh7NFf3yuO0F49Tzdd4/zcKnqzBg1X5NHqyki4QrvU8urs1iZ9CWG8OAzZRB3g+YN3HI6hHeVRV1o6u78jIXQ1kqi6qbsErtkf1VJkH63mKot9ICpGAFyGE6TWtZcpLOy6XD4GEJEm80PBmjt5otJTfIJBHSdhdrXUofYSghxhE+I3DYbJ2+8mIyHDjCTYH68V36sFvJ+ql3RsS00MYVfSFuvFB4j3cQn1pUzjmog6S48Tjjnz4bQZJS6haCFPIJMIR81svRhDJ1tcqhTSFyOV8O0tol/oOohSvQjx4IUnp00CW6jxoJYi1c0uaUzd6iy4j9Djr4kKWRo/pw/TrtKWiQ6hf1EP0jvkU3WuF0L/0YCRMKR8JY1iFUz71gRSnv/EoJy16nkS4SdK3om6epyPgCDgCjsD5IuCE6fni7aU5Ao6AI+AIOAKOgCPgCByCAIZlPEgxtgzL6II9BANbQYaoHVkkMFBgu8BggfECI000miTGlMSowhvhidEjMeCRD4a+Zz/8KRjkfvGLr+zZTz/ZVum5ffjgug3Ky7STBHNM3YYTsFDzTiSHEaYxL9n4gkBJgC+f//af/8WG5Yn61V/88kT5e6KrhYATpmfr78tCmNL6MM8y32puzm8XbHFh2cqr8vDfULjPIYVBH5uw/nTKBkdylsmlLdWnUL0ydjdKFeKyVLZSoWxFfSo71WCRhizFSzWdTVs61x/ubbzvuONt5buQT0KRQm4ounB4puwqEkGltGM7KmunULJauRLq3yVSNzWQtt5M2nrSfYE8Pa6Mk1zn+QMxBmF6c1CEsvYulxMBxgNEaCBbNCail6l+0oTfKpFg5HkbiCBgiM9e6UkrQvKGIhrqxXd+O/FCQHjWc+KAxHYwZmgPAjUa06tpOqt2comP8kPP8ToNeesE7aP9eF0u68UFvEx5kY3RD2GbU+hdxgShW/l9xoepgd927SzRs5Swy0tqF6Qp5+jzxt+e7dyGZtZNXRn6E8/SCTzo5Snc6CH8vr3Jb3vWn+all6Kw5v8JhJJuZWhz9B/9TvYJWrQD1UT3qRP9zosAvJijqoVzyUsSzUTX83IEHAFHwBG4SAScML1I9L1sR8ARcAQcAUfAEXAEHIGAAAYzjC2VtSXb2VgJxkO8RjGWyCYR3uivsKaejBUYLaIBg5v5LntV2PN9fHJSoXinw3cMeYTCe/b9n2TY6bYvv/rStre37dXzHyw3smP37t/ilo4RNbWphCnYgSn5ghWGUYye/+2/OGHaMUpxARU9CWGKTqFYYX+gjo3j98ClS/31PAhT8I7GXtaWQ/YJjzDGw6mmbyhpfnbR5l8u2t62CM/dYZuemrSJyfFAnCYhevHefF00XqXra+s2Ozun/aaNjY6Fys9MTVuvCNY+Ea59/angbUpT8FKFdIXwgYwNLWvIjzSQPIRFnWdNOXm2VTBqiyit6XlSq1StWt6xl08e256+T09ftz0xP3iVQpT29KWsG2JXe445/z4S9FwZQJReH0gFkgijf7sTQ+/TZr83eaZCGKKP/Lahz+MYBB8IRUg2nrzoQnz2No6Ni8SReie/Ct6sdzxP3Vnfke9qWCBCaQPCbwrIUbwvIUzXRSzhdctlllYYCuF3FYJXYwLiqxGXkEGLNqGuyhuMI/78bqRe1D358O1tienpU36XJiGGq+GFvrdTX/4zoMTvRKK9DAbvUnnRt4DIhISEnAxevFI6IsuMiZjFG7lRol5yrpn6RL+jz3U1D6Q43sSbegFgWWsDE4o5vDhAucIDXEib1EcHLo6AI+AIOAIdi4ATph3bdV5xR8ARcAQcAUfAEXAELg8CrC+HAW391TMr7rywvS6ti1c3VNBKjBa8wR+MF1gk6pIYJxLTHumRys6IDY9dt4GxqfCdvLdWl8IadjMzM+HcwvOnoZywlulA53iZJu0NTdg30CTf3r09zMOUO97AVd8xQ+EJ89+dMAUelyMQOI4wjXrKmMQoDXHHucSomBAE6Fq7EARHNLPpp1tNmEbc3/B6UiugJeTUFbzAomG36Y1ThvTz9qbWNp1flqepSJJyvw1lh4LH6W598oYgiv2+vLpiKxtrtjtUErO0a+m9XDA691bS1p+SZ2lPn/Z9lu5La64SuSTP0355nhLid3xmdF+fYn60m7CfGLTxMN0oVIIHa6VYtqq8SiFM52dfWCpbEJGaswc/+zK8MFITqVpTmlpFHqe6v0dkbP/okDxO+98bJozohKwczyRedYPqCF7icbm8CEgNg74yHiHiDpI4XI+EJCgcvN4OyFBHJI6t5FskgxKylCSRJIpjr1gnuRiDeAVqF9Lo511YFmFchBdrlgav0oa5IObfin0j3mCNlyBhVNkzHzE3pvVyRIxacrAOzCmkJ+oJ3rIJifc6XPHB9Jf9e/QsHRBwo+me0J+tCJVLdADWBw3eyVI05s2c5v6D82cktMGdd1ya9UJK9HDl0YUHNd+JXrApopSXcSBPGQOMcfSZsUJannWqerh22XXB2+cIOAKOwGVFwAnTy9qz3i5HwBFwBBwBR8ARcAQ6CIFImG68emYFEaYHiUyMEI2EKUYKJBIxfMcoVsgX7fmjOdutjtrUzbsK6ZgNRjCMKCFkHEYNpa2VCvKE0lqmA2W7Ky9TzrW7hDZrE/aqLMaZk9b73YRpYtyl/eRJSLVmE6bUed8AWy+H8lyah8C+XjQvyyNzOoowjf0c92SASTExWCf6hdZGspQ9SnxSPSZ5qyXWPeDJpqF+pxlzh9WzVYTpfp11EMOCxvmSemDQxcjMHPi+bTisXYedWxRpOj+XrG2arg7ayMio5dKZYMwuFAu2vLJshdq27cnTf/rahA0ODyosb1HhfYuKApC31E7aqgrRW9vslndoTSF+x4PH5/Xr14LH6cBwLhRLexAwCAZuGbEhNVYLIjYUcpc8dkWEys3UFl6+sN70tmVGRX5sT9j9r34RCNPqTsUqWwU9F8pKWwvlpAaywdOUvPFq7VbY3rN6nIL9QPDE6rExEQx4SDUSx5Th4gh0KgKRsIJUXBORBJkU1yxl7iG6R9R/CLZWhlQFw0iQsueFHeqnqoU9vyXxXHyTMO2yjMYov0MhTQmPzLQSf3fiVYq3LG2CLGXtSq6Rf5SGw3jqUu3Bg75knVnIZdafxbu0lZ7CkajmWQYhGT4qn+cY2PPbgn7A2zmQ3+o15tqjiO/TdkijnlDmjqLchPV4pQuECaZenBcM+yQuJK9UZD9yy2nL9PSOgCPgCDgC7YGAE6bt0Q9eC0fAEXAEHAFHwBFwBK40AtGg3Fct2vKrh9YzWLI7916Hy8UYhYEEqe/2D5J3vJOvGHWePn5plW0ZwNLTduPO3XAfhg0MKrAfGHwwvLx6+sQ2is9FmF6zgTZfyzS0WZv9ttMSNZb2nkTmZhfsN18/tPTEHbt++zWu0dgEthh+MIiRb7PXMKUc1qFFMGaFck5ScU9zIgRANo6P0+jFiTI/JNFhhGmsQ/CsUGX4Tj+HoIt1ReVcXQ1CrpzWcAw6F05c8KaxDTFUNXUE08bxwbmzyOPvfrTaykv727/9SqFqFX62SQKmgbQI++SYrJO6J2G2IQHOe9xti4RcmJO36eae9dWyNj0pr39VanFx0fI965Ye7LOpmQnLDWaFcULmUm90eXF+Sfs97Vc4Y/21nNYb3Q1eq1kRr3uVPctkc5bNZINOMcfHUKBFkZ7FchIusQuPTnmMrq8uimjdsOGJbisUCra1PWm3P/1ZwG1X+bK+6Z6IEMrYFclaLZYCeUp9CNfbPzwQ9nw/rYA74STDWn/ZXu27rV/f6RMXR6DTEWC8MuNDKs5uVwKpxFhEu/lth95P1j1LGQet1vtI4EKk8buDD0RWWSQX5GdCatWXd1AleQbxm5AXGQb7uwPByzl+MxJ2FZKUD6GFOafmBkloVear5Fw8X798aXb0Ix+I72HhM6D+zOmYEMvgxrORZ2SzJfYjuJI/0yW/JxAQpy9iX/K7g5f9cmIv0blmSCRM2VMHdIcQ05DthKXmRUzI/4gD9dnScwc9oe6XVR+aga3n4Qg4Ao5AuyPghGm795DXzxFwBBwBR8ARcAQcgSuAAEaXjIwvI4rbNv/oOyt0zdnnX3185pZ/84fvLWPjdvfuJ8GojlElWW9Ib6rLmAJpV87n7aXWMu0bKtuHbbSW6aFGFp08eB4D0knNQu8mTBOYCbOGQQo5jBBLrpxtizELoxMSPDioO5+zZed31REA0WCs1gGehSCKrbDV2B6mH5Que2H4YEBG8KILRs56R3M68fhJDJ4hjepMfdvB25RaU0dU9TDCNNQTfKn4GWR7c9uefvuN3Rzqtr/+uz8/Qw6H30J98caBNKQPkKSuzHV1srd+Llw8583iwrItifjMdg+aViW1jd0Vm5wZt6npiRPVBK/TvObr7U15n25tWV81Y3kd7+Z7bXhk3IZGJwJZiucX691VhUUIrSuLdl8mZSurC9bVt63jcsCFPt6Sh+kHH38eRk0dsv261Eo7Vt7YlsfpTjhHKGDC87K2KV6mYR1VnevqDlq7f99RB+gLH0LzhhCW2mNoZy6MukQdDhIvjB/6DyIgGUcx9VEl+XlH4PwRgBxi3sH77uWWCFPi8EogroZErg3rdx2e1a32LI0tj0RbI2HK7w9CqLK2aknzBOQW8yZpmQSYLwkrGwhT7XmOkiYJv6t7dK/+gjAWGZOMRtqdPNMuL0EGFmBDKGXmL174eFcI49gPrdonXfaaCA99qU5gPn1fwpS8EfSBfNGVQMpKWfAwXhNhuiNFoKy0fjSjL/z/BV2CUN2EMNWebOpZhfx84wg4Ao6AI9BZCDhh2ln95bV1BBwBR8ARcAQcAUfgUiKAQQajw4iMMaWFF7Yuz8+bH85Y7ozri2Jgf/F4zga7J+zLL78KRvTVUjV4GGAIwZCH8e6RyItC95z97KtP2gLXYGDRJhpa2Ku6bwnnaMdJ5SjCFOMQBj9E8O/n+fW//tqKpZJNzEzbvU8/ShK8xxZjUnxLPyFmXxN775Htlb+VvgNbyD3IMky44YWAoCCH604zQDuMMCXfoE/1AqJ6oqfxuDENdQ9eGNqTBi8V5gESN6avZ3duO1UnIaEpkS/1ysQ6HWwPyU4jrfAyTQy7dS966iyhnhh1meuCcT82ILl87ttIehY0N0+KKD3T3K62QSo+efzCtkQ+91SzNjhwyzIjE8HrB8N2IEDUOuYZPKLW5l/I6L1q1W6tZ7qTtVotFea84YlJG5mY3p9rGwHB03RX653uao/slndsR2uz7tVqIk779Elbby69H7K38d6jjoEfzzrCfqb5qIJ423XrQ5dFo38YE/VM6DvWCST85UUSFEe1yc87AiAQiaX10q4taN1gSEaptUK29th0Ti81iDA9D8/S2Bs8h6Av4/MoPmviPAmhhZcgJCjep7xgwTXmeubM4DGpzBj94dmqazxnGacILzFAIDKmeVEFIrVx3IZEl2jDXDWqPiT8Lt7CzF/0Ly90XJSEvtUGUpxpGvypT3jeUbkzCHlG2pvfUhyjFuGFS+k06/KuFrXetRJCzILHsPAg3aqIVEJRE6oXXYq6coZq+C2OgCPgCDgCbYCAE6Zt0AleBUfAEXAEHAFHwBFwBK46Apg3ZIMJxpjBvZLNvfzRunIlY33Rs8pTGdV38902PnjNbty+G7wfojEjGFUqIlXlYdr9nuWctX6H3ReMLMFok1zl+2Gmn9OSNkcSpsofIxFyMM9mkaZkj0ELwyRkB6RBDG96RrtWqO9V3oQu0wYjLsY7DHQY9sAzIUxl7tPxYbrTDNyOIkzJO9RN+3eVTV1j3Xf5osomhuo6cd+MSjY5j5O06yRFtsLLVLb/8EICxmME7Pkw1hKigrOdLTSN1rE26srCpvXsDtj4xE3rH5kMBE1ck5BW8ixhHORXl6ywPhvGxl7vsOXkidqnML6xL0+KSLVQstLKptVEnPZoLdOe/pR19/eJMO01vE+7eviIQGHQvUO4ilFftvZ9wz63UB/GcDT88520vNQzoVCmeHRFj1SddjkEgUT1E6IC/OpDIcyJkB/HdM0hOfqpkyIAAYlX6boIIzzwIBF5WYGIITMiTCHZ2kEg1cR7iQBLPNEjYYpX+rZC78aXuqgrz1LGKnNJGKNSKh5VCOM3y0ZC5BIItaBz4czFbJgvkHoVky9N2hKqeCLbE/qTFzj4/XzRkjwPkt899CukNbWibvy+PErivHBYEvIJc7BQJB1p0AH0Au9pPpCmnBvPiECWXkOcEup5Nl8JhGmYx3VvK/rhqDb5eUfAEXAEHIHmI+CEafMx9RwdAUfAEXAEHAFHwBFwBM6AACYO3mTvrZRsefZHy43s2L33IEzxaHry+Jml98bszp1PLJ0bkGEjWYsqhNDaWLbF5Z9sYLo/rKN3hiq35JZDDS0NBhhwwpBzGjmKMCWPWN5hWb4vaUreGJ4gxzCi8i8SptjcnDA9TS8maSOmGG+DoVAHsgEHIx54JrjKA0TnTqsnJ63NuwjT4/KI9UcnYv25J3r2JIbq43Lp7OvN9jKNYywx2yfYMJ4hisCzVXpwXr1A+7a2tR6qwvpub+5YV2XUMmMTwUMUYzbrJcYQytSJNqNPG0sLVi4WbXRiSl6h2TN7/rC+6e5OxWr6sA/HiligycxSA/I2lccp65xCnr5L6JNk/ns99zGO45gIMyRfJBjlIUqv5VJh3UDawzmXtxFAP8AuYske4gLhWY9HoJOmb+PWrDPbIpHm89VAmBLCFMIKr1IIU0K4nlco3uPaE/WEZw/zBSrCM4i1V6n/ltqB1jDMGG94g0MW6jC88BVfaOBlDEhgXlZakcchYX4TbTuuBq25zqwQZwbq0ey6BA/TdG/oT9Ywxdv9IiX2Y32Ih35I1sxNvPfpu8Mk3se1w+YDdIJ8eKaUtScXvGk5h2cp+sE1yHLmZUIUkyfn56Q/jAN0h3PoWLP74bA2+TlHwBFwBByB1iDghGlrcPVcHQFHwBFwBBwBR8ARcATOgABkT79I083ZZwqHOGt3H1yzgTOG5cVYsTAnUnR+w0Yyt+3B/Q+D0YuwWRhUdjdXbEGEaW6q78Rr6Z2hSU25hbZghEEwyGDIOY28izA9Lp/3IU1jvWVvSjxMVRh9jEGVPW1xeROB0M31vo5XGr9yjC5gogVXPgh4RkIFWFuJbzMI01B32iC2lyZQZ5aEjOs16uullVZ4mV4msNAHdDzZa+04Xn559EwhcQesO6VQuuNTttuXURoRpfV0je2P+s8EE/LRJuTVmOgMx4TprZXKVi2UrZIv2Z6UuCedCh6nPVrflDVO2eNtephgx0+Iz+QqYyB6hzemD+lUd0inGwMphX4k/Kf+0bArLIk+oBfJ3BfmjDom6EHwEAv75Bgc8bAGc8ev+YoTCSZ+U0E4ssYjfZTVbzg8o9FfCEcIxnYW6v9qWx6CIk7RIfQlozZA9AbCVMOZF76IksGehxUheSHPWOqByCUXKaAbEaYmza4NxPFxBHiYZxmZKpwXuOL3BBdGX/KSCGOycSyS7nWNdSU2JLlxfxvTkbxx3iQ914iuwO8f6oq6kQbhemOWb55PyovX6c98RQS4+hPiP7y0InKUOXq5WA3EOPlBljMvQxzn8a6W/iwWtOSH7qd8JIR61n3UrV6VcN43joAj4Ag4Ap2BgBOmndFPXktHwBFwBBwBR8ARcASuBAKYGjCobMw9s569WbsHYTqYfcPgcRIgMFBgqMD49fjRCytv9tutmQ9sYmoqeBNA2G2pjJXC+62VepK6NCtNNLok5pjT5fo+hCklvS9BhpEKbwwsRxihgtFMDTlLW07X8s5KTR8Hgx4HdXCALQqHkETRIInxDmoGTDlGYnrsdvFccqV52/fRh1DH+ia2NxId1BePsLrNsXkVbsOcmu1l2oZNPHOV4nyBR9f8/JJeelmxcmnYetOjdu2DO0HHMZCj6+jQYVIfDvuXjkq3n+AEBxCkrGMa1jjVvlauWDVfDOudcjtepv2jQ/I47T80N/Qa8ijqN9wLBAz7RsEjEmM8HnqsAUkYzFaN5cZy2/0YvWCugMCAkAATcGKfEBSvPUvBGOIrmU9ez4/t3sZOqh+hbAnBG0OVEu5WTndhbceprELxSm/VPeH51M7tYs3VJRFekF8MRbwKWZsSwpT6S5XCeQgxvEn50HZC+pbC+D0wgC+gsdQRaUVNCHNL+FnmozF5DMdwxEmJKlOFamYM4WyZl+P4ZLwi1I3fKMxrEIrxBQaucR/3I4xjjdS35rqYP/mRlLEO9swF/JYk7zjeeeEqpmHPeT6kicJ5hDOcJw+Efl0RAY7HMeQp7cZDmvIhTAnlzAsYrF06ldULMrpvXfpPKGruId8hDQCKIkQ8oXqpa8QhFOIbR8ARcAQcgY5AwAnTjugmr6Qj4Ag4Ao6AI+AIOAJXC4GunaIVFh7awGjFPlRY3mjQOCkKGC4wcmBQ2ZJ30rNHc5a1cbt15648k7LBi23u4beW75qzz7/6+KTZdmy6jY1N+/Xv/2QlYfDhZ6dv73sTZPRFvU/oSwxK+nMBk4iCDjh+l3EtuZ7cwRYMo7du+KKTkXzBSAjOrZD31YdYJ9rAOKXOGFkRjKlxvMfqhyvJ5dBozne6DrmXaeju/Q3diy4k+pCsSffTw+e2vrFj+cKwDU9M2ujk9H76djhgTdOdjXzwOt3FI0kheVO5jNY3lZep3KXxNA1rnOI6LUGvG18IQO8PM6iTJpuSsV6G+UkRTzkRT1dB6Hue2QhExsH5KyFLtV6v5grIC/xuWUMQIkZcxz5Rw/wAhpxP5pM4k4Ssk98GzLYU1XCJw8MIm+Qu30YEYj9syRsPojEJVapnkfCGWMMbEWKtXULxxnoftUeXNsqsRbobdA7vUYgv9ghqglqyVuuayDE8UvFGZYmHcC2kuphN0Flt2Md6sm+mhPlIg2lQnu5jCs2L9y0CJpTFy3CCLoQ5rug4EqbxtwgoMp4TwlQexzoRCUzyQBjrzI/8nmG6ZGxHEhZ9Iy/2/EwIhKlOcC8voEBiQm4m3uTJbyjmCOpBvcib30NhTlFZlMO88HpuSNLhIQ0xui295kWWflV4XJ7S1B9SlPwIT8wLLCPSb+qD/qMLELiUP6a1TckfAhUCFk9VqYmLI+AIOAKOQIch4IRph3WYV9cRcAQcAUfAEXAEHIGrgAAGmYVH31kqvWhf/vyTYIA4TbsxpGBYweDSJWvJU7xMtxViLT1tEzdvB2Pq/MPvnDA9IajNIMjokyAyJunPRQgAScSl8TiCg6HvIFbodRSuY8wjEenIKxopO4IwrdcXszOGTZpGe2jXQWlsNwZJjLjsO1n+8KvfWK64ZP/wj3/fyc1477rT78mcjUeO2eYW65Uu29rqnhXLWXmV3tUa1Ln3LqfZGQRP02o1eJwGz295nFbkccr5brzr0v2WUoQEwvQiqGvjmI7tZt8oV5UwJcQrawci/RrcrPfaKBAUkCV4f0FQcHlABB1ERSBXdGt88YJrgXzRPpIzMS8IHggReIw4f6J/pGskc2J637+JAPhDlkIyrskjj75ABgQeHtEQpvTJwf57M5f2+RZDC6MXEHXwpJBp6A+CSqJ7kGCLhSR0L96m3Je0/GLaQu0CEai6ou/o8GEvYLxv7cg7JSwy6l+8TPv0+5yywIvxBiGITnAMTjoM11+jk7z8wFhLcK3Pg8qTNpA/uqJ3RESA8gJEMg7BHZI65E2+Kof8UTewp3+oE/9fgNzGezWGxIUwxXMY72fGOoQqZVAHSM+R/l7t1dsqs6rreIRCmLIOKd7DtCl6mDIf098qNpzDA5lQzZxDH9ALHYYXBHjBhT6hXM5TB/rExRFwBBwBR6CzEHDCtLP6y2vrCDgCjoAj4Ag4Ao7AlUAAo8f67DMZnl/ZvY+u2ZCMzicVTBOyqYQP98jWEeTrP3xvPbVRm7z5UTDMrM4+st7Bkt25dytJcIm3F+1heomhfa+m7euqckFno2DEq6vtWwQLVjuShusN6biX89E2h97HPLjWTGkGgU59aDOGxqTer82r4Zo2jfUPY7p+jrZFwytpO1XOmzAF56hn7IOetVBPTtIvsU6J8d1sbm4pkKXbBYW27R+10Ykpy7SQLEXHwAGdgizhGEl0MjHMc3wSqRbLVl7blMdpRd6lMtCntKapwvN298lLSd6nXT18MNLXCzkiUzyxCDU7KC83PLoGtMdoD0FwzK1H5Njep6MOQCxAViCE/YR0a5RAxugy6SAruNy4RiZzH2nIjzu5DiVzEDOIHTy/mHsgNxDuBd9ArOgc3xHujXnUkyYXrtiW+SIhqwhLu2cbIpY29cmLFAIq+gEyLfGIhpZirhGBJpwfPnxkmUzGrs3MWG9KY0G63U5C2+LTJ/Z1Y/1Cu6V3tHmOtU5FhsXnVmO68ziOOohegmLQT23QddrRCsKUMvkwNhiXvdpT1j5hWkvKjQQy+nCYxHyY/xrrzxiEzAykqfaHEaaUBeaMS8omL9JBfvbrw3yZEKYJCQoO29JN1phlSsFjn+uMcdbYhTDlPupK6Fx0GdIUcjZ+8F4lJG/0lAZjyiTsL/MxcwgepsxZtIkxgGc1bYuhqiFhyc/FEXAEHAFHoLMQcMK0s/rLa+sIOAKOgCPgCDgCjsCVQADDTLfC8q7N/miDCst778HJSE3MEhhT2GNQQTBeINvyWnr6aN6qOyM2PT1t2+tPbeRav01NTyQJLvHWCdP27Vz0FYqAPYJRLqhsXW/ru+SitvVk+/q9f6F+cNz1g+nP8r1phKkKj+M11iN+j8RHggdm7DcFI2sc229e6Zxv502YYmwG12Ds1zH4YfgF44sQdJX+hsDCwM16pbOvNq1Uzmjev9HyELw0mw9GcJ45GMg55hwGegzdRRnTqd9JBM/S2k7FdsOnGo5rpR0NahGeA2mtbZoO65xCnr5L6A+M8hj4ISiGFAoTMgrD/WGEzrvy6oRrUS8hQSEY0EtCokKCNEoyNyRhObmHfiJJ9CCN+sQsyTVSHDZHoGuQI8FLra780WMNAoZ/pEHQB+YayqgnDeev0ibiTv/gNUfI0i15l8b1OyGKWLMUz1J0FsyQWrVmz1+8tCd6OW233GXXJ2/Y/Qd3rU9r/bab0EbkMH1hzkQf8Bp8FQjThCRO7ji/LajyQRcFeZDg1Vk/H/W/3pQkQZO2oWxt4vxItrG88KzWl/D9mPLIJ0rEOubNuEN1OM9MB4mdPKt01JA/aZJxyZ0cs3Yuc3jincpZ5m9CLOdF7jN+R/XiCeG79RfSMtdDcpIOD2lIcAhQ2oBHKi8F8GwkxC4vruDBynfqRv7UgfFAqF50IxK2zNF4t64qtC/XnDAVWC6OgCPgCHQgAk6YdmCneZUdAUfAEXAEHAFHwBG47AhgmNgrF2x97qENj1VkZDshYSprB+QTVo9ojGnE6rFC825vyMi6l7N0qmgjMyJMZ5wwbcTosONmEWSH5X3Vz2GgwxiIfT4xFB6uu+2EUzP1gfYjGCERvoMFH46xC2Oc3B/PnEQ4lxx17PYiCFMMxBFf8Asvp1wAkHQjel/VZnOzIM/SZVtZkaFaIXhHJydtrMXrlZbyedtcWZI3aD4QpRA9EBEBG2neiNZMHRybCoRpJM9Oqmi7IoogSqvFklW2SyFEb09a3qZa25TwvN36sMfb9DChO/jgcUX/EOo0GO4V5pfvkZA67N5OPJfoI16fEKY1tb1L5NvbhGmz2kZ/sr4gYyGSIOJKwhwTfntIL6kLcw7hNzl3lQlTyOQY4jSQQCJN8apj/EI8QebPKBTvoMIjN8qOxsDjh0/t2eJjq/aVrW9zyH728y9sYnLMekQsdetFAvLYrYl0qugFA+W5tbVlS4tLwUP7o48eyCNVa0LW1wBuzPu8jqkfc1SyzikepqxxGX5lnlcV9svhOUhoXOBgfmDc0C/sr5IEHLRhfNJ2ZlHGaAi5CzCSSOJynNb8OS7ClJdPuJcfFhDN9KuGeViLlj5lXuC61NCK+g4BO5FN1uQNnuzhZnJMJBCrSkwdeNGCeZkkzC14njJWeOHmtM+PmL/vHQFHwBFwBC4OASdMLw57L9kRcAQcAUfAEXAEHAFH4AgEZIMLBpCN2WfWtTdrHz64ZrmBzBGpX58Oxje+yoARLEo6gWkrft3eKtpPj5+F0Ly9qYLdvX+yfMmyk+V9PUy//tdfW7FUsomZabv36UedDEVb1h39DEqqHUbAdpdmEqaHtRU8GMtIgEObCEv99P73JFVnbs+bMA3zowDEcwccwfQiwryGPtQGg/WsQvDOz60Er9LdnsmWh+BFUyBL558/sYFM0dL9hQQDnadekEOVStayQ3dsaHzKKjxDQoW582RCKFK8TfdEBAXyVGubVrW26a5IIaRHHnb9owo5rHC9Rwl9w1xA/2CMx8tpWIQUXnysvXeZBHjRzZ3dZM0/2j5QJ4db0U4IjED4KXMI0YQojy8SQHCIMBERAvbRu4y+oF5XURKycDeELcUTDxIIshmvviHpI4RpY+jSiFFeL0L81//7v1tlZNsmZ8ZtZXbDJvtv2Geff2LpbH8Iz8tMVCru2MKLBXvx/KVtFNbU+VXrr+Xs9s07dvfebevTiwYXIegk9YuezxBgeA7S/osQSEHW64SUo056tyD0w8XU5iIQSMpkHMbxSNv5Hp9jAQtt2MeXTdBR5k2mzSRqQDLPcMzcznxQ1niHPA3vsGgPaYq36FRYkzd5eePgiyohWoPSURb/Z6Ei5IcXdgzdfJbnh3JycQQcAUfAEbhgBJwwveAO8OIdAUfAEXAEHAFHwBFwBN5GIDGAmDxMn1lvnTAd0DqmnH+XYLgIRi4OONY/jCCcizcvKezjysKW3tKvyNvhk3g6pL+sGwjTPz18bJuljNZwvaM1AY8nnxuxKMrY//W//bs8o/rs+ge37Mbtk3n8Nubhx5cHgVYTppcHqXe35DwI0zAVMgeqKuETJkO8dpPZNBqe313T5l7FqIyxGa/Sl6/WrVDK2sDodXl1Tje3oAO50eL15QXbWF6yXHbDRob77cFHt4KxHVgeP3puG+JrIG6nbt0JXkgRtwNZneprrbxjOxt5eZ2Ww5qOhOTtzWaCxylepqzp2MUapwc86agvHwz/OQhTGf0n6p5Sp6pAGyauq+EbL4jg9RXCYgp0QmBCcOBtWlfVprUCUryMEkr6xT4xFvitAElCHcoibiHFIGFa6enatAa1OKN8g8ccx5ClkEd47I1rzcYhEfnBAy+wRkko3spO1Z7o5bSfXv1oY7cHberapD1/8spKC3t2Y/K6fXD7A63x22Nb23mbezVry+tLttNbtKzGZDaXtpWlNUvnR+yzLz61iYnRC1n7lHZGL8JNhSBmncuLDLEKQc08wJyAB6R4uTCPJpp8NiUgL+R98khyuJhtnCPjutA8VxDmDELwTmR6g35CNDPk6UMITfR4px6Cl/8jMO65FRVmPiBf1o4m1DSEK9jjwVrP/tA5KcwdyozQzfN5eSKrLGrDx8URcAQcAUegsxBwwrSz+str6wg4Ao6AI+AIOAKOwJVBIBhCtI7p9sLDsI7ph/dvhTfr3wVAME7UrRN4+cieJI+h1wYLjCgYRJYXVkJe01cgHC94vS9hSh77pGkuax/eu2fjk+OcdrmCCDhh2pxObzVhGudDjLyszobBmHP4J0J4MB8yz56nUP6W1pOenV229Y2ybeeHbVDhb1tNltLGDZGl+fVZy8ir9PqNYZuZmQw4gM9DkaWbdbJ08tbtBKs6Xu+LD96mu9Vq4nWqwmqlilWEAR6ovZm+sLZpr0giQvUeFPoHwjR4mMpwPy4CAHKqkwW8ISiRRkIUsgMdTT6ExCUc7mtyv1ltpvxIrARyRCDHczgPQqTgwach0lJP12a1p9X54FXK2p14WOKNx9wBGQWBj3dpTvqIZ158CaNUKNvGyqb97vd/sN2xvH2uF9MIq8s68o9/eGK1uT6b1JgvlktaS3bLugZrCn+dFak6YQMDWdsTYT0/u2SLL9dstGvaPvn0gQ0O58597VM8EFnrdkvtXtOHUKsXGQIXD9NcKiHzklCv70eYMrfwQRiNfDpJYv2ZJzim/oxrnmtgxTrIU9lU0FXOQZIuK1QupDfkJkQp6ZP7kpaTD/pNiHbunxRhirc7+k0ph81byZ2E8RapLmKdcbJW0pqo0p1OwzS2xfeOgCPgCFx1BJwwveoa4O13BBwBR8ARcAQcAUegjRHgrfCFR99ZKr1oX2J0w5pxjGCgiMZPCFOMr9Fqwf1xnaMTZHVMSZ1zuRmEKa1dXVy2R99+b10KKemkaef0f7Nr6oRpcxA9L8IUo3BiHE6mQubBsObbOU6CcV7e2i7YTw+fWXkna7VurRM6Pmn92dyRgMYqvo/hmTzmnz+1vcq6ZdMbNn1t3K7J4y34auni44fPbV1kabV7IniWglUrpVooWUmEEp6nPane4Gna3d8nwrTX8D7t6uGj2tWJAELwEvIUcmqohWt7trLNjXkHfeThLGkk2pIzSZhRPPvoBvS08bnfSLDG9M3aR6IWMgViDL0hLCcEylWUEJ5aOEAAxbU7AyYi7Ubl6Yz37WBD6OQ9pa2JNCpuF+2Hbx/aQn7WZh6M2sz1aXlPy8NPROjsi3lbeLYq9qrX9nIVeZZnAlE6PDKYeFpL53nZrarw1T9pXJZmd+3a5A393ri9H8YXj+xWCvqppgTCa1PeiFt4lmrPurZ4neov/qRsZTXeyls/h0N4bqg7yNzgFalUZ52u6Muo2eRx1nzeqmiLTlDXOBTpHyQ5h/dn8iIQJxivhNoekOfzmOZNXjgBL/pyQZ6fEKdICJ3OPnx7vYmhfJlvuZ/5N+CjDbpBHSgjviAQ7wxrlypkM+Ml8WA9mHNM6XtHwBFwBByBdkfACdN27yGvnyPgCDgCjoAj4Ag4AlcYAd7yZh3T3d1Xdk/rmA4pLO9JBGNKMGzVE2NUQTCzYYSORpdw8gpsmkWYAtXssxf28uVLywwOaH2xezYgj1OXq4WAE6bN6e8LIUyDwVeee5pb9XcuEo3N81qvlDC85fKwmLARm1TY23eRD1QvVjHkcYbaFrVe6ebKkvXsLll/X0HPkds2JC82PQaCERyydHNdzwuF4R2/UfcsPUM5p7mFdU13dypW04d9OC5pfVNZ/VMD6eBxyjqnPZCnyhjD/0xYS68neD51OoEHEQchicRQl+FLfQMpQXhc/LOiDpAagvswgrXx3vc5jnoaCF3VgbIPI0bep4xOuhcPuXV5ykEA8aFPpIo2KCJpSp7Og/oiLmmfOKpqUc0dhZ0u5kv261/9xnaHyzZzZzwhTBlvwnRX/f7k0YsAw9T0uGW1Nn14MUADMtmTLkm7tbEdXq7oWc3Zh3fv2phC856HpylEJN6CkF6EV8WbM+okxBv6G3TlnDsTfQxztg4YPgGn96wDeSK0p92FtvN/AgQPcP3tj1FeruRaIEullHjhs/Yz8wv0KJ7CeH8ui9CE2IxyWLvJa0z6DWE6KE9qXrJkHV/0n/QQ14e9SEEI3nl5sDJWGDukd3EEHAFHwBHoTAScMO3MfvNaOwKOgCPgCDgCjoAjcCUQ4E3vLoXlXZn90YZGduzDBx8E0hMrSWI2ORwGDEmRMCVd9NQhNYbyd917eI6dfbaZhClIOGna2frwvrV3wvR9EUzuPy/ClPlwPySvjnlhJCGCmtOOd+WCgRnj/k+EvN2oWLE4bNnRCYXhnQrn473JPJ18a5yfkzCI5BGDIcY73r0nj3Ihb7PPn9hAumijo102o5CfI0PZ0H7qNScCd/5lSWuWTogsvRPCjXL+vGRXXnSsa1pVCNOKSCY89HrSqeBx2iOP016F6OUzLOP9TC4VvEvpNziDVnpatrr9hHWN4SrTYkBpU+NzGX1JSMvY7zqhPzy6EqK/UUOaX9uEiEo04SicSfOaZkrq3/yanG+ONCm2nT6IIUzxsExCFOO1Ryjebnne9QbSKNaQ+8rS5e31vL188coWtl/ZbqZiX/7yM4XjPVt/Qa7Ov1qwhRdrlisN2/37921sekRrsKdjsS3ZR8K0UNkTBkkYYnQPr2cwKYlAjb8vYwVoYZxXOYeOg2G7CPWD+INA5AcwbaEN7VTH47DC2zwr72aEvqGfaBMEJ+FzITGZH1j/GA9T5hX0EvJ7Q2TphvSY8NLo8lFC7uj4tObbYe35P4huty3pAfskf8pUWWBZF8phnMzWQ1dfZOjmWCffOwKOgCPgCJwdASdMz46d3+kIOAKOgCPgCDgCjoAj0GIEZJOQQbloy69+sJGxin14/wMZQXjLXoaK5O/QGgRziDbs900a9YP974feeTlPNpswZT3TuWfPbXlry0bHRu3a9WvuaXo5VefQVjlheigspz7ZasKUCjXOhfE7c2AjQcX5Vghls24hXqV4ceZLCr956648KLVOYX1+plzqAwkIKUG9sENzjjSsKYlR/zSEKfeua73SLXmWZrMbNjzUb/cf3ArPjWDjVgLy/sPvv7dCftJufvRZ8AaKZejSuQgEKeuYhjVOta+VK1bV3LonD1SASGX6LTM6aMODaZsQaYohHyM9REAr1vY8l0arELz0tkVA0AcQD5AS9H3oG10Hf65B6EA84dGHQI7068O+1UL5CPp4ULgGfd+Y5ihi9eC97fw9jjOIKHBnrUfWYizKVQ4Y6CtCQ7OeLqQUeohEPPKbBVt5tWILi4u23bNu47cHFG536lAMw43HbEK+2vzxt9+GdU+/+Oxzm7g+ZrkTRho5JvsjLzMPgAX6h5cg32kpXopL8iDcUmjXRkKMa3z6hQ9jFAXerJPMRxZyjheoG/NrRpMGoZT5jucs7aGvaWsnSAiVC74SQiRT70iWQuBn1T7axlyCJzr9QB/SX4vqN0Lysj7xUXxpxGlInqU3BlKhLykDj9RVjQME/Wf9XuoS/h9CMUrDfACmr7ZY65cyOOPiCDgCjoAj0KkIOGHaqT3n9XYEHAFHwBFwBBwBR+AKIIA9DgPx4oun8r55Zfc/uibjcTYxVOgaBg6X4xFoNmFKiZE0nRcTcvPmLRsbHXHS9PiuuBQpnDBtTjeeB2HanJqeLhcMxRiRF+aXw6e2M2K1XnmWjkxYn9Yr5TpzN/M7xm1egqmWClaSR2hBIXTz29s2Kg/U0cmpQFhg4I5k5sGakE8kteLxxtKi5ddnra+/oHCgQzYzMxnIHcojDUZw8vu6Tpje+eSLUJdiQYTP0kK43pfJ2MjEdGL4Vnrq3GphTdOdjXxY25TwpT29vdYvb7rcQL+N6pPr7933oIoeTrSdNnWS4OFF+EoiVhI6k1CajYRpbEsgTJW2KizoM/ovEHVqdOzzmPa89ug1ugOhiE5EHYaQog2dKrQLvCEC8T6kffQTZBHne9U2vPuGRSahe40EcVUEf7lUscJW0bZWt+zHRz9Y17Ud+/LPPm0KHF+LMK2+StlnH39qUzcnLCcv8fMU+hv9gwSd1xqYEGPgwzkEHcBzE8KOMK6CzZYOhH5NUp7/Fo2E2GaMDcozeELEIhPGalHelmoP4YYhTTtBaANkJrKlPgDnhDDVWqMZrTUqlpSWxLVJaVYg/kWUrqg/8A4O10MOb2/oR7CiD6+LMMVLlXvwHN1QHvxfhNDohKJuHO9RP9CLlyJM2b+rnLdL9jOOgCPgCDgC7YaAE6bt1iNeH0fAEXAEHAFHwBFwBByBfQSCAUOGupVXT61rd9buiTBlHVPskhiCXE6GAITpT7NztrJatfTIjI1NTZzsxmNSrS4u29LSkq1sbTppegxWl+myE6bN6c3LSphiqJ6fV7jb2U3b2cladvi6DYxDfiYkU0mkKAbnDXmAEuJwV2Rpuq+ieb3LdmzLKrpnYOSGDRG2Fw8vwY1RGiN0o/AMiIZrngkczz17atWdNetPb4gonbBpfSCySEsahPpRlz/+4XurlqcsJxK3T8b2YmnNdru2w/VaLWXdqUmbuKlQvbLMn4cBPHiaVqvB45R6ssZpdbtoKRFUgxPDIRRp8LKCmJGnE2TjYUQj97az4GGakBd7wVsr1S0CTn1T7579qqvLQyhp+op7ENoPcdFI2O3f0OID6oMmUJewrqWOIcrQYeoUPc5aXI2mZ9/YroIItIQMfL2GK+2SqgUyKbYzjiUqw5qla0sbGrfy4tveEFk4Z2MfDNj0tcmm1PWiCVP0L4Z1XchXgudtglnSvDgmIdLwvkU/Zkknku0iJcx5qgAE97DmC0LMUkdGEqQeH9bbfFeI2ous/8GyIUxpB+3akhcnOONJSvvAnXFIX+kvPC8IoRvnjpLScpzMIgdzTr7r9pDHsDCaFjFKOcsilvGG5xmQS8nzdFCh0VVW4zIfPJvIGyzxMMWT9V3lHF66n3UEHAFHwBFoJwScMG2n3vC6OAKOgCPgCDgCjoAj4Ai8gQAGC4wYXZWibS88lOGdsLy3DjWuvnGjf3kDgVYRphTCeqZrImQ3Cts2OT5h2b4+u3H71hvl+5fLhYATps3pz8tKmM4rBO/ibNEK5aylhyesN52zguaHHXlwlrRPpaoJAZMqJIRnd0UvwgzY9ra8K6t6IaZ30iYhKmXwhpiIZGmjERqSYh5ytJQPRA7PCkicnt68devz4f3bR75cg0EdA/c3Ikx7dkdtr1v36OasvIrIZ2J6XITvson7CXWZuHlXxvmjQzmeRhvIH2lsCwTy+sqi1udOwtJev3M3GP3LCmecX1gN6QdUp+xQxtIiB4bkKTYuTzFCQ3YiYQr2EFBIXMM0fDliQ/pI6kDYQd5dBGEaPcmoS/RWgdUl4wAAQABJREFUwwsNIgeyphMI00iOon+R9GOPRhJ+lrbhUYrQnrTWhwTzw/RsV28z1HRTQaT+2qJibkteLry0Qm7NvvjqkzAew8n33Fw0YQqBzJq7EGKEdoUIBaE45+BZOiYib0BEGyGjCXXLWpYx3Xs2/8y3SyXDiyAD1E8emJCKjDc1J6zJua4wsysiBKlvJwhzPnMe83xRa5jGF1mYDyBN9d5FmNeTl2xEnKpZNO2w58dh7VXXBV2PnsIMg9VSNbwcQZkQzjcH+wKOYIhwD8eErUY/FuSBTChrF0fAEXAEHIHORsAJ087uP6+9I+AIOAKOgCPgCDgClx4B2SOCkWTx0bfW1b8oQ9zHwXiHAYNrLscj0ErClNIhTUv5gi2vrdqevExyg4NaO5CQluOhcs3yaD2+pZ7iPBBwwrQ5KF9GwjQv8uTpkxf25PG6vDUVhndo1Lp6KoHU7OtLiMleEaSDgzkbGMzYwEDOcrkkasDjR89NU4jVuids5oOENDzK2L27CaH51HpFuspOvv8wyOVyNjUzrnyPjkSAgZt8FxeWRfaUggF+anpC92RCx9Zt4fb40QvLizQ1Ebgj12/vk3Yh0Rk2PK/4FEWQriwvhhwIQdzXu2OZ/mIwvtvugN364GPrSWeNNSE3Z1eChy2E6cBw1nIy2hMWdVSfEBq1A5+DkXgEAAgHyLh3Cekjp4NHGcTyMbe8K7szX0vqkZC3eJiiJzGkMKTNce04c8FNuhECiFqLEw2kKJw15CjnYz9AskVsIaWT7wneB3sJj9JSobz/WV1fsfXqko3cZAw2J4oFTb9owhSMIOcIyzovz9EYDhacIJN5gWE6mwrjEXKVEK4Qq/k6sYqeXITEELZ4TA6rjoFUVJ3pf0hSCNNQzw4h+NBRQuaih2CK3jaS+/QH59DxZJ98B3vSHyfkSx6En+YFCAQvVsY9Y3tEGEKYQto2vvARvUshTMEUb1YXR8ARcAQcgc5GwAnTzu4/r70j4Ag4Ao6AI+AIOAJXAgG8ODbnnlm1+so+fHBNxvajjeFXApBTNrLVhGmsTgjRq9C/taU1m5JX2Way3JRtadmsmRvXbfrGtZjU9x2MQDsTpsFUyUb2zsTk2b5AXzbC9IdvH9tPj54Ej5v0YL8R1jaT6bOx8XEZorsCkYnRm/kb7zX9vWH8xvD88GFCmnanpuz6B3fC+pX0YPRw436OVx5/K2/Sgk1cT9vMtdORM6gHBnUk1iH59uYWYvUnkaZbcp6risQdu3E7kA31W99MfOAbukfeGPh3tDYr7V8XSVrWcXf3jnWJNDbtu7WHNIZgWllcsZ2tfsukR23s5m3bXC/YxvyqVcVsZUYGbVCE6ahwHcmkAgGCt9hVkEiC0FboEnC9CIE4gWSEFIser+/ywLyIOjaWGXFDj/lEIoljiCb84EgDnvBDkSg6qadsuVi2zTV5jpflMd7bYz8+/tEqubyNXx82XkBollw0YZrgp3V3RSwuay1MQtkGwlzgQUoO6uWFqUxv8P5mDVi8jyHO2EO0BlK6WWCcMB/mSYi9CdWLNTkh9vdJQNWRtWkh+JYgdnXcScLwr/OZJ56P36d9oTwBSihe1jAlfHvEDFzpXzxRt0SQd9KasO+Did/rCDgCjsBlR8AJ08vew94+R8ARcAQcAUfAEXAELgECGJ33ygVbn3toI2MVu/dAYXkvQbvOqwnnRZjG9kCcri+vyJiahOljP6x1U7/6i1/GJL7vYATalTCV7T8QA0DL/AAR0M7zxOPvfrTaykv727/9yiYmx6h2R8s//9O/2JTIS7zLM7nkMzg0GDxIaVjwDar3SWPfQNpgdMYxB9L0yeMXtq2po0ek6dStOwETwjFCTvTLQL22tGgFeZeWtd7pFz9X6M+Q4nQbdAV5172koW54vq7L83W3ZyKsaSrnwncKeRJmd2t1yTIpratX3kjCyCpUcFdXxXIiSMl4QiRpTjghEByFfNFePJ634cwHlpv5QKHOC7altSF3SiJWRUgNySP32sywjQ+lbUDr6YHJVRH6AbkospSyqQOkY0KgcSYhbsJ6huqKdusNCF64MAje155ySb2BE2KUMRW99sD2NN67ha2ircxr3V/FPi3vlmxh+5WVFN6acLzNlIsmTMGKvq+onYEM1fqZyyIay2LPwS8jYpK1QfHg1GGYxyAkSQuJVpY3Z8ijmaC8Iy/mEvp0SHW6JoKPffDMrg8evCNZZxNSd60ecvYd2bXlpTjWwLXVQlm8pJNReGq8iTmO4ZazOoduQKbjWVrTWDuPOrW6zZ6/I+AIOAJXHQEnTK+6Bnj7HQFHwBFwBBwBR8AR6AAEsAvXSnjbPJS3UtXuizB1OTkC502YNtbs2Y+Pbf7VrN356L57mDYC08HHbUuYylIJ6YZgNMbQWbcRh3PttomE6ScPbtonXzxot+qduj6RMP3LvzndixEYnKPHG2QU35+JNCUcbqUqclFyfXrabl6fCYTpd9/8MaxVmpvqa6on21ENRqfwfN1YkzG8Z1Ik7t19vYKUor6E2V2VByk6h0dpv9Zp7esvBK+9wSGtjSpFnFao4MF6qGDdAvsWjOvcw43sn6rdFXmZDs08kAG+VxjkrSwiNa+XTrLZPoXvrdjwQL9I00G7MTNtuyI/uqTsff0pYVJ36Sc/lyuLALoVxxREKYQpRA4C2RPnRPF7J1pDNtx4yIaQ0Ysvl8OV3ZTWbxRh2ooxedGEaWw6cxRYbohofKU1SiFEISbjyxyBOBVjyjlCSLOuJd6o0RuZHoheytX6vBHzjvs3n1thZgjzAtcjWU/fJr0Z73pzT/lEZRnRuqoz2d6wtmpjCsLx4hEJYQpxio64HI0AvcCH8Mv9EKQ6bvQw5s5k7V+OXBwBR8ARcAQuAwJOmF6GXvQ2OAKOgCPgCDgCjoAjcMkRwLCXl7fOztYzS2nNui9/cTavoksO05HNgzCdX1+zubkNq/aO2fXb50c4O2F6ZLd07AUnTJvTddub2/b022/s5lC3/fXf/XlzMr3AXM5MmFLnOgmwb7rXAWuM8kFyNm6f3P9UXpjb9nz+sbxLt+1zrWd9HgLXBFnCmqaQpoQLnhKBC3GxsLBg21tb1sM6rfp0h31V3qC5ECoYAoT1VJFgeGfTILG98TSEaVWEabVn2FKDYzb3ak5hfEtWWF8Q+Wo2MtVtfXiXVhSKeHjaRgZHLNWnsJuTw/LqTTfk7IdXFQH0NfEufR06uE+K2KNP1DOwQTeTT+PZk6PWSJjOr81ZPr3akjHZLoRpIDuFLSToyy2tZaq1ShFehgBHQuCOiaTMag+ikKuQqvCRkG2MdbxNIdvwQOV6o5AHZCcvCEJs85182LCXg2u4By988nzz7tc5QeAOKnwsoXjHFZKXsLGNsl0RuZ0XYVoPLUx+Lu9GAPx50QCvbNB6/QJCch8QOorvxtCvOgKOgCPQSQg4YdpJveV1dQQcAUfAEXAEHAFH4IoigAHo1Q9/sly6aDM3WbNuMjEkXVE8TtvsiyRMv/7XX2sdr5p9/OUXNjA0cNqqe/o2RMAJ0+Z1yg/ffGd7qy/t7//+bxSqNQnP2rzcT55TNPZCAmIcjkb6k+dgdlbC9Lgy8ttFe/nTvIjlO7a9vW2Fva2WeLIdVQ+wAZdImhbk+SraMpyrdm3rS8WyOa2rrXQTWruRNVoJzRnWgtTJgOdRmR84T1ufPZqzXXnWEuJxt3vbatWa1oJVhqrEjML4looKhTq7bt1rehZOTNvo+IhN3VR436GEmD2QZVt9BUc85dgHAZyAbf2rvkMUnSY0bHKnb8GU4K+ss4quQqqxh4BjvVvIuGbInvLEszmG5F1eXbbtnnUbvaW1eJu4dmmsa7sQpuCL7hJmd04ephvBOzMhRKkrIVvHRFDmRFCCOQOfPoihj3UYCFM8PCFS8ewkT9JBaZIuEKb1uQOCjsvgTToI1qLuU0TgI0O/UiyELcTtsAhTQgUTNhghD/Qj1D+v+oswTdZYDZd94wg4Ao6AI+AIOAJ1BJwwdVVwBBwBR8ARcAQcAUfAEWh7BPKri1bLP7feVN6+/PmniTGq7WvdPhW8SMK0Xcm19umdzqtJu/YpBmEM1Ej0zsHo3M7SDmF5A2TasMeLCsF4f1rsWkWYUh88L9dfFK0v02N76WpLPNko5ygBFaBhvzi/bAURm8jE9LhlRXRHNeM6xzH0aTxP2pPKE3myihMJ5U0qjO+uiJJ0f18gqfZ0TJ7Pn76y4uKOpUoZe/DgfkcQpgl+CaEXQpKqHXA5jNmyvO74hyde+OhCIJxPCpqnC+QoBBjEGpgyfvEsBU/mQ3SyGQKBv7NTseK2/LwVMvr7H7+3vcmifflnnzYj+7fyaBfClIqhw4TaXRPZiIfmpj4x5C4v9g2IrISgBOk+kdQD8vRkbVOIUM41ev5GT1HypY8YC7Gf2DOXkIb+hFyFLCWELh6q5MP1RiF/8oAknWHtUhGm0bOYdJDn6MemPGMXtAYrxCn568/FEXAEHAFHwBFwBBoQcMK0AQw/dAQcAUfAEXAEHAFHwBFoTwRe/PCNDWVKgTCduTYhw1OXvLHk0dO1Z729vTIm95/auN+eLW1NrS6KMF1fXrVvf/t7m7510+59+lFrGue5njsCTpg2D/J2CMsLCQDBghEe4zm8SiRZTtPSVhKmeF7+4dff2tZKwaY+GBFJmbWbH1y/UK9csIlcA2QFx2CJgCHnmiF4mNXUQbuKyYlnH4UUFKb36ePnVl3qsQ9v3LPb929ZWsRtVQVCtiI8JxMCJiHLwjFn6xV7Xd+EhA13NKvSSRXCFkygd9CtRsIIAoc6si8FEgi9kzekCCa85PpV4Ug8N2Tnh3UEwBJ1wGswwfj1GAZr8XVN9SyNwO+UK8G7tFzasXmFpF7Kz9r4nUGbuT4VkzR1306EKQ2DvNyGvBRZuqK1QCFQwR+CPyXGEtISQY9H5emZkKiQpsmYZCxAguq2oPuMy0BsxoGpe5VdSEPoXjzNKRPP1G2RnIT15TqfKBQJKQtZi2fplNYuJSwv4ytmCzlalsJQd9YvJT8dBm/VODbZN+Yb8/e9I+AIOAKOgCNwlRBwwvQq9ba31RFwBBwBR8ARcAQcgQ5FYHN5UWu4LVk6VZVBqhqMwFuFVVmByzIHmQ0PDisU3HgwDOVyuQs3orcbzPl83uZWVuzZi1Xb6584tzVMff3SdtOE5tTHCdPm4EguVXlrPfruO8uU1+w//q+/vJC5CyM5BnmIK+3C/JqW4f20ITxbSZiC1asXc/bi+azltwp8tfL2jgjCqt0ScQqBOjrOc2AiXLuoTSQb6pxJU6oBGRMoR+0hTxHyn59dtNknyzawM6rIC19YVzZt+b0u29EHkgSyEeIbzzeIlOBtqH303IwkCTmSH8RNI8GiU02RSOzhVYqO4U2a1zqKEEHoW/Ci03KQtI31ILMphTZN9wbvPEhT1t50eRsBvAUhvfBwhELrFXaEhaXP6Ul2yae5+BXzJVtb3BCJv2tPXj6xnWzeJq4P27TCRbdC2o0wRV/R3W15aq6KeMTzE/zRZdYZTUYoHqaJx+mQiMtBkZgZMdiQ2Ej0AmY400fRw5Rr5EMZEJsrxVp9HVQI1uTDuI1lkD7pbUICd9twCMXbbUPyMiUMM/NAlKTeib5wzJwfydjEixUyNmlHvMf3joAj4Ag4Ao7AVUTACdOr2OveZkfAEXAEHAFHwBFwBDoMAdmdgsF3r1y0vXLBdkoFe/TDDzIWvrKcjMRduz2W7csGw5P17Vkm1xe8j6ZaZMDrMPgCKTO3sGjfPXpl3bkZJ0w7rQPbrL4dQ5hq3miwF7cZiq+rc9FheTHAYzwPhJYM/mG+3SdeXtfzuKNWE6axfIhTZPbVgkgbhQfVeoKVvYpVtZxo2Qo2NjZik5r7IVDb/QUaCJNIfqCrjQRHaOQ7NnibPvr+qRVmazYzfsNGpqdtY7dbGIj2FAvT26OQnP291p/SOob6DoHDJxKmlA2BiUDaQFayTz7144YRRN1CHZU+OX7tvRYyOWLzJmGKrmn9S5FBJZF94mcSL0nVAz3kk5bujWstSMKZOmH6NqjgCU4QpZBqkF30SyTokpCwJ+ubt3M//kx+s2BLr1ZscXnJ8r0bVu0r2hdffXL8jWdM0W6EKfgL9qC/WyJNA2FdPxfnUX0NfcJcij4PiMCMoXnhTBl39KH+wospXIM0ZVxBZjI+WGN0SaFzWe+UdHwOE8oI4X9Zu1Qhy/EsjWvWUg88WrmXfGM4X15C4AUF6r6j8zV98PJGnyBNQ8jsowo8rBJ+zhFwBBwBR8ARuEQIOGF6iTrTm+IIOAKOgCPgCDgCjsBlRQCDEEZA1mYixNncs6e2lp+zkZl08Gp4/uSlvdCabkit2GXFQtmGxjP26c/vB+P5ZcXlNO1aWlyxX//ue7PstN355MFpbj1z2nYl1s7cIL8xINCu/Sqb7z4BBCkE8dMJsrK0Yi8ffWe/+HDKPvnifMZmIy4Y1aN3KUZ1me1lgCekJ0cnl/MiTA/WaG52IYSqXZhbsp1KxXZFnBb3CoFAFZ1qQ2MDIYT7jdvXwq0X7YUa6w/u4l1ee42is/oOaXISgfDYFnn10/cvrTTfbSPjM7bXl7FKl3Lp7bHedL/1DWYt1Z/SWEhChUZShrKjUB7XGS8UHUJ7BsIcEie5RlrS8SxmbOHNiLccGsL5dwllRdKGY3QN78hI0FMVsmD8QuAQupRnPV7OHpL3bWQZoyWRzhBceAiCHYQbv5H40D/H9cnbuZ78zPZGwRZeLtuSCNNi36aN3cpZK19OazfCNOqzuiCQkOgzOqyuCC+eBO/R0EcanyJU+R7GjAYYpDb6TZ/FeyA3x/S7NqfBhr7zQsG67tuQ9yrrpNLPpD1K6HPWKx3WmBnuT9ZMTcaySFH9o15xzKEvSKInyZjjO/pCOZTH2qYQttTbxRFwBBwBR8ARuIoIOGF6FXvd2+wIOAKOgCPgCDgCjkCHISB7UDA0YRDSIna2tPKTPCV37e69W4nlSe3BiIUsLSzbc5Gn64ubNqm17u7f/9AGBnLJxSu8JfTnv//rb+3HVwX7X/63/3QuSLQrsXYujb/EhbRrv2LfhYRBImGKYbrd5aLD8oIYsAVPwAS+QJpFAu2k+F0UYXqwfot6BlR2KgaBWlOMzMpGTYF7K1bcqoSkubG+sP/o83stD+FbhzOpYv1LPLe9XQjelQvzy+F6UaHTIZ4GBnM2kGON7oTIWNT1mIaEB3Wa0Kjl9W7bWFJblTmcSChDpOnErVs2fvOmdcnbtFsduk+k1CtBGbGfY3mQqnisBY9UHUOMhtUQqY/Kh1AlDes1QpzqMEi4/436HU7coWsQOYxXdA6BKOIYwpR8oodcuOibNxBIPAV3g2egnHQ11+k9KLFw9Fckvt+4oclfIEznXyzZdz98Z303q/blLz9rcglvZtduhOmbtXv9DS/NMh/pMOuM4q25Vg/Zi5aj14wbCFP6CYF0Zb3eadYcFemp9xTC/ataGxUP002Rl3itHiXkAtE6qftHdD960Cs9CGNMG26FLMWLFL2hPMYrXq/h5QmNaL7zgTBlTdaN8q5IU71qopuPLvmoGvl5R8ARcAQcAUeg8xFwwrTz+9Bb4Ag4Ao6AI+AIOAKOwKVHAGMORtq+aslKC8+t2D0nsvS21q3L7BuPDxp2fv+rP9pGfsM++lhG8akp65Xx+KrLr//t9/b9j6v22X/8a4UtzrQUDl+/tKXwXmjm7UyYRtuypoxgBMYuzXG7yw/ffGd7qy/tz37+sd3hRZBzljB/ahPnUTCr2/RPVJPfab5dXV0PodA//uzeie45r0QQqITunXu5EIosrYk8lQdqXoQl4XshTpFme56CJcQF5XC8tLCSfBcxyom9vVQgR3bK2eBparsp6+8rWE+qoMgJ4zZzbTIQkt/84XvrrkwHr0zIkEBw7BMdXVbRyzD5YsVqqTXr6tVioJAjJREgWyJQhq7byPUb1iNv0y6F5o0SPEPjF+2hRujv+KIBe4jS6BkHuYJAvnCYFjHTrwR4qvFsDnWK94eUif6EcpJb62eTHbgcRseo6kGS/A658Y1cruYXiOVAfu1jpb4SVJBw9GGrUcOr+U+/+86WinN2/dNxu3ZjuqUd0SmEKX0Cyci6spsiHLdFdoaQyXXikX6J/ZPsk56C8JwS4YmXKGMpeJiKaIUw3RLpehRhyt30O/ddH0gFD1PGLBoQX36BxIUsxSOZMRdfgmA8E0GAcUY+XCuq3qzJCklL3akHKlZXMzJ2cQQcAUfAEXAErgQCTpheiW72RjoCjoAj4Ag4Ao6AI9DZCGDUwcCzOftMS5Qu29j19LHG7fx20X79r7+xkYkRe/DR3bCW3UWigNFpc2PbXj6fDdXY2tw69+rsijR4/sOaTfzi85avY+qE6bl377kV+H/+H/8kS63IGHnBtZXI6isHmiAYgBuN04lZuK1q+0ZlyqWS7Yrl+suvPrS/+o//4Y1r7f4FsnRlYd2GJwftsy8+Vvjb1r6M8b54RA/UF5qLd01k41Ze652OWkbhbHMD2RMT1oFI0CbsD6nUk8cvbEt5d4kYJU337kBItSdiFP3sTWflybVnudGJcD2Ty9n68oKCKCxZNl20kdEuu3Ztwp4+fm7l4qTd/eSL4D0WybG4hxx5NTdvS0svrbs3r7D0fdZbFgEzOGp9w8O2198fCNNuEaZhTGjDvRSKh2IkLvFA7dOHS3hqsw+hO3UOIhOyFFIISYmZIW0SYvQ1YYeHnE4H8g5POkhVSFfKdWkOAuhO7LOjCOnmlPRmLqyZW61UrbBdsn/7H/9utfG8ffUfvrAeOrouiXY0d7ZtN8IU/AOVqH0YT/W287IO4wPikbC2kKWsPwrhifqDDWMo6b8EI84TTnlEIXnxNMVjmzwgSgmLC/kaxxxp4zgiD4RxPKx7bw30BeKU64TqZlxDlJbVZ6xJitcr4xJylpcdGLvcS3qGNGVQVzxiqTvrCxOSl2LqRYXyfOMIOAKOgCPgCFwFBJwwvQq97G10BBwBR8ARcAQcAUegwxHAsEOIvrlH31pfZtG++vknJ2rR9988tPmlBfv8809tcmr8RPc0O9HmpkjSZxjmzZa1VmFB3kZIpVypG7/UuHOUPkvbpgz49/78z1rqZfr1v/5aHlE1+/jLL2xgKCEKzrGZXlQLEYAwHbk+Y5lsGxJjsu5i4IVEQrpkEWaERUNzONmGGzwgd5aW7J7CiP/d//7XbVjDw6vEHPvs+3kbnR60Ox/dPPZFlsNzubizpVLZXr1gft61hcVFS4s0nRgbP5Y0RbtQMfSMY3QsnKsfP3v80spbXZYvZa07nQmkxNjklNJ1ad7NhnshJVnLE8KCexHyKRfytiHStKu2FDxOOZ/PT2rt6c85DImSp0ZCRMZ6vHr6JOQ/MjhoXQU9X3QhOz5kfYxTiEtITj1MIUvwZIPgyVdqIUwnnquQo4T0pEV4mEGwDCkMPnVjbUOIIOqafJIaxxCwhOwlPR/yFi8TCKBheb9BCJ0nsRcwuuQb+hw5z3ltp7RjWxt5e/nilc1vvrTxO4N27eZMCPVMXahSY70SHeXK+0m7EaaQnoxb2tsYkppWci5ejwQk3p08h0LIXpGXjUQkGDGGWG0irhkNhhCYShruIU+EsRU9vcmDccj9jLGbg6kQkpe8qBn1KygDPF0hPxnr3DvY1x3GZUZzgYZlyCN4oCot661CmELUMjeRfyw7VMA3joAj4Ag4Ao7AFUHACdMr0tHeTEfAEXAEHAFHwBFwBDoZAbxWeCt+7mFCmH55QsK00cv0i599em5heRs9SZeXV62wlYRkHBwaDAaojz79MBC4GDsxeJ2nPPrhqT15PG8r1V778q/+vGVFt2vY1pY1+Apl3O59i6EXAzGeNpHQuYixdlKVKOaL9vKnJza4tmnXPx6zT754cNJbLzTdU3lQPv9h3vr6UvbhzzqPLI3gQZqWy2VRpjV78uSp7Va63kmaQiJAakSy9MmjF5aRV+3kVOIp+ky47GyLgOyfsoGZ24GA4B4kzvf73+snyA/ZP6/jrZVFK64tW28qH4jXax/ctbS8UNHroN/hjtcbsuJTK5SsuLxm3Xu7Njg6ZP0DaetSHxGWHlI0eoUyTooiRyiT8xmxnIMwnRLIHvIaFJMDebJUqIZzpIWsgYTRX5BYbng5QV94XkPODIicmchobUbtk7C9pHTpVAQKitqxOr9uX3/zjXVPVGzq1qjCRuslAJg8CTqMTiGcYs5thrQbYZqE3U1eNIhjScMnPGvYMwohLXnBYFMvGiTr8iaeo5CRfIcQBSqeT9zCKAS75KNrdRzJDSzDSwjKnHFKGl5oYBwijK+b8jDFSzWSoJTNGMZblNC6jE3uJW3wMhVhSv9ArBYhS/XiBGn5sP4qOTdUIZTjG0fAEXAEHAFH4Kog4ITpVelpb6cj4Ag4Ao6AI+AIOAIdjABGqN1SwTbmHyp0YtXuPzj5Gn//3//7axmnavbp5w9a4mUajEraBE/SerjdlaVVrVundeokQ8NDYf/Rp/dsYnIsHIeN2qS/C5Fv//ijff/TnKXHbshrqfnkzLpI4m9/+3ubvnXT7n360YW00QttHQLtTpgGY682dXtyMAxDAzXLgN9sZGefvbDK/IpN5Lrt9mfXOsJLE7J06fl6WBt05u7xHpnNxqwV+UXi9MmTZ7Y0vyzSdMJ+8Rc/e6so9CqG1lzS+qhLs6UQdjM7lBD0hU0RkCJLp0VwQlpEbzQyinM+e8gS8RZBxGlIXxMShRM881LaEJ53c/1J0OWdnaxNaD1uPFVLIjn095aQb7UoAnh1U8/McvD+6830W7+I01S2P5AvybqkSflkALmJFyhECoQK32MYUIgaiBk8TKPnGWXTrsa1FWO7yI9xBsmzvzajSFfyJy+XzkVgW96lv/ofvzH5P9vIBzm799Ft9bX6VH9xzmVcIOhYs7q73QhTyMjVYjWMi7COr94QIAIK45VxG7w863NEoycox4wb7oc0RSAxgVCnNU8k55kvlGSfsISU5eUDvL/7VRYhdpdUPuMR4dq1XOJhSn6M3Q15ixYq8jSlP/QHkUodh5SWlw/pG6rAiw+QpHiWxvVWw9wWcvaNI+AIOAKOgCNwNRFwwvRq9ru32hFwBBwBR8ARcAQcgY5CACNUrU6Yjp2SMF0Wefk//+33NjI2bKOjIwpL2GNDI69DxObksYOcZd296EmK6QuSNIbbHRweDHniSTo+OZ4YydUG/bWFVKs1++PX39nzhW3LTd5s+nqmz358bPOvZhWi875N37j2Vpu38wWtxddj6XT/W9f8RPsj0M6EKWMxeufUbcVh3GEgxjDdbrK6uGxbT15arnvHPvh45thQsO1Qf9YAffbtnFVLuzak9aTv3PvgTPNnO7TlsDpAnP74/U+BNM1k0vbXf/faEx/9gtyElNhSePXnPz23WnnaFCvedsoLIaxmuk6WQihGwqSxHNQQUmVD4eI3V5fCpcGxSRuemAokCboKqYGH6dbaK+tOrdvE9Lgtzm3aXi1nw6M3LKf08CWRuKVeUWo7FasoqkFN7diV51iXiJJeheXtSaesW/Mua07ibdqr84QBhSBNi4iJpCmkC+RmXHsUAgcyhfUUaVP0XmskTGPZjfuM8hxN9ypUKERs4t3qoXkbEeqM45oUvrpTtW/++K3Nr760zFSfffTZXemR4sjWBf3TkAghZDmFXumvKb95IEwrL1PB6/tzRRfJDWUDURvI2nr5rdzRtvAs0QaSkTDWKyIseWFhQC8ZZLU2MOOHUNeMa9p9mDBnEJ43rilKmkbCFE9QXkYgDWOLMsmPcURo7EwqGat4hC4o5DbkK0Wx9um4PLlJQ36E/t0QCQoZyksY4ETdqCPzSvg9rbkD0pYxTSjejXKSPrT1sMr7OUfAEXAEHAFH4Aoh4ITpFepsb6oj4Ag4Ao6AI+AIOAKdigAGqEqxYJvyMJ2YOJ2HKW3+3a/+aHPPF62vv8/6LWs9ffKq6euzXFbHmcTFp7q3E+DJDWTDPqsQi1EaSdW4JinXQrjd+pqkhNtFPsaTdGps3zsgnNTmCBtavHzu+2dPXtiffnxuxb1B+/SXXzW1/HcRppCleYW/xKA6MjB4bmGSm9rAK55ZuxKmwdirDYZ7jhHGnezF1o4epoTiffzdDzac37Tbn8x0TCje//lvf7DCbM2m74+GtUunpicC1pdps7q6bt/84XtbX9mwf/jHvw9Ni/oF8cG6f4Ti3VxXSMzhO4HsXFlcsB292HPj9t0jyUwyQichQraWFy2/thR0NTM6YUPjCWEK6VHZWLYC11KLNj0zbpPCeEFer/P67FZzCtM7GdL39GcDKRvqFmop3d8VUaKXYvZEvHBcKyUEKsepXDp4mvZl09bd2xsqQ30gUSBJ8WaLxCkEC2QqJBHebJArkKWQOmXlrcN3CvdmRfJA5Ixneiwngk0cbWj7O2/0i22FQLm4Y7//7R/lhbhomYmU3X3wQSBLu9W/jcK8y9hAF7kUCfc3UzXecbLjRz88s/UXitihvIcz43b33m27cfOavKeT324ny+XsqWgXxCMvPyTe1bWwNihjeFwvBOTqXtnHtZc8yIvxxDFCHuBDEFzGE+MKQpWxhuAVGl9mENcZSNSiMsDjm9C53M98gZdp8HKt9wnzU8wr5KOxzPimWNrBOKYMvFBJx0sR1C2pVSjaN46AI+AIOAKOwJVFwAnTK9v13nBHwBFwBBwBR8ARcAQ6BwFsQJVCEpJ3YjIhTE9rhGM905WlFVtcWFHIwpr1WMqyXYNWKBYDEMX6viuVmIwgVfelftyt/Y68d6In6VCdJCXc7rhIUuS09dov45wP5mYX7JvfP7Ht1IB9/PO3w06+T3UiodaXSik05Wsv0kKhKEPdjlVklhsZHbUbMzM2XA9Z/D7l+b3ni0Ds36/+4pfnW/AxpTFyMQhj+E1WYWM8Jh4/7UiYLryas5WnD+3e9ZFDQ78e09wLu/x//Zf/R+TXoN3/+e2OCB98FqBevZiz7//0yG5+cN0+/uxeyAK9wqMTLmN2dtFePC9aV2rKboogFW+xP/dDdeDlhT4eJjwj+BDCE3KSdBCSEBnh2k7R8vPP9GLPuk1dGxJhmhDSlL8pz1GI0+KmQm9WcgbROiBvU4gqiJjDyqxqTdPSyqY8YSvW099rvf1az1QvD3Xr05XqDR6o1JOyIU77VaewzqFIFjzTaJuqFzzWqCeeaYd5zpJHo/DchjSFzBnX+op4mXpo3kaE2vuYtXL5fKNoFC8Xn1l6otfuf3InROlg3VL0olHQz+jxzDXIvGbMu3i4zr6Yl4f1svVVM9bb12vXRm/aJ59+/FYdGuvzPsfhOaLRpKLD2Io6n3iN87LAnl4u6JYHdU8IlRvaegCP05afkLL6jalCSwxmSVoDknKSpYVZv1Qva+gaZCdrC2sl0v0XHRhv1JuZhz2kKWsU0y/MNVQvkL66P3nxISFn60WF8nzjCDgCjoAj4Ag4Aoo8tvTkRDB0/fPXP+kx6+IIOAKOgCPgCDgCjoAj4AicPwIYgjbljVPNP7ebtzJ2/dpksO6e1T4FeZrP5xVyceWtxhSLpXCuJCNzlEimFrU2XFyH9CMZ0eNxTNdJ+9/+6mtbfFq06vSoffjZx02t+g+//6PVltZCnlPpnI2PjQVi+tmawo9279rktWu2vLVl4+MiTW/e9NC8TUW/9Zm1K2FKy/lPKwZiPhiOMRMzfzTDcN9sZB9/96PWmpy366Nvhn1tdjnNzu+f/+lfRORN2F/+TXsR5s1s579prUYIGsLxxnkeYgFPrI2tvP306LmtbU4Eb9KswrpHTzHqAGEKsYEuHiU8uyCV8EpDID+4AcJyY+6Z9e9pTVuFO54SWZqkSHS7nswWRZouzW/oBZ6cZUeuB9KUulHHg+XibbqrF31qpR2FUVaYXoVXZYD0pPusb1Re/lrjNAplMV7wRks+r48hgYvBI41y3t0+8iMvmoeHHF6mI/8/e2/6HVl2XfkdxDwACAyBeUrkAORQWZk1sFjsEtVqiyLtbolLtmV/EL3834nstSx/MCmtJbXddosiqSoWq5iVlROmTMzzFPOM8N73xUMGUAASEUAAEcC5VYj34o337ntfRK77i32O1/pjWFAt9a/AHhzJkxPTsrS1IOLPy8jNQfFizDAUb2nYHmiE9blrjQtrHFlQletnKYS2e7h4AeN4ZXFNmGYh5AjLo4ePpAVRKo6qy9nuZ313EEwSXDL0LcPW8ocSHLrMIxrECscxc5jyOWEdzt5O6758hssdqPxMMLgTSz7/3Geecyyt+1rfcYShJrcwlvwMyOMgglV+LljnWUCbzy7P5/OM/7/zeXEW7fRcVUAVUAVUAVXgKiigwPQq9KK2QRVQBVQBVUAVUAVUgSuuACeMmM8tF7eAad8ZgekVl+udzbNzEK7upKV9/KZ0dJ9/SE3mZtzd3JL+gBWqmJXabiqYfKkMRTr7alJ20ym5eXNUevqQA1BLwyhQz8CUInIS2EwoYyqYE82cyDaTzlyps9KI0PSqA1OGXX/y1bPvhOMlYKDTbGZqQba3i+JrHUFkgR4zvqxhZQ0w48zDBkKLw8UegkftI6jc3eAPg+bwI5MmuY3QpyeBGIbnXQXUZYhet6dLWjq6AUGtEL2EKodhyLtymzLXaRNynNI9yMJXPjcuvDDsJxvEkKQEM6z/UW3geYcLXaYmDyOAKUOYMkwvC91xuKWBzYfP0feXowDBWqEAOAioPjkxJZsJ5OVtKcJF3Y8QuAjRDHeyk512RDFjAi9cWj2MJVbs9SNOqWhTAfAvC+gfRxqE5dl16W8ekfsP7iI89dtcqhVd8NDB9jPD8W1gKe7HfKF0Y/KPbWHOUrqvA4CldH5SCn7DsM1sOfVjgzm2WexIB3zPx4p/5jvJ2m2OOeuLAaiAuYSjEYBdPqOsBl2wzGNKYIqFAa3cbtX1rHfV81UBVUAVUAVUgaurgALTq9u32jJVQBVQBVQBVUAVUAWujAKcq42XgOnAsF8ITM9xvunK6HTahhCYTj+Zk1mEJn782fdPe1pVx9ng1BcMGFhqX4Tbp1+8En9HCDnJbkkz9mtpDAXqGZiaCWG82MCUipZPVtejwo0GTa86MD0cjtceUwQQi8sbsjCXRG7RLuMuJQxk4T78v1/KVve38Uj7e8tcc3+PtbK7uSbxnWUJ+iNy8/aIhFoDJqRt6RaHjrbAR9yE6N3Cj4kQrhPgNNDeJYHOLpPf8LDj9F25TV0BL4CrVxwI02sX1pf3p4uOpIVOWLbzqPbZ5xxe8lQ3aFMAoKkDuUwZlpfF5DjFOsOFarl8BQj7iNrSyYw8Rc7SrSRzlrrkxq0hcQJKOgDTneirJpLDY4oZF3wpHXL8kcdc4ITNtst0DyFrX0/NSWZN5KMPPjIu7BNOO/UuAxhx7XgW4DEDSApnac4QUOuHA2b8IgQvw1RnSg87nwt+v9iuTwJSAlErhK4VypoV4HuOd/7wwDhSedQ5icPnnLA0jvrGSsCU9QE3NbDUDpPMepj+4YoWVUAVUAVUAVVAFThWAQWmx0qjO1QBVUAVUAVUAVVAFVAF6kWBfWBaCslrHKb1UrkGrAfD8b6ejkjb2OgBiHnRTZl9NSWLa2syNDgA+DAsLoT601L/CjQCMLWhDt1+nODnZwjBTb2WRoKmVx2YHg7Hy7FE6BCJJmUaoGY3ZoXiDTY3mxCdhBA2nDxpfHH42UOQ59jwgtt2EXKeURSam7cAgDqlpycM9xrBi+VMO+m63GeF6I2ios0S6hiQVkBTOs3SAEB0y9nPQ/l19nObwrXnABAjMPWEmpHntDyBt1VnU3e78riIXXdej0yp/H35PbhuzsWSIUxbvQ4DTNk2Px7KZoTqNe7Vwyddg/eWbiVXInWCUOftPjxJRobczecQrhljxPxhkBD4/du/fSGLG7My+mBQRkYHAEoBtT1ucaD/yobASZeuyT6jF14YmjeyHZXZiSXpDw7Lg/fvo34uEyr4NDc+rDtDaNvucYa0jRlgSqem5Q/l9wbD8DbjGWFYaX6XJLCPzxTHNDXhM2Z+NIF17ud2LnkM+5XPsQcbmJOU6+fZzzYwZd35l2F/4r4mXyk+A1ivk57P02imx6gCqoAqoAqoAtdJAQWm16m3ta2qgCqgCqgCqoAqoAo0qAKceDIOUwWmZ+5BOxzvThqOn+G+moTjPW0lGZr36edfiAPu0ptwmXZ2dZ72VD3uEhWoZ2BKWczkMF7siXDOaLswa82J73ou3/z+KwmmNuSnf/OTeq6mXHVg+uLbSVlZWhO/38otS7cyocT01LxsIRSvH6F4u3t698cT9x92mB7XgfYQNGO0dFAulZTNxTcSgLO0fyAkvSZvqeVAsyDacVc7uH0NIXoJTj3SIu3BXoToDUvG5ZcYoFgG4IT1LC92blOC02w0IU34wYo/3AZw6is/zKyz3nx+7HyNBDIETyz8UQKvfejy1s7SK8/nuQzNS6eeFdrUacKbEiRdx0IXIPgW4JalHPPg0onI5UWUbCYnyVjKOEoZ6pYgcnYeuXkTC7KS3JS/+p9/Yn5swhDNDMd7krP0IurLe1AqOqUJeplHOL1ckPGbd6Uf/5bxAfifphzWnWAxWYKNXDIMLwGonaeXvcGxTye0D/CY6/w8IPRv9lhuaUJWbuM+jmeOcTqpuW7/6IHjn+5U5i0+zy5me8BIjeuVoYNNyGzoxPWddME4ZTnCrFF2GoX0GFVAFVAFVAFV4HoroMD0eve/tl4VUAVUAVVAFVAFVIGGUABzrLKxOCvO4rKM3+2X1hYN31ptx83OLMjy9PqFhOM9TR0Zmvf510+ks79Xxu7fU5fpaUS75GPqHZja8hDqEGSxcLKak9n1XBSY1k/v2NDUB2j6yQ8/liWE4l2cT0nRiXDwGEehlqCEe3osZ5mBKycDCXvslYbj/lgkANpYwHfb3ob0D/lloA95SC0GU5UYiXhKNhByvZhECFW4Td1tnfgLmzCjhEBHlRzOSa5tm12Bng5xN/uPOsw45giNCIAIfVgIZ/iMcWm37ciTsZEa8FzCpFaApha4S1uw9Djg0qvzZ/O4NlWznYCLWjG8MZiWKdSGml4kME0lMnA2RyWdSKMORZlbmIe7OIW/jHwzMys//V//BwNJ661vihxrgKbRSFxmni9IaC8sj773WPwYt9SRf3RwstAjymfMrFNznMuxylzEBKI8is8FQ9qmcqWcn9jPU0qnmXN5nAGeGP/goCYML58FPzqM7tRIBnlfsSRQ9SFHL3Oc0mVKRynPo4bIDmye7fMA4mwT20ZQyvHEurIdNjBlpekw3yUwRdsOt4f7tagCqoAqoAqoAqrA0QooMD1aF92qCqgCqoAqoAqoAqqAKlBHCnCCamtxThzFJRkbV2B6lq6xw/H2Prp/qe7S8jZMPPlWtqMRGR4ZQWjeofJdul6HCigwrU2nKDCtja7VXvU5nKbLC6vi8vnE39IskXgYuZabEb9zw4In3m7pGBgx7s1yuHL4fgQ4hCYs5QCfWwg8Zl89k5bmTXn/8V3jYgNjOXNhJIHNVStErz/UL87WTuOcO+rCpwWmdjsIg9qQy5FcNwZHHl15DF96DI/dvyWbRXDEELyEpSGE52WIUzrxCLjqDcztV/ycVzgGGCrZhqV0Knrxx3/nXKQOiSjg+vIWnKVwIsa3xOFJSbjLK6tr6/L11Bs43f/7+uwTPGzG1QwNpydmJblalLsPHks7IlTYjk6CZz6TdH0SjLIQKDLPpxmvWGc/cOQRJxKi8lk0rlJe35xhvXDc8pn0ooPojDbuUWxwmQcV+UxxIsEkj2vHc8H9hN/84QPhaOnRN/vPo3/ZHCJStieNP96f7eQ6Q/JynYVtQUrTfaBqNuqLKqAKqAKqgCqgCrxTAQWm75RID1AFVAFVQBVQBVQBVUAVuGwF6ErZXp6VpsKy3BnvU4dplR3CSfTX3y5KNOe69HC85U1gaN4v/79fS3O4HS7T+9LcCiihpW4VaARgykllzH8b9w9nqjUk7/kNp6sektdWitzh2dMJWQI0jae8EgrfhKMsLz5fRILNAYntAoA6uqRr6IZ9yneWhCgEJvwOI8Yw7rZkUpI7G+ZYwo1ibgM/FPELc3Nb7s3vXKaqDasIz7u6sonwpQHJNXVJ5+DIARBkXzSHz99UyWHqp8M0eLTDlG0hIyIQCvtdBgLbeRMNqAF0Ok2xXKZNcJk6pROAKYjckDZcOs35jXKMyRFKkIxQt8wRylCyLASlBKYcXxwbhOkEpgSnRxWjKl4Iyex1cxwON6j56NOOutSBbXSY7mxEZHFlUUJdDunp88udO6PyL7/+Qr6efF33ocH3MN6iuzF5M7ksrYERGR0bM1oyIgk15XDMQnNIbQrBog1MCRu535aOuhptyxTiPvYJw+haYXatPKYc/3SOch+hJMNdx0EmCfzbvC44Swn/iUbPt9ihd/kZYrlkAX9x7wwGlPWeDlMLBJ/vnfVqqoAqoAqoAqrA9VJAgen16m9trSqgCqgCqoAqoAqoAg2pAB0pu8tzUiwsya0xBabVduLzbyZkez4uC4WCPP7s+9Vepibnrc4vyutXk9IzNCi37o3V5B560fNRoN6BqQ1LOSFOJxInrwl6ML9d10UdpvXTPYQnDLU5PbUgiwsxWV3PAigNSFvLlnT1dhrYsrKYQvjaEYDU7iMrzuHGP7rMsqmEbK2vSx5YZi+zK0F/yuyLJULidSdrAkwJinaRm3QGuR6jsU4ZufuegUKHwVAOIVnTGzumDb6udgDT7+YwtRvI9vD7OIhQugw/StBJ+ESHHR1upyl8FhnOlOF4uwBe6TY1uR3r/QE9TePKjslm85IAlExB3wz+CnjPQn5nh1Hl2LA+mwjZzO7vvJjPM7zw88w4IEtH8Fy6Uu3wyN858R0bCHRfv5kVf6ggw6NtcvfeLXNGowBT6sLP99fTC5KMePAM3RVvIGhpi33Uy3KYWrCZw5OuUj7X3If/96Em1w8XQle6qYMApHRD0wlN2M/tHPfsLp7H5ywHLVkfa9/bPj18zbO8Z1sYOpg/TogjhyvhKLcxtDPvzfaxbayTFlVAFVAFVAFVQBWoXgEFptVrp2eqAqqAKqAKqAKqgCqgClyQAvzF/sr0C/H61uXR43t1Dz4uSJaKbkN36cLMiryZ3ZV6Csdb3oin//YlJgALMnJ7VMK9PeW7znX95dffIBTh6rle8zpdbH1xyeSc/Q8//Y9112xOFtuTx5w6NiEQsY1Q4jggUS+NUGBaHz1hjZ8iQOOCRMARE2m/cXAFAxEZHAwZULK0FJE4YGfP8KiBNEfVnECFfyvzs5LP7IjHkzRjMNTqMe60ZDyBa3SJ178uDxGOl7CFQAb/n0shyGGuxm+/eSWxE4BpPpWR9FbEPDiethZx+b3SBCLEHxocVfgsWY47Kw8p9WIOR+ZKJLSxc3QedS6vyMsS8gXwvd5hgCnCnAJG8Zrmv6Nve9Tl6mob4Z0JFUvHXyYnmXROUumsZLFOWFpkh6Ak4DBm2dzeNDA9CZh+UqGT0oA+aBvq6JSuzi4zVjheyoHp/nW3Ns3lEsmTr7u7uyst7S6MvWG5B1jqIAVEaRRgaiqLl2gsKTNTK+JxD+IHVzcsiAipCZcpuQ2n+d3wrsKhR+coGKnJQcoQvM1wQBPuG+coR+ih8cnxz+8aQliG9+UYtiH4u+531H77enyW7H7nGOCzbANTQlM6S3kM/teiCqgCqoAqoAqoAueogALTcxRTL6UKqAKqgCqgCqgCqoAqUBsF/JhYXZt+KW4AU+Z5O68J5drUtj6vSmA6/WRONnIO6Rwdrpv8peVq7W5uy8yXfxRXZ5uMPbgv/mNCQ5afU8267ZCs5lw9RySVTElie0f+/H/6q7qRw0walyaPzcQ1Z51LYMZgAKwfmueum7rbFVFgaitxuUtClqmpedndAQZxdlkQMLcug8MBCbUGZXZmHtALztBQn7SHe04EFjsba5KKzonPm5Tm5qD09oWRrzRgoMtzgMxUEmF4fRslYGqBxPP6fiNMoQPt6ZNXxmE6XHKYHla3kAHUgxO1iNCxDq9bnB4AXZ9HHC7n4UPNez5HrCNDk3YCeNIdSpjDPKYEOlwn6OFzWF54nvkDceJyP8ypyWeK3I/GwWc5csvPa5R1OjaZDzQZS0lkMyo7O7viAGyLxqLiC3okk0mbprjcljAeHxJMorjdFkg1b4544V77M21h1SU3b96UFmi/s7VhQvImEnFzVr4pZ5YZhwVKCw7r/RGXNJt2lmLiloz87G9/Kk3oQxuQNxIwpZKQXabhoo7seKRnYAxjN2Bcz8aNWxqDh4bikZJwTBJ0+qFtK3LrUmO6Sumotn7I8F1Yal+IXzcWNrW2nCUkLwEveKgJ28x8qyn80b1NJzdD7/LZsp+v07TLrqMuVQFVQBVQBVQBVeB0CigwPZ1OepQqoAqoAqqAKqAKqAKqwCUqwInZDThMHV4FptV2w9e/fyrrsynJ97TLzfvj1V6m5udNPPlWmnbj4unvlhtjVojA876pDUwfffLReV/6WlyPYC+yvil/+pc/udT2luaoDbDiuuXM4ZJ+H8vJ1gi5S20RFZjaSlzO0h5DM4Cl+D2AFBxh8QcCkgTwDLWJjN4ekoXXixKHGdMZHJFAR9c7Kzr94pkEAUuHhv2ApVaOUsJG3usZQGY+F5SuAZ/0Yx+dbYT7hx1s77zJMQcQsjFc59M/ApjGwzI49uBIuLuXy0shnYELMgdouidNAKXulgDAqfuYK1ub+UMmAlOCTpYsbpjI2tB0D1DHOs5+JZBiGFm2n88leSxBFAEV4RRDn/oMNOWRjVOKaHcBkRFycJHSVfrqxSvZ3NgWjxftg4ahTuiJpdvDXhdpgbYsvb1WKOeWlqB5f9yLBdCK8l/+y2/kxUxCxu7egOvRgby0JVBazJpTmVeXpasnXHp/dC5a7rR/QNXT7pMf//iH5nj7pRGBaSSWkOnJFTijB4zLlGOPwJTPwLsKR5vtKvXCZctx2GZy6wKWYnxy33kWVonfVdangHVlvgcPNXXmjxz4owM6thP4IzBlnlTCUnOudYq+qgKqgCqgCqgCqkCNFFBgWiNh9bKqgCqgCqgCqoAqoAqoAuenACcHN1+/gCUFwPTR3XObUD6/Gtb3lTg5OvdiRVZ30tI+frMu3aW2gqlECi7Tr8Xl80n3zZGa1FWBqa12dcu6AaalSWZOI3PCmZPJ9gQ5oRPDflqhEatr50WfpcD0ohU/eD+OHeZDjO3CmQlY6vb5JR1FqE/vrty8NYJ8lAlZRd7SoqtLOgcQ+tMebAcvs/9um+7SyJz4fUl5iO8tK4SqBQwJwb5FTuliPijhfq8FTDFeOW7Pq/B54HNBh2kcwLTvzn0DZbi9vBD4FQH8CgwfC6cp3YZ2aN7y4w6v0yHailClBKYEnbwuHaZ0xTFkKB1x5YVNIzClIzWA80wIXvOclsAprsHrEVo1UskDOKdTWUnF0/L82UtxelPS1umS1lCL6c++vm4soVVrc1XNsoHpz3/+SymG/NLd02M0pFuZJdh8PBg96ob898DG6pZsAb4+etwnH3744MBhjQRMWXE6wpdXNmQZzybDZ9+Ek5rPEXm97cQ80MBDb/hcEv4TlLbC7cwf6PlO4So9dJlTv+XHBvvU/vjgU8L3GTSEPzggKE0DkGZwAD9j2D7bLXvwiTr1LfVAVUAVUAVUAVVAFahAAQWmFYilh6oCqoAqoAqoAqqAKqAKXI4CjlxKUutTEgzl5CZcPuc5qXw5LbrYu9puktlUQR5/9v2LvXkVd5t9NSXJhRXZa2+VW/fGqw7Nm9O2V5oAAEAASURBVEeIyXw+L0tv5qS5tQXh+vpMbRSYVtEpZafUHzAlLLWgaaE0C01XkA1MG+XzotGA6RjyHnZ0wHp5RcrqCkDScgoOS4Thdftld3MdYXQ34QQMG1fk+kpU4gjF2w5Y6vYH9oHHcc2fefkMYBDu0pGAAaLggWZMEhwS5tBhyuWDR+PGcYkhW5PyDRymiURYeu88MODFBjWHb5ZPpiW9CVqM4gu3iSvgO3zIgfd0hzIPaTMgJ0OYEoaaEKIl4ENgSocrn0n7nmwiQWkQ51jhTh0mDycvzO0tCGHLZSMUOwRvFiGNGYZ3YmJK9uD6HBhulXv3b4kTHW4FHz5bawjL6Dr8+S9+KdLql08++9gA02q5Mv89kFhHnbeyCDPtbShgaoAhXuLxlGygHQGE7e/s6RSO8WwuIIGWG9LW1W2eM+YTpW6HuL3pDI4wfi8QlnK8EfozT2kbxjHHpe2ErqTn0E3W9xBPKpFN+7uHb639FsS1nw0ex2eDfUxXaTzLXMBW+F3CXnNeJZXQY1UBVUAVUAVUAVXgzAooMD2zhHoBVUAVUAVUAVVAFVAFVIFaK6DA9GwKMxzv6+mItI2NSv/I0NkudgFn02U68eSpdBWdsgcXzdCtGxXdlaA0nUGIScLSOeQ229gSh8Mh4d4eANgxUWBakZzfObhugClrhhllTiqz2BPPnJjmRDgBFCesOTneCKVRgOnv/uVLSaXSEkRo0aHhfhkYsn6I0Agan1THmakFiYAXNrnCCGEbhzM0IgMDIYRQDcob5C2VXJs4mvvE1961DwBPut76/Kw49zakraNJ7twZsmBpaTxyjBJccex2I4RqLcfpaYFpDp+7qXXEIkbxd7eL+x05pG1nXgiQKYzQvOScUTjkGJqX63TH2Y45AiKCKz6LhFEw8RnI2h1wGWcf78kfOBAqc38jFIbgTSczwu+rVy8m4CxNy8BIq4zfvWm+b+ycoGdtC2Ea9fsFHKZNbQH55N99JG4ITI2rKc/hbA47+82pvkC8YYApnxU+N2urm+bPtdeM5wfaSFwyWYTOhrt0/L2HeJYsTG3rxnFXXigb/wwopZsUg86G/wT/dDhzCFYqL12ithuUP4Tg+Qw9zRXWxd5H92g8VzBhdrmd31vmuwsvfGb4IwO+x2L/uw2X0qIKqAKqgCqgCqgCF6SAAtMLElpvowqoAqqAKqAKqAKqgCpQvQJOOEyT69MSbMsiNKI6TCtRkpPyDMe7k4aLYrivJiFuK6nPaY9dnluQ1PyKFP0e6RgefGe9yyFproiQdoW8rMwvSjGZku5OAJCdXUml0waaLs28kVB3WI7KYWrmVssmKquZOD1tGxv1uHoBpof14ySz7cohfFFgelih83s/8WIGP8LAc9TZKj3dXYCm/eLzIWljAxcCjUnkL40CmnLs9A74pb+/S+ZmFiQZwedn6Ia4Qp3GAXaaZhLI7C7NSlNhU1pgxL2F6AiXUQhM43SY3j46JK9dpxxce8m1bfM20NMh7neEeiVksvM9dgGYEqDG4JAjoPKi7YRBDM1L1yn/bGjKGxAmEU4NtSDHJ5blhY5Uuu34WUyAaj/L9QJS6SzNA3hlEcI4iTC8k5NTyJ2ZkP6hFuMsdTgPtqe8bdWs2+DPBqbf/wzAFFpzjFZabHdpd0sfXJpxqSdgyv7eJ4TlbcMO7iOQZP034PQuIJR1W8cgnNNxiafWzNjytY5IT0/vPkjmOCSA5PeCXXhZfqcTZNJJ2uqznM58zzFLpylhdCWF/WM7Wd8C0KIB/7wmr8YfEXBMZxiyGsA0QWCK96wb/wwcxQurWlbdSqqhx6oCqoAqoAqoAqrAOSmgwPSchNTLqAKqgCqgCqgCqoAqoArUTgEC0zSAaQDAdJQheWt3qyt35VlM9i9Pr0ujhOMt74CXX30jwWhKMuFWGbw5+p3QvHbI3Tzy76VzWQNJOWHpxIT11sqauDA52R5q3XfVPv03OOMATaNb29INCHsYmJrJytLkZQEV4Tjj3Gk1E9Pl7bhq6/UMTDlBzslnTooTsDRS/zWKw9Qez4QXk89nJJVNyo1bw9INcOr1ehsWnBrAgpf1tQ3JIDztzdvDAl6HXKOvJJ/ulv6x+wB/lgvM1uCkJYFpCxxsS1PPpYn5tx/fPenwmu0jMI0ih2kPgOlJMKZSYMo8j20+pwljylCmhHgEQ7yHcdZhyR8wpEGi43CeMr8p3XX2jxoYArW/2W3yRpY3nnB1K503xwURojfgbkJOSYburY9v/mwmZ0LwphIZmQIsdfnS0o8wvHfvjiL/K92J51tPfqcxv+Uvfv4rccBhehZgSnep7HglHO4UN3KtDgx04EcB3eXyy0XkMLXHoa0U3/Nz+/B2VoxAMRpLwFW6JakoxhRgaaA9LK2d3eb4jbU1/CAAwHoY+uOCJ12T+ziO+GwS9rdj/HLJbRyzDHNcKZhPY1zTWU0AWt719g8K2Ab+cICQNIbjeDz+R7tKgNRuNI4rW+VpWlQBVUAVUAVUAVXgEhRQYHoJoustVQFVQBVQBVQBVUAVUAUqUyC7uyFNyXnpguOnG/nk7Amxyq5yPY+2w/H2Prr/TpdmvSm0vb4pW2/mpbXokARyt9mlAECaQd64wh7cTPjjZHIRE6AOB/LoYeKTDh+/030AltrnEprOTkxL781h+eRPP7M3myUnbDk5y9xnhCf25CouraVMgXoGpuAxmHjHCwonrzkJXiecpUzBo1cbDZiyFQm4Ev+IkN+EpkGErh0dHZF25DVtRLcpn32Gw2Sxxw3b92YKTndHv7T2j+w7ycxB73ghlMnubgLyzCJ/sl/6EF78ogtbQ2AaATClw/Skclpgyo9D5ggmaOoEcKJDlM48QicLAfGzE/+VPjfpviMsTeEvjXUCU8IiOvw6fS4AUYeBZdzG55cu1fWkBUzpQm0FWG2ug9ymtrM0k8pKIpqUqakZcSBHrXGWIp+vo9qkoid1CvbZwPQ/lwFTal3p59rK8pqJNhHy4UdE/X7k5u36DixlVWoFTM2ThRcuzWOG8cEfJLAwhC0/t7lvbmZRAs0+6UKoahaG4F1BfuE8cpR6vd0GlDZ5A2YcmQNO+WLGLQalcZICwrd43o7dakApb8t2JDCuNzFeOcbtMc99BKZ8Lnhf7iM0jZec1tyvRRVQBVQBVUAVUAXqUwEFpvXZL1orVUAVUAVUAVVAFVAFVIEyBQhMHakFCff7pAfAVMvpFKAD7PW3ixLNYVK6gcLxlrfuNXLDhXMiLS6PJFPIsYe/ZD4nG+mEJBB21+v3SmtbO5a+8tPEFwzsO0sP7MCbf/r530vXyKB89NmnB3YRmBCU2mH1OCHNSU8FpgdkknoFppy8tiberaU1Qd44DuFGBKb2yOBnzTxCYKezKYTo7W5ItymGjwVysCT44PixgWmhyQKmFuyzW33ykmAmFwEwjcxKN4Bp7wUDU7s9T58AmMY6pffOgxMrfFpgSljndzVJCMCpE6F4mwE8beBkQBjuUg6OCEIZ7pifq/x8tcEYQ+1SIzr6iMro0CNUogtvJ10w2yxgSrCFXJM1ApInilK203aWMm/p1PS0uDx0lrbI+PhNOEsJiDlizr9QN5PD9Be/FEfIcphWCkzT6Yw8+eqZFHcycutWv7z33rjJzXtUbWsGTNH35rsVN+U4MZ/P/JJFYRhmjtdNfI7srGYMUPc0A6oDnK4sR/EDqQBSMvRLZ3eP+VGTfbw5+ZQvvJUHLwT0dETT4cx1fseXA/5TXs60gbXmeCXgJ+gHFzU/uOI1iEp5bRa2m58ddGDz3xlaVAFVQBVQBVQBVaB+FVBgWr99ozVTBVQBVUAVUAVUAVVAFYACnG7ipDMdpgSmdJhqOZ0CDL+3PR+XaeT5+v6f/9npTqqzo1KJlMSXV6Xf3yzLqbjEEHqXMLQ9HP5OiN7TVv3X//DPR+Yw5UQmJ/Q5wc91znVyYlqB6UFl6xaYsproN/xv+o/8gg4mLrmtvGBT3ZVGBqYU0+QXRNjMRCYure3NBpx68EOHYDBYd1qftkLrcLdtraTFERxG/tKufbDzrvM5vuigXJt+gZCtVjjeEjt516nnsp9AimOeoMYCpmEZGHsHMMVnbaqUw9TPHKbBt65+u1JWu6xQvHSWEpr60M6zFKuuCN0Le2kMYUvpwksj9DGfW7pYmwG2WmrsMGUdWMxnhdHO+g7g5j3Q3kIeOUvhLE3BcTwzMyNOT0r6BpvlLp2lCMNby8I+ZKhxKySv34TktfO6nua+CYSrpbt0a2FVHt65Iw8fjp94Wq2AqfX9WpSZ6QWJI8Rud2+ntLY0SxC5cgka2Qevvn0lzr1myeWCUnDEzfOWyvilpbNLQuGeE+t90k4+e9QMw8iMpXDAZcJlM18pt1dT7B8CcMwSmEYzVl5S/huChVc1f6Xr2z8UKO02x+iLKqAKqAKqgCqgCtSfAgpM669PtEaqgCqgCqgCqoAqoAqoAiUF7AmnPICpAJh2KjCtaGxMvJiR16/XJO9xSZO3TdqQt6yju/GAM0PzpuEs9fn9gKTBqkGpLd5xwJQTmdbkfQm44T0nWi8SdNh1rOdlvQJTarY/Gb2/Yil56K0BI/x8qafS6MCUWtrQNAWnqcNdNNC0LdTWsNCUwHRz+S0wJSQ5PJYOjyH7e6sZMHHr9QvZc6/Jw0d3zZg7fGwt3vMzjE5ruvBWVjdkeSEF+DkiLeGDuSoP3zuXSEt6Y8ds9nW145yDrn22iz8eaQEo7Qu6TO7RswCn8vuzztk9K2Qp4SDvxbDIXsBYugLJZCvNLVl+/ZPWrc98q1fpNGQPg9kaRyBhZTadk1QsiTy2WZl/81o8/owJwzt+F85S1LFWzlK7zhxzDBVNYNoU8sunf/Lx/g9B7GNOWkYiUZl88VK6Wzvk7ujokWF4y8+vJTCdmZqXWKQJQJzh83PiQUhjlo7uTrPcWclIsRCUwfEHsoQfSiXiCYBS5EYOBN/53JkLHPHC72/7h0+Eo3SW9gTdZkkXaIlnHnHmyZv4fNExSmfpVor5SQ8CU57NcVxe3vXZUX6srqsCqoAqoAqoAqrA5SigwPRydNe7qgKqgCqgCqgCqoAqoAqcQgFONnGSNB/ZkKINTEt5rU5x+rU/hBOlc5h0XF/fkm2E4mNxB8My/vjhtdbmOGBqi8JJTU6is3Ay9fCkp7Xn+r7WMzA93CumG/FS6k6ztPuTS3t7PfTzVQCm1J9hbDcQWjMai0oiHZdwZxiQpreuoCn73X7GWeej+p/HvIYbLrULl2zPHSm4/cZ9bo8ZnndUIaBx44JZ/NAnH5/b/6GPPe6OOuc8t4HhGGfpysqGLC1FJJ4ISc/wqIFOJ90nn8pIeitihPG0tYgL4c6bEAbXBoKEpczLynCm/c0ETrDrnWNhyNI03JysP0OZEpjaoX7Pchv2MyEolwTJ1hJvUAjMuI/3tI6zQDPDA+fgKi3k8pIDKM1gTC/OvpFAICMDCMN7Ec5SU0G8GCcj6veLn/9SmtoC8oPPPjJfSqcZTwzFu7y4JEgyLJ3BkHz44ckuY96zVsB0ZgrOUgwvh7tLAu1dkkrGJbGziX/j5QSoURyupDQBlrZ1YKy2dUkGtlP2ktVTrFl1xQamHFP8a0V45+6A24SSruaK9nhimGTmJmVI3l24S5Og7IT9HEtaVAFVQBVQBVQBVaBxFVBg2rh9pzVXBVQBVUAVUAVUAVXgyivACUEnJriiy7PikhW5eafPhG+78g0/pwZysjSTsUDpJqDpxvq2PJnckj/9y5+c0x0a8zLvAqZslT3neZpJ6cZUofpaNxIwtVtp+hMvXNp9a09801XGSXX+XWa5KsDU1pBu0zU4HOOpaF1BUzMG8EIQZeAG+p1w7nD/c58JH7oDOAhgCuJozrHHj93Ow0tCmQAskdndTUlG30hH38WGkme9lwFLV1YAreNhae4II4R5z/64P1xf+30hk5VsNCFFgEKH142wsx5x+jwAWRYYZbuCcOcRmHYhdynD5Z5nsfuD+vLKFsSu3gFo180ARzpG0d8EWgSzdJCysAl87BlG1eSYxEoW0JbhgXOZnOzFAfGyOVlZnJOW5qwM32iVuxfkLDUVxAvrz7r94he/EieA6ad/8tGpf8RTDkwf3Lr9Tncp71kLYPoGPzxIx/Djt6awdA7esPoWwtPxyZDBsVhMNtfXJRBslr6RUcmhH+jufdezZmv0riWfbebAJSxlKGmOYYbMrqawPzh+CEh3MsxduicprNNtil3nVudq6qbnqAKqgCqgCqgCqsDZFVBgenYN9QqqgCqgCqgCqoAqoAqoAjVSgJNcDKUWXZ4TZ3FZRhWYnknpz3/7lQJTKHgaYHomoa/4yY0ITNklZvK9NKHNdU5u08NUDkwJTy6rXDVgSh3tEL3bu9vS299dF05TcA0DY7jkH8EcYSAdlOWFEO3pH19KJtVt8n+mT+F44yWY05NAZnHiOVypyBv5+G75ZWu2juqaMR1F+NjpqTlJp0Pibe2XVoTiZb3YTn6nrszOIqx5AGFQewyIsyHPHtyUBfzIpgBAWERbmwBK3S0BgFO3qbPf1STtPpdpWwjgyUv7Z50Vqy1v3aQWbLRgKNfpliWII4C0+57n0C3IP/ZxBjkp0wBhebgym5IpiW6tic8Tk1HA0vv3b4qTrttTI8uzC2TagEr+Z4TkddBhCmB62jIz9Ua2N9dlrGf4VO5SXve8gCnHIz9038wsSCHuEJ+vR7zdQwY0MpQzU79Se+s5tPoDrNoAYp5rzuc1zqn4MH47SuO3FeC/mty7rC+hewKAlCF46SzlujpLz6mT9DKqgCqgCqgCqkAdKKDAtA46QaugCqgCqoAqoAqoAqqAKnC0ApzAZghAAlPZU2B6tEqn2xqNxuX3XzyTzZRL3v/B90530hU9SoHp2Tq2UYEpW70/CY8Vrps/vBAm4f/9JY+96HIVgSk1ZIje2Zl5ITR1AsLduXNLuko5Cy9aY96PgIaAg0CUhRDxKGAKdiZPAEzjibAMj79nwUXrlCNfzfjBHuYu7UGOz7lXzyXRtCzvIX9prYs9jgkDGfp0Z6conuYRA0sJeVg3/vhofWFW9vLraDPCk3q6pHPghgGFPH8PmhQLCEOLELR0mjbheDs0L+vP3I/9yP3Y5nOavKKM/lBPhe2kJ5HQzXaTMrQuQSgBKfuYoIywjsdwDHB/Ch1N6EVYasApcpamAZ2LcNzy3yBb68vS2ZaXG0NBuTc+aqJeWJ8XF9N+AlOOVYbkrQaYbi6syJ99+smp3KXsz7MAU44j86FaWtBZmos3SSjYJ91DN2QjmTd6cyzaw8cC2NaPGNiHLKWF9eacXr3oTNtd2o4xXKnD1B5fHCvMWRoFMGVIXo4Za985VVQvowqoAqqAKqAKqAKXqoAC00uVX2+uCqgCqoAqoAqoAqqAKnCSAjAEiBcvEQDTYkGB6UlavWufAtO3CikwfatFNWuNDEzL22tP7nNpT9BzEv9iMEh5Taz1qwpM7ZbSbTrxaspA04H+PhkZHbJ3XeiS8KncEUYoRphmAxxWhuMhEk3Kq4llwLd+5AC9YUDrSRXluOEfc3s6E1uys/1GQr1e6ekNn3TamfcR1oD/GWce85auLKal4OiSrqERc22GPSUsWl94g5ycG4JUluaHAckIautCiFRCU8BD/G9KPpmW9OauWfeF28QV8Jl1wsahFo9xmJ5HblHrbu9+ZbUMkMIL+44AcX+b2Ye6Y8n6G7hoA1McnMFGO7wrNaDzl6FZWQhVCUwZWtWEVQX84rjIJhHKfjtiQhN70XZ/0Cc7W6sAxQkZ6vHK3bEbpR9WsLdrX4psN25jgGnICsl7mrsyHO/Tr59KpysgP/7xD09zijmmUmDKvjAFK/Y6l4SliMYtfl8vnvVRgNKiRODIJGC0xo91PPvNdvyWrlSTBX98R+jPMdCJkNIMm33agi4wzuQMSDvHymbKCsVb/jly2mvV43GHR7Ldj/VYV62TKqAKqAKqgCpQawUUmNZaYb2+KqAKqAKqgCqgCqgCqkDVCnA+iy6A5ckX4vGvy/sXFNqw6grX8YkKTN92jgLTt1pUs3ZVgCnbbiaG8WJPEFvOsWpUOfs5Vx2YUiFC02/+8AzpQD0ycmPoUqCpATQgIFyy49nn5cDUbMaLAaavliQj/dI3PHqqDiZ4CDAxZnRLortvpLPfV3NgagOnFeSLXV6MSDwZkl7U1xcMGghMMBRdmUdOznXxtRZl9BZANSr6GkArRi4KaNpecpqykblESlLrO1wVf3e7uIN+s24cps1wmAI4eUCXL8phyvYRhBJOmdyiWBKw0ZlYMOsWACcALQ/pil3mPC7xP/LU8gdYDlN3dhHrzxC9BHhRgDxem9fMov3pDQiD9UBHSPwtfolHNsWXW5ORXp/cHQcwNWjcyFLzFwJTAuGf02FaATBdgrN0YXJO3h+7JQ8fjp+6npUAU+pKcbk0f6grl4SlySgEd3bhxwajPMr0GbVmX9LhzOfOht/so1oXAtNmdDwd0mGE5jXP6SluiuqiTZYTmcA3mtkz7tI02mLtO8VF6vgQdIMZzXwWWDjeTF+ad/qiCqgCqoAqoApcPwUUmF6/PtcWqwKqgCqgCqgCqoAq0DAKcBI74G6SFQBTp0+B6Vk6ToHpW/UUmL7Vopq1qwRM2X4zOVyasOecsTVtXI0yZzvnOgBTKmRDU4fTKX0DPXL/4djZhKvwbEIOgjG739nndGHaDlN7+zLcmnNzSXEGh6W9q+fUd+GPfNanX4ir9J1lX/fUF6jwQHAbWV6Gs3RlUyKxTmnu7JIO1Bd8yDhLd5bnxFnYFD9h6e2h/fFNSDU9NQ+wixyeTQjPOzhi7pxDCOXk2rZZD/R0iLvZAqbNcOf1IdQwgSnzlzKsai0LYRpMn8b9StCWBQ0l1KQblsDUAqQWJCVMJTylFvj/yMLaUhPWm/+2cOEN13keXaYZhFjNI39rPpUx0Jjj09fRCoepV+aQj3a8JyPDGK9DA91HXr9WGzlSUUULmCKH6aefnS6HKXOWSyQlP/vbn1ZUtdMAU2rM58gGnryBvY2wNAFnqdPdLR1lIN4GcTzWHjnmHG64gGL/e5JheTtLwJT14PNvstKWKsV2WZ8OVqWoPcdXHM7S7TSdpRZcx1C8EsVoYHSwBLD76Yo070r0kTZCFVAFVAFV4GIVUGB6sXrr3VQBVUAVUAVUAVVAFVAFKlCAjoD07oZkIsvicO+qw7QC7Q4fSrfJl3+cFm/ngIzAcXKdiwLTs/W+AtOz6Xfc2dcFmLL9zGv6X//p19LdFz41ADpOt0q3EwRYUIQrFjAhNCnxkn3wQ2A6XwZMTwsQ6FzbADB1eK0f+dSYK0oU+TanpuYknQ6Jt6VfWsIW0OP3587SrDQBlrYgDO+tO29hKTWzgJfIN09eSiQelv47D7gZOSfrA5gSksZyBUkAVMUJNEGoDCRFxe3+M0u80IFpbzONOObFwCG8sE9sSMZ+JYDNIRRveidm8rjSVev0e8XpcUtil+7SVXnvdoeMDBJE2yPlmJuc82bCO7aNDtOmUwJT/ihh+smc9LT7KgrHy6q/C5hSL9bHzj1KaGrciVi+mVkwAN7h6jZhrA+H2uW5LLaC9ntra21fCcvpMKbLtIM5TLHkNhf6k3lt7X5le4xTGbrTSUxYylylBKU76YKkMBZPAvO1bUVtrm73h331i+wX+566VAVUAVVAFVAF6kUBBab10hNaD1VAFVAFVAFVQBVQBVSB7yjAnGM5hMJLRWelu98vvZhc11KdAgpM3+qmwPStFtWsKTCtRrV3n3OdgCnV+OXf//OlAFPe2wABmwqAFpQDA24mEKL7cm3dhTykd0x4W/twnn9cIYhL72zIXmJeugd80tvbZRxsxx1/HtvpLF1bSknRiXykgzcAeCwguLk4a5ylLW1FuXV7eN9Ba9/TtAcvU2znhktae6x2HgtMAZj6mmvnMKXmBlZhSRiXAqSKIPwpQZVxgOJ9AQB1r1CQIm1/POEcSyGTlWwkLk0Oh/i6GIrYJ9sbaxLb2pD3+rPy8UfvCSG0DdbO8dYnXqoaYPr1759KaiUpH3xYWTheVuRdwNSEco4njDOXDuC9EljkublcQJoQhrd7+IZxxXJbvRQ+m3QU+9CHzDPsQ4xmuk65DLgQZhrbWQh50yCmfI72sG7y3KKhCWzgH0G+FlVAFVAFVAFVQBW4ugooML26fastUwVUAVVAFVAFVAFVoOEV8GMia236pbgvKLRhwwt2QgMUmL4VR4HpWy2qWbtywBTz33SosSC1Yc0Bl7nRES8KTI8Q5RI2kcUR3E1PLRiQ2FYCpu+qig1kcnAk5uNzJn9pd2/4AIx91zWq2U+AlUK+SEKeRDogbeEuKaSTUszDWdoGZynD8IIFWTjo4B2IftjO9XWntJSAafY4hymAaS9D8sKd56tBSF6Gxs3wD05SwlLCKRP+FIDKhODN5CWP/KL5dEYKmRzAqf3UHmxTte9s46gLzlJPW4twOf3imfSFCvL+nQ4TipehiC8DmJLw/93PfwWHqf+djmy6S+derEir1yuPH9+U/v7KQgifBpgyP2k6EzAOYAJEe2z5AkHpGxk1LJtjq94Kn1H2H3PwEpB68W/MFjpO/S5hKG2WDMZVrORqtkC9lT+X7ubDjtl6a5/WRxVQBVQBVUAVUAXOroAC07NrqFdQBVQBVUAVUAVUAVVAFaiRAnTqFODU6R20nDqc7NJSnQIKTN/qpsD0rRbVrF05YAoRCMlYzJQ5Pmcu46OmnoApQ+aeVBKJxJG7k+86L57cP29mCpEDLiEk734FjlnhWCAYefrklckJOjj+3jFHHtzM7yc61lamXkggsCHvf3D3QsYRjZarqxv42wIkDRhY5UQ9gqGjnaUHa10CpiWHqScQkOOAaRBgqaeUw5RwiW09r8I2GFBVcvERVKXgJk0CkmbhMKWrdC+blz24QAs5wFIAVeMyPa8K4DoOwlCvG7lnveJCSN5odEvcmVXpbi7Ihx8+MO7Ey3CYsol0mf78734lcgpg+vybCYmsxqsKx8t7nQRM2U90/04Bsu/uIHSto0u6hm7wtIYpHLX8o9uUUUxavQ7pCrjhMnUYtyzz5O5mCgbWMxw0gTCabf4appFaUVVAFVAFVAFVQBWoWgEFplVLpyeqAqqAKqAKqAKqgCqgCtRagQzyl4oJbeiXHjp1zm9+ttZVr7vrKzB92yUKTN9qUc3aVQOm1IAT4nwxS6we58jjYbUqRwHTiwCXR7XH1eQ5avP+Nk+Td3+9fMUtJ5/nLjtvYnJKmgdd8uEn75df4tLXGXEzhxcbmA7fPR0w5dcT3WuRFYTCLS4jZ2i/BFv8NYem5WN3bXVTNuAwDDYHZfTW8c7ScpGZq3VxPiXO4LC0Iv9pJnZ0DlMC0+6AFZKXeVrPC5gSwhFJxQGn1pN5iQKQMm9kFoA0k0ib3KI5LPmrBqfPhdywbuQW9SD0q7O8GWdfR981AaI5cF2n2ymzE8/lfl9W+vu6ZWCgy+S6JGRzXNI/RP7u7355amC6NZOQR4/7DOitVJjjgCn7iZ5e/piA4aq3t4ribR2RULin0ltc+vF8Vsn7+bw2exwShsOUoXnB6Y27OQpgSmjP93Sbm2fs0mutFVAFVAFVQBVQBVSBi1BAgelFqKz3UAVUAVVAFVAFVAFVQBWoSAF7MotOnZbmTXn/MZw62MjtWqpT4MW3k/L1iyW5+f5jhGzsqO4iV+QsBaZn68irCEypCCfFCQVYzGfNBX/mfPXbz8UdWZYbyDdpl72svXbM8pj9hWO221cp5k7+NPX7/fahRy4Dx+wPBANHHm9vtM/r6e2RtdU12Swsy4NH4/buulgy0utONCGTE8tSkAGTj/E0FaOi/NtZnhO3AJiO9eH7CzkdT5b6NJeu6TErJWDqbh6W5s5uScMlnFrbNvf093Qgl6c1FmoFTAng6OKLAJSuJfIApwW4GAHmsjnJx5KSYxjeZMbkFnW3BkxuUYbLdbpd+/8msDS2hQbgwvnlz3PpsX6njrwCoWh8a11cmRW5d6tDBhHSlnDNgRci2qZL6tC/+zmAaejdIXnt/KU/+ouPKw7HS4GOA6boJuMuZQjn7W26S8PSO4zwuzypwYo9Urj0wVka8lo5TLNoZAbuZcJSdZY2WKdqdVUBVUAVUAVUgXNSQIHpOQmpl1EFVAFVQBVQBVQBVUAVOD8FECVNYpiwzMfnZWDYL319XfsTo+d3l+t1JQWmb/tbgelbLapZu+rAlACAE+lmUh0vZlmNUBWeQ2Aan3kuAyMD+2f6AYZOKseBTV/Ad9Jp4vefvP/Ek89hZ8DRIpuLEQn0O+oOmBLgbUeSFjBt6jdQ6LRN5lgpZlISW5uS1vas3L4zbGDbac+/jOOigJITr5al2DQgnUMjkoqlJb2xY6ri62o3gJJvahWSNw1AFYGjj2FQ+ceQqHwGCwi/mwO45pLhdx0et7ib/QiZ6xGXCy5QhNA1IBOiO/CU2hzTckIWZQ/gG5fedwi+C+yx7/hvjwRSAeR2t2Q4nJKPPnrP3IP7+McX3IlrF14uE5hSO+o5PT0vEQyNPGBpePBGw8JSuwfZLpPTFB3PsURQz5DD/AywofuFd7TeUBVQBVQBVUAVUAUuVQEFppcqv95cFVAFVAFVQBVQBVQBVeAoBTyYuVqcfC4Bf0T6B0IApuGjDtNtFSigwPStWApM32pRzdpVB6blmpiJdbzYE+zl+85zPZ8vyLOvvpKupoT8xX/6s/O8dF1ea3ZmQSb+OCsdgy3yvU8f100dCVAISxaWNmR+Lik+hBxt76os5CjzXC7j+8uPPKaPPrhnIFzdNPCIihCY0k27V+yT9p5BScPNyRC4TQCS3lCzuP0eA5VaELqUIXlb4cbz0m1JwnSGYoNNuvm2Unk4TPckwTCooFbsh2IuL4VkyuQtLeL5cAGYBtpbxIv6MBww788qWH8H68IwqhYwLZqwqrvRmIFh5ii8pBJxA1hTybc5dRlqN5dKmFyWPa0FuX2j3YTitQGpqRUqxrrt3w0r9v4zSHGqU08LTD//7VcikZT87G9/eqrrHj7osMPU6ieRGYThje4CnDq7pBOwlM9JIxb2nd1/dgvK39vbGrFtWmdVQBVQBVQBVUAVOLsCCkzPrqFeQRVQBVQBVUAVUAVUAVXgnBVIbsNdGlsVt3fXhOPlhKiWsymgwPStfgpM32pRzdpVBabUwkyW4+XwpDnda7X8GEqnM/Ly6Tcy4t+TP/nvvl9NtzTcOf/3P/43CbYFkGvxgQSDwUuvP/uccIj5MxeXN2RuNin+0Ih0VAhMGdJ1a3FWHMUlGRvvl9aWk8MUX3bDCUynJlakkO+S5uawZHKAkwx564WT0+MSD/J5+hG2tNVr5XoMYp1w0XZ0Vlt/OvkIRwlJt9MFieO+dJfawLQJ+53FPSkm05LdiYkX9Qi2eaWl1S+E0nQGJgE+WZKJt+CT72PxuHmGCU4zuEeumLcAHx5iB/YHvEXzPHtcsE2WCv+dEfDsmeu2tgZlfOzGARhaxLUKOBYL03Z+Hpg/vFwENL0oYPrNNy/k5et5yUGQf/fvv8fUscKwzatLKYmn/DI4/p4UsJHPS6MW9huL3YbD7629+qoKqAKqgCqgCqgC11EBBabXsde1zaqAKqAKqAKqgCqgCtS5AmmExNtLzEvPoE96e7uMg6TOq1z31aPr5MnklvzpX/6k7uta6woqMD2bwlcZmFIZM4mOFy75Z0+mmyVe7Pc89rzKdQSmz7+ZkGhqV+7eGxOPy3Pp0NT0N14ITCcn52VlzSndg+PirxDmErzlU0mJrE5JZzgnt5mTtkbj5jzGH8OQfvPHlxLfDklHW58BjL5wm/iQu5Rg0u9qkiDcpS0ep7Ri6YXz9DyKDUxTiJsbBzRNAZYybySdiwSdhLK8//rsnCy8nBI37ts/3CaBIGAuRGYtnE4iTMjrsJbmDV64nf3JJ5jAz4/culzaz25zc9BAz2bkmLULoWdbCNuxgTD4MAQ1wBTXsK5rHcM62Mdba/bVzn95GmDKz5GnXz+VTldAfvzjH1ZdiXJo+v0//Z4ZH9lsQFzNI9KCPLdaVAFVQBVQBVQBVUAVuKoKKDC9qj2r7VIFVAFVQBVQBVQBVaCBFVieei6h5k04j+4ZWHpWJ0sDS3FuVVdg+lZKBaZvtahm7aoDU2pioEgJjtjrJCM2HOHyPEscDrmJb5/KvS6ffPzpo/O8dN1ei8A0nonAhXkH8MspoVDrpdaV/Uz3IIHdBIDpagmY+ioEphwb6WRCIitT0tWdBzAdMq7Fev0eI0j85slLSQGYtrb0GJdnsLtDmkMBCSH8LkPxMn+pD+CU7lk6O8+jUGv4R+FWtDTPYwPXCVLpYGzCfQhMJ759IfnMGkIcNwFAt4kTDlcW1sJ2Jre0HHQol78n6KSPlPc7qeq8nmkZXg7DUuxCTfEfroH/9+Er4bg5zz6RB9aoXCQwZRNsaLqNz6Zw902Jpf0yBHdpo4birVG36GVVAVVAFVAFVAFV4IopoMD0inWoNkcVUAVUAVVAFVAFVIFGV2BnY00KcJeOjASkv6+r5PRo9FZdfv0VmL7tAwWmb7WoZu06AFPqQjBCQMJSWlhwBO9PAi/mhApfIpGoTL16Jh8NdciDR+MVnt2YhxOY7sS35cF7d8XvDYjP5730hrC/CYS+/uMr2Yl2ys177+33faWV21qcE0/Tktwes8LyEq7VYyEwZX7KnZUi6tspDvRFa2+HtCFccrvPKc0Apj64OwlLa1ksGAlYivoQmhJagtPK86cvJJVaAywNyL0HtwFMneY5rOQhtAPIHgVCK2lTOTTleTYsPet1T1OH0wBTfo5MvngpYz3D8uGHD05z2WOPYVu/+ealPJ+ek9VIkwyNfSKt4W4Di489SXeoAqqAKqAKqAKqgCrQ4AooMG3wDtTqqwKqgCqgCqgCqoAqcJUU4OQjgSnD8Q4TmPYDmF6lBl5iWxSYvhVfgelbLapZuy7AlNrYoPTtiqWYAtNqRs7Bc37z/34BONdkgOllu0vtmp0nMN1cmBVX07LcGeuTEHJiwixZl4Xhb1/DURtfLYrf0yPeYLN09rUjPG3AOEu9qDhZKUPk1rrY0JTPHe9GELm1sSUvnn8rAyN+uTs+Kg6nE38O8NLa1+eo9hr4an8woAoXAUtZj4sGphwXi8vr8odv5uXVfEw+/LMf7ztsj9JFt6kCqoAqoAqoAqqAKnAVFFBgehV6UdugCqgCqoAqoAqoAqrAFVGAk7KzL59JW8uWfPDh3Zo7Wq6IbO9sRjQal99/8Uw2Uy55/wffe+fxV/0ABaZn6+Gvfvu5bCyuSN8ocjNe49Lc0iLNrS1GAbfbbXJd+pH3sdKSzxcklojJ7NSEPO4PXRuH6S///p8lDDD34UeP6sJdyn4jB4tEk/Lq1ZJkiwPSO3zjMCs/dfcWkMd0Z2VSOsJ5GbszjLybpz71Qg/cg8V0ZmJWEit70h2+IS1tIWnvbEG4W6948aXMfKG1KISjDMlLh+s+KOU6bsb3LFxkkmn59utn4vXH5eGjUThfW5Cj1CEOR50Kamp+/i/vAqbMX5rLpuEWfi2j7b1ncpjm83lJptPyBC7wWC4gCVePNGvu0vPvVL2iKqAKqAKqgCqgCtSdAgpM665LtEKqgCqgCqgCqoAqoApcXwWim+uSi8/J4LBfBvq663aCudF6SIHpwR5TYHpQj0rfEZjGZ57D8TVQ6alX6niHMyBpsCR3kxsZOD2SBb/JI1woYY4feS9bAZ7swvfHwVSCjmQmKQszU/J+b+u1Aaa/+5cvEWo1LX0DPXL/4Zgt1aUvCUwnJpYlV+yX7uEbVYcgdQM0Lkw8k+bgpjz+4F7dfp8VAOyX5ldk43VUbvTfkZGbN8TjdYmLUBIuzloZORl2N4f4uzkQU/7lkWjUAFQsuc8CqUVJx1Ly4g9PpKMjK/2DbXLv3k1xKzD9znNyHsCUoDSTyUi+kJPV1TX54gmeA1+/5i79jtq6QRVQBVQBVUAVUAWuqgIKTK9qz2q7VAFVQBVQBVQBVUAVaEAF5pDDryUYkYGBkALTc+w/BaYHxVRgelCPSt8xJG8wtSE//ZufVHrqlTp+/s0igB9gZzwpCfylUinZSzlNG/ecbik4PGbdiRCie24n4GpRQh3t0h4OH4Cn1xWYUpx6hKYrKxuytJAST8uIBDu6DMgzHVnhC4Hp5uKsOIpLMjZu5TGt8BI1Pdy4OvFSyBVkeXFVtmajcvfmA7l1Z7Qm9y2AgGbxxyVhaB73zh4GpqxPYQ9OybwQ5BZxYC6dlaXXc6jnjjx+1LkPTJ21Irk1af3ZL/ouhynzlzqdeZl/syQDwfC+w5QQtLzY7wuFQvlmMdvxGZVIxGV9fUOi0bRspwKSCw5JK9ylzC2rRRVQBVQBVUAVUAVUgauugALTq97D2j5VQBVQBVQBVUAVUAUaSIH1+Vk4tZbkDiaXO5jz7XpF3KtZTykwPSitAtODelT6ToHp8Yqtr22andsbO7K5vm3WvU0B46TMp/Yk6XJLzCUS7umWTvyx5AEu0rmkrMzNyXtdwWvjMDWNx0u9QdOVlU1ZXUyJt3VE/O1dBurZda1kSWBahHN4d3VKQu05uX1nqJLTa34sQ/Hmc3nZA6BMJFKyOLMqw+2jcv/BvZrcOwUL6U66IIkcgGgJlNJJShCHBcLvmuygkk/nJBuJSx4/RmDdUrmMrG+ibn0eeXyvS4YGe0y4/ovIqVoTIaq8qA1MP/7+4wNXsAFoLBaDG3hP3kzNymBrWB6+d8c6DhC0vNgRlqH8/uZ4PGUgqdPpkjT039mOy8YWQvz6+mTkvQ/MM6DAdF8uXVEFVAFVQBVQBVSBK6yAAtMr3LnaNFVAFVAFVAFVQBVQBRpNgdX5N+IsLkt7m0fGxobFVcNwgI2mzVnqu7SwIl/+cVq8nQMyMnbrLJe6EucqMD1bNyowrUw/G6ImASUW55ZlfScmOXdQmnt6pK2zU5KAVU3uouyurcm9Dv+1A6ZUs56g6czUgsR23dLePwZnsP9MwFSyAKYrFjC9VUfAlICSDs5sJiezrxfF6XJILlmQobZRuXv35PDIe4ScCJtLhyiXDKNb+t88GDR+MuspgaaTKyh0lBKUbqXzEs/uGU3z2EiURyi6BxdkEUC1yGtmc5LHM7EHmLuzvSnJFJyvtwPS39ss98ZHDSylj7vpGjlMY7GE/PwX/yjuTj/y/VrOderK8lYGhC/OZozu+a24jI+PmP10uJcXO/crQ4fbpVh0wJ1qXbelOSjPnk+J2zsoNx99LJFMQZKE3Ogv9qMWVUAVUAVUAVVAFVAFrrICCkyvcu9q21QBVUAVUAVUAVVAFWgwBdKJhKwvTUhvd0HuAJjSocMpvbcTgg3WoDqprgLTgx2hwPSgHpW+U2BaqWIHjydAnXw+IymXV6JFl/hbW8QBeLGxsCwfIkfjg0fjB0+4Ju/qBZoSmEZ23NLWB4eeByFJq6RE/P5K725IJjonTndC3n98ty56krCU0DOHULyLcyuyOhNFvl2/uHxFGWy7IeN3Ss7EY2pLd2gScJMQjUuG1SVHI+xkISh1oe1u0FJfiZhmcEwKxxOacp2wlYfzjEImC0dpwnKUIhQvv/CdPrdsbCyLx5WTO4MOGUSe2+FB5jW3/k1AIovsquZ+1+FleXld/umfPpdUOir9/ZYz3W53MOA3q4HScmt7x7wfGuy3D3nnsqUlYI7p7e2WlpagfP31c4nFg3Lr/nsSBeDehTOYfU3IXeXj8M466AGqgCqgCqgCqoAqoArUgwIKTOuhF7QOqoAqoAqoAqqAKqAKqAL7CizPvRFP0zJcLv0SwsQd51trCUzNFK81z8sZ2Cs5BavAdH94mRUFpgf1qPSdAtNKFfvu8Qm4TTcATuc2orISS4vL65Ot1Q35k/G+awtMqRKh6e7OrgQBcLw+33eFu4AthInJaEgefPpDQD6AxSoJkQdfXsuTz8Uf2JC+vi78hS+g9u++hQnFC3fp0tK6LC9tSHwtIDdv9iNA6440O1vlow8eGRh5+HuX4XMJS1P5osSyVmjdfWBagp+8O5imBUyx4nNZUDODc/bzlQK8FeAo3SvlKN13lAKWFuE2zeazksjGJRzKSU+7A07JG9IRajbXZJ2uEyi1e3NubkmefvtKwp3t8oMffGhvrsmScHZ+Hs9gaNDkLo0BrEcyCI2swLQmeutFVQFVQBVQBVQBVaC+FFBgWl/9obVRBVQBVUAVUAVUAVXg2itgA9Nwuxc534Zr6jAlJzUuF76gMMSfNSFr3l6ZFwWmB7tSgelBPSp9p8C0UsWOP55u09nFDVnYiMlOMiP9joz8x7/+0fEnXIM9v/v1lzLxfBrwrCDh3q4LbzGBaUvziIy+98mZHKbxrXWElp2X/kE/XIFd++FpL7xBh26YB/hKp7Ly9JsJiUWD0t4zLLdGh+CE3ZZWj0NuDPSb/OGHc4SmcV4EoDQGeBaDU5TvwU+NW/XQLcwPjw6H5KWuZM95hNzNxZIIAZyBuzRnTqWj1OlxSwawdHN1UfrDDrkJ3Qb6eqQ9xHzmcJZeU1hKgZ49m5CXL+fwQ7IRefiwtg70JQDTN3M74gwOiCsUBry2wvESmFf524HDw0PfqwKqgCqgCqgCqoAqULcKKDCt267RiqkCqoAqoAqoAqqAKnA9FUghLG90dUp6uvO1B6ac7IXMDCXIJb0wThBTTsxepaLA9GBvKjA9qEel7xSYVqrYyccTmr6ZnpepxU2JLS7K//K//7WEuzpOPumK733x7aSsLK2J3++Tf/fvv3ehrbVD8hacIekcvFG1w3Rx4hmiJGyZULwMUVsP3yv4qkMo3rzMz67I3OSuBLruSM+NEfHCDdvidUjY55JmQFMTDp+/HkIpgJLRZRsHJN1BDlKGaKXLlOFZjyr8PqVTtLiHPyY55XveuHQ485UWUhYs3YN70eFyirvZL/FkRGKxiNzs2ZO+sF/Gx5iv1PpOtn7IdMW+mI8S75htv/ntH2R1dVM+eHxPbt0aOeao89n85VfPZHXHL4PjD9DfBYDxo/v5fO6mV1EFVAFVQBVQBVQBVaC+FFBgWl/9obVRBVQBVUAVUAVUAVVAFYACkeU5cSMs7607fXD6BGoWkpfTgJzHpfMFZhlTmHeNYYCvUiF8+PrFktx8/7G0ha83iGG/KjA92+hWYHo2/Y46myF638zMyeSLaent77lwSHhUnS5722VB0yjcj5MTy7LXNGCA6XFg8CR9tjfWpBCfl+ERuEsRjpduy8sGpoZZAnIuA0TPvdySSMQld773fXH6vcZR2gJQ2hN0C5flwJROUuawNO5SwNI0bKWEqMdhNIbaLaSzJjfpHtykewC0ewagWmcwX6/D4xKHm39wlmK5tryAUPxJGe0qmBydQwPIV1rS7LrDUo6zf/n1F7K4uCY/+9ufnjTszryPvfpqYlZmV9Oyk2uV8NDI/r+NznxxvYAqoAqoAqqAKqAKqAINoIAC0wboJK2iKqAKqAKqgCqgCqgC102BXQBTjyxLa6tHbt4eqhkwpa6cwoURxjhoODFrTRRfLcUVmB7sTwWmB/Wo9J0C00oVO/3xn//2K9ndjsjHnz6+9i5TqnYZ0JSAdHJyQTY3XdLRPyZuf+D0HYgjdwBLdzc3pL11Sx5/cNd8p1jQr6LLnPvBzF0ajcTl9eScZDcDEgr3ShfcpQJ4yfoFYOfs8LvEj7yj5odEqAHPYZ5SOg1jBpbu7QM0ukeZf9S4SMtqS2epAaXMUYqwytxfDkydbqe4Aj5xAdQW9nKy8GZKmpticmckJGN3bkgbQvDajtzrmK+0TEqzGosl5Le/fSJb21sXAkx3Iwl5MfFG5rbc4mntxjjpkTwGBMeEFlVAFVAFVAFVQBVQBa66AgpMr3oPa/tUAVVAFVAFVAFVQBVoQAWasilJrmEStT1ngGmtnTlmcrg0Gch7cfL4KhUFpgd7U4HpQT0qfafAtFLFTn88w2fPTM8BGDnVZVqSzYKmKzIw2C9337tzejGrPJLuyckpANMNF35B0ybdwzcqutKbl88k4E3CXRqQAeQuJfyrh6+UAsDn1Ms3ktzIykjfHRm6MSyCcLjiQNxbFOYJ9eCPERcSODaJELwZuEnpMGVY1izWCc4gjyl5hNXN7EQlj3yo5aUJ12CYXeYkpXuV6+Uhebk/nUlLbHcT8X6jkkkuiz+bkZ/+1Z9LqDVonLjUiznFtYjMzS3J1NQMpHDKj370Wc0lYf/vAJpOTL6RN5s+6R4aBVT3Vx2auuYV1huoAqqAKqAKqAKqgCpwjgooMD1HMfVSqoAqoAqoAqqAKqAKqALnowAdLrHVecnnFuUmw/K2VObwqaYWtnmi2ilac759EVSgnuZ6rzswZbcQirOwX/71H/5ZQt1hefTJR9ZGfa1IAQWmFclV8cF8XudnF2UUuQrH79+q+PyrdkICea0nJqelaa9J2tva5catoZo2EVxQdqMJmUJY3oIMSNfQjWPDzx6uCN2lmdic+L0pk7u0XkK88/OPOWGXEYo3UAzJ9z/7UJrh5OR2hmHlxyPTjTJXaQqANJotSILAFKCU27ivAOdoATlH90qu0UImJ/lkCi7T/AEZGHLX6XWLy+cVV9CH8Ltus5/frelkQiJw3+azO+L1JCUU8sj2+oY4oin53372U/P5XB94+UCTLvUNgenTb1/JjZFBefhwvOZ1sXO6Ly2vy5u5LVmOeCTUNyJNXv/+c3D430kcP1pUAVVAFVAFVAFVQBW4CgooML0KvahtUAVUAVVAFVAFVAFV4Iop4EES0Z2lWcQDXIbjxINcprWdID+rfJwstCaerSWhHD079QJNGebzyeSW/Olf/uSsTW3I8+mI4h8LzE3ym39UYGqpUd2rAtPqdDvtWdFoXJ589Ux2tyLy07+5ns9suVZ5hHaNJWLy6uWEtPrb5MGj2kIjflYU8IE+DZfpBlymbb13xBcEXCyv1BHrhEgzL54hFO8m8nCG6yp36drqhqwurUtmwSWjwzfk1t1hCcLNSVRKQMz2pnJFiWQKEgcUNY5SCGF9dlrhWAlG84kUHKVp4yptcjrFjR8zEY4eKPjiMy5TgNMmuEub4GBNAXrvbq3LXmZXfHDftoW80tPXKa04/8vffS1NkZT87Gd/BSfuYRR34MrX8s0Mchu/fDklIyNDFwJMKTKhKcf75OSsLG1kZCPTIm39I/vPgMnzjn42/+4pHfuu5+Nadp42WhVQBVQBVUAVUAUaTgEFpg3XZVphVUAVUAVUAVVAFVAFrr4CnIwrZJKyPPVH8XgjgFyYRq3jeVROGjKMnT1hyKqyzoV8znSWy31oQvmCuzAFF9C/fj4l3YMDF3zng7dLRmNmQ6C15eCOGr/j5C+hAAvH1sbSsow+vC8fffaptVFfK1JAgWlFclV1sBWGdk0Gh/uvvcv0ooEpPyr4mT49NW/ymBacbdI7fENgsjyx7G6uSToyJ0MIxTtoh+LF581lf3URej7940vZiwfEWwhKT3e3dA2EJdDiN6DUgqKyn6uUOUuZx5WhiZl/lHlI9wCt9wBM9zJZfDfn4DTNA5R6xNfZavKRHhaGbeYfHaVz06/EUQQkbXcYR2lPb9hEjeBnsRPfk1/87isRANOrUN6HA/S8XaCff/G1TE/PSmdnhwQC/jPLtL21IxHksnV7PNIVbpdwuEN6e7sA+bsPXRv9j7HzEqF5Z5bTspltNc8BD2Lf8d84/AESj8nhheNIiyqgCqgCqoAqoAqoAo2ugALTRu9Brb8qoAqoAqqAKqAKqAJXUAFOtHIi7sUX/yq59BvkVrMmX+s1pxlhKeaYMXFozRghMfOZAABAAElEQVRyItGFOi/PL0vKi0nOYO1DCp80DHLZrPiag9LcFjrpsJrvW3kzLx+Mh8V/DpO+lVSWE7mc/Gdhnr75mXnJhfoVmFYiYtmxCkzLxKjRKl2mL76dkPWVTZPLNNzVUaM7NcZlGZb3yR+/Fa/LLx9/+qjmleanRTSalIn9sLwj+z+6OO7ms6+eSah5Ux4+viteECV+1vC77DIL27GysiHLCylxu3rFW/QgZWkTXLPt4g34DBjlMfxuJSRlOF6G4OXHJSFpIZ01jtJcPM0PUXH6XCbELsPsMkcpl8xRWl7S6KudTbhZUwn8iCgP2PdCHo63yXuP7hlHKXynpdC7vDG+J5G3dwHflVehFGM5uTXSKz/4wYfn1pz/57/+Rr74/KncGB08l2vOvlmUnrFB8z2cXWuS8bE74kYI6bt3hwCyg2X3sIDpDsJTv3jFfKYucbZ2S1u4x4xrN8aRD+kTWFKl0M1lJ+uqKqAKqAKqgCqgCqgCDamAAtOG7DattCqgCqgCqoAqoAqoAtdDge2lOXHLktwe67cmWi979vkY2TnRnIGFkZPMmHcWF16Yu+4f/89/loS/S3NllnT7NXKHPh7rlE8/u9jcoXSX5koWU+2XYwZxBZsVmFYg1hkOXQJIevV8Wvx+n4GmZ7hUw5960cCUgjFv52TJZdrRNyYu//E/fKG7NBOFu3Q4IH19Xebzny68yyz8/c7q6qZsLKdkN+mXnoGbktjYlSbsCIZbxY0frhSb+GskOAWxwOGWsxTQdA8O0kIWTlIA04JxleZNmF03cpK6Al6AU6843C7TPDaT33uZZFJ2AUrjiV1J7iXhOszjx0JBefP8uXyIH8rwc5+OUh57FQt/5PDsqwlpSmQATB/KLeQgPmvJ5/Pyu999KVvbMfkf//rHZ72cLCMv6X/7/Pfi72hHXzik09Evt2/fktdvJiXc1SR37oweuAfjZvA52IYj9RWcps+WPdIzNCp+9CuBadAN/I3+ZL5bfsdyDGlRBVQBVUAVUAVUAVWgkRVQYNrIvad1VwVUAVVAFVAFVAFV4IorsGOA6bLcHu+TluaAcZ3WY5M5oZg1rpyimRCmI5YTw/+gwPRAd10WMCXIZo4+Fu2XA11S1RsFplXJVtVJzD+8ux2Bq/IxgMb1dZkyLO+Xn38t8UhC/uI//VlVWlZ6En9jMQVgur3llqIzJOGhG0degrA0srkhoZYteQR3KaML2OFKjzzhgjbGYkmEFZ6TbLpbPKFO8XpbJLm+A+doXnzIX+oO+gGBvcgzSvBpwS7zWQlImgEgy6cyJiSvw41cpTjW6YM7FXlLm5iblEsAMzs3aQ6hd4tN+X1QGkREg46usHEivvz1v8n98Xb53qcfGEfpFeWlplenJ2ZlfXZLmr1F+dGff3bIsVl5x+/uRuX3X36D8eSQH/3os8ovcOgMG5iGh/oklcwCmPbJ48ePZGb6tWTzG0e4TK10A/z+nEcO3InXmzINp+nAyCja1iwBOEwJTJnz1gamCk0Pia5vVQFVQBVQBVQBVaChFFBg2lDdpZVVBVQBVUAVUAVUAVXgeilgOUwBTMf66tphyklmukw5UYg5ZGuyHOu/UmB6YMBWC0zNBCxfoG01k+08tcRLzeTur/5enb8HOqbCNwpMKxTsDIfTZTozPQcI57zWLtPt7V2ZeDF1ocCUn+sRQMevPn8hG1suaevp38/TyM8hgiJ+3m+vLktzICOhdid+kGF9/nPfeRYP8mB7vd5jL5lKIWQuSjqZllTKygeawHoIocfbuselvX9Ykgirm96JIRdp1rhDGVLXhTykBKD8fOTnJFfoLM0lUnCZFsw+QlVvqNkAUx7CwrC7ka11ySLsLjKeSqqYEoffA0jaKUGEoOcPU6gN82e//PXv5O5YB4DpY+vkK/yaiKfMOE1tZOTmSKc8Qhjig2FuK2v83NySPP32ldwYGTyX3KhTU2/kD69eSWdvN/omI+1wmL7//vsSjcVlbnZaenqaZKzkMjX/oimNC44N/hvn5QRC865mZCvmNKGdPehkpiQItHVJS7jbrJtxVFkz9WhVQBVQBVQBVUAVUAXqRgEFpnXTFVoRVUAVUAVUAVVAFVAFVIHDCsQxIZtPzEv/oF/6+7vMZPThY+rhPScIbSDH+nCunBPmv1QwRzn2SzXA1NaWS1tXList9iQuz9V+qVS9g8crMD2oRy3fvfh2UlaW1mRwuF/G79+q5a3q8toEUGz/+vIWgF9Shm5dnA78TEfwAPm//o9/kog3jJyfwX2waH8W0UmajEQkubtrAKG93fq0Oj9J74fCMjRk5bBMJpKSLEFRG45mmqxPuAwAVhYOV5YUKuPOivR3DUugPYwc1mHJM8xuhqF2MybsLvOUFkmGUZiDm+tNiM/r9CJfJWAqXaUmVynC7xKs0lHK/KSJxI5kJC0FwFK6STvhJmWubn7vGQ14QaykAV5fXCNgymavr23K7OSiuNJNcG/e+E6YWx5z2nLewPTrr5/L5Nq8jN2/Jwuzy9LW1C/33nsoKdip5968Fq9sy/17Vi5TjocCKsrngP1Kok6n6fLyBkI9r5smcPN61CsFpB4IdCgwNaLoiyqgCqgCqoAqoAo0tAIKTBu6+7TyqoAqoAqoAqqAKqAKXG0FcqmkbC8jt1Y4L2NjQ3BZcXqucYqCuYN9VSkw5UQt5/L3LO+TmYg/j1CX2i8H+6XSdwpMK1WsuuOvew5TgqfFuWW4InOyG9uVvuFu+eCTh9WJWeVZ+PgpAdMuGf/oQwsqYhsCkRpASiclQ7Dzu4lfT7X4hnry2y9kcM8lfaPDphWxfE5iuYy1ngMRRfEBVpql32/yS3LdgxylG2sbsrW+KS1OhMhtCUtrZ5e4XB7JAkTPT00h16obLtQOCwTjA5fAlLlJ3c3IVYrcuQSmmUzaQNIkYOmeZCVdTCOPqcdA0pYWy01KZ62BaqYWb1+2ce/Vb17Izdsh+fCT99/uuOJrszMLsjK5LR0hP4BpT9XQ9BtoNzU9Lx88vncuOVEPA9MWwQ8QAEyZg3Ti+TPJxzfkwb0uuX3nhvnuzfNLGP9zjHPM87s4Gk0aYLq1nZbdhFdaOjCmAPSTuAafF/5pUQVUAVVAFVAFVAFVoFEVUGDaqD2n9VYFVAFVQBVQBVQBVeAaKJBBXrSNpUnp7QIwHR82k9K1mJCulZQK5g4qWykwJSzN4YVLFk7K22DC2lLdq/ZLdbrZZykwtZWo7ZLu0vnZxWuXv5Su0g3AUuMq3U1LzpGGu/a2DI9aDsvaqv7dq9NhGoeD7sHHH+1/FhEO8scb/D6yQelRwPC7V6t8Cz83Q91h6erpNif7yqCoH7lFjyv82ORnJ5252xub4s81ic/hh9O0UyKRKJyBm+Lac8jg4E3x+C33rCGnhL8up6TTAGI7mxJL7AKSpiRfRO7TIHOTdpqc4vwstkPvUghqcbhcV2DKMTz57I3EltMAnZ0AkAOIkmH132GNTnr/m9/+AXByU374Jx8jXG74pEPfuY/5S6fm5yWSTcjgyIhxmAaL/TL23nvycnIGbuC4OP9/9t77Oa4sPdN8gfQeCSS8JUEQtMUqVnW1Wq02MerpnglpWhu72l+kjY3Yf29HMxsh12pp1JJaXepyrCp6AiA8kPA2kT4T2O89iQsCIEDCZCJvAt+pYpprzj3nOTcN7pPfdwpZNDVKWt7Bbvhl3nim4WVxyVjz/J6ROuYkwnRmzSULQyLNWyXy2o+MRKgWZdvdj+r3tkU3UAJKQAkoASWgBJSAXQmoMLXryGi7lIASUAJKQAkoASWgBMw8aYszQ2hrLWLw5q4wPebCrB1xqZg7OCqnFaZFyYeZ5YVYiXLhxVpenHdJpAtFxeFilpzw3NBxOUzvdM9VmJ6O11m3vmrC1BKla0sJE1Wa38lJmk+3pAy9KWlfjxeDZ+V70v2s94v733sjTI0kPeH7zUmPc9x2ljB98OnHx23yzuWUWAwUXFlcwrJEfIadASPCMm4Rqukc2sMdaO0pRRRybtK15SWZC3VL0rHmkdpOI7edN6K0IdYk0at+OKXfTvn1iiVLzXvvMS24qsKUOBhlmlrOIbmaEwHZIFGmfaeez/TffvsFZmYW8Jd/8ctjCJ98sSVMC+5tRJta5McYcfi3ZX54iTqeis8jGAyip6NVorpfIxTIGNnO+Un5cevc/czdytZhctVlokqjIktZTCpn3ptneqMElIASUAJKQAkogdomoMK0tsdPW68ElIASUAJKQAkogUtPYPTFMzSGl/HRw9t7UQ7vukBrJyDWhfazXui2U1/K0ZbTCtOCCNOcWFPeM3aFotRlLtSXIqesNvF8sFL18rru+84PHReL3NnuVZiejdtp99rc3MJ3j55JVLUDf/iT751295ranul3l+ZXUJdxYnl2A76oC809DRJVGauqLCVE6/3iAwpLywqd4H2mHAOQljlAv/73zxBujOI8nyNsNqVpUqJNkyJFk1Jvi8yJOj81jUDOiaZYhyxLGVEq77giSlNw+D0mmpSSlPuyMMr/NO+1V1mY8gcAE6NTyK/VIRoKoSGKU0nTRCKJzz77DiurK2URpiMj4xhbmoPT6ywJ0/E43NttCEabsbyRQHvvNXD626XFBSzML0j63VL0NKNLPZKT15xDbh8Csr1bokqtc4Lnxe7pwYdalIASUAJKQAkoASVQ0wRUmNb08GnjlYASUAJKQAkoASVw+Qm8FmHapML0Ugz0aYVpKcJ0W9LyUpDuRrrIxdv9EaaUo4z2si7kqzCt/KmiwrTyjHmEQqGIrz7/BlsbSfznP/npxRy0CkdhJF42WUB6NY98ughndAfR5hD6+rur0Jq3D2kJ0/MIy7drPdkSS5i2dHXKXJO3T7bTMVsZ4SU3zLLKqH3eZ0SSrs3MI+T0YT2fQlaiSX27aXcDIkr5Xsv3VEuOnTay9ioLUw4DfwiwtpBAYVU4OtIyH7sPXd3t6O5qP2aU3iyenpnDy5evZQzq8bOf/fDNin2POKZv6crSwj2JufsUn/3uEeZTqygWi/IjJAf8gaD8IqkFfbfuISW/SspJNgeOM0Up7/mZ6pVwYv5IidJUVmMrt7ud1F767OWtvFfJDtY5YhbojRJQAkpACSgBJaAEapSACtMaHThtthJQAkpACSgBJaAErgqB+OQ4PHVx3L7ViUjYby7eli7R2Z9ANS+025HOWYRpTq7qcx5Ta340RsDUG2laStHLi/m8sMv0kHx8knNDx+V8Z4cK0/PxO83eVyEtL4XpyqTMnyiRtC6Rpc1tTWg553yNp2H8vm2r+X5RTmHKfhp5tivFTL/l8dzktFlupdzlcuu91Ho/5X7m8QnfY03dchOXugtjs+i4EcIHD+9Yi6/M/X5hmitswuMtIhwOoq+3C729ne/kQGH67TdDaG4O4wc/ePjWtqWxPDhvqFm2u+XmZhLxuUUztoxWjc9vYGYugR35PHUFGxGMNJp0vOFYi5Gh/FESiyU+OUetT4Qp77mGn8EmRb4YVZ4fTvkw9sgNt0/Jr5r4Oa1FCSgBJaAElIASUAK1TkCFaa2PoLZfCSgBJaAElIASUAKXnMDc1CFhWkP9reaFdjtiOq0w5fVXXoQtyL+8mcu01Cu5fmsu4lpRpZIt0AhTLj9J0XE5CaXjt1Fhejybcq9ZWlzB8+cv0SbzBd66N1Du6m1R3+rqOp49foFsKieph79f9RS8h6FU8/2i3ML0cN8q/VyF6TKSizmkVnJoaw+JdExgbHxGpGkA0WjESNPjok0nJ2fx5OkrI1fv3x80Q0U9SkFJNcl7Sk4+ZqEUZZmfX8KWPM7kHUjn65DM1SMt/3ySRrdR3kcYXezy+k3mBivS2Ox46Iafrx4RpvwxEo/DjA+l9PglYcr5xFWYHoKmT5WAElACSkAJKIGaJ6DCtOaHUDugBJSAElACSkAJKIHLS4ACbGFqAi6JML012GEiTGupt9W80G5HTqcVpuaCsHSEwjRbEHHKi8NydZjRLTw3eCGX0S+8sMt7LjtJ0XE5CaXjt1Fhejybcq+5CvOYck7NoeHXIkzz+ODBXRWm+04iFab7YNTgw+ePh4A1j5GlTlcODx/eNWLz2bMhjAzPIxwJorU1KOK0Cx0dLQd6yG1evpyUfQbR399LVWo+/yg5jbyUe0aRUpCyLKykzf1a0imfl/WScjdgtmuQCFKvyFKm2rUKPyr5g6R3CVNuw89Uft7yc5dilvdW4TorPb712Wyt03sloASUgBJQAkpACdQqARWmtTpy2m4loASUgBJQAkpACVwBAhRhmyuLKGxNoavHh4725prqtYq5g8N1WmHKvXl9lsI0I8LUpPyzLtjKucHzwyFXbZ1yRdeKMpVF5gIv9z2u6LgcR+Zky1WYnoxTObbiPKbPnr7E+vI6vveDj20nE8vVx8XFRUxNzZpIWrvMXWr1rZrvF5wD9PmTp+i51ofe/mtWk2rmfuzFEMIrW2jqD+Dug1KUZM00/pwNZTre/dGlXd2RA1L06dMhiSAVPhJtelSa3t/97iuMjy/gl3/2UwRCASMrNza3JM3ukhGdlKWJTB0WEg7T0h1XyPyIiHPP5tJpk0KZojTaXEq5SzlK4Wn94IgfrpyXVP7XogSUgBJQAkpACSgBJbBLQIWpngpKQAkoASWgBJSAElACtiVAIVbIpLAxP4KmpgJuDHTbtq1HNayaF9qPak+1l51FmLLNFKWMMOX9/ggXXhHmOcIoF0abUppakaay+Nii43IsmhOtUGF6Ikxl2+gqzGM6OT6N10NjiDQ04JM/eFA2duWoqJrvFypMyzGC1amD0aX5NZkH1A20tYVMdOnhljCNrhVtGm3yHBCn30ma6qmpOBoao+bfhgjSZLZO5gutN6J0Sx57/JLaVyJI06kt5EWSeplCt7CFBn/BHIqRpumdMNp6rpkfHjGl7vauIuVnqcrSwyOiz5WAElACSkAJKIGrTkCF6VU/A7T/SkAJKAEloASUgBKwMQEVpjYenDM07azC1ESYSigM5zE1F3h3L/RSilrRMow0pTTlvGq85/LjiiVAjlt/3uW5bBb19fVwulznrcqW+6dTafhTi+i70VP29rVJFHnf9fLXW/aGXmCFV2Ee0yffvMD60iZC0QA++vT+BdJ9/6Gs94sHn378/o3LvIUK0zIDvaDqGF26tpDAwus13L3bi8PRpYebEY8vGnE6P5cAxWlPdzt6ejtlvtNxTE0vYWrZAW9jB1y+gEmlS0nKsra8aO7r8gm0hbflB0NAa5PfLAsG/SZd73rKieQ2pWmffIaWokr3z31qNtYbJaAElIASUAJKQAkoAUNAhameCEpACSgBJaAElIASUAK2JeCi9MpsYX3+NSISYdo/UFsipZoX2u04qGcVphJYalIQFuUB5SnvizslI+qo29mbu5SRpi4JM6U8levGx0rTR188xuz0fMUQpZIpuZC9hk654H0Zy+ZGAtl0Fs1tsbJ3r6U9hj/44cWLqbJ3pIwVMi3vV59/g62NJP7zn/y0jDXboyrKpbGnM9hYT+CjH91GS2v5z6vz9LSa7+MqTM8zctXbl+f05Is5hD0yf+kx0aVHte73v/8GL4fmJJtGG+4/uI1CsYjR15NYXMnDF+xAc0uLfLYswSeRpPlsAm6ZF5WlocGDDYlWbW5txpbcJ7eSyOQdWEzUIyc/NHKEWhCJtR51SF2mBJSAElACSkAJKAElsI+ACtN9MPShElACSkAJKAEloASUgL0IMFowKNNzxUdeoN63jA8+vGWvBr6nNdW80P6eplVl9VmFKVMHcv41I06NLKU4ZTrBHTNPG0WpONLSXKYSlmxFmL4jyLSi/f/8s0dYnFvGL//8FxU9zmWr/J/+7l8R8Ifw4Ht3LuVcnWcdr8s+j+lXn3+HTZGljY0Ntosu5ZhV8328loVpOpnGVnwe/g2JSO+ov1JzmDId78po8kTRpdb7AqNMZ2ZW8e3jKdz/oBUPP34TaT36egJLIk1zBQf8nrx8xgHRqBdM6RsKyvymUskmRWm2HowoLRTr4ZV0vTtuLxyeAJw+v/n8tI6l90pACSgBJaAElIASUAJHE1BhejQXXaoElIASUAJKQAkoASVgAwIeuSqYXV9CenMSoQag/4bOYWqDYTlzE84sTHlEuSLMi8I7Ik4lYEaiZrZNtCmXUZh6JLKU6Qj5WP43IpW7VaOoMD0bdRWmx3O7rGl5S3OXTmBbIunsGj1bTWEan5zG2MQkBm4OoLW9tiIEr6owPUt06WZiC8PDE0ilfZhfWENfrxcfPby791nGH//E55ZM5CglKT/3giJKV9cyIkJ3sJF2IiGytN7jQ7hR0vXKDl6/3/ywiD82kv/NPse/w+gaJaAElIASUAJKQAkoARJQYarngRJQAkpACSgBJaAElIB9CWTT2JybhMu7KLK0F6GQz75tPaJl1bzQfkRzqr7orML0cMOZkpfzmRbkKjCjTuslvJRy3Sn3vLBc7aLC9Gwj8LvffIH6vBM3Puy1XVrWs/WofHtdRmGaTCbx+LvnKErK4cFbA7Yd82q+j6swLd9r6KJqYnTp6tQWWppC+PDD6+joKM03etzxmSlhSGTpskSQRhq6sLCwiEhoCw8pTGWnLUmvS+E5J8KUUaSMMk1mXCbrQr07hLx8CIYbm1Hv9SNbKKWtp1DlPy1KQAkoASWgBJSAElACpyOgwvR0vHRrJaAElIASUAJKQAkogQsksBGfhBfLaO7wyTxgsWPnpLzAJp3qUNW80H6qhl7QxuUSppSklKaSldcUpuNlGl7e26GoMD3bKHz9+WOklwrovtOCvv7aiiY/W49Pvtf+tLx3PrhlW7l40h5RlsYlXeu8pCFtbGi0dbrWar6P17IwZTphfyoHTzIr+WOzth7jk563J9lu6MUoVmdX0BIJ4Oc//9F7d5mV18DYxBrqnI24ceM6nj15aoRpW1uLiSilJM3kS6l2t7J1cEt6XY8vAI8/aKJI99LVy+cio001mvS9yHUDJaAElIASUAJKQAkcS0CF6bFodIUSUAJKQAkoASWgBJRAtQhQfG0uL6KQnJJ57epwY6DbFpGDp+VRzQvtp23rRWxfLmHKC8JGlsq9Sb8r54tNXKnBqML0bGeTCtPjuVGYzs7O4sm3zzAzOo9Yawwer+f4HWy2ZvDODQze6TetoizNFXJ49XIYAW8QbZJqtkX6Y9dSzffxWhamQ989RXFpDa5MHk19AfzRf/q+XYe4rO2aiy9gemIKTXJu35PI6XdFmFKWTk2vYDnhRlffdYSDQTx/+gSRgEhmKcmsC+mczMst0aPBphZ53WzLfKQyN6l89jE9vdxpJKkhpTdKQAkoASWgBJSAEigPARWm5eGotSgBJaAElIASUAJKQAmUkcB2JiURGpPw+RdFlvYiHPKXsfaLq6qaF9ovrpcnP1K5hCmPyAvGpthMlrJNKkxLQ3PaW6ayXBlNoqk/cGWi0U7DaG1tHc9fvcbE1CrWEwU0tbedZveqbhvKJeW9vA237g1gY2MTc4tzyCULEhnutP1YV/N9fOzFEOJrKxi43l9zc5hSmC4tJrG27cRt3zJ++ee/qOo5eFEH5w8CFufmkE6k0RmJYWCgT6YTCLx1eGve0rUtL+oCLSJEm02K+aWFBaRSSbN9tLlFvgcFTPpdmbbbRJAyw4JV9j20Fum9ElACSkAJKAEloASUwDkIqDA9BzzdVQkoASWgBJSAElACSqAyBFKriyhKdGl7lw/t7TI3l53CB0/R5WpeaD9FMy9s03IK0+MabV1AruYpo8L0uNF593IVpu/mwyjTOZnfcOj1BLIIo623H76A/ed1TifTmH05hIadHFp6o2jtasLw0Ah87oDto0s5ItV8H7eE6f179xCJhN99gthsLVPyrg2NYTGRR3MgcWWEKV+nlKZrK4uoS++gu6VFpOm1t0aH0aWTk+tYTzuRyG4jLdGjgWgM4VhrKbXuW3voAiWgBJSAElACSkAJKIFKE1BhWmnCWr8SUAJKQAkoASWgBJTAqQmszEzAVReXVHYRFaanpmffHSotTClLrchTk6q3SihUmJ4NPIVpKr6NcKcXXdfbEAjaXwaeradn3yuTyWJ8cgbT82uoD7Sho7c25nplalnH3Ap8Ppl72JeD2+0WYeqzfXQpR0qF6dnOVwrT1NQclmaXEGrIXRlhSlp8nWZzGczNzCBY78NAT89bqXnjIkzn5hfNZ1ZRPrw4L/fLOUnNO3hPhenZTjndSwkoASWgBJSAElAC5yagwvTcCLUCJaAElIASUAJKQAkogXIT2MmmsDE/IhfV101K3lCNpOSlrDNzawoQRjj+7f/4ByR9LXjw6cflRlST9VVcmPKi8+68bvViTDkG1RCnKkzPdnqqMD0ZN6a0fTkyjvhyAS3dfWhsse/8n1aPGGW6FZ/H+qsx+Dvq0NrWUhPRpWy/ClNrFE93T0keXE/hlcj9Ru/6lRKmJMUo08TmOuZFjHZEmtDb0fGWNOV2nIl0Nr6EkbE1LOaCaOjoU2FKMFqUgBJQAkpACSgBJVAFAipMqwBdD6kElIASUAJKQAkoASXwbgJuRx3WZydQV1xGKAL0D9g/iorRjZxjrEBrKv876oG//x+/Rsp/UJjuj4B8N4XLt7bSwpRzu1GYWnO8MZWzQ4zpRad0VmF6tnOXwhRrHvib3Ai0uNHSan8ReLaenm8vKzXv46ejJjVv362bNZGalwJtZ3oBcCcwcKsfff32f1/nSKkwPdv5yvEujM3iSd6NW57FKydM96fmzW5l0RZsPHY+U0abjoyvIeFohauBc5lSo2pRAkpACSgBJaAElIASuGgCKkwvmrgeTwkoASWgBJSAElACSuC9BJxiuLYzKayKNPVKZMr1gXYEJcqUEYN2Lby4+T5hagk99oERkBR5du5TuVlfhDAtCGRyZmSpCtNyj2Bl66Mw9eeicHnrUfCna0aoVZbK0bUzeu2lzA85u5BEoLmrJlLzrq+tY/rVC9xsC+KjT+8f3TEbLq2WMGVU7tTEBJbW11CLc5gOffcUa8tpLG87r6Qw5al8ODVvR1PTkfOZDkvE+FS8iLQnBlckZmSpClMbvhlok5SAElACSkAJKIFLT0CF6aUfYu2gElACSkAJKAEloARqjwAlokNsV3JlEZnNOCKNebnI2HPhkYKnJcfo0Xel5C3IyqxYVV4IdUv/KIarkTL2tP0q1/YXJUzJl7K0WlJaI0zPdsaoMD05N0avLckcka9EtKQQQltvv+2jTM38qyPDaKzP4NNP7tbMHLXVFqabuSxuXr+OSCR88hPEBlvy/b7e34rETh0GnHNXLsKUQ8BzPj4zi82NDcQCkSPnMmUs6aNHzxFf9aHx+m0kcqXvCDYYQm2CElACSkAJKAEloASuHAEVplduyLXDSkAJKAEloASUgBKoHQIUisvTkpp3ZxadnRG0tzfXlGA8fKGdwjQtNxR6Hkk7zP5J5l7Tp9oZlbO39CKEKVPyslRLlvLYKkxJ4fTld7/5AtvrLrOju7U0jqev5ersUcjnkS3ksZkpwBPtRd/Nflt3nnOvbqbWUdxYw52OaM1EEB9+H78oyFaEaS0K01WR+d9++Rg5Xymt9lUUppSlM9OzWJ1fQndzK673SCR4R8tbpw/T734twnR6xYtY/x0k89bPrt7aVBcoASWgBJSAElACSkAJVJiACtMKA9bqlYASUAJKQAkoASWgBM5OgJGmubSk5o0Pw+/bkLlMexGR1LyMHqyFcvhCe1EcUE5uqILEl5r5NXnPKNOrUCotTMl1b/5SeVwtripMz3Y2W6+XnXwBm5K+Vcv7CawtLaEgib377g5i8O4dBAP+9+9UpS22kinkClkszs2gy+/A3cG+mogytc7LB59+fKHkalmYTg6PYmRsHt7WXiRWV65chOnq6jpmpuaQXl1DLBjBvXuDR8pSnlAzs4sYHl/FZjGMcEcvMgX9sciFvtD0YEpACSgBJaAElIAS2EdAhek+GPpQCSgBJaAElIASUAJKwJ4EFqcm4NheQrRRUvsNdBvRWC0ZdhpChy+0l+YwBXYYBSkdYHSpCtPTEH3/ttal5mo6aBWm7x+no7Y4/Ho5ahtddpAApdrc5BTmN9fR1dWNxmiDbaUp0whz7tVEcgOp5UV82NdcE1Gm1Tova1mY8scxSV8brt27j/FnT6+EMLU+e+bjC5gcn0FdNodr7e1GloZCgYMv3H3PpkWYvhxdRdbTBl+02fyoat9qfagElIASUAJKQAkoASVwgQRUmF4gbD2UElACSkAJKAEloASUwNkIZFJJzE+NIxzYwOBgByLhQE2ksj18oZ0XVOlKrXvSUGF6tnPCznupMD3b6Bx+vZytlqu3F9OfLkmkabJYQGdXFwIej22lKdOUprNpzMqPYHqCTty/c932UabVOi85rnPzC9j2ONHT1l4zc5ha0aUNvYOIiTB8+ejrSy9Mrc/0pYVljA/PYDuVwYd3+3H//uB735BeDo3j1VQeO4FmBJuawdT9WpSAElACSkAJKAEloASqQ0CFaXW461GVgBJQAkpACSgBJaAETklgdWkB2c05tDYXcGM3ytTuqXmPu9DOi6t7qWOZkveULGp180qn5LULFxWmZxuJ414vZ6vtau0Vn5zG4voaXH4fYk0x20vT1bUVJBbi+Oh6i+2jTKt1XtaiMJ2fmsHwk+eo97ci1HMNkVhsT5ie9BWZz+UQlIjMSGPkpLtUbTu3qzTncjaXN21Ir+fhKgI3b7bhD3/w8ETt+vLrZxhe8KB94A7y8sXA+m5wop11IyWgBJSAElACSkAJKIGyElBhWlacWpkSUAJKQAkoASWgBJRAJQlMvXomc5iu4IMPb8EloZmMzrRzedeFdkpTFpt3odTIMt2qMC0TyEtazbteL5e0y2XrlpW+dU1S3nZ0SBR+KGjriETOZzo9NorG+gw+/eSuraNMq3Ve1pow5Tn41b/8FjlnEL5YFzpv3DDn9/LcHJbisyc+19OpNG6kx9F3revE+1Rrw1zGL4JzBxsyZUBqo4DmUAPu3u3Agwe38a40vFZ7Z+OLeD2+hqVcEOH2PhSlLuu7gbWN3isBJaAElIASUAJKQAlcHAEVphfHWo+kBJSAElACSkAJKAElcE4Ci5KW14k4BiQtbzTsh8PmIabVutB+TswV212FacXQXoqK9fVyvmGkYHv+5CkaWmIYuHkTXq/nfBVWcG/OZ7qytIz5iRHcagvjo0/vV/Bo56u6WudlLQlTtnVqZBTzW4A71Ijrd+6cGTpT+P4wvIm//ItfvlXHgqS8ffp0CAuLK2+tO2rBB5IS9yRpcY/a96hlZv5xWVEnc5A/+uY5VpcdqPfWY24pjmLagXu3o2hvb5EfLbQctfveMmrRzc0khkYmEF/1wd/ai22Xt5Suf28rfaAElIASUAJKQAkoASVw0QRUmF40cT2eElACSkAJKAEloASUwJkJUJg6dmZxk8I0ElBhemaS1dlRhWl1uNfKUaslpmqFz/vaSWk1//gF6iWdacv1XjSKOLVz4XymEyMjwNocfvzjh4g1N9qyudU6L2tFmDId9Mp6Eq/mNtHe2oGYRDh7ZR7ds5bjhClF6RP5N5X1YFr+naTcD6Twv//8U7S2nv+1QFlqTS9aLwf/5tsXWF6uR3Y7i+npWTy424trfS3oPIEs5Vzmr4YnMLuYRdHbDnckhmxRo0tPMqa6jRJQAkpACSgBJaAEKklAhWkl6WrdSkAJKAEloASUgBJQAmUlUEglsRofkgvrRZkjrEeFaVnpVr4yFaaVZ1zLR6iWmKplZvvbPvZiCFGJwXfkC1iWqRXbe3vgC/j2b2K7x+tr65h+9QLdESf+8Cffs1372KBqnZfWvLT+aANaIw22S7HMFLxry8uYXkwgvpFBc3snYrHmc8lS8j5KmFKW/u67UUxl3HBLNGasvZ2bmsKUvyz7l/F5aiuB9dfP8cfXfPjZz37IRWcqRmOK4KQs3ZCo0Pn5JUl5HTD3U1MZpLdTEG2Khx/cwI3+XtRL9Om7CsXrTHwJI+Or2CyGEe3sE1m6jYJlY9+1s65TAkpACSgBJaAELoQAE1m5drNZ6RzjF4LcNgdRYWqbodCGKAEloASUgBJQAkpACbyPQCGdxFp8BE3NBdwc6FZh+j5gNluvwtRmA2Kz5lRLTNkMw5mbQ8HWuOOAJ5lFNuDBal0RHb3dZ67vonYcfTmMupV5mZv6GnpsOG9ltc5LOwtTytK5ySksJYsy/2Y9vOEwmsPRskjd/cLUSsH71fSWiSpt7hApu0+W8hzl9t2eLFZdMfQMDh44baeGhnB9Z+HMUaaUpYwG5byis7OLmJ1bRD7vwPXeGBYWljAzlcVKchlubwG3RZZ+9ODOe4XpZmILr4YkunTVa+Yt3XH7UGD0Kg+iRQkoASWgBJSAErAFAY+jDiG3w7QlkSuaTBC2aJg2ouIEVJhWHLEeQAkoASWgBJSAElACSqBcBPgrz5nh5wj4l/DhR7dFmJar5srUU60L7ZXpzflrVWF6foaXuQZ9vZx/dCnZfMkc3KksUhEfgh1tto8y3drcwgyjYx0Z3P34JlrKkD71/CTf1FCt89KuwpSpgteXVzC+nkfB6YOvsRHeehfCAf+5o0tJ3RKmnH/USsFLGRrr7IA/GHozMLuPrO2ZqvewNGWU6cx3X+InPR78+f/xX97a910LtkVi0mFyrtH4/CJWVjNY3fKgPZrGrZt9GH09aYSpJ+rCyPQIGn1h3L/Vizt3bkjEqZTdQNM664EsYnTpkKTijS8xFW+HScWbltBSHkd9KaFpUQJKQAkoASVgDwIqTO0xDtVohQrTalDXYyoBJaAElIASUAJKQAmciUCtCtMPPv143yXTM3X9UuykwvRSDGPFOlEtMVWxDlWpYoq27aV1uApFJMM+XL9zMOquSs1652EnhkdRt7goaV19uH3vJgJB+6QSrtZ5aUdhyjZxvtIJkaXBphjcgQBcO/Xwe9wIyuNyFEuAbhadR6bgPXwMa/vWliYwEnW/NGW63rrZF4jmV/DTn/wADx7cPrz7kc+pShnxOSNRpXGJKl1OeFAsOtAYKOB6X1TmKW3Gt9+82BOmyZ0EFqdSIo3d+OBuF24NXitJU6mdGXopTSlLZ00q3jVJxRvaTcW7I6l4S2L2yIboQiWgBJSAElACSqAqBDQlb1Ww2+KgKkxtMQzaCCWgBJSAElACSkAJKIGTEHDKXy7L0xNyIXIWNwc7ZB4x/0l2u/BtTLSI3PzNX/0DtnzNuP+9TyBZfcyF0wtvjI0OqMLURoNhw6ZUS0zZEMW5m0SxlZ6ag9PtRkjS3Da2xM5dZyUrYIrX+aHXCBXTkla1DX399kklXK3zknPSrmbTCDc12mIOU55TnK90MVVEU0+PKMW6sstSnmMUoEyxOy0Ro0el4D18HlrC9C//4pf4X//rswPSlOs6XWncjgIN0RC6uzoxMHDtcBUHnlNfitvEK4kEXViW83LTLWl2ZY7UYAGdLR6JLi3t/803zzE8tI5QhwcNLWEszG1gPl5ET1cEfW0eDEoUqlGlsi8jThOJpKlzYsmLhs5e1Ekq3qIch98XtCgBJaAElIASUAJKQAnYg4AKU3uMg7ZCCSgBJaAElIASUAJK4AQE5Loj5qcm4K6bxa1bnYiE/baM3GRkSlGuuP7NX/0aW95m3JMIU0bHUppe5XIaYWpdRK5FZJ9/9giLc8v45Z//4ioP96n7Xi0xdeqG1sgOE69GkJqew3Y0jP7bg7ZPzUsh55hbQWtLELG+iG1S81brvLSEaXN3JxpcnrLMD3rWU5dC+7WkoGVkaSVlKdvHeUdZjkvBa1bu3nDbxvwy/vSTPtyXFL4sljSlcKV47ZF//9uf/TGGh0ckSnRHODa8U5oyEnRD5ObT51OYXHUh2tyM9NoyupsyJhVvJBw0x7GEabjDi87+NszJe/7ykhPpnBMt4SJ6RZreGOiDU0JMnfLhPyICdmI+g4y7DcHGFo0sNRT1RgkoASWgBJSAElAC9iKgwtRe46GtUQJKQAkoASWgBJSAEngPgXQyicT8iFxUL8jFyJ7ddHfv2emCV1OYMs0eL7QzwvTeJx/DLRdMnTafc7XSmFSYVppwbddfLTFV29Te3fqh754is7Jm5jLtv33z3RtXeS2l3OLrccTyQLjTi2hryBbStFrn5XeffYEtFJHN5BBwOOHzv0lT3CbzebZ2tl/YiHHe0pHJRaR80Yqk4T1LRyxZ+r3uIH72sx8eqMKSplxImXr7dj+SqS1MTU0Lz8I7pamVOnd4fNXIzS35zhFxJHDrehTdnS0SbVr6GQ+F6ePv5tDUH8DdB4N4PTKNJRGm246IiRoNOjdwrc2LmxJpurKwjNGJNSzlJBVvR69Glh4YLX2iBJSAElACSkAJvI8Av304mPJCSlHT+RsOlbpRYVopslqvElACSkAJKAEloASUQEUIUJhu7ArTgRs9JlXe7vXLihzvLJVaEaZ//d9/jYQK0z2EpxGmezvV4AONMD3boFVLTJ2ttbWzF193EUnJ+0Ai3e1eGGUaXE+hUeZezXtSkpq3p+rzmVbrvKQw/XZ0CblsFn6nC/7AmxT0nW0h3PvwLoK70Y6VHldGuz5fyiHY3IKAN1DWOUvP0vZ3yVKrvqdPh7AgotKSqUn57rC9ncfo2LhI0200NjYeGWlKYfq1yNCFNb9JnTs2Oor+liw+/vjubqaIo4XpRiKF4VdxFOs60dLdh/jkOCLOTZOeN7WVwvSKD2GRpZBUvFYGBauteq8ElIASUAJKQAkogXcR4NRE3t10VRnJmMEfZ2upDAEVppXhqrUqASWgBJSAElACSkAJVJDA7PBzmb90GQ8+vGWiPXZ/bFnBI56uarnealLy8kK7puR9w06F6RsW+uhtAtUSU2+35HItqSVhyijTrfg8YjlgZlmiAZE6MBiDd25g8E7/gWWVflKt89KSlJHOLkRc3r2UvInVVUw/+waDA+2SarnyUcNWOt7hxRS6+2/WhCw97pzIZDLIioAeG5vA2noCTY1NePDg9oHNNxNbeP5iGisJDzpv3sHTJ09wXYTpJw9FmMqFSsfuL7S++uoJvnsyi+sfdpg5d4vbwMjIFFZXnGhovwmP3y9zrk8i6Ngw31N2fO3wRZuRk4ucWpSAElACSkAJKAElcBoCKkxPQ+t826owPR8/3VsJKAEloASUgBJQAkqgCgTWZifh2VlGa5cXbW3NJsq0Cs049pDmcqjcfPZvXyG+lkbeFcQNmUMwdEHRQMc2rMorVJhWeQBsfvhqiSmbYzl38774539FJBBC7/07tp/HlJ1l+tf15RUjtnJ5yc+7rwTSSxc+N3C1zsvjhClxDH/1BcKe/IVEmXI8vn02irpwG1ra2xEMBPaNyMU+PElk6ftaVCgUzLk1PPwas/FFI01/8IOHe7tx2fjkOhyBDjgjMTwXYXqjVYTpoQjTw8KUgR6jr6eQWHMjWx9BrKvXRKSuLS0glUqho/eaiQbRgJA91PpACSgBJaAElIASOCEBTcl7QlBl2EyFaRkgahVKQAkoASWgBJSAElACF0tgJ5vCelykqXcdbe1hI00hf0WUEuVdbFved7RvvnyKsfi6SNMAOnu6EGtrfd8ul3b9SYWpJZwJwm7plk8yOJqS9ySU3t6mWmLq7ZZcriW1JkyPor8wO4eViRH0dzTgo0/vH7VJxZZV67x8+egxXqwW0Xzt2oEIU3bUijLtbAuioanR9L0h1vROBplUGusrq6Vtow3HzoE6OTyKSZGJ+8uapxk91/oRjcX2L77Qx+WQpfsbzGjT5y9GEBdB6vN691L3fv3oGVY3A2iWtLo5pxcvnj7FzV1hyugOK8L097//Bt8+n8ZHP7pt5trl59aWpOUdG5nDTn0nGjtLc5VuiyFlUKn5XNvfAH2sBJSAElACSkAJKIH3EDipKGXGLZfccK51Pt6WlFfMaqGJLd4D+IjVKkyPgKKLlIASUAJKQAkoASWgBOxNgH8EJFYWkdmIy4XODfQP9CIU9NtWrr16PoqR4Ti23AG0dXYce6Ha3tTP37qTCFNeVGZKY/6jAa/nndzXUlFherbRqpaYOltra2evyyRM79/suNQpeZn+dm15GcuSlnh+PQNPSy8CTU0I+nzwejwHTrq50deIj47AG3SZ5d5gaX04VhKoYRGpWZGkmysrZn1qPYl0ImsetzYFcE3mh23tbD9QJ5/wfTrpazuwPNrSirbu7gPLLvJJuWWp1fbpmTl8+80QvF4Hfv7zH5nFQ8PjmJoroqHjOopOH149e4qBfcKU3z/q5L/DwpQ782NrbGQaqQ03Yp03kRfhminsqCw1ZPVGCSgBJaAElIASOC2Bk6bi9ci0ASG3Az5nHbhPVkzpWqaAtHwP0XI6AipMT8dLt1YCSkAJKAEloASUgBKwEYHk6iIKW1OIRIEbN3pQL3bNrm5t6MUoXg5NYdsZQbT7akpTFaY2evHYsCkqTCszKJdBmD77+jsEk8v45EcPTDRfZUgdXetFnZfxyWm4cgVsr2xgfCuHXCiGxq4uEaVeOJ2OoxsnSzdEsLIkVkr3qJMJYFl4v8P93Oap1xcy9ww72Bh5iVhHGDfvvp2m2RKmtz/+pLR9lW/LLUuNvpRrh4mtJJ49G8br4Xn88I/uor+/1/R0RiJOJyaXsVlsFGnaK8L0CW625cwcpg5hR2HKf5///tsDEaYWprHX08jL/Kd1rgb423qQzMvkplqUgBJQAkpACSgBJfAOAvxuwe8ZLEXJTmGl8LeEKVfld7NW8JdY/HbB7SwdaglTv6sefExhupwuIKXfQwzT09yoMD0NLd1WCSgBJaAElIASUAJKwFYE+IfD4vQEnNvL6Or2ob292UQjlv7UsFVTTWMoTUdfTCDjiV5JaXoSYUpQ5g+/3b/+ai26lO3XCFNSOH25KDF1+pbV9h6XQZg+/vIRqjF/Kd+zn0p2AE9jG/pv36zYicB5Qv2pHDzJLJ6vJrAVbETbtWtnOt5+ger1+00doaYYPLuPuWDi6RM05zcQ6GpG383+A8exkzAttyxlR3ckfUFR7keGJ/DqxTQCgTpwDtNQqDQ368bmFl7JuullL4IiTCdGR3GnI4eHD+/CKR9IvJgp1yHxxedHC9NEIo2J13PwuLpUmB44s/SJElACSkAJKAElcBwBl3y5CIrsZNkSyZkX4cnC6xr87sFVHme9+Q5Cmcr1GflX2DWrvC7ClLyUpT7ZmIs3s0UjTk1FenNiAipMT4xKN1QCSkAJKAEloASUgBKwI4F0MomVmQlEghto74jInKbNtk7jygvwQy9eY8cVgSvW8tbFajsyLlebTipMy3W8atWjwvRs5FWYno3b+/ayhGnL9V40tlRvDsr3tfO49ZSJ668n0RDK44/+0/eP26zsy62sAGl3BP23BhEMB8t+DFbI/hU3EvBvpLEiKWAXHV7Eunsqciyr0mwqhcUnj9Dc4EKs783c2kwJ/NW//Nak5K12hGklZCn7zzm9pmcX8eLVHFaXNnHrZiMefnxXLkjykmRp/ZAI09HZPPK+ZizMLxhh+rEIU85fagnT//iPR/j25Th+8l/+EIGgz+zLG6aTH5Uo0+S6G4HWG9h2+faiP/Y20gdKQAkoASWgBJSAEthHwBKm/LFwJs8I0x2TWpfPCxJOynvKUIrRo4SpVZUVkcrn+4WqtV7v309Ahen7GekWSkAJKAEloASUgBJQAjYnsLG8gNT6HPy+DdyQ+UwjYb+tpenU+Ay+e/R8T5q2yrymvsCbC642x33m5qkwPTO6K7GjCtPKDPN3n32BcJ0TDTdqU5guzM5hZWIE/R0N+OjT+5WBdKjW5aVV/Me/fSXZABrQ3N175Fyfh3Y501Mjg5dX0JoqYiq3g2SoseKy1GpofGQYnqVZmSc1iI6eLmTSaZMSOD2zgBFHGP0fPLA2vfD7SslSdmSdEaRD43j+Oo2OZjfu3W5HV0eLXIiUK5BSGIG6kUji8bMpzGci5qJkm8yV/uBej3y3CBityk0/++wYYSp1jIswzW56kEII4fZeI0xLcSLmEHqjBJSAElACSkAJKIEDBChCTSSpfMmQQFKZi7QeYZmTlN85kmJM0/KP86KbiFL5UnE4Ja9VGb/NsB6W/Sl7zQK9OREBFaYnwqQbKQEloASUgBJQAkpACdidwOrSgswbNolYUz36B7rNLzKZNs+uJbmVlgvyX2Aj78C2Ry5O3x689NJUhaldz0Z7tEuFaWXGodaF6ctvnyC4uY6PfnT7wuYvpSyNr2XQ1DdQMVnKaM65ySkENtNY3XZdqCzlmcYo04mnj9Fb2MTmThFtgRCaQmHEYk34p4UtdA3eqswJeahWytHkVuLA0m5PFt/rDuJnP/vhgeXleDIj0aWvxlbx6PE4WiM5NDdH8cH9QXRSmu4egHLzpUjVl1N5+Bta5UrlEq51ODF4s29vm9/++xf4Znj8mCZJZEjRiVDTbfTc/UiF6TGUdLESUAJKQAkoASVwkIAVIRqQtLr7hSnnIt2fqvfgXvqsnARUmJaTptalBJSAElACSkAJKAElUFUC81PjqCssobvXLxEjzaU0NlVt0bsPTmn67ZdPML+ZM9KUUT61mDLz3b18s1aF6RsW+uhtAipM32ZSjiW1LkxHXw4juxqXCNPGC4kwvah5S+OT00hPzSHnCFy4LLXOK853OvH5b+GLNsETjcHhcJhVnPM0Eqt8+ubluTl4V8bQI4J0f2ltaaqILOUxKEyn45KVQiJqd7YLEoUhc3xtJBFtbMS1vm7z3cFsF1/EyMSy/KgpCq9EeQQcq7h/pwdhiTJlmZqcxdTUjDyyNKtZLDc7Ji3vxlYBo0sO3P7+jzQlr4VG75WAElACSkAJKIF3EuC3CkaIOuUB5SkjTJmStyAZMBgxynS8WipLQIVpZflq7UpACSgBJaAElIASUAIXSIDzmc5OjiMq85l2dzegw+bzmVpovv3yKWZn15HyhtHW1Y5Ym0S0XMKiwvQSDmoZu6TCtIww91VlCVNvZws6erv3ramNhxsbm5ieGkOr34ne5jD6+ivXh4uct3RtaAxpeJFpaL6wNLxHjfjY4+8QzW0hG+tE27VrR21SsWUz4/J5nZrBn3x8HfclyvMiCucEYzo7XnDMZLMmBe+LFyOYm1tCTrxt//U2890hEAyY1L3jyzKnbHML0hsLEpGaFT1aunjJbHcd7S0mMtVqt6hSUy+l7MuxNSQdrfA1Nlur9V4JKAEloASUgBJQAkrA5gRUmNp8gLR5SkAJKAEloASUgBJQAqcjwNS8mY05hPwbkppX5jMNyXymcmHT7oXSdHFqHUlPALG+rkspTVWY2v0srG77VJhWhv/LR48RTudR191ak8J0K5lCrpDFwuwMYp66iknTi5y3NP5iCEX4kY40X7ikPHyWMcp08/VLuPwBRG/cgsfvP7xJRZ5TVk48f4w/u+bCz3/+o4oc46hKOUcp5/2SOxP5SYGaF3v6/Nkwnr2ag2RKxs3+doR9BbN+bt0NZ6hVHu9gc3kJHok29UvYR9C7g7A/g08+vmcOw/WskzL2K5mj/NW8G7Gua3D5LobnUX3VZUpACSgBJaAElIASUAKnI6DC9HS8dGsloASUgBJQAkpACSiBGiCwtbKIQnIKkSgwMNADay5TXszkxdGJ0RmT3mZ/pNIBpypPDjy/oD4zumniRRx5VwCB3o6KzZ13Qd156zAqTN9Cogv2EVBhug9GGR/WujAliouQpvzRymh8vWzzljLlbkZkb4PMCWqlWl9dXMbI02fwOiLYCjai88aNMo702auKjwzDt76IVLTtwtpkRZf+3z//GB0yf+hFFktu8phF+V5AYco0dyMjNKG0LQAAQABJREFUE3j2cg6ZnRC8Ph8ag0WzfKMg2R96rpn0vUzPm1lbQn16DgPXo5LCt9R2frcoyr81Se/7zdNJjK04ce3WPSNdL7JveiwloASUgBJQAkpACSiBsxNQYXp2drqnElACSkAJKAEloASUgE0JeMSQrscnJdRjSaSjF22SmpcClBdEX49MIb0pz5xJ3H1wa68HXM9Ue7v/G6HKZRddpsZn8OzRELZdUdTHGtB3s/+im1Cx46kwrRjaS1GxCtPKDONlEKYkU2lp+k9/969IbIfRe/8OfAHfuQaDsnR6MbFXR3PAAb+keJ0ceS1RiH4UG1ovTEzuNeIdD7KpFBafPEKd24vmW3crHmVarejS/QgsaSq+1KTRZeQpHw8PT2ByIYtEMQyPRIcuLizIfK7NiMZaJVtFHVySsmJ86BkGW7O4c+saouGgqZayNCv2dVrS8T4bWUHO0y6yvEWF6X7o+lgJKAEloASUgBJQAjYnoMLU5gOkzVMCSkAJKAEloASUgBI4PQFe0EQujZWZCbg9a2hpj6C1LYax11PYXJN0fHk/HL5l3PvQfsKUvd0vTbM+l0jTgXNfwD89xfLvocK0/EwvU40qTCszmpdFmJJOJaXp158/xtpc4Uypi9PM47pbpkSKxjey2HL44ZYoxa3VNTQ48shmMnDXO+GLddlKllrtvqgoU8rS5XjczF1ajehSq7+8t6SptawkT3fwckik6XxGpKl8d+juQ0Fk6PjQK0yMDJkfX3W2NeDBQBjf/+QuxkYnsbS4YqJLi7LW4XLjxZwb7d3X4A0EVJhacPVeCSgBJaAElIASsD0B/mDcsTufEX9szu9GV62oML1qI679VQJKQAkoASWgBJTAFSAgQSBwys3W6qLMZxqH072OcCiIXKJOHjcjuZVEnWcR90WYWlGk1r3BI08OPK8Cs8WFZTz++hlSBS8KvsClkKYqTKtwItXQIVWYVmawLpMwJaFKSdPnj4eQim8jFfEh2NF2YDDSyaR5nkm/EaNcwJS7LCGRZCwLs3Gs5xzY8kdk/soes4w3yZUVpNbXEAiG0DM4uLfcTg/2R5k23rwlEbGhijRvY2MTc6Ov8NMeL3744MaFp+M93KmjpSkwNDyOqfksNiTStKWrDyMUpsOvzO43esL46G4HNkSGF+XHWW63A5lMHo9Hkmjvu4a8I4h2SeF7FS8yHuarz5WAElACSkAJKIHaIeAUWerdnc8oI5kzODf7VSsqTK/aiGt/lYASUAJKQAkoASVwhQjwC39S5jNNJyYlsqcO4UAbOnqvYfj5E+y4FvEBhakN5OhxQ0JpOvx8FCsJ+WNFpGlrZ8feXHjH7WPn5bUgTK0/Cc8jzD//7BEW55bxyz//hZ2Hw3ZtU2FamSEZezGE8MoWNpuCuH7HnrLutD2vhDT93W++QGq+iG2nAxPJDQQczr1m+Zwu8zjoLIlRa4V/d7lPIklZxtMFrLqDaOnrM8+d++pwSr12L4wyzS3GJR18e0XELqNLV+Zm0ZCcxc8/6MHDh3dtgeSwNGWjeH3w1dC4Sc+7lhdpKpGm/Hx4/eIpehsLZm705y+m8NHtBtTXu7CysY2dYA+8DU1wSSrfK3h90RZjqY1QAkpACSgBJaAEzk7ALbI05K6X7zl1yBS2zVzv/LuY10xYKFBzIlI5B/xlLSpML+vIar+UgBJQAkpACSgBJaAETJQoU8qsLy0gn0njev91eJ31GHv51AjT+w8GzZxksoltiyVN1zdyyAYaalqa2l2Y8u8+ybxoynlEugrTs72cVJiejdv79rqMwpR9Lrc05fk3UmiH2+VCLp+Hw3FQcDrq6w1qp/ONSD28jdfvR6z7TWTp+8bGbusZZTr81ReISkaGSkSZMro0tbGAfncO//Xja1WPLt3Pn3OYbssCfgTwKwE/C/j4K8n08Greg86bd2XZDlbl+wQjjdPry+hs2Ma9W21YWFjB6KJHoor7UO9VWSrYtCgBJaAElIASUAI1SMDrrEODx2GumbD5/PbLgFNLmKYKO1iRHwim5f6yFhWml3VktV9KQAkoASWgBJSAElACbxHgHwBRr9MI06JzAfce3AKjUHezzry1vV0WJLfS+PbLJ0iuUpqG0djTVZORpipM7XJG2bMdKkwrMy6XVZiSVjmlqSVMb3/8SWUGokZqXZ6dxszwMBo7usoaZcro0nwug+Wp1/i/PojZJrrUGhYrypTSlKbUugz49aNneDnnQcfAHbOMP7BKrCwhtbaMgdYMbgz04btnkxhfcaJ38N6ljriwWOm9ElACSkAJKAElcDkJeEyEKYUpr5GUrpOoMD16rOv++smY9X3x6C10qRJQAkpACSgBJaAElIASsDkBv0SXxvwOvHr2FDnHAu5+MAiP/DFAaWrjIFNDldJ0+MVrLE6tY9sbRuha7UlTFaY2f4FUuXkqTCszAJdZmJKYJU0nJZ3shx0R3JXMAWcpKkzfUHv6b/8i83x7cf3evbLNZWpFl94O7eCP73XZKrrU6rklTZlmjtGkvAj26NFzPJ9zo4sRpvKcFxLjIy/QGiri5vWo2e7JyCpSrlY0xFr3RKtVp94rASWgBJSAElACSqBWCPCHYS65qRdZamVc4nUSK8JUU/K+GUkVpm9Y6CMloASUgBJQAkpACSiBGiUQcNWj1e/Eq+dPka6bxx0RppynwwhT+UvA7tKU2F89G8Hkq3nkXQG4WpvQ3d9XM6NhR2FqfhVqbvZhPOe5UPspea1XwmEwFqP3rbe2O+l9qb6/+at/wJavGQ8+/fikO5Zpu93+vNWt4/p/+LDWjoeXn3T/w/uV9zmFaWuqiFTEh2BHG3yB0nyb5T1KdWujNJ0eG4U/u44f/+hjBIKn76MK0zdjaEWZRtra0dzTa1YEA4E3G5zykd2jS/d3h6K0KAuMMJWX8Nf7hCm3S68tIVBYQMSXx0cyByuF6jMRqk2dffLaOjuj/W3Qx0pACSgBJaAElIASUALVIaApeavDXY+qBJSAElACSkAJKAElUAUCQXc92gMujL54hi3EcUdS8lJ18JeU/BUl72uhUJoy0nQz70Ax5EPX9Ws1IUHsJkyps6x56hgWtPcr2nOeB7UtTKXzVv8J6K14qfetP+0rqPTrZR70r//7r5AUYfrBhQpT9ocR5gf7ZWLLeHK81f/D/du33+FVR/I7vFHln18FYUqKQ89eYmd1Br/4xQ9VmJ7ztKIw3XjyCHl/CLHbt+HyBhDwB+F0HpzX9SSHoSzNZrJm7lI7R5dafSm99kuvfL6EOYfpC0nJyzlMWWaHn+N2exYd7S3yuevH4+dTGF1yoOfWPbNeb5SAElACSkAJKAEloARql4AK09odO225ElACSkAJKAEloASUwCkJmAjTgFMiNJ8jVTdnIkx5QVSUh5mjw0o1c8pqq7L54sIynj8aRjLvRdbnQmtnh+3nNbWtMLXEFqU5zweeEOcotSdMS9LPSMND/bbkgVlsNnsbzpttDMhDNRz39O1j/rVEmCa9Iky/LxGmVlU8nPX4zYPjKj3lcrbh7f6wkr3DHitNuS//P3p/qyGGDZ9YfdireP9Ca+vT3u8e+z11XhVhOjk6jsT8BH76g3toaY29FybfQ5fmV5BOZ7C2sib3WYwU2nHV5zDdWF7G62++wmCzBwHnNibdLYi298LhcOI0UaaFQhGZbAbpRAJbMt8ntrP4+Y0oPrjeVvV0vHuvSzlLjnsNc5tted1SmL6c95iUvGuLC/Dm53F/oAntHc2YmV3E09eryLjaEIm1vPec0w2UgBJQAkpACSgBJaAE7E1Aham9x0dbpwSUgBJQAkpACSgBJVBGAl6ZrzTqdWBahGnRtYD7EmFKj2G0g9zs6ocyHrGyVfGC/9iLKSTWd7AZcNtemtpVmO4fJfqz854HNSdMpdPmvz15aBEQZSDC0JILb7Z5s57s9rYxcnE/zeMeS03Wsax72dcIU5OS93usdXfn0rFMG46Vl8cd533L2Y5607/t4rbpB/dg2+odDuNSd3a22cFDFe22X7Yrtc7icWgzi5zZ3aqjXP2ReszxrWOX6udYvGFXao8K08PjAlg/OAnWRbEg80PHt0uRk972LsTa29/e4QosyaZSSKwsY2drCYORHdzqboJTJOmvX6/LDxma4A1E3ilMKUhZEutrKBQKSKwuI59JIuwoYjDqQGtrM/pbQxgYuFZVmuYdzXo5Skv4FmS9kvc3bFteS5zLlML01YIboWgzNlaETVsWDyUVL4s1v2lbzzV4/JqOdz8/fawElIASUAJKQAkogVokoMK0FkdN26wElIASUAJKQAkoASVwJgKcrzQkaXmZUq/OvYgPPrx1pnrstBMv/A8/H0ViYwcpmT/NzpGmKkztdOa8aQulISWhEQT5otF8DhGG9cfkqN6WsKtisWgkg8Ml28m+pfn+9luI3fr3LbKOSEFBRcHCuna2t1GUf3/3P/8RmWAbPvyDT2WNLJd9S6JUnhqpse+5rHlTSnW9eW492r+NtYz3u9tLQ0y/pQ35XB7b0icWylK322X6v/2WMGVDqFdKfaYk2pa2s7HGVUq7jHCtr5d66iUqj+KVxytnf0ptMI1lF/m0dGPGodSQN32nMG1LF5EM+xHsbIXP7ze7sk1HF7b3qHLc9kdte/HLFuYWMD8xjB/c7UVff/exDeB75jfPJjG2XETAE0JdOGq2DTXFRHpZbI7d/dKtsESpq7CF7kABbVE3rnW2oUeidPPyfvDZ41H8amgF3lAT2rp7D6TltaJI8+k01hbnDRtffpMvEdxscIggjSAUCuD69Z4SY3lc7cL3lNJ7y947AV89puy+nMwKbpOX94avZI7SVzJHKYVo2LGJnjYPbgz0IbGZxHfPpuQ8cqL/zr1jX03V7q8eXwkoASWgBJSAElACSuDkBFSYnpyVbqkElIASUAJKQAkoASVQ4wTcIoACIkzjIkzrPZdDmHJILGmaWwPSwQAiXe22TM9rV2FaukheuuWFfuvi+VlP99qKMC1JQ0q9fK6ALZEAlJ/+gBcuD6UhkxSXCgUC5WA+m0c6lUGdvJ6CIkBcIhdLQpAM31csznVGklJU8rgFuf/13/4LCtEuPPzhH0glkg5TjrUtQpJ7OGTuxJKYZf0UHlxaqqvkCg+OGqWIWV264U67pTTAJcHI2zoTDZdJZUUO5c0+TpHAvoDPiKGDwrTEihWJFjWSNbWVQi6TM7LVyF9Z5xBR6vG64fZ64PN54XA5zR5l64+MlYmMFQZF4cOe1xs+pWhZ2qD9fMZevkJ7BkiFvKiPhMx7w4n4SL1WOX57a4vq368srSD+egjdESf+8CeMUj66PH88hL95sYmgP4rW7i4EQuGjN7wCSzlX6dzr17jZEZQUvC70dbWitS0mn5NuBOQHOCwjI+P41beTSCbyEonrRXNHB39VcGQUKbf/8EYH/H4v2tpajCzlMrsV63zmOwiL9W7CtxV+BjDeWH4GgbyEmH71SOYwjbvlPSGIqIsyuA4RXx5++awdm8sg525DtLmV1WhRAkpACSgBJaAElIASqHECKkxrfAC1+UpACSgBJaAElIASUAInJ+AUweOVKNP4yAuRGYtoa4+hRS4OH1QtJ6/PTlta0jS5mkNdIAp/j/2kaTWFKS+EWxfHOW68KM4FB5ZZy7nBOUrtCFOBYP4vCbiMzOW4vrJhZFsoEoTX7xFh+ibSlMKvWNhGRuZ63NrcMjK1oSkCj8+zC9ISdeRbelUxapWQd58aqmadLGAa3Fwud6QwpfArSlrPrByLhcdgtKZ5sZpBM8pj77W7fxy5fenoPHTp+NYCClIWbm8ey9NCvoCUpGWlvOVxKYADIT9cIjoPCFNpM2e5LbWtiKyI0uRW0ghkq7+sl8LU7ZGINGmzJUyZ2rcg0Xq5jPRHjukRmUoJbIppvLkpPZfbvUW7Hdm921vP4zG6r8RnR+qjmD1YH+vgfqMvXuF6nU/mOnYj5Xci2tJslrOyEkU+YinR2Tt2aaGpxDr+Hs9SC60tbHP/7OvvEEluYvCjvmOjTL/+/DH+eayAnpt3EYlcXVk6N/oaOyvT+LAnLFGTDbje04Fg0A+PxyM/FqDkf1NGRyfx+98/xXRWXutSEvI64WvarlGkb1r+7kc8n3ffovbu5+YWsTC/JMK3Gc2SRvhriTB9HndJFOl9pNaWsLa0iLBE4vIHEnObDrRLOl7frlx+99F0rRJQAkpACSgBJaAElIDdCagwtfsIafuUgBJQAkpACSgBJaAEykaAF/0dIk3XZifg2l4G5zTN120Zadoi6QdrvSRF+rx8NoyVmU1se8NwtTWho/f41JQX3d9qCVNeEGe0EEWXJZEYrWhJIOvB3vNzgqllYbq6tCYpcncQjoYkdatEJO5LzVsSpkWkRWIm1rfMa6khFjXbEZnhyxS2Uij0yJ2pe1kMb3ntWbKU9I14lPUm8lLk6d/9f/+0m5L3e2ZZVuQiI15ZguGAidp8s79ZbG7M+G5LJKoxfaVjMzKWQqe0bHfU5TnHuLT9m3ZSmDJi9kTCVNIXM6qTEam5LP/ljTj2SUSu01WKtOVRmM6Y7JwiRdlmcmB/komUaXOpPx6zju00LTONK3FkemDTdrZZNij1h0/YAW6/Y8T15lrCPA5K5CijWhn1a87s3U255ejzV+iFG2mJGE773WhqiZm2GT7cYLewahYZfhMxy/HhNqXj787pyg1kOdftNoRLbFOs+VpjXRHU+YtHStPf/eYL/H7Rjf57H8IrcvCqlkf/+Cv8Pz/qwa3B62hqir4lSQ9zYaTp8vIa5iWl8fVr3baPIj3c/uOem08FOZ15RvNdYXh4AolE6X2H+xTlBfFSUvJ2D96DUwLu+fpaWpjHsohTt6Tp7ei9xs20KAEloASUgBJQAkpACVwCAipML8EgaheUgBJQAkpACSgBJaAETkfAiNL1ZWTkn8OZhEOsgCO4jWsy750RBKerzlZbU5pOjE5hZXYTyW03iiEf2nt7TIrRajf0n//n3+De9QYRbL4LbQrdDi+G85aPS2Msl70tQ1Tm1iQ2E3j5ZFhkTW+Zay5/dQaBgOB/OYmwZOQoZZg/4JcoydI8nhYoLmdUKMViOrmbkldEpkvSd7Jsi7SkfKRwrdtN5cv5STc3tsz6iEhYMzeqRGAa8SljYWSpbM+649NzyPqbRMT4jZTMZXMiJiWXrBSvyFszr6jsa9IEc/Bkn6K0h3XwOKUxtgQftyuJRraf/WS0K7djHxgdxvOB7eD+TAvMe1brkOi6vYhWEcB79bIhIkwpMxldyr6yLkaKsn0u925UnuxgJAypSn08Frdlf0xEqCzzSqpe0x+m0t0VyWTACF7TH7ZV/vHgRliy31bf2RdpK6NVjYCVbShsXRLVavWZ4pSFx+a2PfUBBGT+0u1GSSsqEaaMgjVCl3PQ7o4V+8J2UgibNsj+rIXrmVbY7MNtZSEjZsnfbiU+OY1ehxdhlwczy1OYXZ45sokjhXYMPPjICG3TC95Iv0rUjtzl0i20hOlPfvz9S9e3s3SIr1me0nxrmI0vYm5uqfT6lYUj8x74o82Serdl98c33K70Kjfnz1kOqPsoASWgBJSAElACSqDGCPC7Mn+AzsIflV3G70EqTM3w6o0SUAJKQAkoASWgBJTAVSLA7/huSc3rk3CRjKTY21xZQt65gHsPBo083f0boKaRTIxOY2lqHQubeSNNm1pbqj6v6Wf/+BvMjU2gpavzwtiaP+P2/SXHh5YUMdKuAi0ZefYC6fp+RGP2n9fOsDBCsSRMk7tzmHIOz5IwLQkyYjogTEVk1os8DBhhyshKme9PRCrn9GQq3TeRqXVYX5yBO9gIn6SNpVh0SspbSjgjCEXQMbUsIzAp6ZwiHT0iYBmNyblBGcHJwrZQzLo8Iu5EaHJ/E7Up0a48HkXHnmCUFzAlplMkH9PrmlS+UodJ8WuJTjmWkZGyrWmHtIGFEaGcu5XzjzolQpRi0Dp9yIpzh/K4nMeVc54yzS6PRV5M4WsKNzQnWulM43GZxpj9MfOkymrKUgpOts9EoUp/KGK5HYUli8Wb8tP0Zbc/PIM55ysZMTKW2zEFMNvNVKqsj23ickpwStAbhVlE5QchjvYo2ro7jYQlU46fW7jydcL2JdYTZh8jUXf7QX6GiRzDnBMiW+0uTB/evoPPP/8S/zC/aVgevmnu6ESsvd0Mkzl3djfge39p1A7vcfmeqzB9e0z5OuD5QGlKIRoXaRoXebqedqIgC5cSDoQbmxGOiTiVbfgy16IElIASUAJKQAkogatCwJriiP3NyFzv/H502YoK08s2otofJaAElIASUAJKQAkogRMTcMnVcb+rHuMvn8Epc5ref3ALXCY+4FIUS5qur+eQivhRbWn6+MtH2Fhcxo//9BcXxpd/wvEC+P7CqL9KShGmHp5ebMDAvYf7D2vDxyUQJr5URCDl2+rSqokQjUTD8ErUImWZFa3I6EzKPG7HlLyUatHmUkpeIk7JfJ5Lc8smktInUaKUa9x3+OvfoN4bQXf/PSPomOqXgo9Cz6S2pRwVsUfZF2oImX2SEumaSqb3Ikz9IiQpWxmZSalK2U2Zurm2aaJDnRIpyWWsk/846G5JURuSVLW8p9mgjOT2jPS0ojXZPhM1a4lZ2ZbHseYwNcKU9Ukxgt1EmDK6U6JfpT5GwHK5L0jB7C5FYVJYChsjHWU/Ho+phVPJlIkwNduzP9IXzhNrSd28iE0Ka4pnbkOBXKAMlgsRbC+jXkPhoBkTRqomJW3ohvSH21F8MnK7JJZFnIpcZX1bEt0bH3uJjzwbcEUDQF8MzR3tRqLyuGGOM+eglVOBfWFKZspgE2Er/WBhZCm3pbC2uzBdlfcXfyqHTl8Qr9ZTiDt8iMSOT7fOkeXwWtd65Hc0wt50+9LeJFZXsbW2ivjoiEnJqxGmB4f6sDRlmt65+JJEnL4Rp6u5MFp6+g7uqM+UgBJQAkpACSgBJXDJCagwfTPAdX/9ZKz0V+KbZfpICSgBJaAElIASUAJKQAnUNAFeGHfKzeiLpwgGlyXC9JaZ15R/CFyWa+aLMt/c5Is5UJrmRM5EutqrFmlaDWHKE/TwHzKVHturKkwp8BZnF42ApEil5KSQfPYfv0adO4zOa3dE5DmMWGREJqXgUcKU2zB6kgKPopHikSKVaWcpcClEGZVakoYpI7iM4BRhycHmvoyU5LEbpR0Uk5SKrG99ZcPsz/o8EkXKFzoFIdtOGcxje2T7o4QpDyRJfs0ZxfqyGdlP2kchyueM6mSdFJAUjhTA7COlp4kGlTTGjMCl/AzL8dkuE4krlo6RqxTSJs2v3PNYlqBm/WmRx4ysbWiKmGNQ8iZFUK8siOCW/9hPplFm3Twmz/lMOoMN6e/SzGv8t9tBRDqbseDeNj+cSGwkzXtcMBLYbUe94UlhyjTHnMOW/WBq5dL8sxTAuymOSwRKplEe26mcVpiy7ZSlV0GYUpTOiSRNiCxtb/Diw54w/uCDG+jtvbiIfzudK+9qiyVNuY31+UGxzlS9/Pdszo2um3ffVYWuUwJKQAkoASWgBJTApSPAv6M1JW9pWFWYXrrTWzukBJSAElACSkAJKAElYBF4/eIZGkIlYepz1sFFgWGtvAT3lKZjL6aQWwMSAXfVpGm1hOlFD+FVF6YM2WvuaBbpGDDy7vG//31JmPbdFjG1Y1LXBiRSkgLuKGHKuUApDik4ExIhSWHaEGsw0Zh8ZZYEZGl+U0ahUugFI0EjYjnWWRGF66ubpv7Gll1hKuluGRnLiEzW19gsKYJFwLKYVLRyHEasOuS1z3S8RwpTOTZlJC0r7xjByblcKSYpXSlyGdnJKEyKU0ac8jlLPldq71ZChCn701Tqj1m5e0PpWpQUv7xnYX0Uo5StFMcUsvvbnZK6GNHLEmuPwS9RruSzLWmEmTY4JfMZry2tYyU+iv92J4TGnlbMu4p7wpTjFJTIVJMmWWQso3wpWIsyF60/KBHCEm3LSFlKah6b42Xkkexnonj3VJJpgi1uKJa34vPwb6TxbdGDrsFb722XdMcI07mxEcyLUCyNMdNAl84Pj0RL7y9u78E5mPevd1HCH1FcHkZIH6zn8Gb76zm87qzPrWjSxOoKgjspI0nbIl40SOR1b28XGhrCZ636yu1nSdQvv36Ol/NutA/c2RPtVw6GdlgJKAEloASUgBJQApeUgKbkvaQDq91SAkpACSgBJaAElIASODmB/cLU7xJhKmLgspX90jTjc6O+uQEdvd0X2k0VpheK+wQHk/Pc/E8BWIaUvIwwNQJPhGm7CFORbqz/8W9/hXpPCB19IhgYxSnpXSnqGA15WmHKTlGmUlRSjjHNLVPWmnS4uylkrTlGmUaWEZkUf4weNRGpuxGeRlgyFa0UE2Eqy3nPwvk6jxamXFuSpiaKU0Tb3vyrUj/nJ81Kql5KTkpRHpfSmHOKvkuYGvko1o7CkpKTKXlNkWUUzGw7pS7ra2qh6C0Ju6OEKffj8QvSlqTUtb6yjqXp13joTyDS3oRibyNibW2mrQ6HU8bBLyKvlMqXkaWMgKWgJWMWEzUr4pcyljyNKZZ+S8tsGWF6ZmEqff3mH/8eA32Npovse17mZWLhPLX7S2FXaFvL8rk364+bxykn+xSyb7az9t0vXwv76nHLfL/HlVBj05GrrH1cPj/SiU0sTIxjS0RpeyyIT643YqA7JqI0jIjIUv5jBPS7yvvWv2vfy7qO0vQrEaZDCx4jTDneVnTyZe2z9ksJKAEloASUgBJQAleJgArTqzTa2lcloASUgBJQAkpACSiBIwlwDtOIRJje/1BS8kqEGVPyXsZCaTo1PovN2QwKfhFWIk2jMr+fJWAq3WcVppUmfJb63whAzsm5JilZt8UAhCRi00QeSopayj8Wiri8pJe1UuUy8pCRnz5JLUuRQNlmRTxSmFKysVjCtFOEKQWjS6IuGRF6PmFKWZo20tQIU5GJbI9VKCEp+IIiLB3SB0ZuUgQmpY3cLiIi1czdKTtQUFI+8p6KjPudRJjumTU5Fo9n6hGRSzHLx3vCVoRjSZhKpKhI5cMRpuRa3E3bS2FKRqYv8jbEvhlhKml5KYWNMN3lmpQ2Lx+KMGX/zTixT9LX9VVJyXtImLZ0dpj2MvrVzCcrUZEcE+mCSNucaT+jZilNKYa5jucCha3LVZqXlnO7mh14QJuVl98+QWpuE86b9985f6nVbI45+05hekOE6QeffmyGltxZMqm0ubduCsWSTLaeZ/etZ/TzUYXLyfRwyUsksFX4urJKnnyPKenMMcfYNXcby6sI1hXx4fVmdDbJvLUyhpyHdv/rg1XLrL/HHKG02FH/5vXEHyFQwjOFNM+BK1vkRKFHfzUD3Pn+j5Hla5cnkBYloASUgBJQAkpACSiBS0FAhemlGEbthBJQAkpACSgBJaAElMB5CKzMTMCJODo6I+gQ0XNJfalBRGm6NL+CzbikO5VL5jm/pBbs7bkQaarC9DxnaeX2ZXQpxVhGohhNSlaRI5TonGOT6WUZZchiRTpSrFLucLkRjyLcjDClwJNzi8VKEcvHZxWmTKG7tZEQwUgxK4JTpB1Tzhr5lJI2iIBiOzhXaVBS/FIovik7RkxaKXEPpPgVeRQ1KX5LUXyMLGXKW0pOptp1ST1HC9OSXOZGVtrWveOJSKFoLkW/prEpc6hSjFJwcj5T1s32WnOyWil52R9GpjIyknOVMsqTcovsKbgoqkxKXplzlLyPEqZkbwlq1seUvmwHhTIjTFfi4/g/H8YksjSGF9lVXLs1KM3eMfOT8hg8HhnSFpu0wJRAFGS5QqlNRhyWBLRfBDRTJttVmHIO09TUHBYWN04sTDmGdF6Pfl0SpvdFmBLHu3Ui9zp/oRw/qhwnXrltMrF11C7mdcEVS3PzMk/pujl/jCjdJz7375jNHBTB+9fxMcU/i3UO5iVVc3ZjEy1dV3TOU77GhQe99LWWHtx+8Cng8SO/K6oNLL1RAkpACSgBJaAElIASqGkCKkxrevi08UpACSgBJaAElIASUALlIFCXSyO5MIJ69zruP7h1qYUpeTFV58ToFFKrOSwnRY6EfCKkmtDYEisHzmPrUGF6LJqqrqD8ozRlStgtEXOUe4z+ZGQhZZ+VmrMUJVdK18rIRxPBKal1KRipnBileZQw/fLX/y+yuW24nK5SuloRfxSCnBOTx+JcoIwA5TEpaikGt0XYcU5RikQWkxJWjsP5ShnNSXlrpcClJPT6pZ3SXspMU0Rq8CEj4lgoAvMiJD2BFjS29SIcDUnfKGAZVckI06SRjPVybM4/eqQw3eVEu0aJxHbI/6awHj5ndCeF8tamzL0q/eGcox6JzCQ79iWxLrJLNo5ERQDLHKqcI5T9JzsKU7aT3DmHKDlQqJUierdKwpRzr+5GmJqUvPPLJgqVAtjHfRgNLPVT3jIycl3mJJ2fGsIPWnOIyrypK9Hd6ECLj2zP8TfdYPvl+OwT2VHeUiaz7RxvRuoyItXBVK6yEf+76NIm0bGtne3HHnbsxRCWXo3i9VoW3lDo2O3eXlEay/7dCFPGVJPBVS8ZicrOZrNIFHKYGhlFW7gB1+9QuF+9wtcFo0lnJ6YQKrgksj6Cxs4+5FSYXr2TQXusBJSAElACSkAJXFoCKkwv7dBqx5SAElACSkAJKAEloAROSsDnrEdyfhLb+SU0dXjRJpFYl73sl6ZbW9tIhisjTXmRmYXyQYVpiYXdbi1hSkHGaEYKOs4RSgF4WJgy6ozbU2CaNK0iMSn26M6YAvY4YXr/kxY4HSJMRcgx6o2ykhGYFKZM9UkxaISpzKfJ+nhsztuZlMhP7sNjcW5RzgdqpQjOSwQk5zDdLmzLvKhOs5+1rnQcx97cpqyPwvS3/ziO3jt/aOqjYGVkJeUrZSa3YZQqj3WUMGW/ZQezvUm7K6JzR9rGUid94TEpGClNKRMpXkMNISOWi5LGNS0/VFhbXjf7h2QOSZ8IU/ZJDmui+ch+j6+IY8NHjsE0uWTBbQ/MYSr1rSysGIZsLyV0iVGJBfdhSt6JoccopNYRCEdFym4ZSUyhSt5m7le5ZxsogTke7BPXmYhZYbwt6WEpqjn3LPvEMWCE6e5L+0JP5/auAG7eaUf/7ZtvHdeKLl1fF8YyN+tpCvvP/rR0tINS1kSYXnFhul+W1ksa3vjoOBo9vqsrTOX84Hmyxfe5qTjawx0qTE/zItNtlYASUAJKQAkoASVQAwRUmNbAIGkTlYASUAJKQAkoASWgBCpLwCPzljryGazOjqPOvYjrN3oR3I3iquyRq1/7xOg0lqbWZaI+J5Yl+CzULhF4ZYo0pYDgBWYWuqYnXz7ChqTM/PGf/qK08JLe/vZvf43pxQYM3HtYGz2UwWGEKQeL8pDiLiGiklGflIoUnCwUqkz16pRIQ6bApUxlSlcrnStTzlIIsuxPefvk33+FDz5pwuC9e6YOClEKPgpBHouRpKy3tHw35auJkMxgQ4QfIzB5LMo6RmsyJSzT9FLuMfUtIzNZF9tihKmca5SfnGvRL8dxi+hj+fp3v8fv/nkCXQMfSz1yfOkX204xyLoYqUrhyGNYka5iD01d3N8SyybqU8QxBWxRZC2PxXp4z35wO6Yydkt7KV+d0i5KR4rojdVNsw3742V/5J6ylfuxHxkjqiXK1C3RtLsS1qTHlfWsM9wokamyHwuF1qbUR6HKKGD208wzKveM/mU7KZxfP3+EzMYybjz8idmO7aPc5dgGJCrVKZwoQCmgKY55DnDMKX3ZLum5YU65asZcxm8/F9OY/5+993puK9vyNH+EdyRB771EKZVKpXdVPRUdXXGnoyNmJmKe5nn+snnul3mZ7uiq6pjqqXurbpqbN428KFH0DgAJgIR3nLU2cCiASYoOhCF/OwUcv/c+3zkAM86HtXaD3paf/YTOrtyJ0lSjSzMbO+iQaNshkZ7n/R7TrygNEpTLZ4p60tsuTPXeSkjK3mRBx+J1yY8SitheWaUwlXtEo0zXl1bhzdkxPDEPu3yXsJAACZAACZAACZAACdwMAhSmN+M68ixIgARIgARIgARIgASuQEAfjjvlLRsLI3+wAsm0J9J0wkRiXaHatjnUkqbpaB52Sdt5KONFnlc2vO8k1T+oiNCijClMyyxa712FqWqicjGpWEUgFiUVa1HsgIpALbqPGRNR5JxKSxWU+iExR8o2FW6ZSgpdTRtrUuTKcU/+9R/wyVcD+PCzT4yoU9mp8k/r03SvKug0KlPFoQo/I2ilSd2mEZcmJaws63rdrvVqHdovK0JV5a5KQNNPI09FoMp+bk3jq/2U8vjHn/Dqxy10z8gYlQ6RjiIJpVH9Z/qi/THnKEJQZWtZgso+VeevYtmIUelbQdrUc9b0wabI8RqJqeLXiGaZGqEs61Q+Ghldcz6a/rcSoSsVqODMiajS/bQfRgJr+ls9VtrQZU09bJfUxlo0alWjSFUoKz9t20SYynkfpVGWbYvPfoY9EULwzpdy3bxSt562RIwqH5Gv2sfq/mn71dfcJhH4ykPPy1wbueJmNEfLMJreNObNEqaffTNfk5rXii5VeRyUH7xc5PtL7249FWuqfG5zSt6ERG1n8jns7e8jKWOW6veAQ+49r9x3AwMDF2LbmLvi+lux7g2d6t80TcsbyMt3oLsb/ePT198BtkACJEACJEACJEACJNAQAhSmDcHMRkiABEiABEiABEiABNqBgNfRgdCbFyIdopi9O4JOiU67LSW0E0FkOY7IRhwZr0imgSBGpyYudPrWQ+Xqgw5kLEct4c1NJA8OGGFaDael5ivSVG2RFjFI5cjGdyJShZ0RgRVRWt7PvBsJZ1K4mohElKWmRqbKTfHkz/+Az74ewkdffmZEnJGSlTo0/asep8LKiCpZr+JPi0o7lZEqcFXiqZm1RKSRm0bVaj/Lka+6b0mOUalpF8lnIk5NfeU+PvnpZ7z9bRc9s1+gw+4yqWe1UZWHKgO1Tm1TW9dz1QY18rKs0nRR9lWVpjvIfhYfbV/P09Qj52yJRVOf7Kqlcsix8ylHbh5JValTBbB1HjY5D001rDyKFRms6XC1Xi2yuxGXGuVqIkFl2bQt+2j/tT/aL40wdaV3EZz7Qvh5zLEaXavtKk+zn6xV6ar16HnpNdFiBLnsp/XqmLPaplZaFqrlfXRNI4olS09Kyfvrv/0AV0rSRUt06QefPrpwd/RMyjzLh95GYWoip2W80r1oDDvhEOwCxe92wyn3ocfvk6jxfhN5fWG4bXpA5VaH+QaQBV3W75e0COVUMonU7j4GO0fRNz5Vc++06emy2yRAAiRAAiRAAiRAAkKAwpS3AQmQAAmQAAmQAAmQAAlUCEhmXhzshpA72EJvXwF37t6eKFNFoNJ0YymEg82MkaY5nwsjU5Pnekhefpgs47vtH5iHx6HNLUM1trtrZFEulTLCaWx6CtPzcxXiN3PSdil5rctghGBZxukqvaaHKjPNnEo/jXp8t1330H10fVkJypqyUStLPV0tOzz97h/x+TdDePT1F2ZZ1qp7NEWPry7Vtet6s13qrFRr5J62py2X9y2/m+hS2Vn317rL9euM+WfWPzPCdA+9d7+SH0V4TV/N0Xre5qCjBrVpU2rFoFWfOcrUeZyPHlRuv7zP0QlXenv8fMo8y/VqhdqexVDrKotbraV8cuXz0i3virKxjtHzKO/zrv23z3+FtxBFz52vJEL33Y9AavbV3aval9lKj/V8rDq1Teta6B6NK++TpRpduv3bc5F6/gtHl1afgXJUOabltgnThPywZWN1DfsJ+f4WQdop4+G6JaL0NorS8h2gn6ly+l0drVd/P5CUsUv3whEjTH0yHnOXwwefL4jBiWnkZYfKbwyswzklARIgARIgARIgARJoQwIUpm140dhlEiABEiABEiABEiCB6yUQ21iRqJpNjIx2YXh4oCIgrrfNVqldpWl05wD7GzIeJSRF6DmlqeqT7fVNGdttxTxozqVFkErxd3YZ8TIpklSdTE9/r1l/k9/aVpiai2LJMUu4ydSa1YusVk3f1SZU5nUHIxzNlpqdzT5P//xP+PxvhvHxVyJMK8UIQJmXIytrytPy+nIbuqG8XbZZu+lKabtaEOoqs0PNPrpOa5O6THWHePHrE0QXYsj03ENnT39NleW99V1KZf/acyxvKr8fO98T2jVtV+p5d4zO6c7yso6p2aeyvbKtZhfd9Lt+Wf2oqq96v/IBWBJh6ivuo29eRHGVMLXqK1dstXasrur6aq65bmhMCa29hR3bGJ0InNhgIhY363sH+i8VXWpVqqd324Spjlm7s7GJeCyGlIxZahcA4zNTty6a9OgekBlzm8vUSFKNJk0kkU6lUUrn4OmQVOMdTvTIGM4Dg0Nwen3IyY7ZgkScm8+nVROnJEACJEACJEACJEAC7UiAwrQdrxr7TAIkQAIkQAIkQAIkcK0ESukk4tsLEo21j48/uQ97TVTdtTbdEpWrNA1v7yIflRTF8pBYpWmwv+/Mset++/GviO2Ezb6Td8tRpN19vWU3dIKHaYmTvYZOtLcwVSCWPKudNaiOpMDRjFl9dIx1aNXmp9/9E774ViJMq4Rp5aB3Ez2u6ph3G2TOqtNaafazdq5sPL6P7mvtUpl58ctj7L2OIhu8L8K0z6qtZlpT9bsKavYpL9S2azX//uPfHXPy/lLzu11q2jy9Xjmg/M/sX7tfuYqlFxphGkPv/NcyZqn31P3MhmPt19ZnlsqVNvBdhWloffHUFoOIYebru5ianTnzO+rUSmSDEaaVU9Sv/JOied93fDttU1EajUSQ3Y2ZVMbbB3EERgYxeffOuTIKtNO5nreveulVkup9kBRRGjXRpMnK4R3w2GQc3w4HBroGMDMza9arJM3JW0bTWVu2/bwNcj8SIAESIAESIAESIIGWI0Bh2nKXhB0iARIgARIgARIgARJoNgEZyhThVYlqKu1idNKHkZFylGnFJTS7ew1pv1qaZgpAxIkzpeniiwXsrK3jwWefyL43P5L0tAvR/sL0tDO73Pqn3/13fC7C9OOvPr9cBXU6ygjThSgyQY0wPVmY1qmplqrm7Yvf4JOUvL13v5YfgZSFaUt18JKdOYju4jC+htlxG7pmx9E/PHTJmsqH3fQIU0uSZkQGdjpdcKdySKfT2HN2YGhi7Eqy+UrgW+RgS5juhcKSelfuLVnhlbTEh26njCMMdPf1ISLr3TlgqncQE9OzSIslzUh0aVakaUFsq9bBQgIkQAIkQAIkQAIk0L4EKEzb99qx5yRAAiRAAiRAAiRAAtdEQMVoLpVEZH0JgcCujGU6ha5On3loek1NtmS1ljRN7eXg6+hExAXYuztPfbBOYVq+jBSmtbdzqwjT10+eo7QWx3JxCD1DE7WdvMFLK6+eYNR1cKNEcU7Sx66/foJPR2wojfivlIrXuvQqu1SSadHo0pvyAxlLlDpzBYx6A+hyuhGJ7KLosmM1nz7zhzBlIrfjXS+/jombkRS8Oq+ZFbx+n7kXNPq0IDfI9soagiUbJnqG0DkyiYNcyYxhWqwI08otdDuA8SxJgARIgARIgARI4IYRoDC9YReUp0MCJEACJEACJEACJFA/Avu7IRQSKwj2dODu3QlJx6djBtav/naoKZlIY3lxFSpNkXHA3h9ESlL09g72/677sWgMr58+F7nciXuffPS77bdlBYVp7ZWmMK3l0eilmyhMoztrCKTWMDXXC9/kyInfR5fhbMmudv+atySpRpPa80WM+QKw54oGiU8EoI5PvZk6wMjU5K1NwXvR+8MSpnpceHUdgUIHfN4+dI9OoSTpeDUjb0mEqnUPXbR+7k8CJEACJEACJEACJNB8AhSmzb8G7AEJkAAJkAAJkAAJkECLEtA0fG9fPEWXP45790bR3eWHTfp6G6VpWMY1TUVySIo4VWm611HE6FRtlB6FaflGpjCt/UBTmNbyaPTSTROmmoq3p7iDvr5DFDu9mH1wr9FIW7a9xH7CjL2Z2N+HU8bV9Eo+dYfDIax6UXA6cJDPyisHj0jTnv5+ytILXEkVpvrSEpfxX+37GfT0TsDZrT8eKit2ClODh28kQAIkQAIkQAIk0LYEKEzb9tKx4yRAAiRAAiRAAiRAAo0gsBfeQSa+iaGBIuYkytQhttQm1rTdI5Auw255ce1ImuZ8bolSKtREKBUKRTz+6a/IS1TT13//7y/TxI04hsK09jK2mjB9lejC8PR8bSdv8NJNEqYqSzs7Epj1xhENetE3NFi36NJ2vwU0JXpsdw+dMqZmIZ9HyWmHvTMAt9djBKnH6xVB6jen6fXfnLFsr3LdqqNBz/qbrumaZahSpOXv29bKKub8g/AMTeLQ5ZV0/RSmV7kOPJYESIAESIAESIAEWoUAhWmrXAn2gwRIgARIgARIgARIoGUJbK8uwX64ibGxboyNDsAhoaf6fPSsB6wte0JX6JhK08OUXcZ3jcOSpjrOm6bopTAtg6Uwrb3BWkWYvn3+Cl27Cfx5y3OrhOnG4gs86E62/ditOm7p3vYavpywo+jM1zUVb+0d235LywuL2NnYlBDIIobGxtDV20M5esZlVFmqElSn+rf8rL/pljBdX16FIwOMDE7B3zuAgoSdUpieAZubSYAESIAESIAESKBNCFCYtsmFYjdJgARIgARIgARIgASaRyCdTGJnXWSLfx+PPrkPpwhTHc9UU/bqk9bbJk5Dkp43unOAwl4HDgo5RJyAJU1fPX2B0PoGvvif/vbWpnukMK39rFKY1vJo9NJNEaY6bumA/QCfTnVhqSPHVLyVG0llaXInjEQug0fffH1rv3cv+rmqFqbWsSpFTyoqU3VbJBRGMZpGp68ffWNTR+OVUpieRI3rSIAESIAESIAESKD9CFCYtt81Y49JgARIgARIgARIgASaQGBzZQkohDE+6cXw8ACc9g5JzwsjTvVh6m0rp0nTsDxQpjD9R6yFgrj78LPbdluceL6tKEx7hyfg8tyOtKQ3RZhuLy/gb0YyCEyMIOVzMRWvfNrWFpeR39lFSmTpqIzlqpH+LOcnYElTHZu0KEZUp4cy1fVadKp/3vUHUpqKV6NLB5x9GJyYgcvrO9pOYaq0WEiABEiABEiABEig/QlQmLb/NeQZkAAJkAAJkAAJkAAJNICARpluiDQNdkYwMzeJYJdfpGn5QaqJNG1AH1qtCZWm4e1d5KMdcMKFiAuI53MIR8KSrnAI0/fvtlqXG9IfRpjWYm4lYTqUKuLZngs5zyCFae1lavmlt09+xFcfeCScPcDoUrlamytryMv3byGXQ8+9WcrSS97BGjmqY5OWZMaaqjiNhiWTgry0qDBVeerp8GF4YAI9A0NHslSFakflV1Nah+7HQgIkQAIkQAIkQAIk0J4EKEzb87qx1yRAAiRAAiRAAiRAAk0gsBfeQTq+gr6+Dty5O2FS8+p4prdVmOolOC5Nd/JpLO3vUZgywvToE0pheoSiKTM3JcLUuo8mpqduvRxUWVoKx5BNp+GdHMHo1ERT7q2b0KgRnPKmUyNPZa5QAhafvUSfo9dIVFvlRF0+P0YmZ34nS1Wa6vEUphVQnJAACZAACZAACZBAmxKgMG3TC8dukwAJkAAJkAAJkAAJNIfAm+dPZSzTOO7eG0V3pw8OeZKq0ScaYKIPTW9jsaRpR8aBva19rBYygMOOT/7269uIA4wwrb3sluj6+KvPazc0eOnt81dghGl7irWD6C72Is/x1TczmJqbafCdc3pz6WT69I2VLZqd4H0lI9LzrJKRdLDVxZXKwVkoItnlxcjUZN3GLT3tfPQcchn5Xq+U+F7UzGXT79alU0m4Jc11V0/waExra/9WnhphKh20/n6rLM1JiOkbEaY99l7JlPDwd9239tWpFV1qpfK16vvdQVxBAiRAAiRAAiRAAiTQ8gQoTFv+ErGDJEACJEACJEACJEACrURAo0wT0Q0MDhQwLal57SJMnRJiqq/bHGmaTKSxvLiKYgJ4srCG3vlZTM3PtdKla1hfKExrUbeSMJ05dGEt4cTrmAOdPX21Hb2hS9bYn3/e8mB4er7tzlJlaTK+C3cwjm++foju7i4ZT/JsyXgdovI4vE6n5CE/o3Q63e/do9PhfO923dhVVUdKBGskIuOWdnuRdznQ0//7cUuPn/tpUlZFbLX0dIiE1aKRq1bR7V7pY94Ks5QNDlf5vDOWOZR1HfLroaGCDXfGJ/AsFWuLtMlWVKmeq/WjJxWmmWLJCNNeex9mPqgVpkaS6gFSjsvR48vlvfhOAiRAAiRAAiRAAiTQLgQoTNvlSrGfJEACJEACJEACJEACLUNgc2UJtsMNjIx2Y2h4wMhSt73DyNOW6WQTOqLSdHFhCTvb+9gtOPDo2y+b0IvmN0lhWnsNKExreTR6qd2FqY5davdk4evuQF/ACa/PC7dIrbOK64x93DpQpZREIoFAIHBide7DKiN4wh5er/eEtbWrfKfsE41FUZI+TEyM1x5wwlJ1HSpLl+J7OHDgVA7Hz13PdScUkowINgS7g0ct+ESEZjveab6CUyqVkpfxua2iMaR2+WWQ1++3ViHQVeblkRS1VtEIy0woAl88jR2fva2E6TsC5bS6WRnMVFPy9jv65DweSqrdcrpe3e+4MK0+1mLBKQmQAAmQAAmQAAmQQHsSoDBtz+vGXpMACZAACZAACZAACTSRgEbv7Ky/QqdvHx9+fJ/CtOpaFCRC6cnjF3i5GsfE3fu3cqxBCtOqG0JmKUxreTR6qZ2FqUaXPv/hF2wubqCYz6I34ILf54P9HJGdDvv7IzsdErX5+cdDCEfCcIn/W0nY4Au8k4l6nZwuz7VdrsjWCj7/dgidp8ja0xrej8agLy1u78nnqKlxq0s2k0Y+XxDp3FXTnt1uh8fvO9rVU5G71XLU66+t62jnE2Z0bNXDtR3se5344POPT9ij9VapDDUvjRct/zPLb5+/xKi7H1OSkjcvArUgO6kc1Zel0XWehQRIgARIgARIgARI4OYQoDC9OdeSZ0ICJEACJEACJEACJNBAAhpl2lEIY2JSxpAbGUA5wtR6jNrAjrRgU1ubO/jr49eAd7Cu4+u14Kme2CUK01osrSRMP/QFsZ/twD8vJNAz1J7jedbSPXupnYWp9n1nJY5YWE2WE+O9XpOS9+yzPt8eyWQUaU0fO2nH8/V9BMdlzMoPvzjfwVfca/nZTxiVW/CTrz46iti8YpWnHq7fSW4Ro9PzdzA0NnLqflfdoKmSV548RygSQbCvF93yskp3b4+Mbfpu2Vrf7KkExkJ8KEoVW6oSVP+SL8qYx2MeEab3PkSmUCtMm91ntk8CJEACJEACJEACJHA9BChMr4crayUBEiABEiABEiABErjhBEyU6eoSgp0RzN2ZRE+3X1LyUpjqZU9KBO6LV28R2S/CEejH6NTtEFPWLU9hapEoTylMa3k0ekml49/PduDZngs5zyBcx6IPG92f87an0aVvH7/FzmoU/s4x+Bwl9HZ64K9KDXveus7aT8VpOLQOz7gND7/9w1m712V7o4TpysIitjc2TSTpx199Xpe+v6+SnY0t014hl0chnz/atSjzuk5LK8lUFaQVV2qiR1WganlTiTAdn3+ArAztWqxEmJa38p0ESIAESIAESIAESOAmEqAwvYlXledEAiRAAiRAAiRAAiTQEAL7kR3k95fR02fD/PwkhWmFuqblDctYdi9fLyGadkpKww9l/Lvzp3VsyMW7xkYoTGvhUpjW8mj0UrsKUyu6dG+7AJvNY6JLVZY6HFUDbNYR5vLSk4YK09DaW9ixjc++mb/WqM9GRZcevxSJ/QSSBwdHqxP7B0hUlk+TqVMSATs1P3d0TL1nLDlqQkhlQZfNS97SyYtQWj4AAEAASURBVJREGyfllYamJt4NRzDk7MeERJjmRZZq2l4WEiABEiABEiABEiCBm02AwvRmX1+eHQmQAAmQAAmQAAmQwDUScEpA6drLJxLxtI/5+2Po6nw3Ftw1NtsWVWcyWaysruP12y3Y/MOYvn+3Lfpdj05SmNZSbEVh+t9+C2N4er62ozd0qR2FaXV0qVe+PwKuDgz0BOBxnzxm51UvXSadRCj6Fr1zfQ1LyZuMRxHZeIzPvp7E3AfXdy8+/u4vSGcy6B8eutZ2LnINTpOpGZGWXo8Hj7798iLVnWtf9Z2W9NRcELqsUaNJaXMvvCvCNAm3zYluhw+ZUgGxfBL99l5MffAQGnVKX3ouzNyJBEiABEiABEiABNqaAIVpW18+dp4ESIAESIAESIAESKCZBBzy1DUR2UZ2fxtu7z46O/3wB7wmeMUfKM83s3/Nblul6dPnC3i9uo+Ju/fRO9jf7C41pH0K01rMrSRMv+wbQSSyi//8/SYGxufkc+trmxS1tVTPv9SOwtSKLo1sZiUNb/e1peK1KN5kYarn2IrS1GJfPV18sYDI9s61SFOVpeYl6jMjY62mRJAmZVpMZeGz+STa1yFpiwPoGxiU6NIQwvthuDu8mBVhykICJEACJEACJEACJHA7CFCY3o7rzLMkARIgARIgARIgARK4BgIapWKXt0w0jFJiFx5nAejIG2GaRxZF5GSPDgQCPvhEpGrRlJIqVW9LCYd28cuvrxBJOXDvk0e3IjUvhWnt3d0qwnRP0kTHRJa6Ujls7yWQjebwajspn81uBIL9CA6M3Eh52m7C1Iou3V6W71Tf0LWn4tW79aYLUz3H2y5NVZYmEinsyveAylJnhwNeEaV+XxAu+eGE1+eXv09+RWXKbnjHCNbegSFrFackQAIkQAIkQAIkQAI3nACF6Q2/wDw9EiABEiABEiABEiCB6yfgkVDToFvG1culkEunYOvoMA9kU4mEmT/syEpMi8hTWV+oiNSARKDOzE2oTzWC9fp72ZwWdDzT508X8GYlhA5fn0jTj5rTkQa2SmFaC7tVhKnVKxWnpZKMs7u1g1w+j3wsh/BBDlvrSfSINB27c7MiytpNmB5Fl25k0NsVvNZUvNY9EYuFkCiGMPrgDgYnZq3V1z5t9GfjNkpTTaWrKXXXl9dQSuckmlR+sHTogMPjR1ffANwiSllIgARIgARIgARIgARIQAlQmPI+IAESIAESIAESIAESIIErErCJ9HRJqKldhKjOy8SUjooKzcv4eMVMCg4VqakkMqkE7I4UirYEZu9MSQTqzY443duL4cWz13izHsfdTz5HsL/3isRb+3AK09rr02gpVNv62UuaArRYLGF7YxMLz6PoH3sEf3fP2Qe2yR4qIP/XD31YSzjxOuZAZ09fy/bcii7dfCtjzA5MXHsqXgtEs4Tp8rOfMCq/m/nkq48Q6ApY3bnW6W2TphpZGt4JoxhLI+jvR4fLK5I0IC/f0Zim1wqclZMACZAACZAACZAACbQNAQrTtrlU7CgJkAAJkAAJkAAJkEC7EnCIRfWIUNWpFocNONgNYz+6JIEuSQwP92NQXhXP2q6n+d5+ryyt4dXrNexlXHj07Zfv3bfdN1KY1l7BVhemVm8T+wn8+uMTbK4B0x9+Ya1u+2k7CVPt6/bSHsISXTo7MmxSmDscEr1/zeU2CVNFeRukqRVZGhFZmtiNo9PeLT+GmIZD0u+ykAAJkAAJkAAJkAAJkMBJBChMT6LCdSRAAiRAAiRAAiRAAiRQRwIqQu0iSy0hqt5UXykZ+zQT3zTRpoMjXRgSaXrTiqbkzWYzWN/YxrMX6/D2T2Bqfu6mnWbN+VCY1uBAuwhT7fXiiwX8/MPqjYoybRdhehRduhjC8OBkQ1LxWnfqbROmet43XZpaY5auL62g29GFYO8ougcGTXpe67pzSgIkQAIkQAIkQAIkQALVBChMq2lwngRIgARIgARIgARIgASugYAlTLXqojzF1cgXLW6JOs3GIsjEwnA5U+gZ9ryLNLXsquxXNWuOa5e3TCaLRCaN2P4+Vle3EE14MX1/Hl7/zU5BTGFae4e2kzC1okwXnkVrT+LYktPthi8QhNPlOdri7+67dLpb6zvhOj7r7SJMtZ+bixHko4eSjnfQRJcewb3mmWYJ09DaW9ixjc++mcfQ2Mg1n+Xvq7/J0rRQAtaWVtGROcRg/yQ6+wZ/D4BrSIAESIAESIAESIAESKCKAIVpFQzOkgAJkAAJkAAJkAAJkMB1ELBS8mrdmeIhChr6IkWjTJ3ydphNY3djGW5nEt4uYObORI0k1TFRr0OkmE5c41s8vo94PoOdzQjiB4fwBIfRO3jzomiPI6QwrSXSTsJUe76zsWXGM609i9qlRKYoPwYoSHS4w7xyCQeyCbuMfXpxaWqlDtUWruOzriLy//iqH/vZDvzzQgI9QzJoZosVjS5d/PU1NhZ3cH/mXsNS8VoYtrfeotSZxtynXzR0/NpkPIrIxmN89vUk5j6Yt7rT0OlNlKb6mQpvh5HdSyPg7cPg5DTHK23oXcXGSIAESIAESIAESKA9CVCYtud1Y69JgARIgARIgARIgARamIAlQlVylg4PYRcL4nHKwKVSMvkS8iJMxZseRZqqNPXJ9vDaEgq5sOTvTWB6bgr+QDkSUyWK1nEdMsV06preVJi+3dzC7l5Bwmm7MTrVeqLmOk6dwrSWarsJ09ren7yk0dPZbBb76SIOciUk43EkojGoOA2thtEzMI7gwAhcnpOjqVXoLD/7Cb6uHtlvFA53eT/9ltDP+XlKTqK3k/GI2dXh8sEtYzOe1F47CFPt48rLdSDhxtjIKDwSwdvIcpuFqXL+7bu/IJPJoH94qGni9jzXW1NmR7Z34PV4asbClj+zR39PtZ69UASpvTh8HZKKd2QKHr+/Zvt52uI+JEACJEACJEACJEACt48Ahentu+Y8YxIgARIgARIgARIggWsmoKl2O112ODoOkZO8gCpNHXa7abVQLBphmi11oKDWRIoKEoe82cWWxMIhJOLLErWWxMBwH/olIlPHP3XJSyNV20mabm3u4Nnrt8igDyNTkzc+FW/5agIUphaJ8vQmClM9Mx2fNyPSNHqQRTydh8PhQiwSQvEghv1wGlvrSQyOz2FwYrYGiH7sl0SWdnVmZa4DkXABQzMP0BnsN1Hn8jE/tVRL0h53CZ9OSUi6lK1YDr+uxE+McG11YarRpa9/foX9rShmJuYbmorXAt0sYartN/vzofejCsfH34s0TYs0HRnCnSZFu1rX433T49JU+y7Zd4/GJk0nU9haWcWwpxu+7hF4egYoS98HlNtIgARIgARIgARIgASOCFCYHqHgDAmQAAmQAAmQAAmQAAnUh8BxYarjlnbYyhGmh6WSiNJDVAvT463uhXewv7chUVYpDI92Y2i4Hx6xqSpMVaa0izR9/OsLvFzewejdj25FKl7rOlKYWiTK02YLodre1H+pOtpUa7dlE/L5jcItEnVrLYFQsQsDIk6t6E+NLA105nD3wQjs8kOKQjiKnZ0C9h2D6Orph/tYVOpJkjSVTmN2pMecTCAQQCgcxsLyFp6uHyCetcHXGTySp60uTNcWHmPlxTqC9l7094+JeC7/uKT+V+r0GpeXnsAzbsPDb/9w+k7XtKXZnw9LmOr0SRtIUxWkb0yk6TYOiyX0jQxX0u3qGZRLrzOAyeEpOORHCBnrl0nWRk5JgARIgARIgARIgARI4BQCFKangOFqEiABEiABEiABEiABErgsAZWammZXA8U0ulQf8B4NQirzulidkvekdlSa7okE8bpSmJzyYnRkUISpjnvaHtI0tBPBm19X8CqawNd//+9POsUbu47CtPbSNlsI1fbmepY02rRQKEAjyAN+n2lEU4dur29hTSI/rWjT1P4eOrtymBdZOnN/3oietbdLKIVj2NnOIpzvhMfnh8vtk3S7u8jnMvCUErg3EjB1DnWXU9W6uwPwestpfA8KeRzks0gcJJDN5bCbKyIcKsAtdeTTTqQk4vX//Ps7LTmGqUaXPv/hN6QjadyRKNtGp+K17oZmClMV6KOSrfyTrz5CoKt8na1+NWqqf5P075RO//Rf/gHBwQF8/PXnR3+2GtWPs9oxfzslnDSyE8b+ehjugh2Bnl75e1r5O1upwO8PSFaDGWRFqOrfWhYSIAESIAESIAESIAESOA8BCtPzUOI+JEACJEACJEACJEACJNAEAulkEhsrSwh4UvC60xga6YNNHmEPSsSpZP2VSFORp9IvjThtpZJMpLG8uIrdxSTCPgc++PzjVuretfeFwrQW8W0QprVnXLu0s7GF7Y1NbEq0qRaVpXOS8lQFlZVKdGd1DUWJNPVKVOrTUAKRRB7zw37k5QMe7C2LUafThaKzHH3pqUhZrc8j4tQrYzRqUWnbIRGaKxJtur6xg0Lag1Qihm8H3bAH+vA44kLPUOuMJfz2yY/Y34zBc6jRpaPmHJrxdtuFqTKXRAjm9a//9R/QrcL0KxGm+nfmChek2lVepR6rfyo/k4kk1pdXMejsk5TXM3DK2L3ajtWWtmO1Vb3+CqfBQ0mABEiABEiABEiABG4JAQrTW3KheZokQAIkQAIkQAIkQALtS2BrdQn5VBIeV9o8wHZK1KkK06GRfjP26bBMrQfErXCWy4tr2F7axX7eAd/kyK1Kx6v8KUxr78LbLkyVhkabJvYTKEoEqspSq6g0NUU+wNFQBLs7ITjdbrOfru/u6Ya/szxOqS57/WV5qvPvK5omOC4/XFhfDyEi9d4NlCNT/7+/7GDq/mfo7Ol73+EN2RYNbeDZd7/Bk7NjfOJBU1LxWifaTGEaWnsLO7bx2TfzGBobsbrU0KnehipM9X78kwhTjTB9JMLUpIC/ZE+0Tq1Pp/r36SryVeuQ4cCRk4jRjeU1dKQPMTI4hZ6BwaM2ZJejYv091ONYSIAESIAESIAESIAESOC8BChMz0uK+5EACZAACZAACZAACZBAkwloml4t+7thuORJtt+Tho6XCntSxkT0Y/bOxJXFqXnALG/Wg+aLPuTWVLxvn6wjvJ+HV2Tp6FTrRLM16vJRmNaSpjCt5dGopeqxVUvJGGK7e1h4HTfNZw4O0d07fDTOaaP6VN3Oq5//iHQ4g4B9EMHgYPWmhs83U5gm41FENh7js68na2R6IyHo972JeJaZekWYWnVaf0us87moPNV+aWRpQYzuznYYmd0UgoF++dsyY1XJKQmQAAmQAAmQAAmQAAnUhQCFaV0wshISIAESIAESIAESIAESaBwBfeBsF2EaF4HqkGkqFkGnyFNP1+GVpKn1gNtEGlWUqV2MqUYZnadoKt7nT19h5e0BfBMjmL5/9zyH3bh9KExrLymFaS2PRi5ZY6tabe5IamAVp2NZ4N78Xfxf/7KG4el3Ea/Wfo2Y6n2RWS9heuajRjR3ahuZdBKh6Fv0zvVh+sMvTt3vuja0gjDVczNiU94ef/8XZNIZ9I8MXVngVv9NKUkLKj/1RziOC/xdUVmal7eDREqiS1cQtPUZWWqlob6u68J6SYAESIAESIAESIAEbh8BCtPbd815xiRAAiRAAiRAAiRAAm1GQIWls2It82IzVWhWF6+jA4ntVZRyYXgr0lRDTc/pOY+qsh5uF+WptmQ+NMUuYyiqNNW69EH3+8rG2hb+8ssbHHp7cO+T5kqQ9/XzurdRmNYSpjCt5dHspc2VNUzZPXBIjtP//GOkacJUI0w9sQJcnmk4XZ6mYaEwrUUfi+wZaeoPdmN8ZurKaYKtCNEjYSrN6Q99zvNDHD22IK+s/EFaX1oDTCreSfQODNV2mkskQAIkQAIkQAIkQAIkUAcCFKZ1gMgqSIAESIAESIAESIAESOA6CWja3U6X3TRxkCvKw+NaY6pZeV3ytrexAlsxDJ8MeTin6XnPEJwn9VlrVllaFrOH8lC7/GDbesD9viqfP1nAz883MPvoEwT7e0+q/lasozCtvcwUprU8mr1EYVp7BZotTLU3rfYZsaRp92A/5u7fQ6ArUAvtAkvmr5W86VR/7KN/l+R3OGf+fVJZqr/b0b9FO1thpCUVbw9T8V6APHclARIgARIgARIgARK4KAEK04sS4/4kQAIkQAIkQAIkQAIk0GACZwlTqzseiTTd31zBYSEMv0jT2buXG9PUpECUh9RFeelDbpWkKmRNpKksnCZN9/cT+PGHp4ikHXj07ZdWt27dlMK09pK3mgyq7d3tW6Iwrb3msVgIiWIIow/uYHBitnZjg5aWn/2EURnu+ZOvPrqSnKxnd1cWFk0KXI00vao0tfqlf0+0nPY3pLy1/K5yVf8WHRwksba0gi5JxTsm45YyFW81Jc6TAAmQAAmQAAmQAAnUkwCFaT1psi4SIAESIAESIAESIAESuAYCmrrwfSl5rSZ1PxWbMYk0dZQiJj3vjEaaWjucc2qlUCzITK4SzarS1kSZSh3vi1xllClAYVp7o1GY1vJo9pIlTHPxBP6fZ6mmp+SFfQh+f0/TsFCYno7+8Xd/QToj45kOX30809NbOXmL/ukpiDXVVLylVAmDA0zFezIpriUBEiABEiABEiABEqgXAQrTepFkPSRAAiRAAiRAAiRAAiTQIgT8ThvSMqZpIR+Cu/MQsyJNL1o0EkgfVlvpf11iY1WYqix9n4BllCmF6fF7jcL0OJHmLu+FIvClcnAns00Vpm+f/IiRwzxC0SCFaQtGmFp3aSOlqf7d0bQGOlVhGt4JIbeXRpevHwMT07qVhQRIgARIgARIgARIgASujQCF6bWhZcUkQAIkQAIkQAIkQAIk0BwCGg3a7babSNNUbg3Td0bgD3gv3JlySkTzCPvMdLzVld/2KFNGmFbfDa03PmNt727fkiVMi5EY/t+3h02LMLWE6VbYg67ukaZdiFaIMA2tvYUd2/jsm3kMjTWPxUkXwRrPVFPzjs9MXVv/9C+NGbdUZnTs0qSm4l1eRa+9F8OTM3D7/Cd1j+tIgARIgARIgARIgARIoG4EKEzrhpIVkQAJkAAJkAAJkAAJkEB9CWgkp13z7EqxxhM1C2e8aSSoR6RpfGsFpcIGZu5eTphqM2Vd+v6o0uPdue1RphSmtXcEI0xreTR7KZ1MI7G5jezyJv7pebxp3SnksvhowIOVrZ5bL0yT8SgiG4/x2deTmPtgvmnX5LSGLWnaPdhft/FMq9vSe3IvHEEikYT+UOdQzKlGmLo7vBhiKt5qVJwnARIgARIgARIgARK4RgIUptcIl1WTAAmQAAmQAAmQAAmQwFUIWOJT68jI02NNkXueYolWVyGNdOgNXF1ZTM9dPC3vedo6bZ/bHGVKYVp7V1CY1vJo9lK1MP2XNUfTulPIZTDvSTVdmG5vvUWpM425T7+Av7s5Y6m2ujDVm2RlYREbyyvQSNO5+/cQ6ArU5d7R+3FzZQV9rgBc8CJVKJm/dfojIadElY5IdCkLCZAACZAACZAACZAACTSCAIVpIyizDRIgARIgARIgARIgARK4BIHLClOrKWchg1z4DdwiTGcuMY6pVc9JU02dqPGn5anOVmSuDHKqwvZA0in++ONTRNIOPPr2S9351hQK09pLTWFay6PZS5Yw9cXTTU3JG1p9g+7UDlZWnOjtG28allYQpnry7fA5qed4pvoXQ9NDa2TpTKAHfq+MZTsyiWSuZKJLz/fzoKbdNmyYBEiABEiABEiABEjgBhKgML2BF5WnRAIkQAIkQAIkQAIkcDMIWJGiejYXSclrnb2OY1oIr+Egs4rJucun5bXqs6bqRjVl4qFEAOm0VCqZed3eIemAbTYbXr14g9fLIbj7xjA1P2cdeiumFKa1l7kdRFBtj2/+0tvnr9C1m8CftzxNG8M0uiPjK9t38OfvUxgavtM06K0iTJef/YRRSQTw8PMPEOwJNo3HWQ3XS5ruVmTpuLcH/f2j8PYOIJUvISfZFChLz7oK3E4CJEACJEACJEACJHAdBChMr4Mq6yQBEiABEiABEiABEiCBFiAQcNqQ2VlFOreGqblh+AM+DQrVuFAzLXfxfI+mk4n00RnpEUkZa05lafIgfSRPdYdUKoWsjE24vStTm+/WRZcqAwpTpfCuUJi+Y9Eqc60gTA+iu/DEXuH5bxmMjd9vGprlpSfwjNvw8Ns/NK0P2rCm5d1c/gVffCvjmN6fh8Nhb2p/TmvcGs9UU/OOz0xhaGzktF1PXK9/PzSyNBvdx4g7CJ+IUk9PPzKFctr5c2aeP7FuriQBEiABEiABEiABEiCBqxCgML0KPR5LAiRAAiRAAiRAAiRAAi1MwG0DnPkUwmuv4AvmMTM7hoSITxMdWokQTan4lHNIJTM1Z5JKJmuWD/O1D+9tRYdEknbAceg0+5XkKbe+tld3EC6mYB8I4pO//aqmjtuyQGFae6UpTGt5tMLS5soaDtd28P1yBybmHzWlS7lMGgervyGznYPNMQ6ny9OUfrSKMNWT33jzFN6uJL78+gP0DfQ1hcd5GrWkafdg/4XHM91YXkNHNm9kqTvYbyJLNapUx+imLD0Pfe5DAiRAAiRAAiRAAiRwXQQoTK+LLOslARIgARIgARIgARIggSYTcGpO30wCkbWXcHj20aFmtGA/EqZqSjtyYlV1Jq/TqnJMkPp9/qONMkwp/J1dcLjs6JEoow5ZUSgUsbWxhaX9CKL2Au4+fCASxGa26XY95rYUCtPaK01hWsujFZYoTN9dhVYSpiqRN5d+wQeP+nD3g7vweNzvOtpicysLi9hYXoFGms7dv4dAV+DEHuqfHfl9jvwoJ4VoeBf+Qge6nD4MTkyj6PBKZCnHLD0RHFeSAAmQAAmQAAmQAAk0nACFacORs0ESIAESIAESIAESIAESaAwBFaY+u6TNDW2bl8aCBgIB2OwqMO2w223o1DS9sp+ury4B/ztBWr3emtexSjtkrFKNMi0VS8hm8njx7AXWwiGkDkvYd5XQOzgAh9OOvuHBiji1jr7ZUwrT2utLYVrLoxWWWkGYKodXP/9R0vIW4PJMM8K0cmOEVt/g0BHBV1/PS5Rpf8um5tXunmc8U40aTSRSRq52Ovzo7+xHV98gnF6fiSqVPx8my0Hl9DkhARIgARIgARIgARIggaYRoDBtGno2TAIkQAIkQAIkQAIkQALXS8AhItRtO4Rfpt0y9UpWXR0Xzy4vh8MhwtQu8hRGel6lJ0WJLs1JisV0Mou3i8soZHMI7+7iwHUoUahO7B5m0SPpJb0iYb1+n4hWFbY3N+qUwrT2bqIwreXRCkuWMP3TqyxmP2pe6mxLmMI+BL+/p+FoMukkQtG36J3rw/SHXzS8/ZMa1CjT0OYLjEx58NGjuwjId2Yrl5OkqUaVWhY0EgojImOW9jq74fEGMTg+BcnAa21u5VNj30jAEJD/hSpPKzMaMa2lMikv8J0ESIAESIAESOBGEKAwvRGXkSdBAiRAAiRAAiRAAiRAAr8noM/2JJgUATGng2JLu1w2OCWq1G6EpabLleDSOohLHRNVo0yL8irkCyhKisVSEVhf30B0L4p4PI495BGTVL0qS3tl3LuB0eEri9rfn3FrrKEwrb0OFKa1PFphaU8EVuzNCn58kWmqMNUxOw9FqOWzfeiUyMNGl1YUpsogurOGXHHDRJkOjQw1GsuF2rPGM9XUvOMzUxgcGzEpeFUmReU+2w1H0OfsQrBvFIHeQRNVStF0IcTcuYkE9P+j9GWT/1eS/30yRaOiSzoOvCzxXi4z4TsJkAAJkAAJ3BQCFKY35UryPEiABEiABEiABEiABEjgFAI+GUu0T4Rp0G1HQMYddatFPUcxDwLlrSSPBPUBoRapyjw4LC+d/F6SHIwqTDPpLBLxhJnubG9L1GkE+46SiXDd68ihR8SpPm3U1L03KeqUwrT2vqAwreXRCkuWMP23xzHc++zvmtYlS5imDvzo7RtveD9aVZgm41FENh7js68nMffBfMO5XLRBS5p2y3f6rIxn6usMYFdEeGZvHwOuIDzBfvh7B5DXvw00TBfFy/2bSIDCtInw2TQJkAAJkAAJNIEAhWkToLNJEiABEiABEiABEiABEmgkAfWjbgmN6PbYMep3oFOk6XmKpp0ritHMS/7EjLz0waHKV9cZwlWPs6JOTcSp2FZreWNjE4VcARsSfRou5Uw3Yo4i+oYG0D8yKFGn5cjX8/SvVfehMK29MhSmtTxaYSmdTGPlyXP85dfmCtNoaAPp1deIh9wYGJxqOJpYLIREMYTRB3cwODHb8PZPa1DT8u69/gGzHw/g4RefnLZbS61fWVg045T6u7vR3dcLW76Ebns3vCJLu/oHJQ2vROTp34aW6jU7QwJnE7B+YqZZObTofWym5QnfSYAESIAESIAEbhABCtMbdDF5KiRAAiRAAiRAAiRAAiTwPgLdEmE62elEUMSpaEmTkvd9++tDwcsI09PqPBrrNJVFaj9lpGlIok51LFUd73RXok59Ms6px++VMU/7K+mC22+8UwrT2juAwrSWRysstYow1UjKxV9+gu3Ai+GRxgvLVhWmKpJdmRXMPBrH9PxcK9wy5+qDjmeaSqcx1NmHoZ5hdI5Myq91WnsM1nOdGHciARIgARIgARIgARK4FQQoTG/FZeZJkgAJkAAJkAAJkAAJkAAkstSGsYAIUxGnTokStVvhEqfAMUEU8nbRlLynVHcUZWqNdXoouRk18jQe38fubgyb65uIlLISgXSImK1gUvY6HHb0DQ/WZazV0/pV7/UUprVEKUxrebTCEoVp+SpQmNb3btT7avnxczhzDtz/8m9hF1lasMLx6tsUayMBEiABEiABEiABEiCBuhOgMK07UlZIAiRAAiRAAiRAAiRAAq1JwOvokLFMHeiWlLx+p82MZWoTaXqGN732k8ll80jsp5FJZiTqdB0qVCN7u9h3HiLnOERalG3PQJ8RqNLblh/vtFHCNLqzhqxEc12l5HOZ9x6ez568PZ8/eb1VWT6btWbN9PNvh/DxV5/XrONCcwn89uNf8dfvdvDhN3+A5tu20k42slcaYbr0/Cdk1kuYnvmokU2btlpVmOrYrhP9GUw/mkX/8FDDuVymQf2Bze5OBIin0ds7Cbek4tV15oc3l6mQx5AACZAACZAACZAACZBAgwlQmDYYOJsjARIgARIgARIgARIggWYR0KFHdfxRHcNUxalGnLptEmkqr2aWkgjSQqEITdlbKpWgy8VCCesScaqvZFFS+B6WELNL1Kmk6rXJOfSPDLXseKeXEaY6ZuH7Sjad+t3mWHgDsB+ga8Dzu23WCuX5vuKSsW3fV1wi1k8qZw2D63LWjpM7PDaKobGRk6riuiYRePNiAT9/vwJ35wSGJubMDyca+U0QWnuL0PoicuESunxDCAYHG06CwrR+yGWYa7x++hJjnn4ER6fQIdGllKX148uaSIAESIAESIAESIAErp8Ahen1M2YLJEACJEACJEACJEACJNBSBDS6dNDnMGOZ+hw2OK8oTM1DcXmzUvfqsooXrbb8upiGUcmnwjSTziIpY52urW6IRC0iIuOdxh0l2KXPux15I0+9MuapV8Y87TCRsq0x3ulZwnR/L4KDvbCkIxZOikZeQ52u994jg13uk7enwsg4RDb3BER6jRkO5UrLu3tOEZ5WZXaHw5o9ceqQ8WVPKo6zjpNUyiytTeBgP4Fff3iMV8+imHnwBXzdvebzerFP68XPUaNKwyJK98NRI0uDPc2Rpdrz7a23KHWmMffpF/B391z8ZK7piFc//xFffhLE1EcPzPfbNTVTl2r1+16/yxKJFMIrm+i0dWHi/kMUJOU6CwmQAAmQAAmQAAmQAAm0EwEK03a6WuwrCZAACZAACZAACZAACdSBgFeEY7/XboRpQCIB3Rp6eoWiD8uLEkuUlxCjjLyK8qBcx0fVIEOPRDA6LihkdVxTfZnI07zIQIk4NetEpG5ubiMWjSG6K9KllEPUljeSsHewX8Y6HTIy1XbB9q5w6iceepYw3XjzAv9x0oVcJgenx2X67Pf5T6zLWunzeq3ZmqlPjltbX0OolEG2y4XxO9OwV0lOHQOWhQROI6BRpgvPNhHfd2HqwZdHP3I4bf+rrq+OKnV1+CWqdAge7/vv/au2+b7jKUzfR+d829SLanRpeCeE7G4aA/2TCPYPMrr0fPi4FwmQAAmQAAmQAAmQQAsRoDBtoYvBrpAACZAACZAACZAACZBAIwioMO1TYeq2m/S8VxWmJZGbEhCKtLzFc0Xk5Om5ClOt14yVKmOnOkwEqDxYl/00ElX/aVSoulrd9zxjKKpAzecKyKQySMSSkq53AyGNOrVL1KmI2T2RpypOtd4enep/Ik/L0aeNIFtu4yxhuv76Bf6DDEs4NTqNzqAfLu/7o0vP6nlJjMXS8hJ2Sinkgl6Mz0o6THPeZx3J7bedQEKiTN+8eIWXz/bQO/YIXcFylOl1cFFZur1YTsHbzKjS6nNrRWGq6bn3Xv+A2Y8H8PCLT6q725LzKks1mvT1s5fotfeif3xGomKbJ8FbEhI7RQIkQAIkQAIkQAIk0BYEKEzb4jKxkyRAAiRAAiRAAiRAAiRQPwI+SdM6IGOYqjBVoanjml6laERpTl4HIktDqQKS+UORlDDCVMdJ1ShWv0x1NEyNQNVIVI1IdcpO2hdt365y84xulKNM5VgZ67QgkaeaulfXbW5uIScidWtjCzuFNA6lLxp5aqJOZaxTlak2m+3M+q/CoPrYs4SpRpj+zxJhem/2LnpHeuALnBw9Wl3n++YL+QLSqSzevFnEWjKGdKcTE3MzZqzX9x3HbSSgBLZknOBXz5exsQbMPixHmZ7xUbwUuKff/Xdk1ksYHp5talRpdeeXl57AM27Dw2//UL26qfNtJ0zlRzDxgyTCq5vwd3RhStLxspAACZAACZAACZAACZBAOxKgMG3Hq8Y+kwAJkAAJkAAJkAAJkMAVCHgk4lNlabe+XHbosvnvkpZEo4s0ujSWLWInWUAiL0/QpejYqCpEVcrqSxaRKYgwlf2LIjpVlHZJ+7qPWzZeNHWvhcAShplkBitLa9ja2ZbzAfadIk7tBRGSATMOoEadaqke79SsqPPbn/7LP2AtFMSdh5+fWPPG4gv8pxk3Prz/AIPj/fB3+U7c77wrj84/kcGL56+wnt1HrtuNMY00FQt9log+bzvc72YS0AjB13Lf/PLDKrxdExiemDP3zCW/Dk6FZAnT6ZmPTt2n0RtaUZhGQxtwZVYw82gc0/NzjUZyofbk1jHZBXa2Q8jspjA8MInufgmfZyEBEiABEiABEiABEiCBNiRAYdqGF41dJgESIAESIAESIAESIIGrEFBxacnKQZ/DpOUVZylC83KKRFPwJiTiU4VpJFVESvPzStHqNBWvBHgaGaq1q5zRFL5arD6oNO1y28x4p2bDBd80JW2pKGOdSrsafaqRp8lUCvFYHGtrm9jJpcx4qHu2nIyt12eiTfsl8rQ81qmq4veXcm/lvTzz/p1l67/+1380wnTuw89O3Hfz7UsjTB8++LAuwtQ6f40yPYgmTaTppkhTjTQdn5uunOeJXeHKW0LAunVPutfl44P9+AF++/GJiNMoZj78AoHu3jM/FxdFR2F6PmLtIkz1ntJ7R38w8+rpSwRtvRiZnIGH6XjPd6G5FwmQAAmQAAmQAAmQQMsRoDBtuUvCDpEACZAACZAACZAACZBAYwho1OdgZSxTn6TNdV4yNW/GjF1ajjCNZmSMUYkiPU+xIlC7JF1vj8cOHVtVpa0KXfNSZVP+d57qfrdPLptHYj+N1eVV5LM5bIdCiNlljFX7IbI2SRusjZhiTX9XRdWK852THrDxdgVr4SACp4gDFZz/23wAjz56iN6hHngDnqp2Lj9rnW82ncWijBW5no4jHXBhbGbSnGtZEF++fh7ZngT0zq38RsGcgLnbqz5Xuk1/yLD4ckHGodzEwYFLpGk5NW89z5jC9Hw0N948xUR/BtOPZtE/3LrRmipL9XUg6Xi3VzbhQRfuPGA63vNdZe5FAiRAAiRAAiRAAiTQigQoTFvxqrBPJEACJEACJEACJEACJNAAAhLUiS5nOT1vr88Jr0jTyxRNxxvNlCNM4xJlmlX7co5iRaB6JSWwpge2xjN1ichUeaspes8ztulpTZWKJRQk4tSKOtXlzc1tbMlL09gWJSpVZZHVW+2PprAVLDXFbH/3VrPtpIW9aNSs7u3pKW82FcsYqpWdO6SB4aEhTEyOmfFLnW7nSdVceJ11vrlMXsY0zeCVCLCleATZLjcm7szA7hCaVicuXDsPaFcCeuua+1xmzG0sy/rbCOte0G0aE34gUaaLL19hQaJMByceoVOiTOtZKEzPR7OdhGlBbp7wdhjpSBoDAxPoHWhdwXs++tyLBEiABEiABEiABEjgNhOgML3NV5/nTgIkQAIkQAIkQAIkcKsJiKeUsUMPzTimgxKJGJDUuCay0zIp56SjwnSvIkz3LyBMreqtSFMdS1VlqVtsjs57JJevR6JOLzu2qVW/NdVUvZq2N5fJIS3jneazIk3lgb8lkdQl2uXcL3j6VvWnT7VCU6+2IG2IuHR7nHCJKHW6HLBpzuI6FmtM0/RBGs8kVeZ6Jo5cjwfjMzKmqfC1ibE151juTh1bZlWtSsBI0YoY1T7qHVe5LY1F1c+ARgtubWzi7YtlmXZgVlLz1rNYwnRgcNZUa3c4aqp32MvLDvl8NKJk0kmEom/RO9eH6Tqf6/H+5zLpmlXZdMosFyRdeHXJptOI723jy0+CmProgRl7uXp7q8zr/SK/PzHpeF8/e4leey8GJmakv/5W6SL7QQIkQAIkQAIkQAIkQAIXJkBhemFkPIAESIAESIAESIAESIAEbgaBsiAEApKad8DvMFGeKikvKihNhKmIUh3DNC7i9LwRphZFFTdmrFOZakpeHU/VJ86kU1P1ei8f+WrVb00PVY7KqyQRsFbUqW7Th/9aLH9oTctr6/Bu7OS7elRa2oWzzSbiUuY1qrWexRrTNJ+T9MOSIvnFi5d4HdlGptOF8dkpEbbatkSb1tfT1vMUWNc1ELBSqOr9rp8DE02tn7lKW7peI02f/PhX/PLdDh7+zR8qW+ozefvkR7z4YQu9fdOmQo9+0KuKqyJKrfWWOL0usXoZYXoR8Vl1ahgOuqsXMdxdTsM9EnTVrg96sLq2jpCtiOF7d1pSmJbvn7Is3T9IIby6CX9HF2Y+YDremovJBRIgARIgARIgARIggbYjQGHadpeMHSYBEiABEiABEiABEiCB+hLQVLgDXgeCkhZXxzV1XXAsUxWkByLnoiJM99JFqEC9SpEswUaYBmVc00G/C36JfGWpiF2xFRoTq9JCNavo1nK06AmAyuIUSCXS+PWvv2ElsYusiJqx6UnYjDTVSNPTjz+hSq5qYwKW6DLiVM5D7x/x9eal81qiezH88uMziXL0YexOfQXY9vICHv9pGYcS6a1FI75riobBSimVCmbqqkReO4+LVe20FJekEA/2DCEYHDTLF307rzANrb1FaH3RVN8fqE2f3SeR+Vr65ccI1aXv2LLX663eDF9l2ef3/W79q4XXCEs7H3z6qGZbqyxY4l3T8e5shZHZTWFkcBI9TMfbKpeI/SABEiABEiABEiABErgkAQrTS4LjYSRAAiRAAiRAAiRAAiRwUwh4RZ71eUU+iDDtFDmpKXEvUgryBD0nL40w3UrkRZ4eEyEXqUz2VT/ilz6pMB3wOUTiUpgqQvVJMuqqSZ1a0ghB+U9ZaVTuSUX310hCjabNZ/N4/vwlFkLbSEo0sZGmdnsl2vTk40+qk+tai0BZMb6Ljj6rd2Z/vS8qO+qtU331tze28Mv3CyhgGEMTs2dVd6HtB9FdJOO75z4mn8uYffPZ8tQ6MJ+31mexv5TH7OxHsKJRrX3OM43FQkgUQxh9cEfGbD39XDWV8OfflsfmtEtkdnXRSHEtjmPphe3y2bpsCW9tweH24N6jhwh0BS5bzbUcp/fNkTCVmYWnL9Bt68PoFNPxXgtwVkoCJEACJEACJEACJNBQAhSmDcXNxkiABEiABEiABEiABEig9QioIFVR2uW2mfFMVaDKv1NF3PEzsETefraETRGmcYk2LcrDdH2wfpmiEa6aJlgFbr9EvmoELMvFhelxZplUFr/+/ASL0TCiHXn0DPbD3xkwr3Jq4ONHcLmVCejHSz971eW4AK3edp75jZU1/PX7N3D7Z+T+GDvPIU3b59XPf8TuywTGxu7Cf4mxMy8qTD/+6vOGnGsssofnP/8qwnoccx/MN6TN9zWyIxJ9W8a2HRoble+KTvjkO0PHfk5IOt7tlU140YU7D+objfy+/nAbCZAACZAACZAACZAACVwXAQrT6yLLekmABEiABEiABEiABEigTQhohkunvKmY7JGozi6Rpz4xpudNzWucjbwlJRVvJF1AXCJNE/kS8pKq9zJFBW6XyFIVpr3SHxW4LJWoQEF63pS8x5kVixppWpBI01dYj0h0XaGAPeRkPNMO9I0MGhni9demDj1eB5dbh4B+ulSYWlPtmQpT/TxXR41epMcri0v48fsl9PY/QGdP30UObfi+awuP8fLfVjA/e/9GCVMF+fi7v8j3Z7Elokx/kzFtk7E47E4nPJJCWO+5/tERlGQQ5OxeFoMDE+hlOt6G3/9skARIgARIgARIgARIoP4EKEzrz5Q1kgAJkAAJkAAJkAAJkEBbErAiTTUVropKlaYXKTp2qY5jqql5VZpmC6pyLl4oTC/O7CJH5CQ9785WBLvhXWxtbiFrl7S9Hgcihxn4AgGMTk9cpDru20QC+gmzUqSqSJdRacvC9BLStCCpm188eYEXj3cxOvMpXJ7Wluc6Juov//wak6Mz6At2Xjgt7/EIU00ZrDw7gyKKq/hZKXkbFWGqt5MVZeoPdusiAhLZaZVA17t5a51Gflqlnml8Nbp0eeENhiW6VMuKzNudDslB7ITT54MrYcODr/4dvJeI8LX6yykJkAAJkAAJkAAJkAAJtAoBCtNWuRLsBwmQAAmQAAmQAAmQAAk0mYBGpmmkabdEdo53Ok2k6UW6VC9hypS8F6F+8X1LxRJUjmUzOWQSGUT3Ytg/SCB2EMOOM4fuyTERIK0tyy5+1jf3CBWmGsytwlTHtdXoUh2G+JShbU8Fkclk8dcff8PaaxkX9KOvTt2vVTZUC9OA13nhKNPjwnRraQEfTnbiVaiA/uGJI37NEKbKeGVh0QhKnXe4nDoxRSM9jxdH1brqfXW/q8jWamE6NT9nmt2TH1rsStrgpVdvMOAfwocUpscvB5dJgARIgARIgARIgATalACFaZteOHabBEiABEiABEiABEiABK6LgArT6S6XSYlbHWl1VntZEXHxXMlEmEYlNW/6khGmDpG2HjE+2o8Bn8OMZ6oy13ZRA3RWh2/59kJerpGMa5o6SCOxn8L65jpWkUBwakwiTX23nE77nL6mSC0L03IqXpOWV7p/0Y9LOwrT3/7lLbq6RjDa67uwMN3eeotSZxpzn34BX3cPNpde4X//ZhQv1hJY2itLU70LjgtTjUJV5lpUTh//jjSb5K2yi9nnotdCq60uGnFqlfhe1Jo9msZ3322PVc3rDtUC9byyVSNKh8ZGoOl446EI/u5/+Y9Hbem9VhBLv7a0CmfGjpGJeUaYHtHhDAmQAAmQAAmQAAmQQDsToDBt56vHvpMACZAACZAACZAACZDANRBQUTkhEaaamtcuj/vP+7A/Lw/RNco0liliJ1VAUsYxvUwxEXJiSAMypqoK0263TQSqDSpSWepHoCTXqyTjJKY0ynR3H4lEAiu7mwh7gLGZqXNf9/r1iDVdhkC9BN3O1g5+/GFBxi4eQ89Q66dlju6sYfXlNnZWYhgbHLtwWt5qYert6sGGCNP/9MWIRGT6sfA2jMVI3nA4LkzfRfTKjzjkgunXkn5H6reTXguVqbqPVXSb7nfe71HruHpNLyNbNRXwvUcPsfjy1e+EqZ6bftevL62hlCrJGKaTHMO0XheL9ZAACZAACZAACZAACTSVAIVpU/GzcRIgARIgARIgARIgARJoPQIqKkcCThPhqZGe5xWVRXmInpXwIx3DdCuZx4FEm16leBwdJso1KAJXX54Ljql6lbZv07HZdA7xWAK5TB4vXr7Aa4kyvfvoAWwU1LfpNsDK4hJ+/H4Jvf0P0Nkj43i2SLEkZHV3rFtTpenCL6/RcQAMDk6Uo0wrstJyltZUj1epaZWdbYkwDaQwIxGmDpcH4a01/P2nQ3jw0SNkQqv4dWEbL3fyEnn6Ep99M4RHX31uDlVhWBArqmK0LEtl3NhKpdrWoWww33y6oLJUXg6xpVafK7u27KR6/NRMMmXGL7XS8eop6fkX5RwPDlLYWd5EX0AifKdmWvZ82DESIAESIAESIAESIAESOC8BCtPzkuJ+JEACJEACJEACJEACJHBLCFjpcDXCVEWl95yiUoVpTl4qTDcTVxemKhh0PFPtw6gI3C6X/ZZcgcaeZlHHNM1JRLCk5v3t58dYzMUwMD+NQHegsR1ha00joOl4FxfXsfwmDo9ntKWEaVnQlUWkBUi/F6wSWn2DlSdv4C0FMDg8e5QKt6TiUuSevrToEVYkqE5Xlp7AM27D0Mx9dDmLuDMakPSykop2aNhEtkfWlvHjyy38j+8f47Nvh/Dwyy+OZKhGZ1eqPZKwumxe8la9TX9womNDS5D80b7an1Yuj7/7C/ISfV7I54+EqXVuylPnEwdJbK9sotdPYdrK15J9IwESIAESIAESIAESOD8BCtPzs+KeJEACJEACJEACJEACJHArCFSPITqoY4i6bBJBdXZqXh3XzghTScm7KRGmiStGmFqwu6T9ycqYqipROZapRaa+02Q8haWFVRnDcRHJAR/GZ6eMYWpWKtH6nh1rex+BVhSmKuXUzOmYmZoCVgWoVdxiH4/kp6xcfv4T7LEDRPfku8pmfyc25RCN+LSK9d2h8jSZTGDwrhvffvUQkyO9CPYPAU6vEZualtwvkfYbK0v4v//bvyI41wmfz29EodamVb6rVWsvR5yW58yisaPajrap36nqeHsG+tE72F+Wt7qzrNN9Wq1YUaaFXP5o/FI9Z42ctXBqlOnLJy/QbevD3IOHrXYK7A8JkAAJkAAJkAAJkAAJXJgAhemFkfEAEiABEiABEiABEiABErjZBPQBvl0e8HeKqBzxO0xkp1Oe9tvPMGcqTDOVlLzbEmGauOQYpsfpaorgYemHRrxyLNPjdOq3nElmsS4RY0/evka00yHjmE7CrmJKLTXLjSaQkNSrTx6/RmRLpF7/DFweb9PPV8VcUXpRkO8U/SGGRrBbRb+P9EccGvyuqaNjkpr3fk9G1hXQOzR6tL85RCqykoOrvNTbWWuK7e3B4/Nhdv4D+AMBIwI11a6KTbdULF875jtvQdJUb29vozPYa6JVNba0qis14lT7/K6X0jdpRyNLXfKmUbHpUhpp5yFGpydM/7WtM75WrVNu+HRlYdG0eZSOV07M4qjfCMpqZXEV9rQNE1P34PH7G95HNkgCJEACJEACJEACJEAC9SRAYVpPmqyLBEiABEiABEiABEiABG4QgfJYpiIqJdpKI7rOGsvUjGEqJsGMYVqHlLwWSp/Iiz6vpAcWYRpwal/0cT1LvQnkJZosdZDBy5cLeBbbRnB6DJ3dXbCRd71Rt1x98fg+vv/hKbKxbgxPz7dE/1RKanSpiVyXtNE6bxX9LlLxqWODqnBMxHbhKR3g330ygf7xaTOWskZAmiIT61Drm0OXq9fp+o6KudR5lZy6qPNaTUFMoUa4Vh8nm85VTH3ypsI0vL6MyEEEORcwJtJUf4RiPl6Vts5ToemDvOk0LaI7FpZz93nLkasXqOc8bVXvY7Wr65SNXBIsv12BI23H+NQ83BKBy0ICJEACJEACJEACJEAC7UyAwrSdrx77TgIkQAIkQAIkQAIkQALXSOCikZ0qFlQqqDBdPcgjLtN6FDOmamU81YuMqVqPtm9THaWSSKlCUSINn+PnzVV0T42hu7cb9nOOYXubWN2kcy3INX+7uIznT3bgdQ+jZ2iiJU6vWpjqjzGMAFVrJ0UjTNXaFTIpJOK78DkKmB32Y2ZmXNLeDhnJqvtrHfq9VDnsKP2ttVyurSxGrXmdWrJU53VfrUPL8ePKa89+l94awauR+9sry9hNhFHyABMaxV2RptrmeUoykUIkHEFKpl6bE31uH7KlgkSuliWsiuTrKtb5axMqkXe2Q8jsptHt78PQ5Mx1Nct6SYAESIAESIAESIAESKAhBChMG4KZjZAACZAACZAACZAACZBA+xHwSU7KARnDVCWlX6SZRkidpxzkZAxTiTBVcZqTsLDqyLDzHH98H22309kBHVewz+sQOWI3huN8vTleG5fPIrCzFcaffviLScs7eXdWhKndCKSzjuP29iQQi8bw7MkC1l7nMX73o5ZIx6skVVLqTy5KRpbqsqXrDiXa3YaD6C7chweYGw2gy+eUiM1Z+CQtrMpVHfNUM4LrvB5lfVdYNWj9zSral+3VJcSTu4C3A+MzEyZSVk7pqJ8n9S0l0aRRiSZFJi/pfJ3w271we33oHxxCPBJCaD+CrOsQ49OT5vN6neJU+6cRpvGDJMKrmxgIjGJgYvqkbnMdCZAACZAACZAACZAACbQNAQrTtrlU7CgJkAAJkAAJkAAJkAAJNJaAx9FhZKkKU315zhlpmJUn6Qe5khGmu2mJfCpcTVPoWIJ+caRGmIoY8bnsEIVHiXdNt0PqII0//o9/xeuOFO4+eiDjmAptsS/njYC7pm6x2msisCxjVb54si5ychiDE7PX1MrFqzXfGvKm06NvkMpKTZ+7H43AWTxAT6cLH050mgb6JLrU7vGh6PCa8ZQ14l1LtTA9qstsac6b9mdndRmxZASHMlzspEaaymdMJafVV6tn6WQae5EIbCJKe1x+dBw6JL+vF/7eQZn4DBs9TuvbS0RQdFciV88QsFb9l53qD2EORJiuL6+i196LiXsPL1sVjyMBEiABEiABEiABEiCBliBAYdoSl4GdIAESIAESIAESIAESIIHWI+CUp/AaZRp0lyNN/eeM7NRUmHl5mq6RpjupAhIiT1VcSLCXiTa9qLAQbwu37RCdIkr7RJgGZKpRp5rKkqX+BDLpLH77+akZx1TT8vo7/SbK1KZWpg5FHZZGC5qIQZ1/p8N+X7veLNKsCrJ3r9/vxjW1BJTxUVF+Rwu1M3uhCGJvVvBvv8Uw/9nfmStRfWj13lqHfuROq0v31WPN9dWFqmKOleV6fmT1+ySVTiGTSiG9v4uBLpfIUzemJTVvySmRl+NTR3eW1WfTv6p+NXNW+6SRpvupXXRUIk31O00Z6dikGk2aTiYlut+FPhGlwc4e+Hr70SEpeDMSPmtF71vXSz+eIZGm+ymVsBK5KpGmlczF13Kayr8gF/v105ciTPvQJ2PHeiXCl4UESIAESIAESIAESIAE2pUAhWm7Xjn2mwRIgARIgARIgARIgASumYA+uHfIW7cI09GAE10SZXqeyE4VJiVRFWkZ5C6aKSIp4jQn8xp5mi3JuIPWE/5z9l/Fgj74V3nbKyl5NdL0IimCz9kMd6sQ0DEtd3dj+OnJE2za8hidnIDT7azbWKYmxarcD6ViUV5yp9TYvdrLoLeKilKb5Cu1SYSzQ6R9vcRtbUs3Z6n8+SuLS/0M6+fHmlafpUYubq2sYiBZwGbahTdRO7qHxmuFZ+Wzqsfb9DqYabnO6rp0XndViWZ+GCFvOtVijpE3/QxL0GPdpKlWb52r/iAjK/I0srWGmZEAHj6YRlff4InCVPvUKkWvTWRdJecuijKm6cBVYqbjAABAAElEQVRgv6TX3YU9m4fXLgJYRKldBKm/dwA2mWqqYZWUmmpY+VYQm9PRuvQ6RdZWjDTV+spjpF7P2Wr7+lpbWoUjY8fQ+F0K0+tBzVpJgARIgARIgARIgAQaRIDCtEGg2QwJkAAJkAAJkAAJkAAJtCsBf2UsUxWVHrEeGnlaFif6iP70ohFQKRFj6bwK0yJSEhWVKECk6buxBU8/+vdb3NK2RplqxGuPxy5jmRr9UjcB8/sWb+caFZjx/QP88MuveLW/h2B/n8iQkbqMZaqCa2NpBYn4gZGl7yN8JFLFApWlaQd6RSj1DQ1WUgQzTXA1P5VnylcllkZ567JGLJrPqsynJRJTi0Yu6rZ0IokBTwAfSBre/YMEvn+xhedr+zUSTuszn3J500+bSlOVclqnWS/vZqpvsq/+UELbL8ibHqsbdVP5GPnxRbAfXp+vLuOkavXapo5zqgJRZelYjw33ZgbNeJpXHTtZq29EcQjMXZGmMU2n25HHkFwTd4cTbp8fXf1lUZqUKH39PtVzNuf9no6Z+taWEZdIU5Wm1pim5jq957iLbtJ+6LVWYVpKHaK/bwI9khKZhQRIgARIgARIgARIgATalQCFabteOfabBEiABEiABEiABEiABBpEQCPDdPzSgIhTFZUBl03EqUT7qTV5T9GoL/GlRt7kJZJQ5WlMbKmm6M3Iw3+VKhcp2pzK2i5pf9TvMPJUx/1TmcZSPwJGdImWefzbMzxeXkbUVsDA6BD6R4YM68vi1nr3QmHYdxPw7OdFqB0i0C1yyOM8tfO6j0ak5rMF5CTqLlRIIyupV8fnZkzEazlN76mH36oN+nFSSZiQcSU1EjG+u2s+L3mJvNRPSMDpEpZAr9svKbNLEi3ukvE+vRiZmhXxJcJxZwfhUEiufPlzqdfLKnrNlbV+Fzgl2tfn7IBbvhNc8vnTKHT5OjBHFaQDGf2s58uRkCpYtW6VffrZ3Qqn8HL9AJ3BPnT29FnVX2qq/bNkaXhrFaNBu5GlQ5PTRuRVdf9S9TfqIMFiGB7shlDMpiTKdNiMTarXsvwdKve/XDedP8856bXW70WVsAcSuZpzH2JC0vNqO/Uu2p+DgxS2lzfQ6x/B8OTMufpY736wPhIgARIgARIgARIgARKoBwEK03pQZB0kQAIkQAIkQAIkQAIkcAsIeGQw0aBEmWqUp0adasSnSlOVKBpnplLlpFIWGyJSJBfvfraIfUnRa0lTjQzTB/k6JqkWa1y+k+qx1qm4HRFhqn1RaXOWuLWO4/RiBNLJDF4+e43t7W0cuA6xizx6BmWsQo3wlIt92vU+rRUVn2+evMBdSORcoAujo6NSV1DSeEoY3HtKIV+Q6Mgs0gdpvHj2EmuZOLLdHozNTEmkqUQ7isC7TH/e02RbbtqV8Uj15ZDoRJWWnTYvOuUz0utymxBPHV9SxxbWqMWsfBY1xetlfrjglM+qfgb1RxT6HaAi1PoM6o8gstKGpuNWwafbdN2B/EhCo11L+xGsrmzgj88jCEi0aZeI0+P3UbUU1O8OLTX7yDrxh6ZI1YjvRTDgzWBswIfpDx4aafz/s/ee340kWZbnI6EFtWZQhMrIyIysalHV09Oze6b37Jz9tF/2H96d3enu6cqq7KyUEZmhSQbJoFbQinuvOSwCwaQASYAEyGuVgAMOd3Ozn7sbK+z6fa/+c1csOPLxRXGZwjMLTt8H4ZEPDRBDHYX7vZk3jqk7y3CuZnHnRuk0nf2UYzOVNLENBdO1hRUbS091lbO3ia5pExEQAREQAREQAREQgVtGQILpLTvh6q4IiIAIiIAIiIAIiIAIXJSAFzbpLqVg6l8UTvDVTfgfV7eb6Mcbc+9RTMkiRC9zm3rRlPuOIDcpy1Ye4tgZSU4p3A7D6UrBtB/iLY+v0noCVYRRpquTwunrl29tYX3F9sKHFp8YguN08ty5RDdX4aB7t20PBsbs3mf3LNmXsHg8ZuFI6NTGU2hlvlPmVq3i2vnl6a/268Z7yybDNj0/G+Q2jYTP3Z5TD9qFP756+ov9fnDKDqMJW89V4OActT44Qfv60ga90mD6dM5LCpkUGulg5AMLWJyrcBygg5HPOHzIa1qvgUKmqxtv/D2OW5OCXwZWUK6PYezI7qxbFiLnX37dskJvvw0MQzSt78+2YHNXuOA+LDwmt6l/dQ5afufxt98vIhRvyD1scWc8idylYzbcZaFhff+9MOwZsO8svt/Bt+beyZ+C9vbygu1BNC3goYc7uF/8MZqr5eytKO4+//mZTURH7c6jJ+48nL2XthABERABERABERABERCBziMgwbTzzolaJAIiIAIiIAIiIAIiIAIdTYBuMuYyTTaIpswnSkcThQ2KGMcVigBVTP3TaXoAlyndpnSesb5xiF8sGxBMKaRSXD0qGvg6eRwKQf0QTIfiYZfL9LTj+v20vBgBCqa7G3v2bmnZNre3bC9SQ5heuk2RT3S8wW16/Gl353F7bd221jZsNhuyLx8/sdE7wxBMk054ozv0PIXt+e6bH+zV7obl01GbRrhRiq4h2vNQ1zmrO8+hO3pbCqZ/Nzxl9x5/ZSuZMsLiVi2M+41iW7EGp+dFVLdL9BjPNVisNzho4/F5/xYhmuZ3tuzN+6y93qxYCk7TaDz54Wjci8IuxTgWCrS8xzkm8LcSfthbe2eVYt6SA8NOWM3sbtn9qbT7fHcyhdy7Y3DTjn8QXV1Ft+iNdxVQWwLj9O7Kgm3B3ZunaEqnaQs5UNRmHtO+SsTG7nxmPbGEO0ctPISqEgEREAEREAEREAEREIErISDB9Eow6yAiIAIiIAIiIAIiIAIicHMIuIl4qBecjKfYSacpc5v2nZHblEIHZ9KrUD2YYzGLxHx0lFITGYBTlEIXBVSuz+HFbY4rdKSmYEpkLtW+WMRSZxz3uDq0rnkC3mlKt2kpX7IlCKcry8u2C7fpfrSKsLpjeCG/6QlGXzpEX/zw1IYPI/YIgt7MzLT1DfdZPIE4oZBuzitw+vY8g9P0OZymmUQIIhByNEIwpWjaQ2XtFhYKpn8zNGUPEJZ2yzm4qy5XaZBH+GIuxctgdONE/VTQzervZn//4mKyDETTvz5fs6dL+0407YcrltvRlUqxlGMArw+G9uVpDX4zW19ZtBm4Sln4++vVA+TDHXUhbXN72/bZnT5jPtWpsYSlu9Bx6jrWgjfi5xhNkXp3eQHheSGaRg7xkEHrRFOK2MsLSzZUjdjI9GdWjcSD89SC9qsKERABERABERABERABEbhKAhJMr5K2jiUCIiACIiACIiACIiACFyDASW+KkyyNwkOw5vrffW7TATg+vWhKceMkp6lvMfMcUjBlHkX2j05DCiJFrD+A+5The4/rL/RR64fDlA7XWDiEZZBTlaKASvsINOYSXXi9YGubG5aJI+RnT9mG4Tal4xTypzuPFC0pZFFM2Xy/ZocruzZYDdkf//j3Fk/HLZFkKN7AVXzRFlPA/RFC7IvNNbSj14XnDUfDgdP0opV26X7kTMH0y/4Juw/BdL/+4MFFcpS2G4F3njI8bxTO9K2NDXv2atG+/mXb+uA0TSG3qQ8bzPynvKuZN5XjCYXUXThLR/p67PH9cYsnk7aD63BpLetEwbfvM6hj1HXhYGfTZicQjhiDyOMH47g+7rW7ax1ZP/nxxQdbMghfvL6/YVk87OCcpviBv122MHdu717BUokRG5iedxECTnje5bKH0v4iIAIiIAIiIAIiIAIi0DYCEkzbhlYVi4AIiIAIiIAIiIAIiEBrCHiBgbU1hrZsTe2Xr4XiKMXKNCbkmYvUi6Z0Np1WirCQ0VHqwvNiya0ZZrcHokimWLEchNPj+psEkFEcJ4El5RQeuw8OVebrU2kfgaO5RClYBm7TVduoFRCmt2JDYyNwm45bBGIoRVMKXC9/fGZz+bCNI0TqoyefWQq5S3tDoUvnHK3h+mFe0x9/+NmewvFa6Iva3Gf3LAQRnWLtbSkUS+nSfvnzL3Y/PmJzCHmcrXCsuFiO0nZz46nhrcrhwT1UgeXW+pptb6zbX1/uWKm3D2F2Rz64FLk9xxJuv7u2ZPPDYZuZRb5MCKB8wIK/70A0P6Bwup5z48Gr1Ywl+0dsF7lSZ8ZT9re/u4trcwJb3s5CRhSdKZpuLL2xtb1NKyI87+w9OLP54yVLPpu3naVVuzM47QRT5qGm2K0iAiIgAiIgAiIgAiIgAt1EQIJpN50ttVUEREAEREAEREAEROBWEvCCKYKNWoUvzEOfluPzuiA1Ok0ZYpffA8fh8S3ihHoBotcuwoe+h8LDPg1CMIV51ErIv8jfctUeKx+Zd6cgO5WOuNyldI/1wnFKsTbGD9i3BfP/xzdYaz8hQME0s5+3AnKKLr97Z28339tuqGqJ8WEbnQxymzJvaWjzwB70j9udO1M2ODZgiVT8k3ou+yV3kLdv/vRXW8juWHkoYXfuzyM0K0PzXrbm7tifulQmk7N3bxZsOjpsc58/OfZBg07vzfYGRdMNW0Re04W1zIfm8n6mqEcH+gPkKP3dZxPWNzX/4Xf/gSLs/ta65SCSvoNwymGDob0f3B1z7tIjw4jf7dYsyZChjSmcvl98YzuZTavGemwG4XkvO25SMF1+u2APUuM2g+tvlxEC8IfqtjO/NReXOioCIiACIiACIiACN4SABNMbciLVDREQAREQAREQAREQgZtLgIIBxQBOdsfqrsrTcnxeFwlOyNPt2Q+xdDxJpynET4hWJ4Xm9WE3Obm+uF+yDMQN7k/BNIypdv5+nGDK0L9zfchdisoZcpSFXMgH3sJb5S68rnPN43qHJ3OK1mo15DVdtdXV97ZazNp6JW+xeMJy2azdr8Ttv/wv/9k5S6PIOUsHaCtLuQQ3MkTTZ89+tVfb685pOvsZnKYI+XrTC4UqhkOt5IqW6Inb0Ajyw45OHBvKuhtY5HG95HMZJ5z69rrxr34qk8k0QsneOza/sRsjOX5gHNiBW3UTrtXeWMom5u5KuANMcqTzmuM0x+Tt5beWyW5ZAamEKZryt8uU5bdL1lfttbtT4J0esUyp6rhLNL0MVe0rAiIgAiIgAiIgAiJwlQQkmF4lbR1LBERABERABERABERABC5BgEIA83aydKJg6ruWRF7CkUTIKGxS1KQISnfsSRPyDMlLh+kehNMgjOOhE0w50X5cSF4nmPZDMMVxcnAxVSGsQi8NBGWIZC4UML5fcv7fd0fLJglQQKV4+fbNor159RaiacEJqU8mZ+3L3z92gmmTVZ1rM4q1VYRvzu7n7K//8YMtF/asMpy0mft3g2vuBl4IDMO7vbHpXsORlEVqUUsMjVp6dNI50M8F8IZsTCGQ9z5PN/nwgQs+T8FxROW3BBjS/AA5TbcPNq0QCXKa/nar5tdQvF9ZWLDZxJAlB6csMjDqogYoMm/zDLWlCIiACIiACIiACIjA9RKQYHq9/HV0ERABERABERABERABEWiaAAXHcF117MSQvL4jdHrFIFwydO4YnKYMl8swkKETFNMyZtSzcJfytQ/RlLlLy8xPyRyMxwgerHcG+SrjqJP7MBfqIV7MYTqQiFgcx5PT1J+Nq1syX+khziUdp0vvlu3gIONymH728KHFElELt9hZ6nvmjotj5zIF217ftdev39jb2r4N3Z2BSJu+caF5c9kchNIts3zJBsIJSyYGLDY4ZqFE6tj7xXO6DUuKpr7gkpBY6mEcs+SDLBybV57/bG/zG/bZk8fHbHW+VdtwOxe2920wPGCDd+atJ5ZULtPzIdTWIiACIiACIiACIiAC10hAguk1wtehRUAEREAEREAEREAEROAmE0jBwUTBdCDWawmIZZygd/9rEDXYfwobDN5YgFuUblOKpgd4MdzucYKpd7BShM1DVS3hVYVgGofjdDgZsTRCAUehnDin6U0GrL59QqAIAXFvN2PPf31hz7ObNgjBtG+gz3pxnXRyoci0A7fo4Nioa+ZQfckvvuV0SVIo3YFQ2lMo2WA0Zf2pQUsNjkCUShzrxHaV6U0ETiCA4dJqhbytvXth2UjFZu8hl2kLyubaptV28zaQGrHhmbvGPNNymbYArKoQAREQAREQAREQARFoOwEJpm1HrAOIgAiIgAiIgAiIgAiIwO0kAJ3U+pGQlI7Q/njEEpHjc5pSDKIVjKF1ndsUoulmruzE0+NC8lL/ooOVhlXuw8l4ugzpOB1MQKCFYMr8qXScqtweAhTNKwgJvP5+w77+7nvbQdjmuUf32uZsbRXZIPdjj7uOecWuFTKu6qExiKH4NDQ2hnycG7YFUTUdSlmiN2FDo2N4jTv3Hq//4x4saFX7VM/NJMDhsVrM2drSC8tHqy0TTHktLiEsd6RoNjk2Z+mRj9fpzSSpXomACIiACIiACIiACNwUAhJMb8qZVD9EQAREQAREQAREQAREoMMIMK9orPfQ5RodiCM0L0TMJEXTM4TMnBNMS7ZbrFkGrtMSQvM2U1gvQ0z2I3fqcBz5U2GhYojO3hNCATdTp7bpPgJrqxv2r19/Y9t9IZt9eM9CcDf34Bro1MuAgidF02QZgn806XJv0nW9U84hjLXZRjEDxzQeOIBQGosPWt/wmCVSqe47MWpxRxHgtZXZWrf1rSWLDSdsbGKsJe3j9ZzJ5Ozd2wUbjQzY8Oi0pYYD0bQlB1AlIiACIiACIiACIiACItAmAhJM2wRW1YqACIiACIiACIiACIjAbSeA+Xgn+NBpyvC8AxQyETKXTtPTSgEhdncLFQimVSeaMjRvM4XiaAhvFE3H4DTtx4HjcKIqNG8z9G7ONgzN+8N3P9mPO6s2MHfHkn0p5zLt5QXSgYUCE19LbxetNw9HaXrUZu7es631NSfybq+vWzSZsgE4SqMJCqod2Ak1qesItFMw5ZC9tbZheeQzHYFoOjA9b73xZNcxUoNFQAREQAREQAREQARuFwEJprfrfKu3IiACIiACIiACIiACInDlBLzTdBCC6UQ6inC5YZec8ST5ijnvchBNM7CW7sFtmivXkN8UeUqbFIriOCCP1Q9HawriKb9TNA11qsXwys/IzT5gpVy1Z09/sW/fL1pqcsIS6aRFYhELQTzvpLKysGS5TJbRqIM8vvjAkNQxS9ggRNPp+Xud1Fy15YYR4Ji49e6trR+s2Pj8tKVxn7Si+AcAGC6d+XmrO3lLJUdsFPlMVURABERABERABERABESgkwlIMO3ks6O2iYAIiIAIiIAIiIAIiMANIEBhlG4mOj5n+qIuZC6CpJ4YIrWGiXboo048onhK0XQjV7EshNNmCo2EURwwgZC8zJ/KfKb9WDLvqcrNJ3AIxWZvbx95TL+zhWrRpuZmLBqPWvgMZ/NVkqGQFM0UbSCSdHlIGTa6gnbzGs/jFYqnbGLu7lU2Sce6ZQQ4Ru4uv7XV/VUbnZtqmWDKcNJ8uMWP48sLixbOh+zO3COFkr5l15i6KwIiIAIiIAIiIALdRkCCabedMbVXBERABERABERABERABK6ZAAXJCN9Q6Iijo6iZQsF0FoIp3Z8UUM/KLeom3uG/2y1UbemgbHsI0XuewjYmXU7TXhtBDtUkBFT8d+Zxz3MMbduZBDKZjP37t9/Z23LeJmfvBA7TDspl+vrprzYWS9vd6bsItTtmdGFX8TyAE0yRt5dhqCmgqohAuwgkcNGtvXxm7wob9tmTxy7fcyuOxavWi6ZlXNTv3i5ZpCDBtBVsVYcIiIAIiIAIiIAIiEB7CUgwbS9f1S4CIiACIiACIiACIiACN45ADGonXZssB3B/FpuMlXtuwZQHwOw7c5m+3S+dWzBlBN4w3hiWdzgRhOilaEpnlcrNJ8CwvD8tL9t+xJzLtAcCejgStuvOZUp3aTJXspFoymY/f4KQ01U7rNXMhaLGMwGIRA3x9NCF6r35Z0k9vC4CHBe3Xj+1t9kNe9BCwZT9oWjKBwB4TWcQdnpjAS7WvimFmb6uk63jioAIiIAIiIAIiIAINEVAgmlTmLSRCIiACIiACIiACIiACIiAJ8CcoENwbLLsFCrIL3q6E47yJDVKhsWdgsN0AA5TOurOcpi6A+CNztKlgxKEU+QxvYCQ5AVeHncoHoLTFOGATwkJ7I+rZXcTqFaQy/TZr/bL+1XbDdVscm4WTtMwcpkiIPQ1auav4C6dTqTt8cw96x0YtSweOqhCXaJbu1hDaN7Tb6fuPilqfUcQcGMy3Nc7Ky9tO1S2O3dnMSK2tjjBFNc0r+vXeHhhoHfEHn75VWsPotpEQAREQAREQAREQAREoIUEJJi2EKaqEgEREAEREAEREAEREIHbQIACJMVHFoqZZzlMKY7Geg+dK3U0GbE09mW43FCTqlUGgtJ75DBlaN6LhCpl9GAej67YiVQYwi2P37xgexvO6U3s4yHigtag2vz4w1P7cWnR8umIzT64Z2GG5sX10OTl11I0dJcmskUbj6ft3uOvcF2X4dKuIYQpHKUQSmnWll7aUuSq7AgBCqN8hSsF21l9aVs9JZtuh2CKC5lhpSmYvnuzZKF8r83f/Vx5TI+cD30VAREQAREQAREQARHoHAISTDvnXKglIiACIiACIiACIiACItAVBHxuUDY2Vw6ccac1nOJkGvpqHx2eiQjyip5PsOQxNvMQTCHOZvCZYR4vUhiOdwSheSmcxiH6huuiGYWz3rrjFKvcZyoKFBVUup9APluwb//yvb3Z37IiHM537s1bCNdCTy9eV3CSP1yt+ECn3US8z7lL40Ojtp6vuryl3U9ZPegWArzk+bBKaW/DNreW7LA/bkPjo26842+tuiegk7oHACiYLr1ZtMPcoQ2lRxWWt1suFLVTBERABERABERABG4hAQmmt/Ckq8siIAIiIAIiIAIiIAIicBkCnFBnblCWSt0Zd1p9QUjcXhuEYDroQuI6ebLpifl8pWbbcJdSMN1vwtF6UlsYFjgW6jWGFE5AMGO7QlBIKZxS1KUQHKkLqfAgNt2+k46n9Z1BgKF5S8Wy/fzjM3v2fsUKEE1nH94LRFNcx60SiI7rLcVSOke53IG7NJop2lAkYfc//9I5S/fLDMN73J5aJwLtIcCHQqJ4K+xu2NrGotUG4jYwGgimHA/5ezC6X+74vOYpmtJlurePPKaLqzaGPKZTc/cuV7H2FgEREAEREAEREAEREIE2EZBg2iawqlYEREAEREAEREAEREAEbjoBTqpzgp1CpHdrUhw6WihCUqBMI4cp85gmIFpyUr7ZHKZFhFXdQ9hSCqY7cJrmL5nkkW2lwzSKV6NgyjY69ykEVQmmR89i93/PZfL27dff2ZuDbSsNxuE0nYNoGrJeXoxtKLwVvFhaw4fXyF06Ek3Zg6l5SwyOWg4PAihnaRvAq8pTCfByp2C6vfzWVvdXbXBm0jlB9ze3LJ1O2Mj4mHuIoBV3Be8BXOaIClCzlz//YsPhEbuLUNQqIiACIiACIiACIiACItCJBCSYduJZUZtEQAREQAREQAREQAREoAsIeOExCXtmCi9+r8JN5A1znHD37j1G0YVO6sTSBATJOL5w+2YKQzoWMOtOwfR9tnLpEKY8aqOTim2k57Uv1mvTqYjLcUqLVXOta6YH2qYTCNBpWiyU7Kcfntkv63Saxmzus3pO0zacbC+YUixdf79hhzs5Gwwn7MGXv7MsRH88A6CcpZ1wYdyyNvBSZ0jeLQim6werZvGIVfMljM1Ry1Vz9vDJ45YJpkTLsb+Mt3dvFy2cD9n03CPlMb1l15y6KwIiIAIiIAIiIALdQkCCabecKbVTBERABERABERABERABDqMgBdMKZbSORqDEErXaA9faKt74Y0T5gU4jOi2o7OJoXDjcHMyBG4zhYITUpcihGnVNuAwzUBpYphH1kuBFouWFIYMvtsfdWGDW1KhKulIAtmDnP3lT3+1heyOVYYSNoOcpr10PTd5PZ6nU7w2cenbi5+eWV8oYbPjc9Y3Oi5n6XkgatuWEvBj8+KvP1vmcB8holMW6YlYtpazMO6HsQk4TFt4RAzRCN1uljnI2trCig2nppTHtIV8VZUIiIAIiIAIiIAIiEDrCEgwbR1L1SQCIiACIiACIiACIiACt4oAJ9Xp1IQx01Jhs3QkZH3xsBNDKZx6/akKwbMEdZMT5xRZoZU6sZQup2YKhVbKokXUkYVy6l85fC5gHcXTVhQJpq2g2Pl1lMsI65wr2s8QMX/YhIBzd8b6h/stjPC87ShbyF0a2S9YCoLp+IMvLYPrlmJ/a67adrRYdd50Ahx5dzfXrVLI252pCdt699YW8hs2c3fOUulkS7vP8ZvX+0EGgunbj4Kprv+WYlZlIiACIiACIiACIiACLSAgwbQFEFWFCIiACIiACIiACIiACNxmAjCWQjQ9dGF5+xHeMRUNBTlCIY5SOKXYSYcol15IvUiOUO80ZXheiqb7cJzuFqpONG0F/wE4TOf6Is5hyhC9Teq5rTi06rhCAodQcOhMXlvdsH/9yze2h3PuQ/PypLfqvHtB6BVyN07E++ze9F2rpIbhlMbNoCIC10zAPfCCi723nLeN5Re2Wti1h18G4Xhb2TTeBxRNGVp94XUQlnd2/pHFU6lWHkZ1iYAIiIAIiIAIiIAIiMClCUgwvTRCVSACIiACIiACIiACIiACt5tAMPHOvHhwjiK0aQrheUfgNE0zTG+DaMqJc27rAvbiAz+fp3inKd1KdJXuIafpcqbcMgGqD+29k4ZgCuE0gs4064A9Tx+07fUT4HVE+b6AvI3/9q9/sl/KezZ9d95SfSkL4frt8dboSzSVh+BxtjfgLj0o2nA0afOff+VCStMZrSIC102AlznDohd2N2x9Y9FsIGEj46Mte2CgsX+8H/CcCwTTBZfHdAaCaSwpwbSRkT6LgAiIgAiIgAiIgAhcPwEJptd/DtQCERABERABERABERABEbhRBJLIaTqaCDvhMY3PUSqpbSh0mL47KDvhlO4l/Hepwlys48mg3UnmWG1Tuy/VSO3cMgIVhOb9Ge7P5+vvbT/aY1PzsxaJhJHP9HLXK4VSSqJcvnr6i41EU/Zw+p6lhkdttxiEkW5ZJ1SRCFyQAAVThkhfRi7TtfKWzd5DON5Usi2CKZtIwXQPeUzXkcd0LD1tE3N3L9hy7SYCIiACIiACIiACIiAC7SEgwbQ9XFWrCIiACIiACIiACIiACNxaAjEITv1wadKpORwPWYJJS9tQcpiB30ZIXoblPYB4yhynlylsN8Pyst1DbWz3ZdqofVtHoAaFfX9vz77+/gd7frBj97743KKxiIUucb3yCqRwz0txa20DClHBBsIJe/TFE3d9ZirI5yuDaetOomq6FAGKptvvFmwjs2qjc1OWRv5SrmtH4T3BXNYv8ZDCUGjY5h9/1Y7DqE4REAEREAEREAEREAERuDABCaYXRqcdRUAEREAEREAEREAEREAEjiNA11Ic4iND3I7AaUq3Jifhmb+UWhSXrSicfM9CNN1HaN4diKb8zNyUF3WantbuoP1BOOEWNb8VCFRHCwj8+N3P9qeFVzYwf8cGRgYsHA5duFYvmPIapDDUH0Yo3sl5G4S7tISVxVqPQTNVEYGOIVAr5Gzt3QvLRSvOZYqh+1KF1z7d1SwcK70Ay/UMpb70dski+ZBNzX6mPKYBJr2LgAiIgAiIgAiIgAh0CAEJph1yItQMERABERABERABERABEbgpBDjfHmoQTRmil7ny4lBLKZ62KkRvFbPyFE3pNN1DqFO6TDPID1mmlekC5aR2R5HXkm1mH9CVlgm+F2iidmkDgfcr6/YvX39jO/1hm//svoUjFxdM2TxefRSMliEMDdQiNjv3yA4jcecw5aV5sauzDR1XlSIAAnxQZOvdW1s/WLHxuWlL9yUvzIXXdhUOaoZIZ+GYieHT5avmPUFz9dKbRTvMHVoqMWLT8/d0PzhSehMBERABERABERABEegEAhJMO+EsqA0iIAIiIAIiIAIiIAIicAMJeMdmLByIjQzN2x8NQTjFJDqsR3Qy0W161LHJifXD+jQ6fv3N7x4Vt6tiO4bipVC6R6dpvmL5S1r4jraboXoTfFHwhZim3Kb+DNyMZXY/Z3/+92/tZXHbxh7ds3R/+sRr7jw9fkfBtBK2aQim1Uji0iGjz3NsbSsCzRKApmnlPFymSy+sGK/YzN05J3DyjQ+RNFMojzpBFB/oIqWbmoVjJ8dTHoN1ce3BAY6FPKajqSkItHcvHBGA9R8tvr3B0X/bfr/+6H76LgIiIAIiIAIiIAIiIAIkIMFU14EIiIAIiIAIiIAIiIAIiEBbCHDymk5TTpbzFYPVKAWLJl8UHymcxvADt2ksNcy8Q/905TRHp5v8xlsZ2xecy7Rq77MVy/qdGys9x+ej7Y5gRRKmQ4q9w8mIJS7pQDxHU7TpFRDIHeRt4dWSPV14bQfDMbtzfx6C6clCfbNNykAY2lhctsn0lA3N3vtwTTe7v7YTgasiwCF4Z3nBtpDLdHh2yhKppHtogOs5Hp5WOA67h1c4FuPhlQq+MDQ6H4ShO9+5TPHZD/MYqu35T89sPDpqM4+efHCjnnaMZn5jO31b3d+G+nfeyyyHaJdrq/umNxEQAREQAREQAREQARH4LQEJpr9lojUiIAIiIAIiIAIiIAIiIAJtIOCdm4m6YJrGknlOo5hJpz7KSXeWGqa1OanOCXb+xv1OK15gZUje9VzFhealwYnhTzlxX6/2tCpO/Q26LoTdQxuMhWwiHUWbw25m/vRWnVqlfuwgAoVc0fa2Duz7H360l71Zu3Nv3lJ9Kes547o7qwsUTNcXlnHNTNrI7H0I+2ftod9F4PoIHBZxvSKX6UG4YtN3Z21tccmSyaSNTIx+ECKPax0va47d3lnKJcffD+M3XaYQLf3txHGZYXmTpbBNzHxmvfGLhwD2YzDbwM+/+c4HH7i+/gNFU/+3hvuoiIAIiIAIiIAIiIAIiEAjAQmmjTT0WQREQAREQAREQAREQAREoG0EOGdNNynmz92yD4LpZCoMt2mPc99xIr2xeIH1LMGUk/WURQsIxbsH0ZQOUzpO+b1AxxNn7y9RXLvx1h/rtZm+KJYhC2Ea3k/CX6Jq7doBBCrlihVyJXv29Fd7ub1uOVyTsw/vWojJFy9ReN0tvl60WKEXYXk/t3AydYnatKsItJcATP+2ubRgq/vLFkrgwZBqL0T+sg3OTFoyDcfpKYfnCMvcpQzFy+ueD6o4wbTuMOXnRsE0cF+v2Ajc16Mzd0+p+eSf2B7fJh6fL//d/dYglvJvjh+v0TTnauVSRQREQAREQAREQAREQAQaCUgwbaShzyIgAiIgAiIgAiIgAiIgAldGIAWhdCwZdqF5GUXXC6acWGcYxzhm8FN4RTnb3UQpoYIchNI8XkWIpfxM8ZQ5TlvhNKUjlgIvXbHMwerzr3KJn9z3JpqpTTqMQK1WsyqulfX3m/anv35nK6GiPfqbJxYOIw7zJQqqtMU3C5YohJAXEoJpItWS6/ASTdKuInAiAY6ypVzWlhafw4VZtYl42rYruxBMpyxVD9F74s74wQuRHGuZRpr1cezmAy8c0/0ozu0ymZxtLq7YcGraRmbmT6vW/eb3bdyQ9bJ+PtbA4zHSAAu35ZjsXK/B0zTW68ZnPKjD9fif+3uDhtR/dmKr21lvIiACIiACIiACIiACt5qABNNbffrVeREQAREQAREQAREQARG4PgLUQeOc8MbENyfRfaFYmoQC2Q9hkmFwKZw2U7xgyiWrK8LylCnVLEfHKdZd1mkKg6kNRCHkwjXVixl4tpuOWeZiTSOvaYwdUuk6Ai63IZST7H7evvn6W3tZ3LGxR3ct3d/3wZV2kU7hkrP9/axtLa3a7OC0jSOPaSuuw4u0RfuIQDMEOILtba5brZi3eThL3y++sI2ekk3Nz7p74bQRjmMuBUhe9xRNoU06gZJG7cb9vGD6Dg8TDIVHXB7T09rGfd2LFdYLPzIywQD+PvDvBR+KYe5UHp8FqzDem+Uw/tP1Sv+pe7AFz0BQNGXBcxLuN/8wTX1X95veREAEREAEREAEREAEbicBCaa387yr1yIgAiIgAiIgAiIgAiLQsQS8YEon5xAmxCmecp2b6MZcdzDd/dvmUxAtQCTlRDlLGd8plmbw2i9W3aR68MvF3jE/73KZMh9fT4NgyvYNx0PODcuJek7Mq3QfgVwmj9yKy/bTm5e2FqnY8MSYjU6OX1g0pXB0cJC1bQim80N3nGBKxzOvSxUR6FQCfO6Dzs2+aMhWXzy1F5k1e/Dl4zMFU98fL5ryO+s6Ohzy8t9c27DqbsFGRmYtMTTmdz12ydHUvTju4jPHWD5Dwwdp+DeC420RlXL894Ipj1nBDZhH4mAKpnSfch3/jvAVPIPT4/bhfsE2xx5eK0VABERABERABERABG4RAQmmt+hkq6siIAIiIAIiIAIiIAIi0A0EOLFNUZLOTU7ac1KcS34/LXcoJ8Ux9+2cRhRNORFOceoALqPNfMWJp5fpP5oVCACsBF960Eauo2A6lgi7HKd0n56Vc5W7q3QegXKpYvlsweUyfbWzYTu9ZRudGnei6UVaS8GU1+Dy2yXrryAv6vzndhhNSDC9CEztc2UEKHJG8JaEqri9vGBvt9/Z8CzC8iKPaTPFPQ7g3rA1x8kjO3GMXnqzaH2ViKUGpyw5fLpgyt1ZB/8u8KEZDLdOLGWYXbpE6SzleE+n6NHC3/Hfx3C9qIOCKaMBsI+sj/coH6phZAIVERABERABERABERCB201AguntPv/qvQiIgAiIgAiIgAiIgAh0LAEKjwzZm6bTlA5OzJTHnDvITZ//xrnkO0LhFPPfCA0ZCKgHpaqtZcsuPC/nxFs9Lc7QkCMQTBk+mHlOY/UYlGylSvcQ8LlMswd5e/7LS1tf37B8OmRbh0UbHh/Fa+zEa+64XlK/YW7F5bo4NDv/SILpcaC0rqMIYIh1D31E8aFazNm7hed2EK4gD+/ssQLoeRvP++L5z7/YTHzMJh9+gZzTzY3IHE/x58AJnbHAIopc1XBsY1A/blzn9nyx+CNwyb8rHLMTqIMvPlSzU8DDEk22w1WoNxEQAREQAREQAREQgRtJQILpjTyt6pQIiIAIiIAIiIAIiIAIdD8BN0GOyW0vmjKnKV90cTJ3KB2exxXopJggD8RS/p6BYLqeKdkelsUaHEV+9vy4nS+wjm4lumCZT4+iaQKi6WlO2AscQrtcAQGfyzSXKdj2xp4VckXb3t60/cy+ZRI9tlEt1IXT0aZaw+uQQk4mk0Me0xWb6p+24Tt35TBtip42uk4CGF6DULe5rK0uPbdirArBdC5w2B8/7Dbd3M21TSRKzdv0+LxFBketcI4BmYf2beMBfVSBk4Z031S/5Hb825GEYMoHcNKIXEDBdCNXMYbLVhEBERABERABERABEbjdBCSY3u7zr96LgAiIgAiIgAiIgAiIQMcT8E5TTnBTMKU7KALR1OWjq4dVPK0TWQilG9mS7SKPabbK3KanbX3+3xoFU4qmdC3RCaVcpudn2Ql7FPMQ13czVsgWrVqu2Nb2lu3n9m2npwLRNG9DY3CbIr+pC8nslZhjGk5xhqIpBdPNxRWblGB6DCWt6nQC2+8WbCu7YqNz05ZGWF4KlpcpFEwPd/M2NTFv0YHRS+eWPqstbK5vcqNgygdbEvg7QsF0Ww7TszDqdxEQAREQAREQARG4FQQkmN6K06xOioAIiIAIiIAIiIAIiED3EuBkN11B0EldOEUKlBQlGaqXjs44Pp9WclBIt/JlJ5gelA9bnqvOh+SlWMq8f1En4kowPe2cdPJv1WrNKshnWqlUjZ9LxZLl4TpdWV6x9c0NO4ge2m64aiMI0TsyOX5qmF4KNKjCFhGWN14M2dTsIwsnmssF2cmM1LbbQ2Bz6a1tZldtbG7K+vpS7mGQy/T+BcLx3k2M2fSjJ1eWO7RRMPUheblkeOAKbOAFF9aXd6uKCIiACIiACIiACIjAbSYgwfQ2n331XQREQAREQAREQAREQAS6kIB3nPZDoBxD7lA6T6mZnuTozCPPHd2le3gd4FV0k+Mf89pdFAEjAofxRuGW7WBY3gjEUrZPIXkvSrVz9mOI3ioUlUK+aAfbcJwiRG+tVrXtnW3by+zZbi+cy7WCJVIpiycTTjhNptP4nvxERGVY3iUIpsly2KYhmIbiSVev5JnOOddqyckEqoWcrSAsbyFatbl7c26sPXnr03/ZXt+04s6+zQxO28D0vOXwAAsdnldVKJzygRb+zeBnhuEt4QZlC66uFVfVWx1HBERABERABERABETgvAQkmJ6XmLYXAREQAREQAREQAREQARG4VgKc6KbjlJPew/GQyx3qnZ3HNYwCaaZctQzE0kyxYjkIqK3IZcqQwEm0YSDWayPxsPuMVeam4rFkO1W6lwDD6VJGocu0DMdprVp1IXbpPl1cWITjdBXutJoVeqpWgAgTCYesFDHLHVadYJpIQ0hNJJwQU0Vl+a19uwOhaAR5TOloq1yhUNS9Z0Etv24CfBhl4ZefbbOyZZ9/9YUTTC86tlEwDe8XbGIsyF9axP2D4fhKCtvMF0PxDuHvBst2vmp8oEZiqcOhNxEQAREQAREQARG49QQkmN76S0AAREAEREAEREAEREAERKA7CQS5Q0MuLC8nwCmackb86GQ+HUQUSbMQupxgCldRrtpjMDddqrjjQyxlWOBhCqY8vspvCNR1R6NoSDeZ1wndeWo4WaRHlzC0R7ekg7cTS6lQssxe1vLIcVoqlu0gA/dpMW+hSATO0YoVSwXrhXKeOyxbhiIr/ndQKRs/zQ3cQS7Ie5atgMUlr79OZKM23TwCfAhkbfGtbWRWbGKeeUxT7oEA3p68R89zm756+qt92T9hyck5K4XjVsbYjP+upLj24kheMOVht/MVCKZX1IAr6aUOIgIiIAIiIAIiIAIicBkCEkwvQ0/7ioAIiIAIiIAIiIAIiIAIXBsBTuTT5cnQvNOpiPVBvDwuFK4E02s7Re7AdGpSLCxAmDgoISRyXaCg2MJz6IVRhjeOQXSmEB3DD3QRd2Kp0RVXrlgVInytFryqUH3oQmX43kqpDDcqBPpczvK5LLrQY5l8zjKFgg1PT1v/5B3L9ISsfC6pqRNJqE23hUAR1/Hy4nMrxat2Z34O92bwUANvUXcPNwEin83bysKCfd43YaP3v7C9Et2lHx+gaKKKS2/CEcWH5GVlmXpI3ktXrApEQAREQAREQAREQARuBAEJpjfiNKoTIiACIiACIiACIiACInB7CTB36J2+iHN6UkANeQWujoSuxoJzmFZtv1B2eeta4TD1IXn7fUheiH0UErzM18NPwX+39+Sg58cJpvR08TTRTepPV7cIpkdPJkVTiqcUS7P7OSxLVqswfO+huxZ66h2shSCSRqII3xu2LAXTHjmSj7LU984kkM9mbWnhV8vUDnC/9jiRlELpyNiojU6Mueuc308rDMcbOSjaA4SkPkyP2D4EU+YIPs3f6as8bZvTjnnc/hxz+FAGi89nfVod+k0EREAEREAEREAEROD2EJBgenvOtXoqAiIgAiIgAiIgAiIgAjeSAHOZTqbCTjCNQ7SkkNlYfCjYLNyNOzmEUMWyFYIpdTCKfC6XaiJkfdGQxTERH64fn78f53htbNtt+OzEDrz588AQnDWqqCgUt8mJpVtC8gat/fhOYZSvwHladTlP+Z1KsRdLuTXzlu7i2tuvIM9pDSGhncz0sR59EoFOJrCzsWa7mxvufmUG0CjG2v3qvo3MTSFMb/JMp+ny2yUbs6iNjd6x3v4RPLhCd+nJgimHhfrQ4ETVYMRontBJ+3O9/xPB8ODnrbf5FmhLERABERABERABERCBbiMgwbTbzpjaKwIiIAIiIAIiIAIiIAIi8AmBJATTsUQgmFK8ZMjFxkLtiiFh8+VAMN0r1pBT8tBgcGpJ8blU03C68vj8TiGQblO3RHPoNvXCYEsO2sWV+PPBLtwGQZn9reH6yxSrtpYpIRQpwhJDMFXqxC6+iNV0qxZytrr03PLRqs3eQ5hejnNurDsezouff7EHqXGbefTEuUuLcGVTrDxJsOQozhfLadsFW/z2/SL7Nx7vtzVqjQiIgAiIgAiIgAiIwE0nIMH0pp9h9U8EREAEREAEREAEREAEbjiBBJxOI3B4DiKXKV2ePtyi77abkMdbEXkl6S7dg3C1VahavkWKFd1KdLXGwoHbNIn20OkaxTq6TfmCjgpXk5+O9y27nUt/PlzvgeSmU3HOWrhL93HdrWbpcEYoUkBwHG7nJaBe3wACGNZsffGtbWZWbXx+2tJ9J7tMGY43tF+wybF5iwyOBqFwzwjHS0R+bLjovXKe/bmtf9ZG9+cNuEDVBREQAREQAREQARG4AAEJpheApl1EQAREQAREQAREQAREQAQ6h0ACQuVw3WHaD5dnjNbOY0qFuUwhmu7DYbpVqFgGwhXzmzIsYysKhVGG5I2jPRRMKdxG0Rauo6jrQgVjVt5P4rfimKqj8wjQUcpAo7yueGm56w5uOuZsXM9VXA7dzmu1WiQC5yPAcayA3Kbv372wcjxwmVJE5etooWDaC8F0dGTWwgNjLjx3q8bdo8dq/O6b0swQz3ZzDOc+vGcb29fM/o3H1WcREAEREAEREAEREIHuJCDBtDvPm1otAiIgAiIgAiIgAiIgAiJQJ9CsYMp8eZwEz0O82oXbz4XmZXhU2olaUDjRHsKEO11KnHynWJqEeJqG63UA7lcKqbchBG0LUHZ1FbzOygj3TNGF7lJeX3msyOBFd3OrrreuhqTG3wgCHPO23i3YZnbFRuemLYVcphz/uL6xvH76q33RP2FD9x5j7KXD+lNBsnHbVn1mG3w7OMKfNcqz3RG88XEb/klwLlMsXY7iJvbHJioiIAIiIAIiIAIiIAJdTkCCaZefQDVfBERABERABERABERABG47Abo3RxmSNx6ydOS3IXmP8ilhJjxL0RRheTfyFctR3WpD8Y5T5jXth2BKYZf5Vbk+zByn9YR/flK/DU1QlddAoIzrK4d8uRRGvWCaxTXGENAFrKOQqiICN4XAYTFna3CZZiIVm7k75x4W4QMjHNd4pdNdWt7dt89GZy0xPuuc1u0STP1YyuPyc+P3s+46tplRADgs8xaFphu82A984f5n1YFNVERABERABERABERABLqYgATTLj55aroIiIAIiIAIiIAIiIAIiIAZBcnxZNgJpswf6kLfngKGk/UUTekyXckEOSVP2fzCP3Gyno5T6KROJKXDlG1NQdRNudDBcpxeGG4H75iHWLqdKzvRlAILIvFarhosq1BiJLp08MlT085NgA+CHKwu2uLOsg3MTMJlmgpcphj3KDpurW8gHG/R7k7eRf7SEdwXwYMErX5ugOMtXyy8x/hq/M71pxW3P9649PcoA/T67xJNT6On30RABERABERABETgZhCQYHozzqN6IQIiIAIiIAIiIAIiIAK3lkAaIuRkOmKDDHtbd3CeBoOT+FVMie9DMF2GYMolZ8g5SQ4d9cNk+Wl1XOQ3CrlJtDUNsXQAYXqTEThOsY6iai8n5jkzr9L1BA5wPb3PFJEjF9cVCoylVqz1uGXXd04dEIEjBJirOVIp2Ns3v9pKYbfuMA0GM46pHG/nE2M2MXcXccoT7mGVdoyzdOxz/Oc4ytzUPg8p28DWcD234dKHZz9NtHX7uP2CML2shw/bcKkiAiIgAiIgAiIgAiJwMwlIML2Z51W9EgEREAEREAEREAEREIFbQ4AC5HQKgilC8lKAZMjb04qb8MZbBk7AtVzFMhC4Dms1CFrIN9lGYYsT9QzFS6cpRV62m47TOHKdMneeC9F7WsP1W1cQYJ7Sxf1SIMSjxYHQ0j4hviugqJE3lgCGLoxpvba7uWbbG3CTNvSUwc4pmA6NjdnQ6LhzW7fLZe1yWcfDbvzn2M5c1UU8rUBRlH8ROMYyfDvHYUYYaBRVG5r8yUfuxz8n/m8K9zlNZP1kZ30RAREQAREQAREQARHoOgISTLvulKnBIiACIiACIiACIiACIiACJMDJbLoz+yA8TiAk7wAcpt6x2QyhAvOYQtxivskyPvN7BqbANqU0/dAkOk0plFIw7cOSrlNO5PtJ+Q8b6kNXEqBgunRQwrVVs3aJQ10JRo2+kQTcOIy3XiiRFCNZqlBK+aBA/atbz5C27XCWugPizUca4N+AA4zpGcTCZu5g5hRmO5g/OoGxlm2kkNqMYMq6KQhzXxYKreyDigiIgAiIgAiIgAiIwM0kIMH0Zp5X9UoEREAEREAEREAEREAEbjwBCowMwUjBdAju0jRygzI8JEXUZgrDK3IynU6kA4RP3ccE+wFexTbPiHvBNBBK6+Ip2u4n5Ztpu7bpXAIMxfsezuXdQtUKuJYYGlRFBG4yAY64XixlP+kqDdYFYzED2XJdO+8EH2mAblc/pvOBmALEUbaCmiddpiwY8l143WZuTVTnogBwvwKUYO6rIgIiIAIiIAIiIAIicDMJSDC9medVvRIBERABERABERABERCBG08AZiFLYTabbs0URNMkPnOynMKj+18wN34mB06ub0Pc4uQ685m2WzD1Qi9D81LwpTNqEKEk2XaV7icgwbT7z6F6cDqBs4ZWCqPcxm/H7+0SS3kMPiPTjwgDUwjNzgdRihA2+fDLVr7iXKYUa1nqemnTTlfW7cZrjNUseYivegDCodCbCIiACIiACIiACNxIAhJMb+RpVadEQAREQAREQAREQARE4OYTiGAOOxkyi2EyOxIKWRwT5X3RkAtvi48uRGQzFHII27iJiXUKphl8ZtjFdhZOvdMFC43XEngNxHptNBm1JNqu0v0EFJK3+8+henAyATd+8Q2WUi9ENm7N0LteIOVmLO0cUSmCMrIAQ7JP1gVTipoUTNdzZbf0uUfP0x7XRbSdEQH4N4Z9kGDKs6kiAiIgAiIgAiIgAjeXgATTm3tu1TMREAEREAEREAEREAERuNEEaPqJ9R5aGBP3Pb29mNTutX6okHScnsdpel2OQN/+fgilY6kocpqG4GZqXui90Se3CzvnRCG8UXh/u18yCqcqItCNBI4Ki/47+0I3Jx/44LpaPVdpoyDaKJi2u+9sC3OWMjfpIATT0UTYRRqoQt5k/lI6THkf5spBztKz2uP7yf7wM190mLpQvljJkLz+eRr+xuOzMLRvI4Ngrd5FQAREQAREQAREQAS6jYAE0247Y2qvCIiACIiACIiACIiACIiAI8C5arqL3Jw13jhxngqb9SEfaB9C3CawbMZpel2OQN9+hpAcwUQ/HVIMK6xcpt15gdNtR6GGuUuXDsoSTLvzNN76VnNccmMqll4EdOv4YAo+UCTkuOuud2zgxMK6q9TD8/v57+1Ysh0+vDkfNuHDMhRN+eAMG05xky5TPsCwU6g4d+hp7UB1n/SbfXDreBy6afG9is76FKbO2cqnXlCKCNXrhVS3Qm8iIAIiIAIiIAIiIAJdSUCCaVeeNjVaBERABERABERABERABETgKAGKoylEtQ1ymkJ8hGBKpylDKvbWJ/uP7sPvRwVTruNkOAsnwTlR3s7CcJIMJdyHCX+6TfmdYgDbLMdpO8m3tu4qRCOGc6ZAs5IJQoG29giqTQTaT4BDX334+zD2uXX1MRTDrBNO2RJokhBMP4bg5bqrKkcFUz9+Mi80mmoMw8sQ6xzfN3NwmSJX9WnlaL/9uH/Sev6NYKhe/l6CmZxhgP0+px1Hv4mACIiACIiACIiACHQuAQmmnXtu1DIREAEREAEREAEREAEREIFzEKAzsw+JTWOYSacfiMJjKhY4TbmOYSSPK0dD8tI6xVC/LMVaj8E81NbCZlHUpbhLsTeBSXj/vdsdS4xJMwAAQABJREFUpz09lFfoRjtdrGgr4CuqnGJpFqIMHaYbCAXK3LgqItCNBPxI6Yc+/519oRjpC4ZKV/x2fv1VLTl2+pC8FEzpME1gHA2hkRRMD8pVCKY15zAtNDGQ+64d7c9x67mOx+eDLSwMRXwVD9i4g+lNBERABERABERABESgLQQkmLYFqyoVAREQAREQAREQAREQARG4agIUGRneNtyDiWtYnxiuMRlFTjus4ysWotv04wS3b18eIhdz3dEZyBCOdEyl4VTlPHjeOYeCLTmJ3s4JcR9eksJpHKIpxdMBOE752f0vmJf3zb78Eh0MqvQV1x1SXgVpOEKPEwX8dv6Hk7ZHvWBPsTTYLxATnGiKuiksnKd8OLY/vNv9/PWc55gX2ZaCKR1tvI42cxBMz3C0XeQY2kcEROBTAs7piTeO8XTquwdOMNZzHM9DJOUDMfsQTRmiFxpqU+WToeaMPSiaUqDlPjwmH5No9jhnVK2fRUAEREAEREAEREAErpiABNMrBq7DiYAIiIAIiIAIiIAIiIAItIcANT3mmuOSohwnsJ0IiYl0hrqlAymNML10njaWYkOuOwqnnOzmttAprVSpurx13J4GpXY6TtkqumDplKWz1IWYrOc1PU7obezDeT87MdOLmnXZlPInRc1DAGh0hFKw7O0NOQG08Tgnbt8Lh1co4vapV40TwnNSg5BdQf04RpOO06CdvfW66ueNokQN2ULPUU9ju9v1mSE5CxBN6TB9ny078bRdx1K9IiACAQGOChQt+cAMx07/wAnHfo7lRdyTWYimvDd5j3LdaYX11UcaF2L3jM3dsSmYsg3cj4JpM8c5rQ36TQREQAREQAREQARE4HoISDC9Hu46qgiIgAiIgAiIgAiIgAiIwBURiGASPQ3FMV0XTJNQQjmxzgl1eCDhGqXQVXPu0h2IXRV8p7BKwbRWxXf8RvdgETPtuSpCPZ41g37JfnmnKR1TLh8rlj40LyflfQjIix6GAmgPBFBO7wfiaNChYD2n/CGFUpAEBxaKpb2hsBM9KxUInljfC1E0cJFSCP24fSBwhiCYhq1cqlhmP+vqSPenLAK3rxM6D6tYQlao1+82OOatsZ1VuDXZml6eM69MNBz3mN1btspRCFA4RYSEjitVXB8lvJTD9Dg6WicC7SXA+xLDunG8T2DMZEQBjvMcn+g0LWAM4ZJi5mmF9fh73G/pl8ftx+GIYzaPzbGZf0/K+HuB/44trv76ATgEnrDZsftqpQiIgAiIgAiIgAiIQHsJSDBtL1/VLgIiIAIiIAIiIAIiIAIicM0EOKFN5ybdp5hHdyLkSCLsRFROrnPumnPoFEUZRpUT3Zhrd9tTVqTLdCdfRj682pUIpmwP28sJeE7EUzQdigcO2TgaxnWXKT0QO8PhKNyeEBFyBauUK666cCRs8WQcYifytlZKzsFJAbQ3VBdAkQ8wu3/gwh1HY1EIoBH3AlarVsquDgqr3IcG0u31bXv59LVb//DL+zY8PhS4f+HBqtFpSrXglOLbSeH1YC9jVbQzgpy0PHYsEXOiLY/brFv1lEOd+hObCfnYbQOfrevDcTtQMKWbjYLpKhymDO+sIgIicHUEODJyfHQufYybdOnT/UmRlDmFeW/yHj2r+BHWL7nHSXtxnObfEf59YaFgyr8lJx2GwzfdsCzMs8q/PSoiIAIiIAIiIAIiIAKdQUCCaWecB7VCBERABERABERABERABETgiggwxx0FU+YHpRjJEL10BjHELObUMYEdzGBzHQXWIkTUXQime8xxCnsp0uG5yfCrmudmDtNBhOYdwIuhhfmdztj6/Py5qdExGo7ELA+xdH1l44MYmexL2fTcpKX6khBAS46Dc4ySzWGP7e8e2PKbd1Yulm1wZND6hwesf7DPOUe5PUsIQmwFAnMWztKN1U17+3zRIhBiH//t5zY2NQrxlUIBRIIGwZTccQC3PzsVSNhwebGd4QhE3aJtrm1aqVi0OITSRCphqf40fgu7dgaCKep1+wbV+HdfN2sPJIqTtsMGrg3Yo94WLrg/hQ8KG9yfQgwFmOMKRZkS3MiBYAqRV4LpcZi0TgTaSoBaJEVTuvL5oAnHS5Ysxu7z5BbmXt7Nz78J9RHK1dX45gVQN7ThBz9eHCeEsk5ux3GEheLtScKq20BvIiACIiACIiACIiACV0pAgumV4tbBREAEREAEREAEREAEREAErpuAn7Dug/hI4ZQupBhmvb1oWtfLnCBJ8Y6T5RTCMsiDt5ULnKbtzGV6lA8n5DnBzvaO19tLR9NJwt3R/Y9+94Lp1tq2/fztM1t5u2KZgywEzTH7h3/+gxNNGTrXFYiDDIdbLBRt6dU7+4//8VfLZ/N29/N5m3s4a3fuThvD7VargcOUuUsZhvfdm2U7gMBKmbIPouqd+SnrG+qri5aBEOkVCJ/blMdjKF+KtCw+JG8ObVt7t2aFQsESyRgE3ZT1Dw04dyuPS4EzyLEKUA2CKyUOn+fUi6onbUexlPU05kbleaeAzjC7PP+8PlIQYbzY4RrZ8CbBtAGGPorANRLgmJnAvToMwZSh2OnozEEwPU9uYUqazQim3I7PUHDJQmEVQ4cf3tw6vrntsGT0AD6IwyLBNOCgdxEQAREQAREQARHoFAISTDvlTKgdIiACIiACIiACIiACIiACV0qATtOhOJymcG720Wl6hnMzj5C02xBM6SDcrztNr7LB3hlLtylzsjJHH2fh/UR9s23xgunq0pp98//9B1ygC07knJgZt//yf/xnm380Z1GE2w0hFC+VgHy2YNsb2/b62Rv79l++s0K+YA+ePLAHX96z+4/v2iCcplXmPGVeUrRmZ3PXXv/y1nKZnPUP9NkQQvFOTI/DFZpyImgVeWFLBYT8haoQDiPIrXNbef8W3KywXNGlSuGUoXcZNnjt3Xu3jFMwRT0DQ4MWjUedU5X11er7lEtl95n5VcPIQxvDNjzGB9co2ldF3aViCSF+g0C7IeY6RJjfEAQWCh8UV5nDtYL+0Fnq8teifjaTuW1PEkyVw7TZK1DbiUD7CdBZOsSxEg+aMIpAAflLzyuY+rHVj05+eVbrj+7H7bmOL4qwGGqcoKqQvCSjIgIiIAIiIAIiIAKdQ0CCaeecC7VEBERABERABERABERABETgCglQAPPOzbEmnJtluAyz9Tx4G7mKZTEBf5XFt5cC72Qq4pxTp+XUPKltRwXTpdfLRqFxeGzIHv/d5zZz/44NjQ7CzZlwVezWBVA6TN8vvXfrJhG6d/bBTCCYIjwvLVWVSsWK+ZLLXbr4asmyBznkRE243KUz96ZtAMIqj00BdGt9y+UkTfUncZy4RSBsspQhpDJUcHY/ZyGE8h0ZH8FahNJc3XAu12g8Ysk0HKaDA07krEHcLMH9moULdX/nwIm1RdQRgrDJcMGTEIH7BtIuvG+NAihCBzMf6ubKlmsfhVQef3RyGNv1uTp7IbYyhyuFWJ5iOkfLEEyx2rnWTsohS0cqzLhOUH93ULJ9heR151RvInAdBDi298NdytC8Mbzo5jxPSF62mQIni19yxD9r1Oe2J23v1/PBDBYMGWfWF2ypdxEQAREQAREQAREQgasgIMH0KijrGCIgAiIgAiIgAiIgAiIgAh1LwDs3BzC5noBzM9rbi7CJcAJx2jv4z7W9itltCmf7CM27mg1yVNJVeNYEeqs7zhCTUxBMBxFukqGETxLwTjruUcH0/bt15yilc3MIounkzATC7c44gZOC4tryuv349U8QS9dcyNoI3JgUPydnJyCY3kM+0wGsR8jiPeYt3bDdrT3LISxvuVyBUIlcgumkjUwMOxF2AKF0uZ6OUeY55e8M6TuKcMAsm+833PoauDL07sTMpFMVVhdXIbTmneM0Tdfq2LALyUuxdH9n3x13D8tivgihE+FzcQ4p+tIty3yrDK2cQyjhjTW0b3vPsmhrCblYqVgwx2oynXB9Yp5V5kilw7R2WIVzFjkG+cJ21DhOC4VMwRSXhxNMlyiYMtmtigiIwLUQ4LjIsT2OwZwhecu4P/cRHYDC6XkK73v34lu9sAZU95uxH4dx23Kzxt+9QIqhREUEREAEREAEREAERKCDCUgw7eCTo6aJgAiIgAiIgAiIgAiIgAi0n4B3bqYgltK9yRCOcax04himv/1kNyfAEawVuUxrtg6H6R4m3wuYfKcD8SoLQ00OI5QwQ/P2x3qdIHCe4x8VTBlCd2RiBAJk2LkuKTR+9Q9PkNN01FX7Dg7Ur//7X2xrbcsGII5SyGQI29HJUXvwxT3kE+13Ls/Vxff20zdPXY7TqTvjFkP43DwETAqTdJ8Ojw7Zo999BkEy7hyj7yHEriysWhIC5Vf/8JVTGn7+y1MnbE7PTdgE6qCQWsgV7eXPL5ETNQNxNQnH6rBNzk0h1G7YthAqeBV1vPnlLYTYshN7KdDW4A5l7tS5B7NuSRH1Pdr33Z9/cA7TcbSd/aBgS3fqGkTjVF/S9ZuCcZgxM3uCnKYUg3nuqYRQRPfXw1HmEkyPEtF3Ebg+AhQvw7hZmeuZn/n4AnMRn1MvdR3A7q4OirC8/znk86EO1sWhgcUdj28ofMiC2wT7oQ31ELz8W8H1KiIgAiIgAiIgAiIgAp1JQIJpZ54XtUoEREAEREAEREAEREAEROCKCTDPXR/EUjo4KZ4mIJpROD3q4Cwg7irzmFIwPYB4StH0Kp2mdEsl0T6KpSMQThlykvoec+M1U44KphQMZx/Oupn/hReLTjj84z//wYWzLZcqtvx2xb77n9/b3va+jUyOuN974OAchsvzwRf3nTtzD65NhuH96c8/u/yjj756ACG1z7Jwde5s7tka3Kl0ov7j//6fnBB7ADco6/3l++cQIw/tM2xPJeLlT6+ciPk5hNU7d6dQx4ALtfv022dGB2k/wutSyJ2BEEoRc+HlghNdN1Y2XE7T+xBw6WKtQjylU3R8esKtz6GPbN+3//Y9wg+X7PPfP4LgO+KcqFvr2/Yr2tEDVeOrP3zhQhIzjC8F5Gq1XM/NejZZF5IXbdotVE0hec/mpS1EoJ0EOBq6V31c5DhDrfKieiW1UI69XLIOCp9eGGU/uN4JqvhMIZXjAQvd7RJMHQq9iYAIiIAIiIAIiEDHE5Bg2vGnSA0UAREQAREQAREQAREQARG4CgJ+QjwGBycF036Ip3RxUjhtLD40bwb5TLfyQWjeq3Sacv6fzim2cTgBlynaSdGUOfuaKUcF0wJcoI9+99AJnXSIRmMR+6f/9ke4O0chViLf5/stW3m76pyjceYbxe+Ngmk4HLKlN++wzYqtIscp62dIXzo8q5WqrS9v2LO//uJyhP63/+t/Q5jceasgLC9FTgqVDONLByj71RsK2Rjcn49+/xBi5ziOFbXttW07TjBlu3/8808QcvdcvlKG/WVuVTpHa6iP7YpDNC0hp+nm6qYxrO/i63cWQ77ULyGMjjMMMA66Defsrz+8CNy140M2MT1m03ennZu1Wi65MMTNcHXXBVQUCqbLmbIT05vZT9uIgAi0h8DRETGQMC92LNbFMYqOVQqg/B4IoxBQ6xXzLwX/juB5Eieoekcp92ORuzTgoHcREAEREAEREAER6FQCEkw79cyoXSIgAiIgAiIgAiIgAiIgAtdCgC4hOksZnnc8GXaO0+NCseYgmG5CMKXblOJpibPnV1i8I3YATtMh5DOlsHtcO4826ahgWiqV7Yu/e+ycnhRM6Z/66o+PIXCmEYZ313KZPFyWCCWJMLdlhNalU6tRMKVa8PLpK1tByFvmE6Uzc3J20uUm5bG3IHi++Oml9fWn7b/+n/+r3YVg2tPTa7sIBfzq2Wt7++tbW3y55Jo5B6crf7/3xV3kIB3Cdj0QVLfs2TEO0wxyoP7l//0GIXxzLjTw9PyUy8HKkL8Ml8l92deDvQNbRljhdQi0u9u7EHL77QkFUwijrn1wmL5E+7Y3dp3jdHhiyDlnB4f7IewWmxdMccwSXrweViSYOrZ6u10E6rrghV2c3UCr0UlKoZShfr1gyvYHD94ELlT+TbjiPwvdgFBtFAEREAEREAEREIGOJSDBtGNPjRomAiIgAiIgAiIgAiIgAiJwHQQ46R/CrHcfQvNOpcLOwenymXqbUL1ReYTm3YabkALZPl7FK54ZDybmg3ZOQNhlOOHj2nmU4UmCKZ2li6/eWRHOTYbPZe5OuksjyBU6c++OhSGEbm/sWCFf+EQwPcR2z3984ULjHuweWCgSduFumROUpQiHZ2Yvg1C5/fbF3z92QiXbkNnPONcnw/B+//WPbtu/+cff2cMnDyC4Tlgagi3LJgTTp3CoUoxtDMnLnKZ/+r+/du15/DcP7c69aYTwHXQheA9rVWcHC4XCLqQvQw1vvt90LtmB4QF7/LcMyRvkaN3Z3LHXz94aQ/PSEcscrp999RDLgXMLprwGeD2sZuUwdSdPb7eGAMfNRsH0ah8fuVrMHHt9aRRLuY6/0e3P/pclmHpMWoqACIiACIiACIhAVxCQYNoVp0mNFAEREAEREAEREAEREAERuGoCaYS8nYBg6sPy+lymTgjAWxaCKR2mzGVKhyknx6+jpBBCeAyCqWsn2hxlPEhM2jfM6X/SrJMEUzpKd7Z2ncB4AIEzA/GTAujgyKD9/h+/Qk7QuL17swzHZuYTwZReqlc/v7blhRXbgUuTDtM7EFiZw7SxpPtTyIvqhdAelxN18eWiLSG36BKEWpbZBzMfXhQ2e9GXkwRTOkz//N/hMM1k7f4X80aH6fD4iCUQNrgGwdQ5TCGYsr3vEIqXIYCZh5Whgp/88cuPDlM4YJ/DYboLMZhhfIfHh1HfPesfRkjh84TkhbtUgmnjGdfnbiHAsYLPgzDcLAU/fuY6Fo5qjaIgLnOXn5PruY3/nZ+ZR5n7+nyh/MwN6MJkadye+93EwsjofHCFfS0DFqKDO0bn6Sv3ZbmpjILe6V0EREAEREAEREAEOo+ABNPOOydqkQiIgAiIgAiIgAiIgAiIQAcQYF7Q0WSQxzQdCX3IEUrxoIqp7P1izYVe3StVMSmOkLXXNLuNiLzWH+mxfoQQHkxELAHRNITpeidWHMPxJMGUOUAZdncNOUeffvuLc5f2Qj25Mz9tf/yvf2+JdMLeIHwuc4Y2huSlyPju7bItv1lxeUwTyBv6u//0lY3fCULesgkUUCJwniZSSQthezo5VxdW7dv/+T2E2X2buBO4PdeWNy09mLa/+6ffIY/oFLaNIqTvzrEhefO5gv3wpx9dmN3BkX7UMW6zD+eck9UpPADQi9C/+VwedWy6tr2Ck5Tt++M//8HuIE8py/ulNfv+339woXuZv5Si7oTLhZpAXtcywhHDrdpE4TWgkLxNgNImHUWA4hxfFPkY1pvuSD4c4scPjncuF2ddvsNzIlbEG58PobjK1VzHwtyebh0+c3+GCOewyP255G+sj0LidY2XaEZbCwVTMmT/KZZyXCAr9r+Zgt3c+eC23KfZ/bi9igiIgAiIgAiIgAiIwOUISDC9HD/tLQIiIAIiIAIiIAIiIAIicEMJxOHcpGvTvzgJzkl+TvYXMANOZ+lGrmJZuEuvs6CZFus9tBSE0v54BDlXg3ymUaoTwX+fNM8Lpu/frds3/+NbK5dKCFH72AmODMu7uvTevv5/vkHu0A2Xx3QOIuTf/tPvXajb18g5uoPco4FgOmT3H993js6tjW0XkvfNszcQCnrswZf3nVOzB22g6EqnaDwRd+5Oiqf7EF2X367Yrz+8cL8/+cNj18af/+MXFwr40e8fOEFzYHgILtesE0wZkrcPYurY1KjN3J+1KsTd17+8hgN1E2F5i04InYLQ2TcQOFtjiRjE0wELQcWhC3UVDtifv/0V+9Xss989tBE4SdnWHThLXz197UTdB4/vunDA/XC3RmJhbEvBtLnzK8H0k8tMXzqEAAU4DgV0f7oh4cOYEIh60DidQMrxjYIpcyNTMOW2LBzzjgqmBQqm+IGhy70AyqXbj6Ip9qNgyMJ9CxWKhtgeKykABrk9A9GU+3HdTSnkFsEbMLri+TUrmnI3niuWGuDcJDauU3oTAREQAREQAREQgQ4mIMG0g0+OmiYCIiACIiACIiACIiACInB9BCggMI8pBdOReNi5hgoQ2zKlmu0gdynD8Drh4JpntDm1zsl5viIQB/vQXuY0TaPtxzlNvWBKJ+m3//YdBNOyff77z5yzku7LdYSu/eZfvrXdrT2Xi5ROzPuP77kTQYepE0wxoc9cn1zPELelQhHO1HV7/v0L20Cu0BpVArQnHEJeVYiwiWTChcBlflKup0BJoZKfByFOzj2cdfUvvlyCY3TPiZfDY0MQXh/A9VqzX7771YUHZthg5h6dRr7SWCxqezs7Tqh9+fMb195INAKBNOTqorD65A9fOoGVKzbXtlyuVQrBFbiCKdxSyPXCzsjEiD2CkMr9QnAU9/RA5KlUsJ0EUwdUb11JgONCDE9VRDE2eCGPghzXcwmN1P3GByyCHMjutvxwX3hB0w9zvLX50AjvHy+AFnGPcjsKphRRWTe/czvmej7A/UaRlNuzUDylK5W/n9eB2ekngT1kN8mCTPmd/aRw3Ixoyu0lmHb6WVb7REAEREAEREAEbioBCaY39cyqXyIgAiIgAiIgAiIgAiIgApciwAnvOGb+KZqOxENuApx5Sw8gmO7CXUrXVCcW5l6drOdejUEkYT84a8+JeBYvmO5AEH358yurlCs2e38GjtAh5wJlns/nP76AKzPv1tGJOTo54oTLVYSvzexnXD1piJdTs5PG3KQUT/ZQ3wIEzzU4Vxm2t1gsOcE0CmEzjryiDNH7EAIoXZ2v4AzNo/6B4X4nvA6NDbs6d+BUpSDLNjAE8AM4WHvRB+Y5zWVyloSg2499KG7G4SBlyFw6TH/98RUcsZvIOVp1DlVWRuHzy7//wjlnQwgHzHYvI3Qw27e9vmMFhPSlYEonaj9EX24/+3DG5V5laGKG4mUuVPatmUJBpDGHKYV1FRG4SgKB2BYIbrhtnEAZOEcbBFPnAP1UMKVQ6sROjBJ1TfPEZvN2YEhyFj6QAanU5W/mGpcDlcdtWE/B1Od49kIgfZMUETmG8p7xjlN/qzV3x7kmdOwbRWO6ddnnCjoGTdkJxei2K/5c8QvX+T5zPV8sXOfXuxV6EwEREAEREAEREAERaCsBCaZtxavKRUAEREAEREAEREAEREAEupUAJ63plopDAEgjRygWlkM6ywJmtznB7ye+O61/zGk6EO3BK2QDyGkaP5LT1AumFeQRPdjLQBg8tCTESQqbdGeW4DjNYH0F7kqui8WjCMcbc5YxioxlCKwsYbgwY1jPHKac1i+XKpbPFqwIt2kJn+kM9SF5WS9D8lJkpWCa2TtA/VWjI5QvhgJmKRXLzvFK1yvrTSO8LrenWMr2MLxuGOJnJBr+4CSlMJvZzeC4JZwTqBJ1hYFt6x/qc4IofV7cn3lPiwjfW8I+zKPKuinIMr9qFP1MpOLuGE4oPYdYyrZ7N90u3MdrHRCqmW1SuT0E3HiFN4qfMdhGE3CVMsRuHNd3Y5hdbofLnu9OmONnPlPBfKP1/06F5m4vr+KxHnymaMr/WJertWE9hUI+TOB38ZWX8AOFVIY058uJptjWh6E9ur3fr1uWROC4Agq5OKEZb/7vhhdU2R+KxnSf+sJ9WRpWBSv0LgIiIAIiIAIiIAIi0FYCEkzbileVi4AIiIAIiIAIiIAIiIAIdDsBnyOU/SjW6Bbq7B759tJpOgTBlDlNG52mdFWGQhHnNHWKSfCGTqFjvm9uxr5h2v649RAna8zv6W1hUAVYN1TSD4AoFLBwk6DKjyt8lfzRuzgpYNbVnA/bu3WuDuzhtq0fF+uYS/WDQMNPH6vnHvX/gv3Ygsb6scGn29f7c15nKethYVhS7z7eykOc7fQLJWi23ruYAAU5ujoZVpcOUYbcpTjaKJjy3sdQ8CHMq+9uEBb3o4Dn1x9d8pbifcU7DVX9pp6j2zf7vQyFMAf3aQ5iKZe8Xxji3IXpxS1L4ZSlvgg+u3feyUEJtqh/6dAF20pxlIWiqG8zzxdFbY6WJaio/I2b8XcKzBRWu6mfaLaKCIiACIiACIiACHQ9AQmmXX8K1QEREAEREAEREAEREAEREIF2Ejhpwrudx7xM3b69dJrSGdv/G6cphENM1vdA2PxEQDxBuDxJ0HTrIZg2ip0UML0KiSME9aMz3Ib/4zqWT/xm/I3CK0rj/u77B8nA/RzsV9/+Q31Qc9iPD/3Bpu54EEBd29yxA/GhsX62pVGMZa5StsMtsc95C0OPUihluGYKp3SNqYhAuwjgFnYiKcOG86GIJFTRBD4zBC/DwFKk8/lEg2v905ZQ4N/HdUpnJwXR4M78dBt+428USynEJqHM0sHaikJB1LlP60uKpnRnM+w5BUPnSsUtxJGBt2MwhgRH9i3gHdYNd1ljez07L5hS5Gb/yJnni/2m45aCcuN+3dBP3zctRUAEREAEREAERKBbCUgw7dYzp3aLgAiIgAiIgAiIgAiIgAiIwCkEvNO0D2LKcDJwmkYxIc+Jel8oMrqZeq7ArD3FQpbzrnc7HdnPiTB1t2kgQvqtjixPOu6RzT58bdjer3NiKfrl2o2Vgfj5sT+N2/n+/qZ9ECp8//3251lS5NhAKF4Kpk7woEVMRQRaTIB3L69dCqMUMFMQSnmPJ/FwBMPvNt7fjYemQMlLkvk0oUlaHtfrXqnqhH0OCaz3uCuW6+liZXjffuRz5rKVTlPfRj5wsAPB9ABtonjqw56zzWiyaxtFU/Y9jDc3jOEz28xtfP/8tr7eTlx6pjht7nw5gRtDMcVTCqYUsk8TTLk/C/uuIgIiIAIiIAIiIAIi0DoCEkxbx1I1iYAIiIAIiIAIiIAIiIAIiEDHEAgm5c2FfRxMhF1OUwordIp9UqhAsFBpaCznXe/39fvhuz/SkZr9lsHypON+utXHb0e397/guJ8c75TtPuxS/+Dad9L2fuMzlhJMzwCkn1tCgEIhhbU0xMvheNgt+SAE1/E3im/HFQpxBVg6c+VD5A6FKAnBlGFwq1jv94G/+je7sjY6TBMQZgdjIYizvS11mvoDMhQv27QPwXQbwik/Y9UnwxJb5x4EwRsFY+fOxDq6uSmwUmR0zlSs+21P/JGud0me7lUfr/zpogjNPnEY4nlhP/yZbOyL35+94PrG37hORQREQAREQAREQARE4OIEJJhenJ32FAEREAEREAEREAEREAEREIGOJ0CBlCIHxY4RCKd0iKm0ngAFns16SN4MPlPAURGBVhKgWEZRja7SAdzPQ/EgFG8I0poX3o4ezzsvC7ge6d7MwL3IJb87cRGXaaMwx6uW3xkeFsOGc0DSYRrHuEGRlrmRWxma17eX7cRtA3f2p4IpRdPGQlGYQimHMQq9/LmMUNp0zTKyN/vEnKBc+vLxk19zuWUjr/PWxH2P7u9DJ+PUuhDEFH6PGz64H/tPFzE/s4sUubmk0Nrqfp63b9peBERABERABERABLqdgATTbj+Dar8IiIAIiIAIiIAIiIAIiIAInEIA+oalEfpxEOLKaDJqKcaBVGk5AYYUpTOOIXn38VIO05YjvtUVUiCjoJaCaDmWDLvcxBQxI1RKg/+O5UPhkM5S5tVlyNss85ZiXRUKG4U2FtbNwq/8zON4RynFWe/mpFDHcLjtCMkbCH4UTdFeOCzZRn6upzd2bWNIXgqJbDsfSOA9RqGVgi7byIdD+DvvPwrCrk68sV98taKQTyOvi9TbuD+ZMvcshVD2F113Yi8+flL8cZlD1odFpjuYInM3OGs/6Yy+iIAIiIAIiIAIiECHEpBg2qEnRs0SgW4nwH/Q+Sdli/mc7WysWyyRsMHRCZc35+g/ALu9v2q/CIiACIiACIiACHQqAZ/LdABC6Xg66vId0plFnUWldQQoSu1BjNqFKLVTqDjRp3W1q6bbToCCGsXKgVivTaUj1g+HKZ2lLI0uQwqI1Nq83kYxjeGi6SrdK9ZwXQaBd/3vroKGN/fvOLx5wZSuUuZG9SF/OW5QiOzBB44tbAL/bcePbKMP7+vqxxtbw8/BpmePO6y7ij1wO9WFQ1eTq4O/MQcrxVKKqnxIgYKwY4O3GNrJo9Ht7cP0Oucp9glqaejoBT8G/Qh29nX65XmrZF3kGgdIfmab2R8sftNef1wvmPbiQRgKpuyfBNPzktf2IiACIiACIiACInA8AQmmx3PRWhEQgUsS4JOyh4WcZXY2LJfbtZ1SzsZig3b38ZMPTzVf8hDaXQREQAREQAREQAREoAkCnGiHKcmF05xIRVwozxj+vxofblNpHQE64ijU0GG6nqu4z62rXTXddgK8XSmuMbT2NAVTOsWxzoWyhcJGd6JzKHqhsS65UVyku5TiIoU1bPYbMe4oW44MPiRvDC7WFF4U9Xh8CqWUXCneJuE+ZbtYL4VUCqv8dyCLFz55PLaRkiDd7l5QdRsd8+bER9fG49vq68Mh3XGLUFbpJvViI4/OtlJwZT5Un6fV1XvM8S6yKuhhIAJzf9Z93vpZB8dl8iAy8qIYfNr54T7kTEctl9yHUrDbx33GBioiIAIiIAIiIAIiIAIXJiDB9MLotKMIiMBpBLJb67a/s2q5Wt56ExHLZ3P2MD1uc58/cU/d8x+1KiIgAiIgAiIgAiIgAldHgE6xKQimFFwYutILG1fXgpt9JDrDKNpQMF3Nll2uyJvdY/XuKgh4kYz3K+9bCqXjCMnL+7kXIiRF0gzyflIQpTjKEK10HmLhRDyKmRTyuZ0vrLOxfPylcW3wmcdlyNgYRMgobI0U6lg3c4hSSKXgx+NS9KOASlGVhSKpa0NdyMPuLg+q/91tdIk3ioV0ovLY7B/7T9cpCwVTdpe5hOmo9WJqIDBe4qANu7KXQU8DzsGRGzY44yP3pWBKoK5deGMd563njMO4nxvb2cz22kYEREAEREAEREAEbisBCaa39cyr3yLQZgK7ywuWL2y5f9RvFDPuH36fpSdsFoIpQ5TxSV8VERABERABERABERCBqyPQD4HlTl/UCabNOL2urmU340jO6QeFiILp8kEJ7jbKRSoicDkC1B8pMlIsZc5S5hTtw72cxGeGZ6VIuJGvuJC7FAbprPTFiZb4ZxedixTlWJxGxyWVTxTmBeVPJ/3rjFv5VCt0NrI9rIvLMI7P33lM5jVlmyiwskZXJ954GCe64jeOQQyb24ri2os39pH/tOQDCxSF6fQuQiQFCtc2JyjXnab8jP9aVth3lotW6fcParl4PX7/45Y8hj8O23nRth5Xt9aJgAiIgAiIgAiIwE0jIMH0pp1R9UcErpgA//Hlw7nxSWb/DzA+Xdyzv2VZhOTdLmXdP0zToQQE069caCT+Y15FBERABERABERABETg6ghQZGEoTzpMoxA6KH6otI4ARSQ63vYhmL6jYIp8kfy/vPp/va1jfFtq4p1JQdILlXRxUjBlXtE4lrx/KULyHqaDkoJpBgI9BUFeh/7O5rXnrz+uY33QLZ1TlPVTZOSLIiP+O7Vwf/dqGDf8Rx4TTXIuVLbJC6askG2n4EsxlWNPAu5P3y/Krb6OUw/exI/+/itCPWW+VrIgI/aPTlO6UCku8/sZXW3iaJ29Cc+tL54/V1UBiefZC+k3nYNnoKUIiIAIiIAIiIAINEtAgmmzpLSdCIjAsQTc08L81zFKHjNC/AcoS/AP5l4XvimztWEbG+uWGBq19PCY+8drfTO3rd5EQAREQAREQAREQATaT4APtI0lwjYYD7lQmhRdVFpHwP2/YLwdlCq2lik5p2mxBsFGqkTrIN+CmnhX8tbk/RnHPUvBqwwLJ4VIhuGl+Mh/S1H8YjhaioAUTSl6UjTk5ebv7MZLz/+7LYU6+hDWl6IaRcQsXhQUWddZxdd73HYUPtnW47bhseiOpcOUfUjgM52m6J7b57j6zrvOtR5vFEoL4MX+8N+m/E425MS+luru07N7e94WdMb2ZM1zzfPA64Eu5DRA8/op1QIung1P+U3l0BlnQ60QAREQAREQARHoNgISTLvtjKm9ItBhBPw/vNmsRsHUN/Os3/12Zy35D77jnKxn7affRUAEREAEREAEROCmEjjv/z+iQ41CCV1eQxBN6fjirDrrUWkdgSwE03UIpntwmsJkauXDHjlNW4f3xtfk7mu8fRBM0WNG5+F6PvRAUZJCoA89yxylzQhfUYhoDOc7gPt/OBFyohoF0324MbcLVSeeesHVQz46Nnhxza/33/32py2dyxTHT0YCt2kcginHJP57kSIf+8VovczLeplxyYfGdkIpwJAVxWUyzKCvLmwxGs7oSPwN/90Y0ZDnhSw/CKb4zs8871z6PjNEM3RjJya7fLc3iMFp16B+EwEREAEREAEREIGzCEgwPYuQfhcBETiVAP9RdpqQedbvp1be8CP/gZfAP6hZjhNmGzbVRxEQAREQAREQARG4FQT4/48YnpOlUBcGTus4NnfutH4IJtOpiPXF4DqCMgGdQqWFBLxgegDBlOkkyxAj5DRtIeBbUBVvSd6v/t9ZFPW4jqIjlxQAKZKeJ7SqF0z5wMRIMuz+bUX3M8PXruXKLoQ0RUYei4XHca/6AOFznfrfuOSm9c359dTCasJ443MaHLvoMGV4Xoqm7FcUP3A8oyPyMuNSIPr60LMfWZXgOnUOU4BjmwMBtebynZ6nH6d28hp/bDxfQBycPHSM3HktkXnwCq4rcqLTlFy8iHyNzdehRUAEREAEREAERKAjCEgw7YjToEaIgAicRGBvc80Otjcthn/g3ZmatKGxcfe0PicFVURABERABERABETgNhPwgiknxBmyk44h/l+ks/5fEsMzTqbCzmnmcyHS1cV6VC5PIAsBajNXMgqmdG9RMOWrKqfp5eFesgZe4l48cuFjscKv45L3DgVDL0TyM4VCCt++cLtGIZPbBiKd36I9Sx6XLxa2k69mC/fjvc573wmmCM3NsLg11HKA3Kdr2bL7NxYFNP/PLHc8DApcuuOxn/UDkh2L63t9XbMLVy82dqJpo2AKATWO725MQv08T785DhrAQzvhDx+cI7XelpOOz3PD3MJ04vLfkD4cbZECKvqeh2oc9Ptj/06qqxPWk9/H6+/jtee59hzh4YVu8qQ4HQU0itLc3rtwi/jjQfGc61j8eQ6+6V0EREAEREAEREAEbg8BCaa351yrp/8/e+/B3cayZWmGCA/Qy11Tr1+tnqpaPV1ves3//x39ZpXpmX7mGl2JpGjhQc7+TiIoiJcGFAHCcIeEzESayIgvIgPM3HnOMYGVJHD081/T0fmvqX81SH/a+S791//zT+mDbuiJs+NkAiZgAiZgAiZgAi+ZAA+3eXBefnWVynrEzUPuaSwZZViadqqFe96tWjliC4ZV140H7S+Z7VPq3pH4cNgZymJvFH+zjhQ3UF5Ip26fp5zbx95NIK4XTWoSCnFRiniEIIfFI/2flwYQABGRsrCGyMb37LqV3HVoEVtUy1jmIbZNWmbeXYKnb6EOpMcIWhzDh3pvKX5odsmNMEn9znRfddAehqUpt1iIxDlxHF+z6MYy634nZGrdY1KUSRPyKYTRYllFCjEUi9OwOmWFUhY5OT/raT8+uBWn7e5LUR1NEIelkarNLqPO5MmRxDbFfTZxYNk39r8vwwVvQywOz0sqfE9lp2/mct9Fgu1sgzWxTPndKPYtBHL6L8JyPj7nt+Cq+vQmYAImYAImYAIm8OwELJg+O3Kf0ARM4DEESoNOOv7lf6Wfu8fp/977Pv3Tf/9T+qQbemLtFG8CPyY372sCJmACJmACJmAC60dARlnyxsEj7ukE07x/WJs1KmlTcU2xNuNBvNPTCYSrz8FIf69eFlZ7EmJKkjQQ46YRtJ9egpeXAz0XvR9XpNnCju9f1hfWiPRxrBi3KqXfC6Y6IARTCWm3C6aFMEUexBIlb8TxtsyHiQUaotMSog8GKhcCKeVuSTSl/gjF3E+1VYdTBdtFMNT/3wmGk2Ip1cv5sTwPYY1hCMa3CqY6IQIpYum2xq19xWJm7KJQlGuaRJ3PdH1SV2UTDD6PY7jm2J7MERCXMcEFV8bUF7E397tpi8txCNXMuUZoXyGJ9FQhvMjFUxMwARMwARMwARNYXQIWTFe37VxyE3gRBLgZ7v72t/S/j35O/3VzP/3pf/yP4q1gPYDizX1cKDmZgAmYgAmYgAmYwEsmwIPvbGTFg++H/jrK+/PQfV+uOXcU03BTAgqCitPTCRRWioWYxkt+uDzFTW9+2e+h9nl6CV5WDrk/h7W1xCS6cbZczOsQxhCaiJtJPyeeZ7ayQzTS1xCQaBssLGnDYl4IStLWrteTN3mxD8IqlsRZcOP4ZWxfGFFPhEg+1J91xEJFOER0Y1n/b003V3Ms6eb6Yu3TpypetMmkgEd7kDg3dWDc+v4bYjHTbtQZe1Jkb+qOaNyR6B0CuO4vswAeJ1yyCf2b/kei7HB5TDtwZObKKwC0OcdProfRY/KkLE4mYAImYAImYAImsA4ELJiuQyu6DiawxgQijs2wm/7yv/89tcrVEEypLkLppGD6+dNv6eTwU9zoZRz7b96lvXfvI3aUb/gyFc9NwARMwARMwARMoCCQBVNcdG7L6gwxyWl2BBBICSNxLEENl6eIMk6zIYA73ULoxCV1ISBlMTALpswRRflkwRTrRPYr6a6B4x+TEJaIhUnieESlntQqBNPfLnBpe1mIjo/JdAH7Uu1cdWqzqvdJuBf+casSLoYREHE1+y0JoRjXxFiGc43yIbYpYiSJGW5vtfnZ7yupkar2lcCJ1B1uiOl/KhTlekwiz0yKQ/Phd61/TN7e1wRMwARMwARMwARWnYAF01VvQZffBNacADeIvAV+/Olj3Ni9fv8+ajzSTWt+S58VJwcfU/voUzwQyUhev32XdiWadnQXyU2ukwmYgAmYgAmYgAmYwBcCFky/sJjHEn9/YoF4LHefHy4GIZ7O4zwvMc83TbmUlUBGXM667hUQUBFCkfyvXfLGMt8lOOlOIubjZW4s9P9RKe4m8i0FB2sZ0RTXy7QvcTD7avNVuO3Idc/VeRSIJdkZT0TftcohmNbVD7LV5WOLpya8jm+KSEobIqAipJK457zA+pTPM95X0kbq1oVFsBbov7xzwf0x9aV85+p7lO+xibxJN4+8a32xt6cmYAImYAImYAImsP4ELJiufxu7hibwIgjgVoqb5puu5PINLje+TiZgAiZgAiZgAiZgAl8INPXQ/U2zEByIZ3rz76gve3rpWwggpkljCSHt1/P+2ALx9yLFt+T9ko5BKEIcxQA6RFF9f6d+mwVTxNKa7gWwJF1EOpO75V8lmGJJ3JMXnG/QrxZR7JU4Z27R2+7keOHjtVyKYyGPtelTLeTRR7Eg5rYxXNKOT5rvJ3HTeyHFkhchJsvFd/aZZbuTP1ak1LGujp8tqrMLXq6JiJX8jYLpSjS+C2kCJmACJmACJmACCyBgwXQB0H1KEzCB2ROwYDp7ps7RBEzABEzABExgvQkgkn6nGIC79VJY6SFGOc2OAAIMkQDPwmVrP4TT3uWrJE3N6REEsBxsqq/ycmR+QZI51qTEYsQKjzki0iLSuQTTD3K5jCVxd4SgtohSrN85ac7cpFwyNy8bRERciSOYEou5oRdAnpIif00iricZjU9Ic2ZRlPZFUM3uf7HyxPp0MlTMU8rAsdSZPt1S3d6oXptVrKmL9YwduAwmZi5xkb/FJe9Ty+fjTcAETMAETMAETGCdCVgwXefWdd1M4AUR4AFfQ3eWvInLDSY3sTw04YEFN5UfP3yIGKdv3r2Le9/9t+/jzWHd8+qh1Wq4znpBzemqmoAJmIAJmIAJzJEAfythTbqtB/FvZam3pbn0p+s4eXM89YvMuj0YpaN2YYF4OsDl54vE8OhKq5vG3/VY2e3Uy9FfEZF4UfJb3a8+uhD3HHAtiE+45LWAdQ+wR26i/RHCSSFihpgZX2OS7/+wLt1T/9jU/DqWqQ4rjvyy/1OXcqxTdFTuNS9VKixLccVMDFuEU7Y9NVFurKV5oQXBNF4O0EryDoFW/e2wq/NpjlXrLM751DL7eBMwARMwARMwARNYFwIWTNelJV0PE3jhBPKNpe6TI6YLbxzzIJA3gLt6Ffenv/x/6aeTX9Jmuaabyqu0W27Gw6rW/pvU1s3mlmKdOpmACZiACZiACZjASyAw6cqSh/Hh7lHywlibeAkInrWOfb2hR6xBXLYedIZ6mc8SxzQNgFVdbeMqhNI3zUpqyZIQN7zSkq6FtGnymdc+X7lclkveU7Uv9x5u3dkQ5/4uLIc1Z2y6kkI9KRCyHWGR8Qtxcbu2kXbUR4jvWZrDeIZAHpKo5pQH97iIpCe9wsIUl720/VPbP9ebe1nGaoRh8qS/8bJvxFkVCKxen3ouZetkAiZgAiZgAiZgAiYwQcCC6QQML5qACaw+gfymMTfKdZ6yKCGYdtsX6e9//Y/0S/c47b99nT5/OowbzO1yS9svUyXV086bt2n3zfvVh+AamIAJmIAJmIAJmMA9BBBJiQG5I4GBOKaVDb1xpj+bir+c7jnQm76JwEjCRk8fBNNfzwcRy/SbMnphB6mbps1SCpfRb5pVuSjVlyVIIVJp0lebIpLRrp8QwrXsNDsCjEfxkTqJQCnF9CvBNJ9JumIhmqp/4F6c8a2wNM176Pi8qDl58R3hnS2R98T2hxZz+/ekXp6pzXkZgji2xK9FMlW3iPtMBFYSQmdeV6y5f0rZivIVcXvZm7xCMB3nfX8O3moCJmACJmACJmACJvCtBCyYfis5H2cCJrCUBLi5zG8a8wCQhEteHlR9+Ntf0m9nv6Tttztp0OnGtqvuQA9iGrHP7t4PtjQNKp6YgAmYgAmYgAmsMwEssrDEQjCdp0XWOjN8TN2y2IGw9rezQbjwfMzxL3Vf+inuVolR+XoGMSpnxZH2HEkSQyA97IyiPbE0xPLPabYEuLebTLcRLsTFws04sW65B2Se3TZn8TELowiluNTlRVtE+ez2d/I89y3n9scdL2IpwilhYLD4xGUuVrDce9IdEDlZ/1hXzbneucyUh/PeVv/7yuptJmACJmACJmACJmACjyNgwfRxvLy3CZjAihDIlqYUt6O7Vm5a+512+vDTf+gBRzf92NyMm9jdrX25Uhqlxt7bdFVpxJviK1JFF9METMAETMAETMAEvokAIkFLogIuLPciRh6uTh8vHHzTyV/wQVih/SILU4RTxBaEFae7CeAthtiUWA3uSDitl4qXIe8+Yr5bork0GUq56o7dLH/ujsItK6IYH/23qDXfZrgzd4RQRFKE9obGtzKmp0r0mnDtO1YhWV3sVwirxMTFpHO8OY65b4JwiWA+0AXcHd9nsj9tHxamEk+59+T6RjBFSEcw5VNc90U/ue8c3mYCJmACJmACJmACJrAYAhZMF8PdZzUBE5gzAW54sTQlccPKckN3x+dHH9Oo14n1m/tvU7nevH4jmIcf3Og6mYAJmIAJmIAJmMA6E6joT6SmvJtuhWCq2JByZVm4sJxWMlhnOvOrG5ZoxDtEMP3cHaaOY5neCxsrQVxHY2HKcghb9x4x341ZKOvInPBEQilebK4tC3UTkYUxhDKn5yfA6IVFJtajiKJfrDMLt7t5dOMWkfigW5VS2m8UfesxMU+jeRFDJZrqktb0S4PTR/iW51DA6pS+gRXypMDu+07oOJmACZiACZiACZjAchGwYLpc7eHSmIAJzIlAtjhlTuINcCxPmTuZgAmYgAmYgAmYwEsgwN9BdQkFWGDVN67CdeVmrZzqEg6+xTXlQ8wQDSblhIgkiJDx0IFrup2X+IhleipL00/tYbjzREjxn6O3N/imOuV3rcLCFOvS/Hf87XvPfy33DViWnskN67EEU9qOa4kUFoQSwNluwXT+bfGUM3A7yAsi27JafteqhNvneb4wwjiYXTgfyYUz1z9iO9amxRhZiKxPqZOPNQETMAETMAETMAETmA0BC6az4ehcTMAElpwAjzKwMs2OvPQycFieWi5d8oZz8UzABEzABEzABGZGIAtQW7Io5W8iwr2XNzb0NxIiZmGFNbOTKaMrqQGIhPH3lsy9wvprDueZZZnnmRfiCC46EUuwMsXaFDe9iG1OvydAf/1+s7AwrS2BYIpl6ZEsg0/VblgLIuDiLpiEgMo6+jv3GU7LS4D7QsYi+hcWzDmOM6LpPFJc3ZogsGfBnX50IeEdC2XGBPbxKDAP+s7TBEzABEzABEzABB5HwILp43h5bxMwgTUlwP1xvkn2m/5r2siulgmYgAmYgAm8cAJYVP1hqxoCAWIpcf1mmRAEefSP/odwVHwKi7vLsVDK31vxkWUerjNfYsKyDNEUS7OjSaHNislX3WFL/fV7LEzlkre6QMEUQUvdOSxLP7YHIZj2tQK3rntjwRRXqx0JpjShm/GrZlyaL4w28dKGJojdCKa45KWfPYcFM+Mjlqb0k0nXvIWQ+iUG7tIAc0FMwARMwARMwARM4AUSsGD6AhvdVTYBE/g9AdxpbcvagsTDK7/p/3tGXmMCJmACJmACJrDaBFoSCN7mmJBSTBF8ZpkQlqQF6O+oS8XnvEw9fUZaRiCUUV56JZGiofMiVCCC1VFtX2CCE5ZliKafZWl6qs+5wA1safpVb1gWwTS74sUi+GO4UpbsJfFrQ/150iXvtTX1V7Xwl2UhoOaKlzUYg+hbm7r3YyyiDdk26xdIbtY7hHRNhoyTutYRSolvimVyfnGCvoY472QCJmACJmACJmACJrAYAhZMF8PdZzUBE1gyAu2jj2l4epS+f/8+Hl5tv3kX7pG4YeXGledXfgiyZI3m4piACZiACZiACTyKQL0sF6ISKvNn1oLlTcG0PxZMw4LqsnDJyzlfumCaG40X9M4HhWvez3LR2VEMTP+9mekULlOxMN2RFedzWAB+OfPXS7wAEHFLJWwfdop2Yo+wWBzvisZlnWsMY8lmtBOhWar6NCqFZSluyZuIpVrHtvtStGtuXO16/97qB9p37Igcu/pYVheSq+Yik2I7rngL8RTXvAfqV7w08RjBlHJQdKxmc555fl99vM0ETMAETMAETMAETOBuAhZM72bjLSZgAi+IwE///j/T0egova9vxtvFb2utuGHdkXCKhURr723q6KEWN7FOJmACJmACJmACJrCKBLAoxbIKwfR1vRyCwSzrkYWC/KIZfzYRx5S59IJIGLXiDrOihZfqkjczzwIzoulhp7A07frvzYwnYRH9nhiTEkybEtpz+IzrHZ5pIWKXStAi7uypxK1JTzSIViTfIRQclnHKeNPQeNPS2Ee8UvoVY2FFSiNWpQiO9yXGNVzpkkpIoA/sn69r9tep9BJEYU3OiyMkZtxTYmnKnBclzscejsa7xH4PTRhLa3oJhnE0W61zjsfk8dA5vN0ETMAETMAETMAEXhoBC6YvrcVdXxMwgVsJ/PQff06fh4fpzbs38Zbx8cFBvKn7prYZLpOapWa6qjbS23/4x7i59Y3orRi90gRMwARMwARMYIkJIBzU9ZQd0QDXvFh6YqE0b1eUS4xkKYqGIIcYd6w4mCeaI5o6paURTNuy/MMCkDY6l2BK/FKn1SCAtollPRalxHBmfpsr8uJlD8TMsW2omji3Ms3NehJjJWMmiRni6eQ61rM/bsj5h5iJKIr1aO43ZJUFUyzKcc+LCH/fZc+5OC9jeBZ58WiO5bX+h2W6NFeNHYVrb8pQlJgSfZ0oc3miHuzH/hwRddESc8qvoSncBmc+7OVkAiZgAiZgAiZgAutMwILpOreu62YCJjA1gV//88/paHiU/vlP/y0RTYsbSe4bjyZKWwoAAEAASURBVD4Wwunhp4P0vraTdl//kBq7b69veKc+gXc0ARMwARMwARMwgQUT4KE77icRShFMd2obC3V1umAcS3N6xBNEUsTSX88HIa4sTeEWWBD66TK45CXWLK54EUxxzYsY5rT8BGK80wTXu28a5RDgGf8QB3GzzJx7Pm76EC4jtigCoZZp4RBPtYBYKC0yUknTOEZzRMWwVFWeWMxrFol8EUGJT0oe6jKpqz7EdU5imgVI5uzDpmJr7PLVJNejJoUU69gi5uoriadFTFZ25lyIrrj3jfjRcf6vsrn+gqU2TCg7dbnUyTmW87ON9bgv1irFV9ULHLKAteXqNT4vmIAJmIAJmIAJrDkBC6Zr3sCungmYwP0EdD8YN4W//Of/kz70DtI//+t/011w/P/qwIvzdvrpL39Lf6i/Tbs//jG9qjWvb6a/2tFfTMAETMAETMAETGDJCUzGMsXaFCul2/7+WfJqrE3xEE1w+XnWu0y/XAzSqYS5lyxQ5L/Pt2UNmC2hF+HCGSELC7sLWQceKcYs7nixNs2uVdemAy6gIoiAt6W7RMPb9n1oHeegLzUkDuKGnHGPa22gT08NiyCIYBjXn0TDsPacsKjUYiFsaodcLvJ8NVZMEUgRFumbNwVT8kLEpP8glD7leg6Xwio7YikWsngJCEtQDdvUj0RdEPI76p8Iprj55byUm/oRP5U5LtIp83ZV3gakuJY09rNPT/szvxZMlTGuhBFMyQtBNfLTTtQr1wcGJPKOeTHz1ARMwARMwARMwARWloAF05VtOhfcBExgFgQauvncUwyvn/79z+k/zn9L/yTBdHzf91X23AQeytq0c3SSftz5Ie3/+I+OafoVIX8xARMwARMwARNYFQLxoF8PxHf08P27zUrENZ0mNt+q1G/VyhlagyZYMn6WW97CknEUIsWq1WUW5eXv89eyCETkyvEmN/QX+linmsUppsoDAepMgtGphGzaBLEUK8QsDk2ViXf6HQHuteJzo0ER87gW4nr43VHftoLzYFUqb7whMpILQmi2HuU7Kc6rSawvVn3VzrlMk/eJRR2KfBlTc3XoHzk/aiTdMvLKeYyzn3rWHF8P8XKLRE5EzXzuXB7ypuyInLj+xYK2sHLNAqfmWjcajVJF+24pz7AyrVXSK4mmHEuhEWKpB3NWIPhyHeDqlzmiKRanp/L/i2iKmMuenDez+9Z6KhsnEzABEzABEzABE1g4AQumC28CF8AETGCRBLhRfKsHMn+TYPpvpx9CML2tPHHjp8lPf/l72huV096bH1Nl582LfZB1GyOvMwETMAETMAETWC0CiFFY8CFMIVJheYSUkR/8r1ZtVr+0CBLnEugQ5w7aEuhQK15g2pK69aOEfPrlIixL89/9HalAtAUWv8SgxArPgunTO2Qxynyx1Mw5zkMwzXmv8pyxGZfCuKjO1wMMNzRe45Y3xyMtRM6xQIq4iYCqzpwtZ4cIpsNRejUcpspoKAtTvZCw1UgViab3JY7v6YNAimDakYluFkwRb7UqBFrGr2x5el9+3mYCJmACJmACJmACy0zAgukyt47LZgImMHcCxIDZ1sOYX/7jz+n/vfhYuOS946w8PGnLNe/Pcs37x+bb1Pruj+mq2rhjb682ARMwARMwARMwgeUmgDtH3DJuS6B6L+GUB/JYY2WXk8td+vUrXYgREkkR6X67GL7YWKZY0v2XLQmm9VJahGUpxna4SMa1KXFl2xKIaBvcktol72yuOwS/2xL3W05fE0AQrUk0RZyUPhpCKWM36zYrJVmKyr2urESx9iTRf69d8E58J1YpVqb9di+1P59prN9Ie+92UqNVj+PumkR+mvD6Bsv5WuAclA2h9EQWp+dyWY37akRTJxMwARMwARMwARNYVQIWTFe15VxuEzCBmRCImDC64ySG6c/dT+mf/nS7S958Mm4SsTIddfrpdev7iGeat3luAiZgAiZgAiZgAqtIAKH0+1ZhaVqTgJofvK9iXVa5zBEbUOIDgunP54N0JgHiJSYsS/9xuxqC6SLqz9/7CKbZ9SjCKSIR3xGEEIheepoUPCct0q2Vzb5nwDo+Y9AsE3aaF3835VYdi2zi/RKj9b4XDLDgRTS9OOuko1+PItO3P7xOre3mowqdrw8OwpU77noZs/icyKV4V9fHZP+YzNxXziQNL5uACZiACZiACSwjAQumy9gqLpMJmMCzEShuOF+lD7Iw/Tg8TP+iGKbc4d12k9e50M3lp4OUuoO0WWqk5u73qb739tnK6hOZgAmYgAmYgAmYwDwI8KB9X9Z8CFXFg3fsmJyemwBCBFZbxxId/nY2COvG5y7DMpxv4YIpENQWvcvCYg7LOVzyYl1KbMgX6in5umtwnxQfCXhoeIwWzBHDEJYtml6jmtkCvCcTvEua4JIX0fSdXPYinGaXvZP75mXGF1rp4rSdPv18GKvf/cObxwumRTZxPB3h2pW4xq3DzigssynvTU8FdrlcIPPUBEzABEzABExguQlYMF3u9nHpTMAEnonAh//8czoaHYVLXm5Auckb31Om9kU7ff50mEr9QXpTa6Wt1l5q7L1J/XI93jR/piL6NCZgAiZgAiZgAiYwFwK4eiSu+yaWSpqzXJX1UhEbzzFN5wL9nkzP5N7yF1mYYrGFGPFSDBrV5aLfIZj+oBimWxKCFplgTxxZ2oO2CHejL6g97mIfYpg2EjMTS8d874RQ6hiWd1Gbz3ragnGb64XrhjjUuFW/L12ctNPHn/QSsFIIpjuPszC9mXdYX+tFAiziP0s0xSK7EGe/3FNrcxFTFUH9Zgb+bgImYAImYAImYAJLRMCC6RI1hotiAiawOAI3BVNK0pFQevjxMF3K/e5upZnebO+n7TeyKK02w/UQD1H8BvXi2sxnNgETMAETMAETmA0BBA/EUayVcMeLi969umKa6kF8bYoH8LMphXPJBLBiRHxApDvsDCVAxGt8efPazhuydH4tSzmEH6zlaqhxC0wWTO+GjySHLseLFSwj6iOK4Vb6ZfTWu9k81xa489nW9fKjBFNi/zKGI2Tfl2YtmF6qzbknztcLrqsRzrEopSxDzTuyzmY97nvpK04mYAImYAImYAImsKwELJgua8u4XCZgAs9K4FcsTIdH6V+IYap7zKOPB6l7dJq2y83UaOyk7dfvUrPVCjdTHd3l8SatkwmYgAmYgAmYgAmsIwGEq0nBFAtUrJYQU6WlPvhAfh2ZPGedcixTRNOPEkyxcFzHF/WQdbAq5VOROIpA/0aCKYL9fa5Fn6stEH2wljtFuJblHBamdjn7hT6CKWMD7YibYoQz7pB8l/SF0TyX4I4guY2F6dZYMNXK5xZMcx1j3NI109O9ck/iKN9JXEe4teZaYhvX0HiT+0qG57kJmIAJmIAJmMDSELBgujRN4YKYgAksksAvY8H0nxXDlIc2/+vP/5a+r79Nez/8MVUbzWtLUlwIjbjJW2RhfW4TMAETMAETMAETmCMB/hYKl7wSQ3j4zjIiFoLWZqUkyz8e1TvNiwBiArFMscg6lVh6IsEOa1O+r1OSLi8L5qvUUt/arlfUv0qprr6FWLohGY6XGBeZEHYQeOD/4WIQcUy1ymlMgObJbWQB7Pm7Bfx5kQXB9H0LwVQvGug7sU3vS7O2MM3nQjBniOLlDqzkmet/LBP/N77rAmId1sgW2DM5z03ABEzABEzABJaJgAXTZWoNl8UETGBhBH769/+ZDhXDlBtM3WfGDdx+6XX64V/+dWFl8olNwARMwARMwARMYBkIIGBNCqZNKV2OcTr/lkGww4XlSe8yfWoPQ7Bbhxf3+Fsboacua+VN9SXc7yKY1iWclhYolIYWGhO1rcoIf6ziEKt/uxiGhen8W91nMIHbCXDdMO7yEgsCNa/wMm/ID+9+vRSueVtaZry+L81LMKUsI5WJ62YgVRTLUumk+siyVEoq67m8Yj8tsE9f29hnHca1+5h7mwmYgAmYgAmYwOoQsGC6Om3lkpqACcyRwMnBb+ns8FM8vHmlm9BL3dC19t+mnTfv5nhWZ20CJmACJmACJmACy08gC1zEOZWmFRaBky57Eb+cZk8gxwY8l6KAYIqlY1ciA8LDKqcswCOU7ujTDJFHYqn6F0LlonpTFnxgi3CLldyJLHwRTD/LJe+6Wfiuch96iWWv6+UC4vsS25exAetnLDdJDQ3MXEv7ij3dZJC+J81NMOWcGpqwjmeI4nrKy2FNOh62WM9id/wyQrjrXYNx7R7k3mQCJmACJmACJrBCBCyYrlBjuagmYAImYAImYAImYAImYAJPJ4Agk0U+W7Y8nmeOcYorSB7O46KX+KYPuYJ8/Jl8BASysEBM0/Y4DuBXAgQ7hTixWEutuK6y4Kn5lUTH266vLJgi/hCzFJe8i0ywFNaIuYiQg/6Pa1ME0k+KIYtgeiH2WMw5mcAsCXDNTKb7elgWTOt6wYCEhSbjAXPeNeDFg3w9FXGnefkgn0GucIeKhdwdpM5FN50fX6RSuZRef7ebGpuNySI82zLjGi+BnOraIk5zfhlklS6zTDdDu6/98j6em4AJmIAJmIAJLDcBC6bL3T4unQmYgAmYgAmYgAmYgAmYwIwJIO4RK5GUH9LO+BRrnR3ocA2JK0jimm4p9iTiKZZPTrMnMJKghyiCRRkuYjssaz7EVEuJGSID+yyyP+eYpFgiv9rYiHiGt5UHQZIXFhBM/7BZCVeis6c2fY7EVjwbjEI0RYuqMj5oAUHnl/NBCKY5HuP0uXpPE7ifAL9A8TOk64Vr+EoTrmg+tyWuG8ZdxFDm+QUVhHz6Kq56cZ2O5TbxgBmfeReB8+A9qXPeSZ9/O06D/jDVW/XU3GrEp1qr3Ha6ua/L4xqiL27Hidd8IYtZrrVVSHCND2q10kPtFzt5YgImYAImYAImsPQELJgufRO5gCZgAiZgAiZgAiZgAiZgArMkYMF0NjR5cI+F6XZtI73GFaQe0CM48eDeafYEsNbs8blDMGU9ggOuZLVbfG6z8HxqyRBuEDwRRifbu/zqKlXZRvNLMJUGkk5lQUa5JhObC8F0I/1hq5p2JJw+Z7oSnEvFTkREQuRAgD4eyMpUhSAGJEIT1nxtrfvprB9WcFTh61o8Z4l9rscSoI+R8lCEIElahjakTOHeXBcK1vlcL1yvumzjJQgsnqOsrNMHGZVVrGWOUCo9NGKVch2pK8eLFByD9T9iKdcUltuI/6+Ueb8/SBen7RBM2W///W5qbTdTpVZOpdLzXn+cfzLlFxawNj3qjMJqFh6PSYxJpNzOxbffTx+Z7e8zmFjDKfmtY160zf2C98ShXjQBEzABEzABE1hiAhZMl7hxXDQTMAETMAETMAETMAETMIHZE+ABJw+aSfMQlCLjFzDJD/55ML/fwMq0FKIp1k9OsyeAGICYgojCXDrJl6R1CJNYaWGFitVZTy5lb7Pw/HLQty1ll7qI5VmUKazdiF1YxC+kbBcSHA/k0jbHWcxnyy8s7NZL6btmOQSevO055oVr0n4ayKr0UipVW4U9vFTUUrkofaN+TJ0QQogdi4Upoi+CiNNqEGD04UMbIuiTdElE36QdF92W+UUTrPN3NGYyXnLdIBziBnqgZVK8IMF3XcsRC1R1oB5sjTpqwhgcy1pXVj4I/by4gmjKHE8Kl7IoPZdY2rnopUG3HyLpzpvt1GjV9F7DhvIgh8Ul6k69GLs+XOh6k4te4jRPK5ryU86YQi0Qne9q31lbgHK+/HLQrPNeXGv4zCZgAiZgAiZgAhZM3QdMwARMwARMwARMwARMwARMwAS+mQBWUrjlxcXqnkQwHtTz9JoHyk4PE0AfKWyTYKZ/3wgOwQX3lrjnRGTB2vS4W8QGfLgUOrfOi+WbmrOwnBqX42ZxahJlaG/cfyKahntQlZs66JQRCxSxg/MfIpiqPGMNKPoEgit9BNeh9Jkck3GaMj5ln6IMEqYkGp0ft8Pq7krWdZ1XpXScSmmjXE6vJZhSJwRgyo+Ag3DqtLwE6J+8AEO/RTjL/Td/p18jyGFRPNK+k+JWXHvqq4h2vIiAm+uin8yvvoyX2+r39P19jZd1uTJHks8utRFKSYiGvAQRgqkKxerb6kH9wk2v6l4bi6TMOU9N60aDoaxLO6nblmDaG6RytZx29jfllvd+wfT65YeiOBoTGBe+iIR5O+XMAidl0f9bRdhi/Zc8yIt1ZI/QSRzTXy+GIZzm/LTpzsSxtDtWtI1KYfFOG9K+tyVW39b+ue3hDmOOJm9SXs71KtZ+mTJesw95MHcyARMwARMwARNYfQIWTFe/DV0DEzABEzABEzABEzABEzABE1gYAR5888AeEeCHViVtyUWv7PW+WfhbWEUWdGIetmdNTlrdtdXSY4tDPiGoaM6Dfyy2fpaF5JkstqZJ2fINKzVEiLDaUttm8YB5FmdwW1uV0IMoFdalbNQ5kQ04N6mvBaxLEX2yCMT+CKbEu0XQYbmwTi2OmecUIQXRrC3x6PDXwxCWyzubaVSrpYurjXSF8DIhOFHug3Yh+M6zXM77aQTopw31o4YuHqyD6VdZQKVv0WfV9NEvsziW5/RLBEn6Ktad9Fe+zzNRvh0JpfGCSX5hgPLp2iksJIvzU+YsALImPppQvOvyayf2E4Lr2KZcx1g+6jQxv5LP3uFQlufn3XR8cBqC4vb+Vmpu1u91yYto2VWBGFNIujRC3IU3KW/nxYIz+d+GIZtgzr6FmEipi2XKQ7twzWP5ypxy0gZYwmPJjUU6+VHHh1Judyx19+QSnjzvO4w8M7c859y4Oe/onLxowjXPfkUNC+b0H5gq+68S+9E+zMlPMycTMAETMAETMIE1IGDBdA0a0VUwARMwARMwARMwARMwARMwgUUTQKx4Kxer23qAHVaHetL85cH9twuBi67XvM9fCA88qFcMUD2YRwjQ/2D3lHNjsYVL2WMJEVif8mCfh/4IALjhzOdgHe3EubGuDMFUK7E2jX3HhcjLCCLTCJ3URzpECCujsaDAuXL8xucSSjPDoVzw9jr91D7vyML0XNZmqsfeVrqq1yLeal98aAvKhdUrYgpxFRFznJaXAP0W0QyLZ1zREseT/sl1NPnihrpgWHJmgQtxkn4ZgqnaGFfW53q5gPam7fN+zGfZAxgbGSuxsN6qYGFdjJOIjJRZl0icm253LcSNC6DNhQCsfahP3s5mOde9vr7ZNj4k9mdbv9NLpwcnaSgXvbVGNdWb9dTckmharUTjkhdMsLLl3H196UhELq6JFGM64wPiIfkjkIZYKmaInQ8JppQdwRTBmBcTmFNfznehPGDPSx6IltOk4gWPVyE8v2tWgul9x1FmLHlzu+b2p915qYTzI5hT3+ymGCaMe3cJpojJk21w3/knt9HGJPImUbbpal3s76kJmIAJmIAJmMD8CFgwnR9b52wCJmACJmACJmACJmACJmACL4aAnn+H0IRggSCA6IQ4wINx3E7ycNzp9wQQM3H7yoN6RBOYzYJXT4oAQgCCKa5xcflZ27gqHv6rPSpYeY6FC1x30j58aCYEVOaTKX/lIT8CTH7YP7nP5HIhAhQCRRYDyGPa4yfzmsVy56KbPn+UYCQXpY3NRqo2aqlcr6RLxXEUpnSmNjgSJ9oDt8OUH8Fo3haHs6jbS86D6wXxMcR+9ek8/lTVrqiPud9GH9QEW0CWs0iVBTTaGcGMNseNdE8f+gLXpWYzE7S4rrjOEOEYG+Oj65Axk5dNEOyx7EQ4zOenrBzHMddisL5znVKXr8RORDzqyAYl9lHWaUN5XvX6aSiX1D2558U1765imdabtdiP8YF680FExOIWq0sS1wPjOa60KR/5EyOZ8QXrTMRSxGdYazOjQxw3OSnWF3XPL2VgaQ5f8smuxPV1qqSiiF3h1vv71sOxkCNbTW62P+dljCR2KqIpzCk9+8OVlMseX8YTtmTGxV6TW+9eDkbaTLtQB46l701b77tz9hYTMAETMAETMIFZELBgOguKzsMETMAETMAETMAETMAETMAETCAIFJY/Y0vFsSjAw3bW3xTkEAEQ38b/XyRBHtAjUvDQnIfpcMICi/lTuIT1nPJGjMXVJRZjDT2gJ9+ShIabginWX+uQChFDAgQihFyRIki8Ut1wSXr461FU8fX3r1Nru5E2tF6IQpzCmpSYpQhm10KGNrLdaXkJ0J8RS7PFImLctixNmRcxeae7jrJ71iwUZhetiJftQSGczrIrcLVJLw0BlBcXtlQHYkAjSDIe5PMjKCKmcXlSVwRT5oyl7EviWmc/xhA0zmz1yLYsmFa1XEPqVBzT7mk7VXTO3bfbqdGqs5uugUtZVPOSxagQQifGJATT7Eab/Mg/xi3EUl0gcJmWTa4HQjcfri8sTCn7zcS+pFs2BTvKhWvj73EFrzYnRS45Kx0/ziK2TU6yyHyheiKYUm/aHuGYMQSpeJLj5LFPWaY8MCzavhBdEcfh4GQCJmACJmACJrB4AhZMF98GLoEJmIAJmIAJmIAJmIAJmIAJrA0BnuEXQkXxYJiH3nx44D7p8hVXmtfWUnqsPX72vzYcpq0ID+URObLowXEICRGH8Qlciof+hQCAm1HOI30hRJbbXPKuC/8cq3Qg16PddjeE00qlnAb9QTo9PEsbpVJ6/d2u3JE2RLpwCYpFHW5FD7uK9UhjKCHSZLEqVniylATyeMMYwzLW2cRRxt1tSxabCKmTrnnvqkRcL5ogXOVrUfpZCGmfFMsWUQ9Ni8+skoobYyMCGpaxOxL/qMd17F+dLIR/7cd52Zatu6O+44Kwjf5KHbIF5XhTzDim8uoqNa4uU+1qlKqjUWpIYNzcaaZqHSk1hUB7LNEQ0TRcUes6ID8S52I8yufM5+P6KM5Z7DfNlDrTToi9WL6SF6LrTcGQcyEKk267Dnmpgbbelcj8nVzB446ZRHmK1yR0jnvGz2xRixtgrnssivndmiyPBdNA6okJmIAJmIAJvCgCFkxfVHO7siZgAiZgAiZgAiZgAiZgAiawGALZEizcMepBOKIggmkIp/rOo/H80Fyr42E527MV1WJK/XxnzRahPLBHJ8hWSMyfkqYVEJ5yjqccG4KQBBzmiJ2hWDyU4Q0k0XvG60YSPhBHBz1Z1Wp+Kcs5GGYhtSo3vDv7WxHHkdNgWYc7zrOxW04s+xCfEEvoj7SH0+oQyOMMcU2xPszW2owpJC4nBESERTX9tfvasCik4bUDYhx9ij6Au1gsj08lJHKNzqs/5HJTPsQ7GW8WYuT4nE89b1klr+nTklvubYmzm2LTlDteXiagnlhaHkk4RCwlNiki5jwTzZHb5LbrjDHwPsGUYxFMaed9iaa0Mz8iqkrERaWhuO7Jh8QMttSKfcJCVnXOsVMRZRHX+RcuhhmP2FefWaYohzKkbBSZ/LMgPOtzzbLczssETMAETMAEXgoBC6YvpaVdTxMwARMwARMwARMwARMwARNYIAEeVk9anvKdh9kIp/GwW2VDrCLhwndT5kcIHiy/hMRDfGzYinnxgB9R4MmCKfDyk3jlp/9LlYgp2lFMRQTOy0tUoimKN1EJ+hEWs6GG6NCBXI5enLTTSO54K7VqulKexC9FGNqXZenmTiviN+KWmIQ1Hy6LT2Rp1pHrVSzPaAe0s2mKEpl4sjQE8jgTrnk1fjCOFC7B8zVVvKhBV8P1Le5QaW/anWXGpE1ZpzIu0f7E6DzsFhamCGn0i3mkXG7yRsCcPM8sTsklU1KNGqrXnixwd2qyyqyXQ5Ts6WRYWH/UdYCAmAW8edRzMk/KRLqrflnsnGRRHKFxUQtYvfLCDa55EVfJj7xyTFBsTvPQMCme8jNDHQsXxsWccTefj2Xy4TOPlOsdZRufYN7nnEc9nKcJmIAJmIAJrCMBC6br2KqukwmYgAmYgAmYgAmYgAmYgAmsCAEedNdRBpVwHUvi+7bEjteyHMKCiH1eiqUpD86ncSkZoNZg0pVYenJ0lvrdQSpJHA/xc7JeqAqTSYC+XiWhJCsd2q+n/E6VH2rHlixJNzY2FL+0E65H3/64r9ilzcgtepomZwNil0owlWCEaIaQwrbYPnleL68UgWyxiatbYoRW1I3oN4wluAdHlEQcLOJHFqJZTz546Uq4d0UwJWGJeKE+EvEt1TduE+9WCQxjK65/8wcmcKD/H0kYJobvKiRaJz6qAHVAQGVO6eMa1sJX29mHFVqPYEr7sy+fh1KRDxaxLH0RtKc5dqq8xztNU55cFg7ht2IWZXiojN5uAiZgAiZgAi+JgAXTl9TarqsJmIAJmIAJmIAJmIAJmIAJLBkBHgBjKUQajdUIvueYfjzY345YhC/E0hQQ+Sm4sBRkWLme6fzkIn346SDc5+7sbKaaXOZ+lRBEJHqSsBZFJch48n6SUIv12pYFUyxI99/vp8ZmPXZDjK01aqks60ESYgPCNK5WfznH5eooXHlahAg8Kz9B2wqLdnWdsC4c1wjBlLGFhDiYLYp5V4Phhy0YtWfLboQ1BLZwx6vt+r/SCSGZ+m9JFMaVLfXBwvpM1wEvrFDPVUlFKxalHWuZ8SWL2je3853a5SpOU1OO4YN7+Oz2N1wmB6vZ9IdczmnKw08lbUjKlrTxxRMTMAETMAETMIGZELBgOhOMzsQETMAETMAETMAETMAETMAETGCWBLKF2JbE0j19mnKtWZEIFlY+el6cHzLP8pzO6/kJnB6fp5//8lsayTXvm+/2U3MscOaShKPNsUCAohX/bigLIYBoQpzSsFg9OE0b6itvvn+dNnebqVwuxfecJ/MQwpQPlnW/nEkwlZVdtjrLfevGaSYP9/KKEsBw9DliVS4rniy4MZ7yMgrXzGFnFK6p6e/u81+3HGMBn1kKpnl8yWd6DPPov2PBH4tohH4nEzABEzABEzCB2RGwYDo7ls7JBEzABEzABEzABEzABEzABExgRgSyhZiMoNJmWERtpG1ZH9b1oL+kR9iTFkUzOqWzWQCBsDD9+ydZj16ldz++Ts2txo1SfGnrEEbvkHSKbbIaPO+mzx+PlYdiNb7fjfywNt3Ious4dyzpsNA6kWXdbxeFYHpt4TxWNBAjrEfcaI4V/0rT5q5An6F9X1IbU3/GzsLStLDcJo4v18JL4vCYbpyZzcIlb+QVbcCS+p464WP6INbPdY1npO6IeLOx6IkJmIAJmIAJmMCMCFgwnRFIZ2MCJmACJmACJmACJmACJmACJjB7AhjT1DauUktCKYJpSy5ViS/IA/9J15mzP7NzfA4CF6ft9FEueUnv/uHNdYzRbz13W/FKDz8chwC7+24nLFZLcuk7GeeUvBFH+yGYjiSYyiWp4lTqa4hp2eUl8SttwfWtLeHjlpkAojHuiUnE/KTvO82fAMTjM/HGT7FYtEEW8e8qSbaQZnsRf/euPb3eBEzABEzABEzgWwhYMP0Waj7GBEzABEzABEzABEzABEzABEzgWQjwcJmHxHxwydvAlaTi723ipleKKeKp0+oSWLRgeiyXvL8qhum5rOzQj7LlHYZbF3LTi+WdkwmsI4GxXmqx9Jkbd/IXi3jd8oyMz4QYa3iR4z7Ldo6dbDePTs/ceD6dCZiACZjA2hOwYLr2TewKmoAJmIAJmIAJmIAJmIAJmMD6ECD+4JYEU2KbbmtelwkqD5Bxl8h8Y8JyZ31qvfo1ucR9pOKUDvQZypoTV5S4yh30Bunk6EzLJcUcVQzT37nkfVzdp7UwxaoOC60QTOWSF7ekWNxV9ampT6GTXmgdVqZOJmACJjAPArzvw3jD7xdiqcKSxpzx566RB9GUdNf2YqunJmACJmACJjB7AvwG8bIPid+tdfwtsmAazeuJCZiACZiACZiACZiACZiACZjAKhDgHh0rwLqsS3HT29TDZpYRTontlt1MrkJdXlIZ+91+Il7p2fFFOj05TwiojWY9VaplxVRU+7Vqaff1dqo3a0/CMq1giuVoRwEAj7tyydsepq6WK1Iv6Fv0MXRS1jlG4JOawwebgAncQ4BHzow3PHzWT1g8eGbMyQ+hbz6IZn8+JLbd3B4bPDEBEzABEzCBORHgPqs+9u7T1R/LvIC4bsmC6bq1qOtjAiZgAiZgAiZgAiZgAiZgAi+AQL5hD6EUwVQ37winCF5s416eh9D6nxTBUqLcC4CyxFXMginWpEefTsLaFMG0udmQVWkztWRZ2txCQK08qRbtM2KYfg4L0b17YpgimCKIYmH6QTFMEU/pO+NnQCGYss8aPgd6El8fbAImMHsC/E5h3c7vFIIp486lrPAnH0PzE4YlanZDX8RY/nqf2ZfMOZqACZiACZgAvz8p7rP4DcLbD0LpmUJX4K1l3ZIF03VrUdfHBEzABEzABEzABEzABEzABF4AgXh4PBa4eNicXfLWZGXaxPK0UlicclOP5SDbnRZHILvkvZCgeXxwknrdQSpXyrIoraftvVZqyMK0VC6ljY2NJxUSwfTgl6MQG/bf74UIW1Ker+gkE2kkMQJBFMH05zPFMNVDH7pI3ovHP9rlK8Fi4nAvmoAJmMDMCDDu8BvFGJTHnUnBlO18eCloh6CnSicau3jpI8aqWOOJCZiACZiACcyHAF593jbKcY/F39CErTjs8MKhBdP5EHeuJmACJmACJmACJmACJmACJmACJjADAlgJIpg25N+wqYfLvAnNOkRTLE/LeiKt1Y51OgPW35JFtjTttvtppLfSS5VSakosrTWqqVqrhGj6LfnmYy5O2+nTL4ehdO4rJiqWqxtq91coERMJMYJnPLjk/fl8kE4lPqzfI5+JCnvRBExgaQlkQTSPU8R4nhRC8/ZCMC1eKjnpXVowXdoWdcFMwARMYL0IbOre6vtWJTX0QioeDhBMeekQwTS7kV+XGtvCdF1a0vUwARMwARMwARMwARMwARMwARMICx1EURmaXludbug7lqbbsszhhj8Lqcb1/ASypWm3008Xp52wNL26HKW6BNPdtzuyNK0/qVAIph9/Oog83v74OrW2m1r+vUvmbGF60r1Mv1wM0tlYMLVo+iT8PtgETOAbCXz9SsfvrdvZrnc/4uUfTjHQA2tc93rM+kbgPswETMAETGBqAoQ+wcMB91PyHB8uefHU0pNgum6xTC2YTt0tvKMJmIAJmIAJmIAJmIAJmIAJmMCqEuAGf6ta0mcjbWtO7FMePiOm8iAaA0THOn2+1u335AZXgmn3opv6nV7akMK9KXGzLmvTsuKYluWeFze62eJq2pJdnHwRTN/9w5vU2kEw/X0i9hIPeHBr+ZtimJ73CwtTiw+/Z+U1JmACiyHAbxO/UySLowUHT03ABEzABJ6fAF56EE2ZT6b89zTzWSSyL43PgeXqjLJ9VNEsmD4Kl3c2ARMwARMwARMwARMwARMwARNYRQLce+OaF5eGxOFpSjBluYhvmsJVr2OdPl/LhqXpcJQG/WF8eu1eap+1I4bpzuut1NhspEq1HELqY0o1rWCKO7FzuRNDMD1QDKa2lmfzqOcxpfW+JmACJnA3AT2bDmse9uhpzNJ/JxMwARMwARN4dgLIpAiZzCcTP0uzdMnLvRjegEj8nY43hedOFkyfm7jPZwImYAImYAImYAImYAImYAImsDAC+Q1pLEwRTKu6+eehNA8BEFTZzncsT7U4MQ/HrmGJurDCr+GJLy8v02h4KbG0k04OTtNwMAwr06YE06YsTolr+pg0rWDa0TmJvUQMU0RTrE3nnfJDpvmfad41cf4mYALPQWAawdTjynO0hM9hAiZgAiYwDQHunbinQvLk710sRB8jqFownYay9zEBEzABEzABEzABEzABEzABEzCBGRHg4TI38oUoWgiirAuXvJrwUjNCKi58EVCrchVbHS+zDSHVaXYErq6uEh9E04Hc9CKcnh6dpZJc8r79cT81t253qXtXCaYVTHlr/WN7EIJpR/GXiMM0zxR9bHwCzjTfs82zJs7bBEzguQgwbvDwmcQQdXPc8LhSsPHUBEzABExgOQhkwZMXUBFK8ejymBin/OZxn0ayS97laFOXwgRMwARMwARMwARMwARMwARM4AUTyBaoNVmgXgumunFv6HtL8U9rG1JNdR9f3MovDyhpjgmnsjxUv+SLSjhLgTce1Mcksp5b/S9O2+ngl8MQULf3t2Rl2ki1ejUE1GloPySYwgZGp4pZ+kGxS7EuRSxl3VMTfWJST49m0DqyZlsW2ynDDE6nHJ1MwAReGoHxc+SodkkDDi/0kMJl78RA5jEmsHhiAiZgAibwjASeKpg+Y1HvPJVd8t6JxhtMwARMwARMwARMwARMwARMwAReGgEePYcrKS3wYHpDUhfzTYml37UqMS9p3aQwtgyMRhLhiPPT1wNz3uTmGfpmpXQd/+6pZUT8G41lvnnWv9/tp7OTduqcd1K/0w+XvPvf7yVc9E6THhJMh8GH2KWX6beLQcRHom5PFReE+9qVc+4bo8tCvM55WzCdpgW9jwmYwF0E+C3ipR7GG8YtXuzZqZVi989yL96VtTwpLPeZxzdPTMAETMAETOB5CPA79RSXvM9TyvvPYsH0fj7eagImYAImYAImYAImYAImYAImYAKpJXPNt81y2pZwqmfU+khI1VMBRDB58L22HnxuVDw0x7I0hEA9LO9KpSsE01dR1ppcCvNwncR+JMrMI3bm+j9VwipSXnOVw1UcpyrHsfHoXnlMmc2D5xoNR6kv17znxxfp8MNnWZZupO//+D5t7rYePJYd7hJMs6AMm7bc8Z7JwvQzsUvHAsNUmd+zE/VHpJ5kelMwzYxoBQsZ98D0JhMwgVsJZA8IzEkIplvVUrrUiyCHEkwZ2+I3QROPM7ci9EoTMAETMIElJhB/T3N/RRn1hd+0Ib9pz/iHswXTJe4gLpoJmIAJmIAJmIAJmIAJmIAJmMByEEAMK2KbptTQXTwxTquKs1mXFWdTol52i/jcpc1CIO4YO1LomCOeItzVVUbcCuO2kcfnepYeDx9qWkd5mec4QQ+VO+IQKV+EUx5mvFKe5IuH4llanGIZdal6nOOa9+fDOM+7P7xJmztPE0y7Untxv3vWv0xtLSOU9nQe4ZpZKrh8yS4/3MmnYDspfy++eWoCJmAC0xFg3N7SSzuN8W8O4zzjSV9jGnGZO/pkF+MeZ6Zj6r1MwARMwASWh0B+MQjXvrpNiZc1eRmI37bnShZMn4u0z2MCJmACJmACJmACJmACJmACJrDyBLAurW1cSTCVSKqH1gimLebawMPsEBG1z6wtL2+CQ7hEAO1L9OuMBcCuHiYgliLUIc4hhqpIXwmmPHzgYTtiKuVFUM2iKgdx3G0pC7OT8TcRTckPG1YtXi+TydWlxEhZi45UttFIznxVLvafNnXbvXRyeBqxS9/8sJ9aW82pDr1pYdpQDFQVQWLCKB12RhG7tCexNDgpx6c8fsm1eSiPvF+u/k0h9WbF8v4P5XvzOH83ARNYbwK8qLMtF7x4PGAc50WYC4RSjWn8FvT1Bgiu2Wf5Ish6E3XtTMAETMAElolAVTcWLb0YxH0V9yf8rh3P0CPMNHW1YDoNJe9jAiZgAiZgAiZgAiZgAiZgAiZgAiKAmIUIGUKhFLAsSvIAe69ejgfZvB0tPXWmlpc34WNJigiIxSTuZbGYRMycfAEbgQ7hNoQ6qW+45KVsCLyIpWGFOnbpyIOJ+yxFEfk4nvw5Dw/kEVH5zjaY8DZ41F3nHA4GqX3WTZ2Lbup2eiGewm5a0TRi8CnjRrOe9t7vpkarfhPBrd9vCqYVxT49E6dTxSz93B3KurTgRJn1/5sTdaHOJFjclVfUWfvAWtgjIeBm4fnmcXl/dmTbze2RgScmYAIvkgAPj3mQzO8NHyz/j+SKl5dmSIzHvAzC3MkETMAETMAEVo1A9qTAbxyefbjf+dTW3++8JfpMyYLpM4H2aUzABEzABEzABEzABEzABEzABNaXQEOC41eCqZQvrE3HmloIrIirCIp6BhAC2jQ0sgiaxUkekCPQEYsTwfRcgimuGLEqmiZxfqxLmZMQSvfqWCyVws0wsVkpdC73zTwRGmUvqgf1xYN5ysU6DgvBVAsIif12P30+OAnBFPGTRJ7TCqYbUpwrlXKqt2rhjrdar0YeD00QTH/76VNYtu6920mlZiNdyAb2VHxO9YY6b6rTLqRc9kwOJAiblJ9l1mcBIteR41hHDjcFU9blxCk4D8I5TKPddQD70IboG+E6cyyJsj6fO5ePmE00a+4DeT7GaTE1w/bcBF4IAcYc4pZiXcqHsYRYzIz/iKkkxhXGDScTMAETMAETWDUC/JY1daPEfVVNv3P8vvHCI54UnitZMH0u0j6PCZiACZiACZiACZiACZiACZjA2hLgQXa45NWNPoaEWRgsHmEXYuKmHgBsyjpocyxOTgMDa6Gu1EksSInDiVDKPFwvIloiqmkf/Z8qUR6E21wuXDxSpu1qKVw9Pmhpyll0LlxBcs582jyP/DXpnHbSx58OwrJ0V8JlvVm7ZjJtQTcUILUkxbEs4RQBdZp0fnKRfvv7QerKshWRtdRqpMutVuqVKyEuIzoiNJCwyuJBDGVH4ETUhAcxaWHEvnDmrXYETorAvtmCKzOM48kj8inWcgrOg7gR8W51MHP6CfuTL640c0ymOLfOSR/igyjaE2DerO/p5MzZd6g5ZaFs5MPHyQRM4GUQYHTRMBFjFWNGjBP6feBlCx4uk3ionMeVWOGJCZiACZiACawIgfh7XBP+5ua3jZcu+ZtZ/58tWTB9NtQ+kQmYgAmYgAmYgAmYgAmYgAmYwEslgPXlpGCarTx5+M0DgeJRd0GHZwJYPyLM8ZBgUigN4TREs9k8OeChO2XB9RWx8XirO+Kban2Ua7Jg9zQeD+6xPL3Uw/vLgd4EP+uk40+nIXS+/XE/NaeMQXrPKabahAvgo4/HEkx7IYJu1GuptLOZhpXqtTsv6nipGKtnF/0QIy9LpVQOcXMj6o9gChdcEIdgKiteXmwXphAow4JLbZNbILcfbZlxcXwWTEME1Xf6QLYeJQ+E2CxssH8Iq+P9yPw2wRSBl37BcVlEhX0uy1SQvJMJmMBKE2CcyWMN134ex6lUZ4a/D+TnZAImYAImYAIviYAF05fU2q6rCZiACZiACZiACZiACZiACZjAQghIBwurRdyzSq+TOFaIc1h0hmWq1pNCeNQES1JcyCKWShsLAbWYFy5dZyWQcdZwFawFHroTH++1YrFidVrTd7ZNk6I8mvS6vXR2dJ4GvUEqleXmt1FNze1mqtYq02Tz5H1GQ7nd1bmZhwwtzq9koToSX5iSEIQH3YFcBp/JGmuUkuKkVlXO7Vo5NWT9WwibRVvAHCte2gUS5FBY9RZWnlgSY02ahdBMiznswIegWswnRI7It8hDu36931gKwYqUIjOnHPk7YjpiK7ELs5Uq251MwAReDoHJsYZxiDGGYQCPAx4OXk4/cE1NwARMwARmS8CC6Wx5OjcTMAETMAETMAETMAETMAETMAETeJBAjtETgqmedGdhEmEOQQxL0rP+KKwIH8xshjvkWKzbtY3UwupSgiOCIKLffYly4zarc95Nhx8+hwXnzuut1NxspEp1epe6953jvm1xfskECIxYYPId3RGrUIRgSi+NMYTUK1nA9tu9dH7aTkOtL8llL7FSWxJMiZdU0t53VZd8w5JWcwRMckYAf4jPfWV/zLZ8/hBMO6N0oj7SUcX6qrNF08eQ9L4msPoEGN+qvBSiqvC7wfhnwXT129U1MAETMAETWBwBC6aLY+8zm4AJmIAJmIAJmIAJmIAJmIAJvFACCHJYm/LAO1y68sRbCZ0PUQwxDrerzy2CFQ/gFcdTKuCuXPRuKbYpLmqxgr0vXVJWGWtenLXT0YejqMmbH/ZTS654XyFY3qVA3pfpI7YVvFJY5GJ1iWjKKesq+7asZauKh4rdVUeuek8+naR+t59KsjytKrZqAwvYekXCqsRSDir+33p22odGIi+WoYJoOufqcdZI+fwIpIimiOpYmrZliUyd9d/JBEzghRDAjTeu1CsagPpyM97TizZ2yftCGt/VNAETMAETmAsBC6ZzwepMTcAETMAETMAETMAETMAETMAETGB1CfAgHrEUS9MdzYnHqf93WlIOB3If3O6HINk5b6eyXNvuvdtJjVb9WSBgXYXA3BkUlrksR1w/uTzelvhbZrtc9RLj9Pz4Iqxhm1uN1JAFbF2iKVawq5QQR4lhei7R9HN3GHPirWJdRmKK8G79NHB4YgJrSQAPBXsSTPEEwJjQVQzpU8VcZixwMgETMAETMAETeDwBC6aPZ+YjTMAETMAETMAETMAETMAETMAETGCtCRAPL7sN3qtLOH3A0hQh8vPHk4Rw2thsSiitSYishnD6HKCwMJVxVQgFWF5i/4mryorqUZLlVV/lOzk4VfmGcr9bDxe8hVBaUazVjbQh69JVSiEOy6oUy1JE4piPrUyxekU3XYSF8ioxdFlNYNUJYPmPBX09XKe/0ksUeoEiYl9bMF31tnX5TcAETMAEFkPAguliuPusJmACJmACJmACJmACJmACJmACJrD0BCYtTRFNsTS9LWbn+clF+vj3g3Al/OaHN2lzu5U2SrJIRXl9hoQ1JbFFsbIaYGkp4eDVSD6Ch6N0qU9f1q8XZxchjG7n2KqKWVoqqZArmLI1GZZk0odDKOlIMFW1ZQVcCKZYoPa1IixPrZ+sYCu7yCZwPwGs6Ik7jWCKeMq4cCzBlGvfyQRMwARMwASWjQB/o+YwH/x9ygt+JNbzoiZp0S/8WTCNZvDEBEzABEzABEzABEzABEzABEzABEzgJoH8AKMhlXRHrh+xZtqUu12E1MmEm9tf//pb+IB9/8d3aXOnFXFLnzu2J7alPHzpdfrp/PN56sqy9FJWryWVvynL17osXyNeqeqAVem8Y6tOMprlMha11DM+CMV66NTVB+G4orZhjnvOM7nnxGVvB/NbJxMwgbUiwPhMLGweMpd13TMucK0jnDqZgAmYgAmYwLIRwJX8ru4nSLzg0x3/fZpf0GT9WX+xL/5YMKUVnEzABEzABEzABEzABEzABEzABEzABO4kgAi3KdFxWw85iJnXvBHT9OKknT7+JAtTub998/1+au00ZWGKKPm1sHrnCWa0YYQ1qWKVdtu91D7rpH53EME8a4pTuvN6OwRTyrSqQuldmCKGa7ypfxUuiIcSS7u9YTrRw6iD9jC1ZXmaKorTumKuh++qr9ebgAmkxOjKZ0OiqYxM9eqEjOolllovde8wARMwARNYBAFelORFHtJQL/HwAt9kaule4rtWOX63DjvDdCE3KViU8uLPljzZkCyYThLzsgmYgAmYgAmYgAmYgAmYgAmYgAmYwNIRQPcsacKDjv1bYpp2L3rp80ERw5TYoFhyNjQvI9I9YyKW6vGnkzSQWIglaYVPlU855sQrRWIYP8t5xpLN91Q8kMK6dtgfyrq2J8taCcbn3XTeGaQzPYzqlSspbbVSqlXnWxDnbgIm8KwEisfSGtXGCxZLnxW/T2YCJmACJjBBAOGzqXsFUnsshk5slii6kX7crMhTzUYIo6fyhIJAmkVT9rVL3kliXjYBEzABEzABEzABEzABEzABEzABE1haAtll1nZNLnrHMU3RIPtygXt8cJqGg2HCmhPRdBGCKZauv/30KY0Uz3Pv3U5qbTdTtVZJpfJqxCq94m18KR7EYMVaFkvYssTeEuZjE6l4Y7/YF6ve2F+uh/v9QbgjHsjKdqTvHT2ECsG0VE6jzVa6smA6QdGLJrA+BHippfgULrlvs+xZn9q6JiZgAiZgAstAgHd1eKEyv7xDfNJNiaL8nYqXk5sxtXnx8m2jnGpyzYs7XixMF21RepOjXfLeJOLvJmACJmACJmACJmACJmACJmACJmACtxLggXx+e3xvwtJ00O6kT78chdi3/343tbYaC3HJe35ykX77+4Ee1Fyltz++TpsSTDckNq6KC95LCaWDsZUoFqKUfWd/K9UaX1uGUr9LCatDiaKIo912N1wQcyyxWbGubaoNhhuldCCXZ2cjxXV9tZFG+jiZgAmsFwHG5bImjM08rMbK9DbLnvWqtWtjAiZgAiawaAL89tT1u8OcxO9QvfJK7uFT+twdXscozeXUrqmuNy3ZXZEk0kg/WIu2KM1ly3MLppmE5yZgAiZgAiZgAiZgAiZgAiZgAiZgAlMRyJamO7I03VVM05EEuwNZdiJMvv+HN2lzR+5fF5AQTD/89WOc+bs/vltYOb616sRfbZ+2IwYry8SBbW7Ww0qW1/d5h192pZE9b+9jWYobXkTTXrcXgjVukButetra20wDHf/hYpiO9ZZ/l32JZepkAiawVgR48BwPqfUQGneHjBCnXPOy3rGl6Vo1tStjAiZgAktF4KZgikMUfo/4e3PZLEenBWfBdFpS3s8ETMAETMAETMAETMAETMAETMAETCAI5Af0uN16XZfL2F43nfx6lORhK73/w9twhbsIVGfHEkz/8luc+rt/fJ+2dhcj3H5r3dtn7fTp56MQQLEQJTBhV3FZcc9bkviZ9CAKoRRhGjfDWJO+UmPgtrcuK1RitfKdfVm+0Ov7v5wPQjDta5m3+Z1MwATWi4CG3VTSmIBY+q5VDksfXpI4V2w4W5quV1u7NiZgAiawTATi90d/dzIn6acorEf5W3XZLEeLEj48tWD6MCPvYQImYAImYAImYAImYAImYAImYAImcAuBuhRSLEwrg0HqH53ILZce2H+/Fy55b9l9bqsijqdExXPFMD34+TCExPd/fLsyFqYIor1uP6xLiQVL2n2zLfFzI51/Pk+FtanUUp5EyX6M9WUJpqWyxGrNcdnb2m4UlqhxdDHh7f5sYdqzhekEGS+awPoQYFTgs6m40u8lmOIBAItyBNOwLpelqZMJmIAJmIAJmMDDBCyYPszIe5iACZiACZiACZiACZiACZiACZiACdxCAEtTYuZVRqNU7fXCwunt683UatZu2Xt+qwZ9ubJVzM/2WSdEx0q1kt78sB9xPOd31tnl3D7vpKNfP6dup1dYi+JSV26NsRIlLimxTXlbH1UE69IN3ubXPD5aJtYpAirzyXQxuIwYpogmLGNl6mQCJrB+BBBMs6v0luLHESOup+v9Y3sY1/761dg1MgETMAETMIHZE7BgOnumztEETMAETMAETMAETMAETMAETMAEXhSB8tVlalyNJJiW0v5WPbXkppcYRriJDJFvTjSGA1lmSmTsdfrFR1aaiKcVxfHc3t9KjXH8T6wwlzFdSQXlc44r4b9+SsPhMO293Umbu5upLtEZwZTEPpeXhdiZxdJp6tNRECnEUj4nXeKYWjCdhpv3MYFVJKB3V0I0bVQUy7Si2NIaNw46w9SxhekqNqfLbAImYAImsAACFkwXAN2nNAETMAETMAETMAETMAETMAETMIF1IvBKbmJLejiPVdO2xNItuelFPMVlb0mKaXiSnUOFL06LmJ8dxfksSyAgDQdDzhiWmrip3ZUA2ZDF5jKmwpWwXGdKMP30y2GIy29/eB2uhEtiSYxSktAyZaI0PU8szM4lKh9LLD3sjFJbAqqTCZjAehLAyhSr/7ImVX242nsSS4fFALKelXatTMAETMAETGCGBCyYzhCmszIBEzABEzABEzABEzABEzABEzCBl0yAB/V1mTltVjcU23QjtSRi4rKX9RuPEPoeYjgiHqdc1Z4pvucnxSzFbe2mXNiWZZF5KffAuLDFIrNaK6eW1iOYVmoVxftUKcaubB86xzy3Z6EUcbfXHaReu5e6bYm+Kv/+u92ZCbzELT1THMPPsjA9sqXZPJvUeZvA0hBAOOVD4jWL/KpFrPDEBEzABEzABEzgTgIWTO9E4w0mYAImYAImYAImYAImYAImYAJhO0ObAABAAElEQVQmYAKPIcBD+pLEUWmlaVPeZDdlZbol0RLL04qE03DR+5gM79gXF7wnR2eKV9oJV7y4rt19ux1ubHFfmwVV3PV2ZX1aKpfTzpvtiGk6abl5R/ZzX43A25VISuxS4q7iZndLbnhn7UK4rbilh91hCKbnEk4dw3TuTesTmMBSEJgUTJeiQC6ECZiACZiACawAAQumK9BILqIJmIAJmIAJmIAJmIAJmIAJmIAJrBIBeeKVaHqVmhJKWxJMm4qpVyttFNamsvDE0+xjLE5zrE9MpS7O2mnQG0ps7Ib73Q3lS7zPHcUsrTWqgQkLU0RJBMmTg9OwNm1tN6/jguK+N8c1JQ7q1aWcV0a5ZA2r+Kfk+ZSULUhHw1FYwmLVWq1X4hxYlQ56g9SV6Nsfx1yt1qsztSy9RDRWlc5Ut0/tYTrpK9arXHM6hOlTWtXHmsDyE0Ao1fsXYdVPaQeytB+HP17+wruEJmACJmACJrBgAhZMF9wAPr0JmIAJmIAJmIAJmIAJmIAJmIAJrBsBHtrLoDQ+EU9PwmmIpxJOWyGevnqUxWkWIBFC//pvfw/XtbjZrTVq4Wq3Kne7uLMtjYXOEFilEgwkTvbl8hZrTixNyadSrYSw2txqqpRXiTioCLDSNCVqVuXatxnzp7RJtiAl7/PPF+EKeO/9boi0xCvt9/qRPWXBqhTBlzpkEfcp5+bYgZRR4pWeyBXvgVzxXsjSFNHErjmfStbHm8DyEsjjbo0XVTTOErr0lJcl/KbE8jaaS2YCJmACJrBUBCyYLlVzuDAmYAImYAImYAImYAImYAImYAImsH4EcmxTLE2vBVOZQd3lohfxMgTX8T6XQ8X6vOiFRenBzwchlG7v48K2ca/QiHBKLFME07PPZxJNe/G9IivS5nYjvZKpK257R7LEJGF5Wm1WU03CKeJpuVzS2lchpsYONyZXyhv3v0XM1EtZql6FKDnoD1JHFrCItLgPLpVKqbXbCte7Ha3DojWLpVtaz7lmmToSSz93R+lYgimiqQWTWdJ1XiawnAQYMysaMxsaZ7cURxqd1LGLl7OtXCoTMAETMIHlJGDBdDnbxaUyARMwARMwARMwARMwARMwARMwgbUhEJZPIX4WriK1KLeREiLvqKEMpCLuaUMLfK66EjwPjlNfYuPbH9+EkBlWpRI4cZ+Ly9vbEhZW2FXmmKbEC8VFb18ucYl7WpGb3LqsVIlritjZ0/oLufHFWvX1+73UkiBLfNG78sedL4JrD9e6smQN97466VCueHG3iwBLbFKOP5e16Wg0ksArQVaug8NCVuefhQvgm3U/k1XZh4thCKZdiac2MLtJyN9NYP0IhFgqf+gxbko0xR2vBdP1a2fXyARMwARMYH4ELJjOj61zNgETMAETMAETMAETMAETMAETMAET+AYC2SIVS6kQTHu9dHF4mgbtbvrv/9cfQ2ytSChFzHxMwrrz+NNJWJy+0rFYdhLbFItT3PUS8/Tgt8/KdyO9/8PbtLXTSiUts+9tCevRs8/nIZoizhaxVlPkdSlxtCZXu/vvduPQo4/HIag2txohliLUIqjOMo314YhZ+vezfjqRlSliaayf5YmclwmYwNIRYNxsyMy0JtG0qnFroEHp1BbmS9dOLpAJmIAJmMDyErBgurxt45KZgAmYgAmYgAmYgAmYgAmYgAmYwIskgDxZ0sP/7JY3ye3tUG5uL2W5+a9/2E0hqMoqFIuqx6QRlp+yIsWFLgnrVERLXPMS8K8tN7qHHz7Htv3vZGEqcfM+wZQYpZ9+PgxXwdt7W6kqERR5EovSnDeWsCTOixUrcUr5sP2xgm9kdM8E0Xak8+OG9++ng5hbLL0HmDeZwBoR+Grc1BjEtd/XWGcL8zVqZFfFBEzABExgrgQsmM4VrzM3ARMwARMwARMwARMwARMwARMwAROYJYF/3KmGUNqUYFqVoopIgEde5rj5RUPlwxbWPybhsvfg189hKbr3fjdhDYqoSb63pfPji/TrX34LIfTtP7yJ/dkPMRQ3v1iqPme6lGI6kBZM7NKfZWF62i+E4ecsg89lAiawWAKMVnnEQjT1SxOLbQ+f3QRMwARMYHUIWDBdnbZySU3ABEzABEzABEzABEzABEzABEzgxRNoyU0vFqbNilxPal5Yor6KdaxHRMXyVLvdKXTeBTFbjMoQNL3+YT815a4XK9c7BdOTi/TxbwcSJK7SOwmmuPeNpGOwMr0r9uld53/q+iFxWGVOhmD668UgnVswfSpSH28CK0lgUjBdyQq40CZgAiZgAiawAAIWTBcA3ac0ARMwARMwARMwARMwARMwARMwARP4dgKImMTpQxhFMC1LnEQsDcFUc0TTOsKpPqzT/2uLK84adqk31rH+QjFMP31QrFEJj9tvdyLWaOSr/GU0ei2cEqsUt77nJ3LJ+9MB6mj67r+8TZu7LbJZWBqo3O3hZTpW7NKP7WG6wNx0TsmCzJzAOlsTeCQBrsUY47SAW+6wKh3PH5lV5MMx5BPzYuapCZiACZiACbwIAhZMX0Qzu5ImYAImYAImYAImYAImYAImYAImsD4EskCA5af+hxjKfENLCAcIprjsbcrMFItUxNXYd4yAfRW5NI6dpNLuDtLhSSd1JYaWanL9WykX4it56YMAS8qxUM8+n0swPYyYpD/8H9+l7b3Nyeyefbkv69KzwSgE08POKMTTeRQCCgWJsTgzj5M4TxMwgakIMCwxxpU0sOGWW+9MyDW3XuoYi55TZaKdGDt5QYRrmzDP5BXi67QZeD8TMAETMAETWHECFkxXvAFdfBMwARMwARMwARMwARMwARMwARMwga8J8NC/IRWhkQVTLWOJiiCAGIB4Kn0h5tfKn9Z3JTZ+7gxSZyChQPuUFIMUIQLRdbdWSnWJpqR+ty/r0ot0cdpJ7bNuqtYrcsn7+otL3tjr+Se44z3vSzCVS94DCaYdlJM5JBjyIVlQKTh4agKLIoClfUMuyhFOs1g60Fig/49KHM/LJoyfJETTniaPzedRJ/XOJmACJmACJrBEBCyYLlFjuCgmYAImYAImYAImYAImYAImYAImYAJPJ8Dj/iK2aWExhTtd3PYiCCCW8j3c+WpZ/68tTXtDWWhKbER4JJFHXYLpVrWU3jbKYbHKemKdHvxymAYSJ3HD29xqyn1vLVWqZTYvLGFhihteBNNPnWFq2yXvwtrCJzaB5yKQBVNe58CylMset+KPtTDlfZC6BkfGvIa+kMdnjSVdjYtOJmACJmACJvASCFgwfQmt7DqagAmYgAmYgAmYgAmYgAmYgAmYwAsmEAIqYqkEUIyncF2JOMB8UjAdjlJYZSI0IEKwD9ZWzVJKe7LgqpPR5WXqtnvp5OA0bUhceP39vgTTRuT9iswWmBBLsColhulvc45husBq+tQmYAITBBinahqLGNuwLEXo5J2Px8qcvFBS0wRLetyZjyyYTlD2ogmYgAmYwEsgYMH0JbSy62gCJmACJmACJmACJmACJmACJmACL5wAUmaIo9fzIlYfvmXZRkIoHSluX1XKw7Zc8CKaIj5sDIep2uuljX4/XcltL/lUapVUl1Vpa7uZqlomlwXrpVFWrGOxMP31YiD3vPNxyRuwPDEBE1gKAgilWNCTGL8Yxx4rlnIsOURemvCiiLKyS17AOJmACZiACbwYAhZMX0xTu6ImYAImYAImYAImYAImYAImYAImYALTEKjLymonYpYWosErCaYbna7Ug0IwLVdK4Yq33pQb3lo5lUoyQV2ChLjbRTCVhekHBNM5uuRdguq6CCZgAiJQCJ2FYHoplfNbxNJJkORU5OYYxZNcvGwCJmACJrD+BCyYrn8bu4YmYAImYAImYAImYAImYAImYAImYAKPIBAxARXHryW3lMQvbUgPLcsV7wYmV8xlfVWqSCiV68qNjQ1ZlmZ54REnmcOuxDBFJMXC9EAuedtyz+tkAiaw3gQYfYjNTJqFYEo+eUR7qvhKXk4mYAImYAImsCoELJiuSku5nCZgAiZgAiZgAiZgAiZgAiZgAiZgAs9CALeUiKbE8duVpelWVTH9JI5WZXka/7Ka8Cylmf4kvdFlOukVgunn7lDxTGcnd+Qqzy7H6evlPZePgPvDcrRJboc85/r0NbocbeNSmIAJmIAJrB4BC6ar12YusQmYgAmYgAmYgAmYgAmYgAmYgAmYwBwJID5gsIVoWpNIipXpa5mZtuSKVxrqtTXXHIvwTVl3ZVF63B+FS16sTLszEkyDx7hEFmS+qWnW6iD3h+VozpvtQKksli5H27gUJmACJmACq0nAgulqtptLbQImYAImYAImYAImYAImYAImYAImMGcCCBLSS8PSdK9eTttYmkoxrUpIxQVm9sQbIoUmuMMsNMqr2M6xz2GRynllXKr4pZfpQi55T/oSThXHFAF1FgIKHGbt8nPOTefsbxCgDeMTfVJ9Vd/xMP0t/YN8SuP+f6VMnpLXjWL66yMI0A6+Lh8BzLuagAmYgAmYwAMELJg+AMibTcAETMAETMAETMAETMAETMAETMAEXi4BRInyhKXpXr2UNiWc1rSupA8J4Wkk6YkYom0JlohQdaml1dLGs1ikDjivxFHOz9nbg6t02FEM03FZvkUUi4qNJxZmJmms3jLtx4f+itjPl+ElIrs+6hyP7R9kUbw0ULAgj4Hy0n+nZySQ25RT0pbG/4zwfSoTMAETMIG1JGDBdC2b1ZUyARMwARMwARMwARMwARMwARMwAROYFQGECT4NWZcimOKit1kuBFHNQqgYSjXFBe6ZXOIiIOHKty7BNFukkgF5zCMhlF5IMO3pw7kRSrEw7YwtTJ8qpFDuXHbyemp+82DgPL8mkNsLK2isQRE4icFbV4fFKhHBFJEzf0Jsn7JhEUxxV40FNekuwZTN7EsZsjVrnseBmrAP25lH39JkymLkLF7kPHODL8BoA3N7kV3BlTYBEzABE5ghAQumM4TprEzABEzABEzABEzABEzABEzABEzABNaTALoEFnoIoc3yRliZtiSgIogiWiA4IVDiEpdlhKGG9ttX7FP2KUkSQhiaRxrpZCGa6tyfJZQi2nYk3iKKzUpEyUWfVX7z4OA8CwK0FR+EUWn213F46a/0Sc3CjS6WyR19zol7+4iYt5G/JsxJ9ImbQijrEVS5XigHls+4jZ60ROV49tnQBcQ1RB6T28nD6fcE4MYnN8Bt7H9/lNeYgAmYgAmYgAk8RMCC6UOEvN0ETMAETMAETMAETMAETMAETMAETMAERCALFVjqIYJuytJ0u1bENM1iD1aePYlQfYmViEWvG+UQqQDIPiTEoeITskex8gnTiGGqvE8lfP16Pow5Yqn+X6d8polV19u8sF4E6FtYgPLJfXVLbqQRTLF6xsU0iT5C3NuT3mX62B6GcEqfua+PcCgWq+TNCwDkoe5+q0tYxFCuAV404IzEOo39tYBFNidiH8pT0QLnJe6u/jvdQgCGMIc/zIgfyzhDmzmZgAmYgAmYgAk8nYAF06czdA4mYAImYAImYAImYAImYAImYAImYAIvhEAWLRAssNbbqeGiV5amWtb/EC+w3Ovqo13CEhWBoydhKgtB7DcpXD0VXRZMT2Ql+NPZIATTSRElyjw+CdqK9ZWnEl/u4xEzs/Uzwj7uo+vqdDnuKBafJPoN/eSsj2A6kHA6CrEfAfS2RH/+0u+xrH4V7p87smzGUhUxdDJxFo7Jwi3HcmquA9xGY03KPoi6lJejs4X2ZD5eLghMsqypPS/F73xs0W5GJmACJmACJmACTydgwfTpDJ2DCZiACZiACZiACZiACZiACZiACZjACySA0LMpoQfR9HW9LKtTLOnkflRCVG8sHtWkciAMncj6kxiniEJZ0KrreEQkBFWUI8Sjb0mcDxEKt6o/nfUlmH5toke+OW/O/7Ws9S1n9DHLTIA4pbvqk9v6ZKtSddMQOCfLrW4TffVMolshmBZxcNVNb030WwRYXhDYU94IeAic9Lcstt52oLp5qqlMHI+1Ka55s2DK/jlflifX833Z0uR19NxlgyOWuIw7NVkKjyyYPncT+HwmYAImYAJrTsCC6Zo3sKtnAiZgAiZgAiZgAiZgAiZgAiZgAiYwHwIIRljtbcs177tWWUJSSeIP4mQhmnJWrPAuBqP04aJwlYuOikiKkIXwxDGISU+JcYpwgmtOBNNfzgdhMXizxosUem6Wxd/nS4C+9a5ZDiG/MRYqQ8rPnWB8evoNwj4xbz/JJS+WpvfFEMWi+rVi8vKCAC8KkB2W1IiluPRFPL0tsR/XCtcC7wYg1OKSlzmJdWUmSpPrY8USTShhUcripYM7dOW5lRiGxQsWX8YYu+SdG25nbAImYAIm8AIJWDB9gY3uKpuACZiACZiACZiACZiACZiACZiACTydQBZQsLp7o1ilCEksI6KirLCdRGxRhMzj7qhwQypxqCErsZYEU8RWBC5iPWJpl0Wl4sjpptMIptPl5L1WjUD0QU2wUpbRYcwRM99IMN3SHIvEQtqU+12Jo5fDURrJxHM0Ul+8epU6rzbS+Uh9VKInrnVxx3uXEJiF2N26+rnEU7o5Aiv9Ogv1dx37XFzzNZfPl8uT1+fveftj5uTB9UnCqvspeUUmj5xwZjWnBhbilyI8F2V47nI8stje3QRMwARMwARWhoAF05VpKhfUBEzABEzABEzABEzABEzABEzABExg2QigX2SXouGaVxZ4iKaTFqPEGfx4IcEUUUr+Ton1iGtS7RauNRGiEKFCONV6tj0mPeSS9zF5ed/VIRDamYqLKIr1Z0MuoZkjZtKXcN06KZYO+sPUbXf16RUfbe02W6lXLkv4TOHi9T7xjXyxMKWvblVKsnbEIjSFhenPxM5V/+b4+/KYJ93M49VY1MyCIucMoVHz+wThh8pG/vna5CWFRdTz5siwiDI8xMnbTcAETMAETGBVCVgwXdWWc7lNwARMwARMwARMwARMwARMwARMwASWggD6Znazi6UprnaxGGUdglVHAUYPO8N0LEtT3Jb2pdpgIYauw7GIXIitWJvmY29zoXpXZUMwVX5Y+v0sS9YsXN21v9evNgH6DS5sEeqLeJZfC6bEt0SMv5Ilab83SAP1uwHLCKYdiaXdQeppuVcqp36rlUbV6lRAiLkbYunYKlrefkMw5YWAQ7nkZY6QeLtj3qlO8aSdVJyw6p6rYMpJlJ4ivBY5eGoCJmACJmACJrBsBCyYLluLuDwmYAImYAImYAImYAImYAImYAImYAIrRwDhE1e8DSlViJ67uOeVEIr1HwLpZ4mZuObNgqn0KwlLhX0Y7lQRvhBM38iCb1NzBK/s/vMhGCOpr7hGPelepl9kyXq2YEu/h8rr7U8jkC2aN9XPdtRXEDKxfNTseo7gjjXp0cfjdHbaDctm4l0i9F2WS1Lp6+mqWtFyOV1tqLNNkTgv7n7r47ioHEK/wzoVq+mBMu/i7rfo1lPkOPtdxnrmdca5KHl9/n69wyMXZpXPI0/r3U3ABEzABEzABJ6BgAXTZ4DsU5iACZiACZiACZiACZiACZiACZiACaw/AURTrEoRSndqGyF8skxqy8r0vH8ZomlPfkyxCkVYyq49EWJw5fs6YqGOXaoiZGlDFmkio4lJiD+aIIS1pVqdSCg9kCUry2yL7RP7e3F1CdAHENClj4ZFMmLplr5shzXz14LnFcKohMuL03Y6+HCUjs+66fxyI/Vl7yxFNb2qV9PGZjNtSDB9TMKitKb+jPU0Hyw5EUzpaMRPxWq6p06NgJ/7LH2Q9exGr4y5lnO/f8z5va8JmIAJmIAJmIAJzJOABdN50nXeJmACJmACJmACJmACJmACJmACJmACL4pAiKZji1HiSO4p3iMud7UqrPwQNDsSNPl+Kcu8bJGHwITY2pAqtS3r1LcSTlsSwyZjod4EiRBF1EgE0sPOKARTlhGxtMlpTQjQN/jQjwqXuIpTqr6V3T5joTyZhoNR6sn1bvu8m05P2ulMfeK8Ukv9Damt7ItoKivTV1Nalua86dvZuhULaqyiEf05O32XOWIpKZcpx9dF1MctMH2TFwY6OhCrVCcTMAETMAETMAETWBYCFkyXpSVcDhMwARMwARMwARMwARMwARMwARMwgbUggHDEpy6B69rSVAIXVnVHWIDKNe9oMJRgJOvQV1o/Frw4BteqW9r3bbMccU2zKHYbmGyliqvfX8+HYb2KCGUd6jZay7UO8TG7YsaVrrrC2BLz92I3cXARJLMAj3VpTd/pK7elXqefzj6fK1ZpX4K6Yui+KqWTUiV1NZ9GoiRXuiTZI4My50MZbgqm6KOhwWoS3Xjiuw4NS+ro5xJIs2DalWB6oZUIpwioiKzus7e15NPWCX/0kWx/TB+zZe/TmPpoEzABEzCB9SZgwXS929e1MwETMAETMAETMAETMAETMAETMAETWAABxApEJmKY4pYXy8CKFKX+UHFM2/108vlC1qVyXdpqKPhp4Rq1OOZVxKTclkvfHVnxYcmH8HpbyoIprnh/OhuEYGrh6TZSy7Uui49ZAK3J4jNigKrxiHebrTRzqcPyWPtgfYxlKbFycc8bAmXeaWKOK95PPx+moSw6t9/upGG1lj4ovu25BEoE04dE0+i3mnBeuh7nwxUv/bCh/oyIT7+ejLFL3+VD3rHMRCnOpwn9kv7KHJEUy2ri+Z70LmV5fRn1Z5vT7AgU/aZoR3Klj9myd3Z8nZMJmIAJmMD6EbBgun5t6hqZgAmYgAmYgAmYgAmYgAmYgAmYgAksEQEEJtzsNl5dpY3RKA1kAXgqUQtLu8taNV2WZPknseiVhKlKRa5O5S6VY1oSyHbKslTVMvEiNyRYlSvlVCJgZMhShUveLJgyt+i0HA2fRcMsKiIW0sZogmrOcGeLIP5dqxKudq8FUzUgVoCTCeGLPlBVu0sv/UqonNyPuKXD/jBilx799jltaP/XP75JV416+u1iGC6bsyA7eQbKqlOENSIWpHxwt8v8a8GUcqgPsvMTEoLwQMIwcX0RTM9lIY14itveG1V/wlnmeygEEKwzCsrNOoRkEpwXXZcQTDWG8KIG7W3BNJrGExMwARMwARO4k4AF0zvReIMJmIAJmIAJmIAJmIAJmIAJmIAJmIAJPJ1AIZDJjerlKNV63VTVHNFzIMHo9KKXOj3c80pMlRja3Kqnaq1SCFgSV8u9XipJYCpLRK0362lzt5VqjWraQKlBsZESgkven88H6ViCKfksWqh5OrHVzgHJjA+CVU2CFQn3s7QNwpWaPoRHrIfftxSrVioobYbL1CysckxONDXCK/0IF7k0+20JV7wnR2ep2+6lKwXIrdaraffNdkoS5RHTESeZd9XvKAcfEvki0GO9ulkthUU0gilFD6Fec8qAC+FcluLIb5siHFMC6bthbXqm/vupPYxYq6vQf4Xiun2zQIoATHvjghuuXIu8ELHIRFuVx22W+5dd8i6yRXxuEzABEzCBZSdgwXTZW8jlMwETMAETMAETMAETMAETMAETMAETWGkCWbioXY3S5rCfWhLMmhI9L6UYnZy0U/v/Z+884CMrqzZ+Npkkk96277IsvSMgRelIU5q0T5pSBMEKImABQQEFFUFBpQmICCJIEwTpVbqAIIj0sgtbsultUvd7nnPnnZ3MJtm0zSa7z/uZmcnMLe/933uX75f/POdAdHVCuNBc5UCWxpAyZdp0AqRXFhKDWYvxjBRqTm4MsjQP4jQXP3meNiWYxkSnzWtocxnWDpXTiZ8Vq2rG9eka1uQp01yU4lx6Cds0YdqGc9yGc87rgXKSCdPKOCQ5Y6NDGBSP1J5dKPPcnuhwUdrSlEjJ0nhhnhUUxTGhmJe9pSytaumyFqQ5qW4pYSn8KEuZYKW4pTDNR6yUUwrp2CFMbVCrNLV324KWSPi3JsXyoDYwAgu7BMVDOOb+xCKXdXYU3zi/fE3Ry0Quk+RM0C4iZ4jpFTn8mJIT4KWifxNW5NnQvkVABERABMYDAQnT8XCWNEcREAEREAEREAEREAEREAEREAEREIFxS4BlTdmnEmFCK6WYgmSJU4pCYXR0IBUKscJyqh2Qo4mWhIvULCRKc/Nilg+xGoMspVxlgrC5vtmFauW0CqRR0f8UoxmJwoXVTdbAVBv6VXZkUdpIkIz2BUNBhdPrArQcIrQI1pEykkKNyVEKtNpElwu1YojJ4lwISpZg5kpDGIuxzW6IutamVqtdUOfXT7ww7jI9D0Kd1082rqNuXGmUtRSmLM3LeXCX+ZhfCeZBUcp5hnK8TMD2l2QdwlT7XYU9TOvAhalM/nCuozlInz+pRDB231+vTy6bDTmK0+dSPCpdjAQwfue55vxr8SWGFZ0wJUPOlWN0iUb71KMIiIAIiIAIjDcCEqbj7YxpviIgAiIgAiIgAiIgAiIgAiIgAiIgAuOKAOUUS7NSjrEMaxFMS5Tii3RGEF/tCQhR9DbthETNhmVlSVUmBCm9uiCVWhohxhbWoRfmYiutKLZcyFSakLa2DmtCsrAVgba2ggJrz4552dVR9k7j6pyM5GR5FpkaZVqTPT55fiviFJFIBSclGvfHZGc1RBrTiBSmTJbmYUXKt6GMzg4K9jZcFwkX6XB1VlxeHJV1xrXD64aDsha7dqE+r7nD06YUpEyT9jbPocxlOOuwRHADUqaUpTUrQDSSPn8GJUyxQkgSR71lIcZxrln6lsKUfVnZxzSISm6fg+eIr/kcvYoewyXA5XG6fHBtvo7WiVLjPJccXJ5ylv+28Dlsk8+870OvWs5HQwREQAREQAREYGAEJEwHxklLiYAIiIAIiIAIiIAIiIAIiIAIiIAIiMCQCFBiUHBQkrJkJ/sclkJWsWQrR+RAkBZEipSylELUe0fChlB68TXf8wQqep5SkrW1tlknep92oc/pBJiaGEr5TkC53u78fGtFwpRpwtFO6vnBrIIPlFZBiLPMLpOlLNXK5GF6UpPleBshBimx0tOnFGJDGRTo1fNq/JopLC20fKRLc5FsjaEXbhauCZZ15uD1RflGKTkPvW45D+9XCqHL+eZjrunzHMpchrMOE6ZM3lKYrqjrlqR4HigfOforycvPuRTxRj1CQ29XvIc3KTXTe9YuWR59YSnQ+UPiWN+3g3V4rXBwv7w+uA1/xnnjueF6/J3b5fBSyjhv/DclF+vyGqR4Z5/ZBM4veTbDko+HnrB+QHoQAREQAREQgTFAQMJ0DJwETUEEREAEREAEREAEREAEREAEREAERGDlJkAdwlQfhSlTpuVIIFJ2DGZ0o6cpk6atzQlrrG2yNshTClMKsvziuMXy47YYycKm7iyrakXpVcYKNZYbAZ5TSir2/2SqlCV2KSApwllwOeneUvunvKLM4mASlQnFoQz2LKU8b2lssbpFDS5HQ4lmCjsK9t5GI1KPTJgyfcj0K+fLH5aLXpGDCdN6zM1L8kL0sZRtpAUjoci5BbkYPUfHx9dESKGY+twXXrKebye5MfYWxW5cRobtD+e4uW8KU8pK3y1fU4ZyMhzYCbvFcn5BaPKW53ohFRrm4SljLo85cp68THi9dOCHy1CEBhHL3ylMC3Mm+PVWgI3yWuI2uOtmiPH5KL3cgIOVMOWJ0BABERABERCBgRGQMB0YJy0lAiIgAiIgAiIgAiIgAiIgAiIgAiIgAkMiQH3CHwrSUohSCtMSiKqQMB3oRpky5Q+laSeEGWUpbQqThF5+Fbame0KW1UOUfowkIdOMGsuPACVVPsQVpWNFfsx7gTIpSLnFE85znj5CapDvYbElYi19oQG8ZsK4vrrB2hMd3s+W/UoLSwrQszQHa0fSrLfNsEzs/JZOF6aUbEHyrmhhSinIlCnTpQsxPwo/SkEOMqRcjERkJA4DO8rH0D+Uy/B9ikkXllyRAxuicsRtg30s9l6p3Be3H/bhyw3hwc9/MknM1blLSkvKzHxMmPPjPjif6LrAMliIy/GHd2ckRaNnzpGf8zohEybE+aWHDtbYxeDnnXiItml+vU0uiHkfWvbBpShnQpVJ4uj+78K2fFU9iIAIiIAIiIAIDICAhOkAIGkRERABERABERABERABERABERABERABERgqAcoRSrRClGqtzI/KoFJYUayM5KBQQUFf71VJYVLfBrFKwSJpMpKYU9vyxDBkKQU4helgE8OpDQ3wRXQeF6PPbast+rjamDgunVhqhcX5lpMXs+zsqGdp5ua4HiVcI+TbQiRMExBwnCuFKee+vOedOZ/M3yNBiGQk5leTTEbjqwA+eERMzUYidBnCFILSl6OODLcWjt2FKbbT3LHYFkHIMmnbDpM4HJlIOet9YJHUZTlm7o7vUVpSjrLkMZ/5Hu99/BqJXD+q6IFJUopRJmp57HzNEXiwdHIC7/N7DzyH/oUJfB4thbLOOH/TCmN+Dim9OQceF5O6+sIESWqIgAiIgAiIwOAISJgOjpeWFgEREAEREAEREAEREAEREAEREAEREIFBEaA0YZ9BluOdkkyERYk5Ko6RGy5S8NCMkq1VEEN1EKaeUBuOGRq56a10W2Lvz0qIUkrH0ShtS2HWjXPZ3NACYVrjPCdOr0C6NN/L8vZVipepwzb8NCQTnBR0TCSWoJfu5IIc76e6Ik+Oy0BoQAQ/Pf1KcUhpyBGSo7xT4B1dCobj5Hu8t/h7+udcj79zBLnI10yW1qDkL5OsTRSRyeQmPxvM4D6jdClLMGe5cGZpXs6PI3zOZfwH73OG4fNoqUiM4lT4PVqb6EzNieV4mYEFhlRP07BO+vFImAYqehYBERABERCBkSEgYToyHLUVERABERABERABERABERABERABERABEeiVAFNvccg1irWphTmQaz2TgHRDoQgpc2KZYqXXjfbzJpNpLMtJMVQLQeQlSLGPdNnSz+r6aAAE6MYKkfCbDGHKMsueGKYpW46jG+e1o6PLWpparb6q3rJg3SdOq7ACJEz7G5nXQxssHcvFUuBPRUKxBNcjp+6lbPvb0Ch9xvuBSWkKQwpiDpa69TkO4/6gIG0EP5aqZsqU4jj0C+Uz9xvtbekD5Znl/ilAmRylcGYyl9KZz0yR+n0bNoBl+0qWhq2H4+SXGnifUmgzadpf+pXz4H44D0r6VEle/M73sbonTOc2tqskdwCtZxEQAREQAREYIAEJ0wGC0mIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiMBQClFOUKhSmUyCoilDGM314ac5k2o1leilahjO4PfZGpDRlCVY+R6m94WxV6wYCPDuU4Ez4TUJiuBTnNe49K4d33sL2+3ru7Oi0REu7tbW24bnN+5eWVpZYHD1M+xuUg/ObmTju8r6YTJzyEitCndgpEPhMSY7G/PubY/pn7hzxQNHLMsK8ntkTlCVwh3N/MLXKFKuXusX9xi8S+A9K9fKZvUK57+A8w5x4VvmTh3uY57wAX36gMCUz3tecU1gmrOu/44Gf9HU7+7J4CMdJYcp7lXPh/Zt0xWEaqX1w3yz5W4zrrhw/lPX4n++LR1CL7XzYwJLcobBxahN6IQIiIAIiIAIi0A8BCdN+4OgjERABERABERABERABERABERABERABERguAcoM9hikmJqCEqhMhqWLFMpMShKKrFDGkyk2F6cuXYY2AybXFqEnZD2EmSfXIIQyJczQtrxqr0UZBmflSWEKcApTllxmCnJ5jvZEuzXVt1hHewckHORhPNf7l+bm5fS6Wy/Fi3NOcUZhSnFKSRekHlPPFG4U+S59eaGOoZHAPcFrF4cAMRkJypHgnN4jNF2YMoHKffFz3ifkRNlJKjy1cfBhGrcgJ0qZ8h4djsANqClHE5DDvEcbUEabz0GachnOA1PyubD0L3umsh8yfyhOySSkgzl3Jmg/xhclmvCsIQIiIAIiIAIiMHACEqYDZ6UlRUAEREAEREAEREAEREAEREAEREAERGDQBChbKDooSlmSl6VQ4TlSkiOUTA3SlAmyILCy+0moLWsiFLGUTkytVUOcsm9jb8m1ZW1Hny9NgGqU53FGUY4LR7rGIK2WXnpk3mltTlhdVYN1oUdtPsrw5hfmWS6kaSzWM7Ec9kZhXo3emEyWUp5RCFK+hUHpS5FPYTqtKOYCOHw2Fp7DFwkoLykmc3APjQRnykeSoBylVA7P7CfKfTJpyrK47BnLc0pOwAQxiURpUlDibXyGn2Hcn4FxELQ8P/w3gKlaSu42vObg8fMl98d/G/hDaRr1R40SrDymIIJ5zw+nR2uYl55FQAREQAREYFUjIGG6qp1xHa8IiIAIiIAIiIAIiIAIiIAIiIAIiMCoEoDngFYxT4NVoudlCcQp02pMqFGCUNI0Q3JQdFCacFmW+uQyTNZxufRE6kAnT4nCTCHFWU1rl6f1+DpTnA10e1puCQGeI0rt1UpY0jbbhiO2l2y1/1ctja22aF4t+np2W/mkUu9dmo1rJAsiL30EeUZRPg9JQ8o3XmMUb+mDx8Af9tRlL1MeB8veLu+kbPoc+nsdBCDlJsUl75XlyTnsj6z8HkkKU+KlNOWXHkYiUdrXMYfS3Py3IBKmPG7cwzhvnA/nR1HL5DllKT+jUqXYRUDV5S9ub+vE7/piRF+U9b4IiIAIiIAI9E1AwrRvNvpEBERABERABERABERABERABERABERABEaEANyGSw4KUO8/CElFKcq0GGUMB4VJG1NmsB4sq0kpUpGf7T1P0xOp0dLLfnQ/hgcKIJb8ZI/EKiRNm7FtShj/fNmb0RIZBHi6eM5K4xCmxblWinNJ85g8jRlLj9yvzQ0tVvVRtZdnnTi9wgpL8r00L8vzpg8vxYtz3qMUbx/nm2vyGmRvTiZNK+Mxvz7Tt7eiXuN2wDXK/4vY8ksDy5Nz2B/FMn9S+412myzPGyU6lwcT7r8be6UcbYE05Rz4ZQmK0gTiryzV29zR5WnT0DeVYpSClMI0mnfEi681REAEREAEREAEBkdAwnRwvLS0CIiACIiACIiACIiACIiACIiACIiACAyJAOUURVseRCn7DwZhGseblKj8PAFZ4mKzpdNlWOiRyWUoUIcyKGKYNKUopTDl9ilgKFLlVQZPlKeBIouCcUYxSixTmI7CaEb/0gVzq3xPU2ZOssLSgl73GvXEXOyleBcke1n2d555POyDWQYBPB0lhkfreHqdvN70L06wLDAHxSjv39DjtBE9Tnnfhn8L+JolvVP3M5bt71wLrwiIgAiIgAiIQN8EJEz7ZqNPREAEREAEREAEREAEREAEREAEREAERGBECVB5UlBRePCH5TUpTyuRJOXvLJnb2N7lsotlSCeihC9LpRZhGSYBhzJcoOChHaVcmVJrgHSpQW9L7ktJ08ETRUjYpbf3/kQp26JREqZN9c22YM4in/CU1SZaUWlhr5OnMGUPTk+YNnX69cRroC+RxquK1yGF6WoQwLzeNFYcAQpSJk05+DUKfq0Bp9PL7HqpXX+fy7AMr6Gcd5eX3Oa9TYHKZTVEQAREQAREQAQGT0DCdPDMtIYIiIAIiIAIiIAIiIAIiIAIiIAIiIAIDJsARRV/mC6tgKyKQYi2ohRnS0fUd5RilVKuBD/F7HuajX6VeI8/Q+lp2oFyni2t7dYAWVqLn1bY0i40aOyekIUEKsRMRmnXYR/gMjbAY+exUBSHfq50PRQ+Lo3wQKHLUsX8nZ+NhUFvzXNBwcjen+wBujwHe5Z28bpAD9OahXU2AbwmsSRvce8J09CLk0ni+UiYspcpy/RSsPU2ovPAxGyWzSpBiWEJ094wjbn3eE+EHsW1iS4X4yzpzXTqWLxvxhxATUgEREAEREAEMghImGYA0a8iIAIiIAIiIAIiIAIiIAIiIAIiIAIiMFoEKKsoDOOILVIesn8h3Jj3JWTqjz1PmUCllAslfCkX8RaW59oDH63NCQi3emtqTHgCsQvSz+J51pmTY4msmHVCnI7moHjMwwOPj5IuF/OhHGWKzkuNomwwBbJLIAq/MWJMSSkb54Aym4lMCu3lOTraOy3R0uY/ba1tFsuNWVllicUL8nrdbSSXF3sfXJbkrUeimCVdKdF6G7yKouPJinqyLufj6W0Oem/wBPx04qEDJzyB+4Rledn7lD2Qx+J9M/gj1BoiIAIiIAIiMLoEJExHl7f2JgIiIAIiIAIiIAIiIAIiIAIiIAIiIAI9CLiwSrpPSq3gtShQKVMpFQvQ95S9T9lrkqV52dOU/Q35OZ4GlDhlD8yFcxcZxWluXo5lx3PN8vOsPZZjTZZtbdgKpSQTipF06zHNEfmFh8njoqALspTpWRemSLv2EKaA4eIHIoglZvmZjyQjzpVylcyW55w538CZkpq/s1Qq5z21MAcleZevaE5AkjbUNFlHe4flQJbm4ZwVFMXxOqffc0J2LL1MYcpyrRTPTJomKabW5TmRME3hGHcveFswacpkKXsgU57y3POcs28xz3vmOR93B6kJi4AIiIAIiMAoEJAwHQXI2oUIiIAIiIAIiIAIiIAIiIAIiIAIiIAI9EeA0oojU2y4nIOkoxRl4pS/U5hSoLKUL9OZcbweSOI0CNMu9Dwsn1xq8aJ8mjJLLJ5gDSgD3AzJQrnClOvy6IXoYi45/zgmXJSTbaWQjTyOVEleAGDpWJdAeMBUXPJ14jUFKUf4jHNlH9YgVSlPuUhyMV92JB7Im5w5T4pqylMeCxOxw+ktO9C5NaMU76KPq60bx1eB81ZQnG/ZsWzLgmDub5AHk6VNkGbsZ8pnlmHm++mDx0IRrJK86VTGz2s/m3hg31P2NOUXC3jfNKEX8vzmTn/m777c+DkszVQEREAEREAERp2AhOmoI9cORUAEREAEREAEREAEREAEREAEREAERGDoBCjs8ilNIfCCyKNApdgLgrW3rQdhys8mz5xohaVRD8w2WBb2uWyEYEkJyK5IVMKj+chwbNGbA3iM5hMJOUwvSsdirpw3f4ohTTnv/oYLUugePnP0JkxZjtRlL/p9wvv2mqSM1h74YyQSox6z5XH2Kl0iTLkVSkYcgj8PfKsDX3IxDpT9Sxvrmm3+hwttMU7C5BkTrai0ELIU5xrCltKUPU17G4EbS7TWoMelS1O8phAPg2vyemLalyWGRyMxG/at5+VLoAH388dNHVaHc88vQKSd9uW7Y21dBERABERABMYpAQnTcXriNG0REAEREAEREAEREAEREAEREAEREIFVkwAlF0uoor2pJzMpHsvi2V4aNg6JRgHW2+hLmFKmMKXZBJnWgCQipSkFJCUpNufJNKYS+ftgBqfBuTA9SinKPq0Uu+zFylQsywvjaZnC0XeLh/TCopSBnA+Tp5wbJSn7N1L6sgxpb0nKwcydy9Lj5mHOJegfO6kg5mlSL8mb3BBlMrOmQSoPdvvLWr6rC6KrDSV1axpt3gcLrKujyyqmlFlRSaGXVM6N51guyiozbdrbCNxaIcRrIc3qcG55fimWOXiV8IfivTI/5mWRRyMxy31rLH8CvJ8Xooctz3sr7mfe5xoiIAIiIAIiIAJ9E5Aw7ZuNPhEBERABERABERABERABERABERABERCBMUsgCC/Kx9K8LCtBQrAUco9isjeRR2G6YG6VJxUrp1VYYUkBZFuWLYbxY/9D9jyshVxhKU8KU+oVyk4OphLTy+L6mxkPPh88sHQw+6tSiIbnIEwpS/NgYdOTmZSf3Bs9HnuRBq/DXaf3DO1LTHJ99nBsw5wpTENalsfAOfPzwQ4eC+fMVClldCUSppz7aI4gTJvqm616QS16mHZaUXFBJEnJEH1o8wryIE9j/Zbo5blrhGwlF6YNmSjmYB9Wnl/2YK3Ih3BH2jf9vIzmsWpfI0+A93NVS6cLU76WMB15xtqiCIiACIjAykVAwnTlOp86GhEQAREQAREQAREQAREQAREQAREQgVWIAMUexSLFJJOQk5GELMZzb+KL4m3BnEXW2dFpJRXFXto1DuEWy4l5/0MmSxe1dkI6MmFKqYbSvzncg7mMbPck5xKh6R+kPfg88MDEIufC5CulKVOqFJ9MbDIZy+d0oUtJil1DymK/FLNJYxpKxQbxShHb23AfSmmK7XDdIH55HDymwYoi7oU/nP9E8GSpWh5TkMe9zWF5vBdK8nZCdrYn2nHeoIV5jJDCba1tvksmTOOFeVZQFLec3Jxep0G+PJ3sUcu0YXRul6STKYLzIdl5fOnnpdeN6c1xQ4D3wQIlTMfN+dJERUAEREAEVjwBCdMVfw40AxEQAREQAREQAREQAREQAREQAREQAREYNgEmBacV5rjgY0/KzNK8zQ1MmC6CfOtAujTfE6Ze3hWlXTko0tjnkqKFcpTSMA8yjc8s48rPWbqXAhIOzgcdZkiBUrhxv0wqlqYkY/R5tHTPxyDyuC9um7KU2+8hTLFNJmZDMpUhT+6vv5FgT9Y2HAvTpslypF2cc38rJT/jloOopXieyORlHwJ6AJsb0UVC4rSttd1amxMo19vhAjUvP9dKK0uM8ru/EZKmoYcpzxdFMJO02VSl/WPtb9P6bAwS4H28sCUqydvSoZK8Y/AUaUoiIAIiIAJjjICE6Rg7IZqOCIiACIiACIiACIiACIiACIiACIiACAyFABORU5iIRAlZCsbMRGRLY6stmldjbRCm8YJcKyjO95RpHlKKHExosjQvKtl6aVz6M8pJikZKTPYIZUlXSk3KTg5+HgQjSwOzRykFZyi7219iMQg8ih3+sIQuZWzYdtg/t0d5yfK4xZCxFHz9Dc61DT/sZVqb6ESJ4YH1NOVWuWlKxHKU4C3B/viaEri/4+hvLiP5WUicdkMId+EctDYlrL66wbIQ4Z2IEss8n/2NIKh5njn83OF4XUDjmcevsfIQ8MQ4rn+minkPBFG+8hyhjkQEREAEREAERpaAhOnI8tTWREAEREAEREAEREAEREAEREAEREAERGBUCVB0MR1YBLnHkrxMRFJiUv5RhkXPSJBCsFGYshcm5Zr/9FPKNRwE/Rp7hIYEKsVmkJrpwpRp1Dh2xvLAA0ksUsDWQOjUIw3qqVb8Dl/bIwnKY+P2KIMpTFnqN8hg7K5Xkblkvos9YdrYhjLDrR0oK4ztZ2V7z9ZIGUaSEKiS4heJWshH7+kJ6Vw4xnt6hp60BDZ55kQrLC3glaCkaLhwx+mzX5t46MaJhff3wWuU90L6oMRP/i/97dRr3q91SFnX40sOUSlmpMaT2+Ez7xP/wRrJ3aTW1QsREAEREAERWBUJSJiuimddxywCIiACIiACIiACIiACIiACIiACIrDSEKBMYZqUicjJKMnLBCZlCWULXzMhGYcIbGtq9ZK8i7u7rXJqhZflzY5lW1YWzGM/w2UKHjyBio3ymaKFg+KFRXuDdPR+pcsQOdGaZk3oybmgOUrAUcIyGZrcbLRtbh8/lLKcIo+FvTZZ8reEJX9hTOFR/fOwTT6H+XZikiwl3NzSZvW1zZ6ya8vLsw5K0+QK2KTLZW6badLQe5WpVjIdC8nS9GNLfx160jJ5OmnGRKSFC8CJwpTUNMYrAd5b/IIC7wcmvjn8SwgZ55W/9vfFBKa1mTJlme2qlk4kwxfjWsf9wh9c2dwPy2GHctXhnhiv3DRvERABERABERguAQnT4RLU+iIgAiIgAiIgAiIgAiIgAiIgAiIgAiKwAglQVlLuMYE5uSASpum9QCkDWdK2E8J04Zwqn+nUWZO8HO+KmHYo/duIMqEL0GORz1Ep3p6zofajLOUz03bwPC43C3GclfkxlOeNyg5nEwAGP/flo19dCFE8tTQmrHp+LQQt9lNUZB25uShPyi1G22MqlulcJnMpYilL+xNR3NdYGC04nzXz66yzA4nhkgIrQFqYfUxjObGxMD3NYZAEKDD5lQE4TFzvS0pkczNBmCYvbb92+ZrCn9d8byPcZ7zuF7V2ImG9ONoObpRsrMP9sEwvk9fsH5z5hYXetqn3REAEREAERGBlJiBhujKfXR2bCIiACIiACIiACIiACIiACIiACIjASk+AuoTOhGVrKRIp/1iSl+kxluPkZxUoMbu4BeLwo0UuFlekMA2lfVkmtIH9RSFsIlnU81TxuChDKUIpN10n4UWcx4keozxeJuYof3iM3ksVyweB6uvgIUpiVnnCLndyuXXG416ql4KIIori1blBmDKNG+PGov/5XsfqA0srtzYnIIRbraWhxXJyY1Y5gF6mY/V4VvV5scw13CZEJr4ckLym05nwfkh+N8BlJz/rT5jynuLXApiyZg9TClR+sSKU6+b9gVsPn0UJVJbF5nv80RABERABERCBVZGAhOmqeNZ1zCIgAiIgAiIgAiIgAiIgAiIgAiIgAisdAco+lpRlaVmmJCkEayFMOSZCmGYlElY/v8YFY8WMSk8lLimn23dSbaigKGxSiTm8prDhnFgmlLKUEqc1mWzL3EeQQ5ShLCHK37GqJ1G9/DCSoCzPy8/5O8Unjz/0N03fXlNds817f4GvWzJ9onUX5KN3ahdSdd0uYwvBjL1fmdDltrjN8TC6UVq5C8arGbK0Bglajspp5ehNW2DZMMnLKrU8Ho5xVZpjEKa8ZyhMKUeZdOZgUpqjt9+Xdbmy5G4bfng/uizllwywXe4Ht581IOX9cW2rl8jOys3Bh1kuUnm/8p7TEAEREAEREIFVhYCE6apypnWcIiACIiACIiACIiACIiACIiACIiACKzUBChYXfi79ICshOzxFCUFSngMR2N5uiep673GZP6nccovysXzUG5Q9TilTRnIEAcRyuyz9yWQpU2wteOZrpulC/8T0/XIW/KG4ZE9UJkb5DD/okpPHlYs3OHd+xpK6LDnMxCllMRmkDyZMF364yIVtxfRKm1AQt3rsnKVKWzsWe2/UiRCmpRCmce+L2nP99G2NpdfsXcqftpZ2a6httM7OLsuN51o8P89L8zJxqjF+CPC6psSko4zuATyGS5FvcvTye3grWmDpR26X9yI3wVvDi1zjmddON+7NxoZWm/9xjSdRCyeV2eJ4nqdOQ5leSdOlmeodERABERCBlZOAhOnKeV51VCIgAiIgAiIgAiIgAiIgAiIgAiIgAqs4AYoU/uTCkhTCneV0dlh3UwvehDIpLrIsyLVImGZZPqSji0aukBzwkUgpRiVqWfq2r16JYfnMZ0pSClKW3GVZUD7zd/ZMZLItOKDM9cK8uT8XpniDYpSJN/ZhpMDxz/A+k6UUpeVI0DIh2pv4bUWvz2r0+uxCorS4rNCyIRTbsrKtBQKWJYsJqQyJVaZzuS32fB1PI5TmbUu0WyfK9LKHaUl5keXl546nw9BcR4nAYtxAvBfY+7a9rcMSzW3WjC8VWAzXP4SpUZh2dCEJznK+3f5lB37xgvddX/fsKE1duxEBERABERCB5UpAwnS54tXGRUAEREAEREAEREAEREAEREAEREAERGDFEaD6Y6qMDjAHuiN3MSwhRjuEYReEJEvyUkpSljJhyuXxtg/+zjK3TG0W52QPWiRSjla1dKJPaZdLFyZNBypeklPwuYQ5RUm5aG4UppS4lJsUnZOQEGXvVh5rptilFGKfz7bWduuGAMpG8jK/tNA6s2NW29bpSVeW9y3EBouwLR7zeBpBfrU0JawRSVOW4q2cUm75RfHxdBia6ygR6IQMbWttsxZ8kYDlqmlBC3E/xHG95OLLBLyx8J0G/2IDU9j+g/LZ/KIDhamk6SidKO1GBERABERg1AlImI46cu1QBERABERABERABERABERABERABERABEafAAVjHu0oBpNjlCIc1IN0hBSNlKUpYYoXeRCJlIhMYFIochtBSLo4CfaE6/nWljxQmC6EMK1Hv1L2LaUwDYsvWWrwr7gfzsFL8eZluTBlwpT9S3sbXV1d1gEx2upCscmywKByapSkYy9TsqAwGlDjbwAAQABJREFU5vpMqQZGvW1rLL4XSqs2QwrXzKvxEzEJpYcLSwrG4nTH7Zwo7L1kbvIi9nsFV324X8b6gblYRwK5va3dvzzQ1tLmzyzdXD6lDII93xPlE5IH1IEYOMtns9cwv/Tg6XC8xy89jMR9PNZ5aX4iIAIiIAKrHgEJ01XvnOuIRUAEREAEREAEREAEREAEREAEREAEVkECTF/GkjKkk/0L06wHJWQQP0F8UpxwHYrEMgjJEsjE9KQpBVJXUp1k9yKOWJKXpT0pTKtbI2nKXabtdkhngfNjiV7OZwqSpSWQuSw7zPd6G5FQRDlg9GpchF6NPM7JMydaFnqZ1mJunCeF8fgVpjxqlD9uaLGqj6odAY9PwrS3q2Ho74WevHzmoLRHqDn1BYKhb3l01mTCuqGm0RIQpZSnMaTGCyBJ4wV56H2bY9koyUvbHv4d4HFiMWvHPxQsp90IcVrd2ulffhiJ+3h0jlp7EQEREAEREIGBE5AwHTgrLSkCIiACIiACIiACIiACIiACIiACIiAC45YAdWJQioMRHix7WwQ5yZRpZTxmBUxyYkNdECltSeuaB1nJEr7pgz1HmVJjSc9FEC0ULuxlyvWGI025FwpOitJphTlWimdOKZV8xX4pSX0ntD943d0NYYoEZvX8Wl9u0oxKyynMt0YIXSZfWZrYyw9jQ+yLOp4Gj62rE0IaCdr6qgabgPNQOa3cZdh4Oo4VPVe/Jv2yWXJ98krwQtV40Z283nnJ8/1Qyjo7GMYBHgAvTcpIBrxTr7lNbJT3EC8/7nOQm+1z77w2vFcpRGkLvjTQgd6l2Zg8RWlJRfEye90GUdyElOkifPGhEc+JEbiP+5ywPhABERABERCBFURAwnQFgdduRUAEREAEREAEREAEREAEREAEREAERGC0CVD0cMDPDHhQ4FAmUlBOhaCkPGWitA2irqEtqutbgtK48WS537Bhl0HYEyVpKOtZixK4rRCo3P9g5hC2GZ55HOytWpmf7cI0PfkaCUTsAxOYgH6e7FvagT6miZaE9zKNIUnHEqR5EEYsS0whRDkV+rkG8Rr2NdafO9rRoxWytD3R7uI0JxfnqKzQ8uK5Y33qY2p+vF6ZmKYQ5TXBwWuB3wPg9c4vADCNzKuXkpSJZlSsTon6gR5M+KJB6OnbiW26tMc2C3FNxynt074AMNDt9rVca3PC6qrqcX10WE5ejqdJ8/JzLTcv12Iox0t52t8gCipk3scsy8vEOO9jltkmpYhUf1vQZyIgAiIgAiIwPghImI6P86RZioAIiIAIiIAIiIAIiIAIiIAIiIAIiMCoEqCUpCyiNOLrICiLUMqTiU5KnjrIE35eiZK9/JzSEb/2GEEQeUlP9DRthGhph8SEfxnW6Cv52ok+jS1IkzJZlwU5uhhil7KoG71MWWY4FyKxqLTAn4c1gTGyMkus1lc3WCeOl6nBeH4eUoN5XnJ1jExxXEwjU5jyd17LvL75pQH+zmueg8IULt5FKpcZzAilqls7IwHLbTKJzeu5AvdRIb6QwJ66g02u9jWH5voWWzC3yrqQpi6dWOKlmodyfaQnxlmaNyTG1dO0L/J6XwREQAREYLwRkDAdb2dM8xUBERABERABERABERABERABERABERCBUSAQkqWUjEzBUQzlIo3GtGkc0TqqI/Y2pNyZmB+zIghTlrPNFD0UTUzsURBRsNajpGcDnplYG84I88tMvrY2Rb1KmShlgo4FTilP89CnsaSyBKVq45CJMctaRrJuOHMbzXUphxfNq4EYXuzJWfalZGqQpXk1Bk7Ar0Y8ME3J13SjlIEcTJOSZuoHL/wdf/ZFBvzAZGZ1IikccU9QRHIvTJdOKYxZcS6+kIDtUtSOxGiqb7YFcxb59TFpRgWEaeGQrg+/jzFTCl8mTXkPswcwE+O8lSNSIzFjbUMEREAEREAEVgwBCdMVw117FQEREAEREAEREAEREAEREAEREAEREIExTYAilBKU3i0BscMkHP2Ri0oYHQodvkeBWo5kXAlED1OmXC99UJZyPS/NC7kSlfTsdIGavtxgX3MvnEsR9jupIIbSvFFZ4ERDi817f4G1tbZZPuUhErGUiUxflk0qtfzC+GB3NaaXb8bxLvq4xrqQ2i1DgrCgOD+t1OrSid8xfTBjaHK8bnG5QgSixy2udV7WLM07XI9J2ViFpDW/OMD7ir1Rue3iZE/eYlzHI7EflqTmDxOmCz+q9nlPnjnJ09XDwZyeNGVpXvY05ZchlDQdDlWtKwIiIAIiMBYISJiOhbOgOYiACIiACIiACIiACIiACIiACIiACIjAGCMQh40sgwiNwRAxSZpAjIzSkxKG71EcUYSylChTnuxjWgZ5yR6M6YMiJQGZRznEbTRBsDBpyt+HOzAFy4O8paylMK2Ix6yrudUWfrgIArHLKtCrNJ4UpEyU5qKHYzbK9K5MoxX9S2sW1EIQt0MOx/x4i9nDFH0qs2DimBDWGDwBXOYuS3mVkiBI+ovh0uS9VAPR2EDRyHQmpCzL+/Ia9oQpBH9yV4OfdNoaoZcvhXrNgjq/FibNqPSSvGmLDfolubB7KZOmLTgW9jFmiV71NB00Sq0gAiIgAiIwxghImI6xE6LpiIAIiIAIiIAIiIAIiIAIiIAIiIAIiMBYIMDkKEUoy4NSlPoPBAleRgIpKeIQKvW+i6UQPuzBGIQpPBCEaiRWmtopXLs9sZfANpiyo3AZicGUqUtTTIS9VLPb2q2hqg7pU/w+rdwTlyOxn7G6jfZEuzXWNVsbepkyZUoxzB6V8YJcT9Wy/LDG2CHA+6AekpHJTN4XTGwylU1hyqQ0S/OOxEgXprUL61ycV0wtt0IkkHmNDFekhwQuS/POb+7wnqadOBZ+iUJDBERABERABMYjAQnT8XjWNGcREAEREAEREAEREAEREAEREAEREAERWM4EKCLZs5TlQpkqpd8MZXnxVmpQ9uTnRMKHpXkpTClNmCxtxw+TZ5QqXn4UybTwGZ9HYnAunGMcnqkY4bx4d5dltaEcL5J6JRVFLg9HYj9jdRvdEHCdHZ3W0dGFZ/SGhThtRt/KGI6/clrFSi+Mx+p56Wte/KJAE85TA2RpHZKmFKYsZU1hyi8c5GcktPvazrLeT5XkbUCPW5TkpUwvn4SSzSUFI5K0xrQ9gduI41jQ0uESuI3XIr8poSECIiACIiAC45CAhOk4PGmasgiIgAiIgAiIgAiIgAiIgAiIgAiIgAgsbwIUkf6TLL8La+rSNNNzesITD5Q+7CeaC3tJZ+LCFHKIJUhHMlHa13HHoG/y8JM/odsKJyy2oryYlRTHLQ9leFeFERKFLRBktQtrXXKXVEKQFcW9VC8ThUGisaerv04+O5/ME5uEhqCuTUDNWKYSs7Oz8RyV+R1uQnFVOCfpx8hEJmUiE6a8HygaG/FFAt5kpUhy86ckF+lgcB7J0dqcsLqqemtPdKC3bbbloZdvUUmh5cZzPGU63PMY9WTtsFocS0tH1Ot4JOevbYmACIiACIjAaBGQMB0t0tqPCIiACIiACIiACIiACIiACIiACIiACIwzAhSm6aM3p8ZlmPDMxgPTpl6p19NnUUleJlMpT0cqUZo+n/TXnEc2hCmckxWxrykEVCXK0uZDEq0KI8jQjrYOa2lMWKIlYXydBclZWJIPWYb+rjB27O3ahYQjfzo78YzfKVCBrtdBUZoD6ZwXR4lf9IOlaMtGCjKLjTc1BkyAydJGMGcZXspS9i/lfcFE9sSCSJgyXcp7aCRHF85xO66D5sYWq4U4nYDtV06pgDQtGJHzyAR5daLThSmPbaRKbY8kA21LBERABERABAZCQMJ0IJS0jAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIwLggEIMQyocwLYMwnYyekEUoTcsU38hqqLGLgiV6O9o7raWp1RqqG70UawH6VrJEbzfFdXe3cZnupDwNadO+hCkFW3Ys23IgXHPycpFWRcoU73F7lKj8TGPZBFiulmV4G9i7FD1MKRb55QImsyflx6wYpj8H6d1s/8bBsre3rCVYMpcWnKV4WbK5CX1uF86r9lTplBkTrbisaFjCNLl5T5DXIF3Kstvsy8pex1G53mXNUJ+LgAiIgAiIwNgiIGE6ts6HZiMCIiACIiACIiACIiACIiACIiACIiACIjAMAnB5FoN0YonT6UU5VpyHUrLQpSPkoYYxs9FZNZTabUu0W1N9i6cLuWcmQpkW9dK6gOSldfGel9t1ody7UqZgZRKVEpZlXZla7YKAi6O0a8W0cpT8zR+dAxvne2H/X5anZiKzGc/4nzGjy1RpmfcuxTkZweuU1wEFeVsrrgPI0hYkTFvR3zYPCeFJMyqROi5weTrUkryUosgme2/ieshS9mXlsbFXceh1PM5PmaYvAiIgAiKwihGQMF3FTrgOVwREQAREQAREQAREQAREQAREQAREQARWZgLUfvwpQmKPCVOW5mXZ0xwa0+h/K/Php46tEwIr0doGYdrp5Xf5AdOhMbBgSV32I2U61CUqBGpf4owlezuwDYo39sNMNGObiTYv8Vs2ET1Siws8faqkaQq9vwgJTOQtPbyLoKe1Qz4zWeopTCxFsZ/H/r+8PvE8lJFKksLAdrR3eHKY2+H+KU0puluRNu7EM69/iu5S9Lbl83CG92TFTng8Ldh3G3/wmr/zh9KUJYdDOW7nMZwdal0REAEREAERWM4EJEyXM2BtXgREQAREQAREQAREQAREQAREQAREQAREYHQJUD3lQkAVotwpk6blSPCx9OmqlDT18rssvQtJ5z1KwYTldSlG/QfxxvCaJq2vBG6UVIzK+LIHKqUc5SmTppSy7Gk6EgJudK+Q5b+3kMCEM0T/XpTGhTDtxDN/52ASmv1KKfIR/MXvQxWmUZKUIru+usHakCLl8HOLDbN0Msspx3JzorLKLK2Mn+EK7i7KWBwMj4uH5FoYL+BKXZgyTcsSvZFMxXLJ4/bJ6UEEREAEREAExiABCdMxeFI0JREQAREQAREQAREQAREQAREQAREQAREQgeERCEKK0rQiP9tKcrO9/CkllcbQCYTEaWtTwhpqG13MlVYWW35hHHIu5onVoW995VkzU5hG4jQ6Pl6C7FWKS3PIojSQohCnyG5ubLW6BXXWxvRvDEKUvWaRIqbQ5rnJy89FD1q8j/dGYlACowKvi1LKXj8miHeKU76foDCFUG9C31b+JGBMuwBB3nQk6GsbIiACIiACy4OAhOnyoKptioAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIrFAC1KIM7VGQxmMTrAxJ08kFOZ46XaETG+c7D4nTtpZ2a6xr8nK9LPGbl59nRaUFEHS54/wIR2b6LgbxQEXI1xSo6YOCEbnePpO96cv29zolsFEuuRm9SrmbotJCF6VMmXrPWpyfqPQyuqTyphiBweMJx+b3Go6F/+ME+D4TpSzH2wx7WtPaibRpt7XiTb6nIQIiIAIiIAJjkYCE6Vg8K5qTCIiACIiACIiACIiACIiACIiACIiACIjAiBCgmGKvyDKU5Z1ZlOM9TUdkw6v4RliatwUpU5aCZYleln4trSi2eGGeZWVBzBG8xnIn0NXZhT61HZZAKd7mhhZPkJZPQo9SpErHwmDStL6ty38akklTplMj4ToWZqg5iIAIiIAIiEBEQMJUV4IIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiMBKS4DejilTJkxnFEOYojSvxvAJRKVgu6y1ib0zG9EntdsTpvlFcU+ZDrdH5vBnuGpsoQtNRDvaO3EeEtZY2wRhihLUU8qM52EsDO91imRpU0ia4rmtM0qaMmuqvOlYOEuagwiIgAiIAAlImOo6EAEREAEREAEREAEREAEREAEREAEREAERWGkJxCBL85MleaegJG9RLhpHaowYAaZL62sarT3RgWTpBMtDz8yCkgLvZ9rd1WXdkGWUq0uZMYhslof1ErEMo8Kc9bqcf7TYU6vsy8kenJSCSrBGp5AJ0zawb0VJ3iaU5I3FsseUMA0XGpOmdUiasp9pG66JNohePnewrynOvcRpIKVnERABERCBFUVAwnRFkdd+RUAEREAEREAEREAEREAEREAEREAEREAEljuBvOwoXcqEKcvy5qOfo8bIEWDCsRMJR5aDrauq9w2XoiRsTk7M2Oe0va3dOjsoTiFN0waFZxbkZ9Rbc4InVHtbzvtkwqbl5MasoDjf8lFqlv1SWQJYwzxd2tLUmiqNTE5jqSRvOEfsXRoEKVOnrUycJrq8xymlqVqbBlJ6FgEREAERWFEEJExXFHntVwREQAREQAREQAREQAREQAREQAREQAREYLkTiFOYQpS6MIU0jUuYLhfmLY2tVj2vxgVePsQmk6CdHZ3WxR/I0sUZRszTpUiKMpXqAVNItN6WC8KUyzM9yd6cJRVFkKa5OA4mVJfL4Yz5jXZTMjKlmWDv0lZwZ8I3CwnfXC+NnIvnsTSYIu1CjpTPHK1InFa3dqK3abe1QJ5SmoZzGZZZVuqUpz6s4xvFA9cN64VLI32Z9M/DOnoWAREQAREQARKQMNV1IAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIisNISYP/Sopwsl6YT82NWiNcaI0+AcjTR0oafdn9eDDMVh9TMyYsZ+5lmTejJnVKLy0Tir8vFV2/LcaaUpiw5W7ug3qXgpNUmuhR02Zpuw0b+sJbrFguKy4e8fbKjhKY09VLG2JLzo4Amk7HIxU1mpDP5iIq81oVj4HM3jicIzmiJCE3663RYYdnwHD7rbfn0ZcLn4Tmsp2cREAEREAERePHpJwcEYcKdr7yr/44MCJUWEgEREAEREAEREAEREAEREAEREAEREAERGCsEEDA1luUtRbp0SmGOFUOYZkEmjUWfNFaYDWUeQX6yp2kjemkuRt/SgqKofC7LxLL0bvoIy1P4sQ8nJV9vy4V1Gmqa7KN357tknbbGFCspL4rSqeP4RA5LmFKWgnEQpp7ARRnkTM6B31h7Duef5Xm7F6MkMyYYTqX/ERoP4Y/R0XPaGzwY3NfoZJtaJxwfNpdaL7lYj2V8WxnLRO9Ryy8Z6a+XvKtXIiACIiACKzMBCdOV+ezq2ERABERABERABERABERABERABERABERgFSfAdBlCd1acS2Eac3Gahzey+abGiBGgqKKqCj1N+RsTj9kQpexX6qlHvpkcYXlPSuIXLNHrcmF5Stj5Hyx0qTV11iQrLivER0sLs7D8eHgenjCFaE6WOiZD8vWEaYaYHqscKHu70NuWlw0l7wSUE84ccML4PBKZvF6Sl5gvRrkaw0OQrOnrcr0w+HnmnR4+jra5ZPu+P7zJz8MyYTt6FgEREAERWPkJSJiu/OdYRygCIiACIiACIiACIiACIiACIiACIiACqzwBluKlMGUv03z0MWWpXo2xTyAIVfbprPpokccQp8ycaIUlBWN/8suY4fCEaZQw9bK8kI8uTJPi0SVibyZxGfMZzY+ZjGUZZ5rJ7JxIrPv+w7yDuMTnLjD9OZKZXI7pUrrhTBHPJqa+fPJgeJf7nZ7aLrfHJZJS1LcblQRmeWCXrVjBl0h+llrW19KDCIiACIjAykpAwnRlPbM6LhEQAREQAREQAREQAREQAREQAREQAREQgRQBCtPJBZEwLcBrCdMUmjH9wpOInd3W0thqtVXsYTrBJk6rsILi/DE974FMbjjC1MUghR6TmkyaQhR6T1ckNbPww1TvWB4uTNshTDFiSH9zzq42w7STxtKffKmkxEy+5mK+aBChyfeD6eR6YVM9tsvlkttOvcQL9tJlaehuvPa0K7bL1+ytiv8lFSvX0BABERABEVhZCUiYrqxnVsclAiIgAiIgAiIgAiIgAiIgAiIgAiIw4gTCH+DT/4g/4jvRBkeUAHuY5uKhCFKmIp6N0rxZFkc0LTbGhdKIQhjHG+uAVGttThh7o7YnOiDXUFa5osjiBXnj+KiiqQ9LmCaPPiVMIfy8NC+u6+zs7Ki8MZfJFIrJ9Vb0U09hugJ7r9KGYlCYeuIVr1946UU7/Ywz7JcXXmQbb7KJp07Dv/nRMx6j//m64TP/RQ8iIAIiIALjloCE6bg9dZq4CIiACIiACIiACIiACIiACIiACIjAaBKgLE0Xpvoj+WjSH/q+8mMTrDIfkg3ClMnSPMhTutKsMSqShn6kK+earU0Jq1lY5+m/wtJCyy+MW248x2Lojzrex0gI0yhpyvK8UUKSTNgTNKRMlypZuwxo97z0nlXVJ2zXTWbazMriZSw99I/7E6b8t/XNj2rsn2/MswX1LXbkjuvb/LoWe21Oje204QybPblk6DvOXDOZIGWSuRM9Vflv/LPPP2unnnaaXXbZZfaJzTbzdGmUMk2W+03K0nnz5tmD99+fuUWrqJxo02fM8J/KiROX+nwsvEG5fvOfb7D8/ALb78ADR3VK3V1d9q/nnrM3/vc6fv5ntbU1tvba69i6629gn9xyS5s6ffqQ5vPqh9X2+txq+x+unY9rmmzdaeW23owK22yNSTYdX7IYyyPR3mUPvvyB/fv9hTYP/ZpzcA/PwJw/vd502279GWP1ew99IuW5+M8HVf75VutMsbWnlve5LO+tm5/8n38xIQfl8g/+9Lp9LruqfMB75Jabb7J4XnzU78+65nZ78Z0F9ua8WtxL1VaQl2MbzqywdaaX21ZrTUlWA1hyJhbg3+aH//Phkjfwiv+Olhfl474r9Huvsjje43P+EtZbc2qpbbPOtKU+z3wjLF9emGef3WKNzI9H7HcJ0xFDqQ2JgAiIgAiIgAiIgAiIgAiIgAiIgAiszAT4ByD+cPAP+vzRGPsEKEkn5Wd779JC9Epk2lRj7BNgb06Wmm1pbLHq+bW49yZYBUrxFpbk4w+2+G0lEN4jIkyTp9KTpiwpC25kw59InCav98DL/+EK/3rhs4zb4ZhLH7D/zq2xi47awbaDrFleoz9hej/E0Zk3PZPa9SXH7GQvvLvQ/vjY63beYdtC5q6W+mygL2555i37z4eL7NhdNrJZk5YI19ADNjyT27PPPWunnHqqXXH5ZbZZEKbYEcUOB59YqvfZZ5+zU0/+tr/X18Oee+1lxx7/VUjUyr4W6ff96kWL7MrLLrXZs2fbYV86st9lB/NhV2en7bnLTlZWVma33HX3YFYd1rIfz51rF/zsPPvPyy/bzNVm2UabbGzl5RX2zltv2Wuv/sdaWlrsq9/8lh148P/h+h3YlyLaILp/949/2z0vvtfn3E77/Fa25+ar9/n5ivzg/YX1duLVj1hLW1SiOnMuG0BW/fKonSwP//0K487n3rHX5i6yL+24oc2cuPy+2BD219fzv9+rsn+89C6+yLCabbv+kn8vbnj8dfvDw6/5ajtvNNN++H+f6msT9vL7VXbKtY/55wV5MbvzB/v3ueyq8kFbos323v0zNmnyZLvx1ttH7bD/88EiO+fmp6wW0rS3scnqE+1MnMuKoiUC9IW3F9j3rn+it8VT7+252ep27G6b9FgvnHd+dtr+W6WW7etF2M8608rsshN262uxYb8vYTpshNqACIiACIiACIiACIiACIiACIiACIjAqkIguIXk381XlcMe18dJQcoyvGV52VYZj3nKdFwf0Coyeab92lrbjAnTJqQMmSgtn1pmBf6HWgrB8Q9ioML0iLP6FkFDoXDD2bOXrJYBciwI0+OveMhexh/uTz9gS9sW0rYMiaLfP/jqsITpWTc/bff9+0P7/Qm72qb4o38YFLdduNaYHQ3J3KeefspOOSUI082xaJQsDevwmf8NePbZZ+3bJ33bpeP3z/ih9zyleK1auNA++OB9u++eu10Acvnrb/rrkJKTcz74wI754uG25VZb288u+hU3NSJjRQjTF59/3r77nW+7BDr9rB/bJp/4RI9joSS66vJL7fZbb/HjPe+CXy5Tmrbj3J10zSP21rw6JOFidvxum9qGsyptCtLo7yKZ/tT/Pra/PvWm7+fwHda3L++6cY99ruhfOnH9HXbR311Q7bjhTPvSTht4svTD6gajILrl6Tf9s72RqDt5v0+mpnvebc/aw6/MsYuP3cU2Wm1oMj61sWG8uOeF9+yiu16w43bb2A7dfv3UltKFKd+8/Xv7WXF+burz9BcX3PE87s0P/C0J04jMihCmj7821875a/RFFV6Ln918tq03vcKa2zrsDaS2//jof21udaOVF+bab4/fDfdYgU82iEy+f9r+W/t7/Bezqq7VPljUgHP7furLANef9DmbWl7oy0iYRudajyIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIwagRQ4c97lpahf+nUgpj3Mh21nWtHQybQlmi3xtom71tKO8UyvMXlRZbXxx/dh7yjFbjiihKm1501y4+aSV2aZ3fPSXG63IVpMqbpCVPILu48ltOzh+m+P7/TFta32qM/Psjy0bOW49L7XhlZYYp5cCrppXizkeDLRinUJ598yr5zyilRwnRzCtPex7PPPGsnnnSSrbveenbVNX+wLmyPpW4pU/nDdOi5PzrTXn3lFdv6U582CsDBjpVFmDY2NNgxRxzm5Yp//bvLvM/uzTfeYC++8C+bj9LGW229jW27ww629TafskceesjOP/ds+8pXv2aHHPHFfpHd8ezb9lukSylrLjx6F6SHl05bPgSxeD4EI8e139xzhSYyMw+GJU+/+ftHfP43nbLPUuVOmYo++ZpHfbX7zzow9fl4E6Yn7b2F7bvVmpmHby2JTtvvZ3ek3pcwjVCMtjBlSegvXXy3y/nDIL75xYKM79JYI/qIn3njk8Zyy7sjFfq9ZCo0CNO+kp/VjQk7969P+3pbrzPVzjtiez9ICdPUZa8XIiACIiACIiACIiACIiACIiACIiACIiACIjA6BFiBNw99TJkwnVYI6YZepitqhDKylCpjaUTzcm2GaVEkrfj5tTS22qJ5NUaxVjqxBMnSfMuBPGMKcGUZK0qYXvP96UtK9oLnhLQSx4MVph04P3f96137z5xqSM4W+8SsSbblWpNtizUn9zhNvKSefnOePYRed/PRo7EDdnFySdx2XG+G7faJWX5eH351jv1vbq3d8txb1gyRcvh261kuvvFw/O4b2xUP9J4wXdb+X4Vwevy/H9sj/51rHy5qtN3Qm3VGebHtu+Vsm1FW6CWMKU15D2QjxUyJPFhhuh6E6R+uvRbCFGWku6NyvXjyMffDD+1oiEKOiy+9HCVoN/HXFCIPP/iAvfD8c7ZoUZXlxHJs5qxZtsdnP2cbbLSRL/OnP1zjadV7/n6XpzJ33X0Pmzx5SqqnIe/T5595xh579GFbOH+BdXZ1Yrkptj3E4467fMa30ddDesL0qutusH/8/U7vJ9qWSNh6G2xo226/PXqKRonBN15/3Z547NEe+07f7iMPPmjvvP2W7fyZXW3tdXvvP3nB+T9F4vYeu/zqP6C360z7+leOtblzPrS9993Pe70+g1Qvy/Tud8CBduJ3TrFzzvyhPf7oI3btDTc6l/T9hdeUbYf+6u+eXjvjoG1sl35KNQfBuBPKw7KkKMffn3/Xe+QehJ6Z/8T18V/Iy3m1zbYOep+y7ynTzZmDidB7X3zfXsOyixpabKOZk2zzNSfZJ2ZPSi06B9fZ/UhMfhL9Hlm69LHX5qD/brV/MYHLHfipdSw3WV73AZSf/vntz9uaU0rtyq/tntpG+ouvXfGg7+t3SPVV49/Fp/43z554/SNP+7Hc7TR8keRzW8z2XpE3PoFeoEg5H4GkKsvlPvf2PGvv7LZvfm4z3+Rb6Ev5+H8/src+rrVSSOZPrD4ZpXRnIMW9dPqT6dwX31to78yvs7WQ7t901kT0U53uXyqoRfL/tmfeRrK31v6FfpcsG7zZ7MnOYcu1p1hImO666WpGYd2XTCOnXyBhGpbLFKb8d+P5t+c7w4Xg3Yl/NyaV5tv2+HdjRxx7GEM5l2HdZT3fctNfrK621r541DEWz19SipbrXXPlFfg3I9uOPu4438yzT+E6fuVl23f/A+yjOXPsuWefsf+9/l+rRF/jbbffwXbdY4+ldvcC+vk+jzLgb7/5puXF47bVNtsY7/UD9v5cryV533rzDXv8EaSq33jDSsvL0Wd5c992WXlZats3/um66Do46ij794sv2nPPPG3t7e32zW+fnFom/cVN//yfp/jZt/qab+zh/w6mfx5ef1jVaF/+3X3+K69XXrfLEqZceC7uiaN/G60XUtHpwpT34CP495/XJXumro/raddNZll679OB7CfMczjPKsk7HHpaVwREQAREQAREQAREQAREQAREQAREQAREYEwToDBlWV4K0+lF/QnTUOY16v+YflCuD/mX2yHJRGzPhRTEVJTl41YgJaFUsM0VKSddlE7IsixGSUKcBHNif0bD/PqaWxCs0TOpEE3ymNLBDeN1U32zLZizyLcwZbWJVoQSmyvbWJHClCx5XWZlZUEUUppGInowwnQBxOdp1z9pb+CP3JnjpL02s8O3X8+vC372iztftFuRBuxtfH33TeyoXTa0X/ztX1jmnaUWeezsg+yah/+7VMJ0Wfs/bLt17Q5IsZ/d8a+ltnnRl3awbSB2/RrH5Z/F+yApj5/855ODSphSmP7xjxSmkSwN0tTvC+z5B6ed6sLilO/9wD63zz6WaE3YKSd90ygiexsXXvJb+wSSrfvtuXuqpG9Ybr0NNrDfXXmV/3rJRRfanbffFj7q8Xzs8Sf02/M0CFOuxD6JLCOcOcJ8+dlhBx3gH9961z1WWlaaWrS7q8v23+uzPs8b/nqrTZk6NfVZeEHGn//sHrbdDjva9354pl19xeV24/V/sp/+/ALbZtttw2IWpCp7NnZA7hx52CF24smnpARxasHkiyBcmC7tLZ2ZvvybEHtfv+Ihf+uBHx3s/9ydir6Z/0b/zOkVhfZxTXP64v5670+uYSftvbnfI3yDXwj40V+e8vK/mQt/dc9N7WBIH46n3vjYzrrxKaOcpezL7E26MUoG/+rLu/h/Dd5Gf+avXh7Ni9s4cJu1U/vL3Ad/vxslcH+FEriZg6k9pvcO+9Xd+LJBh30X6b8f3/S0L7YZJO0vj97Jbsf9x16vmYOS7EJ8HuQUpfAFf3veRWfmsizVevpBW4NXE8TZ/Zkf22Eoe3ws0olBmB7zmY1cqLI35u8h2NaAYEsfJ//hUeNnv8D9+N0/PeFlldN7mF5y90t25/NL/5vAbRyH/RyK/XEM9lz6SgN8OP7oo+zdd962W+6829KlJFffbYftfCsPPvGkP1/+298YBete++xr/KJD5vjS0V+2o4491t/mfXHF737ry2cuN2v12fbhB+8vJUxv++vNduklF2cu7v2AL7zkN1Y5MSo3zvu1uanJvotS4T8+43RffrPNt7BfYpneRjgPp6Ls82dR/rm/8cM/P2nP4Msv4ZofqMg8/YZ/2nNvzbdT99sS+5id6l3L+7e3nql8/9zDt7P1Z1T6dAa6n/7mPpDPJEwHQknLiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIjEsCFKY5SWE6ow9hSvE3AcIE1sjFCeXREhlIeRiJzW4kuCg6+xKJvQHitrKzc/BHcCRbMRcfvkn0TuT2utE/Edsf7eHHjDlxXj2Ol8eKxF0359XL3FLrTYjW82PCOkzpBT4jcSzNkBML5lb5pqYgxVWY7Jc2EtseK9tYUcL0TyjJyxRaV2eXX+extOTuYITpyX98HHJonh20zVroHbkJehTm2LNvLbBzb3nGaprb7Tdf3sm2RsqOQvXI3z3g2C88fFvbZFYFkqPZdi+SZz+DSJ0BYXXbqftYfUubl338yuUP+vo3nLinxZHEm1FRbJfdv3RJ3mXt/+JjdrQNZ1ZaXXObXXzPv+2fSMyde8in8F6FVaAvaoz3If4vFouSy/6dATwMRZheB2HKuxhYPWkaPfOfjsV2WVKiHIryssehzOwd6NH521//yiXHWeeea7Nnr4H0VwdEyK9dsjCddhJ6qM7/+GP7aO5c+94pJ9s6SG6eefa5SFnnukRhGu2rxx7jTH9+4a9s400/YTkobfyPu++2X13wc09tXveXm/u81NOFKRc68+xzbJtPb2cdHe12951/s6sgNTlCwvNHp//AnnzicTv5tO/Z3vvt55/x4aUXXrDTvn2il9Q9/8KLUu+nv/gYx5AuP48+/DAXTyzNmz7q6+rttVdfsQ023Aifl7tk3X7HnVz6pC8XXof+mZR4Z30hSo2GzzKf+e/THudEcvnPJ+9lk/HvSZBsXPZLO21on996bStABYLn35nvqU+KztM+v5XtufnqvrkgfFha9uidN8b1HoMMXGgX3PGcCx9Kvy1wvQdhypUoMU/ca3ObVJJvL7y70LgNjpCy433IvpH/RGKUgwnLT603zTZdbZL3YqVgDP/Z4OdMXte3JOzSe192acVk7XozyiE78y0P9wqFaVV9Kxe11ZHM/79t17G1ppUhmdlt37oqKv17xsGfRh/fSmyn3a568D/eP5QJ0d8cF6WSQ9qQYpdyawaE6gcL6+2CO/+FXpZIWu64oX1xp/VdIDMV+IeHX8N+1kVqe00rzMv15Gq6MJ1UUuApUpZ6PRa9TsOgdD3ykns9fXr+F3e0gy+4s4cwTZfJP//iDrYxeg/zv+X3vvSB902l6L7uxM/55gZ7LsMcBvI8FGHK7R72xS/ZFw473P8bew8S3JSjHPc8+IjlgtM/H38sJTPPOudcv//a29vsvn8giY1/Mzj4ZQZ+gYDj9ddes2999XjvmXzGj89BsnQzq6+vx716mae3mUz/zeVX+rIUpuFLEJSv/3foYUh/r4N/R/Alll7Gfuff4WI/pEZ7WST11l+QRr0KPaX5hYKT9/3kgBKmXPkK/BvOfsLhOghfeOBnPJcU8esi3V2FEr5XYtnH0FOVaeI/4RzH8GUWCVOS0hABERABERABERABERABERABERABERABERCBYRBAiM5y8FCKhCmFaQlL8uI9/hHapWgyYbkY7/CP192IibEMrKcssQxLdGZDqGTjD7XRH64pEylNQ9HN/ieXlR2DkMmFiOi0xromX7i4rMjLy3Z3dmJbXb49qpvRHBTEFLl0tZwbj3kxjj8Lx5mDP+aSW1dXx1LHOQGCNRvHRE7tbR2Y8mL/4y/8qS1G2mywQrmvY6YwXTg3SphOnjlRwrQvUEN4/4Zz1rBuyNKO9k5f20sdQ2ByDFSY/vv9hXbClY+gpOdEu+L4XXEv+er+8CTE5Heue8J22nCG/eywT9vDr861Sx/4j+24/jT7GlJhHEy2duLa2zkpsZ497xB/nw+hhymTpXFIQI7MHqYD3f9PD9vO53Y2pNT9L39oV57wGZQNnohru9s6w/FDUmVlR8fPfQ1JmF73R66K658J7Z7i9C9/vsGuuPR3tvuen/WE5VWXX+blZtmjc4edd/H1+MDSmaee9K0e8rGvHqZPoFzt77EdCsXjv/6N1Dba29ptr92ibYbUW+rDtBfpwjQkSdM+dqFLscuk3He+931jqdEzvncaxOymli46L77wl3bXHbcbhU9fZYCfeepJ++H3vmu/uOjXttkWW9geO+9o+x90cJ/lQcM8vv2Nr1lDfYNdc/0N4a0ez9c89Kr9GSVomexk2m1ZI8hEpilZGjdItvR+jGEbT6BE79k3P+PC5saT97bQS9TToccgHZp2vT+LLw2cgd6O228ww358yKdTwpTy8y8n72MF8ega5rZZfpZlaNn/kfvloMy847m37dZn3krJTv8AD0zZ7b/1OvZ5JE+L0Mc5jFBiOIjX8H44RgrQC4/aKVX697TrHrOX3q3yJCelbhj8b963rn7YRShl2XSU993nvNtdXF534l49SvWyF+UhF/7dP7vtu/u5xArS+jiI0EMhRMNIF6YHYP7sU0oet2M99gnm+NOjSI3j5yQI5R02Wm0pYcpz8HsIXXI9fvcl57e9o8v2+mkkER/88cG+rcGcS19hEA9DEaaZPYuZxD7iCwe7xOQXGabPmGHfOP44T5lnfgmBU+O/EX+54foewvS0k060l158we+jLbbaKnUE3Pa3vnaCb+vKa/9oa661tifCKUwpUS+8+Lf+3+jUChkv+MUAClOO27+3H74IsHR55vRVHvnPHPvprc+iBHOUXB6oyLwZspQiNNxv6cI0s7cwr8uvXPqAfbCowX5wIEoUo7TzQPeTPtehvFbCdCjUtI4IiIAIiIAIiIAIiIAIiIAIiIAIiIAIiMC4IMC/a2fjr9uleVk2oxjCFOIU2UgXoZR/IWHZhT5v7CvY0tRqzQ3NkIHtfnxMghSVFll+YT76l0EkwiQySekJTNrGfgaFbFYWZGtOjtUsrLM3Xn7Tl15303WscnK5i9Ioycnkav/b6mc3Q/qIx50NkduWaLe6qjpraUR/OAhcHufEaZUWL4gjgdjuxxl2EB0PmKHfYit62FXNXeiCtGJqufcYZUKXArW3ZGrYxkCfJUyXkLr7/ruX/DLQV7ieoksK1xWuQ/c7Scuz9x574xqGMMUfyjly0oThQIUp//h94d9fMvZQ3CWtlyC3RwF07q3P8aU9fuYBLpd47bAEcBvusw+rG4298O5HP9N/oh8jx2CF6UD3/+jZ/+fy/1z8gf+BpDDdFCWe+aWHLogXgolByqb3xh2OMCV03sn+gwd+8eKyyy63G9BTkImzY0/4qh9veGCqkr0833/vPbv15pu8DOdWW29jIa3ZlzAN6/OZJX65jTnol/rQA/cbBSXHQIVpSLz5SsmHkGBlOo3CktfLF/bfz+rq6uz6m/5qU6dPt86ODjtwn718DZYr5b+VvY2QjGOKdSf0OWWpYQqlH+L3/saRh37BZqDfaWCRuexfIEuvgjTdCyVEv4NSossamSm6INmCQE1fn9fH/j+/01N3t562H/orfmi/RTlbyrsdNpiZvqhf7yxhy8Fyv0+/GZXk5b3xw2S/1LDCbZCiTIcydbrf1muFt/2Z18wc3Bfsu/saypGzT2ko58u0KOVoEVLcHMsSpj89YjvbZp1pviz/Hdj97Fv8NUUtv6yQPh58+X2kahfYCXts6v1YWSKYZXqZus0cl9/3kqdpf3PcLuhbWmkDEaZH7LgBUrjPe5I1zItC7JAL7/JtkS+PPTNhmr7vRHuXza1pAJ8m74PMkrAcmcJ0IOeSvVsHM4YiTL99ymm2z/7799gNvzTAe5NSc/bsNfyLA1zgb/+43wqLepacD72PQ8KU///B7jtu79v73hlnLn0O77vX+6Ce8I1vepo0JEwzy173mFDyF355ZM9zo/T1Dd/ey6aUFfS2WOo99ov99d0vpr4gMFCRGb7gEMo2B2G6Cb5086tjdk5tP7zglwh+i8oA4QsRA91PWH+ozxKmQyWn9URABERABERABERABERABERABERABERABMY8AYoi/lCUzoQwZdI0BnHjwhBJyS4kJSkNmxubrR5/kG1paoFIavcEGg8uNy/HCouLrKS8xComlVlefh7SeR0uXCItwqV6Dv7x1wUVHvnHaQrGj9+fZ8889KxLrG123cpmzJ6O10m5mCx9S6nU24hkaiTAfBE8JBVYb4sv8z1uj/PKzsmFHG6xeR/Ms/rqek8cMv06a51ZVoykUReOk+V5l4wlx9NY22hz3vzQher0NaZaMcqmZmXluBwLMrn3o4lSeC5W+Zf8PoaE6RIwnW/th1/6ZrVkyYG8mmCxtf8WJSyRLObwhGkyYTlQYXrhXS/azU+/tcwd/u07n0P527g9gtTpzc+8ba/OqU6tU4jkHUuMcgxWmA50/0xMsfzuT3oTpkjZcoyoMPUt4gGni+qUl/iZZ51lDz7wgJ18KiTK5/f3L2Pc+tebvPzuxx99FNZIPQ9UmD728EN2CyQrhWQYBQUFqb6nAxGmQciE9cNzU2MTepPu6b+G7Vx/7R/s2quvsuMgfQ+F/H3u6aft9O+eagcfcqh99ZvfCqsu9Uyhu88eu9rhXzrSvozeqqcne7r+9W93WXlFRWr5Rx580MsJX/r7q62icqLt99nd7YtHHWNHH3dcapn0Fyxjyz6dfQmX9GUbW9vtAAhQjr+ffoDFUWkgCNPrT/qcTS3vKay43PGXPWDvLqi3S0/Y1VOhd/TRg5fLhnEL5N9/kYxnD9MDP7WOff2znwgf+XN/wrTHgviF0vafr39sv0QpXIrTo9Hn94tJibksYXoDyg5PSZYxD8nQzO1n/s5SqeugfC9LBC9rnH3op2279WcMWJgGOca+rmdCIr+E8sSnXfe493nl73Uo4d2bMGVZ1lueftNen1uTmhKTqkEkZwrTgZxLln0dzBiKMP3xT8/z9Hf6ftKFaWlpmR1ywOeN9+ud90XlytOXDUnxcH9WL1rky6cv09vrUPY7CNO++gpnrnv0b+6zufgiyy+RSt5sjUmZH/f4PZTWPRz9Y7+MigEDFZlMpTKd+u29t7B9UNY6XBN9feEhlLb+1LrT7CfoZTrQ/fSY7BB+kTAdAjStIgIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiMH4IBGG6GoRpGSQNE6cxCCKKzObGVps/Z77N+xA/eO6ERCqfWOYJSx6hq0ksX4b31lh3dSutKIFsomhBEV8kKjMlJyWJp8zot2hLsG429vXB23Ps0b8/ztVsx723t9UhJV2E4o/iXMf3A4m51PawDe8pyhLA/PHtxfDUMyXEuQ5kRJI2bCfbGuqQ9sPcaqpqIYo7/PjW2mgtZ+Blh3kcGL6elyGOjqchKUw5t2lrTrUScGH5YZ+Xi9Do2DPFbth/9+Lee6RGe0OvPpXkDShspIVp9lp/Q2IQJWmRKObIyUWP3WSZzIEK06vRt/BK9LH7PP7wvf1601NzDS9Y3pk9Urdcc5I9ihTpT+/4l3909E4beDnUWROLbBok1e4/ud2l6WCFaZ/7T16vvKtwiLbF2pOtAAnS9IQpS/L68TNhipHew5W/Dythyg2Egbk0NjXabrvt7u9c+Otf2xZbbm3n/+Qcu//ee73c5kFfOMT7CrJEZ3Nzkx135JcGVJL3vnvusQvO/6lvlyJy4002RU/U1WzqtGkQnZ91aRpEZ5hO+nN6Sd7ellu4YIEdfvCB3i/xlruihHN4b+Zqs+zaP9/o++c8Lr/6D+iPuG765pd6TemUSLTaVX+83t579x0vR7reBhvY95GWmzFzJnqXvmrnnfNj23Krre2U7//AezLy+M45/2e27fY7LLU9vsGU8pd/d59/dt2Jn0UfxKJel+Obdz33DvrYvuS9EjP7XvbVtzGUt+W2H0Ya+tpH/utpVgqcvsYnUe72hXcXuDANybj0ZTOFKXuaMlH68y/t4InN9GXD69Azckts+2dYjmNZwvTuMw7wnqZcNr2E7TmHbsu3eh2Ty/KtqbXTTv3jY94X9YgdNuh1Ob5JsToJQnagCVMmSo+4+B4vOcwvMVx638v2AEoTh8Rpb8L0PvQqDcldyrmNcd/OrCyyqUhAhvRvpjAdyLns7zrp7YD7Eqa93UPsPXrLTX+xs88737bbYccem0sXpjNmrGZ77/4Z//z+Rx/vURKcbzJ5ftC+e6VK8gaBys94T/Q1Jk+e4vdiEKZ3P/Cw5cXz+lo89X64nj63+Ww75fNbpt7PfMFr6Yhf3+3JYPbP3WWTgZXKbUp02P4/+5tvLvT6DcI0lLLO3Fco/RtK+EqYZhLS7yIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIwBAJBmM5KClOXpRCOyFnaogXVXip34UcLPWkaL8izydMnWUFxlDiiEGS53mKU5Z219mqeNPX3YGMohDraOzwxxrJ2TG0yrccUaiyHhX/xfxCcE/D+e2+8bw/d/ojL0V0/v4utsd7qkTDF8dDxcFssCcy+itwWVsM2cnx7LrSQiqUwjXwQ+61G61De8oclMymBOAfun5KWcpICmH9s5R+ss9Gn0ueH0plM1XFeTNW+/+b7Vr2gxo+/qKTQVltzppWUFXs5Ua4Tx/Y4Bx4LSxJzvQas92EyYTpjzWkuWimgeczeHxLlOpnc7cQfWJmU4no5yeOJUdDB93ahtDHL9/Y2JEyXUFl+wpTso+uC1w3P75cvfxAJuRq76KgdbLteRGiY1YMQSGfc+DT6K65pP0CZz/TRimv4pifftFyc84Pw+cnXP2kvvFdl5x22re2KP7CH0YZrY8cfRaVCBytM+9w/bpBWXPO+f1zjB31qbZTknWDn3BL1MP090oKbogSkC9NkD9PlJkxxoJdcfInd8Oc/2+zZs+26P12PksSdtvsuOzuCm2//m1VOnBhw2Csvv2wnf/PrAxKmp574Lfv3Sy8u1Ts0Xaz0JkLDztJlDxOd666/pP8kl3no/vvt/HPPts0238J+eclvwmrei5RlRdnHlD1G2S+RJUaXNUIaNSRG2YP1gvPPS6VhuT5F7IXYF6/Fow47xFZfYw27GPtJ7y+buZ8f/vlJY3nWPdEP9LSM6zAs24IU87GX3eey7jv7ftL2+uQa/lFImLL/KeVm+phf22xfvPgf/ta9Zx5o7Mt7LpKXe2Pdk7GN9MFysXc8+xZSqzHbH71GQzJuIML04r+/aHf9690e6dH0bfP1XSiBejFKoIakHd8LgquvHqb3QJjm4r9BYRx5yT/s45pm+zOSp5OTydPwGUXUm/Nqbat1pqBnar73KZ1eUWjXfvOz/u92WI7Pd7/wnjW0tNk+W67pvS4HKky57vWP/del8zGf2cj+gC9cpPc07U2YhvNzFhKoO6aV/U4XwJnCdCDnMpb8cgjnNJDxtWOPsbfefNOuu/Emmw65H8Z777xjXzn6SP813GsDFaa8bw7ed28vcf2r315qm3yiZxL58UcetnPOOjMlTLkTlqhmIv3Pt9xmk6cs6UPLz1547jl7843/2VbbfKqHMO2t3DaXzxw8/1+/4iF/O7OfaPqyd+KLB5fgiweTSvPtj7g+eI0NRGSGVCpLS//+67v5PR6EKa+Dv566b0rwh/1ddOcLds+L76XujYHsJ6w7nGclTIdDT+uKgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiMaQLQjFB4ZmUoxbtaSa6VowdcdiwGYWIuKOe885G9+M+XID7bbYPN17Nps6aij2eBC0IeGMOSFI85kC8FRXgfz5SWba1t1lDbYHWL6qx6YQ3SU+2+TilK006fNRnCEYlL7Md7pGL5dzOF6fqzfV4uQLH9xoYmm4+eoNxeoiXhwpPlccsry6xyaqUV4A/ZXJaigyIygT9ac7nWllb/4e8UrnGkSSZPn+gJWcpK9mPl/DogkdiflOnZKTMnW1FJkf/Rsq66DjL3A1s0f5EfE5OGRShBHIMo5ToFRflYfoqVVZb6Nl20Yh51NfX2QRCmKMlbhnnmoMQvRW4bkmRks/DjaiRYm1wq50ImUMJy/xWTKywPYjoqbYykKSFnDAnTJUBGXJiiJC+FISU9RTrvD0qqrFiWHXflwwMSpixx+vkL7vJ06BXH72KbzZ6cmvCVD/zHrkYab9eNZ9qPDtjSjrr8YXuvqsF+8+WdbOu1p/pyPOWX3f+K/fGx1/33p37yBcvmlwIw9kXp1IX1rfbY2QdZHPcbx6X3RcsG6drf/q/A/q/B/nfbdJb9GLKFmz0bsus+9DC99Nhd7JNrTV7uwpRpzGshEm+9LeoNeMEvfoESnTtYdU2t7bNX1Pfz7yjFmY+SnBytKFt75ve/ay+9+IJtvsUn7QKIVo7Qy3DjTTd1Selv4uHLXzzC+53+4iKkVreKhDXvo2uuvMJuvP5PvlhvybWwfrowpaz5yc8uSPVRrK2pgbj9hvdF/c53v2977btvWM17MDIpx1KhVQsX2knfOdX2PeCA1Of9vWWYiToAABzQSURBVLj4wl/aXXfcbl8/8STb/8CD8G9mm73z9lsugSZNmmSbbraZkdtPkTR94/XXlxJUvW37fZTMPQ6lczkoM0/ae3O/lsOyLEf7g+uf8NK67Mt5zTd2T30ehFw5elpeePQuNmtSsa/GL3ycd9tzxnKwn9l0NTv9wG2QvOyww5GsYynYX315Z9sEaccwroX8u/7x1z1tx9TdYIRpKCvMbTH9ue36PdPategVffIfHvNyqd/cazN8QWFt3+35tz1rD70yZ6kSqiEVmylMb0S/16vR75VpvtMP3DolU7n9o35zrx/XNd/YAwxKUCr3MZTMrbKv7LaxHYIyvWEEYUVeN52yj3O8F0LrlxBbR+28oX0JP2HcAB6UopSj7GHK8XFNkx15yb1hETsU2z4O++DoTZge+9v77YNFDRYSiVyO/25c8/CrxuPhuP+sgzCPCanyygM5l1zv/ffetVde+jdf2n4HHujPfT386PQf2JNPPG7Hf/0b9oXDDvfF2L/3xz88Y6l+wYMRpqHENZPWP/vlRVZcUuLbZvndU/CFCPYlDiV5+cGN6IN8Ne7v7XfcyU4/68epnsG8X/kFg5aWFrvmTzfYrNmzLSRMBypMuf2f4N/IR3HNU2BecOROnjLm+2GEnqL8nfcE7w2OcF0wdXzZCbv5e+GhCpUi/oxzxS8FcJyDL81sm/wiThCmfJ9fLmAPXXy3xcdrKN1+0tWP+OtrvrGn35v97Sdaq+fj3Xfe6f//0vobbrjUF0J6LtnzNwnTnjz0mwiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIwEpEIBt/gMuFBKQwnV4EaRdHuhJJyDb84ZuykOVo//Psq0hl5tr2e3wK/TtXwx/tmLZLK3mLbTA5yb/mMS3J0rX1EIIL5ixAQrPeEpCnnZBP/MNtPvo1llWi3+nkcqucPNHlK3G++7/3eiZMIUwpqdohPxvqG622qs6q5ldZEwRnN7bFtB/lJHunTl2NwrIMciXu+2+sb4qWn1dlrc2tvhxTrxSpXC8fPRvzkCKlGKb05DajlGk3kqClNhulhSunVHqpvkaU5H0PMnfB3AUuOXmkpRCbTJS2Iz2bjTkwdUrJOQ3zKELSlvuoZjL3lTdduq2x/iybiO3lxiF1MQ/2g61dVOsCuBHClGKOMicbx8vjWH291Z0R041MzZKpv0677ihMF8yt8nemzJxkhRmpqLRFx+3LguIB9NIDt8a3TkkeI3ktOdzUyx4v/GLlpYrhD0tWSL4qXudCF6WUpmTPc8NzyuvxK7+HMP2oFim0fCvBPdHbmFJWaBcduYPdhp6OP//bC77IzkiAzUCJ3Zfer3Lhyjev/srOts7UMvv1va/YbUjJsWfpAVut5dLj2bfn29vz61ObP2ibtezkfbawHNyrAxGmXHFZ+/8j5Bj7FZLFb+592W544g30M8219WdW2gm7bmRrQqBxDDdhym2svXYksvi6oQFfFoBMDOOMM063ffeBdMQ8eKoOPuhg+whJsdVnz7add/kMUma19tgjj3jajOuwr+FxJ3zNRU4jtnXA3p/zTVFsrr/BhnbCN75pQT5yWfZF5Xl88V//snffeduX5cO++x9g34CcZFI9c6QLU35GMfOpbbeDSO5yOVRXV+fp0Ut/f1WP9fn5F/bfLzXX2+/+R0r0ZO7j/9s7E+CqzvMMf6B9QzuSkEAbIHYkgbHZDAG7DjV2IHVqN3E9cYlde8hiG6apM2QcN2lcd5qtqVNMqZ3YaR2TFqeENrYxWIBYxY7NDpLQLiEJoQUhsfR9v6NzdcFaDRKK5/s96F7de+5//vOccyWPnvt+343f8wMdr/7iX2TdO2s1ufogRCuTdhGRUSqwDh88oEKIa/mb76yQrCnXJzlvnM/9fuuRYnlxjdN3k7InOy1Oyz0fK6mRw4XndDMm29h3MynGOed80BWm7jwUQFH4UEneyXIVdZxrJQSQW8J1Pa7hnyLpyUHxyJLShwqr5DjeLxwrn5ovI+MjeyVM+To3Zcr7lE6T8eGDEOy7uKZepSgfnzAiWn745dkSjPcQx6oNh2QNUtwUhKOGRaGX5Hjdd2fClCnYJ1e+rylTpkenjUqQRvwe24Y+sJTArhjm3CeRNny6LW3I/Y7F+6UQH3jYDS4c3indncfLZMVb2/TxO1AyeB4+pHDv5GTpSJhyo2dfz/GcE+/yuR0JU5cLzwMTrfgxJXtPV6j81h3iywN4fOmCTPnbN7fKAfzscUd353IdPsjwzz/5kW7upkPd1954613+etpd02VEcjJE6XapqT7nSUi7c/RGmDY2NMrTX3tcPzAQEREhs+d+TgXf9tytnveXtzBlL+AnH39Mt2cJb66lsaFB36+UpfPu/ROI1Bd0+Z9GmPJDKP/wTp7sQmKbg9ciyyA34Do5kF+pCW0+vgR9Sym7nd8x7cKUz6XFhfNGRz3+f6QKH3xxx/IHp8p92Sme30rewpTbcH+ZqfggBn73U9xyMLH9dZxfDleY8r73fvi991gCCX8nru97Zs/Uh5946ml5+CuPem/S5X0Tpl3isSeNgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBP6YCQTAmA6BLKUwjQr0kRCIQB8kIRsvNElJYRl6l5ZBzFVqyd2smZkSDzl3FfFTij8d+Kug/geZ5IMenZSSFK3lkKUFJwq1/Gxi6jBNgF5sbBYKyJqqGhWTmTMmYz6ndB6F6QdrN0GYXBOW5E0bm6qSir1DTxw6pT1EfbDWQEhRSlKW5q1AmWCKEMrXoYlDkVxNUDlai8To2dPFcnT/cS3HO3JcqopICjBXAlOUxiKZGgnRyb6rlLpFeA3FWHJGiiZpo2MjNVWaD2F69nSRlBaUQZT6yuiJIzXZynK+LNlLTqHhIZINPsOSE7REJrnl5eyFkG2V8VPHSWIKGQSrfGtAWrYBUpcsuA4KGyZO848ViF+An0y8Y7zu3x/3B+OYr11FaV7+NdxrNNQ1Qkg7siNueIzu3+vpz8TdngrTM1udHpi36qDTZm9wvCuYEzvZs+cor7UnV+fI0VJHAHW2v0QIl7XLF+rTuShV+mOUFS1BuU93ZAyLlGeRhhuX4PzxvPnKNXlxbZ6WNXW3oZBdgaTbR0gSsRcqR873/kyCcP198Z/W63xbXnzIU6bRTa2+9OUZMm9Ce1nfzva/bGGWlt7lvNTGZ8/Vy4q3d8rxtmP70V/OkmkpsXz6lghTnajty1AIv9GjR0l6Wros/uJiSUho63lJ1vjv+PET8sILL0hBQYHnZRORIP02JOHL6Nt5GKV5x44fLz9fuUqff/P11+S3v3lL5QzTaK+sWi0N9Q1aMnfXju2eOShXln/7eTny8Ufyq9f+XR9f//5GlNQO9Gzj3nGFKUXNXy/9hrz6ys89kobbLLh/oSz91rMdvvaXq1fLr3/1+nWCxp23J7cH9++X11evko8OHbpuc66F0uerS57QnyXXPdnNN8U4v+yL6Uo9d3MKxTkTRsjX5k9Eydz2ErV83hWmzyMt9/a2Y9eJuExcG889OMUjS935KAh/8d4BFY/uYxQ9SxdkqdTkY27C9EsznNScux1v3ZTeM/dny0L0/+Xg++4DpEV/veXIdfPyOcrCLyBV+sjMMfqBAz7GweP9+//eBbl5Xr//4VdwPY+KR4LTKb3LMsI3lp5lSvYVrJ29Q70H5ddj6C3sXcKX/WF//Ps96K9a7dmULJeA4+ezUz2PsTwu18GSxRx/gV6jFGpv5x6Tf8P7+saUKvf98u/yVI55pxEp6xYjWc7jXff8Ip2L633pnd0egccHWQp2+QNT5WhJtZb35WPrv7NYVvxnrgrTnp7L3ghTvldWv7pS34PcHweF5fPffUHfg+dra2Ud0uIcrjD9wcv/qB9A0AfbvnwPH5zI3bJZVr/xpqSkOueeH4jghx9yNm30bMr38dJvPSPcnvt54zdrPM/xff/Kz34iG95rT+ryyUcgBB97fIkndeqW7313U851H3jwTNTJHf4+WIP3wh/QP7a4uv66rcYmQczPmyBZae3VBLiBt8j0fgHPVXocer9DolJ4x93woSdeW8+89qHK+piwIP0AgPt6Xmt/jmv+IbyH+PObo7P9OM+2f/0uqgrMwQd4HrzvXv2Z+dTXvyEPPfxI+wbd3DNh2g0ge9oIGAEjYASMgBEwAkbACBgBI2AEjIARMAJG4I+XQDDKjMYE+0KYDpYQv8Eo8emHPyD6Q+A1aLKyqrQKKY0mFYQUfzFxUei7eUmlqXvUTvrOF6LVT+oh8oohHilMz5VXSxBK1mZMGqWSswnzlEEuHj1wHOIzSGYisZo8aoT2Di1A2dsNazeqMHGFKRN9JQWlsuvDPSoUkyBehybGomwtRCbE7NlTxZpgvYYUZgzk57issSibGazlcylgD+w8rKV7p96dpSKT6y2B9MzL2YMyvc0yakK6DEff1TjIViZRKVj5eBySopSviZCfTH+qMEXStiS/VEvwZk6fqOu4it6tZTjOg0jgMu165+em4niGI5kaKKU4ztx3tyG52iqZEKns7xqKvq9MnTRhXxfBoqm+Ccnby5p0rSo7J4d3Q4xhg8l3TcT2SVoW2A8S4yp7meIYvUcDUiaVSJjyD7hDkyhMWboU6tr966n3xn14n3xaIa+dlCx3xBK27YtgEJk9XXkufZCOZEnjQUga85rpbqgwpazUaR15+YnX8Hn8Y+lcFZsEgsH5nesS+4N0Zp/Otiec255+bZvP6Tt7WV/FstM8Dh3uvN3M19DcKhXnGyU6FMIfyVS3zy9XxZQy5zvfeEmq6y9KzJAgCUdJZncUVzfge3/tieg+1ttbz/7xh/cIJKy7G949TH3Qh4/nTgeOd1vuNnlu2TJ5deW/IgmZ1d1UvXue5xKn8Cqu98pK/OxpbJTExGEQHYFyGU+04norKi6SuLgEj/zoagd15+s06RaDkrZuSU9uz16HQ4aEa3ntrl7vPsfkaHlZmco7Spqu+oa+9P2/Q4/T98S7HLA7T29uKaKKUHb0fO15TdtGRkX15uUdbsvLuQSip66pBbIzRCJxPXY2XGH6xjcX6LZVFy5KI8QdE6Xe8rCj1zeiL2olfhdE4ed/OOTOrRhcew1K5JbjfdSKn70xYYESjxTrjeLzZvfFnyXcBwf7mXY1P4VoKX5XhqGPdSTeV6yi0N+jrrEFXJyfG2FeqXf2ZOXPmlCU2f8055J9etf+1xr9AEJPjokJz9LSYomKikEqOqInL+nxNnz/lRQX4z0c3qO53fcrd8B+ph2lyHu880425M/UgsoLKrFHIJnd1XXSyRS9eti91kJQBSQWvyNu1zBhervI236NgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBPqcQCgkaXyIn4RDmPpBLPmjTG2AfwBEZL2cOXoGZXCrURb3kkRBUo7JGoMyupGfEKZc5GCkS319/eVcRY0c2XdM6qrrtFQt+4tSdLInKOUgpeOezftUiDCxOiJ9uISEBWu60xWm9yyapwlTzlt48qzkrN+KfbbKtLlTVTz6oZwuy/7Wop8pxeRprJOi9K7503Sd7DfKUsLHDp5AKeEAmQaRyYQnBx/f8odt2jd0ypwslN8dIaGhoVqW99THp1XMMsUaEx8jKZC5/CM9hWl5UTn6p9ZB/IbJhDvGoQ9qrD5XdrZc9m8/pPNlTBqp+2FZ3UqI5o6EqS/kE5OpFxubVPZSmrbgD69VWPPpo/kqYsZMHi3D0xMlEgnXQPzB+8qV1vZErx6FaAK4CikiSsLoYdFgGKR/rO+JiGyb4pbcsDdsXfUFCOBmlUnkRYfoSlOKQKZmmZYNgPTzx7ljStcjHLtYBYWpd7qTKU9+7xhUrxdyf9ipygrcqrLgIjAccepuqwtzv+nZLXbHHVKi8Lxx+KB/LQWw7qJtP/pED764opTHwsE1kwWl8kAaKkx5vFgme7fyeF2+fSlM3SSvXkdtYp2ISQtBQ7mMJ67gXxu+gYRM11JeWiqPPvwlTb798j/e0vfzgFtkDxd0o2Tr4ctsswFIoLfnkj1Ml6NP6CKUx370q48PwCOyJd0uAiZMbxd5268RMAJGwAgYASNgBIyAETACRsAIGAEjYASMQJ8TCIYwjQ1CL1AIU38I0wD0Lw0KCJCGtt6dVaXoQ8aEKYTpuCljIRKj5EprC+QF+246cox6jIkrCtNylO/dl3sAfTqbIDfRx25EPErfxkowpChH0Zli2bFhl/YmHQ/xODwtScJRYpdJUgpTjvmLUZIXZXEpSfLZ2/R/cnBvkMxfNFfSxqTivqigZFKTQjUPAtYfEm7O/bNlaEKsJkyL80vQF7UA/UqDrhOm+Uiyfrhus1zB+md9frqkZCQjLcVE7QU5AzF6Hr1SoeX0eNPHpqlwozCtQj/UJqR4IqLDZVz2WIlNiNF1MGG6f/tBTYsOT2s7XjxXDXHckTBleUn2dW1EWd6LTRelFUlZpjNrq+qkEGV/KabSUEI4KTVRYjAP+61eudzyCWHK8sZ8DV8bgh6qgUgkBgSinDJkXn8OMqkur8X1gtQXkqYUlP5Yhy/WoRITMpBrYgKXolTTiiocKTbxH645Pu+D68dNMZIRj2tIFKV0e3JUJSMvCu9BB4p9MrXqkXp8vpci03vKju5TdLIPr0DaaWKVwrRN6HW0fWePqTBFOo7HxSWyF7AjTPHNABre6+SyvMVunwhTPa+OmOa55+D1QJFMTnyaP28oTIEPwpTv0oEztm3dIltycmTv7l1auncZSv8uWOiUZR44q+zdSnor2Xo3u23dnwR6ey6ZLj196qT81RNP9kk6sz+P3fZ1awmYML21PG02I2AEjIARMAJGwAgYASNgBIyAETACRsAIGIEBRMAP0ifU3ynHG8Zb9DANRUnZS5CkpZCOFIKUpmGQmlkz2XN0qPYFpTCFxdMjYbp08GCk7iC9mLhkgpQJytSMZC2FG4UyvkHo38lRfKZEdm7arb1Bx2VnSBKFaVS49gf1FqapFKaQVPmQlTm/36oCbN4X5mDOFJ1HU5oon0thumtTnsq4uQvv9ghTJk8L8FwQkqdTZrEkb7y+zhWmLHE7+09n6hrZe5USk8K0Fj1TKeYiYyJk5Ph0FVpcA1OrlJQUpmOzMjSBygnLiyvkwI7DKogph+NRzjceJX5r0Ee1I2HKHqof7z2q6djgkEAt8ctSvRTMBSfO6hpTMkZgvcO6FKatLa0QuM3g2KL9XJniHBIZikStv87RX1+YMK2tugBh2iDN4EMhGhETrsflg2QiB0Uje86yPDHP2xUvYeiH6y0Y6VgVvkgDU461QCLz2OKSkiDFrqkI9ZaTjgu9XjA68tF9DLfu3VsEwpN8xLXB+1wPj6+3yVDveSiGKXtVLkMODqhBIYl/mjTF+dN1tpUO7hth6ujPTksfAw63QLtXacUXpkw5nK9697Z+8e75+MCixfLN55Yps9u6qJvc+fd/u1PyTpXLqqfu1dK3Nzmdvfw2ErBzeRvhf8Z2bcL0M3ZC7XCMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBNoJwPsIpWmQL8Wpj4QjHRgJcSUQcrWVtVKMErosVeuPvlnZKKGbiPK6vpBcWp6TwpRuahDShEiCMSVYAYHIxGVDXYPKVQrEuKR4TUFSvjBhumtjnrSixO6kO8ej9GwS+pKF6X46EqYFJwpl8//marps9oIZKKGbrIlECsMLtfVayvdw3sdIV/rLrPtmoMdqtMrNUojbs+ilGoyEKUUvZSZHuzC9hkTqLBWmFL0UmSpMccwUWY4wHamyjsK0sqQS/VnrIUwjUJJ3vJbk5XwUs3uRqGUP1OQMRxDHYg3VKGX8SWEarEI5990dUodEK/udxqEna1h4mNQj0XvswAmV0aljUrS0b1cJU7JkopMJz7pz9ZDVgyQqLhLyMVBFDQVXfwxK0Eb0NmxC700KU14PQRTBkKD8R6nYeumy9pxtRo9OylBKU5a45RJ9UQLaHz32KHzZG5QCjOWWWyCCh49OYwbVk8DkNec5rn46PsfItctDrpuD6/g0wpQXsiMiIf3Ql4+D6Vt9P/Gb/jou7qsHw7s0L4+XadgLF+qlsLBA0tLTtZx1D6bpdhNNEoMt90cu3oJWXwzsIKeleFux3RX845lwzka30/f5Blx/TXW1hISEoox2531B+3whtgMjYASMQB8SMGHah3BtaiNgBIyAETACRsAIGAEjYASMgBEwAkbACBiB20uAWo2OhtI0ENI0AuIqPtRfgiBGKOQKTxYhwblb04ETIQrZ8zNqKBOjQY6saBNAFBwUjzVIaB5H79BqJCx9MGc05CGTmkyRtkByFiJFueODXSrWZtwzTQUo+1pyP97C1C29ywTpZvQwbYVku2POFEjGEZpebEa6tPRsGQRkhUrasIgwJEkzUd43vE+EaQnStpSm4UiYspfqMPREpSRhT9Rt7+/UEsFZMzJVgoaGh0oFkrk3CtOQ0CBN2G78XY4K4+n33Kk9WX3BmoJ394d7pPniJcmYPEp7u3YlTF3B1FDXKJXF51QoxwyLktDwEBV5LE/bH0OFGhOkrU6KVAUu+t+yV2tcUixEeZAK6KtMBWI7ymimLLl+ytDLkGOUqOzjSvl6FdtwsOfpyEljVMQ7DpGy1D0i3PHcdx/ro1usk8MRh22lYtvEocrb9kX1bAHe8/FYMT1TuTxfOlVv5+vZXj/1VpqIxTm6aVHczQpUlIIHrwtlgZ8d7q3npWDFUrwqTNvuO2fHs4XdMQJGwAgYgT4kYMK0D+Ha1EbACBgBI2AEjIARMAJGwAgYASNgBIyAETACA4MAAooSAHEXGegjCRCmQyCsnBK7FbJnyz4tWTsUvUijUV43HOVqA4OdJCMTZyyrGoQemiFhoVpqt6SwVCpLq7S8rZ+/P/qUJkKchapUrK6oRm/RfE1+Trk7W5OUFCMUqZvW5SiMuQ/craV3KaTKispl39YDUo+en8OSEyQqFilKyNqWSy1SgX001TdinRCzkLjp49I13cV9lENYFqH8L8Xu5OkTkXaN07kpYLf83zaImavoYTpDBSz3z5K8TLPWnkMPU0g9JknT0MOUyT+Wyi0pKIGYrdTjHpOZofu7CpFUid6mx5EM5XFmz87SY/UPDJAyJE+3b3BE6uTpk7T0cDCEaSl6tTIx23yxWTLxONdF91dZdk6O7Duq6bpREMzsYRodH62lajvqYaoHgy8UlDVltSq3gzB/UGig/mO/UFrF/vJvFF2UahdqG6Qsvxz7HSSJ6QlaJthda0e3bmlhljtmeV8KU54PHkfKmJG9Lnnb0T5u5jFXTDvJR5bQbUuE4rq/mcFrjKWKKSRdMeje3sy8t/y1OK96bpH8vIxSyrfq+D3r5Pz4RvlCunN0JZApTC+DGZaj8hQ3NoyAETACRqCfCPRYmG7cuNE+0NJPJ8V2YwSMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMwMAiMMiE6cA6IbYaI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AE+o+ACdP+Y217MgJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGYIARMGE6wE6ILccIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGIH+I2DCtP9Y256MgBEwAkbACBgBI2AEjIARMAJGwAgYASNgBIyAETACRsAIGAEjYASMgBEYYARMmA6wE2LLMQJGwAgYASNgBIyAETACRsAIGAEjYASMgBEwAkbACBgBI2AEjIARMAJGoP8I/D8GF9OtpsLlkAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Display my folium map\n",
    "Image(\"Spending_map.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d16f135-8219-4fc2-8a8b-83af374627ee",
   "metadata": {},
   "source": [
    "From the map visualizations, a consistent pattern emerges: states with higher incomes tend to spend a smaller percentage of their income on food. For example, in California—a high-income state—the average percentage of income spent on food is roughly 12%, whereas in Alabama—a lower-income state—it is closer to 17%. This general trend supports Engel’s Law, which states that as a household’s income increases, the percentage of that income spent on food decreases.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10c32cc3-6c1c-4e99-8acc-a5bcaecdd9f2",
   "metadata": {},
   "source": [
    "### Additional data analysis: k-mean clustering\n",
    "\n",
    "I used k-mean clustering to give us more insight about the trend."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "727926bd-b5ec-4af9-a0cd-e171d722564b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>FIPS</th>\n",
       "      <th>median_income</th>\n",
       "      <th>rank</th>\n",
       "      <th>average_percentage_of_income_on_food</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Mississippi</td>\n",
       "      <td>28000</td>\n",
       "      <td>54915.0</td>\n",
       "      <td>51</td>\n",
       "      <td>0.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>West Virginia</td>\n",
       "      <td>54000</td>\n",
       "      <td>57917.0</td>\n",
       "      <td>50</td>\n",
       "      <td>0.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>5000</td>\n",
       "      <td>58773.0</td>\n",
       "      <td>49</td>\n",
       "      <td>0.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>22000</td>\n",
       "      <td>60023.0</td>\n",
       "      <td>48</td>\n",
       "      <td>0.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>1000</td>\n",
       "      <td>62027.0</td>\n",
       "      <td>47</td>\n",
       "      <td>0.17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           state   FIPS  median_income  rank   \n",
       "0    Mississippi  28000        54915.0    51  \\\n",
       "1  West Virginia  54000        57917.0    50   \n",
       "2       Arkansas   5000        58773.0    49   \n",
       "3      Louisiana  22000        60023.0    48   \n",
       "4        Alabama   1000        62027.0    47   \n",
       "\n",
       "   average_percentage_of_income_on_food  \n",
       "0                                  0.20  \n",
       "1                                  0.16  \n",
       "2                                  0.17  \n",
       "3                                  0.18  \n",
       "4                                  0.17  "
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Merge two datasets together\n",
    "df_merged = df_income.merge(df_share, on='state', how='inner')\n",
    "df_merged.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "9bc7ed02-12b5-4113-bcd9-13ed0c093442",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>state</th>\n",
       "      <th>FIPS</th>\n",
       "      <th>median_income</th>\n",
       "      <th>rank</th>\n",
       "      <th>average_percentage_of_income_on_food</th>\n",
       "      <th>cluster_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Mississippi</td>\n",
       "      <td>28000</td>\n",
       "      <td>54915.0</td>\n",
       "      <td>51</td>\n",
       "      <td>0.20</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>West Virginia</td>\n",
       "      <td>54000</td>\n",
       "      <td>57917.0</td>\n",
       "      <td>50</td>\n",
       "      <td>0.16</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>5000</td>\n",
       "      <td>58773.0</td>\n",
       "      <td>49</td>\n",
       "      <td>0.17</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>22000</td>\n",
       "      <td>60023.0</td>\n",
       "      <td>48</td>\n",
       "      <td>0.18</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>1000</td>\n",
       "      <td>62027.0</td>\n",
       "      <td>47</td>\n",
       "      <td>0.17</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>New Mexico</td>\n",
       "      <td>35000</td>\n",
       "      <td>62125.0</td>\n",
       "      <td>46</td>\n",
       "      <td>0.17</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Kentucky</td>\n",
       "      <td>21000</td>\n",
       "      <td>62417.0</td>\n",
       "      <td>45</td>\n",
       "      <td>0.16</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>40000</td>\n",
       "      <td>63603.0</td>\n",
       "      <td>44</td>\n",
       "      <td>0.17</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>South Carolina</td>\n",
       "      <td>45000</td>\n",
       "      <td>66818.0</td>\n",
       "      <td>43</td>\n",
       "      <td>0.14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Tennessee</td>\n",
       "      <td>47000</td>\n",
       "      <td>67097.0</td>\n",
       "      <td>42</td>\n",
       "      <td>0.15</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Missouri</td>\n",
       "      <td>29000</td>\n",
       "      <td>68920.0</td>\n",
       "      <td>41</td>\n",
       "      <td>0.14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>39000</td>\n",
       "      <td>69680.0</td>\n",
       "      <td>40</td>\n",
       "      <td>0.14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>North Carolina</td>\n",
       "      <td>37000</td>\n",
       "      <td>69904.0</td>\n",
       "      <td>39</td>\n",
       "      <td>0.14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Montana</td>\n",
       "      <td>30000</td>\n",
       "      <td>69922.0</td>\n",
       "      <td>38</td>\n",
       "      <td>0.14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Indiana</td>\n",
       "      <td>18000</td>\n",
       "      <td>70051.0</td>\n",
       "      <td>37</td>\n",
       "      <td>0.14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Michigan</td>\n",
       "      <td>26000</td>\n",
       "      <td>71149.0</td>\n",
       "      <td>36</td>\n",
       "      <td>0.13</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Florida</td>\n",
       "      <td>12000</td>\n",
       "      <td>71711.0</td>\n",
       "      <td>35</td>\n",
       "      <td>0.14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Maine</td>\n",
       "      <td>23000</td>\n",
       "      <td>71773.0</td>\n",
       "      <td>34</td>\n",
       "      <td>0.13</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>South Dakota</td>\n",
       "      <td>46000</td>\n",
       "      <td>72421.0</td>\n",
       "      <td>33</td>\n",
       "      <td>0.14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Kansas</td>\n",
       "      <td>20000</td>\n",
       "      <td>72639.0</td>\n",
       "      <td>32</td>\n",
       "      <td>0.14</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Iowa</td>\n",
       "      <td>19000</td>\n",
       "      <td>73147.0</td>\n",
       "      <td>31</td>\n",
       "      <td>0.13</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Idaho</td>\n",
       "      <td>16000</td>\n",
       "      <td>74636.0</td>\n",
       "      <td>30</td>\n",
       "      <td>0.14</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Georgia</td>\n",
       "      <td>13000</td>\n",
       "      <td>74664.0</td>\n",
       "      <td>29</td>\n",
       "      <td>0.14</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Wyoming</td>\n",
       "      <td>56000</td>\n",
       "      <td>74815.0</td>\n",
       "      <td>28</td>\n",
       "      <td>0.14</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>31000</td>\n",
       "      <td>74985.0</td>\n",
       "      <td>27</td>\n",
       "      <td>0.12</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>32000</td>\n",
       "      <td>75561.0</td>\n",
       "      <td>26</td>\n",
       "      <td>0.15</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>55000</td>\n",
       "      <td>75670.0</td>\n",
       "      <td>25</td>\n",
       "      <td>0.12</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>North Dakota</td>\n",
       "      <td>38000</td>\n",
       "      <td>75949.0</td>\n",
       "      <td>24</td>\n",
       "      <td>0.14</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>42000</td>\n",
       "      <td>76081.0</td>\n",
       "      <td>23</td>\n",
       "      <td>0.13</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Texas</td>\n",
       "      <td>48000</td>\n",
       "      <td>76292.0</td>\n",
       "      <td>22</td>\n",
       "      <td>0.14</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>4000</td>\n",
       "      <td>76872.0</td>\n",
       "      <td>21</td>\n",
       "      <td>0.14</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Vermont</td>\n",
       "      <td>50000</td>\n",
       "      <td>78024.0</td>\n",
       "      <td>20</td>\n",
       "      <td>0.12</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Oregon</td>\n",
       "      <td>41000</td>\n",
       "      <td>80426.0</td>\n",
       "      <td>19</td>\n",
       "      <td>0.12</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Illinois</td>\n",
       "      <td>17000</td>\n",
       "      <td>81702.0</td>\n",
       "      <td>18</td>\n",
       "      <td>0.13</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Delaware</td>\n",
       "      <td>10000</td>\n",
       "      <td>82855.0</td>\n",
       "      <td>17</td>\n",
       "      <td>0.12</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>New York</td>\n",
       "      <td>36000</td>\n",
       "      <td>84578.0</td>\n",
       "      <td>16</td>\n",
       "      <td>0.11</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>44000</td>\n",
       "      <td>86372.0</td>\n",
       "      <td>15</td>\n",
       "      <td>0.12</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Minnesota</td>\n",
       "      <td>27000</td>\n",
       "      <td>87556.0</td>\n",
       "      <td>14</td>\n",
       "      <td>0.12</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>2900</td>\n",
       "      <td>89336.0</td>\n",
       "      <td>13</td>\n",
       "      <td>0.15</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Virginia</td>\n",
       "      <td>51000</td>\n",
       "      <td>90974.0</td>\n",
       "      <td>12</td>\n",
       "      <td>0.11</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Utah</td>\n",
       "      <td>49000</td>\n",
       "      <td>91750.0</td>\n",
       "      <td>11</td>\n",
       "      <td>0.12</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Colorado</td>\n",
       "      <td>8000</td>\n",
       "      <td>92470.0</td>\n",
       "      <td>10</td>\n",
       "      <td>0.12</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Connecticut</td>\n",
       "      <td>9000</td>\n",
       "      <td>93760.0</td>\n",
       "      <td>9</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Washington</td>\n",
       "      <td>53000</td>\n",
       "      <td>94952.0</td>\n",
       "      <td>8</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>33000</td>\n",
       "      <td>95628.0</td>\n",
       "      <td>7</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>California</td>\n",
       "      <td>6000</td>\n",
       "      <td>96334.0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Hawaii</td>\n",
       "      <td>15000</td>\n",
       "      <td>98317.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>New Jersey</td>\n",
       "      <td>34000</td>\n",
       "      <td>101050.0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>25000</td>\n",
       "      <td>101341.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Maryland</td>\n",
       "      <td>24000</td>\n",
       "      <td>101652.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             state   FIPS  median_income  rank   \n",
       "0      Mississippi  28000        54915.0    51  \\\n",
       "1    West Virginia  54000        57917.0    50   \n",
       "2         Arkansas   5000        58773.0    49   \n",
       "3        Louisiana  22000        60023.0    48   \n",
       "4          Alabama   1000        62027.0    47   \n",
       "5       New Mexico  35000        62125.0    46   \n",
       "6         Kentucky  21000        62417.0    45   \n",
       "7         Oklahoma  40000        63603.0    44   \n",
       "8   South Carolina  45000        66818.0    43   \n",
       "9        Tennessee  47000        67097.0    42   \n",
       "10        Missouri  29000        68920.0    41   \n",
       "11            Ohio  39000        69680.0    40   \n",
       "12  North Carolina  37000        69904.0    39   \n",
       "13         Montana  30000        69922.0    38   \n",
       "14         Indiana  18000        70051.0    37   \n",
       "15        Michigan  26000        71149.0    36   \n",
       "16         Florida  12000        71711.0    35   \n",
       "17           Maine  23000        71773.0    34   \n",
       "18    South Dakota  46000        72421.0    33   \n",
       "19          Kansas  20000        72639.0    32   \n",
       "20            Iowa  19000        73147.0    31   \n",
       "21           Idaho  16000        74636.0    30   \n",
       "22         Georgia  13000        74664.0    29   \n",
       "23         Wyoming  56000        74815.0    28   \n",
       "24        Nebraska  31000        74985.0    27   \n",
       "25          Nevada  32000        75561.0    26   \n",
       "26       Wisconsin  55000        75670.0    25   \n",
       "27    North Dakota  38000        75949.0    24   \n",
       "28    Pennsylvania  42000        76081.0    23   \n",
       "29           Texas  48000        76292.0    22   \n",
       "30         Arizona   4000        76872.0    21   \n",
       "31         Vermont  50000        78024.0    20   \n",
       "32          Oregon  41000        80426.0    19   \n",
       "33        Illinois  17000        81702.0    18   \n",
       "34        Delaware  10000        82855.0    17   \n",
       "35        New York  36000        84578.0    16   \n",
       "36    Rhode Island  44000        86372.0    15   \n",
       "37       Minnesota  27000        87556.0    14   \n",
       "38          Alaska   2900        89336.0    13   \n",
       "39        Virginia  51000        90974.0    12   \n",
       "40            Utah  49000        91750.0    11   \n",
       "41        Colorado   8000        92470.0    10   \n",
       "42     Connecticut   9000        93760.0     9   \n",
       "43      Washington  53000        94952.0     8   \n",
       "44   New Hampshire  33000        95628.0     7   \n",
       "45      California   6000        96334.0     6   \n",
       "46          Hawaii  15000        98317.0     5   \n",
       "47      New Jersey  34000       101050.0     4   \n",
       "48   Massachusetts  25000       101341.0     3   \n",
       "49        Maryland  24000       101652.0     2   \n",
       "\n",
       "    average_percentage_of_income_on_food  cluster_id  \n",
       "0                                   0.20           3  \n",
       "1                                   0.16           3  \n",
       "2                                   0.17           3  \n",
       "3                                   0.18           3  \n",
       "4                                   0.17           3  \n",
       "5                                   0.17           3  \n",
       "6                                   0.16           3  \n",
       "7                                   0.17           3  \n",
       "8                                   0.14           1  \n",
       "9                                   0.15           1  \n",
       "10                                  0.14           1  \n",
       "11                                  0.14           1  \n",
       "12                                  0.14           1  \n",
       "13                                  0.14           1  \n",
       "14                                  0.14           1  \n",
       "15                                  0.13           1  \n",
       "16                                  0.14           1  \n",
       "17                                  0.13           1  \n",
       "18                                  0.14           1  \n",
       "19                                  0.14           1  \n",
       "20                                  0.13           1  \n",
       "21                                  0.14           4  \n",
       "22                                  0.14           4  \n",
       "23                                  0.14           4  \n",
       "24                                  0.12           4  \n",
       "25                                  0.15           4  \n",
       "26                                  0.12           4  \n",
       "27                                  0.14           4  \n",
       "28                                  0.13           4  \n",
       "29                                  0.14           4  \n",
       "30                                  0.14           4  \n",
       "31                                  0.12           4  \n",
       "32                                  0.12           4  \n",
       "33                                  0.13           4  \n",
       "34                                  0.12           2  \n",
       "35                                  0.11           2  \n",
       "36                                  0.12           2  \n",
       "37                                  0.12           2  \n",
       "38                                  0.15           2  \n",
       "39                                  0.11           2  \n",
       "40                                  0.12           2  \n",
       "41                                  0.12           2  \n",
       "42                                  0.11           0  \n",
       "43                                  0.12           0  \n",
       "44                                  0.10           0  \n",
       "45                                  0.12           0  \n",
       "46                                  0.14           0  \n",
       "47                                  0.10           0  \n",
       "48                                  0.10           0  \n",
       "49                                  0.11           0  "
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "# Define the run_kmeans function\n",
    "def run_kmeans(dataset, max_iterations=100, num_clusters=5, num_seeds=10):\n",
    "    X = dataset[['median_income', 'average_percentage_of_income_on_food']]\n",
    "    km = KMeans(\n",
    "        n_clusters=num_clusters,\n",
    "        init='k-means++',\n",
    "        max_iter=max_iterations,\n",
    "        n_init=num_seeds,\n",
    "        random_state=42\n",
    "    )\n",
    "    clusters = km.fit_predict(X)\n",
    "    dataset['cluster_id'] = clusters\n",
    "    return dataset, km\n",
    "\n",
    "# Run K-Means\n",
    "clustered_income, km_model = run_kmeans(df_merged, num_clusters=5)\n",
    "# Display results\n",
    "clustered_income"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38fe9abf-c4e6-4a6a-8954-7e637e0a4151",
   "metadata": {},
   "source": [
    "K-means clustering helped me identify similarities between states. The results show a negative trend in which higher-income states tend to spend a smaller percentage of their income on food. This result **supports the conclusion** I previously made from the map visualizations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "32bfde3d-4498-4f18-9406-ec512da246de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize the clusters\n",
    "plt.figure(figsize=(8, 6))\n",
    "\n",
    "# Scatter plot of the two features, colored by cluster_id\n",
    "plt.scatter(\n",
    "    clustered_income['median_income'],\n",
    "    clustered_income['average_percentage_of_income_on_food'],\n",
    "    c=clustered_income['cluster_id'],\n",
    "    cmap='tab10',\n",
    "    s=50,\n",
    "    alpha=0.8\n",
    ")\n",
    "\n",
    "# plot cluster centers\n",
    "centers = km_model.cluster_centers_\n",
    "plt.scatter(\n",
    "    centers[:, 0],\n",
    "    centers[:, 1],\n",
    "    c='black',\n",
    "    s=200,\n",
    "    marker='X',\n",
    "    label='Centroids'\n",
    ")\n",
    "plt.title(\"K-Means Clustering of Income vs Food Spending\")\n",
    "plt.xlabel(\"Median Income\")\n",
    "plt.ylabel(\"Average % of Income on Food\")\n",
    "plt.legend()\n",
    "# Use plt.grid for a more organized graph\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db86f5d1-ee0b-4604-b185-159695a1698e",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Additional data analysis: Fitting a model\n",
    "\n",
    "I also did more data analysis by fitting a model, our primary goal is to explore the relationship between income and the proportion of income spent on food. Even with a R^2 of 0.678, the model clearly shows the direction of the relationship, which is the exact insight we are looking for."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "dac178e4-58e7-40ab-ab7f-16d37e488ce2",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Import libraries\n",
    "import seaborn as sns\n",
    "sns.set()\n",
    "import numpy as np\n",
    "from sklearn.model_selection import train_test_split\n",
    "import statsmodels.formula.api as smf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "46b75d2f-aef2-4d60-aa35-dd6fb8b2d99e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_new = df_merged[['median_income','average_percentage_of_income_on_food']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "ededc8ce-9869-496b-a5e6-b98e59f2ec25",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7efd3f025160>"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 500x500 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_new=df_new.rename(columns={'median_income': 'income','average_percentage_of_income_on_food':'income_on_food'})\n",
    "sns.pairplot(df_new)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "6b5f2c66-e2b6-4618-a71b-83d9e40a4398",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<statsmodels.regression.linear_model.RegressionResultsWrapper at 0x7efd3f062d60>"
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lm = smf.ols(formula='income_on_food~income',data=df_new).fit()\n",
    "lm"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93f31745-10b3-4674-bd1b-f849d39a66a9",
   "metadata": {},
   "source": [
    "### Check to see if the data meets linearity assumption for linear regression model\n",
    "Overall, the residual plot looks good, showing no major violations of the linearity assumptions. There are, however, a few points that are possible outliers, but overall the model appears satisfactory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "5922425b-96df-4eb4-8ec1-81c41b8b5290",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'fitted value VS Residual plots')"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Residuals vs. Fitted Values Plot\n",
    "# This plot shows the distribution of residuals.\n",
    "# If the points are evenly spread around the red dashed line\n",
    "# it suggests that the linearity assumption of the model meets.\n",
    "# plot the dots\n",
    "plt.scatter(lm.fittedvalues, lm.resid)\n",
    "# Draw the red dashed line\n",
    "plt.axhline(y=0,color='r',linestyle='--')\n",
    "plt.xlabel('Fitted values vs. Residuals plot')\n",
    "plt.ylabel('Residuals')\n",
    "plt.title('fitted value VS Residual plots')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "id": "75e46e34-1ac9-40c8-86b5-d5831ec8d2bb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>OLS Regression Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>     <td>income_on_food</td>  <th>  R-squared:         </th> <td>   0.678</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>                   <td>OLS</td>       <th>  Adj. R-squared:    </th> <td>   0.672</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Method:</th>             <td>Least Squares</td>  <th>  F-statistic:       </th> <td>   101.3</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>             <td>Mon, 13 Oct 2025</td> <th>  Prob (F-statistic):</th> <td>2.06e-13</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                 <td>20:45:11</td>     <th>  Log-Likelihood:    </th> <td>  150.37</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>No. Observations:</th>      <td>    50</td>      <th>  AIC:               </th> <td>  -296.7</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Residuals:</th>          <td>    48</td>      <th>  BIC:               </th> <td>  -292.9</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Df Model:</th>              <td>     1</td>      <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>      <td>nonrobust</td>    <th>                     </th>     <td> </td>   \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "      <td></td>         <th>coef</th>     <th>std err</th>      <th>t</th>      <th>P>|t|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Intercept</th> <td>    0.2448</td> <td>    0.011</td> <td>   22.275</td> <td> 0.000</td> <td>    0.223</td> <td>    0.267</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>income</th>    <td>-1.407e-06</td> <td>  1.4e-07</td> <td>  -10.063</td> <td> 0.000</td> <td>-1.69e-06</td> <td>-1.13e-06</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Omnibus:</th>       <td>10.731</td> <th>  Durbin-Watson:     </th> <td>   1.741</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Omnibus):</th> <td> 0.005</td> <th>  Jarque-Bera (JB):  </th> <td>  10.394</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Skew:</th>          <td> 0.996</td> <th>  Prob(JB):          </th> <td> 0.00553</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Kurtosis:</th>      <td> 4.012</td> <th>  Cond. No.          </th> <td>5.01e+05</td>\n",
       "</tr>\n",
       "</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.<br/>[2] The condition number is large, 5.01e+05. This might indicate that there are<br/>strong multicollinearity or other numerical problems."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                            OLS Regression Results                            \n",
       "==============================================================================\n",
       "Dep. Variable:         income_on_food   R-squared:                       0.678\n",
       "Model:                            OLS   Adj. R-squared:                  0.672\n",
       "Method:                 Least Squares   F-statistic:                     101.3\n",
       "Date:                Mon, 13 Oct 2025   Prob (F-statistic):           2.06e-13\n",
       "Time:                        20:45:11   Log-Likelihood:                 150.37\n",
       "No. Observations:                  50   AIC:                            -296.7\n",
       "Df Residuals:                      48   BIC:                            -292.9\n",
       "Df Model:                           1                                         \n",
       "Covariance Type:            nonrobust                                         \n",
       "==============================================================================\n",
       "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------\n",
       "Intercept      0.2448      0.011     22.275      0.000       0.223       0.267\n",
       "income     -1.407e-06    1.4e-07    -10.063      0.000   -1.69e-06   -1.13e-06\n",
       "==============================================================================\n",
       "Omnibus:                       10.731   Durbin-Watson:                   1.741\n",
       "Prob(Omnibus):                  0.005   Jarque-Bera (JB):               10.394\n",
       "Skew:                           0.996   Prob(JB):                      0.00553\n",
       "Kurtosis:                       4.012   Cond. No.                     5.01e+05\n",
       "==============================================================================\n",
       "\n",
       "Notes:\n",
       "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
       "[2] The condition number is large, 5.01e+05. This might indicate that there are\n",
       "strong multicollinearity or other numerical problems.\n",
       "\"\"\""
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Fit a model\n",
    "chosen_lm = smf.ols(formula='income_on_food~income',data=df_new).fit()\n",
    "chosen_lm.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "359e415f-84c4-4112-8780-6122eb477258",
   "metadata": {},
   "source": [
    "## Calculating 95% confidence interval\n",
    "For data with 50 rows(\\(n=50\\)) and one independent variable(Income), degrees of freedom is 48 (n-p=50-2=48\\).\n",
    "t-value for 48 degrees of freedom: **2.011**"
   ]
  },
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   "cell_type": "code",
   "execution_count": 93,
   "id": "84973845-7e38-4e7c-8857-e36b9b1068b4",
   "metadata": {},
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    {
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     "text": [
      "-1.12546e-06\n",
      "-1.68854e-06\n"
     ]
    }
   ],
   "source": [
    "# 95% estimation interval for income variable\n",
    "upper_bound = (-1.407e-06)+(2.011*(1.4e-07))\n",
    "lower_bound = (-1.407e-06)-(2.011*(1.4e-07))\n",
    "print(upper_bound)\n",
    "print(lower_bound)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "105ec003-afde-4803-b75a-ac52b6ca2617",
   "metadata": {
    "tags": []
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   "source": [
    "#### The regression equation is:\n",
    "\\begin{align*}\n",
    "\\widehat{\\text{income_on_food}} & = 0.2431\\\\ \n",
    "& - 1.409 \\times 10^{-6} \\times \\text{income}\\\\\n",
    "\\end{align*}\n",
    "\n",
    "\n",
    "\n",
    "#### The 95% confidence interval (for income coefficient) is:\n",
    "\n",
    "\\[-1.68854e-06, -1.12546e-06\\]\n",
    "\n",
    "The income coefficint is always below 0, indicating the forever **negative** relationship between income and income_on_food, this support the thoery of engle's law.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6da888d-2440-4e60-853f-edd4c2a17bab",
   "metadata": {},
   "source": [
    "Conclusion: As you can see, the estimation interval is below 0, indicating the forever **negative** relationship between income and income_on_food, This additional data analysis supports the conclusion I made from the map visualizations and further reinforces Engel’s Law."
   ]
  }
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