table-8-12.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: openpyxl in /opt/conda/lib/python3.8/site-packages (3.0.7)\r\n",
      "Requirement already satisfied: et-xmlfile in /opt/conda/lib/python3.8/site-packages (from openpyxl) (1.1.0)\r\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "!pip install openpyxl\n",
    "\n",
    "LIHTC_data = pd.ExcelFile(\"2018-LIHTC-Tenant-Tables.xlsx\")\n",
    "\n",
    "sheets = {}\n",
    "for sheet_name in LIHTC_data.sheet_names:\n",
    "    sheets[sheet_name] = pd.read_excel(\"2018-LIHTC-Tenant-Tables.xlsx\", sheet_name=sheet_name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Table 8\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Drop the the irrelevant rows and columns\n",
    "sheets[\"Table 8\"] = sheets[\"Table 8\"].drop(columns=['Unnamed: 9'])\n",
    "sheets[\"Table 8\"] = sheets[\"Table 8\"].drop([57,58,59,60,61])\n",
    "\n",
    "# Get the correct headers\n",
    "sheets[\"Table 8\"].iloc[0, 0] = sheets[\"Table 8\"].iloc[1, 0]\n",
    "sheets[\"Table 8\"].iloc[0, 3:9] = sheets[\"Table 8\"].iloc[1, 3:9]\n",
    "\n",
    "# Replace '$' with '\\$' so that it would not be recognized as inline math\n",
    "for i in range(5, 8):\n",
    "    sheets[\"Table 8\"].iloc[0][i] = sheets[\"Table 8\"].iloc[0][i].replace('$', '\\$')\n",
    "\n",
    "# Set the new headers\n",
    "sheets[\"Table 8\"].columns = sheets[\"Table 8\"].iloc[0]\n",
    "\n",
    "# Clean up\n",
    "sheets[\"Table 8\"] = sheets[\"Table 8\"].iloc[2:]\n",
    "sheets[\"Table 8\"] = sheets[\"Table 8\"].replace('New York1','New York')\n",
    "sheets[\"Table 8\"] = sheets[\"Table 8\"].replace(to_replace = \"Data Not Reported\", value = np.nan)\n",
    "sheets[\"Table 8\"].columns = sheets[\"Table 8\"].columns.str.replace('\\s{2,}',' ', regex=True)\n",
    "\n",
    "# Set the state names to be the indices \n",
    "sheets[\"Table 8\"].index = sheets[\"Table 8\"].iloc[:58, 0].values\n",
    "sheets[\"Table 8\"] = sheets[\"Table 8\"].drop(columns=['State'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Properties Reported (%)</th>\n",
       "      <th>Income Reported (%)</th>\n",
       "      <th>Median Income ($)</th>\n",
       "      <th>&lt;= $5,000 (%)</th>\n",
       "      <th>\\$5,001 to \\$10,000 (%)</th>\n",
       "      <th>\\$10,001 to \\$15,000 (%)</th>\n",
       "      <th>\\$15,001 to \\$20,000 (%)</th>\n",
       "      <th>&gt; $20,000 (%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alabama</th>\n",
       "      <td>86.36364</td>\n",
       "      <td>96.42633</td>\n",
       "      <td>16380.0</td>\n",
       "      <td>5.70456</td>\n",
       "      <td>18.78422</td>\n",
       "      <td>20.12993</td>\n",
       "      <td>20.35576</td>\n",
       "      <td>35.02552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alaska</th>\n",
       "      <td>100.00000</td>\n",
       "      <td>78.39081</td>\n",
       "      <td>21487.0</td>\n",
       "      <td>3.81232</td>\n",
       "      <td>2.93255</td>\n",
       "      <td>14.07625</td>\n",
       "      <td>25.31769</td>\n",
       "      <td>53.86119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arizona</th>\n",
       "      <td>94.71154</td>\n",
       "      <td>98.28224</td>\n",
       "      <td>18912.0</td>\n",
       "      <td>6.59438</td>\n",
       "      <td>15.63772</td>\n",
       "      <td>15.58299</td>\n",
       "      <td>14.57742</td>\n",
       "      <td>47.60748</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arkansas</th>\n",
       "      <td>98.32869</td>\n",
       "      <td>99.04057</td>\n",
       "      <td>13068.0</td>\n",
       "      <td>10.64426</td>\n",
       "      <td>25.53688</td>\n",
       "      <td>22.01214</td>\n",
       "      <td>16.69001</td>\n",
       "      <td>25.11671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>California</th>\n",
       "      <td>81.15494</td>\n",
       "      <td>93.76841</td>\n",
       "      <td>20764.0</td>\n",
       "      <td>2.95568</td>\n",
       "      <td>5.23305</td>\n",
       "      <td>26.53737</td>\n",
       "      <td>13.63478</td>\n",
       "      <td>51.63913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colorado</th>\n",
       "      <td>84.25605</td>\n",
       "      <td>97.77064</td>\n",
       "      <td>22581.0</td>\n",
       "      <td>4.45637</td>\n",
       "      <td>14.42297</td>\n",
       "      <td>12.85996</td>\n",
       "      <td>11.86357</td>\n",
       "      <td>56.39713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Connecticut</th>\n",
       "      <td>91.57895</td>\n",
       "      <td>97.08293</td>\n",
       "      <td>18696.0</td>\n",
       "      <td>3.80726</td>\n",
       "      <td>20.75696</td>\n",
       "      <td>15.81972</td>\n",
       "      <td>12.22433</td>\n",
       "      <td>47.39174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Delaware</th>\n",
       "      <td>98.42520</td>\n",
       "      <td>99.24201</td>\n",
       "      <td>19476.0</td>\n",
       "      <td>5.98528</td>\n",
       "      <td>14.20636</td>\n",
       "      <td>16.21997</td>\n",
       "      <td>15.26177</td>\n",
       "      <td>48.32662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>District of Columbia</th>\n",
       "      <td>71.96262</td>\n",
       "      <td>92.34890</td>\n",
       "      <td>24324.0</td>\n",
       "      <td>8.89779</td>\n",
       "      <td>16.85595</td>\n",
       "      <td>9.62497</td>\n",
       "      <td>7.23915</td>\n",
       "      <td>57.38214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Florida</th>\n",
       "      <td>92.34194</td>\n",
       "      <td>7.44615</td>\n",
       "      <td>24075.0</td>\n",
       "      <td>2.32641</td>\n",
       "      <td>8.81353</td>\n",
       "      <td>10.08411</td>\n",
       "      <td>13.75268</td>\n",
       "      <td>65.02326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Georgia</th>\n",
       "      <td>87.06522</td>\n",
       "      <td>89.98284</td>\n",
       "      <td>16344.0</td>\n",
       "      <td>7.94770</td>\n",
       "      <td>18.76752</td>\n",
       "      <td>18.62276</td>\n",
       "      <td>16.74326</td>\n",
       "      <td>37.91875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Guam</th>\n",
       "      <td>100.00000</td>\n",
       "      <td>34.71779</td>\n",
       "      <td>23403.0</td>\n",
       "      <td>10.42945</td>\n",
       "      <td>5.82822</td>\n",
       "      <td>7.66871</td>\n",
       "      <td>14.41718</td>\n",
       "      <td>61.65644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hawaii</th>\n",
       "      <td>92.15686</td>\n",
       "      <td>97.52874</td>\n",
       "      <td>24834.0</td>\n",
       "      <td>2.61638</td>\n",
       "      <td>14.04832</td>\n",
       "      <td>12.29228</td>\n",
       "      <td>10.65410</td>\n",
       "      <td>60.38892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Idaho</th>\n",
       "      <td>99.16667</td>\n",
       "      <td>98.14264</td>\n",
       "      <td>17244.0</td>\n",
       "      <td>4.06734</td>\n",
       "      <td>17.54496</td>\n",
       "      <td>19.60477</td>\n",
       "      <td>19.74069</td>\n",
       "      <td>39.04224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Illinois</th>\n",
       "      <td>71.12069</td>\n",
       "      <td>69.33618</td>\n",
       "      <td>16812.0</td>\n",
       "      <td>8.13708</td>\n",
       "      <td>19.07221</td>\n",
       "      <td>17.00179</td>\n",
       "      <td>15.49832</td>\n",
       "      <td>40.29059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Indiana</th>\n",
       "      <td>87.78409</td>\n",
       "      <td>99.42100</td>\n",
       "      <td>16512.0</td>\n",
       "      <td>11.46974</td>\n",
       "      <td>15.94630</td>\n",
       "      <td>17.45018</td>\n",
       "      <td>17.65132</td>\n",
       "      <td>37.48246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Iowa</th>\n",
       "      <td>99.03101</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>16704.0</td>\n",
       "      <td>18.15028</td>\n",
       "      <td>12.56279</td>\n",
       "      <td>14.64968</td>\n",
       "      <td>13.97649</td>\n",
       "      <td>40.66076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kansas</th>\n",
       "      <td>74.94199</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>17140.0</td>\n",
       "      <td>6.54323</td>\n",
       "      <td>16.86019</td>\n",
       "      <td>19.53554</td>\n",
       "      <td>18.63330</td>\n",
       "      <td>38.42774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kentucky</th>\n",
       "      <td>98.46416</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>9492.0</td>\n",
       "      <td>32.89078</td>\n",
       "      <td>23.02586</td>\n",
       "      <td>18.24778</td>\n",
       "      <td>11.25434</td>\n",
       "      <td>14.58124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Louisiana</th>\n",
       "      <td>94.11765</td>\n",
       "      <td>76.56578</td>\n",
       "      <td>14909.0</td>\n",
       "      <td>9.58488</td>\n",
       "      <td>24.24907</td>\n",
       "      <td>16.69760</td>\n",
       "      <td>16.40651</td>\n",
       "      <td>33.06193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maine</th>\n",
       "      <td>86.01695</td>\n",
       "      <td>94.76208</td>\n",
       "      <td>16127.0</td>\n",
       "      <td>5.03438</td>\n",
       "      <td>19.86506</td>\n",
       "      <td>19.59258</td>\n",
       "      <td>16.88076</td>\n",
       "      <td>38.62722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maryland</th>\n",
       "      <td>63.12997</td>\n",
       "      <td>92.55306</td>\n",
       "      <td>20507.0</td>\n",
       "      <td>5.05312</td>\n",
       "      <td>17.75071</td>\n",
       "      <td>14.19733</td>\n",
       "      <td>11.97849</td>\n",
       "      <td>51.02034</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Massachusetts</th>\n",
       "      <td>62.35059</td>\n",
       "      <td>98.86192</td>\n",
       "      <td>17304.0</td>\n",
       "      <td>3.93745</td>\n",
       "      <td>11.22657</td>\n",
       "      <td>27.29727</td>\n",
       "      <td>13.69703</td>\n",
       "      <td>43.84169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Michigan</th>\n",
       "      <td>93.19853</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>14590.0</td>\n",
       "      <td>10.08306</td>\n",
       "      <td>22.60049</td>\n",
       "      <td>18.60415</td>\n",
       "      <td>15.84436</td>\n",
       "      <td>32.86794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Minnesota</th>\n",
       "      <td>89.95157</td>\n",
       "      <td>63.84109</td>\n",
       "      <td>19448.0</td>\n",
       "      <td>8.85706</td>\n",
       "      <td>15.58457</td>\n",
       "      <td>15.18407</td>\n",
       "      <td>11.61815</td>\n",
       "      <td>48.75616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mississippi</th>\n",
       "      <td>83.54204</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>13248.0</td>\n",
       "      <td>17.61644</td>\n",
       "      <td>20.02776</td>\n",
       "      <td>18.16289</td>\n",
       "      <td>17.04398</td>\n",
       "      <td>27.14893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Missouri</th>\n",
       "      <td>93.48470</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>17074.0</td>\n",
       "      <td>7.79771</td>\n",
       "      <td>17.92572</td>\n",
       "      <td>17.84233</td>\n",
       "      <td>15.56838</td>\n",
       "      <td>40.86586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Montana</th>\n",
       "      <td>99.01960</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>15933.0</td>\n",
       "      <td>8.59157</td>\n",
       "      <td>18.83915</td>\n",
       "      <td>19.34743</td>\n",
       "      <td>18.44565</td>\n",
       "      <td>34.77619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nebraska</th>\n",
       "      <td>99.39577</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>18264.0</td>\n",
       "      <td>13.30133</td>\n",
       "      <td>12.23760</td>\n",
       "      <td>14.81691</td>\n",
       "      <td>14.72277</td>\n",
       "      <td>44.92140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nevada</th>\n",
       "      <td>96.35417</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>18152.0</td>\n",
       "      <td>4.93390</td>\n",
       "      <td>13.30684</td>\n",
       "      <td>19.45909</td>\n",
       "      <td>19.24307</td>\n",
       "      <td>43.05712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Hampshire</th>\n",
       "      <td>90.33816</td>\n",
       "      <td>90.17755</td>\n",
       "      <td>19620.0</td>\n",
       "      <td>2.65164</td>\n",
       "      <td>13.78215</td>\n",
       "      <td>17.73579</td>\n",
       "      <td>16.57669</td>\n",
       "      <td>49.25373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Jersey</th>\n",
       "      <td>52.35110</td>\n",
       "      <td>99.00253</td>\n",
       "      <td>20644.0</td>\n",
       "      <td>5.30003</td>\n",
       "      <td>16.15783</td>\n",
       "      <td>14.01392</td>\n",
       "      <td>12.97828</td>\n",
       "      <td>51.54994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Mexico</th>\n",
       "      <td>81.89300</td>\n",
       "      <td>92.76279</td>\n",
       "      <td>17290.0</td>\n",
       "      <td>7.30917</td>\n",
       "      <td>18.87022</td>\n",
       "      <td>16.33934</td>\n",
       "      <td>17.16947</td>\n",
       "      <td>40.31180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New York</th>\n",
       "      <td>94.03244</td>\n",
       "      <td>22.29352</td>\n",
       "      <td>17579.0</td>\n",
       "      <td>4.79083</td>\n",
       "      <td>10.98692</td>\n",
       "      <td>23.98643</td>\n",
       "      <td>15.58068</td>\n",
       "      <td>44.65514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Carolina</th>\n",
       "      <td>100.00000</td>\n",
       "      <td>91.38499</td>\n",
       "      <td>14588.0</td>\n",
       "      <td>7.87364</td>\n",
       "      <td>19.38708</td>\n",
       "      <td>21.03489</td>\n",
       "      <td>17.81707</td>\n",
       "      <td>33.88732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Dakota</th>\n",
       "      <td>85.63830</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>18000.0</td>\n",
       "      <td>8.27219</td>\n",
       "      <td>16.14087</td>\n",
       "      <td>17.33309</td>\n",
       "      <td>14.54512</td>\n",
       "      <td>43.70873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Northern Mariana</th>\n",
       "      <td>100.00000</td>\n",
       "      <td>76.75439</td>\n",
       "      <td>27924.0</td>\n",
       "      <td>5.14286</td>\n",
       "      <td>1.14286</td>\n",
       "      <td>2.85714</td>\n",
       "      <td>8.57143</td>\n",
       "      <td>82.28571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ohio</th>\n",
       "      <td>87.58003</td>\n",
       "      <td>96.77116</td>\n",
       "      <td>12652.0</td>\n",
       "      <td>16.86118</td>\n",
       "      <td>23.39487</td>\n",
       "      <td>18.24541</td>\n",
       "      <td>15.42207</td>\n",
       "      <td>26.07647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oklahoma</th>\n",
       "      <td>81.37472</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>14297.0</td>\n",
       "      <td>12.06665</td>\n",
       "      <td>20.32249</td>\n",
       "      <td>20.65036</td>\n",
       "      <td>19.67751</td>\n",
       "      <td>27.28299</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oregon</th>\n",
       "      <td>82.46446</td>\n",
       "      <td>97.02367</td>\n",
       "      <td>16641.0</td>\n",
       "      <td>6.01291</td>\n",
       "      <td>21.41019</td>\n",
       "      <td>17.84042</td>\n",
       "      <td>13.76851</td>\n",
       "      <td>40.96797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pennsylvania</th>\n",
       "      <td>93.85593</td>\n",
       "      <td>98.30750</td>\n",
       "      <td>16416.0</td>\n",
       "      <td>6.26956</td>\n",
       "      <td>21.00440</td>\n",
       "      <td>18.03067</td>\n",
       "      <td>16.88291</td>\n",
       "      <td>37.81246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Puerto Rico</th>\n",
       "      <td>98.08612</td>\n",
       "      <td>99.98879</td>\n",
       "      <td>5856.0</td>\n",
       "      <td>45.11771</td>\n",
       "      <td>29.46749</td>\n",
       "      <td>17.37108</td>\n",
       "      <td>5.53812</td>\n",
       "      <td>2.50561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rhode Island</th>\n",
       "      <td>94.47514</td>\n",
       "      <td>99.96474</td>\n",
       "      <td>13620.0</td>\n",
       "      <td>6.45389</td>\n",
       "      <td>29.36872</td>\n",
       "      <td>19.31758</td>\n",
       "      <td>13.64839</td>\n",
       "      <td>31.21143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Carolina</th>\n",
       "      <td>82.72884</td>\n",
       "      <td>96.29049</td>\n",
       "      <td>15611.0</td>\n",
       "      <td>9.46129</td>\n",
       "      <td>17.43981</td>\n",
       "      <td>19.10965</td>\n",
       "      <td>16.61528</td>\n",
       "      <td>37.37398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Dakota</th>\n",
       "      <td>86.47059</td>\n",
       "      <td>98.91800</td>\n",
       "      <td>17465.0</td>\n",
       "      <td>10.16920</td>\n",
       "      <td>14.86925</td>\n",
       "      <td>16.74927</td>\n",
       "      <td>15.21108</td>\n",
       "      <td>43.00120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tennessee</th>\n",
       "      <td>91.27517</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas</th>\n",
       "      <td>92.96715</td>\n",
       "      <td>98.86825</td>\n",
       "      <td>20393.0</td>\n",
       "      <td>8.69310</td>\n",
       "      <td>13.35326</td>\n",
       "      <td>12.29676</td>\n",
       "      <td>14.54060</td>\n",
       "      <td>51.11628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U.S. Virgin Islands</th>\n",
       "      <td>68.96552</td>\n",
       "      <td>98.40973</td>\n",
       "      <td>15884.0</td>\n",
       "      <td>22.43346</td>\n",
       "      <td>12.83270</td>\n",
       "      <td>13.21293</td>\n",
       "      <td>10.36122</td>\n",
       "      <td>41.15970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>98.97959</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>23939.0</td>\n",
       "      <td>4.62330</td>\n",
       "      <td>11.75791</td>\n",
       "      <td>11.76754</td>\n",
       "      <td>11.81083</td>\n",
       "      <td>60.04041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vermont</th>\n",
       "      <td>92.83154</td>\n",
       "      <td>96.33637</td>\n",
       "      <td>16033.0</td>\n",
       "      <td>3.04878</td>\n",
       "      <td>19.73684</td>\n",
       "      <td>21.50193</td>\n",
       "      <td>16.97689</td>\n",
       "      <td>38.73556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virginia</th>\n",
       "      <td>96.71642</td>\n",
       "      <td>99.32968</td>\n",
       "      <td>21973.0</td>\n",
       "      <td>6.66364</td>\n",
       "      <td>13.86238</td>\n",
       "      <td>12.32517</td>\n",
       "      <td>11.43055</td>\n",
       "      <td>55.71826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Washington</th>\n",
       "      <td>96.05602</td>\n",
       "      <td>99.95851</td>\n",
       "      <td>20028.0</td>\n",
       "      <td>9.44697</td>\n",
       "      <td>16.06990</td>\n",
       "      <td>13.01821</td>\n",
       "      <td>10.61998</td>\n",
       "      <td>50.84494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>West Virginia</th>\n",
       "      <td>84.31373</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>13353.0</td>\n",
       "      <td>11.38665</td>\n",
       "      <td>25.40898</td>\n",
       "      <td>18.39782</td>\n",
       "      <td>15.08699</td>\n",
       "      <td>29.71955</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wisconsin</th>\n",
       "      <td>97.13604</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>19195.0</td>\n",
       "      <td>6.34179</td>\n",
       "      <td>6.52954</td>\n",
       "      <td>22.48415</td>\n",
       "      <td>17.62350</td>\n",
       "      <td>47.02103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wyoming</th>\n",
       "      <td>78.70370</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>20916.0</td>\n",
       "      <td>6.18885</td>\n",
       "      <td>11.57045</td>\n",
       "      <td>15.65558</td>\n",
       "      <td>14.65264</td>\n",
       "      <td>51.93248</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "0                     Properties Reported (%)  Income Reported (%)  \\\n",
       "Alabama                              86.36364             96.42633   \n",
       "Alaska                              100.00000             78.39081   \n",
       "Arizona                              94.71154             98.28224   \n",
       "Arkansas                             98.32869             99.04057   \n",
       "California                           81.15494             93.76841   \n",
       "Colorado                             84.25605             97.77064   \n",
       "Connecticut                          91.57895             97.08293   \n",
       "Delaware                             98.42520             99.24201   \n",
       "District of Columbia                 71.96262             92.34890   \n",
       "Florida                              92.34194              7.44615   \n",
       "Georgia                              87.06522             89.98284   \n",
       "Guam                                100.00000             34.71779   \n",
       "Hawaii                               92.15686             97.52874   \n",
       "Idaho                                99.16667             98.14264   \n",
       "Illinois                             71.12069             69.33618   \n",
       "Indiana                              87.78409             99.42100   \n",
       "Iowa                                 99.03101            100.00000   \n",
       "Kansas                               74.94199            100.00000   \n",
       "Kentucky                             98.46416            100.00000   \n",
       "Louisiana                            94.11765             76.56578   \n",
       "Maine                                86.01695             94.76208   \n",
       "Maryland                             63.12997             92.55306   \n",
       "Massachusetts                        62.35059             98.86192   \n",
       "Michigan                             93.19853            100.00000   \n",
       "Minnesota                            89.95157             63.84109   \n",
       "Mississippi                          83.54204            100.00000   \n",
       "Missouri                             93.48470            100.00000   \n",
       "Montana                              99.01960            100.00000   \n",
       "Nebraska                             99.39577            100.00000   \n",
       "Nevada                               96.35417            100.00000   \n",
       "New Hampshire                        90.33816             90.17755   \n",
       "New Jersey                           52.35110             99.00253   \n",
       "New Mexico                           81.89300             92.76279   \n",
       "New York                             94.03244             22.29352   \n",
       "North Carolina                      100.00000             91.38499   \n",
       "North Dakota                         85.63830            100.00000   \n",
       "Northern Mariana                    100.00000             76.75439   \n",
       "Ohio                                 87.58003             96.77116   \n",
       "Oklahoma                             81.37472            100.00000   \n",
       "Oregon                               82.46446             97.02367   \n",
       "Pennsylvania                         93.85593             98.30750   \n",
       "Puerto Rico                          98.08612             99.98879   \n",
       "Rhode Island                         94.47514             99.96474   \n",
       "South Carolina                       82.72884             96.29049   \n",
       "South Dakota                         86.47059             98.91800   \n",
       "Tennessee                            91.27517              0.00000   \n",
       "Texas                                92.96715             98.86825   \n",
       "U.S. Virgin Islands                  68.96552             98.40973   \n",
       "Utah                                 98.97959            100.00000   \n",
       "Vermont                              92.83154             96.33637   \n",
       "Virginia                             96.71642             99.32968   \n",
       "Washington                           96.05602             99.95851   \n",
       "West Virginia                        84.31373            100.00000   \n",
       "Wisconsin                            97.13604            100.00000   \n",
       "Wyoming                              78.70370            100.00000   \n",
       "\n",
       "0                     Median Income ($)  <= $5,000 (%)  \\\n",
       "Alabama                         16380.0        5.70456   \n",
       "Alaska                          21487.0        3.81232   \n",
       "Arizona                         18912.0        6.59438   \n",
       "Arkansas                        13068.0       10.64426   \n",
       "California                      20764.0        2.95568   \n",
       "Colorado                        22581.0        4.45637   \n",
       "Connecticut                     18696.0        3.80726   \n",
       "Delaware                        19476.0        5.98528   \n",
       "District of Columbia            24324.0        8.89779   \n",
       "Florida                         24075.0        2.32641   \n",
       "Georgia                         16344.0        7.94770   \n",
       "Guam                            23403.0       10.42945   \n",
       "Hawaii                          24834.0        2.61638   \n",
       "Idaho                           17244.0        4.06734   \n",
       "Illinois                        16812.0        8.13708   \n",
       "Indiana                         16512.0       11.46974   \n",
       "Iowa                            16704.0       18.15028   \n",
       "Kansas                          17140.0        6.54323   \n",
       "Kentucky                         9492.0       32.89078   \n",
       "Louisiana                       14909.0        9.58488   \n",
       "Maine                           16127.0        5.03438   \n",
       "Maryland                        20507.0        5.05312   \n",
       "Massachusetts                   17304.0        3.93745   \n",
       "Michigan                        14590.0       10.08306   \n",
       "Minnesota                       19448.0        8.85706   \n",
       "Mississippi                     13248.0       17.61644   \n",
       "Missouri                        17074.0        7.79771   \n",
       "Montana                         15933.0        8.59157   \n",
       "Nebraska                        18264.0       13.30133   \n",
       "Nevada                          18152.0        4.93390   \n",
       "New Hampshire                   19620.0        2.65164   \n",
       "New Jersey                      20644.0        5.30003   \n",
       "New Mexico                      17290.0        7.30917   \n",
       "New York                        17579.0        4.79083   \n",
       "North Carolina                  14588.0        7.87364   \n",
       "North Dakota                    18000.0        8.27219   \n",
       "Northern Mariana                27924.0        5.14286   \n",
       "Ohio                            12652.0       16.86118   \n",
       "Oklahoma                        14297.0       12.06665   \n",
       "Oregon                          16641.0        6.01291   \n",
       "Pennsylvania                    16416.0        6.26956   \n",
       "Puerto Rico                      5856.0       45.11771   \n",
       "Rhode Island                    13620.0        6.45389   \n",
       "South Carolina                  15611.0        9.46129   \n",
       "South Dakota                    17465.0       10.16920   \n",
       "Tennessee                           NaN            NaN   \n",
       "Texas                           20393.0        8.69310   \n",
       "U.S. Virgin Islands             15884.0       22.43346   \n",
       "Utah                            23939.0        4.62330   \n",
       "Vermont                         16033.0        3.04878   \n",
       "Virginia                        21973.0        6.66364   \n",
       "Washington                      20028.0        9.44697   \n",
       "West Virginia                   13353.0       11.38665   \n",
       "Wisconsin                       19195.0        6.34179   \n",
       "Wyoming                         20916.0        6.18885   \n",
       "\n",
       "0                     \\$5,001 to \\$10,000 (%)  \\$10,001 to \\$15,000 (%)  \\\n",
       "Alabama                              18.78422                  20.12993   \n",
       "Alaska                                2.93255                  14.07625   \n",
       "Arizona                              15.63772                  15.58299   \n",
       "Arkansas                             25.53688                  22.01214   \n",
       "California                            5.23305                  26.53737   \n",
       "Colorado                             14.42297                  12.85996   \n",
       "Connecticut                          20.75696                  15.81972   \n",
       "Delaware                             14.20636                  16.21997   \n",
       "District of Columbia                 16.85595                   9.62497   \n",
       "Florida                               8.81353                  10.08411   \n",
       "Georgia                              18.76752                  18.62276   \n",
       "Guam                                  5.82822                   7.66871   \n",
       "Hawaii                               14.04832                  12.29228   \n",
       "Idaho                                17.54496                  19.60477   \n",
       "Illinois                             19.07221                  17.00179   \n",
       "Indiana                              15.94630                  17.45018   \n",
       "Iowa                                 12.56279                  14.64968   \n",
       "Kansas                               16.86019                  19.53554   \n",
       "Kentucky                             23.02586                  18.24778   \n",
       "Louisiana                            24.24907                  16.69760   \n",
       "Maine                                19.86506                  19.59258   \n",
       "Maryland                             17.75071                  14.19733   \n",
       "Massachusetts                        11.22657                  27.29727   \n",
       "Michigan                             22.60049                  18.60415   \n",
       "Minnesota                            15.58457                  15.18407   \n",
       "Mississippi                          20.02776                  18.16289   \n",
       "Missouri                             17.92572                  17.84233   \n",
       "Montana                              18.83915                  19.34743   \n",
       "Nebraska                             12.23760                  14.81691   \n",
       "Nevada                               13.30684                  19.45909   \n",
       "New Hampshire                        13.78215                  17.73579   \n",
       "New Jersey                           16.15783                  14.01392   \n",
       "New Mexico                           18.87022                  16.33934   \n",
       "New York                             10.98692                  23.98643   \n",
       "North Carolina                       19.38708                  21.03489   \n",
       "North Dakota                         16.14087                  17.33309   \n",
       "Northern Mariana                      1.14286                   2.85714   \n",
       "Ohio                                 23.39487                  18.24541   \n",
       "Oklahoma                             20.32249                  20.65036   \n",
       "Oregon                               21.41019                  17.84042   \n",
       "Pennsylvania                         21.00440                  18.03067   \n",
       "Puerto Rico                          29.46749                  17.37108   \n",
       "Rhode Island                         29.36872                  19.31758   \n",
       "South Carolina                       17.43981                  19.10965   \n",
       "South Dakota                         14.86925                  16.74927   \n",
       "Tennessee                                 NaN                       NaN   \n",
       "Texas                                13.35326                  12.29676   \n",
       "U.S. Virgin Islands                  12.83270                  13.21293   \n",
       "Utah                                 11.75791                  11.76754   \n",
       "Vermont                              19.73684                  21.50193   \n",
       "Virginia                             13.86238                  12.32517   \n",
       "Washington                           16.06990                  13.01821   \n",
       "West Virginia                        25.40898                  18.39782   \n",
       "Wisconsin                             6.52954                  22.48415   \n",
       "Wyoming                              11.57045                  15.65558   \n",
       "\n",
       "0                     \\$15,001 to \\$20,000 (%)  > $20,000 (%)  \n",
       "Alabama                               20.35576       35.02552  \n",
       "Alaska                                25.31769       53.86119  \n",
       "Arizona                               14.57742       47.60748  \n",
       "Arkansas                              16.69001       25.11671  \n",
       "California                            13.63478       51.63913  \n",
       "Colorado                              11.86357       56.39713  \n",
       "Connecticut                           12.22433       47.39174  \n",
       "Delaware                              15.26177       48.32662  \n",
       "District of Columbia                   7.23915       57.38214  \n",
       "Florida                               13.75268       65.02326  \n",
       "Georgia                               16.74326       37.91875  \n",
       "Guam                                  14.41718       61.65644  \n",
       "Hawaii                                10.65410       60.38892  \n",
       "Idaho                                 19.74069       39.04224  \n",
       "Illinois                              15.49832       40.29059  \n",
       "Indiana                               17.65132       37.48246  \n",
       "Iowa                                  13.97649       40.66076  \n",
       "Kansas                                18.63330       38.42774  \n",
       "Kentucky                              11.25434       14.58124  \n",
       "Louisiana                             16.40651       33.06193  \n",
       "Maine                                 16.88076       38.62722  \n",
       "Maryland                              11.97849       51.02034  \n",
       "Massachusetts                         13.69703       43.84169  \n",
       "Michigan                              15.84436       32.86794  \n",
       "Minnesota                             11.61815       48.75616  \n",
       "Mississippi                           17.04398       27.14893  \n",
       "Missouri                              15.56838       40.86586  \n",
       "Montana                               18.44565       34.77619  \n",
       "Nebraska                              14.72277       44.92140  \n",
       "Nevada                                19.24307       43.05712  \n",
       "New Hampshire                         16.57669       49.25373  \n",
       "New Jersey                            12.97828       51.54994  \n",
       "New Mexico                            17.16947       40.31180  \n",
       "New York                              15.58068       44.65514  \n",
       "North Carolina                        17.81707       33.88732  \n",
       "North Dakota                          14.54512       43.70873  \n",
       "Northern Mariana                       8.57143       82.28571  \n",
       "Ohio                                  15.42207       26.07647  \n",
       "Oklahoma                              19.67751       27.28299  \n",
       "Oregon                                13.76851       40.96797  \n",
       "Pennsylvania                          16.88291       37.81246  \n",
       "Puerto Rico                            5.53812        2.50561  \n",
       "Rhode Island                          13.64839       31.21143  \n",
       "South Carolina                        16.61528       37.37398  \n",
       "South Dakota                          15.21108       43.00120  \n",
       "Tennessee                                  NaN            NaN  \n",
       "Texas                                 14.54060       51.11628  \n",
       "U.S. Virgin Islands                   10.36122       41.15970  \n",
       "Utah                                  11.81083       60.04041  \n",
       "Vermont                               16.97689       38.73556  \n",
       "Virginia                              11.43055       55.71826  \n",
       "Washington                            10.61998       50.84494  \n",
       "West Virginia                         15.08699       29.71955  \n",
       "Wisconsin                             17.62350       47.02103  \n",
       "Wyoming                               14.65264       51.93248  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sheets[\"Table 8\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "One bar Graph for median income by state."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set the figure size\n",
    "plt.figure(figsize=(10,16))\n",
    "\n",
    "# Set the figure style\n",
    "sns.set_theme(style='whitegrid')\n",
    "\n",
    "#sns.color_palette(\"cubehelix\", as_cmap=True)\n",
    "sns.barplot(x='Median Income ($)', y= sheets[\"Table 8\"].index, data = sheets[\"Table 8\"],palette=sns.color_palette(\"crest\", sheets[\"Table 8\"].index.size))\n",
    "\n",
    "# Set the x- and y-axis labels and title\n",
    "plt.ylabel(\"State\")\n",
    "plt.xlabel(\"Median Income ($)\")\n",
    "plt.title(\"Median Reported Income of LIHTC Households Per State\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Set the figure size\n",
    "plt.figure(figsize=(16,10))\n",
    "\n",
    "# Set the figure style\n",
    "sns.set_theme(style='whitegrid')\n",
    "\n",
    "median_income_by_state = sns.barplot(y='Median Income ($)', x= sheets['Table 8'].index, data = sheets['Table 8'], palette=sns.color_palette(\"crest\", sheets[\"Table 8\"].index.size))\n",
    "median_income_by_state.set_xticklabels(median_income_by_state.get_xticklabels(), rotation=90)\n",
    "\n",
    "# Set the x- and y-axis labels and title\n",
    "plt.xlabel('State')\n",
    "plt.ylabel('Median Income ($)')\n",
    "plt.title('Median Reported Income of LIHTC Households Per State')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A stacked bar graph for showing distribution of income."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Distribution of Income of LIHTC Households Per State'}, xlabel='State', ylabel='Percentage'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "distribution_of_income = pd.DataFrame(sheets[\"Table 8\"][['<= $5,000 (%)', '\\$5,001 to \\$10,000 (%)', '\\$10,001 to \\$15,000 (%)','\\$15,001 to \\$20,000 (%)', '> $20,000 (%)']])\n",
    "distribution_of_income.plot.bar(figsize=(16,10), stacked=True, xlabel='State', ylabel='Percentage', title='Distribution of Income of LIHTC Households Per State')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Table 12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Drop the the irrelevant rows\n",
    "sheets[\"Table 12\"] = sheets[\"Table 12\"].drop([57,58,59,60,61])\n",
    "\n",
    "# Get the correct headers\n",
    "sheets[\"Table 12\"].iloc[0, 0] = sheets[\"Table 12\"].iloc[1, 0]\n",
    "sheets[\"Table 12\"].iloc[0, 4:13] = sheets[\"Table 12\"].iloc[1, 4:13]\n",
    "\n",
    "# Set the new headers\n",
    "sheets[\"Table 12\"].columns = sheets[\"Table 12\"].iloc[0]\n",
    "\n",
    "# Clean up\n",
    "sheets[\"Table 12\"] = sheets[\"Table 12\"].iloc[2:]\n",
    "sheets[\"Table 12\"] = sheets[\"Table 12\"].replace('New York1','New York')\n",
    "sheets[\"Table 12\"] = sheets[\"Table 12\"].replace(to_replace = \"Data Not Reported\", value = np.nan)\n",
    "sheets[\"Table 12\"].columns = sheets[\"Table 12\"].columns.str.replace('\\s{2,}',' ', regex=True)\n",
    "\n",
    "# Set the state names to be the indices \n",
    "sheets[\"Table 12\"].index = sheets[\"Table 12\"].iloc[:58, 0].values\n",
    "sheets[\"Table 12\"] = sheets[\"Table 12\"].drop(columns=['State'])\n",
    "sheets[\"Table 12\"] = sheets[\"Table 12\"].iloc[:-2, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Reported Amount of Federal Rental Assistance &gt; $0 (%)</th>\n",
       "      <th>Source of Federal Rental Assistance Reported (%)</th>\n",
       "      <th>Source of Federal Rental Assistance</th>\n",
       "      <th>HUD Section 8 Moderate Rehabilitation (%)</th>\n",
       "      <th>Public Housing Operating Subsidy (%)</th>\n",
       "      <th>HOME Rental Assistance (%)</th>\n",
       "      <th>HUD Housing Choice Voucher (HCV), Tenant-Based (%)</th>\n",
       "      <th>HUD Project-Based Voucher (PBV) (%)</th>\n",
       "      <th>USDA Section 521 Rental Assistance Program (%)</th>\n",
       "      <th>Other Federal Rental Assistance (%)</th>\n",
       "      <th>Not Reported (%)</th>\n",
       "      <th>Total (%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alabama</th>\n",
       "      <td>38.64736</td>\n",
       "      <td>38.64736</td>\n",
       "      <td>13.59965</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00728</td>\n",
       "      <td>19.34076</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>18.66405</td>\n",
       "      <td>48.38827</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.00001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alaska</th>\n",
       "      <td>36.41577</td>\n",
       "      <td>34.98208</td>\n",
       "      <td>1.63934</td>\n",
       "      <td>12.90984</td>\n",
       "      <td>0.20492</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>14.54918</td>\n",
       "      <td>17.82787</td>\n",
       "      <td>52.86885</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arizona</th>\n",
       "      <td>12.08103</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arkansas</th>\n",
       "      <td>20.89051</td>\n",
       "      <td>20.44245</td>\n",
       "      <td>6.74658</td>\n",
       "      <td>0.78767</td>\n",
       "      <td>0.13699</td>\n",
       "      <td>0.06849</td>\n",
       "      <td>12.97945</td>\n",
       "      <td>35.00000</td>\n",
       "      <td>38.93836</td>\n",
       "      <td>5.34247</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.00001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>California</th>\n",
       "      <td>37.99137</td>\n",
       "      <td>35.89672</td>\n",
       "      <td>21.51056</td>\n",
       "      <td>3.55344</td>\n",
       "      <td>0.83879</td>\n",
       "      <td>0.96447</td>\n",
       "      <td>29.59122</td>\n",
       "      <td>31.48384</td>\n",
       "      <td>8.99392</td>\n",
       "      <td>3.06376</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.00001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Colorado</th>\n",
       "      <td>8.66158</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Connecticut</th>\n",
       "      <td>60.25954</td>\n",
       "      <td>50.51456</td>\n",
       "      <td>27.32704</td>\n",
       "      <td>0.95591</td>\n",
       "      <td>1.64894</td>\n",
       "      <td>0.11351</td>\n",
       "      <td>17.06894</td>\n",
       "      <td>42.53196</td>\n",
       "      <td>1.78038</td>\n",
       "      <td>8.57331</td>\n",
       "      <td>0.0</td>\n",
       "      <td>99.99999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Delaware</th>\n",
       "      <td>18.44132</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>District of Columbia</th>\n",
       "      <td>13.91698</td>\n",
       "      <td>13.85787</td>\n",
       "      <td>29.09953</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>8.24645</td>\n",
       "      <td>62.60663</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.04739</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Florida</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Georgia</th>\n",
       "      <td>19.68245</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Guam</th>\n",
       "      <td>0.09488</td>\n",
       "      <td>0.09488</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>100.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hawaii</th>\n",
       "      <td>33.80874</td>\n",
       "      <td>31.43173</td>\n",
       "      <td>40.55575</td>\n",
       "      <td>2.04010</td>\n",
       "      <td>0.49244</td>\n",
       "      <td>0.03517</td>\n",
       "      <td>16.49666</td>\n",
       "      <td>16.14492</td>\n",
       "      <td>14.42139</td>\n",
       "      <td>9.81358</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.00001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Idaho</th>\n",
       "      <td>24.62694</td>\n",
       "      <td>24.62694</td>\n",
       "      <td>7.10273</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>8.82825</td>\n",
       "      <td>51.72552</td>\n",
       "      <td>32.34350</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Illinois</th>\n",
       "      <td>39.51810</td>\n",
       "      <td>39.46772</td>\n",
       "      <td>54.99362</td>\n",
       "      <td>0.11264</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.10513</td>\n",
       "      <td>16.44515</td>\n",
       "      <td>0.94240</td>\n",
       "      <td>4.38162</td>\n",
       "      <td>23.01945</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.00001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Indiana</th>\n",
       "      <td>41.71441</td>\n",
       "      <td>41.71441</td>\n",
       "      <td>40.21620</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.71544</td>\n",
       "      <td>0.16711</td>\n",
       "      <td>1.77033</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>8.85686</td>\n",
       "      <td>48.27406</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Iowa</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kansas</th>\n",
       "      <td>37.21568</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kentucky</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Louisiana</th>\n",
       "      <td>16.23808</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maine</th>\n",
       "      <td>31.02552</td>\n",
       "      <td>0.36626</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>96.77419</td>\n",
       "      <td>3.22581</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maryland</th>\n",
       "      <td>38.98027</td>\n",
       "      <td>25.17686</td>\n",
       "      <td>43.58652</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.04569</td>\n",
       "      <td>0.01142</td>\n",
       "      <td>18.58367</td>\n",
       "      <td>29.64021</td>\n",
       "      <td>5.93946</td>\n",
       "      <td>2.19303</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Massachusetts</th>\n",
       "      <td>35.34035</td>\n",
       "      <td>27.79968</td>\n",
       "      <td>28.53386</td>\n",
       "      <td>1.32432</td>\n",
       "      <td>0.54475</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>19.01005</td>\n",
       "      <td>42.11515</td>\n",
       "      <td>1.70940</td>\n",
       "      <td>6.76247</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Michigan</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Minnesota</th>\n",
       "      <td>43.60185</td>\n",
       "      <td>43.53575</td>\n",
       "      <td>48.94252</td>\n",
       "      <td>0.72126</td>\n",
       "      <td>0.67787</td>\n",
       "      <td>0.01085</td>\n",
       "      <td>34.54447</td>\n",
       "      <td>11.94143</td>\n",
       "      <td>0.94902</td>\n",
       "      <td>2.21258</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mississippi</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Missouri</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Montana</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nebraska</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nevada</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Hampshire</th>\n",
       "      <td>14.97591</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Jersey</th>\n",
       "      <td>23.90167</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New Mexico</th>\n",
       "      <td>12.79164</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>New York</th>\n",
       "      <td>14.08993</td>\n",
       "      <td>5.15836</td>\n",
       "      <td>2.23341</td>\n",
       "      <td>13.11645</td>\n",
       "      <td>0.03873</td>\n",
       "      <td>0.21947</td>\n",
       "      <td>40.30467</td>\n",
       "      <td>26.07798</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>18.00929</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Carolina</th>\n",
       "      <td>33.18199</td>\n",
       "      <td>33.18199</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>49.85503</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>50.14497</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North Dakota</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Northern Mariana</th>\n",
       "      <td>4.36681</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ohio</th>\n",
       "      <td>52.20184</td>\n",
       "      <td>52.20184</td>\n",
       "      <td>19.37247</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.82513</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>5.63839</td>\n",
       "      <td>74.16402</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.00001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oklahoma</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oregon</th>\n",
       "      <td>14.07460</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pennsylvania</th>\n",
       "      <td>42.72062</td>\n",
       "      <td>42.72062</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>32.50520</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.04454</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>67.45026</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Puerto Rico</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rhode Island</th>\n",
       "      <td>10.96091</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Carolina</th>\n",
       "      <td>10.67339</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South Dakota</th>\n",
       "      <td>12.15167</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tennessee</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Texas</th>\n",
       "      <td>35.19981</td>\n",
       "      <td>30.47076</td>\n",
       "      <td>20.83227</td>\n",
       "      <td>2.12104</td>\n",
       "      <td>1.76231</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>64.75389</td>\n",
       "      <td>7.35714</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>3.17335</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>U.S. Virgin Islands</th>\n",
       "      <td>13.91753</td>\n",
       "      <td>13.83162</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>35.40373</td>\n",
       "      <td>64.59627</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Utah</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vermont</th>\n",
       "      <td>23.15820</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virginia</th>\n",
       "      <td>14.59956</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Washington</th>\n",
       "      <td>33.66788</td>\n",
       "      <td>33.66788</td>\n",
       "      <td>37.05572</td>\n",
       "      <td>0.80639</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>5.32370</td>\n",
       "      <td>42.57051</td>\n",
       "      <td>2.95422</td>\n",
       "      <td>9.17603</td>\n",
       "      <td>2.11343</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.00000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>West Virginia</th>\n",
       "      <td>7.22147</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wisconsin</th>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wyoming</th>\n",
       "      <td>27.24789</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "0                     Reported Amount of Federal Rental Assistance > $0 (%)  \\\n",
       "Alabama                                                        38.64736       \n",
       "Alaska                                                         36.41577       \n",
       "Arizona                                                        12.08103       \n",
       "Arkansas                                                       20.89051       \n",
       "California                                                     37.99137       \n",
       "Colorado                                                        8.66158       \n",
       "Connecticut                                                    60.25954       \n",
       "Delaware                                                       18.44132       \n",
       "District of Columbia                                           13.91698       \n",
       "Florida                                                         0.00000       \n",
       "Georgia                                                        19.68245       \n",
       "Guam                                                            0.09488       \n",
       "Hawaii                                                         33.80874       \n",
       "Idaho                                                          24.62694       \n",
       "Illinois                                                       39.51810       \n",
       "Indiana                                                        41.71441       \n",
       "Iowa                                                            0.00000       \n",
       "Kansas                                                         37.21568       \n",
       "Kentucky                                                        0.00000       \n",
       "Louisiana                                                      16.23808       \n",
       "Maine                                                          31.02552       \n",
       "Maryland                                                       38.98027       \n",
       "Massachusetts                                                  35.34035       \n",
       "Michigan                                                        0.00000       \n",
       "Minnesota                                                      43.60185       \n",
       "Mississippi                                                     0.00000       \n",
       "Missouri                                                        0.00000       \n",
       "Montana                                                         0.00000       \n",
       "Nebraska                                                        0.00000       \n",
       "Nevada                                                          0.00000       \n",
       "New Hampshire                                                  14.97591       \n",
       "New Jersey                                                     23.90167       \n",
       "New Mexico                                                     12.79164       \n",
       "New York                                                       14.08993       \n",
       "North Carolina                                                 33.18199       \n",
       "North Dakota                                                    0.00000       \n",
       "Northern Mariana                                                4.36681       \n",
       "Ohio                                                           52.20184       \n",
       "Oklahoma                                                        0.00000       \n",
       "Oregon                                                         14.07460       \n",
       "Pennsylvania                                                   42.72062       \n",
       "Puerto Rico                                                     0.00000       \n",
       "Rhode Island                                                   10.96091       \n",
       "South Carolina                                                 10.67339       \n",
       "South Dakota                                                   12.15167       \n",
       "Tennessee                                                       0.00000       \n",
       "Texas                                                          35.19981       \n",
       "U.S. Virgin Islands                                            13.91753       \n",
       "Utah                                                            0.00000       \n",
       "Vermont                                                        23.15820       \n",
       "Virginia                                                       14.59956       \n",
       "Washington                                                     33.66788       \n",
       "West Virginia                                                   7.22147       \n",
       "Wisconsin                                                       0.00000       \n",
       "Wyoming                                                        27.24789       \n",
       "\n",
       "0                     Source of Federal Rental Assistance Reported (%)  \\\n",
       "Alabama                                                       38.64736   \n",
       "Alaska                                                        34.98208   \n",
       "Arizona                                                        0.00000   \n",
       "Arkansas                                                      20.44245   \n",
       "California                                                    35.89672   \n",
       "Colorado                                                       0.00000   \n",
       "Connecticut                                                   50.51456   \n",
       "Delaware                                                       0.00000   \n",
       "District of Columbia                                          13.85787   \n",
       "Florida                                                        0.00000   \n",
       "Georgia                                                        0.00000   \n",
       "Guam                                                           0.09488   \n",
       "Hawaii                                                        31.43173   \n",
       "Idaho                                                         24.62694   \n",
       "Illinois                                                      39.46772   \n",
       "Indiana                                                       41.71441   \n",
       "Iowa                                                           0.00000   \n",
       "Kansas                                                         0.00000   \n",
       "Kentucky                                                       0.00000   \n",
       "Louisiana                                                      0.00000   \n",
       "Maine                                                          0.36626   \n",
       "Maryland                                                      25.17686   \n",
       "Massachusetts                                                 27.79968   \n",
       "Michigan                                                       0.00000   \n",
       "Minnesota                                                     43.53575   \n",
       "Mississippi                                                    0.00000   \n",
       "Missouri                                                       0.00000   \n",
       "Montana                                                        0.00000   \n",
       "Nebraska                                                       0.00000   \n",
       "Nevada                                                         0.00000   \n",
       "New Hampshire                                                  0.00000   \n",
       "New Jersey                                                     0.00000   \n",
       "New Mexico                                                     0.00000   \n",
       "New York                                                       5.15836   \n",
       "North Carolina                                                33.18199   \n",
       "North Dakota                                                   0.00000   \n",
       "Northern Mariana                                               0.00000   \n",
       "Ohio                                                          52.20184   \n",
       "Oklahoma                                                       0.00000   \n",
       "Oregon                                                         0.00000   \n",
       "Pennsylvania                                                  42.72062   \n",
       "Puerto Rico                                                    0.00000   \n",
       "Rhode Island                                                   0.00000   \n",
       "South Carolina                                                 0.00000   \n",
       "South Dakota                                                   0.00000   \n",
       "Tennessee                                                      0.00000   \n",
       "Texas                                                         30.47076   \n",
       "U.S. Virgin Islands                                           13.83162   \n",
       "Utah                                                           0.00000   \n",
       "Vermont                                                        0.00000   \n",
       "Virginia                                                       0.00000   \n",
       "Washington                                                    33.66788   \n",
       "West Virginia                                                  0.00000   \n",
       "Wisconsin                                                      0.00000   \n",
       "Wyoming                                                        0.00000   \n",
       "\n",
       "0                     Source of Federal Rental Assistance  \\\n",
       "Alabama                                          13.59965   \n",
       "Alaska                                            1.63934   \n",
       "Arizona                                               NaN   \n",
       "Arkansas                                          6.74658   \n",
       "California                                       21.51056   \n",
       "Colorado                                              NaN   \n",
       "Connecticut                                      27.32704   \n",
       "Delaware                                              NaN   \n",
       "District of Columbia                             29.09953   \n",
       "Florida                                               NaN   \n",
       "Georgia                                               NaN   \n",
       "Guam                                              0.00000   \n",
       "Hawaii                                           40.55575   \n",
       "Idaho                                             7.10273   \n",
       "Illinois                                         54.99362   \n",
       "Indiana                                          40.21620   \n",
       "Iowa                                                  NaN   \n",
       "Kansas                                                NaN   \n",
       "Kentucky                                              NaN   \n",
       "Louisiana                                             NaN   \n",
       "Maine                                             0.00000   \n",
       "Maryland                                         43.58652   \n",
       "Massachusetts                                    28.53386   \n",
       "Michigan                                              NaN   \n",
       "Minnesota                                        48.94252   \n",
       "Mississippi                                           NaN   \n",
       "Missouri                                              NaN   \n",
       "Montana                                               NaN   \n",
       "Nebraska                                              NaN   \n",
       "Nevada                                                NaN   \n",
       "New Hampshire                                         NaN   \n",
       "New Jersey                                            NaN   \n",
       "New Mexico                                            NaN   \n",
       "New York                                          2.23341   \n",
       "North Carolina                                    0.00000   \n",
       "North Dakota                                          NaN   \n",
       "Northern Mariana                                      NaN   \n",
       "Ohio                                             19.37247   \n",
       "Oklahoma                                              NaN   \n",
       "Oregon                                                NaN   \n",
       "Pennsylvania                                      0.00000   \n",
       "Puerto Rico                                           NaN   \n",
       "Rhode Island                                          NaN   \n",
       "South Carolina                                        NaN   \n",
       "South Dakota                                          NaN   \n",
       "Tennessee                                             NaN   \n",
       "Texas                                            20.83227   \n",
       "U.S. Virgin Islands                               0.00000   \n",
       "Utah                                                  NaN   \n",
       "Vermont                                               NaN   \n",
       "Virginia                                              NaN   \n",
       "Washington                                       37.05572   \n",
       "West Virginia                                         NaN   \n",
       "Wisconsin                                             NaN   \n",
       "Wyoming                                               NaN   \n",
       "\n",
       "0                     HUD Section 8 Moderate Rehabilitation (%)  \\\n",
       "Alabama                                                 0.00000   \n",
       "Alaska                                                 12.90984   \n",
       "Arizona                                                     NaN   \n",
       "Arkansas                                                0.78767   \n",
       "California                                              3.55344   \n",
       "Colorado                                                    NaN   \n",
       "Connecticut                                             0.95591   \n",
       "Delaware                                                    NaN   \n",
       "District of Columbia                                    0.00000   \n",
       "Florida                                                     NaN   \n",
       "Georgia                                                     NaN   \n",
       "Guam                                                  100.00000   \n",
       "Hawaii                                                  2.04010   \n",
       "Idaho                                                   0.00000   \n",
       "Illinois                                                0.11264   \n",
       "Indiana                                                 0.00000   \n",
       "Iowa                                                        NaN   \n",
       "Kansas                                                      NaN   \n",
       "Kentucky                                                    NaN   \n",
       "Louisiana                                                   NaN   \n",
       "Maine                                                   0.00000   \n",
       "Maryland                                                0.00000   \n",
       "Massachusetts                                           1.32432   \n",
       "Michigan                                                    NaN   \n",
       "Minnesota                                               0.72126   \n",
       "Mississippi                                                 NaN   \n",
       "Missouri                                                    NaN   \n",
       "Montana                                                     NaN   \n",
       "Nebraska                                                    NaN   \n",
       "Nevada                                                      NaN   \n",
       "New Hampshire                                               NaN   \n",
       "New Jersey                                                  NaN   \n",
       "New Mexico                                                  NaN   \n",
       "New York                                               13.11645   \n",
       "North Carolina                                          0.00000   \n",
       "North Dakota                                                NaN   \n",
       "Northern Mariana                                            NaN   \n",
       "Ohio                                                    0.00000   \n",
       "Oklahoma                                                    NaN   \n",
       "Oregon                                                      NaN   \n",
       "Pennsylvania                                           32.50520   \n",
       "Puerto Rico                                                 NaN   \n",
       "Rhode Island                                                NaN   \n",
       "South Carolina                                              NaN   \n",
       "South Dakota                                                NaN   \n",
       "Tennessee                                                   NaN   \n",
       "Texas                                                   2.12104   \n",
       "U.S. Virgin Islands                                     0.00000   \n",
       "Utah                                                        NaN   \n",
       "Vermont                                                     NaN   \n",
       "Virginia                                                    NaN   \n",
       "Washington                                              0.80639   \n",
       "West Virginia                                               NaN   \n",
       "Wisconsin                                                   NaN   \n",
       "Wyoming                                                     NaN   \n",
       "\n",
       "0                     Public Housing Operating Subsidy (%)  \\\n",
       "Alabama                                            0.00000   \n",
       "Alaska                                             0.20492   \n",
       "Arizona                                                NaN   \n",
       "Arkansas                                           0.13699   \n",
       "California                                         0.83879   \n",
       "Colorado                                               NaN   \n",
       "Connecticut                                        1.64894   \n",
       "Delaware                                               NaN   \n",
       "District of Columbia                               0.00000   \n",
       "Florida                                                NaN   \n",
       "Georgia                                                NaN   \n",
       "Guam                                               0.00000   \n",
       "Hawaii                                             0.49244   \n",
       "Idaho                                              0.00000   \n",
       "Illinois                                           0.00000   \n",
       "Indiana                                            0.71544   \n",
       "Iowa                                                   NaN   \n",
       "Kansas                                                 NaN   \n",
       "Kentucky                                               NaN   \n",
       "Louisiana                                              NaN   \n",
       "Maine                                              0.00000   \n",
       "Maryland                                           0.04569   \n",
       "Massachusetts                                      0.54475   \n",
       "Michigan                                               NaN   \n",
       "Minnesota                                          0.67787   \n",
       "Mississippi                                            NaN   \n",
       "Missouri                                               NaN   \n",
       "Montana                                                NaN   \n",
       "Nebraska                                               NaN   \n",
       "Nevada                                                 NaN   \n",
       "New Hampshire                                          NaN   \n",
       "New Jersey                                             NaN   \n",
       "New Mexico                                             NaN   \n",
       "New York                                           0.03873   \n",
       "North Carolina                                     0.00000   \n",
       "North Dakota                                           NaN   \n",
       "Northern Mariana                                       NaN   \n",
       "Ohio                                               0.00000   \n",
       "Oklahoma                                               NaN   \n",
       "Oregon                                                 NaN   \n",
       "Pennsylvania                                       0.00000   \n",
       "Puerto Rico                                            NaN   \n",
       "Rhode Island                                           NaN   \n",
       "South Carolina                                         NaN   \n",
       "South Dakota                                           NaN   \n",
       "Tennessee                                              NaN   \n",
       "Texas                                              1.76231   \n",
       "U.S. Virgin Islands                                0.00000   \n",
       "Utah                                                   NaN   \n",
       "Vermont                                                NaN   \n",
       "Virginia                                               NaN   \n",
       "Washington                                         0.00000   \n",
       "West Virginia                                          NaN   \n",
       "Wisconsin                                              NaN   \n",
       "Wyoming                                                NaN   \n",
       "\n",
       "0                     HOME Rental Assistance (%)  \\\n",
       "Alabama                                  0.00728   \n",
       "Alaska                                   0.00000   \n",
       "Arizona                                      NaN   \n",
       "Arkansas                                 0.06849   \n",
       "California                               0.96447   \n",
       "Colorado                                     NaN   \n",
       "Connecticut                              0.11351   \n",
       "Delaware                                     NaN   \n",
       "District of Columbia                     0.00000   \n",
       "Florida                                      NaN   \n",
       "Georgia                                      NaN   \n",
       "Guam                                     0.00000   \n",
       "Hawaii                                   0.03517   \n",
       "Idaho                                    0.00000   \n",
       "Illinois                                 0.10513   \n",
       "Indiana                                  0.16711   \n",
       "Iowa                                         NaN   \n",
       "Kansas                                       NaN   \n",
       "Kentucky                                     NaN   \n",
       "Louisiana                                    NaN   \n",
       "Maine                                    0.00000   \n",
       "Maryland                                 0.01142   \n",
       "Massachusetts                            0.00000   \n",
       "Michigan                                     NaN   \n",
       "Minnesota                                0.01085   \n",
       "Mississippi                                  NaN   \n",
       "Missouri                                     NaN   \n",
       "Montana                                      NaN   \n",
       "Nebraska                                     NaN   \n",
       "Nevada                                       NaN   \n",
       "New Hampshire                                NaN   \n",
       "New Jersey                                   NaN   \n",
       "New Mexico                                   NaN   \n",
       "New York                                 0.21947   \n",
       "North Carolina                           0.00000   \n",
       "North Dakota                                 NaN   \n",
       "Northern Mariana                             NaN   \n",
       "Ohio                                     0.00000   \n",
       "Oklahoma                                     NaN   \n",
       "Oregon                                       NaN   \n",
       "Pennsylvania                             0.04454   \n",
       "Puerto Rico                                  NaN   \n",
       "Rhode Island                                 NaN   \n",
       "South Carolina                               NaN   \n",
       "South Dakota                                 NaN   \n",
       "Tennessee                                    NaN   \n",
       "Texas                                    0.00000   \n",
       "U.S. Virgin Islands                      0.00000   \n",
       "Utah                                         NaN   \n",
       "Vermont                                      NaN   \n",
       "Virginia                                     NaN   \n",
       "Washington                               5.32370   \n",
       "West Virginia                                NaN   \n",
       "Wisconsin                                    NaN   \n",
       "Wyoming                                      NaN   \n",
       "\n",
       "0                     HUD Housing Choice Voucher (HCV), Tenant-Based (%)  \\\n",
       "Alabama                                                        19.34076    \n",
       "Alaska                                                         14.54918    \n",
       "Arizona                                                             NaN    \n",
       "Arkansas                                                       12.97945    \n",
       "California                                                     29.59122    \n",
       "Colorado                                                            NaN    \n",
       "Connecticut                                                    17.06894    \n",
       "Delaware                                                            NaN    \n",
       "District of Columbia                                            8.24645    \n",
       "Florida                                                             NaN    \n",
       "Georgia                                                             NaN    \n",
       "Guam                                                            0.00000    \n",
       "Hawaii                                                         16.49666    \n",
       "Idaho                                                           8.82825    \n",
       "Illinois                                                       16.44515    \n",
       "Indiana                                                         1.77033    \n",
       "Iowa                                                                NaN    \n",
       "Kansas                                                              NaN    \n",
       "Kentucky                                                            NaN    \n",
       "Louisiana                                                           NaN    \n",
       "Maine                                                          96.77419    \n",
       "Maryland                                                       18.58367    \n",
       "Massachusetts                                                  19.01005    \n",
       "Michigan                                                            NaN    \n",
       "Minnesota                                                      34.54447    \n",
       "Mississippi                                                         NaN    \n",
       "Missouri                                                            NaN    \n",
       "Montana                                                             NaN    \n",
       "Nebraska                                                            NaN    \n",
       "Nevada                                                              NaN    \n",
       "New Hampshire                                                       NaN    \n",
       "New Jersey                                                          NaN    \n",
       "New Mexico                                                          NaN    \n",
       "New York                                                       40.30467    \n",
       "North Carolina                                                 49.85503    \n",
       "North Dakota                                                        NaN    \n",
       "Northern Mariana                                                    NaN    \n",
       "Ohio                                                            0.82513    \n",
       "Oklahoma                                                            NaN    \n",
       "Oregon                                                              NaN    \n",
       "Pennsylvania                                                    0.00000    \n",
       "Puerto Rico                                                         NaN    \n",
       "Rhode Island                                                        NaN    \n",
       "South Carolina                                                      NaN    \n",
       "South Dakota                                                        NaN    \n",
       "Tennessee                                                           NaN    \n",
       "Texas                                                          64.75389    \n",
       "U.S. Virgin Islands                                            35.40373    \n",
       "Utah                                                                NaN    \n",
       "Vermont                                                             NaN    \n",
       "Virginia                                                            NaN    \n",
       "Washington                                                     42.57051    \n",
       "West Virginia                                                       NaN    \n",
       "Wisconsin                                                           NaN    \n",
       "Wyoming                                                             NaN    \n",
       "\n",
       "0                     HUD Project-Based Voucher (PBV) (%)  \\\n",
       "Alabama                                           0.00000   \n",
       "Alaska                                           17.82787   \n",
       "Arizona                                               NaN   \n",
       "Arkansas                                         35.00000   \n",
       "California                                       31.48384   \n",
       "Colorado                                              NaN   \n",
       "Connecticut                                      42.53196   \n",
       "Delaware                                              NaN   \n",
       "District of Columbia                             62.60663   \n",
       "Florida                                               NaN   \n",
       "Georgia                                               NaN   \n",
       "Guam                                              0.00000   \n",
       "Hawaii                                           16.14492   \n",
       "Idaho                                            51.72552   \n",
       "Illinois                                          0.94240   \n",
       "Indiana                                           0.00000   \n",
       "Iowa                                                  NaN   \n",
       "Kansas                                                NaN   \n",
       "Kentucky                                              NaN   \n",
       "Louisiana                                             NaN   \n",
       "Maine                                             3.22581   \n",
       "Maryland                                         29.64021   \n",
       "Massachusetts                                    42.11515   \n",
       "Michigan                                              NaN   \n",
       "Minnesota                                        11.94143   \n",
       "Mississippi                                           NaN   \n",
       "Missouri                                              NaN   \n",
       "Montana                                               NaN   \n",
       "Nebraska                                              NaN   \n",
       "Nevada                                                NaN   \n",
       "New Hampshire                                         NaN   \n",
       "New Jersey                                            NaN   \n",
       "New Mexico                                            NaN   \n",
       "New York                                         26.07798   \n",
       "North Carolina                                    0.00000   \n",
       "North Dakota                                          NaN   \n",
       "Northern Mariana                                      NaN   \n",
       "Ohio                                              0.00000   \n",
       "Oklahoma                                              NaN   \n",
       "Oregon                                                NaN   \n",
       "Pennsylvania                                     67.45026   \n",
       "Puerto Rico                                           NaN   \n",
       "Rhode Island                                          NaN   \n",
       "South Carolina                                        NaN   \n",
       "South Dakota                                          NaN   \n",
       "Tennessee                                             NaN   \n",
       "Texas                                             7.35714   \n",
       "U.S. Virgin Islands                              64.59627   \n",
       "Utah                                                  NaN   \n",
       "Vermont                                               NaN   \n",
       "Virginia                                              NaN   \n",
       "Washington                                        2.95422   \n",
       "West Virginia                                         NaN   \n",
       "Wisconsin                                             NaN   \n",
       "Wyoming                                               NaN   \n",
       "\n",
       "0                     USDA Section 521 Rental Assistance Program (%)  \\\n",
       "Alabama                                                     18.66405   \n",
       "Alaska                                                      52.86885   \n",
       "Arizona                                                          NaN   \n",
       "Arkansas                                                    38.93836   \n",
       "California                                                   8.99392   \n",
       "Colorado                                                         NaN   \n",
       "Connecticut                                                  1.78038   \n",
       "Delaware                                                         NaN   \n",
       "District of Columbia                                         0.00000   \n",
       "Florida                                                          NaN   \n",
       "Georgia                                                          NaN   \n",
       "Guam                                                         0.00000   \n",
       "Hawaii                                                      14.42139   \n",
       "Idaho                                                       32.34350   \n",
       "Illinois                                                     4.38162   \n",
       "Indiana                                                      8.85686   \n",
       "Iowa                                                             NaN   \n",
       "Kansas                                                           NaN   \n",
       "Kentucky                                                         NaN   \n",
       "Louisiana                                                        NaN   \n",
       "Maine                                                        0.00000   \n",
       "Maryland                                                     5.93946   \n",
       "Massachusetts                                                1.70940   \n",
       "Michigan                                                         NaN   \n",
       "Minnesota                                                    0.94902   \n",
       "Mississippi                                                      NaN   \n",
       "Missouri                                                         NaN   \n",
       "Montana                                                          NaN   \n",
       "Nebraska                                                         NaN   \n",
       "Nevada                                                           NaN   \n",
       "New Hampshire                                                    NaN   \n",
       "New Jersey                                                       NaN   \n",
       "New Mexico                                                       NaN   \n",
       "New York                                                     0.00000   \n",
       "North Carolina                                               0.00000   \n",
       "North Dakota                                                     NaN   \n",
       "Northern Mariana                                                 NaN   \n",
       "Ohio                                                         5.63839   \n",
       "Oklahoma                                                         NaN   \n",
       "Oregon                                                           NaN   \n",
       "Pennsylvania                                                 0.00000   \n",
       "Puerto Rico                                                      NaN   \n",
       "Rhode Island                                                     NaN   \n",
       "South Carolina                                                   NaN   \n",
       "South Dakota                                                     NaN   \n",
       "Tennessee                                                        NaN   \n",
       "Texas                                                        0.00000   \n",
       "U.S. Virgin Islands                                          0.00000   \n",
       "Utah                                                             NaN   \n",
       "Vermont                                                          NaN   \n",
       "Virginia                                                         NaN   \n",
       "Washington                                                   9.17603   \n",
       "West Virginia                                                    NaN   \n",
       "Wisconsin                                                        NaN   \n",
       "Wyoming                                                          NaN   \n",
       "\n",
       "0                     Other Federal Rental Assistance (%)  Not Reported (%)  \\\n",
       "Alabama                                          48.38827               0.0   \n",
       "Alaska                                            0.00000               0.0   \n",
       "Arizona                                               NaN               NaN   \n",
       "Arkansas                                          5.34247               0.0   \n",
       "California                                        3.06376               0.0   \n",
       "Colorado                                              NaN               NaN   \n",
       "Connecticut                                       8.57331               0.0   \n",
       "Delaware                                              NaN               NaN   \n",
       "District of Columbia                              0.04739               0.0   \n",
       "Florida                                               NaN               NaN   \n",
       "Georgia                                               NaN               NaN   \n",
       "Guam                                              0.00000               0.0   \n",
       "Hawaii                                            9.81358               0.0   \n",
       "Idaho                                             0.00000               0.0   \n",
       "Illinois                                         23.01945               0.0   \n",
       "Indiana                                          48.27406               0.0   \n",
       "Iowa                                                  NaN               NaN   \n",
       "Kansas                                                NaN               NaN   \n",
       "Kentucky                                              NaN               NaN   \n",
       "Louisiana                                             NaN               NaN   \n",
       "Maine                                             0.00000               0.0   \n",
       "Maryland                                          2.19303               0.0   \n",
       "Massachusetts                                     6.76247               0.0   \n",
       "Michigan                                              NaN               NaN   \n",
       "Minnesota                                         2.21258               0.0   \n",
       "Mississippi                                           NaN               NaN   \n",
       "Missouri                                              NaN               NaN   \n",
       "Montana                                               NaN               NaN   \n",
       "Nebraska                                              NaN               NaN   \n",
       "Nevada                                                NaN               NaN   \n",
       "New Hampshire                                         NaN               NaN   \n",
       "New Jersey                                            NaN               NaN   \n",
       "New Mexico                                            NaN               NaN   \n",
       "New York                                         18.00929               0.0   \n",
       "North Carolina                                   50.14497               0.0   \n",
       "North Dakota                                          NaN               NaN   \n",
       "Northern Mariana                                      NaN               NaN   \n",
       "Ohio                                             74.16402               0.0   \n",
       "Oklahoma                                              NaN               NaN   \n",
       "Oregon                                                NaN               NaN   \n",
       "Pennsylvania                                      0.00000               0.0   \n",
       "Puerto Rico                                           NaN               NaN   \n",
       "Rhode Island                                          NaN               NaN   \n",
       "South Carolina                                        NaN               NaN   \n",
       "South Dakota                                          NaN               NaN   \n",
       "Tennessee                                             NaN               NaN   \n",
       "Texas                                             3.17335               0.0   \n",
       "U.S. Virgin Islands                               0.00000               0.0   \n",
       "Utah                                                  NaN               NaN   \n",
       "Vermont                                               NaN               NaN   \n",
       "Virginia                                              NaN               NaN   \n",
       "Washington                                        2.11343               0.0   \n",
       "West Virginia                                         NaN               NaN   \n",
       "Wisconsin                                             NaN               NaN   \n",
       "Wyoming                                               NaN               NaN   \n",
       "\n",
       "0                     Total (%)  \n",
       "Alabama               100.00001  \n",
       "Alaska                100.00000  \n",
       "Arizona                     NaN  \n",
       "Arkansas              100.00001  \n",
       "California            100.00001  \n",
       "Colorado                    NaN  \n",
       "Connecticut            99.99999  \n",
       "Delaware                    NaN  \n",
       "District of Columbia  100.00000  \n",
       "Florida                     NaN  \n",
       "Georgia                     NaN  \n",
       "Guam                  100.00000  \n",
       "Hawaii                100.00001  \n",
       "Idaho                 100.00000  \n",
       "Illinois              100.00001  \n",
       "Indiana               100.00000  \n",
       "Iowa                        NaN  \n",
       "Kansas                      NaN  \n",
       "Kentucky                    NaN  \n",
       "Louisiana                   NaN  \n",
       "Maine                 100.00000  \n",
       "Maryland              100.00000  \n",
       "Massachusetts         100.00000  \n",
       "Michigan                    NaN  \n",
       "Minnesota             100.00000  \n",
       "Mississippi                 NaN  \n",
       "Missouri                    NaN  \n",
       "Montana                     NaN  \n",
       "Nebraska                    NaN  \n",
       "Nevada                      NaN  \n",
       "New Hampshire               NaN  \n",
       "New Jersey                  NaN  \n",
       "New Mexico                  NaN  \n",
       "New York              100.00000  \n",
       "North Carolina        100.00000  \n",
       "North Dakota                NaN  \n",
       "Northern Mariana            NaN  \n",
       "Ohio                  100.00001  \n",
       "Oklahoma                    NaN  \n",
       "Oregon                      NaN  \n",
       "Pennsylvania          100.00000  \n",
       "Puerto Rico                 NaN  \n",
       "Rhode Island                NaN  \n",
       "South Carolina              NaN  \n",
       "South Dakota                NaN  \n",
       "Tennessee                   NaN  \n",
       "Texas                 100.00000  \n",
       "U.S. Virgin Islands   100.00000  \n",
       "Utah                        NaN  \n",
       "Vermont                     NaN  \n",
       "Virginia                    NaN  \n",
       "Washington            100.00000  \n",
       "West Virginia               NaN  \n",
       "Wisconsin                   NaN  \n",
       "Wyoming                     NaN  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sheets[\"Table 12\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "federal_asst_df = sheets[\"Table 12\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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vP/7443j11Vfj1VdfjYceeiiOO+64uOOOO7L2jXak4jsSLUAu5uXOSZrcuZCXu7lz50bEpr447LDDqpxv4sSJWQFW1113XVbCZiqVip/85CeZ7/vixYtj+vTpRduvUjhzs2DBgrjkkkti4cKFWX2wvYO2zed766234tJLL40nn3zSiZpa2nzgRbEPTFm3bl307t07nnrqqSrXw6q+qy1btoxHHnkks8wpp5yyS/82/vGPf8xclIuI6NmzZ3zve9+LiE0n/isvoEREnH/++VnLLlq0KO67777405/+FMuWLYsnnngiHnvssTjggAN2SO07gxdeeCEee+yxnG50qPxdLaaTrrbLuZk8eXJcf/31MXv27Iio/QmHXb0PL7vssqzPlkql4r333tvmPPmwtf9PsXj66afj7rvvjjVr1mx3vayoqIjJkyfHlClT4ve//33cfPPN8a1vfWsHVVpYhg4dGpMmTYpUKhUXXnhhlQOYKyoq4tprr42FCxdGxNZDdydMmBA//OEPY8CAAUmXXbAmTJgQAwYMiNGjR9f4IuiWijnoxo2wNde/f/94+umnIyLi85//fFx22WVVznvXXXfFkCFDMtObHzuvXbs27rrrrli/fn21nka1q0qn0/Huu+/G7bffHr17946vfe1r0aVLl20+MYlPW7t2bQwbNixGjRoVEydOzHpifU0U6/7Nww8/HH379o2KioqthuJva3/nK1/5Shx88MExe/bsWLt2bYwcOXKX2dfp0KFDnfx/i209HDJkSIwePTpSqVR87Wtfq3IfMSLi+uuvj8mTJ0fEJzeUVEqn0/G3v/0tevbsmXUOqNjMmDEj/vSnP8Xrr78eU6ZMyTxlqqaKbT3cmpkzZ8aoUaNiwoQJWfuJNTk3sav0Y+VNR5W29rTuLefJh13tqeBbPjlqa+tHEk+X2lXWw9pyzJe7V155JfN7OHv27FoFkRf7emibsn1//OMfM3936tQpHnrooVpdIy4tLY199tknPvzww0in0zFt2rT4/Oc/n89Sdyq77757XHTRRXHRRRfFtGnT4qmnnooRI0bE8uXLM/Ok0+l4//334ze/+U307ds3TjnllOjSpUucdNJJu+w1lW3p27dvRGzql5KSkrj11lvjkksuqday7dq1iwcffDD+7//+L37xi19k2vnd734Xjz76aGI1F6rbb789Fi1aFC+//HKk0+n4/e9/H/vtt9+nrtNHRNx3332Zm+DT6XS0bNkyBgwYEC1btqyDyuveY489FhGReVr6k08+mRmsWNX3skGDBnHMMcfEMcccE9/73vfiuuuui2nTpsWdd94ZK1asiP/93//dYfUXiiFDhsTkyZMzfdapU6f4+c9/Hm3bto25c+dm3WP8+OOPZ/5euHBhDB8+PAYOHBgfffRRLF++PI488si46aabdvhnqGv6MP/69u0b/fr1q/aAqc2vqcyfPz+6desW3bp1i+uvv36H1VxoVq9eHffee28899xzWfeI1eZekmLc1xkwYEBm8OO2HuBKzThu3r4BAwZkfu/22WefeOKJJ+Kggw6q9vKnnXZatGvXLi655JJYvHhxpNPpGDhw4C4VdLP5tnRb1q9fH3feeWfmgWd77LFHXHzxxXHWWWdF27Zto6SkJGv+jRs3xtSpU2PUqFExZMiQKCsri7KysjjkkEPi9ttvL7oxQI8++mgsX74889t36aWXxo9//ONo0KBBzJs3LzOGKuLT99GMGzcu7rvvvvjvf/8by5Yti7Fjx0a/fv2K7sHr7tPOXeXxb8Sm0Oa77767Vu00a9YsDjjggEwwzvTp0+O4447LW52FqvLzVoa0VGX8+PFRVlaWmfeaa6751H7PddddF0OHDo2NGzdGWVlZTJ06tc7uEdiRFi9enPl7WwHDr732WkRs2tfefffd48wzz/zUPMccc0zsu+++mYc4T5o0qejHT33wwQdx33335XxPZzGOuaitefPmxcMPPxwRm77vn/3sZ+u4oh3rvffei3vuuSciPrnH64wzzohTTz01dtttt8z5mFQqFYMGDcoKGBk9enRm36i0tDR+/OMf79IBnNsyaNCg+Otf/xoRn/RjOp2Ogw46KFq3bh1NmzYt+rGN29KvX7+I2PTb1bhx4+jfv38cddRREfHpEL/Kfb+2bdvG8ccfH1dffXUMGzYsfvGLX8SyZcvi5ptvjvvvvz++/OUv79DPUChmzJgR//u//xurVq2KiOx7N4UuVc+2woG2dx52e/NVvjd27Ng4//zz49e//nXWefIdpbiO5AuUi3m5c5Imdy7k5e7jjz/O/N2iRYsq56s8QI7YdCC9tRMwrVq1ijZt2sT06dMjYlMa7K4c5lAVKZy5qaioiG7dusWCBQuyLiR36NAhzj777OjUqVPmACVi05MXZs2aFePHj4/nn38+3nvvvcwyCxcujG7dusWwYcOKItk53zZ/amkxP81+5cqVcfnll8ekSZOq/F5v6/t60EEHxYknnhhjxoyJVCoVw4cPjx/96EdJl10n1q9fH6NGjcr0UZcuXTIXT6pj3333jd69e8eRRx4Zd9xxR3zwwQdxxRVXxNChQ6Nx48YJVb1zKC8vj5/+9KcxatSoiMhOdK3JAWAx3hhhu5ybmTNnxne/+90oKyvLOaSmWPqwOp+zWPoiKel0Om6++eYYMWLEp278qs4NiKtXr45evXrF66+/nrmwUCwqKirizTffzEyfddZZVc77pz/9KfM0r0qtWrWKpk2bZgY2V54kHDlyZHz9619PrvAClE6n47e//W0m0LA6J12rCkvclUPAtseNsLU3ZsyYzLrTpUuXKuebOHFiPPnkk1UGyFaug/fee2+cdNJJRXWR+ac//WkMHTo062ky6XQ61qxZE88991w899xz8dnPfjYuvPDCOPfcc4vySTM18corr0TPnj1j6dKlEWF/p6YGDhyY9WS9iE1PfDziiCNi9913j5dffnm7bZx99tlx//33R8Smhw/sKkE31qUd49VXX838va39uhdeeCHeeOONrO1Kw4YNo1GjRpnrXel0OkaNGhXnnXde0T3devXq1dG7d+949tlnM69Zh2vnww8/jNtuuy3GjBmTea3Y+/K1117L+u5tbf9383nyYVc+VnH+ZsdwzJe7KVOmxE033RTTpk3LvGbdrBnblOr54IMPYtasWZnpXr165XSzcOvWrTMPoHr//feLOuhmc4cddljceuut8eMf/zhefPHFePbZZ2Ps2LER8cnv3IYNG2L06NExevTo2HfffeOCCy6Ib37zm0Uz4GzFihVZ+zTf/e53qx1ys7nvfOc7MXfu3Mz9jWPHjo0VK1ZEs2bN8lpvoSspKYn77rsvLr/88pgwYUKk0+n42c9+lnkQX6UHHngg+vXrlzmm+8xnPhMDBgyIVq1a1WH1dWfRokWZp6VHRPz4xz/O3BdbXa1bt46BAwfGt771rZgzZ07cd9998YUvfCGOOeaYJEouWAMHDsz042GHHRYDBgyIRo0aRcS29+9atmwZ3bp1iwsvvDB69OgRY8eOjcceeyxWrVoVvXr12hGlFwx9mF+PPPJI/OEPf4iI7OvHe+yxRxx++OFx6KGHRrNmzSKdTsfKlStj9uzZ8e6770ZZWVnW/A899FA0bdo0rrjiijr7LHVl/vz50bVr1/jggw8+Fdge8enr9ltbT4t5f3zMmDGZgfSb3xtbOQitWbNmRRd4kSvHzdUza9asmDNnTma9u/3222sUclOpVatWcdttt2XGtcydOzdmzpwZrVu3znfJBe3666+Pv//975FKpeKkk06Ku+++e5tjMEpKSqJ9+/bRvn376Nq1a/Ts2TPGjBkTzz77bHz00Ufx4IMP7sDq69bGjRtj6NChme1D586d49Zbb6328kcddVQMGDAg7r333nj44Ydj3LhxceWVV8YTTzxRNOME3KeduylTpmQe/FZSUhK33HJLTu0dcsghmcHjH3zwQVEE3VSG10TENscwVp73iti0DenYseOn5tl7772jXbt2MWnSpIiIogm62fyaybbG6bzxxhsRsWnf8fjjj6/ynG27du0yQTcLFizIY6U7n7/+9a/xk5/8JNauXStYcjPVfWDKj370o20+GGlL69evjyVLlsS8efOy9sOPP/74Gte4M+vXr19UVFRERES9evXiN7/5TZxxxhkR8emAkc23ExdeeGH87Gc/i0ceeST69esXy5Ytiz59+sSjjz5aFL+Fm6uoqIg//OEPWcfJX//61+OHP/xhHHLIIXVdXsFbuXJljB07NvN7d80112RCbqrrvPPOi9atW8f3vve9WL16dVx77bUxfPjwork+tbnevXvHqlWrMuvjbrvtFl/96lfj5JNPjtatWzt/sx2V5ww2bNgQQ4YMieXLl2e2Efvvv38cfvjh0bJly2jatGmsW7cuysrKYvr06TFp0qQoLy/POl7s0KFDrF27NsrKymLWrFnx7rvvxurVqzPzrFmzJm688cZ4/PHH43Of+9wO/ZzWgDrmYl7unKTJDxfycrf5k5W3dXKqcjBkKpWKE044ocr5DjnkkEzQzZIlS/JU5c5DCmfuhgwZkhlQm06nY++9947bbrstc5C3pdLS0igtLY0vfOEL8f3vfz9Gjx4dvXr1io8++ijS6XRMnz49nnzyyV3qqQE7ysiRIyNi0/parDcwRWw6wKsMUIrYNNDsrLPOimOPPTZSqVT07Nlzu22ceeaZmRtoX3nllV026Oadd97JnHgtKSmJK6+8slbtXHzxxTF58uR46qmnYtasWfHQQw/Fddddl89Sdzo//elPs76TEVu/KaSqAfSV7xXbhXzb5dz16tUrK5wzlUrFl7/85fif//mfOPjgg6Np06ZFdfyxPQZJ7Ri9e/eO4cOHR0R2YnubNm2iU6dOW70Bcfz48ZkbmyqXGTlyZOy55541Ohbf2U2bNi1zDFi/fv049thjq5z3qaeeiohN6+yee+4Z999/f+aczbRp0+IHP/hB5qnMjz/+eNEF3fTp0ycGDBggSC0HboStvYULF2ZuuonY9HSpqvTv3z8iPhmkfOGFF8Z5550XTZs2jeHDh2fer6ioiIceeih+9atfJVt8Abn88sszg3yeeeaZGDVqVOYJDBGROadw9913x7333hunnXZadOnSpeguxFfHyJEj46abbtrq0zFr8ptYrKZNmxZ9+vTJOu9www03xEUXXZQJxa9O0M3pp58e999/f6TT6Xj99dejoqJil9lX317I8Nbm31J1gmCLdT2cMWNGrFixIiIidtttt23+zg0ePDgiPnn6z89//vP42te+FrvttluMGTMmbrzxxli5cmVEbHo6bDEF3ZSXl0e3bt3izTffdMNcjiZPnhxdu3aNjz/++FP7iVVtO2ryVB9w/mbHcMyXu1dffTWuvPLKWLdund/DWrJNqb533nknIjZ9/tatW0f79u1zam+PPfbI/L18+fKc2toVNWjQIM4+++w4++yzY+7cufHMM8/EsGHDMoNRKte7hQsXxoMPPhh/+MMf4ktf+lJcdNFFcdppp+0yx3pb88Ybb8SGDRsiIqJhw4ZxzTXX1Lqtq6++OgYPHhzl5eVRUVERb7zxRpxyyin5KnWn0ahRo+jXr198+9vfjjlz5sSGDRviuuuuiyeeeCIOP/zwePTRR+P3v/995jeytLQ0+vfvX9SDB8aPHx8Rn4RfnH766bVqp7S0NHr27JlZj/v16xePPPJI3uosdHPmzMk8YCuVSsXNN9+cua+zulq0aBF//OMf4+KLL45JkybFU089FSeccEKdPJ21LujD/JoxY0bcd999WcciHTp0iO7du8fJJ59c5eCUioqKePnll+PBBx+Md999N/N72bdv3zj11FOL6gEC5eXlcfXVV8f777+feS2dTseBBx4Ye+65Z0ycODGz333sscdm7sGpDECs7PsWLVoU5QM0IyJzHa5yPWrVqlVcccUVcfLJJ8e+++5bx9XtfBw3V997770XEZs+b8uWLaNz5861buu0006Lli1bZq5XT5o0qaiCbp588skYPXp0pFKp+OIXvxh/+MMfoqSkpNrLt2jRIh588MH4/ve/H2PHjo1//OMfMXjw4FoFfO6MJk2alLmOlEqlokePHrVq54Ybboj3338/XnzxxRg3blwMGjQounbtmsdKC5f7tHNX+TCkVCoV7du3z3mMxOahupXXXHd1m4e0NGzYsMr53nrrrYjY/hi0Vq1aZYJuli1blqcqdx7r16+v8r3NH2q4rRClzQOHNr/3qdiMGzcubrzxxsz5xc3vLy521XlgSjqdzpwXq4kt98GbN28e5513Xo3b2VmtXbs2Xnrppczn//73v1/l+MetadSoUXTv3j06duwYP/zhD2Pp0qXRrVu3GD58+DbDFHc1b7/9dmbMSiqVissuuyx++tOf1nVZO4233347c+9mgwYN4tvf/nat2jnyyCPj2muvjbvvvjtWr14d999/f/Tu3TufpRa8Dz/8MP71r39ltiH7779/PPTQQ0V7Lqs2unfvHgsXLowePXpkQm6++tWvxhVXXBFHHHFElcutWrUqnn/++fj9738fS5YsiVdeeSWOP/74rOPl8vLyGDFiRNx3333x0UcfRSqVirVr18add94ZTz/99I74eBmCbuqYi3m5c5Imdy7k5cfmia6bh95sqfIkQ0RsczBkkyZNMn+vXr06x+p2PlI4czdgwIDMzuA+++wTTzzxRI2eHHDaaadFu3bt4pJLLonFixdHOp2OgQMH7nJBN8OGDavWfC+88EKNDm7Xr18fixcvjv/+97/x+uuvZ14/8sgja1riLmHYsGFZqaZf+tKX4p577om99torIj79va5K5cDTdDodU6ZM2WWfFjd79uyI2LRdPuSQQ7ab3LqtQXfXXnttPPPMM5FOp+O5554rmgsoWzN69OgYOXJk1sm/7t27R+fOnWP9+vWZ7UwqlYrJkydnhbWMGDEi/v3vf0fEpn3vX/7yl/GVr3ylrj7KDme7nJv3338/c2K78gab+++/P9q1a1fXpRWk6pzEK7YTfUkYP358DBo0KOsGxK985SvRo0eP7Q6+mDJlSvTt2zdzQSGdTsfgwYPjnHPOiU6dOu2I8uvcnDlzIuKTAStV3bC5cOHCeOeddzL9fO2112YFEx922GHRq1evuOqqqyJi07/LRx99lNlH2tWNHTs2+vfvn7mgUr9+/bjkkkuic+fOsXHjxszTL1KpVPz973/P2jaPHDkyZsyYkQlS69Wr11afVrOrcyNsbmbMmBERm/phv/32qzKAfMuLqN/85jfjzjvvzLx/0003Rb169eKPf/xjRET87W9/izvvvLNGT2XZFRx55JFx5JFHZsIlhw4dGm+//XZEfLKurVu3Lv7yl7/EX/7ylzjggAOiS5cucf7557vpODbtM95yyy2xcePGzPb18MMPj86dO0eDBg3i3nvvjYhNfVn5pIvFixfH+PHjM4PXKn8Tr7rqqmjatGkdf6Id7ze/+U3muKVZs2bx+OOP12pQadu2baNx48axZs2aWLNmTcyaNWuX+I08//zzqz1vOp2Of/zjH5knyKXT6SgpKYlWrVrFwQcfnBWG+P7778ecOXMy627EpuPtU045pejCSSq3x6lUKg4++OAqr7MsXbo03njjjUz/XHnllXHOOedk3j/55JPjlltuyYRC//e//42ysrKsQc67sn79+mX6p/L3sEGDBvH5z38+WrduHU2bNq3yCXt8YsWKFXH11VfHsmXLMuta/fr14+ijj45mzZrF6NGjI2LT+nr++edntivvvfdelJeXZ94rLS3dZhjgzqg6AczFGNJcU5VPjsp1HrbNMV/uPvzww+jRo0fWE8v23nvvOPHEE6NJkybxxBNPRMSmvurevXvWfvbm539KS0vjoosuKsonytmm1MzmDzHKxwDFzQe4bD7whU878MAD4/rrr4/rrrsuXn755bjzzjuzAo4rB2L85z//if/85z+x1157xcUXXxzf/e53d8lj6M23BZ06dcrpMzZt2jSOOuqozNPDK9suRqWlpfHII4/Et7/97Vi2bFmsXr06unXrFl26dIl+/fpljmGaN28ejz32WNFufytV/iZWDnrc8p6GLc8brFu3rspzqqeeemrsvffesWTJkvjvf/9bVNdSKkPUIjbt1335y1+uVTuNGjWKW265JXPf12OPPVY093bqw/zq27dv1mDHrl27xk033bTdcILddtstOnfuHKeeemrcc8898eijj0YqlYqKioro27dv/O53v9sR5ReEIUOGxOTJkzO/g506dYqf//zn0bZt25g7d27WevX4449n/l64cGEMHz48Bg4cGB999FEsX748jjzyyMzDqYrF9OnTY+bMmZn++5//+Z/44x//uM3B4VTNcXPNfPTRRxHxyf5Nrjp06JA5bqlsu1gMGDAg8/cdd9xRo5CbSrvttlvccccdceaZZ0ZExKBBg4om6Gbzh5QdeOCB2z322NrDpyrddNNN8eKLL0bEpm1UsYyhcp927jb/3crHg4A334ZUnlfc1W2+/1I5LnJLFRUVMW7cuMz05vcebmnz69PFci5x9913z/y9ePHirc4zb968rHvdP//5z1fZ3rbCcopJ7969M/chpdPpaNasWVx88cVx0kknRevWraNZs2a7/H7fjrZ5iFBliPZ9991X5f2Mu6Jx48ZlzjfUq1cvvvvd79aqnVNOOSV+8IMfRL9+/WLJkiXxwAMPFNWDXGfOnBkRm9ajpk2bxg033FDHFe1cFixYEBGb9hHbtWu33Wsr69evr/Ieposvvjj69u0ba9asiRdffDF69epVVOcu3njjjfj/7J13WBTJ1sbfBkSQJJhdwYwoiqAYwKxrzjlgDpgwBwyYRcw5Z8y7BvCas5gBBURFDIiAIChBYMihvz/4prYHhjABZpiu3/Psc3uYmvJ03+6uqlPnvAf4by2yc+dO3u+ZSIowXiQgIAAaGhpYv359kQTQdHR0MHz4cPTo0QP29vZ4+/Yt1q9fD0NDQ/Tq1QtAzjx0yJAh6Ny5M8aNG4evX78CyPGlv3z5EjY2NsV5aiLQGYWCoZt5skOdNLJDN/LkAzfI/MePH2LbfPjwQaTKVkELZK5YDt+CtqkKp+wEBwcjLCyMJAOsWrVKIpEbIcbGxli5ciUJRv7x4we+ffumUlUDlixZUiRF3c2bN0v9b3CdDv3795e6n9KMMOETyNmcP3z4sFTvNiMjI1SuXBm/fv0Cy7L48uVLge/S0gp3rKhdu3ae73PPGdPT06GtrS22rwoVKqBx48bw9/fHr1+/4OfnB0tLS7naW1o4fPgwgJxn0tDQEOfPnycV9MSJLeno6EBHRwc1a9ZE//794eXlhcWLFyMqKgozZ86Es7MzL1Sy6bgsO8JKAMLkUCpyUzBFScCVJEmXIp5du3YB+O++dHJyKnKwR4MGDbB//36cO3cO69evJ/3s3r0bx44dKzablQlhRWCg4ATIV69eAci5PmXLlhU7bnTs2BFGRkaIjY0FkLNubN++vXwNVlIOHjwIIOf6aGtr48SJE2SekntsFgaUmJqawtbWFjNmzIC7uzvWr1+PuLg4ODo6Yu/evVL7NEorNBBWNoTCz4D4ebeQN2/eED8NwzCYMmVKnjZTpkzBsWPHkJmZiZSUFAQGBvJW6FRbWxtDhgzBkCFDEBQUhIsXL+J///sfec8BOc/9jx8/sGvXLuzduxdt27bFsGHD0LFjR6mCGFWBQ4cOiQQaLVmyBOPHjweQ804UCt0AeedCUVFR2LlzJ9zc3BAXF4czZ87g+PHjhQbjqRICgQBPnz4l78OlS5dKHWDMMAzq168Pf39/ADmiWKqwyVpUscjExETMmzeP+CZMTEwwefJk9OjRI1+hlYSEBNy6dQvHjh1DaGgoEhIS8Pv3b+zcuVMlBYrzQxjsABQczOnp6Umq/2hoaGD48OF52vTt2xfOzs5ITExEdnY2Pnz4UKIbyIoiPT1dRMCdYRhMnToVU6ZMUcnk4+LE1dUVERER5L3YtWtXrFmzBkZGRggPDyeiBIDo+yEjIwN3797FgQMH8PXrV8TFxSElJQWbN29WGRG/hw8fyqUN36FCNyUDXfPJzrFjx0jVQgAYPXo0Fi9eDE1NTYSHh5OEPSDvPevn54edO3fi1atXiIuLg6enJw4ePChS0ZUP0DFFMrhJOPI4T271ajofKpzIyEhcvnwZV65cERG5yQ3LsoiOjsbevXvh6uqKhQsXYtiwYSVoafHD3W+uVKmSzP1VrFhRbN98xMTEBAcPHsS4ceOQmpqK6OhoEg8hTPw5cuSIXBKfSzvcdxj3HhKSO6g/JSUl33cnwzAwNzeHh4cHsrKy8PbtW3Tu3Fm+BispcXFxAHKugbhiMrljntLS0vJNmLC2tkb16tUREREBX19fhIeH88KHSK+h/EhNTYWHhwe5Zv3794ejo6NEfTAMg0WLFiE2NhZubm4AAA8PD6SmpkpcoLO04urqSq5h/fr1cfLkSXLuBcUxVq1aFfb29hg6dCjmzp0LT09PHD9+HElJSVi9enVJmK4UCH33LMtCQ0MDmzZt4lWimLyh62bJ4O7lcRPrpYVbFJcvggRAznMcEhJCxuaaNWtK3VetWrXQqFEjBAQEIDQ0FP7+/rzYp//z5w85rlu3bp7vc++5p6am5htjbGxsDDMzMwQGBiI0NBQBAQFo1KiRXO1VRmictuwIi9AAea+XNAiLsADgzR4zd/89NDRUbBtfX18kJSWRz82bN8+3P247VfbBchGux1iWRUBAADIzM/MIsHB92OXKlSuwUCv33SCPsb40EhYWhrdv35L5oZmZGY4dO8aLHOWiUFC8sDAWkWEYVK5cucjvRoZhoKmpCT09PdSuXRvW1tbo1asX7+5BYS4uwzCoW7duofecuOddyOTJk3H06FFkZWXh+vXrWLJkCW/EmYTzRIZhYGVlRdfLEsKdZ1erVi3P97nzINPS0vLNjSxbtiwsLCzg6emJ5ORkvH79mlcx7tyCDPXr1+fFOk3e7Nq1CwEBAWAYBvb29hLnLxoYGODAgQPo3bs34uLi4OTkhNatW4uIqBkZGWHfvn3o1asXmd8/efKkROMU+RkxrkRIs5mXH8LNPABkM48PSOOkyQ+hk4ZlWeKk4QPSbOTlh3Ajj2VZspHHF4SJ8izL4vPnz2IDO+7cuUOOK1WqVKDwCDf5hy+VWoUIVThZloW6urrMKpwAiAonXxC+v1iWRZUqVdClSxep+/r7779RtWpV8vnjx48y26eMCCu4cf8r7PuC/hPH+PHj0aRJk5I4HaUiNDQUwcHB5PPq1atlEvDiCi1xq5iqEunp6eRYnIMq99+EY3l+cB1qwkoqfCM2Nhb+/v5EAGz+/Plk7C4qLVu2hKurK4yMjJCVlYUVK1bg06dPxWOwEkHHZdnhCpw2btyYitxQFE5iYiK8vLzIO3HcuHFSVTQaNWoUxo8fT+Y+np6eIn4OVSY5OZkcF5RgIlQjZxgGLVu2FAlSEpJ7Lc6XdbRAIICnpye5D2fOnClxkMeAAQNw/PhxaGtrIyUlBbNnz+bN9RMiLhDW1NQUQNECYa9fv45WrVohOzsbx48f51UQLCDqmy3I9+Ll5QXgvw0XcfNIXV1dkWCvoKAg+Rlaiqlbty6WLFkCDw8P7NixA23atCH3pvB/MzMz4eHhgZkzZ6JDhw7YsWMH79YtGRkZuHnzJnknDhkyhIjcFIUqVarAxcUFq1atIr7tKVOmFLifoGq8efOGrFv09fVlFkbkBksI5/N8ICMjA1OnTsXz58/BMAyGDRuG69evY9iwYQW+J/X19TF8+HDSlmVZvHjxAlOmTOFVxTPuHLGg4EvuHLFZs2YoX758njbq6uoic8T8AhtVjdevX4uIy82fPx/z5s2jSd1ScO7cOTLWWltbY/fu3UWq9lamTBn07t0bV65cQZ8+fcCyLO7cuYN58+YVt8kUCkUMdM0nG9nZ2bh8+TK5Vl26dIGTk1ORA/wtLS1x8uRJTJkyBSzLws/PD9OmTRNJ4OADdEyRDO614cZ8SIuwujgAsfNGSo5f4c6dO5gyZQq6dOmCvXv3ivgIhf7rNm3aoHv37iSYXXhfJyQkYNWqVVi1alXJG1+McPeTuYli0sL1o/EtwUIcFhYW2L59O9TU1IhQJ5AjAH3o0CEasP3/cONCxIlb576XhIHv+cH1TRTWVpXgPn/ixoLcwiDcxEZxcPeq+RIfS6+h/Hj9+jXS0tJI/MjixYul7mvRokVkXE5PTyc+M1UnLCwMERERZOxwdHSUWODH0NAQhw4dQsOGDcGyLP755x+R5F1VRzjPZhgGTZs2RZUqVRRsUemFrpslh1vUTR6xCdzCLHwpGAeIrnVlEbkRws3H4PatynBzosTt4eWOTypsXcjHa0jjtGWHu6f++/dvmfv7+vUrOebLO1GYA8myLIKCgkSK7wm5ffs2Of7rr78KnPvExMSQY1UWnuMijNViGAYpKSlwd3cX+T47Oxv//PMPadOiRYsCC3Bx473ECRzwAR8fHwAghWm2b99ORW44PHz4MN//gP/8zufPny+wLfe/Bw8e4NatW/j333+xadMmDB06lJc+WG4errg5Ym6hGu5YnhtdXV00bdoULMsiPj6e3Nd8gOv7ovtKsiHOX5P72eSOveLgakaIG+dVGa5vQJzuA6Vg0tPTcfnyZQA5OiPiCrQWBSMjI4wcORJAjj7J1atX87QxMTFB7969ib9SWOi9pKBCNwqGbubJDnXSyA7dyJMPjRo1QpkyZcAwDLKyski1HiF//vzBxYsXScKKra1tgf19/vyZHPOp6gcgnQpnfkyePJksZq5fv15gW1VCOFFmGEYuVaK4SRWFTcJLI/kJ08jap3BTv1mzZti+fbvEFWxUhXfv3gHIuR/r1Kkj8z3JHe9VtVocdw4oTqRPR0dHJIidWzFcHNx5pjw2E0ojfn5+AHKeTS0tLfTr10+qfmrWrEmq3mZmZvJCrIWOy7LDXfcZGxsr0BIKJYfXr1+TRHBNTU3MnDlT6r5mzJhBRHqzsrJ4E4DInT8WFKTF3Rxp1apVvu24m/N8EQvy9fVFdnY2WJZFmTJlMGLECKn6sbCwwOzZswHkJJfv3btXnmYqNTQQVna4c+2CxDi5z3JB/hxu4JKqrlWkpUyZMujZsyeOHTuGBw8eYObMmahWrRq5f4Vr6N+/f+Pw4cPo3r07xo0bhxs3bhS4Ka0qvHv3DqmpqSRIZNq0aVL1M3LkSAwfPhwsyyI4OBiHDx+Ws6XKS2RkJICcdYuFhUWBid9FgSuqUZg/XJU4fvw4eef17NkTa9eulajSm6amJtauXYuePXuCZVm8ffsWR44cKS5zlQ7uvDA7OzvfdtzN4ILmiJUqVSLHfJkjCkWtWZaFoaEhJk2apGCLSidfv35FbGwsGWcXLlwo8XtRU1MTmzdvRsuWLcGyLB4+fEgCKCgUSslA13yy8/HjRwgEAnIN586dK1U/CxYsQLdu3UjS3qlTp+RopXJDxxTJERaQYVkWHz58kKmvqKgokbglGgQqSlBQEDZt2oT27dtj7ty5ePbsmcicnGVZVKhQAfb29rh79y6OHTuGXbt24dmzZ1iyZAn++usvsg5nWRb//vuvSr0jhft5LMvC399fpmTjzMxM+Pv75+mb73Tq1ImIDgP/idw0a9ZMwZYpD9ykOoFAkOd7LS0tkdgIbgElcXB9rnzyvxY2B8wtDltY3DC3PV9ijOk1lB/C+CShH7YoAoj5YWRkJCIMVljsk6ogjKMDctZs0lby1tLSwvLly8nn48ePy2xbaYFbRJivycfygq6bJUe4H8yyLN6/fy9TsYSYmBiReTZ3r1nV4Y6f8iiYwI1B5MvYzM2RElfEOnceWmFJtdx4Cb5cQxqnLTu534myxAOHhISIiH/xpZhkw4YNoa2tTfxTO3fuFPk+LCwMV65cITlo7dq1y7ev7OxskeKtNWrUKC6zlYrKlSuT4nosy8LFxQXXr19HamoqIiIisGjRInz79o2079mzZ759/f79W+QdKA8xttIINxfN3NxcpEg1pXCKIzeNL3B92PIQGOEKg3HHGFWHu07mkw9VXnDzFcX5tHV0dETmzoUJHHJjX/lUbA8QvRcLiqOjiOfNmzeIj48nQs/a2tpS98WNe793757YNu3btweQM46VtCiTRuFNKMVJUTfzhIHUwcHBqF+/fr798XEzTxonTUEKpnx00kizkVfQBhVfN/J0dXXRoUMHEvhy4sQJCAQCdOnSBXFxcTh8+DBRcmYYBv3798+3r6CgIJHAdb4tDKVR4cz9NyFCFU7h4O7j44OWLVvK12AlhOtwlYeSK/ddK86ZW5rJb1ONZVmMGzcOQM4zu23bNhElzYJgGAaamprQ1dWFsbGxRAlBqgh3MSaP9xl3s1rV7kchwiBYQHwVADU1NRgbG5Nq3u/fv0fz5s3z7a+wgDA+IJyTMAyDhg0bitxH4khPT8/32e3Tpw82bNiAhIQEPH78GImJiQVWai/t0HFZdrgbRsLK9BSKIuG+E5s2bZpnzScJurq6sLS0hKenp0jfqg53jp2f4zk6Olpkk7SgsZqPDlxuIGyDBg0KvQ8zMjLyFSIZOXIkdu3ahZSUFNy9exerV68udKxXBeQdCDt69GgAOYGwf//9t1xsVHa4a938BATS09NFAgytra3z7Y87f6Rjfv5Uq1YNs2bNgoODA54+fYpLly7h4cOHZLNaKHrj5eUFLy8vGBgYYNCgQRg5cqTKigYKExcZhkGtWrUKFb3OysqCurq62O9mz56NixcvgmVZXLlyBXPmzJG3uUrJnz9/yLE8qtFw9xryW9+oGtnZ2Th37hyAHL/D0qVLpe5r2bJluHv3LrKzs3HhwgVMnz5dZvGh0gB3XOHek1wSEhJERO4LGle48EUoVjgeC9cqBVXTo+TPx48fyXHlypXRtGlTqfpRU1PDsmXLMGDAAADA6dOnMXjwYHmYSOEB3t7ecHV1JZ+XL19Ok88khK75ZOfLly8AcsaVGjVqoF69egW2FwpeiGPRokW4e/cuAODChQuYMGGCfI1VUuiYIjnNmjVDmTJlkJGRgcTERNy/f1/qZ044Pwdy4su4xWn4SkpKCm7duoWLFy+KFLkAIPL82traYvjw4ejSpUueNZ2BgQHGjx+PMWPG4OTJk9ixYwfxSVy4cEFl3pHCBB+GYZCQkIArV65g6NChUvXl7u4ussYR9l3akZdoeo0aNRAeHg4LCwvizyoMBwcHufzbyk6tWrXIcX4B/6ampvD19QUAvHr1Ct26dRPbLj09HW/fviWfZdnbKm1wfV3iijxqamrCwMCA7Ot/+fKlwAJU3CQgvgg802soP7gxTPJY43H7EBcfpYpwY4jFze9yr0nS0tLy3fe0trZG9erVERERAV9fX4SHh/OiqCb3vqH7cbJB182SY21tDS0tLaSlpSErKwubNm3Cli1bpOpry5YtZC1StmzZIu8XqALcBD3hfSgL3H0XWZL/ShPcYgni8sY0NDRQrVo1Epvz/v17EYG53AiLIQL82ZOicdqyY2VlBW1tbaSkpCA1NRXXr18n/j9JOXnyJDmuWLEibwSftbS00L17d7i7u4NhGLi7uyMqKgp///03YmNjceHCBSQnJwPIGa8HDhyYb1+BgYEic6PCxnVVYvLkyXBwcADDMEhKSiIFbYUI5y9Vq1YtUOjm8ePH5FhXV5c392FuuHv0JiYmCrSk9MH1+XHFMihFgxuXLXz35f5eXV2dzKEjIiIKjCXkCufwSWCkRYsW0NXVhUAgkLkgAx/h3lP5iRfWqVOHiMv5+vqibdu2+fbH/f+AD3HtXExNTckxn8Sm5EV4eDg5Lmo+c35wf5/f/xfc/ZyS1ibhR3SuEkM382SHOmlkh27kyQ8HBwc8evSIVKW/ePEiLl68CEDUwW9hYQEbG5t8++FWiapcubKII40PSKPCyU0iyA0fVTgNDQ3JMXdiIy3c68btWxUoTGBB+NxaWlryqmKCPOEmh8lD9IebgKqq8x2hIBDLsvlu5JmZmZENlFu3bhFhptx8+fIFHz9+JPeyrAuc0gp3jlO5cuU83+e+N9PS0vK9XzU0NNCkSRM8f/4cGRkZ8PHxQYcOHeRrsBJBx2XZsba2hoaGBrKyskQ21ikURcFdO3PX1NLCHVv4IrrLrcwcGBgoNqDr0aNH5Lhs2bJo3Lhxvv1xr1tB71BVgpsYIS4QNreoTVpaWr5CN2XLloWFhQU8PT2RnJyM169fS50AWJqggbCyw/WJ5Rd05O3tLbKmKagiM3etwpcAOllgGAZ169ZF3bp14ePjg+joaFKFSgjLsvjz5w9OnDiBU6dOoV+/fpg/f77KrWu440Dt2rXzfJ9b1CY9PT3fe6xChQpo3Lgx/P398evXL/j5+alMAlpBcP0D8vBJc8X75CGcUxrw8fFBVFQUGIZBkyZNZJonVqpUCRYWFvD19cXv37/x5s0bXgRoC99NLMuKVMvj8uTJEyJyqK6uXuB+FdeXwZc5IrfIgjwE3PkKd54oruJl7nliampqvkUxzMzMULt2bQQHB+PTp08ICgribVAnRTL8/f1x//59kihFRW4kh675ZIfrexD37sotqJaamprvPNvY2BhmZmYIDAxEaGgoAgIC0KhRI7naq4zQMUVyypUrh5YtW+L58+dgWRZbtmyBra2txPO5jx8/4sSJE+Qaq4r4irT4+/vj0qVLuHHjBglwz+2TNTIywqBBgzBs2LAiCeWqq6tj0qRJ+P37N0mmev/+fbHYrwiqVq0KMzMzfPr0CSzLYtOmTahfv77EPoJ3795h06ZN5Fo3aNBAZWKY9u7dKzdRVq5oc1Hgi9CNqakp1NTUkJ2djZCQELHFZpo3bw5fX1+wLItr165h5syZqFChQp6+Tp06JeJDU8UxJD+4BaVCQkLEtjE1NYW3tzcA4MWLF+jbt6/YdklJSUQoDOBP0hW9hvKDO9eThx+W20dhBTtVBe5ekjjfc+7rkJSUVGAiVIMGDUjsTUBAAC/Wek2bNiUxOEFBQYo2p1RD182SU7ZsWXTo0AF37twBAFy/fh1GRkZwdHSUSLh969atRNQAADp27MirpEehr5BlWYSGhsLLy0vqYnmenp4kjpbbt6rDfWa/fv0qtk2DBg1IDtXDhw8xatQose0iIiLw/v17cj8WVBBblaBx2rKjqamJdu3a4e7du2BZFlu3bkX79u0lvodevHiBf/75h1y/3r17F4e5SsusWbNw+/ZtpKWlgWVZvHz5Ei9fvgQg6v9q165dgXvLwrEJyBHlFbe2VlX+/vtvDBgwgIytQmFsAOSzmpoaVq1aVWAuy82bN8lvrKysit1uZYU7lqanpyvQktIHX3x+xQV3PcvNTRYiLCAnXAe+ffsWrVq1yrc/7vjOlyJnQI5foV+/fjh37hxiY2Px4MEDdOnSRdFmlRqEQnEsy+Y7z27SpAnZe7l69SqmT58u9h57+PChSL4UH3w2XOrVq4cmTZrg3bt3CAgIQHR0NG/myfIgNjaWHAsEApn6Ev6eZVmRfrno6emR45LW1aBl8BSMcDOPZVmymZcboeqrcDNP3EAN8Hczr6hOGiEPHz7Mty++O2mAgjfyhLx48SLfvvi+kWdmZgYnJycRhwK3ehTLstDX18fGjRsL7Of69esksUdax21ppqgqnEIKS5LnowqnUJCFZVm8f/9epvOOiYkRqV7PJ7GX6tWro1q1aqhWrVq+ldIphcMdT/ObEEuCsNI9oLrJZnXq1CHnFh8fL7IRJ0TobGBZFm/fvsXZs2fztImPj4ejoyNpBxScmKvKcDeSxSXJ5xZN4iY1ioMr+lVY29IOHZdlx9DQEN27dwfLsggPD8fr168VbRKF53Cfa3Fip5LCDcbjSzKqUPxVWA33wYMHedr8+++/pI2lpWW+Ii2A6FqcKwjGF4oqpFYQXOd3VFSUfAxTcqQJhC0Irv8sICBANuNKCdxNqZCQEJG1hpDr168DyHmW69SpU6C/kI/CGNKQkZGBmzdvYuLEiejatSsOHjyImJgYEV+ampoaeW8K/56ZmQk3Nzf07t2bBPWoCtx9AXFjae6/FVbZluu7yU9gX9XgBmnJGtienp6Ojx8/ks98GZu5RQDksbHOvQ+5fasyXBGCmJgYeHp65mlz5coVACCCQgUJo3GvG182+rn3Hl+qeBcH3HmfgYFBnu9z33eFBURw92LlUV1XVcjIyEBsbCxiY2ORkZGhaHOUGr7ELcgbuuaTndTUVHIsLm4ht/BIYX4ybuVScetHVYSOKdIxY8YMADlzvtDQUEyZMkUkgbQwfHx8MHnyZGRkZIBlWairq2PKlCnFZK3yEh8fT0Rvhw8fjosXLyIpKUkkUQUAbGxssHPnTnh4eGDBggVFErnh0r17d3IsD3+5MmFvb0/ilwQCASZMmIBjx44Vae6SmZkJV1dXjBs3DgKBgFx3e3v74ja7VFJUwZzc96+qo6enR9bKWVlZYn16ffr0AZBzDRMTEzFhwgSR2EOBQID9+/djx44d5Drr6enxKu6hfv360NDQAMuy+PHjh9jxVpjUw7Isbt26lW8M6J49e0T2/MUJ2aki9BrKD67QszzWFVw/LF/8X4UJ+kgav8Rtr+rxS0IqVaqEdu3akf29wMBARZtUaqHrZumYN28eNDQ0SF7AqVOnMGDAANy5c6fAZPCMjAzcu3cPgwYNwrFjx8jv1dXVMWfOnBI8A8XTqlUraGlpkWuwYsUKqWKLY2JisHLlSjJP1NLSQuvWreVtrlJSt25d6OjogGVZxMTEiI2T6dixI4CccfvFixdi86jS09OxfPlyZGVlkfVK06ZNi9V2ZYHGacsHBwcHqKmpgWEYREdHY/To0fkWmhLH9evXMXPmTLAsC5ZloampiUmTJhWjxcrHX3/9hW3btolNkBe+J6tXr44NGzbk20d2drZIDhpf3oVcNmzYgKlTp+a5jizLwtDQENu2bSPvRXEEBQXh1atX5LMqF8AtjEaNGpGxNb+1MYVSHAj3kAoSoePG5Vy7di3fvt68eYNv376Rz3yJ/RIyf/58GBsbg2VZODs7Fxp/TfmPKlWqkH2m1NRUvH37Nk+bHj16AMgZp8PDw7FkyRKR9TUAvH79GsuWLSPvU3V1dbRo0aKYrVc+HBwcwDAMsrOzsXv3bkWbU6oQrlVYlsWHDx9k2l/i3sf56T1wfd4lXZCPCt0oGLqZJzvUSSM7dCNPvowcORLHjh1Do0aNyL0kDBxp3749/vnnH7GVmYU8f/4cX758Ib/t1KlTiditTBRVhVOIuEkjFz6qcFpbW5NNgKysLGzatEnqvrZs2UJECcqWLcuL6stCHj58SP7j28JWnggrugkn17IQFRUlsgmqygHyXCfzo0eP8nzftWtXGBkZESf2+vXrMWnSJJw4cQIXL17E5s2b0atXL1IlgGEYWFtbo0aNGiV5GkoDdzHGTRAQoq2tLRJMIm7Tigs3uFvVE6/ouCwfFi1aRBIB1qxZI/Y+pOQQERGR57+itJHHf3xBmAjOsiz8/f1FBKgkJTMzU0QUkS+VQGrUqEHWuyzLYvXq1fD19QWQE5y0ZcsWvHv3jrTnJkvk5s+fPyJJzNzgL1WGOzaL80Po6OiIiAMVJtTADRjji5AaDYSVnQYNGsDAwID4VF1cXETeif7+/rh27Rr5vn379vn2lZmZKTLPkTSpig98+fIFGzZsQLt27bBgwQK8fPkS2dnZAECClqpUqYKZM2fiwYMHePr0KZycnGBqaioiKh0fH48ZM2YUOmcvTXCFbHJvegq/5yZMCSvv5QdX6PP3799ysFD5ady4MYD/Kj9ygxUk5e7du0hLSwOQs8nMl0pd3He/vKsx8+U+rF27NkxMTIivZuXKlSLrjLNnz4oUEvj777/z7SspKUnEB1azZs1isVnZaNGiBYyMjMhaRThOUCSDKzogrspO7nliYUKR3HknX55ncQQFBWHnzp0YP348WrRoAQsLC7Rp0wZt2rSBhYUFWrRogfHjx2Pnzp20mjhyks6E8EUUV97QNZ/scAOwhPM7LrnvzcLeh1w/BV+uIR1TpKN58+bo27cvifl48+YNunfvjr179+Lz589i/bEZGRl49uwZFixYgNGjRyMmJoashceOHcub+aCQ+fPno127dnBxccHnz5/zBG8aGhpi8uTJuHPnDk6cOIEePXpIveckHLNyV3tWBXr16oXWrVuTeyklJQVbt25F27Zt4eTkhIsXL8LLywsBAQH4+PEjvLy8cPHiRaxYsQJt27bFxo0bSQwYwzBo1aoVevXqpeCzki9Cn1RJ/cdHuIlh9+7dy/O9mZkZunTpQu7Tz58/Y+TIkWjevDnat2+P1q1bY8+ePSSmU/heLKgCu6qhra0NCwsLADn37LNnz/K06du3L4kLSU1NxdixY3Hjxg38+fMHmZmZ+Pr1K5YvXw5XV1fiZ6xYsSLpV9Wh11B+mJubA8gZF37//i32uS4q9+/fF5k/NmrUSGb7SgNcIVNxoiGampoiIpOFCURy43jk4dctLSxevJis+ZydnWWKeeAzdN0sHbVq1cKiRYvI3IRlWXz+/Blz585Fq1atMHLkSCxduhTr16+Hs7Mzli5dilGjRqFVq1aYPXs2AgICRIroLly4sMC8AlVER0cHffr0IdcwJCQEI0aMkKh4nLe3N0aOHInQ0FDST58+fUo8IU9R5E6Uffz4cZ42PXr0QLly5Uhi6ezZs7Fy5UrcvXsXL168wNmzZzFo0CC8evWKzIPMzMxUOi47NzROW3ZMTU0xbtw48hx++/YNffv2xdKlS/Ho0SNERkaKtBfu5//zzz8YMWIEFi1ahJSUFPL7uXPniuwv8IUuXbrA3d0d3bp1g5aWFvEjGBgYYOTIkbh48WKBwpB3795FeHg4+R0fc9DU1NQwb948PHv2DNu3b8eiRYuwaNEi7N+/Hw8fPkTPnj0L/P3Xr18xYMAADBw4EAMGDEDXrl1LyHLlw9jYGC1btiRiI3wpsEVRPMbGxqhcuTKAnPXt58+f87ThxmJ//foVW7duzdMmNDQUixcvJv4b4fjMJ3R1dbFv3z5UrVoVERERGDVqlEisP6Vg2rRpQ47F6RDY2tqifv365PONGzfQvn17TJs2DQsXLsSQIUMwZswY/Pnzh8xxevfuLbaoiKrToUMHTJo0CSzL4uLFizhx4oSiTSo1cGPQY2JicOvWLan6ycrKwoULFwDkvA/z23MODw8nbUp6Ps6frEIlpkOHDiTp+969e3lUH4WbeQ8ePBDZzCtXrhx0dHQQGxsrIs7Ct808oZNG6Jx5/Pgxhg8fLtKmR48e2Lx5M1JSUoiTZtCgQWjbti10dXURHByM8+fPIygoiExi+OSkEW7k+fj4kI08obKckL59+2Lfvn0AQDbyFi9ejDZt2kBXVxffv3/HiRMncOXKFeLI4eNGnhBhYGtMTAwJZK9Zs2a+imdcdHV14eLiQj4XpBqrqhRVhVMYKHzt2rV8q0bxVYWzbNmy6NChA+7cuQMgR+3ayMgIjo6OIslOhbF161a4u7uTd2PHjh1RtmzZYrGZoro0a9YMZcqUQUZGBhITE3H//v0CE3kK4ty5c+TYwMBARJFX1ejevTtu374NlmVx5coVjBs3TuT7cuXKYeHChUTlVSjox02Y4m6mampqkqoBfIS7GMu9cSKkXr16eP/+PYCcjdD8HP3Z2dki4gWqvjlKx2X5ULVqVezbtw9Tp07F169fMXr0aGzevJmXwpCF0blzZ5FEboZh8lSDy91GHoj7d1QVS0tLADnnnJCQgCtXrmDo0KFS9eXu7i5SjVjYNx8YM2YMnJycSEWaUaNGwdDQEAKBQKQiroGBAfr27ZtvP0+fPiXHWlpaqFevXrHarSxwHbD5JTbVqVMHnz59AgD4+vqibdu2+fbHFVTky5qlqIGw8fHxAHICYc3MzPLtj4+BsGXKlEHfvn1x5swZMAyDJ0+eoF+/fujYsSNiY2Nx+/Zt4ndVU1PD4MGD8+3r7du3RHCJYRiRjSw+k5ycjBs3buDixYtkDs31Ywv/t0OHDhg2bBg6duwo4rcYPXo0Ro8ejZcvX2LLli1krE5NTcWxY8ewZs2aEj6j4kEoEAuIF9JUU1ODsbExEfd5//49mjdvnm9/klRIUxVq1KiB2rVrk3Pft28ftm3bJnE/KSkp2Lt3L4Cce9PKykrl13xChL5rlmVlroDLsqxINebcCdCqzIgRI7B582YSmN2tWzc0bNgQsbGxiIiIIH4aLS0tDBw4MN9+Xr58Sd6XZcqU4c24oqGhgWHDhuHgwYMQCAS4evVqgdeJIh5uoKu4eWKZMmVQsWJFIhAZGBhIEtXEwU1gSUlJkaOlpYOvX79i3bp18PLyIn8Tl6ScmJgIT09PeHp64tChQ2jVqhWcnJx4s8bLDVc8W5XFLIoTuuaTHW4AlvA6cdHQ0EC1atWIkOT79+8LjG/gChWLE31RReiYIj3Ozs4IDw+Hj48PGIZBfHw89u3bh3379kFdXV2kbZcuXRAZGSkiBiucN9rY2GDRokWKOAWFcvPmTXINuAI0rVu3xrBhw9C1a1eRJFpZEPonuCK7qsTevXsxevRoBAYGkmsZHx+Py5cv4/Lly/n+juu/YVkWZmZmZL2sKjx48EDRJvCC3r17Y//+/WBZFtevX8fChQtF5jkAsHLlSnz8+FFk3ZyUlCQyZxH+vVmzZpg+fXoJn4Xi6dSpE3x8fAAAd+7cyRPbWbNmTQwaNAiXL18GwzCIiorCwoUL8/TDfbanTp2aZ0xSZeg1lA81a9ZEzZo1iajAmjVr0KBBA4kLeYSFhWHt2rXk2TYxMREpsKTK1KlThxznV3DU1NQU3t7eAIAXL17ku9eclJQkUji3KPHJqkLt2rWxYcMGLFy4EK9fv8a8efOwYcMGXvmi5QFdN0vPuHHjkJSUhD179oisKVJSUuDn5yfybArJPccGgJkzZ2L8+PElZbZSsWjRIjx69AixsbFgGAahoaEYM2YMmjdvjp49e6JJkyYwNjYmz7VAIEBYWBjevXuHW7du4c2bNyLruAoVKvBu/dytWzeSQ3X16tU8OVTly5fHjBkzsHXrVjAMg8zMTFy8eBEXL14kbbjrbjU1Nd5dQxqnLR8WL16M8PBw3L17l9xr7u7ucHd3ByD63mvSpImIQB33+vXr1w8TJkxQxCkoBXXr1sXu3bvBsiyJGzEyMirSbxs0aIBTp06Rz3yK4cyNgYGBVELN3bt3L7CYId+YP38+7OzskJWVhS1btmD37t2KNonCE2xtbcn48ejRI5iamop836FDB/z111+IiIgAy7I4duwYHjx4gDZt2kBHRwffv3/H48ePkZ6eTsaYDh068E5ETehTWLx4MdauXYuQkBAMHz4c1tbWaNeuHerUqQM9PT2J8ksBiAgtqjK9e/fGhQsXwLIsLl++DAcHB5E9KTU1Naxduxbjxo0j+QIJCQnw8PAgbbhznEqVKmHx4sUlfh7KwsKFC6Gjo4Pdu3dj8+bNePnyJSZPngxra2uJ70E+0aJFCxgYGCAhIQEsy2LdunUwNTWVOAbJ2dlZJA+wS5cuYttxxbBKumgzFbpRAuhmnuxQJ43s0I284qFChQqoUKGCRL9p2rQpmjZtWkwWlQ6EKpy/fv0iKpy5Fyfdu3fH9evXAfynwpn7nuSqcAqfcT6pcM6bNw8PHjwgSXmnTp3Cy5cvMXPmTHTq1ClfQbSMjAw8fvwYBw4cIArjLMtCQ0MDc+bMKeGzoKgC5cqVQ8uWLfH8+XOwLIstW7bA1tZW4kSxjx8/4sSJE2RjSlqxnNJC586d0b9/fxLUGhkZKZL8CACDBg3Cjx8/sH//frGBl8Lnt2zZsti0aROpcM9HhAlhLMsiKCgIWVlZeeYplpaWeP/+PViWxf/+9z/MnDlTbLVhd3d3ErQNlPwirqSh47L8sLa2xr///ot58+bh06dPGDhwIFq1agVbW1vUrl2bOgxzUZTKlnytfikrVatWhZmZGT59+gSWZbFp0ybUr19f4g3Od+/eYdOmTWQMatCgQZ6xSpUZMmQIbt26hefPn5N3W2xsLACQKj1ATnBOQQF1t2/fJr+xsLDgzTpa6GhlWRZfv34V26ZJkybkPr169SqmT58utjLzw4cPicgsIJpQqcrQQFj5MGPGDFy7do0k7AUFBRFhPuGcRVj9raANAqHQLMMwqFOnDq+uoTh8fX1x8eJF3L59myQv5k4Yq1y5MgYPHoyhQ4eiWrVqBfZnY2ODf/75B2PHjoWvry8JIFMVhM9zQeKSZmZmROjm1q1beYLshHz58oX4cwAUWNVL1Rg5ciQ2bNgAICcp0sLCIt/rJI709HQsWrQI379/J3+T5PelHW5lwaioKJmEiu/duyeSxMynqoVjx47FtWvXyHOYmZlJfA3Af/PE6dOnFxiYyJ0jNmrUiDfFLYCcwP6nT5/iw4cP2LRpE6ysrHiT6CQvuPPE/MTPGjRoQPxbHh4e+Qr6xcbG4u3bt2RcMTQ0lLO1ys2pU6ewZcsWZGZmisxluEHZQrjzHJZl8erVKwwcOBCLFi3C2LFjS9RuZcDKyoqIX/j7+yM1NRVaWlqKNqtUQdd8ssMtbJSf76FBgwYkYe/hw4cYNWqU2HYRERF4//49edaLmmBQ2qFjivRoamriyJEjWLlyJW7cuCGS+JiZmSkybggr5AGioit9+vSBs7OzSoqvSIKhoSEGDhyI4cOHF8uenKGhoUgxKlVDV1cXZ8+exfr16+Hm5gZA9D4Th3DdIqwC3r9/f6xYsULlEsf54kdWNHXr1sW9e/fI/aatrZ2nTZUqVXD69GksXbpURGAyN/3798eaNWt4s4/CpXfv3ti2bRtYlsW9e/fExo8sWbIEAQEBIrFeXLjPdvfu3TF69OiSPAWFQ6+h/Bg/fjzWrFlDioGMHDkSK1asyBNznB/379/HmjVrEB0dTdbafPLD1q9fHxoaGsjMzMSPHz8gEAjyjLGtWrWCt7c3WJbFrVu3MG3aNLHVlvfs2YPk5GTymW+Flnr06AEjIyPMnj0b9+7dg4+PD0aMGIG2bduibt260NPTU7SJSg9dN8vGjBkz0KxZM6xatYr4bgpav3Hn2CYmJlizZg1sbGxKylylw8DAAMeOHcPEiRMRFxdHrs+bN2/w5s2bQn/Pzf0xNDTE0aNHeePzEtKtWzdcvnyZXIufP3/m2XefNGkSgoKC4ObmlmctyJ3bMAwDR0dH2Nralvh5KBIapy0fGIbBzp07sWvXLhw5coTcY7nvNUBUCI17T06dOhVz584tWcOVFIZhJB5Ha9eujdq1axeTRRQ+0rRpUzg6OsLZ2Rn37t3D+vXrsXTpUl76ZKQlMTER169fh7e3NwIDAxEbGwuBQCAi9lUU+FTEFQB69uwJd3d3sCyLS5cuYerUqSLfa2pqYsWKFZg+fToZg4ODg0Vivbj7+rq6uli6dGlJnoJSMGbMmDxFh1mWxevXr/H69Wup+uTTvWhtbQ1nZ2cyR0xISMiTH25lZYW9e/di8eLFIgWDubAsi5o1a+LAgQMS55erCtxYGX19fcTHx+Pp06d4+vQptLS0ULNmTejp6Um0F8owDFxdXYvDXKVCQ0MDI0aMwKFDh8AwDOLi4jBq1CjMnz8fQ4cOLXRMDgkJwYYNG/DkyRPyDtDX18eAAQPEthfGKgIocW0DhqVZYUpBWFgYWcRVqVJFbOXp8PDwAjfzGIZBv379sGbNGt4FiQkEAkydOpVMRLZu3ZrHScOyLJYtW5avk0b4mWEYLFmyhFcbJ0COg7lz584Acl6C9+/fz+OkSUxMxNixYwvcyANyrmOPHj2wc+fOErGdoposWbIE7u7uYBgGc+fOzbM4SU9PR8+ePYkKJ8MwqFWrVoEqnB07dsSBAwcUdEaKwdXVFS4uLiLPLMMw0NLSgpmZGWrVqgUdHR0wDAOBQICQkBAEBgYiJSUlzzvS0dGRt5UDKLLz5s0b2NnZkfupWbNm2LdvHxH3Cw8PJ6qQDMOIVP0GAB8fH8yaNQuxsbFEeOnGjRtiN/H5iJeXF/bv34/Xr1+LbAJoa2ujY8eOcHBwENmY5it9+vTB169fwTAMTp48iVatWol87+Pjg1GjRpH7tFWrVti0aROqVKlC2ly9ehWrVq1CWloaWJaFtrY2nj9/LrFwU2mDjsvy5dGjR3B0dERCQoJMAeqq6jDMXXla3LhQUHVqaRH376gyN2/exPz588k8UVtbGw4ODhg7dmyhlXAzMzNx9uxZ7Nq1i8wbGYbBtm3bpKqGUZpJTU2Fk5MTEfviUqZMGcydOxeTJk3K9/cRERHo1q0bSW5ZuHBhge1Vja5duyIsLAwMw+DChQt5HKPPnj3D5MmTybuyd+/eWL9+vYjf6/Xr13BwcEB8fDyZJz5//hwGBgYlei6KICUlBS1atEBmZibU1NTg5eWVJxB27969pNKylpYWrl69KnYOvXHjRpw8eRJAzvvw3LlzsLKyKvZzUBbevn0Le3t7xMfH50lQBoDGjRvD1dVVrAgikDMX6ty5M2JiYgAAdnZ2cHJyKn7DlYzY2FhcvXoVly5dEhELAv7bLFVTU0O7du0wbNgwdOrUSWKRv0ePHhGRd01NTZEqAqWd1q1b48+fP2AYBnfu3MmTvHf16lVS/Y1hGDg5OcHOzk6kTXx8PCZMmEDmiAzD4N69e7wRGcnIyECvXr3w48cPMj/p168fZs2ahRo1ahToe3j27Bm2bt2KT58+kb+Zm5vj0qVLJX4eiiI9PR1t2rSBQCAAy7KoWLEizpw5I7HASHBwMMaMGYOYmBiwLAs9PT08f/6cV0ItsbGxcHBwIMUFcmNnZ4cVK1YU+PtOnTohPT0dQI7wi4ODQ7HYqqxERUVh6tSpCAwMRPny5bFq1Sr07NlT0WaVGtLT09GyZUukpqaCYRi8ePEij5jA8ePHsXnzZgA5+4Lnzp0TW415wYIFuHHjBoCcd+fly5fRqFGj4j8JJeDw4cPYsWOHSCCccG5TrVo1mJiYQE9PDyzLQiAQIDQ0lCT95N57nj9/PqZMmaKYE1Eg27dvx+HDh8EwDObNmwd7e3tFm1SqoGs+2cnKykLLli2RlJQEhmHw+PFjEX8/AFy4cAGrV68GkFN9b+/evSRuQkh6ejqmTp2Kly9fAsi5htevX+fFvgsdU+TDrVu3cOTIkTz+fHE+CACoVasWZs6cma94FR8wMzNDq1atMHz4cHTt2rVQnzWlaLx58waurq54+PChyJ6yODQ0NNC5c2eMHTuWd4UrKIrlzZs38PDwQEhICAQCAfT09GBqaopu3bpJXKlU1cjOzibjRX5B7AkJCXBxcSEJQbnR1tbGhAkT4ODgwMtqufQayofs7GwMGjSI+FKFa9969eqhV69eaNq0KWrWrAldXV0wDIPExESEhobi7du3uHnzJr58+SKy1jY1NYWbmxuvrueoUaPg4+MDhmGwY8eOPCJBISEh5G8sy6JKlSpYvHgx2rRpA11dXXz//h0nTpzAlStXSJtKlSrh8ePHvEk8bdiwocjn3LGu0qCqMTgFQdfN8oFlWTx58gT/+9//4OvrK1Kkh0v16tVhZWWFvn37okOHDrwXNRUSHByMpUuXws/Pr1BRTiHcmHhLS0ts3LiRCuYXgpubGw4ePChWUNvCwgLz5s3jtfBSUaBx2kXj7du3OHz4MB49ekSSwwvCxsYGDg4OaN68eQlYR6FQJOXatWtwcnJCeno66tevjwkTJqBt27aoVKmSok1TWrKzs3H48GEcPHgQaWlpAGQr6sq32PbMzEzs37+fjCEjR47Ms0YBgEuXLmHNmjXIyMgQO69mWRbly5fH3r17eenfNjMzExE0zI009yTf7sWiEh8fj7Nnz+LJkycICQlBYmIi9PX1YWpqiu7du2Pw4MG8ipnLjfBe5FJQUanCEN7TfLkX09PT0b9/fyLmJTx/AwMDdOrUCebm5qhatSp0dHSQmZmJhIQEfPnyBd7e3qSgKNdntmHDBgwcODDPv/PixQtMnDiRtPvnn3/E7vcXF1TophRCN/Nkgzpp8odu5FGUCQ8PD5JEb2xsjHv37uVp8/jxY5LcJG6jiqvWrqenh8uXLxdLhS9lZ//+/dizZw/5XNimXu4kNIZheJlMAQDu7u7F0m9+6oeqzqJFi3Dt2jVybxkYGGDMmDHo1q0btLS00K1bNwD/LYAzMjLg6ekJNzc33Lp1izgrGIbBhAkTsHjxYkWejlKSnJyMiIgIsjg2Njbm9aI4N5s2bcKJEyfAMAzGjBmDZcuW5WljZ2cnkoimpqaGOnXqQFdXF6GhoURsCci5F0ePHo3ly5eX2DkoCjouy4ffv39j4cKFecRLpV2Wq6qTRpicwyX3PERcG3nAt/nO+PHj8erVK5F5n76+Prp27So2ADEkJAT+/v64d+8eERXhioMJE6b4yJcvX/D48WOS1Fi7dm1069ZN7AYLFzc3NxKACADOzs68ejeuXr0aFy5cAMMwsLe3x7x580S+z87ORv/+/UWqx+np6aFZs2YkiPPDhw8i406/fv2wadOmEj0PRUIDYeVHbGwsjhw5Ag8PD5FnuVevXhgzZoxYYXIhly5dEhG2OXHiBK/8i0+fPsXFixfx6NEjZGZm5vErAEDlypUxePBgDBs2LI9AuSQEBwcToQNVmwvNnTsXt2/fzleIPTk5GX///Tfi4uLIGGxra4u2bdtCV1cXwcHBuHr1KmJjY8lvrK2tcfr06ZI+FYUSGBiI0aNHIykpSWSu0rBhQ9SoUQN3794FAOLvCgkJgaenJ37//i2yZilfvjwuX77Mu+ruW7ZswbFjx0QqYC5ZsgT9+/cv0u/d3d2xadMm/Pnzh1zPSZMmYeHChcVsuXLi4eGBR48e5RlXCtsIPn/+PI4cOUI+HzhwgFfVmIU+2aSkJOzZs4eIgP3111+wtbUl1Zgl3YPim092woQJePnyJRiGgYuLS57zj4qKQpcuXZCVlQWWZaGjo4OpU6eKzBNdXV1Jcoqw0tSdO3cUcDYlj6+vL+zs7ESqjlavXh0TJkxAr1698q22FR0djZs3b+LkyZOIiIgQEfs7d+4cLC0tS/AsFE96ejqGDBmCz58/Q1NTE/v27UO7du0UbVapgq75ZGfatGl4/PgxGIbB6tWrMXz4cJHv//z5g86dOxMxZw0NDQwaNEhknn3+/HkEBQWR35iZmcHNza2kT0Vh0DFFfvj5+eHVq1fw8fFBZGQk4uPjkZmZCQMDA1SoUAGWlpawtbVFq1ateB9v8/37d5qkWIykpKTg3bt3+PDhA2JjY5GQkAAgp5qmkZERzM3N0aRJE2hrayvYUsUiEAjw48cP8tnExETli59QVIfIyEixMcbt27fPI1pHEQ+9hgUTFRWFkSNHiqx9gcITU3LvH1SvXh3nz58vdE9V1Thy5Ai2bdsGhmHQo0cP7NixI0+b5cuX4/Lly0VKTGMYBsuXL8fo0aOL3XZlgVscKT8BSUlRtX2nokLXzfLnz58/iI2NRWJiIoCcGAcjIyNSFJIiHjc3N5w9exbv378vUvvGjRvDzs4OAwYMoKJBEhAcHIzQ0FAkJiZCT08PDRo0yFMcm1IwNE67aERFRcHLy0usH6xixYpo2rQpbG1teRUnR6EoC8ICUUUlNjYWKSkpAP6be+vq6kJPT0+iMZhhGNy/f1+if7u0kZ2djfnz5+POnTt51sk0V0D+hISE4PDhw/Dw8EB0dDT5u7GxMbp3746JEyfCyMhIgRYqDlpQmKIsiBO6kQW+Cd0AOfPqsWPHIiQkRGI/LLf9woULMXnyZLFtly5dStbi5cuXL/GYYyp0Q+Et1EkjG3Qjj1LcUBVO+fLq1SusWrWKiHwVdVPZxMQEa9as4VWCHhd5T6iF8GlCzSU9PR3jx48nQdncTXh1dXWicM8wDKpXr47IyEjyDuBOsG1tbUnSFYUiCe/fv8eQIUMA5ARqenh45AnQDAoKwqhRo0hAp7gkXeFx3bp1cfHiRV4ENNJxWXZiY2MxfPhw/PjxQ2wlcGngm5OGIn8EAgFGjx6NwMBAmQIQzczMcObMmTxVxSmUwvD29saYMWMAABUrVsSjR4/yVGf29fXFuHHjkJGRAQB5Ajm588TKlSvDzc0t36RTVYQGwioHcXFxSE5OJp+rVavGq4Q0cRVAhAndbdq0wfDhw9GpUye5JNKGh4eTgAtVmwvdunWLCH41aNAAV69ezdPmypUrWLZsWb7PM/edqKmpiXPnzqFx48YlYr8y4e3tjTlz5iA2NlbsvSkk99+EbStWrIh9+/ahadOmJW+8gklLS0O/fv0QGhoK4L97qlq1aujevTuaNGkCExOTPNWY3717hzt37uDnz58i92GtWrVw9erVAsXCKJTcFFTNRxZ/oCqNGUXh7NmzWLduHRiGQfv27XHo0KE8bXKLWxU2T9y6dSt69+5d7LYrA8OHD8fbt28B5Jz7gAEDsGrVKmhpaRXp92lpaVi9ejXc3NzI9bW0tMSFCxeK02ylJCIiAg4ODggICIC6ujrs7Owwfvx4VK9eXdGmlQromk92uHNoKysrnDt3Lk+bo0ePYuvWrUWaZ6upqeHo0aOwtbUtqVNQOHRMoVAofOXChQtYs2YNAEBTUxNPnjyBgYGBgq2iUCgU5SEqKgqLFy+Gp6dnkYRGcvtjW7Rogc2bN8skjl9aiYiIQOfOnQEAGhoauH//fp749cTERIwdOxYfP34U2csXwr2ePXr0wM6dO0vEdmWBuzclL1Rt36mo0HUzRdn4/v07/Pz88OHDB8TExIgIc1aoUAHm5uawtLSk4qgUCoVCoUiJpHNpKixZdE6ePImNGzcCEM09MTExIYWXc8fHFgUXFxe52qmKpKamIiEhAfr6+kXe01dlikt4dODAgcXSL0V1Efq/5M3Dhw+LpV9lJT4+Hs7Ozvjf//4HoGARtdzjduXKlbF69epi+/9CHlChGwqFQqGUeqgKZ9FgWRZPnjzB//73P/j6+iIiIkJsu+rVq8PKygp9+/ZFhw4deC0mIs8NUe4mn6o7aAoiKSkJK1euxI0bN8QmlAnJnXgm/NynTx84OzvTBCmK1Lx69YrcT+bm5tDX18/T5sOHD5g/fz4RBwOQ513QokUL7Ny5k1eJ9EWFjsvimT9/Pm7evCny7qtTpw5at24NExMT6OjoQENDQ+J+qcOQIitJSUlYv349cWoXJsKU+/v+/ftjxYoVVOSGIhUsy+LKlStESK1z585ix9YnT55g8eLF+PPnDwDx88aaNWviwIEDqFOnTvEbrkTQQFiKMpB77VypUiUMHjwYw4YNk3sCc3R0NBGDAVDilQOKk7S0NKxcuZK8ExcsWCBWmH337t3Yv39/vv4almVRtmxZbNq0CT169ChWm5WZX79+wcnJCU+ePAFQdCE/W1tbuLi48K6CMJeIiAiMHz8eoaGhMokhmpiYwNXVlZeJKhTZECeglhtJgu746pONjY3FoEGDSHLJuXPn8jyP6enpmD59Op4/f56vIJjw84QJE+Do6FhyJ6BAQkND0a1bN3JNunbtit27d0vV1+zZs3H37l0AOdfzzp07vKpOunfvXgA585yzZ88iOTkZDMOAYRiYmpqiYcOGMDQ0lFhI3MHBoTjMVUromk92BAIBpk6dSsaDrVu35nkfsiyLZcuWEXEq4d8A0evHMAyWLFmCcePGlexJKBg6pkiGt7c3XF1dyefly5fTOTGFUko5ePAgGTdbtGihUn4oCoVCkSdXr17FmTNn8O7duyK1b9y4MUaPHo3+/fvzOi4xOzubzJHzKxSQkJAAFxcXuLu7i/WHaWtrY8KECXBwcOBVAQYgp9J0ccDHBFK6bqZQKBQKhaLMFNe8rzAYhsGGDRsU8m8XN8UhGlkUVH3PPisrC7a2tkhISCDXtnfv3pg1axYV6KNQKBSKXHj37h3OnTuHe/fuQSAQ5NuOYRiYmZlhyJAhGDBgAHR0dErQSsmhQjcUlSAuLg6GhoZy7fPChQsYMWKEXPuk8I+EhAQ8fPgQb9++xbdv35CQkACBQEASVooCwzC4f/9+MVqpWlAVzqLz588fxMbGIjExEQCgp6cHIyMjlC9fXrGGKRFmZmYy/T6/QE5VdtAUlVu3buHIkSMICAgQ+Xt+Yje1atXCzJkz0bdv3xKzkcJvMjIycOvWLXh4eCAkJASJiYnQ19eHqakpunfvjvbt2yvaxFIBHZdz+PnzJ7p06QKWZcGyLMqXL4/NmzfT+4iiVLx58waurq54+PAhMjMzC2yroaGBzp07Y+zYsbC2ti4hCyl8Jz4+HmfPnsWTJ0/Ejs2DBw+Gpqamos1UCDQQlqJozMzMoKamBltbW4wYMQKdOnXK916kyAcvLy/s378fr1+/Fhm3tbW10bFjRzg4OKBu3boKtFB5CAwMxLlz5+Dp6SkiZsqlYsWKsLGxwYgRI9C8efMStlA5iY2Nxbp163Dr1i0Akosh9urVC05OTrwUOaXIjqw+WXFQn2z+pKen4/Dhwzh+/DiSk5PzfF+lShXMnj0bgwcPVoB1iuHatWtYtGgRgJz59aNHj1C5cmWp+oqKikKnTp3I+3HTpk3o16+f3GxVdoSBslxy75dIA9+eZ7rmKznc3Nxw8OBBsfNGCwsLzJs3DzY2NgqwrHRAx5Qcjh07hi1btoBhGNSoUQP37t1TtEkqx8+fPxEWFob4+HgkJSUBAAYMGKBYoygqyfnz57FmzRowDINevXph27ZtijaJQqFQlJrv37/D19cXHz58QGxsLBISEgAA+vr6MDIygrm5OaysrGiCnxRERkaS+CWBQAA9PT2Ympqiffv2co+dp1AKgq6bKRSKquHu7k6Ou3fvDm1tban6SU5OJqL3APVTUGTj27dvuHnzJvz9/UVy0CRJ/2UYJk+ORmlF3F5TcaPqhVTGjBmjsH9blYWkX79+jdGjR5P7dcyYMVi2bJmCraJQKBSKKsKyLIKCgvDp0yf8+fMHiYmJKFOmDPT19VG9enU0adIE+vr6ijazyFChG4pKMGzYMJw+fRply5aVS39XrlyBk5OTyizsKCVPcnIytm3bhitXriA1NZX8XZpXriovkCkUZcfLy0ui9tnZ2UhMTMTXr1/x7NkzvHnzBgBgYGCAJUuW4K+//gIAtGzZUu62llb8/Pzw6tUr+Pj4IDIyEvHx8cjMzISBgQEqVKgAS0tL2NraolWrVjT4mkKhlFquXr1KKtQyDINTp06hRYsWCraKQhFPSkoK3r17V2AAYpMmTaTe2KdQKIqFBsJSioMdO3Zg2LBhZM0rD4pD2FwVSU5ORkREBBH/MjY25q3oV1GIjY0lvoeMjAyUL18eFSpUkOu9q2p4e3vj9OnTRRZD7NKlC+zs7Hjt+2rYsCGA/wTsq1evLlU/4eHh+Pvvv0lffNqvktQnW1T4fF8WhfT0dHh5eeWZJ1pZWfFOwI4rUNC0aVNcuHBBpv5GjBgBPz8/MAyDhQsXYtKkSXKyVPmRd/CxqgcWywO65pMPwcHBCA0NRWJiIvT09NCgQQNUrVpV0WaVGvg+pnDHkQ4dOuDgwYOKNkklCAoKwqlTp+Dh4YGoqKg834sbG7y8vPDs2TMAOUV/pkyZUux2UlSL+/fvw8HBAQzDoFOnTti/f7+iTaLwGOpvoFAoFIoyQdfNEKmcXq5cOYljW7Ozs0VEYnV1deVmG4VCKTpcH/aDBw9kmmd36dKF9EV92BRp+PXrF1auXAkPDw/yN2lTflVpL0XSvabc16yw34prT/ejKNLw77//YuXKlQBy5nbPnz+XW54zhUKhUCiqjIaiDaBQ5IG/vz/mzp2L/fv3yxwsd+PGDTg5OUm9IKRQIiIiMGHCBISGhpIFrrjqhMK/ibtn6f1HoSgH0iY/dO3aFdOnT8ebN2/g6OiIHz9+YMuWLTh+/HixVCQuzVhaWsLS0lLRZlAoFEqxIgy6ZhgG9evXpyI3FKVGW1sbLVu2pEmgFIqKUrVqVQwfPlzRZlBUDBMTE7kKhcTHx2PChAki1dMo4ilXrhzq1aunaDNKDUZGRjAyMlK0GaWKFi1aoEWLFkhJScH79+/x4cMHxMTEiIghVqhQAebm5mjcuDEVQ4R8fft83SegaxHFoKmpibZt26Jt27aKNkXhcAMO5THH+euvv+Dn5wcAvBSk4+u7TFHQNZ98qF27NmrXrq1oM0otfB9TKlWqRI51dHQUaIlqkJ6eDhcXF/zzzz9gWVbsuJJfnFjVqlVx9OhR8ptOnTrxbg397ds3bN++HUDOdVqzZo3E6+KYmBisXr2aXEdHR0cYGxvL3VZlpEmTJlBTUyOVMSny49u3bwgMDERcXBwEAgEyMjIk7sPBwaEYLFNeqL+BQqFQKMoE39fN9+7dw+zZswHkxNg8evQIBgYGEvWRkJCATp06kWK6hw4dQvv27eVuK4VCKRxhvo+y9VWaiYqKwtOnT+Hj44OwsDDEx8cTca/79+/naZ+dnU2KrqipqUFDg3+proGBgZgwYQL+/PmTJweNe0+Jy0sT952qIem5cXP2ivJbSdtTKOL48+cPgJz7ycrKiorcUCgUCoVSRPg3+y8l0M08yXn8+DFWrVqFtWvXSt3HnTt34OjoiOzsbOpgoEhFWloaZsyYgZCQEPI3lmVRo0YNlC9fHu/fvyeOhxYtWiApKQnR0dH49esXgP8WyIaGhrwLsKFQVJHmzZvj7NmzGDFiBH7+/Al7e3u4u7vzLqnK29sbrq6u5PPy5ctRrVo1BVqkeJYuXSrymWEYbNiwocA28kDcv0OhUIqfcuXKkeO6desq0BIKhVJUxIkrDBgwoNA28iD3v0OhUBSLQCCAQCBAdna2RL+TttJXaWTVqlWoXLky2rVrJ3NfAoEAEydOxKdPn+RgGYVCkRfa2tpE9IZSOHR/iUIp3XCrTyclJcncH7cPvlW2fvDggaJNoFAQFxcHQ0NDufZ54cIFjBgxQq59UlQHrkja79+/FWhJ6UcgEGDs2LH4+PGj2ESx3EWncmNiYoJ27drBw8MDDMPgf//7H+bPn1/cZisV586dw/3798EwDGxtbaWKU6hQoQKSkpLw4sULMAyDmjVrYtGiRcVgrfJRpUoVtGjRAp6enggNDcX79+/RuHFjRZtVaklISMCRI0fg7u6O6OhomfvjW2wsQP0N8iYxMRF+fn4IDAxEbGwskpKSJI7TpjE4FAqFwk8uXbpE1iiDBw+WWOQGAMqXL4/BgwfjzJkzAICLFy9SoRuKTLAsi6dPn8Lb25vMbwQCAREPKSoMw4gVIqFQikJYWBh27NiBu3fvIisri/y9oALhAHDz5k3ia9DT08OzZ894VTggMTERM2bMQFxcHLlGZcqUgZWVFfT09MgzyTAMBg4ciKSkJPz+/RsBAQFIS0sj3xkZGaFDhw4KO4/iIjAwsMhtr1+/jnXr1iEhIQEsy8LS0hK9evVCkyZNULNmTejq6gLI8TuGhITg3bt3uHnzJvz8/MAwDAwMDODk5IS+ffsW1+lQVJjy5cuLPaZQKMpFly5dRD6Lm//mbiMP6DybQskfKnSjRMTHx+PIkSP43//+J5dgBz5u5l28eBFVq1bFjBkzJP7to0ePsGDBArKgLlOmjLzNK1XQjTzpuHDhAgIDA4mDoWnTpli7di1MTU3x48cP/P3336Tt6dOnyXFkZCT+97//wdXVFTExMYiPj4eFhQVvgkMoFFWmSpUqWLp0KWbPno3fv39j9+7dWL16taLNKlH8/f1JAF2NGjV4L3IDAG5ubiLq3+LGTG4beZDfv0OhUIofbhITdwOPUnxQUQKKrCxZsiTPOJxbgEZcG3lAhW4oFMXy9OlT3Lx5E/7+/vj+/bvEYwmQ4xMLCAgoBuuUk8zMTMyZMwenT5+Gubm51P0kJydj8uTJ+PDhA03aoFAopRparZGiDERERJDjqlWrQk1NTap+srKyEBUVRT7zYd3cpEkTqKurIzs7W6LgWXGwLIuPHz8CyKlCamFhIQ8TSw1csQcKRVFMnToVp0+fllvlzCtXrmDt2rVU6IaSL1ZWVqhYsSKio6Ph7++P1NRUaGlpKdqsUsnMmTMREBBA5tZaWlro2bMnWrRoAYZhsGTJkkL76NGjBzw8PADk+Hz4JnRz7949cjx48GCp+xkyZAhevHgBlmVx+/ZtXsUyzZ49G2PHjkV2djbWr1+PU6dO8SrZTl68fv0ac+fORUxMTIHV54sCn9fcfD53eRIaGoqdO3fi/v37UhUgFUJjcCgUCoWfpKenw9PTk3yWJRG+X79+ROjm+fPnyMzMhIYGf9O7aO6K9Fy7dg1bt24lhZeFFCQOmx90vikd3LgSafdjSjs3btzAypUrkZycTObKXIGbgu7Hnj17YuvWrYiMjERiYiLu3LnDK6ERV1dXREREkOeva9euWLNmDYyMjBAeHi6SFO/i4kKOMzIycPfuXRw4cABfv35FXFwcUlJSsHnzZl76Lo4ePYpt27YByNnPXL9+PWxsbMS2NTIygpGREaysrDB27Fi8fPkSTk5OCA8Px+LFi0mBawpFErg5UvHx8Qq0RHkZO3asyGeGYUQKqotrIw/E/Tt8JTAwEL6+vvjw4QNiY2ORkJAAANDX14eRkRHMzc1hZWUFMzMzBVtafISHh+eZpxTWRh7QeTaFkj/89YQoGS9evMCCBQvw588fupknBV26dCEV4fbs2YOqVati0KBBRf79s2fPMGfOHGRlZYFlWWhoaGDHjh3FZa5SQzfyZMPV1ZU8f/Xr18fJkydJ0FJBz2XVqlVhb2+PoUOHYu7cufD09MTx48eRlJTEO0EMCkUV6dq1K4yMjBAbG4tr167B0dER2traijZLIdStW1fRJlAoFEqJ07RpU5Ig9e3bN0Wbo5JQUQJKcVKYn0UejmyhQ5xv/hyK7ISEhKBmzZqKNkMl+PTpExYtWoQvX76Qv8lzo0rVSU5OxtSpU3HhwgXUqFFD4t+npqZi6tSp8PPzk79xFAqFUgpJTU0lxzQxmiINnTt3BsMwpCqUtAI1kZGRpIgDX9bNVapUQZs2bfDkyRNERUXh/v37IoUsJOHevXuIiooCwzCwsbFBlSpV5GwthUIpDH9/f8ydOxf79++X2e9y48YNODk50bUipUDU1NQwaNAgHD58GGlpaTh16hRNipACd3d3eHp6kufWxsYGW7duRYUKFQDkBBkXBWEVa5Zl8enTJyQmJkJPT694jFYyvn//TgQL1dXV0alTJ6n76tSpEzQ0NJCZmYmIiAiEhYXB2NhYXqYqNc2bN8e8efOwdetWvH37Fvb29ti0aROd10lAUFAQpk6diqSkJACiCY50TC15+O5vuH37NpYuXYrU1NQCk1koFErpJigoqMCkPRq/SJGFjx8/kvFUT09PJmFrCwsL6OnpITExESkpKfj48SOaNGkiL1NLDTR3RTZcXFxw6tSpPHMbOtcuWYTjDQCUK1dOgZYoBqEobnZ2tsg9WL16dRgYGJCCAPmhrq6OPn364OjRowBy9lb4JHRz7tw5ct2sra2xe/fuIq1TypQpg969e6Nr165YtmwZrl+/jjt37iAjIwP79u0rbrOVipcvX2Lr1q0AAGNjY5w9exaVK1cu8u9tbGxw/vx52NnZISwsDDt27IC5uTnatGlTXCZTVJAWLVpAV1cXAoEAHz58ULQ5SomXl1eeYuEFtZEHNC475xpcunQJp06dwtevXwtse/nyZQBAvXr1MHbsWAwZMoT3149CoRQ/VOhGCfD398e0adOQnp4OgG7mScP27dsxbtw4+Pn5gWVZrFy5EpUqVUK7du0K/a2npyccHBzI9dfQ0MCWLVvQpUuX4jZb6aAbebIRFhZGKmQyDANHR0eJN4QNDQ1x6NAhjBw5Eh8/fsQ///yDtm3bSh1Aq6xQFU7ZUdQ7ShgUT5EMhmHQuHFjPHnyBMnJyfDy8iJBdXygUqVK5FhHR0eBligXRZnn0blg0eFWqS5pSnslazouFz/Ctcnjx48RFBSET58+oUGDBoo2SyWgogSU4qQkx2p634oSExOD2NhYCAQCZGZmSvz7Fi1aFINVykn37t1RrVo1tG7dmvxHkywk5+XLl8Q/K66ylJCCBMr5/ByXK1cOKSkpiI6OxuTJk3H+/HkYGhoW+ffp6emYOXMmvL29ybVv3bp1MVpM4SPJyclSjyulfc1HKZ0EBweTY74k4lLkD12vSM/s2bPx4sULZGVlYfXq1ahXrx5q1aolUR/BwcFYu3YtgJwg7dmzZxeDpRQKpSg8fvwYq1atIs+kNNy5cweOjo4iyRoUSn44ODjg8ePH+Pz5M/bu3YuGDRsWKX6J8h+HDh0ix02bNsXhw4dRpkwZifsxMjJC5cqV8evXL7Asiy9fvqBZs2byNFVp+fz5M4AcH1a9evVkKsSjra2NevXqITAwkPTNF6EbAJg8eTKqV68OJycneHp6okePHujVqxc6deqEhg0bwsjIiLeFjoqCi4sLkpKSiN9PXV0d3bt3R4cOHVCnTh3o6elBQ4OGMZcUfPY3+Pn5YeHChcQ/KLwn+bjmLQhvb+88f8u97yaujTzg0/5ebgQCAXx9fREYGIjY2FgkJSVJLPbAR3EHLsHBwTh79iyuXbsmIjYgDn19ffTt2xejRo1CnTp1SshCiqoQFBQEIOeZMzMzk7k/MzMz8l799u0b74RuaO6KbLi7u5P4S+7cRlNTEzVr1oSuri6da5cQPj4+AHL+fxCK9PKFiIgIODo6klgbNTU1jB07FmPHjkW1atXw48ePIuVCde3aFUePHgXLsvD09CwBy5WDr1+/IjY2FkDO/bNw4UKJ34OamprYvHkzfv36BS8vLzx8+BCXL1/G4MGDi8NkpWT//v0Acq7h2rVrJRK5EVK5cmWsWbMGEydOBADs27ePCt1QJEJLSwv9+vXDuXPnEBsbiwcPHvAyN5miXERERGDRokXw8fEpMPZViLDNly9fsHLlSri5uWHz5s1SFT5UVorif+Kzj0oSaB5aycKyLJ4+fQpvb2/iQ5QmHlYZc8PpqlUJWLlyJdLT04lzQVtbG3379kXr1q2Jg0FdXV3RZio1ZcuWxcGDBzF8+HCEhoYiMzMTc+bMwenTp2Fubp7v7968eYNp06YRZW11dXU4OzujZ8+eJWW60kA38mTn3bt35NjQ0FDqRa2WlhaWL1+O0aNHAwCOHz+uckI3VIVTdsLDw0US70oKVbqGJY2+vj45/vnzpwItKXn++usvcvz7928FWqI8CIMAZW1D+Q9hleqSRhUqWdNxuWSYO3cuXrx4gYyMDKxevRqurq7Q1NRUtFmlGipKIF+CgoJEHF/SBs+piuPw1KlTcmlDKTpPnz7FlStX4O3tjZiYGKn7UYWxWVIiIyPh7u4Od3d3AECtWrXQunVr2NjYoFWrVjAwMFCsgUrOr1+/MHfuXKSlpZFxomLFimjXrh3KlSuHM2fOAMi5txwcHJCUlITfv3/j7du3CAsLI98ZGRlh2LBhvAwU2717N6ZNm4asrCx8//4d06dPh6urK8qWLVvobzMyMjB79mw8f/6cjOXW1tY4cOBACViuvCQmJuL69et5NqWysrIk6oeP70QhQUFBcHNzg7e3Nz59+oS0tDSp+uHzNaQojpSUFJHA5Nq1ayvYIkpphW++F3nSuHFjbNiwAcuWLUN0dDRGjhyJJUuWoH///kX6vbu7OzZt2oS4uDioq6tj/fr1MlV3plCEJCYmws/PjyY/SsHFixdRtWpVzJgxQ+LfPnr0CAsWLCDzcWnENpSVvXv3KuzfdnBwUNi/Xdxoamri4MGDcHBwQEBAAKZNmwY7OzuMHz+eCmkWgdDQUBEhhtWrV8v03NWpUwe/fv0CAISEhPBG6IYbk8Ddr5eWv/76i+xf8yneoWHDhiKfWZZFSkoKrly5gitXrkjVJ598Db9+/cKzZ8+I36969eo4fPgw6tWrp2jTeAnf/Q0uLi7IzMwk96Oenh5GjhyJ9u3bU9ElDmPGjBHxJ4h7Z+VuIw/49G7kEhISgp07d+Lhw4ekWKs0COMl+LjWy8rKwu7du3H06FFkZ2cXKT4kPj4eZ8+exfnz5zFp0iTMnj1bZZ9/cWu+3Gux4loXquqaLy4ujhzLQ8yiYsWKYvvmAzR3RXZ27twJ4L9r16xZM8ycOROtW7em+WdSIOn8JjMzE9HR0Xj16pXIu5RvBRB37txJ9uI1NTVx4MABkTyqol7Xxo0bQ1NTE+np6UhISMD3798lLkBQGvn48SM5rly5Mpo2bSpVP2pqali2bBkGDBgAADh9+jRvhG5CQ0NJYa0aNWrAxsZG6r5sbW1hbGyMsLAw+Pr6IjQ0FCYmJnK0lqLqzJ8/H0+fPkVYWBicnZ1haWnJOwG0gijK/gjdQ5EfP3/+hJ2dHSIjI0Vydwqbc3Pb+fj4YPTo0Th//jyqVatWInYXN6dPn5ZLGwrNQytJrl27hq1bt5L9TiHSrJ+V8fqppleuFBEYGIjAwEByc5ibm+PgwYOoVKmSgi0rfZQvXx5Hjx7FyJEjERMTg+TkZEydOhUXLlwQqxrn7+8Pe3t7pKSkgGEYMAyD1atXFzlAUdWgG3myI3QwMwyTJ9BB+HcuaWlp+Sb8WFtbo3r16oiIiICvry/Cw8PlEnhC4TeFKW4W9j1FNuLj48lxYVVDVA0rKytUrFgR0dHR8Pf3R2pqKrS0tBRtFkVFoe8sirJiZmaGLVu2YOHChfDz84O9vT22bNlC135SQkUJ5MebN2+wefNm+Pv7y9SPqjkOW7ZsKZc2lML5/fs3lixZghcvXgCgY7mssCyL4OBgfP/+HRcuXCCV5Fq3bo3WrVujRYsWtLpwLo4dO4b4+HjyDhs9ejQWL14MTU1NhIeHkzEFyBuQ6efnh507d+LVq1eIi4uDp6cnDh48yDtxobZt22LdunVYunQpGIbB27dvMW/ePOzbt6/AsSErKwvz58/H48ePiU9SWKWdr2vG7OxsHD58GAcPHiTBYPS9KBnJyclwcXHBpUuXyN/oNZQeKoYonqVLlxap3aZNm1CuXLki95uRkYHo6Gi8e/cOycnJ5O+0UlDOtfn48SO+ffuGhIQECAQCZGdnS9SHqiZWFIS812mqtOYrjIiICFhbW2P9+vXYsGED4uLisGTJEuzatQvdu3dHkyZNYGJiAl1dXTAMg8TERISGhuLdu3e4c+cOfv78CZZlYWBggKVLl6Jly5aIiIgo0r9Ng/co4ggNDcXOnTtx//59icdiLnxMfuzSpQsePHgAANizZw+qVq2KQYMGFfn3z549w5w5c5CVlQWWZaGhoYEdO3YUl7klzt69exX2flflsVmY3NSmTRt8//4dycnJOH36NM6cOQNTU1M0bNgQhoaGEs0VAdW+ZlyERaYYhkGdOnVgZmYmU3/cgjTcPXtVJyUlhRxLeq+Jg9tHUlKSzP2VFnIny+dXaIEintevXwP4bw6yc+dOKnJTANTfUHyEhYXh7du35Bk2MzPDsWPHaLJZARTlHUffg7Lh7u6OlStXIiMjo9D4TYp40tPTYW9vD09PT5FrKDzO7x4VXuesrCwcOXIEfn5+OHr0qEoWqxK35hMndFMc956qrl+4RSnkcd24fUhbtKG0QnNXZOPdu3eIjIwk91CvXr2wbds2OpaIQVxeT25YlkXnzp2l/je4Y44s/ZQ20tLScPfuXXLfzZ07V+pi4erq6qhXrx4RPwwKCuKF0A03B02cSFLuZ7qgHAwzMzPUrl0bwcHB+PTpE4KCglC3bl35G61kcAUzTU1NZe7P1NSUxBgHBARQoZv/59u3b7h58yb8/f1F9uwlWRfyQeBUV1cX+/btg729PSIiIjBq1Chs2bKFFkT5fx4+fCiXNpTCycrKgr29PX7+/En82izLomHDhujTpw+aNm2KOnXqQFdXFwAgEAgQHByMt2/f4vr16wgICCC/iYyMhL29Pdzd3amYIoWiAFxcXHDq1Kk8/kNV8s3Slb+CEW7OCwNidu/eTRMdZcDY2BgHDx7EmDFjkJqaiujoaEyePBnnz5+HoaEhaffx40dMnjwZSUlJ5MFevnw5hg4dqijTFQrdyJMPiYmJ5Lh8+fJ5vs/tUEhKSiqwsnWDBg1I0GtAQIBKCd1QFU7ZkTTY4NOnT+QeFU5ktLS08Ndff0FPTw8sy0IgECA8PBypqakA/pv4GBgYyMXpw2fS0tLg6+tLPot7R6gyampqGDRoEA4fPoy0tDScOnUK9vb2ijaLooJIulDLr3KPtO1KK3RcLhkiIiLQpEkTbNiwAevWrYOnpye6deuGnj17om3btsRZqKamJlG/fP3/hooSyIeTJ09i8+bNIursNOCBUpLEx8dj/Pjx+PbtGwl05wYfUgrH0dERnp6e8Pb2zpNgIny2P378iI8fP+LEiRNQV1eHhYUFbGxs0Lp1a1haWqpUJXpJyc7OxuXLl8m7r0uXLnByciry7y0tLXHy5Els27aNBMJOmzYNZ86c4d2m3sCBAxEZGYldu3aBYRg8evQIq1evxpo1a8S2z87OxqJFi3Dv3j3y3Ddq1AjHjh2TS/JVaSQ7Oxvz58/HnTt3RMZl+l4sOmlpabC3t8ebN2/o3EZGqBhiwbi5uRV6XizL4u7du1L1z71uWlpavKm2Jw5/f3+cPHlSZmEHQHUTK4obbhJkQXtaqkbnzp3zVLBnWRYRERE4efJkgb/ljkEJCQlFTlYV/kbVAzwpknP79m0sXboUqampdI4jBdu3b8e4cePg5+cHlmWxcuVKVKpUCe3atSv0t56ennBwcEB6ejoAQENDA1u2bEGXLl2K22ylRdzaRJJiKsL3qarfw7kTRblV6QMDA/Hp0yep+uXLfCY6Opoc16lTR+b+uHMYYSwEHxAGqAPyEfjhFvPh07wQEH2GKZIhrC7KMAzq169Pk3oKgfobig8fHx8AOddATU0N27dvp7GxBUBFboofDw8PLF26NI84C72ukrF48WK8evUKwH/XUF1dHW3atEHTpk1Ru3ZtkdjY79+/4+3bt3j27JmIuIa3tzcWLVqEXbt2KfiMipeSWoup+pqPm4/CXbtIC7cPPT09mfsrLdDcFdkJDAwEkPPMaWlpYfXq1Sr97MlCUcdXWcZh4ZhSv3599OrVS+p+Shtv3rwhvpZy5cph9OjRMvVXuXJlskcSFRUls32lAW6sl7j41dzFzAQCQYGFo+rWrYvg4GAAwJcvX3ghdBMZGUmO5SFcyO2D2zdf+fXrF1auXAkPDw/yN7puyR9vb28AOWuVtWvXIiQkBMOHD4e1tTXatWtHxPwkzRXgk1gxRT5cuHABX758IXOUihUrYuXKlejWrZvY9kZGRjAyMkLz5s0xceJE3L9/H6tXr0ZMTAxYlsXXr19x/vx5mcd6impB89CKH3d3d1JgkOs/1NTURM2aNaGrq6sSArGl/wxKObGxsQBybjIrKyuVErJQFI0bN8bOnTsxc+ZMZGVl4fv375g+fTpcXV1RtmxZfPnyBRMmTEBCQgJx5ixatAh2dnYKtlxx0I08+VBYpWluEAmQs+AzMjIqUnvhxr+qQFU4Zef06dNFapeRkYF169aRBbO+vj5GjhyJnj17wtTUNM8COTs7G58/f8bNmzdx4cIFJCQkICEhAbVq1cKqVatUYvKjCHbu3AmBQEA+88FpmBsHBwc8fvwYnz9/xt69e9GwYcMiBRFTKEVFkuDetLQ0/Pvvv0hISCDO1vLly8Pc3BwmJiYiQQ6hoaH48OED/vz5AyBn3m5gYIDhw4erTCUfOi6XDLkTpFiWRUpKCtzc3ODm5iZVn3xNfqKiBPLBw8MDGzduBCCaRM+yLLS1tWllJEqJsGvXLgQFBYncg1WqVBHZ1KP3YcFMmDABEyZMQFZWFt69e4eXL1/i5cuX8PPzI4l4wmBClmWRmZkJX19f+Pr6Yv/+/dDS0kKzZs3QunVrtG7dGo0bN+ZV8NPHjx/JWo1hGMydO1eqfhYsWICQkBDcvXsXfn5+OHXqFCZMmCBHS0sH06dPx8+fP/Hvv/8CAP79919UqVIFM2bMEGnHsiyWLVuGmzdvknvT1NQUJ06cyOM/4xOnTp3C7du3AYhuSpmYmBBRRD4LUxWFgwcP4vXr1yLjiqamJpo1a0avoQRQMUTlgGVZlC1bFs7OzqhWrZqizSlxWJbFjh07cPTo0QKTfHKvs8V9r+qJFcUNNxGfbwLugGhiTmH3m7CNqotmS4IkIj9FhWEYbNiwQe79Kit+fn5YuHAhMjMzAdDkR2koW7YsDh48iOHDhyM0NBSZmZmYM2cOTp8+DXNz83x/9+bNG0ybNo0kaqirq8PZ2Rk9e/YsKdNLDFmKCBR2P0rSVtWRZT7Ct/lMWloaOZbHXhy3aBWf/A7cBNxv377J3F9QUJDYvlWdgQMHKtqEUk1WVhY55mOcjDLCV39DTEwMgJzx2NzcXC5CaqqKi4uLXNpQCmbdunUi+3dVq1bFyJEj0bp1a5KkwqfYBWl4+vQpbt++TebJampqGDlyJGbOnFnoXOXPnz/Yt28fzp07h+zsbCIi5uHhgQ4dOpSE+SUKFa+SL8L8CpZl8f79e2RmZkod05CZmYn379/n6ZsP0NwV2YmLiwOQM7+xtLSEvr6+gi1Sboq7uAzLsmjXrh2cnZ15tR8dHh4OIOf6Nm3aVGY/Dtdvw827UGW4QjbCfQAuuX1ZUVFRqFixYr79cXPafv/+LQcLSxdhYWFK0YeqEBgYiAkTJuDPnz8i6xcg/31Tvu+TjhkzRqwI/uvXr/H69Wup+uRrrgBFNk6ePEnuv8qVK+PMmTMwMTEp8u///vtvNGjQAHZ2dvj9+zdYloWrqysVuqGIQPPQip+dO3cC+G88adasGWbOnInWrVurlO+QZoooGG6FkypVqijQEtWiQ4cOWLVqFVasWAGGYfD27VvMmzcPCxYsIJNs4cRx9uzZmDhxooItVix0I08+cAN8uZWMhGhqasLAwIBUSvry5QvMzMzy7U/4/wuAPFXZKZSiMm/ePDx48AAMw6B9+/bYuHFjgRt5ampqMDMzg5mZGSZMmIAlS5bAw8MDly5dQkxMDPbv31+C1pd+QkNDsX//fly9epVMKg0NDWFlZaVo00ocTU1NHDx4EA4ODggICMC0adNgZ2eH8ePHU4VOilwoqtBNZGQk7O3tichN8+bNMWPGDNjY2OSrjp2dnY0XL15g//798PHxQUJCAh4/foxDhw7xKviLIh+Ezv6iJEdRxENFCeTDpk2bAPzn+DI2NsaUKVPQoUMH6p+glAhJSUn4999/yT1YpkwZrFixAkOHDuVV4o68UFdXh6WlJSwtLTF9+nSkp6fjzZs3ePXqFV6+fIkPHz6QpALuxnNKSgpevHiBFy9eAMipEteyZUvs3btXkadTYnz58gVAzruwRo0aqFevXoHtC0osW7RoEamke+HCBV6NKVxWr16NX79+4fHjx2BZFnv27EG1atVEkoJWrVoFd3d3ch/WqVMHJ0+eFFudii9kZWXhwIEDIonLvXv3xqxZs1CrVi1Fm1cqSE9PF9mkZxgGU6dOxZQpU3iVyCgrVAyx6BRHcoCmpib09PRQu3ZtWFtbY+jQobwtkLF582acPHlS7Nhb0HqaJtPLl/DwcBw5cgRAzrXlW2Kq8P6R5D6i95wobm5ucl3fCd8JfBK6cXFxEakyr6enh5EjR6J9+/ZUIFYCypcvj6NHj2LkyJGIiYlBcnIypk6digsXLqBGjRp52vv7+8Pe3h4pKSlkTrR69Wr0799fAdYXLw8ePChyW29vb7i4uJD9lapVq6J79+5o0qSJ2CIC7969w+3btxEVFUWKCCxdupQ3lUfpmCA93IJRwgJysvD9+3dyzCfhPuHcjWVZhIeH48uXL6hfv75UfX358gU/fvwgn2vXri0XG0sDVMxBNrh76dnZ2Qq0pPRA/Q3FAzcWRJKkHj5SFIEvKgImG35+fvjx4wdZL7dr1w579uwptNAmRZR9+/YBABG837FjB7p06VKk35YvXx7Lly+HjY0N5s6di4yMDLAsiwMHDqic0E1R1nySrAspOcW1hM9vSkoK7t27J7Uo7r1795CcnEw+W1hYyMXG0gDNXZEd7v5npUqVFGiJ8lPQ3EVYoJBhGHTt2hU6OjpF7pc7z27RogUv55lCwSVAPmJdGRkZ5Di/eG5VgytaIy4HrUyZMqhYsSKio6MB5AiPFCTgHhUVRY5TUlLkaKnyUrlyZQA588KAgAD8+PFDrN+/KISFheHDhw9krBf2zUcSExMxY8YMxMXFketRpkwZWFlZQU9PD/fv3weQ8/4cOHAgkpKS8Pv3bwQEBBAhc4ZhYGRkpHJz7KIgaTEVCkWeBAcHIywsjOxxrlq1Sqp5irGxMVauXEnytH78+IFv377RuTuFUkK8e/cOkZGRZBzp1asXtm3bppI5FjTiRcFwN375ojhaUgwdOhSRkZHYt28fGIbBo0eP8PTpU5HF77Rp0zB9+nQFWqkc0I08+cCdqIWEhIhtY2pqCm9vbwDAixcv0LdvX7HtkpKS4OfnRz5TlW2KNJw/fx73798HwzBo1aoVDhw4IJHTz9DQEPv378fEiRPh6emJR48e4ezZs7CzsytGq5ULaaqNZmVlISEhAcHBwQgNDQXwn0OCYRhMnz6dN85XLsJE2TZt2uD79+9ITk7G6dOncebMGZiamqJhw4YwNDREuXLlJOq3qOImFAqQM75OnDgR3759A8MwmD9/Puzt7Qv9nZqaGtq2bYu2bdvi0KFD2LFjB758+YIJEybg0qVLNGmSUmSkSZCi5IWKEsjO169fybsQAFq3bo1Dhw6JiPFSKMWNt7e3SEX6tWvX0sBYOaKpqQkbGxvY2Nhg3rx5EAgE8PLywsuXL/Hq1SvyLgVEx6WEhAReBTP++fOHHItL3M69dktNTRWppsTF2NgYZmZmCAwMRGhoKAICAtCoUSO52lsaUFNTw86dOzFmzBi8f/8eLMtixYoVqFSpEtq2bYt169aJiFzVrFkTJ06cEEli4yO+vr6Ij48nG8xjxozBsmXLFG1WqeL169ciicjz58/HlClTFG1WqYOKIRaNwMDAfL8zMzMj8+wHDx5QgWcp8PT0xIkTJ8jzXKZMGdjZ2aFLly7Izs7G2LFjAeTcpw8ePEBSUhKio6Ph5+eHGzduICgoiATNrV69usBgz9KO8FoUxvz58yWqopmRkYHo6GiEh4eLzBVtbW0ltrG0Qv3OykFBFSD5QFhYGN6+fUvO3czMDMeOHaPVraXE2NgYBw8exJgxY5Camoro6GhMnjwZ58+fFykS8vHjR0yePBlJSUnk2i9fvhxDhw5VlOnFSlGT3K9fvw4nJydkZWVBX18fCxcuxJAhQ/J9Ni0sLNCnTx8sWbIEly5dwtatW5GQkAAnJyds2LAB/fr1k+dpKB188q0UB1WrVgWQMw58+PBBpr6ioqJEhG74JNxnZmaGChUqELGgPXv2YPfu3VL1tWfPHnKsr6+PJk2ayMVGiupjampKjiMiIhRoSemA+huKD67oUnp6ugItoVCAT58+AciZ62hpaWHz5s1U5EZCYmNjRdbLs2fPLrLIDZfOnTtj9uzZ2Lp1K4Ac0dOYmBiVWncXZc3HN/EzWTEyMkKDBg3w6dMnsCyL7du3o23bttDT05OoH4FAgB07dpD9mLp16/Kq4B7NXZEd7v1C89AKpiABU65Y+5IlS+g8W0K48TOpqaky98cVPOaLWDE3By04OFhsmwYNGhChGw8PDwwePFhsu9xzpIKKY6sSzZs3J+fMsixWrVqFo0ePSryvlJ2djdWrV5O9KTU1NTRv3lzu9pYWXF1dERERQa5j165dsWbNGhgZGSE8PJwI3QCi79mMjAzcvXsXBw4cwNevXxEXF4eUlBRs3rxZov3q0gzNFaAomoCAAAAgRSukWS8L+fvvv1G1alVERkYCyNlHpUI3FErJINwvEPoQV69erbJxM1ToRsFYW1ujbNmySE9Pl3lznpKXWbNm4efPn7hy5QoYhhERuRk/fjzmzJmjQOuUB7qRJx/q168PDQ0NZGZm4sePHxAIBHkS31u1agVvb2+wLItbt25h2rRpqFmzZp6+9uzZI6LS3qBBg2K3n6J6nDx5khyvWbNGKnEVdXV1rFmzBj169AAAnDp1ildCN7JUG+WK2wg3o3r27IkxY8bI08RSw969e0WuJbcieGBgINnElxS+JRwkJCTgzp078PPzw4cPHxATE4PExEQAgJ6eHipUqABzc3NYWlqie/fuVCgtF/v27SPCDnZ2dkUSucnN1KlT8fv3b5w5cwYhISHYt28fHB0di8FaiqrBt/dVcUJFCWTH398fQM58RUNDA5s2baIiN3IkMDAQvr6++PDhA2JjY0m1FX19fRgZGcHc3BxWVlYwMzNTsKWKJTw8nBxXqVKFitwUM7q6uujcuTM6d+4MIKdC2qtXr3Dv3j3cuXOHtOPbBis30Ebc3Dm3EGdCQkK+YwqQE4Qn3Fz4/v07L8YUcWhpaeHQoUMYPnw4fvz4gczMTBJkfO3aNbIerF69Ok6ePEnFMwB8+/YNQM4zqKuriwULFijYotKHUHicZVkYGRlh0qRJCrao9EHFEOVHQWKblMI5ePAggJzrqK2tjRMnTsDS0hKA6BwS+C8Jw9TUFLa2tpgxYwbc3d2xfv16xMXFwdHREXv37kWbNm1K9BxKCi8vr0LvNZZl8fbtW4n75vq3AcDAwAADBgyQuJ/SCvXjyA9Z1hjcwGS+rVUAwMfHB0DO+aupqWH79u0qlWynCBo3boydO3di5syZyMrKwvfv3zF9+nS4urqibNmyROA+ISGB3H+LFi3i1d6oOD58+IAlS5YgMzMTFSpUgKura6Hi40IYhsHQoUNhZWWFsWPHIjY2FsuWLUOdOnXQuHHjYrZccdBEUdlo1qwZypQpg4yMDCQmJuL+/fv4+++/perr3Llz5NjAwAANGzaUl5mlgp49e+LMmTMAgHv37uH48eOYOHGiRH2cPHkSd+/eJe/F7t270/UOpcjUq1cPTZo0wbt37xAQEIDo6GiRavUUyaD+Bulp1KgRuXb5FTCkUEqKuLg4ADlz5WbNmvEmAVmevHnzhvgJdHV1iywGLY6xY8fiwIEDSEpKAsuy8PHxQdeuXeVlKkVFGT16NJycnMAwDH78+IFp06Zhz549RS7s8efPH8yaNYsU0mQYBqNGjSpOk5UOmrsiO82bNyd5aAUJJlIKh86zpYfrr5Z1np2dnS2SU1mpUiWZ+ist1KtXD1paWkhNTcXPnz8RFxeXZ37Ypk0bPH/+HCzL4uHDh/D394eFhUWevpydnck7lWEYlS4GwqVKlSpo3bo1Xr16BSCnIP2sWbOwYcOGIudRJCQkYNmyZXj+/LlIvASf45nOnTtHroW1tTV2795dpHdlmTJl0Lt3b3Tt2hXLli3D9evXcefOHWRkZGDfvn3FbbbCKUhcjUIpKWJiYgDkjAXyiFNv2LAhEboR9s1nkpOTIRAISKFXSaCiihRJ4PoQLS0tVTo/lArdKBgdHR0MHDgQFy5cQHR0NB48eCCTSholL+vWrcOvX7/w7NkzkkRhZ2dHE5I50I08+aCtrQ0LCwv4+PiAZVk8e/aMiIMI6du3L1mcpaamYuzYsVi8eDHatGkDXV1dfP/+HSdOnCDiTCzLomLFimIdERRKQfj7+yMkJAQMw6Bhw4ZiBZWKSq1atdCoUSMEBAQgNDQ0X+cYRRSukIuWlhamT5+OyZMnK9ospUKWjQG+bSzExMRg27ZtuHnzJtLS0gDkTRBITU3F79+/8enTJ1y5cgXOzs7o3bs35s+fT4PfkbMheuXKFQA5TlRZBA9nz56Nf/75BxkZGbhy5Qrmz5+PMmXKyMtUiopCE6TkBxUlkB1h9ROGYdC0aVNeb8jJC5ZlcenSJZw6dQpfv34tsO3ly5cB5GxUjx07tsDq16pMUlISgJz7UJUTm5SN9PR0+Pr64tWrV3j58iXev3+vaJMUCnfMEM6zuejo6Ih8joqKKvCdyZ0T/vr1Sw4Wll6MjIxw9OhRjBw5EnFxcUhOTsb169cB5Lwzq1SpAldXV15VJiwIoZAfwzCwsrKiwiJSIBSBFc5vpBF85jtUDFE+DBgwgMztcq9NKIUjEAjg6elJruHMmTOJyE1RGTBgAOrUqYPx48cjOTkZs2fPxv/+9z+acC4BXL+jUEBs586dRU7UoFCESJpgwbIsEhIS8PXrVzx9+hT//vsvYmNjYWBgABcXFyLcyRe4QYjm5ua0Op6c6NChA1atWoUVK1aAYRi8ffsW8+bNw4IFCzBhwgT8+fOHjEOzZ8+WWBBCFdm9ezcyMzPBMAxWrFhRZJEbLvXq1cOKFSswb948ZGVlYdeuXThy5EgxWEtRBcqVK4eWLVuSBJ4tW7bA1tZW4vn1x48fceLECfJMSyuWU5qZOnUqLl26hLS0NHItv379ioULFxY6t/vz5w+2bt2Ky5cvk9iHsmXLYsaMGSVkPUVVcHBwwLRp05CdnY3du3dj7dq1ijapVMItFkD9DZJjbGyMli1bwtPTE1++fEFYWBiMjY0VbRaFp3D3nqivRTp+//4N4L/9AE1NTan70tTUhKWlJZ4/fy7SN4VSEAMHDsSxY8fw/ft3ADlixf369cP06dPRv3//PEVyhSQlJcHd3R0HDhxATEwMWauYmJhg+PDhJWW+UkBzV2RHX18f3bp1w7Vr1xAZGQlvb2+0aNFC0WaVOk6dOkWOqSin5AiLebMsi6CgoEJjagri6dOnpFC4MJmXD2hqasLKygovX74EAHh4eOQpPNG7d29s374dWVlZyMzMxIQJEzB16lSRHDRXV1e8fPmS+HBMTEx4EQcrZPny5Rg4cCAyMzPBsiwePHiAbt26wc7ODj169ED9+vXF/u7Lly+4desWzp07h/j4eHL9NDU1sXz58hI+C+Xh69evIjHGCxculDi+VVNTE5s3b8avX7/g5eWFhw8f4vLlyxg8eHBxmKw00GKPFGWAm2eRO/5VGri+SG7ffCEoKAhubm7w9vbGp0+fxMYZFwWGYRAQECBn6yiqDNe3oOoikFToRgmYN28ePDw88PPnT6xbtw6NGzemSWYcIiIiZO7D0dER379/R3h4ODp27IiJEycWqV++qKTRjTz50alTJ1Jd786dO3mEbmrWrIlBgwaRQJCoqCgsXLgwTz/cSplTp06Furp68RtPUSmEGygAZBK5EWJiYkIm1N+/f+eV0I2kVULV1dWhq6sLQ0NDmJmZoVWrVujdu7dKKycWFT5WXJUH9+7dg5OTExISEkTGh4IchizLIjU1FVeuXMH9+/fh7OzMy+BNLm/evCEB6k2bNoWenp7Ufenr68PKygpeXl5ISEjA69evYWNjI0drKRRKQVBRAtnhJixTgQHZiYiIwKJFi4joqZD8xmphmy9fvmDlypVwc3PD5s2bUaNGjRKxV1moXLkyOaZJ9MUHy7J4//49Xr58iVevXsHHx0fsu1N4X6qpqfGqsjXX+R8fH5/new0NDVSrVg0/f/4EALx//77A9fCPHz/IsTQVG1SNmjVr4uDBgxg3bhxSU1PJfVahQgWcOHGC+h85lC9fXuwxpehwEwLksUnPR6gYonzYuHGjok0o1fj6+iI7OxtATvDbiBEjpOrHwsICs2fPxsaNG5GcnIy9e/eqZPW0gvYxhfugDMOgcuXKRd5nYhgGmpqa0NPTQ+3atWFtbY1evXrRdyulRGAYBgYGBmjevDmaN2+OiRMnYvHixXj8+DFmzZoFFxcX9OvXT9Fmlhhc4T4TExMFWqJ6DB06FJGRkdi3bx8YhsGjR4/w9OlTZGRkkDbTpk3D9OnTFWilchAVFUWKSlWqVClP/IMk9OjRAxs2bMDv37/x4sULmRJfKKrPjBkzSAXl0NBQTJkyBfv27SvymtnHxwezZs1CRkYGEfOcMmVK8RqthFSqVAmLFi3CunXrSKKOm5sbrl+/ji5dusDa2hp16tSBvr4+GIZBQkICgoKC8ObNGzx48ADp6emkAI0wqaVq1aqKPi1KKaNDhw6YNGkSjh49iosXL6J27dqYMGGCos0qdajimrakmT9/Puzs7JCVlYUtW7Zg9+7dijaJwlO4wpHi9qYohSMUvgcAQ0NDmfvjzjEFAoHM/VFUH3V1dezduxcjRowg90x0dDTWr18PFxcXNGjQAHXr1iUxw4mJiQgKCsKnT59IAr5wfq6np4d9+/bxLk+A5q7Ih8WLF+PFixeIjY2Fs7Mzzp07R0URJaRly5aKNqFUU7duXVSvXh0RERFgWRZHjhyBk5OTxP1kZWVh7969AECKPBsYGMjbXKXl77//JkI3t27dyiN0U6VKFYwbNw7Hjh0DwzBISkrCjh07sGPHDpF23ByD2bNnl4jtykK9evWwbt06LFu2jPztz58/2L9/P/bv3w8tLS3UqFEDOjo6YBgGAoEAP378IIIN3LFZTU0Na9euRd26dRV1Ogrn48eP5Lhy5cpo2rSpVP2oqalh2bJl5J4+ffq0ygvdUORLYmIirl+/Dm9vbwQGBiI2NhYCgQBZWVkS9cM3gRHuOjk8PFzm/rg5+PJYg5cWkpOT4eLigkuXLpG/0ZzIkkEY9x4eHo4yZcqgdu3avCwKxM3xUXV/FRW6UQIMDAxw7NgxjB8/HpGRkRg6dCjWrFmDTp06Kdo0paBz585yq2zOsiw8PDzg4eFRaFu+TWLoRp586N27N7Zt2waWZXHv3j1ERkbmCfJYsmQJAgIC8PHjR7IY5iIMEGFZFt27d8fo0aNL8hQoKgI3SZsblCkt3AQ9viSAA5JXG6Xkz4MHDxRtQqnk6tWrWL58OXkGheODMCCzatWq0NPTA8uyEAgEiIyMFGkL5ARFzJkzh3dJALnhOmm4ifXSwk2KlocDiEKhFB0qSiA7XMdXSkqKAi0p/fz8+RN2dnaIjIwkG54AyHidH9x2Pj4+GD16NM6fP88r4SFukl50dLQCLVE9goKCiLCNl5eXSLCnuPuyVq1asLGxgY2NDVq1asWrYBFuUMLXr1/FtmnQoAEZUx4+fIhRo0aJbRcREYH379+T55tW4czBwsIC27dvh4ODA7Kzs1G+fHm4urrycuOpILjvfxrYLh1//fUXOY6Li1OgJaUXKoYoH7y9vcmxLNWE09PT8fbtW/KZL1U4hWMuwzBo0KBBvpVvhWRkZIiIl3IZOXIkdu3ahZSUFNy9exerV69WOYHFhw8f5vudmZkZmZecP3+eN8U9KKqFvr4+9uzZg7Fjx8LX1xfLly+HqakpzMzMFG1aicAdj9PT0xVoiWoya9Ys/Pz5E1euXAHDMCL7qePHj8ecOXMUaJ3y8O7dO2RlZYFhGJkrADMMA3Nzczx+/BjZ2dnw9/dH165d5WQpRdVo3rw5+vbti2vXroFhGLx58wbdu3fHmDFj0K1bN2hpaeX5TUZGBjw9PeHm5oZbt24RAUWGYTB27Fi5FAgqjdjZ2SE0NBSurq5kfpieno7bt2/j9u3b+f6OK3DDsizGjx+PMWPGlJTZpYKgoCB8+PABsbGxSEhIAJAzfzEyMoK5uTmvE6Jys3DhQujo6GD37t3YvHkzXr58icmTJ8Pa2lpE3I9CKU6aNm0KR0dHODs74969e1i/fj2WLl3KO2EBiuJp3rw5dHV1IRAI4O/vj+zsbPoulBBuwUF57Af8+fOHHMtSOI3CL+rWrYsDBw5gzpw5iImJIfPmzMxMfPjwIU8OSu6iSSzLwsjICLt37xYRwOITNHdFdipVqoQdO3ZgxowZ+PTpEyZNmoTt27fTfT5KiTJo0CDs3bsXLMvi3LlzaNmyJbp16yZRH+vWrcO7d+/IZ77lT/Xs2RNHjhwBy7L4/Pkzfv78mec5njNnDgIDA4kwNJB3bBEyfvx49O7du2SMVyIGDBgAbW1trFixAgkJCSLXKSUlBV++fMn32gnHZn19faxbtw7du3dXyDkoC8I5tnDPPje5c3xTU1PF+muBnD3r2rVrIzg4GJ8+fUJQUBD1mVEKJTs7G4cPH8bBgwdJUUcqMFJ0hLEhQrGQ6OhoVKxYUaq+YmJi4O/vn6dvVSctLQ329vZ48+aNiJAcRXKE4nJC6tWrBw2N/GVNbt68iU2bNuXJXTY3N8eaNWtgbm5ebLYqG82bN0fZsmWRnp6u8vnNVOhGSahTpw6uXLmC5cuXw8PDAzNmzICJiQlsbGxQu3Zt6OnpSezIzq3iWdqRdUIiXHzIoy9VhG7kyYfq1asjICCA3GPirp+enh5cXV3h4uICd3f3PN+zLAttbW1MmDABDg4OxW1yqYCqcEqOtrY2Of7y5YvM/X3+/Fls3xRKUeEmnFGKRlBQEJycnJCZmUkcqOXKlcPQoUPRq1cvmJmZ5UmWEi5gbty4gUuXLiEpKQkMwyArKwtOTk68DqgTVqYHRCv7SAu3D27fqsrYsWPl1hfDMChXrhz09PRQoUIFNGrUCBYWFrwNMKZIDhUlkJ2mTZtCQ0MDWVlZCAoKUrQ5pZasrCzY29vj58+fIhueDRs2RJ8+fdC0aVPUqVOHJOcKBAIEBwfj7du3uH79OgICAshvIiMjYW9vD3d3d96sw62srEhVH39/f6Snp0udCM53fv78iZcvXxJxG65wkDgfWNWqVdG6dWu0bt0aNjY2vK6eXrduXejo6CApKQkxMTFiq8l37NgRjx8/BsuyePHiBR4+fIjOnTuLtElPT8fy5cuJn4JhGKmr2SgbS5culUs/VapUwc+fP2FiYoJjx44V2p5hGGzYsEEu/3ZpoEWLFiSw/cOHD4o2p1TSokULGBkZITY2liYHSAkVQ5QPY8aMIeuLBw8eSB3k8fv3b9IXn/za3KQScYHYuUVt0tLS8hW6KVu2LCwsLODp6Ynk5GS8fv0abdq0kau9yg5XjJNCKa2UKVMGTk5OGDx4MDIzM7Fz504cPHhQ0WaVCI0aNSLPcEhIiIKtUU3WrVuHX79+4dmzZ8RHY2dnB0dHR0WbpjRERkaSYx0dHZn74/YRFRUlc38U1cbZ2Rnh4eHw8fEBwzCIj4/Hvn37sG/fvjw+1C5duiAyMpKI23CrMNvY2GDRokWKOAWlYenSpahbty6cnZ2RlpZWaPwc19+tpaWF5cuXY+jQoSVpstISHByMs2fP4tq1a0TcJj/09fXRt29fjBo1iteiz9x9Zn19fcTHx+Pp06d4+vQptLS0ULNmTejp6Um0dmEYBq6ursVhbqknOztbJE6WIsqYMWNQvnx5ODk54ezZs/Dy8sKECRPQtm1bkWIrFMn59u0bAgMDERcXB4FAIFVhPr7EympqasLOzg6HDh1CQkIC3N3dMWjQIEWbVaoQPq8sy8LX1xdpaWlSC1ynpaXB19c3T98USlGwtrbGlStXsHLlSlKEOb8xOHfRpI4dO2Lt2rVyKdhXWqG5K7ITERGBGjVqYPv27Vi8eDH8/PzQo0cP9OzZE+3atUPdunWhq6sr8Z4pXxKYCyM5ORkfP35EXFwcKVZjYGAAQ0NDNGzYEOXKlVOwhcrBxIkTcf78ecTGxiI7Oxvz5s3D1KlTMWXKlEJzToKCgrBx40binwVyCqf179+/JExXGoyMjPD48eMC22hqauLAgQM4fPgwjh8/juTkZJHvWZZFlSpVMHv2bAwePLgYrVVuunfvjubNm2Pbtm24efMmEcjIPT7nHpc1NTXRu3dvLFiwQGoxCFUiKSmJHIsrmJf72RYIBPkK3QA58XnBwcEAcnLb+JrLQika2dnZmD9/Pu7cuSMiMCL0V1MKx9raGlpaWkhLS0NWVhY2bdqELVu2SNXXli1bSExs2bJlYW1tLU9TlZaDBw/i9evXIveepqYmmjVrRvIC8otVoohy7NgxEt9hbGyMu3fv5tv24sWLWLlypdhn/f379xg5ciSOHDmCVq1aFZu9yoS+vj66deuGa9euITIyEt7e3ipbKI8K3SgR5cuXR6dOneDr64uEhASEhIQgNDRU6v5USehGHhMROpkpHLqRJx+K4gzU19eHi4sL5syZAw8PD4SEhEAgEEBPTw+mpqZo3749DA0NS8Ba5YaqcEqPMAmAZVmEhobCy8sLLVu2lKovT09PkfGIKr1TKCXDhg0bkJGRQRbGbdq0wcaNGwsckzU1NWFhYQELCwtMmjQJS5YswYsXL8AwDNLT07Fhw4YiJZWqIsJxlWVZUoFU2k3RzMxMEWXi8uXLy8NEpcbLy6vYg+HMzc0xevRolVrHUIoHKkogO5UqVUK7du3w6NEjhISEIDAwkDfV0OXJhQsXSKUPlmVRsWJFrFy5Mt+qNEZGRjAyMkLz5s0xceJE3L9/H6tXr0ZMTAxYlsXXr19x/vx53lSlEVZS3rhxI1JTU3Hu3DmMHz9e0WaVOrp37y6yXhO3ZjYwMECrVq1gY2MDGxsb1KpVqwQtVG7U1dXRokULEjDy+PFjDB8+XKRNjx49sHnzZqSkpCA7OxuzZ8/GoEGD0LZtW+jq6iI4OBjnz59HUFAQmS+ZmZmpzKa8m5ub3OaBLMvC399fZC6dXzu+Cd1oaWmhX79+OHfuHGJjY/HgwQN06dJF0WaVKjQ0NDBs2DAcPHgQAoEAV69excCBAxVtVqmCiiHKD3mKi/DZHy4uGC53gn1MTAwRlhQHNxCRb8n03OQwbpVrimykpqbi/fv3+PDhA2JjY0lys76+PoyMjGBubo7GjRsXGMxJkRxzc3PUrFkTISEhePr0KX79+sWLJCBjY2O0bNkSnp6e+PLlC8LCwmBsbKxos5SKiIgImftwdHTE9+/fER4ejo4dO2LixIlF6pcvCT/CPXoARFhcFrh9cPumUMShqamJI0eOYOXKlbhx44ZIAoqwUIiQ8PBwcsxt16dPHzg7O1PBBwDDhg1Dhw4dcOzYMVy5cgUCgSDftsIK1oMHD8b48eN5LZQtJCsrC7t378bRo0eRnZ2db9V04L91XHx8PM6ePYvz589j0qRJmD17doGVSlWV3PvM3KSUlJQUBAYGSvSMUkHP/4iOjsbNmzfh6+tL1ijCZDQdHR2yRrG0tESvXr14H//J9beqqamBZVl8/vwZy5YtAwDo6upKJbp0//59udtaWkhISMCRI0fg7u4uUoRBWvgidAMAM2bMwKNHj/D582ds3LgR5ubmaNCggaLNKjU0a9aMPMcpKSlwdXWFvb29VH2dOnWKJIozDINmzZrJ09RSSVBQkEhR0qSkJInFq/gkSlelShUcOnQIgYGBuHjxIjw9PREUFJTHt88wDOrVq4dWrVph2LBhMDU1VZDFygXNXZGNzp07i8xdWJZFWloarl69iqtXr0rVJ5+KL4gjMTERly5dwv/+9z98/vyZCOrmRk1NDfXr10f//v0xePBgXu/DlCtXDlu3boW9vT0yMzORlZWFAwcO4OTJk2jbti2qVq0q0t7d3R3fv3/Hq1ev4O/vT4RGgBzxjF27dtGCNvmgqakJBwcH2Nvbw8vLK08OmpWVFRULQ87+sIuLC5YsWYI7d+7A19cXAQEBiImJEdnXExZqtbKyQvfu3cUKuvAVrpBNZmZmnu9z789HRUUVKBDE3Tf9/fu3HCykqDKnTp3C7du3AfznR2RZFiYmJlRgpIiULVsWHTp0wJ07dwAA169fh5GRERwdHSUaY7du3Qp3d3cy3+zYsaPUIrOlifT0dJw8eZLcfwzDEBG/guKTKOK5f/8+uY7Dhg3Lt11UVBScnZ1F/P+592HS09Mxd+5c3Llzhzfz78WLF+PFixeIjY2Fs7Mzzp07p5KCmwzL5whJJeLr16+YNWsWvn//Lvb7ov7fxH2Bfvz4UY4WKo69e/cq7N/m08YJdyMvNjaWVGwVDgx0I49S0uSnwglIH9yvSu/GwkhKSkKbNm2QlpYGlmVRs2ZNnD9/HkZGRhL1ExMTg1GjRiE0NBQsy0JbWxvPnz9XyUkRhaJM/Pr1Cx07diTvO2tra5w4cULiwLfMzExMmDAB3t7eAHI2Vx4/fsyLJIDceHl5YezYsWQsWbt2rdSVBy9evIgVK1YA+G9jXloxsdKCmZmZWCXsos4NixLsKfzOxsYGmzdvpqr4lAKZNm0aHj9+DIZhsHr16jyiBH/+/EHnzp2RkpIClmWhoaGRryiBEDMzM7i5uZX0qSiM4OBgDB48GCkpKbC2tsbJkyfpRqeEdO3aFT9+/ADLsqhcuTLOnDkDExMTifoICwuDnZ0dfv/+DZZlYWxsjHv37hWTxcrJpEmT8Pz5c2hpaeHEiROwsrJStEmlCnEiVdra2rC2toaNjQ1at26Nhg0b0sD/Arhy5QqWLVsGhmFgZWWFc+fO5Wlz9OhRbN26VcT3yoVbJVxNTQ1Hjx6Fra1tSZ1CsSKcB5YkqubfLioCgQADBw5EWFgYqlevjosXL6JChQqKNqtUkZGRgREjRuDDhw8oX748Lly4QMW9JGT69Ol49OgRGIaBm5sbFUOUAu5788GDB1InwYeHh5N9Gz69Ey9cuIDVq1eDYRh06tQJ+/fvz9OmSZMmRBz6yJEjaNu2bb79zZo1C/fu3QPDMJg3b57UCS8UyuvXr3H27Fk8ePCg0MQeDQ0NdO3aFaNGjeJNRbOSYObMmXjw4AEYhsHu3bvRtWtXRZtUIrx9+xZ2dnbIyspC165dsXv3bkWbpFTIc70iSdI8nxJ+rl27hkWLFgHIeb95eHhIvU6Jjo5Ghw4dSILQpk2b0K9fP7nZWlKIi2HKHVtUXHFOfIphys2tW7dw5MiRPM9e7oQ+IbVq1cLMmTPRt2/fErOxNJGdnY0PHz7A398fv3//xp8/fwDkCGZXqlQJlpaWaNSoEU0s+3/S09Nhb28PT09PkfilwmKXuDFODMOgRYsWOHr0KDQ1NYvdZmVC3v5FvvoOufz+/RubN2/G7du3ScJZfvej8Nqrq6ujR48eWLx4MS/jRQDRmIf8xg9J4fO9+Pr1a8ydO5cU9BAizfPO1+c6OjoaEydOxOfPn1GuXDnMnz8fQ4YMoeK5RWTkyJHw8/MjVdW3b9+Ov//+W6I+Hj9+jNmzZxNfT377hHzhzZs32Lx5c6EFKwqDr880F4FAgNjYWJF5doUKFWhSZC5o7ors5De/AWiuhTT8+++/2LhxI4k3LAoMw0BbWxuOjo554hf5xs2bN7F06VKkp6cDEPW35jdf5MbaaGtrY+vWrbQgEIWiBFy/fh0LFy4EwzCwtbUVW2S5bdu2iI6OBsMwWL9+PQYPHpxvf2PGjIG3tzev9+wDAwNFhIrFFVOxsrLifYxOVlYWbG1tkZCQQMaO3r17Y9asWTT+S0K+f/+OPn36ICsri4y39evXx8yZM9GpU6d8fdQZGRl4/PgxDhw4QOaEwjyMa9euoXbt2iV5GgrhxYsXmDhxIpmzzJ8/H1OmTFGwVaWTxMREtGzZktyDN2/ezPce2rhxo4jAkKmpKXr27AldXV3cuHEDfn5+AHLmkpMnT8aCBQtK8EwUi5eXF2bMmIGkpCRYWlpi+/btqFatmqLNkitU6EYJCAsLw7Bhw/Dnzx+RhZos8NnBQJEOupFHUTZOnjyJjRs3AhANEJFVhdPFxUWudiozTk5OuHTpErl+JiYm2LBhQ5EDq729vbF8+XKEhYWRd8OQIUOwbt26YracQqHcvHkT8+fPB5DzDrx165bUzplv376hV69eZHzftm0bevXqJS9TSw3Z2dlo164dYmNjwbIsdHV1cfjwYYkr8fj4+GDKlClITk4Gy7KoWLEinjx5ovKBnp07dybHcXFxSE1NBSA6V9TR0YGuri7S09MhEAhEkn6E91/lypWhrq6OtLQ0JCYmkk0tYRvheGNmZoazZ8/yQliNZVlERkYiPj4eAoFA4vl3ixYtisky5YaKEsiH27dvY+HChSRZasOGDTSwpogEBwejZ8+e5L7au3ev1Bvt9+/fJ0kqDMPgxo0bqFOnjtxsVXYEAgHmzp2LZ8+eoWzZspg1axZGjRrFizFAHuT257Rt2xZTp04llQwphSMQCDB16lRyDbdu3ZpnE4BlWSxbtgxubm55AnFyJ6wsWbIE48aNK9mTKEYUtYHOV7/i58+fYW9vj8jISNSsWRNbtmyBhYWFos0qVURFRWHq1KkIDAxE+fLlsWrVKvTs2VPRZpUaqBii7AjfmwzDyCR08+PHD5KYoaamxptk+ufPn2PSpElgGAaNGzfGxYsX87Tp378/Pn36BIZhMGPGDMyaNSvf/jp37oyIiAiVHKMpJUNcXBzWr1+PmzdvApBMzBnICbxbvnw5DA0NS8Ba1WbBggW4ceMGGIbB0qVLMXbsWEWbVGKcPn0azs7OYBgGdnZ2WLp0KR2f/5/8BNolRdL4CD6tV0JCQtC9e3dyjfr06YMtW7ZI1dfChQtx/fp1ADnX8M6dOxKLRisD4gQbct8PxSUay5f7riD8/Pzw6tUr+Pj4kL2VzMxMkjhqaWkJW1tbtGrVivrGKHJj7ty5eaoIa2hooE2bNmjatClq164NPT09sCwLgUCA79+/4+3bt3j27BkyMzNF/LfdunXDrl27FHxGJQt3n1mePHz4sFj6VXY8PDzg6OiI+Pj4PD5qIK/fOvff9PX1sWnTJnTs2LHkjFYS5DV35MKneSGXoKAgDBs2DElJSQCKJv5VGHy9lqmpqdi0aRP++ecfsCwLHR0dWFlZkbFF0jkln4QRuYlnLMtCXV0dw4cPx4wZMwotrBUbG4uDBw/i3LlzIkl/R48eRZs2bUroDJSLkydPYvPmzWBZVuxYIglU6IZSVGjuiuwUx14+364hkHPPOTo64tq1a0UuziwubqR3797YunVrCVisvHz69AkLFy7Ely9fAIgfS8QJ4NSpUwfbt2/nvcADhaIsBAQEYNCgQWAYBtWqVRPrgxEWN2QYpsBCDbGxsejYsSPJKZClUHFpg2VZXLp0CadOncLXr1+L9Jt69eph7NixGDJkCC8LG75+/RqjR48m5z5mzBgsW7ZMwVaVXlxdXeHi4iLit2EYBlpaWjAzM0OtWrWgo6MDhmEgEAgQEhKCwMBAEdE/4f8Xjo6OGD9+vKJOpUQ5f/481qxZAwAwMjLCs2fP6H6TlAifaQAoX748Xr16JbZddnY22rdvj5iYGABAs2bNcPz4cZQtWxZAzvt05syZZDyqXLkynjx5UgJnoHgiIiIAAF+/fsXixYsRHx8PTU1N9OzZE+3atUPdunWhq6sr8T0qbTxjcaGhaAMowOrVqxEXF0de/GpqarC1tUXr1q1hYmICXV1dGqhEKVGo/hVF0WRlZeHAgQNkMs2yLFXhlIJFixbh0aNHiI2NBcMwCA0NxZgxY9C8eXP07NkTTZo0gbGxMUlmFggECAsLw7t373Dr1i28efNGxJlYoUIFUrGPL2RmZoo4FWrWrAltbW2J+khOTkZoaCj5bGpqShc5lEL59esXgBzHQMOGDWV699WpUweNGjVCQEAAGIYhffMNNTU1jB8/Htu2bSPOmIkTJ8Le3h7jx48vNJk+OTkZJ06cwJEjR5CWlkbej+PHj+fFMy10Cpw5c4YENujo6GDAgAHo1q0bzM3NRcQxWJbF9+/f8fr1a1y+fBl+fn5gGAbVq1cXUZD98eMH3rx5g4sXL+L169dk7A8MDMSmTZuIk0jVSE1Nhbu7O27evIn379+TijSSwqfKwbnp1q0bLl++TJ7Fnz9/5hElmDRpEoKCgvIVJeAGSzg6OvJO5AYAevToASMjI8yePRv37t2Dj48PRoz4P/bOO6yp5Ovj30tHQBT7rogoKtgARQUbq2tZse+uvftTUcHeWF1sqyIo6tpFsWPvYkFdFV2lqnQQBQQrSidI575/5M1sAgk1kJA7n+fxeW7IZHLudXLvzJlzvmc8evfujdatW0NHR0fWJsotgt8ey7Jo2rRplarJDBgwAE2bNsWXL18A8BNWuCJ0I6hu3alTJ4SFhSEtLQ2urq7Yv38/zM3NyTikQZxlI7hG//77L/79919oa2ujW7dusLKyQs+ePdG6dWsZWyi/aGtrw8PDo9Q2DMPAyckJ3bt3x8GDBxEfH0/eEzxbOnfujCVLlsDKyqpa7a1poqKiZG0CZwgICAAArFy5Ehs3bkR8fDzGjRsHCwsL9OnTB61atYKOjk6F1x9cEka8du0aAGDMmDHYs2cP0tLSsHTpUri6upJ7YWWu4ahRo6RvrJxiaGiILVu2YPny5QgMDMSSJUuoGKKM4PF45Lii/sjajJGREQD+81VSsFenTp3w+vVrsCyL69evY968eVBRKbnl/fDhQ7LhDwA//vhj9RhdS2FZFpmZmUhPTwfArypcmbm3IvPlyxdMmzYNCQkJxH8gHARWngD3W7duISwsDCdOnECTJk1qzHZFJDExkRwLi2dzgSlTpqBevXr4888/4eHhAX9/f8yYMQO9e/dGo0aNZG2ezJFGbAONj5CMgYEB8duwLAtPT0/o6urCwcFB7PNXHIWFhXBycoKnpye5R3bu3LlWitwUR5zAem3+ntqAmZkZzMzMZG0GhUM8ffoUd+/eFYnrnDBhAuzs7MoUM0xLS8O+fftw5swZFBUVgWVZ3Lt3D97e3rC2tq4J8+UCrgrSVAc+Pj6wt7cnyWHCcXVqamrQ19cXEV368OEDcnNzSVsASE9Px4IFC+Dm5qZwvuyy4JKftLpxcnJCVlaWiMDI4MGDYW1tTfzY5Z0rcp3c3Fxoa2ujTp064PF44PF4ZK+vMnBpj7Rnz54YNmwYWWcUFhbi7NmzuHDhArp164bOnTujZcuW0NbWBsMwyMzMRHx8PEJCQuDv7y8icMMwDGxsbDgrcuPt7S1SlFT4+aKpqUl/05QagfpmKgeX7vvViZOTE27cuAFAdI5tZGRUqripsJiLYD9A4MflKu3atcPNmzfx4MEDnD17Fi9fvhQbGysQkO3cuTPGjx+PYcOGcSIOm0KpLRgZGUFDQwM5OTn4/PkzUlNTS/jBevXqhWfPnoFlWTx8+BAhISFiC3lt3ryZ7OsxDIMOHTrUyDnImk+fPmHFihV4+fJlqYVUBAjavHnzBmvXrsXVq1fh4uKC5s2b14i98kJsbCwAkKLWy5Ytk7FFtZtp06YhKysLe/bsEYlhyM7ORlBQEIKCgkp8RjjPQnBsZ2fHGZEbAMjMzATAvwampqZ0jlIFPnz4AIB/Ldu0aSOxXVhYGJKSkkjbRYsWEZEbwd/++OMPstfw7ds3vH37lsSYKTL9+/cvIQybm5uL69ev4/r165XqUx5z0KjXScbExcURBUOWZdGiRQvs27ev1B8uhVId0I08ijzx6tUrpKenk00TqsJZOXR1deHu7o6ZM2cSQTWWZfHixQu8ePGizM8LNvJYlkX9+vVx5MgR1K1btwYslx88PT3xxx9/AOCrRz569KjCfQiEMAQJAzt27KCVxCkVwsDAoMp9tGjRQu4WIrJg5syZePDgAYKDg8EwDHJycrBnzx4cPnwYffr0QadOnYjQpCDIISEhAaGhoXj69ClycnJEgolNTU0xc+ZMGZ9VzeHs7Izjx48D4Duot27dKjGRgmEYGBoawtDQEGPGjIGnpyccHR0RFBSE3377DZcvX0azZs3QvHlzNG/eHCNHjsT169fh6OiI/Px8sCyLK1euwNbWVu7UYqvK06dP4eDggJSUFAB0o76yUFGC0jExManwZ1iWRVJSEvbt24d9+/ZV6nvl0fFVXQhUwxmGkUo1GRMTEyJ0I+ibC+zdu1fEAStYf3z//h3Pnz/H8+fPK9Uvl4J5hg4dCj8/P+LkF5CZmYlHjx6RNUyDBg1gZWVF/hUXB6OUj9GjR2P06NGIi4tDQkICMjMzoaOjg3bt2qFp06ayNo9Sy5kyZYrYe2JgYCACAwMr1SeXns0A4ODgIPYafvjwARcvXqx0v1wSugGoGKK8EBYWBoA/jstKnlQkmjRpAn19fbx//x45OTkIDg6GqampSJtffvkFly5dAsMw+PjxIxwcHLBp0yZoaGiQNoGBgVi9erVIwhXdBwPCw8Nx48YNvHr1CpGRkSgoKBB5X0VFBSYmJjAzM8OIESPQsWNHGVkqe3JzczF9+nTiSxCMpQYNGmDgwIHo1KkTDAwMRAoJxMfHIzQ0FPfu3SMFCARi0NOnT8f169ehpqYmy9OqtSQmJhIhbYC/vuEKwsK6SkpKYFkW0dHRZN9UW1u7wiJVDMPgwYMHUrdVFnBp/S9LHBwcSAVNlmXh4eGBZ8+eYfbs2Rg0aJBEUUQejwcvLy8cOXIE7969I59XUlLCqlWravgspEt5/PrU90+hKAaC/RKBkMjOnTvLLXxfr149rFmzBlZWVli8eDHZAz1w4ACnhG4o0iE9PZ2MI8EzVUNDA2PHjsWwYcPQvn37EsU0CwsLERkZiZs3b+LixYv4/v07GIZBfn4+Fi9eDC8vL9SrV082JyQDTp06JWsTFIKvX7/i33//JePwhx9+gJubGycSS6SNn58fFi9ejLS0NACSEx7LA1eFEZ2cnJCamkryMAB+YUNfX1+JVcKB/66XYBwLYqC4irOzM4D//F/6+vqYPXs2rK2tqXAzpVqhPvuqQ31jVSc4OBgnT54USf7+6aefsHjx4jLjwV6/fo2///4bDx8+FPGbDR8+vMTeFtcYMGAABgwYgIKCAkRERCAxMRFpaWkoKCiArq4uGjZsiI4dO5ZZoJQrvH//Hvr6+lLt88CBA5g3b55U+6RwBzU1NZibm8PHxwcAXxixeNzM0KFDsWPHDhQWFqKgoAAzZsyAra0tevXqBW1tbbx79w4nTpyAj4+PSM50+/btZXBGNcvnz58xadIkfPnyRWStJhBSk4Rwu5cvX2Ly5Mk4e/Ysp+I8hdfH5ubmIkIXlMoxf/58dOnSBevWrROJfZCEsOhfixYtsGHDBoXLsSgLPT09cqylpSVDS2o/gt80gFJj3/z9/clx48aN0b179xJt9PX1YWRkRIqmRUdHc8ofKezLEv6bokCFbmSMQGhAEMyxZ88eKnJDkQl0I082pKWlwd3dHY8ePcLHjx+hqqoKQ0NDjBgxAhMmTOCs6h9V4ZQexsbG8PDwwB9//CESBFzWZEa4nZmZGbZu3YqWLVtWt7lyx5UrV8hkcOzYsSLJEuVFU1MT48aNw6FDhwAAly5dokI3/8+nT58QHByM2NhYZGRkgMfjoaioqNyfZxgGW7ZsqUYLZYdwkqygGldVEE5a4XICrrKyMo4cOYL//e9/CAkJIY6Y7Oxs3L9/H/fv35f42eLqxKampjh8+DBnntX379/HsWPHwDAMLCwscOjQoQpV6xk2bBjq16+PWbNmISUlBQsWLMCFCxdErt/IkSPBsixJTi0oKMDdu3cVSkzo1q1bWLFihdh7XWlOB0V1SNQUXBQlqOg4EXZ80TFWPnJycsixNBzZwhv3wn1zERrEWTFcXV0BAG/fvoWvry98fHwQEBCAjIwMkd9zUlISPD094enpCYAvhCgQvenRowengtmlgUDQj0KpDoTvZXQeWDkkXUPBe+VBsPbj2nOluGAiFUOsGpUZPwKh8v3795O/cW3fsFevXjh37hwA4OHDhyWCgXv27Ik2bdqQ4IVbt27hyZMn6NKlCwmaCw8PF/HlDB06FLq6ujV7InJEdHQ01q9fj1evXgGQfC/Mz89HaGgoQkNDcerUKZiZmWH9+vVo165dTZorF+zZs0dElEFLSwtLlizB+PHjSySPCrCwsMBvv/0GR0dHnD17Frt27UJWVhYRu9mzZw/d76oEeXl5+OOPP4iPm2EYsRUhFZWPHz+KzEuK+28yMzNJVbnyokjzG5rMUzN07doVixYtwq5du8h4jIuLw5o1a+Do6AgDAwO0aNECWlpaYBgGPB4PCQkJiI+PR1FRkcgzGQAWLVqELl26yPKUqsQ///wjlTYUCkX+SUlJIQVUAGDhwoXlFrkRpn///li4cCG2b98OAAgJCUFycjKnxPsoVWf//v2kaBzLsujatStcXV1L3etUVlZGx44d0bFjR8ycORPLly9HQEAAACAjIwMHDhwgxb8olPIiEGUXrFF27drFqaQSaREREQFbW1uyLyxcKZ1SflRVVeHm5oYDBw7g4MGDKCgoKFfsjbA4tq2tLezs7CT6exSdt2/fIjY2llwbS0tLHDp0iCaUUmoEmrtCkQf+/vtvAP/l8/3555+YNGlSuT7brl077N+/H2fOnMGmTZtIP7t374a7u3u12VybUFFR4ZQ/v7L8+uuv2Lhxo1TyS5KSkrBs2TL4+/tToRtKlRgwYAARurlz504JoZsmTZpg2rRpcHd3B8MwyMrKws6dO7Fz506RdsL7AwsXLqwR22VJYWEh5syZg8+fP4uIa5qYmGDYsGEwNTVFq1atRIqpxMXFITg4GJ6enoiIiCCf+fLlC+bMmYNr165xZr0iHMNK41mlh6WlJe7evYsnT56QwkifPn0S2/aHH36Aubk5hg8fDmtra4XaVy4vP/74IzlOTU2VoSW1n+zsbHKsqakpsZ1AY4NhGPTu3Vtiu5YtW5JYseLFYRUZwbNUkX2HVOhGxghXAO/QoQMnAwUpFEXizp07cHNzAwBoaGjgxIkTEqszxsXFYcaMGUhMTCQPmuzsbAQHByMkJAQ3btzAkSNHOFkhl6pwShdDQ0OcO3cOV69ehYeHB6kGXBosy6Jjx46YNGkSRo0axcnFSVZWFl6+fEleDxs2rNJ9DRs2jAjdBAQEICcnp1KiOYqCl5cXjh49ipCQkEr3IQiYUFShG2G16jdv3lS5v+joaLF9cxEdHR2cPn0au3fvxvHjxysV5DBjxgwsWLCAUxWYhRPs1q9fXyGRGwG9evXCkCFDcPv2bYSHh+Px48fo37+/SJtRo0bBw8MDoaGhYBgGfn5+CiN0Ex8fjzVr1qCoqIiMp/bt2+Pnn3+GmpoaESpgGAZOTk7IysrCt2/fEBwcjMDAQDJW9fT0MG/ePIlVcimS4ZooQUWC4RTZ8VVdCCuLf/z4scr9CW8alKZarojQ8ScdjIyMYGRkhMmTJ4NlWYSFhcHHxwd+fn548eIFcnJyRK51QkICEhIScP78eTAMA2NjYyJ8Y2Fhwen1CoUiS7iwKVXdSOsacvX/QPi8qRiiZMqb2DhhwoQKBRzl5+cjNTVVRLAYAPr27Vsh+2o7Q4cOxblz58CyLC5fvgx7e3uoqqqS95WUlLBx40ZMmzaNCERnZGTA29ubtBH4DlmWRaNGjbBy5coaPw954eLFi9i0aRPy8vIkCmUIKO4je/XqFcaMGYM1a9Zg3LhxNWq3LMnLyyPzZJZlUb9+fRw7dqzM6q0ClJWVMXnyZFhYWGD69OlIT08Hy7I4f/48Fi5cKDKeKZJJTEzE06dPceTIEcTHx5PxaWRkhNatW8vYOtlAn8cUWTJ37lxoaGhg+/btKCwsBMAfk4WFhYiNjUVcXJxI++LzSsH+yvLlyzF9+vSaNF3qCAe4VqUNhUKRf168eEHuZ9ra2pg6dWql+5o6dSoOHDhAhBBfvnyJgQMHSstUioLDsiyuX79O5sSdO3fGsWPHKhSv0KRJE7i7u2Py5MkIDQ0lfQqK0FAo5eXr168A+HO8Nm3a0MTlSrJu3Trk5OSQuXKdOnUwfPhwWFpaokWLFtDW1uZMImNVUVZWhr29PYk38vT0xLdv38S2FTzXGzVqhGHDhmHixInQ19evSXPlDkH8JsuyUFFRgbOzM43XplAonCEzMxP+/v5kPjxt2rRyi9wIM3HiRHz48AFHjx4FAPj5+ZFCfBRKecjMzMTSpUvh6+uLNWvWVDo2/enTp3BwcEBycjJd54FfbDA6OhopKSng8Xgl9uDLQ3FxFy4xZMgQHD58GCzLIjo6Gp8/f0azZs1E2ixatAhRUVF49uyZ2P1n4XE4ffp0DB06tGaMlyHnzp3DmzdvyFqvYcOGWLt2LQYNGiS2vZ6eHvT09NC1a1fMnDkTDx48wPr165GcnAyWZfH27VucPXsWkydPruEzkQ3CYyw9PV2GligeDMPA2toa1tbWAPh5uykpKaSgio6ODvT09KjAEIBu3bpBT08PKSkpCAkJQVFREWeKo0sb4dgYYdGb4gjn7nbr1k1iO+Giwt+/f6+idbUDrhT+oUI3MkZ48dqiRQsZWsIt8vPzcfnyZTx69AgfP36EqqoqDA0NMXLkSPLAplAqw+XLlxEZGQmGYTBmzBiJTobCwkIsXLgQX758ASC+snBISAgWLFiA48ePV7fZcgdV4aweRo8ejdGjR+Pdu3cICgpCeHg4kpOTkZGRAQCoW7cuGjRogA4dOsDMzAwtW7aUrcEyJjIykji09PT0qlQ5uU2bNmShk5+fj4iIiFpdqbCy5ObmYvXq1bh9+zYA0Qrrkpxaxd8T974i0qJFC1hYWCAwMBAJCQnw9/dH9+7dK9WXn58fEhISiHgYnXMCampqWL58OcaOHYuzZ8/i1q1bJBinOILx17hxYwwbNgzjx4/n3DWMjo4m85u2bdtWKZHExsaG3AOuXbtWQugG4Ce0hYaGAgBiY2Mr/V3yxqFDh0g1LgBwcHAgAf0fP34kQjcA/5ktTGJiInbt2oWrV68iNTUVp0+fxtGjR2mwPEUixccQRfr88MMPAEAERZKSktCwYcNK9ZWcnCwiACjomwvQ6tbVA8Mw6NSpEzp16oQ5c+YgLy8PQUFB8PX1hY+PD0JDQ0U271mWRUREBCIjI3H06FGoqqpWSZSSQqFUDicnJ1mbUOs5efKkrE1QCAQBNzSZXjIfP34sU1hSUGGrsgj8X82aNcOIESMq3U9txMLCAps3b0ZRUREAvohNgwYNRNqYm5tj7969WLlyJRHOLw7LsjAwMMCBAwdKfJ4r3Lx5E2vXrhURuBEcN2/eHIaGhtDR0QHLsuDxeHj37h3ev38v4rfNy8vDhg0boKmpyZmx6O/vTwK6GIaBo6NjuUVuhDE2NoajoyOWLVsGgB+o7OfnV2oFKkWjvMJgwhQWFiIzM5MEJgkLVykpKXFOuKq0QC4KpaaZPn06rKyssGnTJgQEBJC/i9u3E54rsSyLbt26wdHREW3btq0xeyncgotxYNeuXSvxt+LJN+LaSAOuJPkIkuQZhoGpqWmViqCoqanBzMwMz549E+mbQikPwcHBIkXj/vrrr0qNRzU1NWzcuJH8htPT0xEcHAwzMzPpGUtReASihwA4K0JaVaKiokjxJwDo2LEjDh06xFn/lbRo3rw5Vq1ahVWrVuHjx48IDw9HSkqKSGysnp4eOnToQGNthEhJSQHw33ynSZMmMrZI9hQXN2QYBidOnCi1jTQQ9z0UCqV6ERQfBAB1dXXY2dlVuq/58+fDw8MDubm5KCwsRGBgIPr16yctUykc4cKFC3j16hV27dqFVq1alftzhYWFcHV1xfHjxzm/x19QUIBLly7hypUrCA8PJ/vNlYUrPjBx6Onp4fHjx6W2UVNTw4EDB+Dm5oajR4+WEB1gWRZNmjTBwoUL8dtvv1WjtfLD8ePHyf5I48aNcfr06QrlnQwYMADt2rXDpEmT8O3bN7AsixMnTnBG6KZbt27Q1tYGj8dDeHi4rM1RaOrVq0fzdSWgoqKCsWPH4uDBg+DxeLh+/TrNy6gkdevWJccfPnwQ2yY8PFxE2Kq0XFthsRyuFJiiQjeUGkFYaU446ZFSMZ4/f44zZ84A4D9MXFxcJG7mffv2DbNnz8br168B/Je8HBUVhTt37mDgwIFwdXXlzM2OIj0KCwvx4sUL8nrIkCES2169epWodArQ19eHtrY2oqKiAPDHpp+fH27dusUJ5VJhqApn9dKyZUu0bNmS046X8iCoPMgwDNq1a1fl/tq1awcfHx/SNxeFblavXo1bt24BQAmBm+LVgosj3J4rTtj58+dj5syZAABHR0ecPXsWenp6FeojOTkZa9euFemT8h8tWrQgQQ6fPn1CREQEkpKSRIIcGjZsiPbt23NKdKA4b9++JccGBgZV6kv482/evBHbplOnTgD4v3dJyWq1jfz8fNy+fZvcy37//fcKVa1t0qQJnJyc0LlzZ2zYsAEJCQmYPXs2Ll++DE1NzWqymlKboYny1Y+FhQU0NDRIgIKzszO2bdtWqb62bdtGgkLV1dVhYWEhTVPlGhpEWDOoqamhe/fu6N69OxYuXIjv378jICAAvr6+8PX1FfFDAPznFqVsUlJSSOKUvr4+tLS0ZG0SpZZDN0SrTmUFYin/Qceh/MCyLIyMjLBz507OPWMYhilXoFvfvn3h5eUFDw8PPHnyBPHx8cjMzETdunXRtm1bDB48GL/99luVklFrM4mJiXB0dAQAkWC6WbNmYdiwYRL9jCkpKfD09MTRo0fx5csXMAyDoqIirF27Ft27d0fTpk1r8jRkgnCATcOGDWFjY1PpvmxsbLB161aSyPz+/fsq21ebKI8wWFkICzT98ccf6NOnjxQtlH9OnTolaxMoFBHatWuHU6dOISYmBjdu3MCrV68QEREBHo8n0k5bWxvt27eHubk5hg8fDiMjIxlZTKmt0DiwsnFwcCghNFU8BkRcG2nAlVgTgfghANSvX7/K/QknDhS/b1IopfHu3TsA/LlxmzZtqhTDZGxsjLZt2yI6Opr0TYVuKBVBOK6zqkmjXCUoKAgAf86ioqKCv//+m4rcSJkff/yR7kOXE3V1dXIs/PvmMv7+/iKxquLm08JtpIGk76FQKNWLoDimQOxLW1u70n1pa2vDzMwMfn5+In1TxCMoLCcsVlwRYRdFQ01NjcRqRUdH47fffoOjoyN+/fXXMj/78eNHLF26FCEhISLPEysrq2q1WR6JiYnB4sWLScx7ZfemhPelKGWjpqYGe3t7zJkzB/7+/oiPjwePx4OOjg7atm0Lc3NzKCsry9rMGiEuLg7v378nBWjWrVtXqeLK+vr6WLt2LRE3+PDhA2JjYzlxn9TQ0MCIESNw5swZpKSk4J9//qlUYRUKparY2dnh6dOnCA8Ph7OzM8zNzdGyZUtZm1XrEFwzlmURHR2N9PR06OrqirTx8vIix40aNSr1vikQ6wVERXQotR8qdCNjunbtShYlgs0jSsU5d+4cHjx4AIZhYGNjU2rQ6pIlS0gCj2DyKIBlWdy/fx8ODg5wdXWtdrspisWbN2+IMpyqqmqpFfbOnz8PgD/m6tWrh71795Jkxjdv3mDWrFn4+vUrWJbFqVOnOCd0Q1U4KfKAsLiCNIKWhBMHuCjg9ODBA9y6dYs8d3V1dWFvb4+ff/4Z+fn5GDRoEAD+szkqKgpZWVlISkpCUFAQbt68SSqb6enpYcuWLfjpp59kdSo1Rs+ePbF06VLs2LEDCQkJGD9+PLZs2VLu5PeAgACsWbMGCQkJAIBFixZxqlpwRfnhhx84LWZTGsIV6KvquBcOBEhMTBTbRvieW1zdvbYSGhpKhE2VlJQwd+7cSvUzYcIEREVF4fz584iLi4ObmxsWLVokTVNrDRcvXoSlpSX09fVlbQqFo6irq8Pa2po4WD09PaGnp4dVq1ZBSUmp3P1s374d165dI/fHn376SSSYjEKpDoqKilBQUID8/Hzk5eWRzfmqJqDWVoqKikTmHGUFL7148QIuLi4ICQkhf1NRUUH//v3h4ODAySBQHx8fMidRVVXFzZs3KyXSOWLECOTn54NhGOzfvx9du3atDnMpFEopUMHE8lGa7z8gIAAAf/3buXPncousMAwDNTU16OjowNDQEN26deNkAGJF0dXVxfz586m4sxh27dqFnJwcstb45ZdfsHnz5jKFk/T09DB16lSMGTMGa9asIcK9ubm52L17N7Zs2VIT5ssUgQg2wzDo0KFDlfoS9CGoeEgTmisOy7IwMzPDypUrOVlAgEKRV1q3bo0lS5aQ13l5eSJFBLgqNEeRHjQOrGKUlXwjDZ8fF5N8hAOlU1NTq9yfcAyKjo5OlfujcIfk5GRyLI2EipYtW5JYZeHkAAqlPLRt25Ycf/r0SYaW1F4EcYOCpHoqyEKRJcL7msKV0SkUCoULCMfyN2rUqMr9NWzYUGzfig6PxxMpIGBkZAQVFcmpqrdv34azs3MJMaAOHTpgw4YNVd6XqY1cuHABixcvxrt378AwDLKzs7FmzRr4+Phgw4YNqFOnjtjP3b17F46OjuDxeMT3o6ysDHt7e9ja2tbkKcicL1++YPr06UhKSqqy/4qLsXPSQE1NDb179+Z0rkpERAQA/hhq2rRplQRaBgwYgKZNm5IcjsjISE4I3QDA0qVL8fTpU7x//x6bN2+GmZkZFYetBHv37iXH06dPr7SgX2ZmJk6cOEFeCwSYFB1VVVXs378ftra2iIqKwvjx47Fu3ToMGTJE1qbVKtq3bw9VVVUUFBSgsLAQhw4dwsqVK8n7aWlpuHjxInlu9+zZs9T+hPU3qD9NsaBCNzKmbt26GDhwIG7duoUPHz4gMDCQU5W7pYWPjw85Lk0QxMvLC4GBgSIJturq6tDQ0EB6ejrZlL99+zZGjRrFuYpwkvj+/TsiIyORmppKnC66urqoX78+TExMJC6cuYagCiPDMGjVqpVEB82XL18QGhpKxuHChQtFfvdt2rTB+vXrMW/ePABAcHAwkpOTOTUxpyqcFHmjoKCgyn0UFhaSY4HqNpdwc3MDwH/21q9fH2fPniUBOB8/fizRXktLC1paWjAwMMDIkSPh7++PlStXIjExEXZ2dti8eTMnKsXNmTMHzZo1w19//YWEhARMmTIFXbt2xZAhQ9CpUyfo6+sTpwOPx8P79+8RGhqKO3fu4MWLF2BZFrq6ulizZg1GjBgh47Oh1FaEldTj4+Or1Jeg2lzxfoUR3iRQlGB44Sp7LVu2LNOxUlhYKPH6LFy4EBcvXgTLsrhy5QpnhW4cHR3BMAyaNWsGKysrWFpawtLSUiqbzhRKeVmyZAn++ecfFBYWgmVZnDx5Ej4+PrCzs0O/fv0k3sPy8/Px+PFjHDhwAJGRkcQXoaKiwtnfNKV6ycvLw4sXL+Dj4wMfHx9ERESIVNnkUnKKOI4cOYKdO3cC4AcePXr0SKJP59GjR1i4cCEKCgpE5iz5+fm4d+8efH19cerUKZFAby5w/vx5ZGRkgGEYjB49usIiNwDQoEED9O3bF1evXgXDMLhw4QIVuqFQKHLLqVOnJL5nbGxMnq07d+6koroUmZCfnw8vLy8yFvv06YNdu3ZVqA9NTU24urqCx+PhyZMnAPj7rBs3biw1QFkRaNy4MTkuSxioPAj3IRzozgVKEwaThIqKCrS1tVG/fn0YGxujR48eaN26dTVYR6GIJz8/H5cvX8ajR49EKgqPHDkS1tbWsjZPblFTU+PcPY5SvdA4sPJRnsQbaSXncDHJR7DnxLIsXr16hdzc3EoL1efm5uLVq1cl+q7tTJ06VeQ1wzAiiQ/i2kgDcd+jyHDdh0+RL4yMjNCpUyeEhoYiIiICSUlJdB5YQYSLP3GxeAJFvjA1NYWKigoKCwsRExMja3PkgvL49Knfn1ITiBOUKz72qkt0jitjXNh3LxBwrgqZmZli+1Z03N3dcfDgQQCAvr4+7t27J7HtxYsXsXbtWrE+hrCwMEyYMAGHDx9Gjx49qs1eecTY2BhXr17F+vXrcf36deLP8vT0RGhoKHbu3AkTExPSPi8vD5s2bSJxxII14w8//IDt27dzsmjAtm3b8O3bN5FCb2ZmZrC2tkarVq2go6Oj8PubFNkjECpmGAbGxsZV7s/ExIQI3QiLICs62tra2LdvH+bMmYNPnz5h4sSJ2LZtGzp37ixr02oVe/fuJc+HX3/9tdJCNxkZGSJ9cUXo5tq1awCAMWPGYM+ePUhLS8PSpUvh6uqKnj17onXr1tDR0alQYVwAnMiBFEZbWxvW1tZ48OABAODYsWPg8Xj4+eefkZqaCjc3N1JkgGEYjBw5UmJfMTExIvNtroh/cQU6S5MDBEpzmZmZWL9+Pc6cOSNSEYRSOsI3KWVl5VKVuzw8PADwN6A1NTWxceNG2NjYQFlZGd7e3li+fDmppHf8+HGFC3CoCJmZmbh06RJu3LiB6OhokQQoYZSUlNCmTRuMHDkSv/32G6fHbmJiIjkuzcHn6+sL4L8AG3GTlJ9++gl6enqkakp4eDj69u0rXYPlHKrCSZE1wpvK3759q3J/wn3Uq1evyv3VJlJSUhASEkIWt0uXLq1wlanu3bvjxIkTmDhxIpKTk+Ho6AgTExO0a9euGiyufoQdzuVF4Hh98eIFXrx4UWZ7gfM6IyMDq1atwqpVq8AwDFGLplDKS5MmTQDwx9Tr168RFxcHQ0PDSvV1584dAPzxLOi3OIL5D8MwIvfi2oxwhQ5x1664qE1eXh40NTXF9tWgQQN07NgRISEh+Pr1K4KCgmBmZiZVe2sTnz59wpUrV3DlyhUAfKeVQPime/funF6fUKqfli1bYsWKFXByciLP6ejoaCxevBgaGhowNjZGy5YtoaWlBYZhwOPxEB8fj6ioKGRnZ5NNe8EG6/Llyyt9f6VQhCkqKkJISAh8fX3h4+ODoKAg5OXlkfeFx55w8Ii6ujq6dOkCKyurGrdZlty/f5/MnceOHSsxsCEjIwMODg7Iz88XCYwA/ks0SE9Px7x583D79u1KJ73UNgoLC/Hvv/+S16VtNpXFqFGjcPXqVbAsi8ePH3OuSjiFQlEc6P2LImtevXqF79+/A+Dv461du7ZS/TAMA0dHRwwaNAgsy+L79+94+fIlunfvLk1z5Y7mzZuT48+fP1e5P+E+9PX1q9xfbaI0YTAKpaZ4/vw5zpw5A4AvpOTi4iJRnPjbt2+YPXs2Xr9+DeC/9XNUVBTu3LmDgQMHwtXVFaqqqjVjPIXCUWgcWPk4efKkVNpQJNOlSxcoKSmBZVlkZ2fjxIkTmDNnTqX6OnnyJJmjMwyjMEln/v7+IkJT4tbCwm2kARfX3MLC4rGxsVXuLy4uTmzfXCM2Nha3b99GSEgIYmNjkZGRAR6PVyFhL67G4Njb22Pu3LkoKirC7t27sXHjRlmbVKto2rQpOc7KypKhJRQKX3yvT58+ePToEYllkEZSbm3m4cOHUmlDoVSV/v37i8x7xc07ireRBlya3wjyUliWRUhISKnFCcuioKAAISEhJfrmAg8ePBCJuZFEYmIiNm/eLLKmE557MwyDvLw8LF68GF5eXpyL+9TU1ISzszOsrKywYcMG5OTkAOAX2Rw3bhxWrlyJyZMnIyYmBosXL8bbt2/JtWRZFgMGDMCWLVs4d90AIC0tDXfu3CHXQldXFzt27ECvXr1kbVqtRlhMrWnTphUWcxBQWFhY7lzL2o7gdwtIR/CsTp06YvtWdAICAgAAK1euxMaNGxEfH49x48bBwsICffr0IeJVFR2TlSnQUtuRph+Vaz5ZBweHEnNxlmXx4cMHXLx4sdL9ck3oBuD7ER89eoSioiKwLIuLFy+Sayg8rjp37lxq7LpALAfgF68S9q9Raj9U6EYO+PHHH7F//37MmzcPMTExmDRpElxcXCqVAM1F4uPjAfAfGAYGBtDQ0BDbLiUlRaSKz9y5czF8+HDyvrW1NdasWQMHBwcAfDGSjIwMTi70Lly4gK1bt4ok3kmisLAQUVFReP36Nfbs2YNVq1Zh3LhxNWSpfCEISABQqtJhYGAgAP6Y7d69u8jiQwDDMDAxMcGzZ88AAB8/fpSytfIPVeGkyBrh6lzh4eFVqs6Vk5OD0NBQ8ppLDmwACAoKAvBfgOGIESMq1Y+BgQFWrFgBBwcHFBQUYN++fdi9e7cULa05KlrxTjB/Eefcl9ReeGHNxQp7FOnRrVs3EsQJAOvXr8fRo0crvKnn4+OD27dvk7EpqeqC8Ebpjz/+WEmr5QthcQFxzuvif0tNTZUodAPwHf2CjdH3799zVuhG+N4mOI6JiUFsbCw8PDygpKQEExMTWFpawsrKCl27dpW4XqRQKsu0adOQlZWFPXv2iDyns7OzERQUROZBwogTGbGzs8P06dNrymyKAhIdHQ0fHx/4+PggMDBQJDBWkrCNsrIyOnbsSO6T5ubmEpP9FJXs7GxERESQ3++AAQMktj1x4oRIJfBGjRrB2toa2traePDgAT58+ACAv9FflaSX2kZUVBRJGNPQ0KhS4nu3bt2gqamJ7OxsZGRk4PXr15wPpqVQKLUPJycncqwo4q2U2odgXsIwDNq3by8i3FJR9PX10bFjR+Lffv/+vcIL3XTp0gVNmjRBYmIiQkJCkJycXGmfflJSEoKDg8EwDBo1aoSuXbtK2VoKhVIW586dw4MHD8AwDGxsbEpd9y5ZsgRRUVEAxO+z3L9/Hw4ODnB1da12uymKRUxMDAICAhAVFYWUlBRkZWUhPz+/Qn0wDIMTJ05Uk4XyBY0DKx/lmZMp+rytutHT04OpqSmCgoLAsiz27t2LVq1alepDFMfjx49F9hDMzMw4LS5CqTiC6rQsyyImJgaRkZGVji2OiorCmzdvyGsuFmD4+vUr1q5dC29vb/I3GlNTMaytrfG///0PR44cwcWLF2FoaIgZM2bI2qxaQ7du3aClpYXv378jPDxc1uZQKFi5ciX8/PyQnZ2NzZs34/jx45UWeqBQqgIVoRNPec6fzmUqhyDmUlBQ9MqVKxgzZkyl+rp27RrS0tJK9K3oZGZm4u3bt+T1zz//LLHtsWPHkJOTQ2Ju2rZtiyFDhkBbWxu3bt0iMXZpaWk4fPgwli1bVt3myyWjRo1C586dsWTJErx+/ZoIAG3evBleXl4ICwtDdnY28TGoqqoSERyu4u/vj6KiIgD837OLiwsVuZECAjE1hmHw4MGDSgvUfPnyhfjSFPE5LYxwfIg0ckCFxYa4FHsyZcoUsQIjgYGBJB+3oij62KNUH8JCLMWFfso7BxeMYS4JBQljbGyMP//8Exs2bCghmi8sUrd169ZS+/H09CSfp3tfigcVupEDhJXmtm3bhjdv3uDXX39F9+7d0atXL6o0VwblrYLn5+dHFi8qKipixViGDx+OzZs3IzMzE0VFRQgPD+dUFWuWZbFq1SrcvHmzREVqSQ9f4fe/f/+O9evXIyAgANu3b68Zo+UI4WtUWFgosd3Lly/JsaQEb0B0ISKoVsUlqApn9ZGSkoLY2Fikp6dXeBMA4I6CZJcuXaCsrIyioiLk5eXh+vXrpSqNl8aNGzeIyIEiVecqL1+/fgXwn4hXWYJBeXl5EgONhw0bhi1btiAjIwOPHz9GZmYmdHR0pG5zTVA80bg0Kvo7pRtXFGnSoEED9OrVC0+fPgXDMPD398e8efPg5ORU7iSf27dvY82aNQD+c0yMHDlSbNt///2XHLdr167qJyAHCAvZiFNV19LSErknfP78udRNAeH5z7dv36Roae3hypUr8PX1hY+PD168eCEiOgnwx1lhYSHCw8MRHh4Od3d3qKiowMzMDD169ICVlRVMTU2hokLdIpSqM3/+fHTp0gXr1q0TScKQhOD3zrIsWrRogQ0bNnDK90CRLsuWLYOvry9SUlLI34r7dIQxNjYmwjYWFhZSqR5Sm3n9+jXx4ejo6JSaHHDt2jVyTdu0aYMTJ06QhJTFixdj5syZePnyJViWxaVLlzgjdCMIWhKs96qyIaekpARjY2O8evUKAD8RkArdUCiU2sbo0aNlbQKFguTkZHJc2t5peWnevDkRuhGedyoqSkpKGD9+PP7++28UFhZi69at2LZtW6X62rp1KwoLC8EwDMaNG8fZ4CUKRZb4+PiQ46FDh0ps5+XlJSKYwbIs1NXVoaGhISJ6evv2bYwaNQp9+vSpdtsptZ8XL17AxcVFpKJ3ZeBaACyNA6PIEwsWLMDMmTNJYtmiRYswbtw4zJ8/Hw0bNiz1sykpKTh48CDOnDmDwsJC8lu2s7OrIeurn/IkOSlype6aolOnTqhfvz7S0tLAsizWrl2L06dPV7hYV15eHtatW0de16tXD6amptI2V66JiorCjBkzyLUU3qOXVEyqskksis7y5cuhpaWF3bt3w8XFBT4+Ppg1axYsLCwqHM/JNTQ1NTFs2DCcP38e3759wz///FNqUjhFPH/88YfU+mIYBnXq1IGOjg4aNmwIExMTmJiYlFqgSpEwNDTEli1bsHz5cgQGBmLJkiXYsmVLqQVfKRRpQkXoJENFbqqXpk2bwtjYGK9fvwbLsnB2dkabNm0qLFITGhoKZ2dnMm9s164dmjZtWg0Wyx+CawcAurq6EoU0i4qKRJKTu3btiqNHj5I1zeTJk2FnZ4eHDx+CZVlcv36ds0I3AF/s9OLFi9iyZQvOnTsnIvIguN4sy6Jly5bYtWsX5+NqEhMTAfDndC1atIC1tbWMLVIcpPWM4cqzSuADY1kWYWFhSEpKKtN/KInk5GSRfQUu+tckCYxwZTzJC4I9GACcE0QVfuZKox8uM2HCBLRo0QI7duwgos8sy0JJSQl9+vTB6tWr0bJlS4mff/bsGRFvZxgG/fr1qwmzqx1hQTMBxe/34tpIA3l7rtCMLjmguNIcwP+h+vv7w9/fv1J9cklpTjihsbREd4Fqn0BgoF69eiXaKCsrw8TEhFz3hIQETgU4ODk54caNGwBEE++MjIxgamoKQ0ND6OjogGVZ8Hg8vHv3DsHBwSIPCpZlcevWLdSrVw9//vmnLE+nxhFODktKShLbJikpCbGxseR1aZUbhSeDXISqcEqXL1++wMPDA7dv367yJIcrQjc6Ojro3LkzSbDbvXs3rK2t0aRJkwr1k5iYiN27d5Px3L59e85V58rIyCDHjRs3LvF+cVGb3NxciUI3Kioq6NSpE549e4b8/Hy8fPmyVjokadKT9Nm7d2+Jv9nb25fZRhoU/x5F5I8//oCfnx/y8/PBsiyePn2KX375BaNGjcKgQYNgYmJSIsAhISEB/v7+uHLlCl69eiWivDty5Eh07ty5xPckJibi+fPnCqe2K7xxmZqaWuJ9JSUl6OvrIyEhAQAQFhZW6jwxLi5O+kbWMtq3b4/27dtj5syZKCgoQHBwMHx8fODn54egoCBSDVc4QDE/P5/MJfft2wcNDQ1YWFgQwYf27dvL+KzkCx6PBx6PV+F1ibw5vmoKS0tL3L17F0+ePMGNGzfw6tUrifPuH374Aebm5hg+fDisra05laRSHj59+oTg4GCRCl0VGYcMw2DLli3VaKF8cevWLYmK/yzLwsDAAJaWluQfl6p7lIcPHz4A4I8bIyMjie1ev35NKq0wDIOlS5eKrOs0NDSwdu1asl5+//49EhIS0KJFi+ozXk4QTnav7Oa8MI0aNSLHXBX0Kw4VLOZz7dq1En8rfm7i2kgDRbmGFAqFO6iqqpLj3NzcKvcnEHEv3rciM2vWLHh7eyMoKAienp7Q1dWFg4NDuQVzCwsL4eTkBE9PTwD8xNTZs2dXp8kUCkUMMTExpKCMsrIyevbsKbGth4cHAP5aWlNTExs3boSNjQ2UlZXh7e2N5cuXg8fjAQCOHz9OhW4oZXL8+HG4uLiQuBugdHFsyn/QODCKPNGzZ08MGzaMJOQVFhbi7NmzuHDhArp164bOnTujZcuW0NbWBsMwyMzMRHx8PEJCQuDv7y8icMMwDGxsbBSqqvjDhw+l0oZSOgzDYNSoUTh27BgYhkFYWBhmzJgBV1dXNGvWrFx9JCYmYvny5QgODhbpk0tkZmZi/vz5SE1NJc9kVVVVmJubQ0dHBw8ePADAvzajR49GVlYWvn37hoiICLK2ZhgGenp6tTJOqbxMnTq1Qu3r1q2L9PR0PH36FE+fPoWGhgYMDAygo6NTobkPwzA4ceJERc2ttSxevBiPHz9GYmIiNm7ciPbt25f790zhc/Xq1WqdX6uoqODnn3/GxIkTFSZ2qTR++eUX6OnpYeHChbh//z5evnyJ8ePHo3fv3mjdunWtLURIkX+oCJ1kyhOTyoW41epmzpw5WLp0KRiGAY/Hw4wZM2Bvb4+pU6eWuR9SUFAADw8P/P3338jOziZjmCtFkQDRmJs2bdpIbCcQfBC0XbRokYhwJ8Mw+OOPP8j68du3b3j79m2pcTyKjpqaGtavX4+GDRti7969Je6PPXv2xN69ezkjzFcawsVHFaW4qrxA/dkVw8LCAhoaGsjNzUVhYSGcnZ0rXUxl27ZtpHifuro6LCwspGmq3CMtgRFK1RGODa1Tp44MLalZTp48KWsTFI5evXqhV69eSE5OJvkVBgYGqFu3bpmf1dbWhpOTE3n9008/VZeZNUr//v1L5M4Xz3sv3kYayGN+PRW6kSOENzWL/50iGcHEDShdGOTFixfkuEePHhLbCSdTCIKeuEBwcDBOnjwpUqHsp59+wuLFi8tUeH39+jX+/vtvPHz4kCygPTw8MHz4cE5V/RAkMLMsi6ioKLFJZo8ePSLH6urq6Nixo8T+0tPTyTGXJoPFoSqcVef8+fNwcnJCbm5upa+bpMRJRWfmzJlYsGABGIZBUlISZs6cib1790pUHC/Ou3fvYG9vL+KcnTFjRnWaLJcIV+oR5/gvLo7x9evXUjdHhZNzv379KgULax7hRRZFOggc+cKIE7qpjvsYFzYMW7VqhS1btmDVqlVkzp2ZmYnTp0/j9OnTAPi/ZS0tLRQUFCAzM1MkCUp4I9rMzAyOjo5iv2f//v1kfq+hoaEwyQKtWrUCwL8OApHI4hgbGxOhmzt37mDatGli27158waRkZFkLEsjoby2o6Kigq5du6Jr166wt7dHTk4OXrx4AR8fH/j4+CAyMlLE6S0Yi9nZ2fj333/x77//AuBXFfH19ZXlqciUp0+f4vbt2wgJCcG7d+8qJbwpj46vmoRhGFhbW5Pg1rS0NKSkpBDfgo6ODvT09MQmXFD4ldOPHj1apQrXgt84l4RuhGFZFk2aNCGiNlZWVpypElVZkpOTyXFpz1RhMXJdXV2xGyXGxsZo0aIFeZ5HRUVxQuhG2onvwn0IB6NwDSpYXBIHB4cS67ni5yaujTRQlGsoDagYYtX4/Pkz3r9/j/T0dGRlZQGg40scJiYmUu1PUI25QYMGaN++PTp37oxBgwZBV1dXqt8jTzRo0IAcS/JDVAThPrgi4q6qqorDhw9j8eLFePbsGTw8PPDs2TPMnj0bgwYNkljRmsfjwcvLC0eOHMG7d+8A8AN2du3aJVHcnUKpCLGxscR/IywQW5H9Py75b+Lj4wHwz9nAwAAaGhpi26WkpCAwMJDMJefOnYvhw4eT962trbFmzRo4ODgAAHx9fZGRkVGuwDtFhI7DsvH29sbWrVsBgMSBCQRvNDU1oaOjU27xNC5C48AoNcmLFy9KLT4B8Pf2U1NT8ezZM/KsKCgogK+vb6n7SsKxoCzLolevXuTeQKFUlPnz5+Pq1asknvDly5ewsbHBr7/+ChsbG3Tq1KnEmiMvLw9hYWG4ffs2rly5guzsbDIedXV1MW/ePFmcisw4ceIEPn36RH7HAwcOxIYNG6Cnp4ePHz8SoRtANKYnPz8f9+7dw4EDB/D27VukpqYiOzsbLi4uCrnO8/f3r7CPVTjpNjs7G1FRURXqg4sxifXr18fRo0cxe/ZsfPr0CWPHjsW6deswYMAAWZtWKym+FilrPJXVXlBIycvLC15eXvj111+xZs0ahY3jLu6PZVkWSUlJ2LdvH/bt21epPhV9zVcdcNHPQEXoSocK3dQMNjY2uHDhAnx9fcEwDLKzs7F9+3a4ublh4MCBMDU1hYGBgVhx0/v37yM9PV1k7dejRw/Y2NjI+rRqjLS0NHJcWuEt4Zibxo0bixWR09fXh5GREd6+fQsAiI6O5rTQDcAXZz98+HCJXCpB8fCrV69i4sSJsjRRLhAuYk19rtJF2ms1RV/3qaurw9raGl5eXgAAT09P6OnpYdWqVSL5VGWxfft2XLt2jVyvn376SUQcTNGheVbyhY+PDwD+71f4fqvocEHwVlY0aNBAJKapPJiamiq0RkF59tgVPY+ezuDkBKo0V3mEHcfCC2VhMjIyEB0dTV6XV8mwoKCgSrbVJv7++28A/DGopKSEP//8E5MmTSrXZ9u1a4f9+/fjzJkz2LRpE+ln9+7dcHd3rzab5Q2BIBDDMMjIyMA///xTYuPpwoULpI2ZmVmpCUCCwDsAnJoMCkPvjVXn2LFjpFJcccdAacJBxd/j6v/BwIEDYWZmhqCgIDAMg5iYGPz6668YP348fv/9d7Ru3Vrs52JjY3Hx4kWcO3cOOTk55Hp27NgRQ4cOrclTkAuEN+DEBQ9qampCQ0ODJDEmJCRIvLYASCIQAKSmpkrRUoqiUFNBMFwLthk2bBg0NDTg6OgossEseEZkZmaK/Y0Ltxs4cCCcnJygpaUl9jsmTJiAMWPGAODfGxSl2kCrVq1Qr149pKWlIT09HQkJCSUS33/++Wfcu3cPLMttdmWBAAEAAElEQVQiODgYHh4eJebj6enpWLVqFYD/xl+XLl1q7DxqCxoaGkT1GeCvB/39/eHj4wNfX1/ExMQAEA24A0SFJrnE69evsWLFCpHERa7O/aRNvXr1qKhNOcjNzcXq1atx+/ZtAKLP14pU5eLSM1kYXV1d9OjRgwjblFeUk8InOzubHJcWnCpcIbx3794Sx1vr1q2J0E1tFeWsKMIiAdJYnwn3wdXqkFSwuGzKOjdpzGUU/RqWFyqGWHViYmJw8uRJeHt7IzExscT74oRu/P39iSCnjo4OZs+eXd1myhXSXo9kZWUhKysLiYmJiIiIwKVLl7Bp0yYMHToUK1asKDXwtrYiqJrJsiw+fPgAPz+/UpO/SyMgIIDMbwCgbdu2UrFR3vnjjz8A8AOu69ati4yMDMTFxWHNmjVwdHSEgYEBWrRoAS0tLVLpNSEhAfHx8SgqKiLjWFdXF40bNy63GCdXhDszMjIQFBSE8PBwpKSkICMjAwB/L0FPTw8dOnSAqampQgtSVZSvX79i7dq18Pb2Jn+j/puy+fz5MznW19eX2M7Pz4/Mc1RUVDBu3LgSbYYPH47NmzcjMzMTRUVFCA8Ph5WVlfSNlmPoOCw/zs7OAP5bV+jr62P27NmwtrbmbOxHRaBxYNKjOpJlb9y4gREjRki1T1kyZcoUTJw4EcuWLZO4L6mqqgo3NzccOHAABw8eREFBQbnibQT3AGVlZdja2sLOzg7KysrVdzIUhUZHRwd79uzBrFmzkJeXR5Jwz5w5gzNnzkBZWRmNGzcWScD9+vUrEQ8TLgairq6O3bt3cy6Z/syZM+T3aWFhgd27d5fL96eqqoqhQ4di4MCBWL16NTw9PeHl5YX8/PxKC0AoIlz3o1aUa9euAeA/hw4cOIBv375hwYIF0NfXh5WVFVq1agUdHZ0KJUMC3BPVFreXXJ5Y1/LExgr3d+XKFXz+/BmHDx9WyGd58esobq+eUn2kpqbi6NGjOHv2LNmT5gpUhI4iL+zduxeTJ08mYn0syyI9PR2XL1/G5cuXJX5OcJ8UfMbY2Bh79+6tKbPlAuGYm9JifQVixYKYG0m0bNmSCN0IigxzER6Ph9WrV+P+/fsl1nK5ublgGAa5ubn466+/4Ovri82bN3M2vgb4rxApwC8qRZEvvn//To65INayZMkS/PPPPygsLATLsjh58iR8fHxgZ2eHfv36SZyr5Ofn4/Hjxzhw4AAphsuyLFRUVLBo0aIaPgvZMnr0aFmbUGsob/E8cbFKpZGfn49v377Bz88PR44cIX8X5E1TKBTpQUVu+FChGzmAKs1VDUG1ZZZl8fr1a7Ftnjx5QgKTlJWV0blzZ4n9CQLpgNITXBSJzMxMkUoM06ZNK7fIjTATJ07Ehw8fcPToUQD8gLDMzEzOLJqbN2+Odu3aITo6GizLYv369WjQoAHMzc2Rn5+PXbt2ITQ0lLQfPHiwxL7S0tLw4cMH8poLFcCLQ++NVSciIgLbt28H8J8TddCgQejfvz+UlZWxYsUK8t7JkyeRlZWFpKQkBAUF4cGDB0hPTydq9ytXruRs5eW///4bv//+O5KSkkigyPHjx3H8+HHUq1ePbCwLAkViY2NJYp6wc7FJkyacc2ALMDAwIMeSHIhGRkYICwsDwE+e6Nevn9h2RUVFIvdSrjyrKeWDLvKqnwEDBqBLly7Ys2cPbty4ISI8BUBssAPLsujYsSNsbW0xcODAUvtXZAeYpaUl7t69CwB49OgRpk2bJvL+wIED4ezsjNTUVLAsi02bNuHhw4fo3bs3tLW1ERcXh+vXryMlJUUkAK958+Y1fi61jbp162LAgAFEhDI+Ph67d+/G7du3OR+g4+Pjg7lz5yIvL09k3gJIFkUsS2yEQqkoq1evxq1btwCUfI6UlixQvD1Xx6KgqhSlcggHCAuqvolDuEJ4adUahH1gxedJioqenh4A/u8wPDy8SsIggj4EKKLwQFlQweLSqck1n6Jew/JCxRCrTl5eHpycnHD+/PkykyWK07RpUxw5coR8pl+/fpyrWChpbSKgPKKHksYsy7LIzc3F1atX8eTJE+zZswfm5uZSsFp+MDY2RtOmTZGYmAiWZbF27VqcO3euws/WtLQ0rF27lrxu3LixQvtuhLl69arIuBJeexQWFiI2NhZxcXEinxG3ds7IyCDJa2UheP4rstCNj48PTpw4gSdPnpQr6axv376YOnUqevbsWUMWyidRUVGYMWMG0tLSqP+mgggHUJcWsyAsbtqlSxexwsXKysowMTEh1YcTEhI4JXRDx2H5efv2LWJjY8n5W1pa4tChQ5wI4pcWNA5MeowaNQqurq5Sme/m5ORg/fr1uH79ukIJ3RQVFcHDwwPe3t7466+/YGlpKbadsrIy7O3tMWrUKHh4eMDT0xPfvn0T21Zwv2vUqBGGDRuGiRMnliq4RqGUl27dumH//v1YuXIlkpOTRdYpBQUFEpNbBKIFLMtCT08Pzs7OnKtK/PbtW6SkpADgX4/ly5dX2I+tpqYGFxcXfP36Ff7+/nj48CEuX76M3377rTpMlhlcjQ+saRwcHEr4HViWRUJCAt6/f1/pfrkkdBMVFQWAH3/zxx9/IC0tDcrKyujTpw8GDRqE9u3bo1mzZtDW1kZeXh4yMjLw5s0bBAQE4ObNm0Rc45dffsGmTZugqqqKjIwMxMbG4sWLF7hy5Qo+fPhA/m98fHywe/duLFmyRMZnXj0IzpMr6zZ5ICkpCe7u7qSYJhehInQUeUFbWxseHh7YtGkTrl69CkB8HKwwwnNslmUxcuRIODo6Qltbu8bslgeEi34Li94U5+XLl+S4W7duEtsJ+22EfbtcIiQkBEuWLMGnT59E/LCTJ0/GokWLsG3bNly4cIH8/f79+wgPD8eOHTtgamoqa/NlQseOHdG6dWvExMQgNDQUPB6Pc79FeUbYv8uFopEtW7bEihUr4OTkRH6n0dHRWLx4MTQ0NGBsbIyWLVuKFFOJj49HVFQUsrOzRfZdBP4LWviQIon+/fuXOX9mWRYTJ06s9HcIz4VKy4OmUCgVx97eXiptFAEqdCMHUKW5qmFiYkKOk5OTxVYlvHLlCgD+RK9Tp06lqsUKi4sIgicUncDAQFK1SF1dHXZ2dpXua/78+fDw8EBubi4KCwsRGBgoUaxAEZkyZQr+/PNPMAyDpKQkTJw4EfXr1wePx0N+fj5pp6uri+HDh0vs5+nTp+RYQ0ODc0HsAL03SoODBw+SyjwqKirYsWMHBg0aBAD4+PGjSFvhAIYxY8bA0dERR44cwcGDB5GamgoXFxe4u7uL3HO5QpMmTXD8+HHY29sjLi5OxHmdmpoq4nwV/B0QdWIbGhpi7969nK3QJ1xBOCYmBoWFhSWqm5iZmSEsLAwsy+LGjRuws7ODlpZWib6uXbsmotLORSEwinj++ecfqbShlI2enh7WrVuHlStX4unTpwgKCsLr16+RlpYGHo8HVVVV1K1bF82aNUPnzp3Ro0cPziRBlcbgwYNx9+5dUu2puNBNnTp1sHz5cqxevZo8P54/f47nz5+TNsIbV2pqali1alVNn0atpKCgAEFBQfDx8YGvry+Cg4PJHInLfP36FYsXLyZVPgD+GrhPnz6oU6cOTp8+DYA/p7G3t0dWVha+ffuG4OBgElwnEEUcO3YsVFSoi4lScR48eIBbt26RMairqwt7e3v8/PPPyM/PJ+sXhmEQFRUlIs558+ZNPHv2DAD/2bRlyxb89NNPsjoVmUFFbqqGcKKjJFHOmJgYkTVIaYlBwkGIFa2yWVvp1KkTOc7IyMCzZ89KrcBVGs+ePUN6ejp5zTUfBBUsLp2TJ09KpQ2lbKgYYtXh8XiYOnUqIiMjJQpXlXaNWrRogT59+sDb2xsMw+DGjRtYunRpdZstN4waNYpcs0ePHiE9PZ1cL1VVVRgZGaFp06YlklQEz2vBZ62srNC0aVPk5OQgIyMDcXFxJOlP8H+QlJSEuXPn4vz582jZsmXNn2w1Mn78eOzatQsMwyA+Ph4TJkyAi4tLqUngwoSHh2PVqlV49+4dAP41mzBhQjVaXDsobf5N5+aSyczMxPr163H79m0A4sVNhREkB3h7e8Pb2xs2NjZYt24d6tatW2M2ywuZmZmYP38+UlNTyfVSVVWFubk5dHR0SGVrhmEwevRo4r+JiIggYp6COaK1tbXMzkNWCPsABYIY4hAWNy0eayJMo0aNyHFmZmYVras90HFYMUJCQgCAVFt1dnamIjcVhMaBSY9Pnz5hypQpWLhwIebMmVPpfl6/fo0lS5aIiDgpGu/fv8eMGTMwZswYrFy5UmJCVPPmzbFq1SqsWrUKHz9+RHh4OFJSUoigUt26daGnp4cOHTrgxx9/rMlToHCEXr164ebNm3B1dYWnp6fIs1Ycgrm1uro6hg4dimXLlqFBgwY1abJcEBkZSY4bN25c6QRQJSUlrF69moiJnDp1SuGEbh4+fChrEziFsO+wsj5WgZ9LUZ/RpXHy5ElSUNPExAROTk5i45M0NTWhqamJJk2aoHfv3liwYAHc3d2xe/dueHl5ITIyEhcuXECjRo3QqFEj9OjRA3PnzsXBgwexZ88eco1PnjyJadOmkSIQigKN1a5Zvnz5gsOHD+PSpUtkHwbgnm+RitBR5A0tLS04OTnh999/x4kTJ/Dw4UOSXyUOgd+nf//+mDp1KiwsLGrQWvlB2Gcv7H8RJjw8XCQOpEuXLhL7ExbLERbR4Qru7u7YuXMnCgoKyD1RR0cHmzdvJkVGN27cCCsrK6xduxY8Hg8APy9o0qRJWLx4MWbNmiUz+2XJ7Nmz4eDggIKCAhw5cgSLFy+WtUkU8Mfm4cOHAfCf961bt5axRTXDtGnTkJWVRdYSAP+5kZ2djaCgIAQFBZX4jPCcUHBsZ2eH6dOn15TZlFpMWf6DysZwCedEWlhYkILDFApFOlChm/+gWUiUWo+hoSFatGiB9+/fk6qEx44dI4H8Hh4eIsmhpT1Us7KySMAmABgYGFSb3fLE169fAfAnIKamplVSL9XW1oaZmRn8/PxE+uYKv//+O+7cuYNnz56RyZywI1awSFmxYkWp1/nu3bvkM507dy4hCEGhlEVOTg4ePnxIxtzMmTNJkmh50NDQgL29PTp06IAFCxYgJSUFc+bMwY0bNzhZUb1169a4fPkytm/fjsuXL5caKCKs0K6hoYHff/8dS5cu5Vx1OGH09PRgZGSEt2/foqCgAIGBgSWCEW1sbHD69GkwDIPk5GTY2dnB2dlZRBzo+vXr2LhxI7nGGhoanN0coJSkPIGCNJhQumhqamLQoEEVer5wmf79+2PkyJEkoeLLly9o2rSpSJtff/0VHz58wP79+0t9xqirq8PZ2RkdO3asEdtrIxEREfDx8YGPjw9evHghIjxQ3GHLMAyMjY05VYEZ4G+MChLiAWDy5MlYuXIl1NTU8PHjRyJ0A5R0kgUFBWHXrl3w9fVFamoq/Pz8cPDgQejq6tboOVBqP25ubgD4v8v69evj7NmzJMG4uDgnwA8s0dLSgoGBAUaOHAl/f3+sXLkSiYmJsLOzw+bNmzlVqZBSdQTCmSzLIjIyEtnZ2SUSo+7du0eOdXV1iZCnONLS0sixsIiOItOsWTO0bNkS8fHxYFkWrq6u6NGjR4WDjvLy8rBjxw7y+ocffuBcRRoqWFw65akyzbVK1NUBFUOUDnZ2doiIiCDXUENDA0OGDEG3bt3AMAwcHBzK7OOXX36Bt7c3AL4wPpeEbrZu3Qoej4fVq1eTZ2vnzp3xv//9D/369YOamprYz8XHx+Py5cs4efIkcnJyEBkZiSlTpqB///6kzZcvX3D+/HkcP34cOTk5YFkW6enp+Ouvv+Du7l4Tp1djzJgxAxcuXMDnz5/BMAzevXuH8ePHo0+fPhg6dChMTU1L7IMmJCQgODgYt2/fxpMnT0REIZo1a4YZM2bU9GnIFK6LdkmLjIwMTJ48GW/evCGJd+WpEi4c+Hn79m1ER0fDw8ODc2I3J06cIFXmAWDgwIHYsGED9PT08PHjRyIwAoAk9wFAfn4+7t27hwMHDuDt27dITU1FdnY2XFxcJN5HFRHhvTnh9ZowGRkZiI6OJq/Lu+9UWqKLokHHYcUQjg8xNTXlbCGUqkDjwKRLQUEBdu7cCT8/P7i4uFRY4MLDwwMuLi7Iy8urJgtlS7169ZCWlkbmJxcvXsSTJ0+wYcOGMsW5fvzxR7r/TJEJenp62Lx5M1asWIF79+7h1atXCAsLQ2pqqojoUv369dGxY0eYm5tj4MCBnIz3EpCamgqA/3xu165difeL783n5ORAQ0NDbF/GxsYwNDREXFwcXr9+jZiYGM4k61Gki2BNXFX/A1f9FwEBAXB2dgbLsmjXrh1OnTpV7th3FRUV2NraokmTJnBwcEBCQgKWLVuGI0eOkDZKSkqYP38+VFVV4erqCoB/b7hz5w4mTZpULeckK4TXcZTSefv2LT5//oyMjAyoq6vjxx9/RNu2bcsV4//x40ccOnQIV69eRUFBgdhkZi5BRego8krXrl3RtWtXZGdnIzQ0tFRx07KEd7mAIMaLZVlER0cjPT29RPygl5cXOW7UqFGpBW4FfjUAnNoLSE1NhYODA548eSJSiMbU1BQ7duwo4XsYMmQIOnbsiKVLlyI0NBQMw6CgoACurq7w9fWFi4uLwgnzlcWoUaPw/Plz3LhxA4cPH4aJiQkGDx4sa7PknqlTp5ar3dKlSyvk08/Pz0dSUhI+fvwoMs/p2bNnhW2srcyfPx9dunTBunXrEB8fD6DsgiqCvdMWLVpgw4YNnItpp1SO6lxLCHL2Ro0ahZUrV1bb91C4y/fv38Hj8Sq1765oRSC5DjcjTCkKx/jx4+Hi4kKqEg4aNAgmJiZISUkhATeCh2tpyuM+Pj4iVSFLS1xRJIQVcoWrkFUW4QpIwn1zhX379uHPP/+Ep6enyN9ZloWqqioWL15cqhP106dPJIAdAPr27VtttsorAQEBOHHiBHm9Zs0aNGvWTIYW1T6CgoLIRE9FRQXTpk2rVD/9+vXDrFmzcPDgQSQlJZHxzUXq1KmDtWvXws7ODtevX4efnx+Cg4NLBMbq6urC3NwcPXr0wMiRIznnKJREnz598PbtWwDAP//8U0LopkuXLujatStevnwJAPDz80P//v3RqlUraGtrIyEhASkpKSIbfL///junBYQolJoiIiIC169fJ69nzpxJA7MrgUCcpiwWLlwIS0tL7N+/H4GBgSKOG01NTfz000+wt7enwXLFiIuLg4+PD3x9feHn50c2lwHxTlwDAwP06NEDVlZWsLS05FxgZ1FRES5fvkw2Tn7++ecKzfHMzMxw/PhxuLq64vDhwwgKCsLcuXNx+vRpKtL5/1Dna9mkpKQgJCSEjMOlS5eSAIjy0r17d5w4cQITJ05EcnIyHB0dYWJiIjZImesUFRWJCPBS+LRv3x5KSkpgWRZ5eXnw8PAQqW6Um5uLCxcukOtmaWlZan9v3rwhx1zyY4wbNw7Ozs5gGAZRUVFYtmwZtm/fXu4gh7y8PKxcuRIREREA+Ou9sWPHVqfJcgcVLKbIC1QMsepcu3YNfn5+5BpaWVlh+/btJJlUnJifOAQJlSzL4vXr18jMzOSMiFpRUREWLlwIHx8fMAwDOzs72NnZlTmPMTAwwNKlSzFmzBjMmjUL8fHxWLhwIdzd3YkvsmnTpli0aBFGjBiBGTNmIDExESzL4vnz5wgJCUHnzp1r4hRrBHV1dbi5uWHSpEnIyMgAwzAoKirCkydP8OTJEwD8Z66mpiYYhsH3799F1s/CgbS6uro4dOgQ1NXVZXU6NU5UVJSsTVAY7OzsEB0dLSJwo6enh19++QWmpqYwNDSEjo4OWJYFj8fDu3fvEBwcjLt37yI5OZl85s2bN7Czs8OpU6dkfUo1ypkzZ8j9z8LCArt37y7Xuk5VVRVDhw7FwIEDsXr1anh6esLLywv5+fnYt29fdZstNwjiFgTPU3EIC3spKyuX+iwQ9jlyaX+KjsOKIfy85JJvQNrQODDpIbhWz58/x8iRI7Ft27ZyJUlkZmZizZo1uH//PpkbAoCRkVF1m1yj3LlzB5s2bcKtW7fIOX758gVz587FiBEjsHr1as6taym1h3r16mHs2LGc86VWhqysLHIs7jddPEGZx+NJFLoB+AXT4uLiAPD3BejePaWinDx5UtYm1Hr+/vtvFBYWgmEYbNy4sVIFXkeNGoVbt27h6dOnePbsGXx9fUvsBc6aNQtXr15FbGwsAH5Mo6IJ3VBKJzk5GQcPHsStW7eIcJowdevWxa+//oq5c+eKfcakpqZi9+7duHTpkkSBmwEDBsDW1rZ6T0TOoCJ0FHlHU1MT3bt3r1ShldTUVM7s0bdv3x6qqqooKChAYWEhDh06JJIIn5aWhosXL5LfdFkiF8KC5FwSlh05ciS+ffsm4n+ZMWMGli1bJrGwjL6+Ps6ePQtXV1ccP36cPFeePXuGESNGYPv27WXGOCkamzdvhrq6Oi5evIglS5Zg3Lhx+N///ofmzZvL2jS5xd/fv0xfP8uyCA4OrnDfwnMegL8W51oBQ0tLS9y9exdPnjzBjRs38OrVK3z69Els2x9++AHm5uYYPnw4rK2taYwnpVwUj9sSZu/evQD4v8EpU6ZUSEBOTU0NOjo6MDQ0RKdOnaClpVVlWykUAIiJicHVq1cREBCA169fIzc3t1L9MAxDYo0pigEVuqEoBFOnTsXNmzcRGRlJ1EjDwsJEJsYMw2DevHmlCg7cvXuXtG/fvr1CV5ESRnjCIRycVVkyMzPF9s0VNDQ0sH37dtja2uLx48f4/PkzAH7VqUGDBpWZGO7n5wdzc3PyeuDAgdVqrzwSEhKCBw8egGEYNG/enAaAVYIPHz4A4N/PWrduXWZVroKCAomOsFmzZuHIkSMoLCyEp6cnHBwcOFuNGQAaNGiAmTNnYubMmQD4104g6qWrq8vpa1MaQ4cOxbFjx8CyLK5du4YlS5aUCBTZuHEjJk6cSJ5FhYWFePPmjcimnuC4VatWWLJkSY2fh6zJyclBdHQ0UlJSKp08zzUnoYDCwkJkZ2eT13Xq1IGSkpIMLao9+Pv748SJE2AYBo0bNy5X5XlK1RBskn7//h2fPn1CZmYm6tatC319fc6sUcoiMTGRCNv4+Pjg69ev5D1xwjaNGzcmwjZWVlacn19GRkaCx+MB4D9bFy9eXKl+li1bhvj4eNy7dw9BQUE4efIkZsyYIUVLaw/U+VpxgoKCAPB/s5qamhgxYkSl+jEwMMCKFSvg4OCAgoIC7Nu3D7t375aipbWPpKQk3L59G69evSLVpQRB3FpaWqS6lJmZGWxsbKQielxbqV+/PiwtLUkVcEFQ7IABA5CSkoLdu3cTvw7DMBg2bJjEvj58+CAS3NiqVavqNV6OmDhxIo4ePYqkpCSwLIv79+9j9OjRWLFiRZmb748fP4arqyvevn1L1nsNGjSotGBvbYUKFlPkASqGKB0OHTpEjk1NTeHm5gZVVdUK96Onp4fGjRvj69evROChS5cu0jRVbjly5AieP38OhmEwbty4UoNzxKGvrw93d3cMHz4c2dnZWLp0Kby8vESSXQwNDbF3716MGTOGjPmHDx8qlNANwE9CPnHiBJYuXYrY2FhyrsIVw4WT/QQIC5IYGhpix44dnEwKp1QdT09PBAQEkPGkqamJhQsXYsqUKRL3Ujp37kySyk+dOoXdu3cjOzsbLMsiMDAQN27cqPT6sbbx9u1bUsGWYRgsX768woGtampqcHFxwdevX+Hv74+HDx/i8uXLnKlsbWJiQo6Tk5Ph5+dXohDDlStXAPCvcVlVmAX7r4Bo8R9Fho7DiiPsexbel6JUDBoHJh3c3Nzg4OBAfsdJSUn43//+hzlz5mDhwoUS90pfvXqFZcuW4fPnzyICiGPGjFE4P0P9+vXh6uqKoUOHYsOGDUhMTCTne+PGDTx79gzr1q3jZOxWefjjjz9k8r0Mw2DLli0y+W5Z8f79e+jr60u1z507d3Im7kZ4jicuzqa4QEZiYmKp8z3hRPtv375JwUIK16hM0jzlP+Lj4xEYGAiGYWBgYABTU9NK9zVq1Cg8ffoUAH99WDwhnGEYjBw5Ejt37gQAiSKqFMUkICAA9vb2yMjIEBuLBPALAh8/fhxeXl5wd3eHoaEhee/27dvYuHEj0tPTybxaMNdUVlbG0KFDMWfOHE6KslAROoq8IG0fVXp6OmbMmIFr165JrU95RltbG9bW1njw4AEA4NixY+DxePj555+RmpoKNzc3EWGrkSNHSuwrJiZGJA+NSzE3X79+JT7XevXqYevWraQoSmmoqKhg1apVsLS0hIODA7nWSUlJmDVrFsLCwqrVbnlC2D9Rr149pKWl4dy5czh37hwMDAzQunVr6OjoVMi3zUXfg7QoXlxFT08Pu3bt4mQBcYZhYG1tTX7TaWlpSElJIfc7HR0d6OnpoV69ejK0klJbKUvoRnDPmz59OmcKsJYHcfO04jl21TWX42ou3/fv3+Hk5IRLly6Rv0laY1O4Cc3EpigEKioqcHd3h729PV6+fAmg5MR40qRJmDNnjsQ+UlJScP/+ffIQ7927d/UaLUcIBDBYlkVISAgKCwsrHXheUFCAkJCQEn1zkTZt2lQq8Hf06NGlVpziGtTZXDkEwisAP/GzOMUDiPPy8iQGFWtra8PU1BQvXrxAeno6Xr58STdbhVBRUeH0va68dOzYEcePHyfP5/z8/BKbUa1bt8bRo0exdOlSxMfHi+2HZVl069YNu3bt4ky1zIKCAly8eBHXrl1DWFgYqSxaWbi6OL5y5QrWrl0LgF+V9eHDh2jcuLGMraod5OXlkeO2bdtSlfAapE6dOgpXGVNaCCfNi3N01a1bF927d4eVlRUsLS3pnLIYb968AQAiLFnWOBOuFlKcFStW4N69ewCAc+fOcU7ohjpfK49AoIphGJiYmIhUuxZHXl6exESUYcOGYcuWLcjIyMDjx4+RmZkJHR0dqdss73z79g0uLi64e/cuCdQuPh55PB54PB7ev3+Pu3fvYtu2bfjll1+wcuVKzs6N5s2bR5Lp8/PzsWvXLuzatYu8L7j/tWrVCj///LPEfv755x9yXL9+faknHcgz6urq2LlzJ2bMmEEqEcbExGDevHlo0KABunTpgtatW6Nu3bpgGAYZGRmIiYnBy5cviTiOIKhTTU0Nu3btKjVQURGhgsUUeYCKIVadhIQEEkgNAOvXr6+UyI2AVq1akTlTfHw8J4RuioqKcPr0aQB8/01lE+6aN2+OcePG4fjx40hJScGtW7cwbtw4kTYdO3bEgAEDyN5gQEBAle2XR4yNjXHt2jUcOXIE586dExGKBSB2bc2yLBo1aoTx48dj1qxZZc7VKRRJuLm5AeCPKR0dHbi7u5dbUEpZWRnTp09Hly5d8L///Q88Hg8sy+Lw4cOcEbqJjIwkx40bN6504p6SkhJWr15N9gZOnTqlsAIjxTE0NESLFi3w/v17sCyLtWvX4tixYySY08PDgwifAvwK6pLIysrCu3fvyGtx+6+KCB2HFcfU1BQqKiooLCxETEyMrM2ptdA4MOnQt29fXL9+HcuWLSMVmouKinDo0CEEBARgx44dJYp1ubm5Yffu3SgoKCDXTktLCxs3boSNjY0sTqNG6N+/P7p3746tW7fi0qVL5NyTkpKwcOFCDB48GGvXruVkQk5pXL16tcb3jgW+RK4lm82aNQvnz5+XWuLT3r174ebmxhmhG2HRGnGFIFVVVdGwYUMkJSUBAKKiotChQweJ/SUmJpJjKmzHj1MU/GNZFvXq1UPdunWhq6tL40so1YLwOqWqMTXCsSSSCtIICpeyLIu0tLQqfR+l9hATE4NZs2aRIkfC97PiMTQsy+LTp0+wtbXF9evXoampie3bt8Pd3b2EwI26ujp+++03zJo1i9PJplSErmyEBZxrEi4V6AKAdevWoXHjxujTp0+V++LxeJg5cybnRNHs7e3x6NEjFBUVgWVZXLx4ERcvXgQger/s3LkzrKysJPYjEMsB+H7Ipk2bVq/hcgbLsrCwsICrq2uZhdWLY21tjWvXrmH58uVkv7OwsLA6zJRbivsnhIssv3v3TmJeiiS44nsobS7y6dMnACBFcsubY8owDNTU1KCjowNDQ0NYWFjAxsYGWlpaUrG5tlOvXj1Oi9qIi8no1q1bmW2kQfHv4QKlxf5zGQcHhxLXpXiOnbg20oCLuXy5ubmYM2cOXrx4IVLMgkIRhkY3UxQGPT09nDlzBt7e3nj06BGptmxoaAgbG5syg+a8vLxEEgi4VInFzMwMAEiiyZUrVzBmzJhK9XXt2jURR76gbwqlIghXk6cL2soh7JwSlxxW/LomJyeXKhoi7DATOC0olIpSvOKJODp06ABPT0/cuXMH3t7eiI+PR2ZmJurWrYu2bdti8ODB6Nu3bw1YKx9ERUVhyZIlJHi6sonzAoctlxeEKSkp5Pp17NiRs4nclUH4uVy3bl0ZWkKhlERwb1NXV0fXrl1haWkJKysrdOjQgdP3vLIQXrOJEwEqXsU1JydHYjVrfX19GBsbIyoqCgkJCYiIiED79u2laq+8Qp2vVUM4kFjcc7m4qE1ubq5EoRsVFRV06tQJz549Q35+Pl6+fFmuyjaKhLe3N1atWkWCiIH/KlsDEDtGWZZFQUEBbt26hadPn8LZ2Rk//fRTjdsua7p16wZbW1scOnRI7PUSiK9s2bKl1N/47du3yWcsLCyq33A5w8LCAi4uLvjjjz9IwCfLskhKSsL9+/dx//79Ep8pfp01NDTg5OTEyetHBYsp8gAVQ6w6oaGhAPjXsFWrVjA2Nq5Sf8JrcOH7hCLz8uVLUrXQ1NRUbCXX8mJtbY3jx48DAO7cuVNC6AYA+vXrh/v375NEBEVFTU0N8+fPh62tLXx9ffHq1SuEhYUhNTWVzMvr1q2L+vXro2PHjjA3N0ePHj2oUBqlSnz+/BnR0dHkWeHg4FBukRthOnfuDAcHB6xZswYA8PbtW3z69IkTiUDClW7btWtX4v3iz+GcnByJgpHGxsYwNDREXFwcXr9+jZiYGM4IQ48fPx4uLi5gGAbx8fEYNGgQTExMkJKSgk+fPomsR0orRuPj40PWMKqqqpUqeFMboeOw4jRq1Ah9+vTBo0ePEB8fj6ioqCrPC7kKjQOTDo0aNcKJEyewb98+HDhwgCSevXjxAiNGjICTkxP69++P5ORkrFy5Es+fPxcRJe7UqRN27NjBCVFnbW1tbNq0CUOHDsWff/6Jjx8/kuvg5eUFX19f/Pnnnxg2bJisTaVwkPj4eNja2uLkyZNVFiM9cuSISFVnLtCqVStyLCxSLEy7du2I0I23t7dEUb6UlBQEBweT61e/fn0pWyv/+Pv749mzZ3j58iXCwsKQk5Mjtp26ujo6deqELl26oGfPnujRo0cNW0pRVL58+UKOqyI0Lvx5lmVF+hVGeE6ZlZVVpe+j1B4cHR2Rm5srsn+srKwMQ0ND6OjoICsrC3FxccjPzydzxvfv3+PYsWPQ0dHBkSNHAPy3D1qnTh1MmjQJ06dPp4U1QUXoygMtslUzFBQUYNGiRTh16lSpY6wsvn//jlmzZiE8PJxT82yA7/P7888/sWHDBpF7prDIl66uLrZu3VpqP56enuTzXItvUFJSgq2tLRYsWFAibrO8NGnSBCdPnsTevXtx4MABeg8BjeMsDw8fPpT4nrGxMbmGZ8+e5cS+HKX6mTJlSglRquICe8XbSAOuCfkBokUbKyqgxiXKyrGTxvOU67l8Bw8eRGBgoMjcUE1NDV26dEGrVq2gra1dZd8OpfZDo9PkmJSUFMTGxiI9PZ1UKKsIXFT4AviBq5VJZpowYQImTJhQDRbJP02bNoWxsTFev34NlmXh7OyMNm3aVFikJjQ0FM7OzuTB265dO84p6VKkw48//kiOFUVZvaYRFrL5/v272PeVlZWJIM6nT59KDUwSFs4RbBxQKNWFqqoqRowYwZmqrJKIjY3FtGnTkJGRUeWFLXVY/1flg2EYNGvWTMbW1C6E53OCoHYKRd7o1KkTFbmpAMLBhuIErIoLIGZkZEgUugGAFi1aICoqCgC/AgZXhG6o87VqCG/Mi7tOxSt0ff36FTo6OhL7Ew4k/vr1qxQsrD34+PjA3t4e+fn5AP7bGBGMSX19fejo6IBlWfB4PHz48KFE5bn09HQsWLAAbm5upVZQUlSWLFmC5s2b4++//xZZ87IsCyMjI2zYsKHUqvXBwcEIDg4mr7kmtCRgyJAhMDQ0xIoVK0QEMyQhPFbbtWuHbdu2oW3btjVlrlxBBYsp8gAVQ6w6ws8Q4QSqyiKcuCYpYUjR+PDhAzmu6v6S8Offv38vto2wSAEXqjErKyujV69e6NWrl6xNoXAAwfyYZVno6emVKiBSFqNGjcL27duJbzI4OJgTAbXCyXPihL+KP4d5PJ5EgRGA/3wXJPW+efNGIQVGxDF16lTcvHkTkZGRYBgGBQUFCAsLKyESO2/ePOjp6Uns5+7du6R9+/btJYrxKhp0HFaOlStXws/PD9nZ2di8eTOOHz9e7oq3lJLQOLCqwzAM7O3t0aNHDyxfvhyJiYlgGAbp6emws7PDyJEj8e+//yI5OVlkX3rGjBlYtmwZ5wQQrayscOvWLbi6usLDw4P8PS0tDStWrMCtW7ewYcMGWljl/6GxCDVHSEgIFi9ejP3791d6L/TkyZNwdXWVsmXyj5GRETQ0NJCTk4PPnz8jNTW1hEBNr1698OzZM7Asi4cPHyIkJESsqNrmzZuRl5cHgH9/rUpCdG2isLAQV65cwcmTJ/H27Vvy99LuATk5OQgMDERgYCDc3NxgZGSEqVOnYvTo0Zx7tlCki/C4+/jxY5X6Et5DKSoqEtumrH1tiuIRERGBly9fisSBLFq0COPHjxfZs8vNzcX169exfft2ZGZmAgAuXLgAHo8HgP+cUFJSwuTJkzFv3jzUq1dPFqcjl1ARuvIhGIOU6uX79++wtbXFuXPn0Lx58wp/PicnB7a2tggKCpK+cbWECRMmoEWLFtixYwfCw8MB8J/XSkpK6NOnD1avXo2WLVtK/PyzZ89EYkz69etXE2bLDe7u7lKJ1WIYBgsWLCD+H65B75fSh8vCDJTqpTy/V/qbrhrCebmUktTkGOTyWM7Ly8Px48dFxH5sbW0xe/bsEjkClPKTk5OD6OhopKSkgMfjoaCgoMJ9yJv2CPUUyxlfvnyBh4cHbt++XeUAdHkbbBT5Zs6cOVi6dCkYhgGPx8OMGTNgb2+PqVOnlumYLygogIeHB/7++29kZ2eTB8+cOXNqyHqKomFubk6U2ENCQkqt/EYRj/CiJDk5ucT7DMOgZcuWiImJAcAPCi6taorAeQiUrCJOoVCqh/Xr1yM9PZ04CBmGQa9evWBpaQkDAwNoa2vToNgK0KhRI3JcmYUcl+natSvq1q2LjIwMhISEoKCggD4LKHKB8CaKIEAO4Au3dO/eHVZWVrCysoKhoaEszZRLhBPjBWIXwhRPpk9MTCxV0V14zcgVgRHqfK06wiJLgqAvYTQ1NUnQMQAkJCSUmvwknHjFJWG29PR0LF68WKRSnIaGBsaOHYthw4ahffv2JeaMhYWFiIyMxM2bN3Hx4kV8//4dDMMgPz8fixcvhpeXFyeD7MaMGYPffvsNYWFhxC9raGgotmJ9cTIzM2Fvb09e//zzz9Vmp7xjbGyMmzdv4sGDB7h06RICAwNJMGdxtLW1YWFhgXHjxnEuUKk4VLC4eqFFBcoHFUOsOsJza2kkvwvPkbgyxxReT4i7H1YEwZhmWVbivVA4YV8gGkihUKSDYG+KYRh07Nix0lVIAb5IU6dOnfDkyRORvhUd4eesOJ928WdDYmKiSDXs4gjvtXKp0IiKigrc3d1hb2+Ply9fAhANKGRZFpMmTSo1tiElJQX3798nvsjevXtXr9FyBB2HlcPQ0BBbtmzB8uXLERgYiCVLlmDLli2cmdNR5Jdu3brh2rVrcHBwgLe3N/EnXr9+XeTeWL9+fTg5OXFWzBng36/WrFmDoUOHYvXq1YiNjSXX6/Hjxxg2bBiWLFkCIyOjSvXfrVs3KVssGwTrfkrN8fjxY6xbtw4bN26s8GfPnTuHLVu2kDlNacUFFA01NTWYm5vDx8cHAD9ZvrjPb+jQodixYwcKCwtRUFCAGTNmwNbWFr169YK2tjbevXuHEydOwMfHh9wPWrRowQmfV2xsLJYvX47IyEiR54VANLIsBJ958+YN1q5di7Nnz2Lbtm0KK3pIqX4EYnMsyyI8PLzMeIbSePDgQYl+iyPYe2YYhlP3TgE8Hg88Hk+iEJAkarNIsZeXF4D/RBr2798v1hegrq6OsWPHonPnzhg3bhzy8vKQmJhIYkgaNWqEvXv3ihVO4zpUhK5sqiIcTik/derUQXZ2NpKSkjBr1iycPXu2QmJJeXl5sLOzQ0BAAJkjWlpaVqPF8oug0EJycjKJuTEwMBC771wcbW1tODk5kdc//fRTdZkpl0i7IFn37t1x/fp1qfYp71D/hPQRjoMrz++YQikvVOSGImtOnjwplTaUsgkMDER2djbxIS5duhSzZ8+WtVm1koKCAly8eBHXrl1DWFhYhX00xZG3eFianShHnD9/Hk5OTsjNza30A1k4wYpCqQg2Nja4cOECfH19wTAMsrOzsX37dri5uWHgwIEwNTUlSfUMwyAzMxPx8fEICQnB/fv3kZ6eTsYewzDo0aMHbGxsZH1alFqKkpISfv31V7i5uSE3NxcnT56kwkkVRLARzLKsiEiNMCYmJkTo5ubNmxKv8YsXLxAbG0teV3ZTkEKhlJ/4+Hj4+/uTuZ2+vj727t1briRbinhMTEzI8bt372RnSC1ETU0NNjY2OHfuHLKysnDlyhWMHTtW1mZROM7GjRvh6+sLPz+/EslN6enpePDgAQlIaty4MRG9sbS0pHMZiIp/paenl3hfRUUFzZo1w+fPnwEAYWFhpQbefPjwgRxzRUyMOl+rjoGBATn+8uWL2DZGRkYICwsDAAQEBEgUwigqKkJoaCh5XTwRX5HZv38/EUdkWRZdu3aFq6srmjZtKvEzysrK6NixIzp27IiZM2di+fLlCAgIAMAXLThw4AD++OOPmjoFuUJJSQmdO3eucLBh7969OZXoWB4GDBiAAQMGoKioCDExMUhKSiKBwPXq1UPDhg1hZGRUpYRnRYIKFksfWlSg4lAxxKqjp6dHjlNSUqrcn7D/gisidIJEEZZl8fr16yr1FRkZSY6Lj18B2dnZ5Lg04SYKhVJxhMVIpZEEJtxHVYWwagvCYiEZGRkl3ldVVSWFQwB+IHdpiTyJiYnkWPj+xwX09PRw5swZeHt749GjR8TnZWhoCBsbmzLXgF5eXmjQoAF5PXDgwGq1V56g47Dy/PLLL9DT08PChQtx//59vHz5EuPHj0fv3r3RunVrTibIlhdPT08i4MAwDK5evVqrk2Tljfr16+PQoUNwcXHB0aNHiV8R4F9vc3Nz7Nq1S2KiN9cwMzPDtWvXsG/fPri7u6OwsBAsyyIjI6NSQiMA/zpHRERI2VKKojNhwgScPXsWAHDx4kU0bdoU8+fPL/fnr169ig0bNpDfvJaWFg4fPlxd5solAwYMIEI3d+7cKeHza9KkCaZNmwZ3d3cwDIOsrCzs3LkTO3fuFGknfM9cuHBhjdguS27evIm1a9ciJydHJDadZVmROHd1dXUyv8nMzCzhXxT+XEREBH777TesX7+eM77X8pCXl4enT5/i1atXCA8PR0pKCpmD161bF3p6eujQoQPMzMzQt29fqQht11bMzc0B8MdVUVERnJycsGvXrgr3ExUVhcuXL5PxKehXXDsBXJiXPn36FLdv30ZISAjevXtXqeSp2j7fEcQoMAyDAQMGlLkPbGxsjIkTJ+LYsWNkPCkrK+PYsWNU1EsCVISubIRFPyjVx+7duzF37lwUFhbi3bt3mDdvHk6cOAF1dfUyP5ufn4+FCxfi2bNnZAxaWFjgwIEDNWC5/NKgQQMRX2p5MDU1hampaTVZxE0qIthEoYhDWOiGIh2+f/8OHo9XqRhrRVmHlGd+Q+dAlOqme/fuUmlDKZv4+HgAfH+gnp4e/ve//8nYotpJVFQUlixZQuIIFVF7hJsRznLIsWPH4OLiInagCL8uPgiLv0cV6yhVYe/evZg8eTKioqLIjSs9PR2XL1/G5cuXJX5OePOOZVkYGxtj7969NWW2XBMTE4OAgABERUUhJSUFWVlZFa4KyjAMTpw4UU0Wyi/29vZ4/PgxoqOjsXfvXpiYmKBPnz6yNqvWoK+vj8aNG+Pr16/IyspCdHQ02rZtK9Jm8ODB8PT0BAC8ffsW27dvx/Lly0XaJCQkYOXKlSKTGQsLixo7j+rk559/FnnNMIxIhQ5xbaSBuO+hUIrz4sULAP9VBaEiN1VHX18fpqamCA4Oxtu3b/Hu3Tu0bNlS1mbVGpYtW4YnT57g06dP2LZtGzp16iQiHkQpm6lTp0q9T67OEwFg7NixRHApOjoaPj4+8PHxQWBgIHg8nsja+OvXr7h+/TqpUmFoaEiEb3r06MHJhALhQJq3b9+KbdOuXTuS9PPw4UNMnDhRbLtPnz4hLCyM+CeEk3sVGep8rTpt2rQBwL+GMTExKCwshLKyskgbMzMzhIWFgWVZ3LhxA3Z2dmKTlK9du0YSqgCgRYsW1Wu8nCCotiz4/XXu3BnHjh2rUGBrkyZN4O7ujsmTJyM0NJT06eDgIJfObErtQ0lJCW3atCG/eYp4qGCxdKFFBSoHFUOsOgKhOUEl4aqQmJgoInTDlWB44QCtz58/49mzZ+jVq1el+rp48SIA/u9ZWFBMGEGyPcMwnFnLUFBC1JFhGGzZsqXUNtJA3PcoMsICXdIQPPv27Rs51tXVrXJ/tYFWrVqR47i4OLFt2rVrR9bD3t7e+O2338S2S0lJQXBwMJnbcDXI3draGtbW1hX+3IQJEzBhwoRqsEj+oeOwJJXZG2FZFklJSdi3bx/27dtXqe+t7YmiFeHjx48kqbt9+/YKE8QvTzx+/FgkqVtYfCAuLg6RkZFU6EYINTU1LFmyBEOGDMH06dPJmpnGaVJqkrVr1yIxMREPHz4Ey7LYs2cPmjZtil9//bXMz966dQtr1qwBwB+3mpqaOHToEOcSSYcMGYLDhw+DZVlER0fj8+fPaNasmUibRYsWISoqiiQrA6K/dWFf4fTp0zF06NCaMV5G3LhxAw4ODigqKiLFP1iWhbq6OgYMGABLS0t06NABRkZGJfam8vLyEBMTg/DwcPj4+ODBgwfIzc0l1zAnJwerV68GwB2hcUnk5OTg4MGDOH/+PNLS0sjfhcfe58+fwTAMfH19AfDX3GPHjsXcuXM5Kd78ww8/wMzMDMHBwWBZFl5eXnB0dISjo2O590mDg4NhZ2dHROwYhsGIESPEthVcdwAlYnAVidevX2PFihUi+1Rcne8Ir38HDx5crs8MHjwYx44dA8B/XgwfPpwzfv3KQkXoKPJA79698ddff+GPP/4AwzAIDg7GkiVLsG/fvlL3iQsLC7F06VI8fvyYzJFMTU3h5uYGDQ2NGjwDCldIT0/H9+/fwbIs9ZVRKLWEmJgYXLt2Df7+/oiOjkZOTk6l+lGkvYHRo0dLpQ2lbKpaFE4YhmFQp04d6Ojo0KKGlAqRmZkJgD+GTE1N6fipBLGxsZg2bRoyMjKqHMsqzz4eKnQjB0RERGD79u0A/gueHjRoEPr37w9lZWWsWLGCvHfy5ElkZWUhKSkJQUFBePDgAanarKenh5UrV9JFC6XSaGtrw8PDA5s2bcLVq1cBQOyGnTDCG1gsy2LkyJFwdHSEtrZ2jdktj7x48QIuLi4ICQmpUj9cS6YQRk1NDQcPHoS9vT0iIiIwd+5cTJo0CdOnT6f3uXLSs2dPXLt2DQDw6NGjEpts1tbW+PHHH/Hp0yewLAt3d3f8888/6NWrF7S0tPDu3Ts8fvwYeXl5ZCxaW1uLJL3UZj5+/FiiOllZbaQBV3/Tffv2Rc+ePdGjRw9YWlqWCBahiCIICGYYBh07dqQiN1LC1taWVDVzcnLCoUOHZGxR7UFHRwf79+/HvHnz8PnzZ0yaNAmLFi3CuHHj6MZcOfH395fqM4DL88TitG3bFm3btsW0adNQVFSE0NBQ+Pr6wsfHB69evSpRLS4uLg5xcXE4c+YMlJSU0L59eyJ8Y2VlJaOzqFlat24NLS0tZGVlITk5GYmJiSWS4H/66Sc8fvwYLMvi+fPnePjwIfr37y/SJi8vD2vWrEFhYSGA/xyRXIA6X6uOnp4ejIyM8PbtWxQUFCAwMBA9evQQaWNjY4PTp0+DYRgkJyfDzs4Ozs7OIuP1+vXr2LhxI5m3a2hoKIw4Z1kEBweTgFeGYfDXX39VqnqjmpoaNm7cSALH0tPTERwcDDMzM+kZS6FQSoUKFksPWlSg8lAxxKrTpUsXqKqqIj8/H5mZmXjw4AEGDBhQqb7OnDlDjnV1dTkjNtujRw9oamqSKuFr167F2bNnK5xk6+bmhlevXpHXkkQNQkNDybG+vn7ljFYQ8vPzcfnyZTx69AgfP36EqqoqDA0NMXLkyEqJQsgzV69eFdn/FCdAI9xGGkj6HkVGsG5jWRbBwcHg8XiV3j/m8XgICgoq0beiY2RkBA0NDeTk5ODz589ITU0tIQzSq1cvPHv2DCzL4uHDhwgJCRErRLd582bk5eUB4M97OnToUCPnQKn90HFYkoquFQQxNZX5LFcRJGszDMP5OZq0KSgowPbt20WKKBQXcEhNTcXcuXMxffp0LFu2DCoqNLwUAL58+YLt27cjLS1NRCCI/q4pNQXDMNi5cyemTp1KhB3Wrl2LRo0alVo47t69e1i1ahXxd2loaGD//v2c8xkCfP/U48ePS22jpqaGAwcOwM3NDUePHsX3799F3mdZFk2aNMHChQslivspCpGRkfjzzz+JyI1AJGnevHmYOHFimes7NTU1mJiYwMTEBL///jt4PB7OnDmDAwcOICcnBwzDoKioCGvXrkXbtm3Rvn37Gjoz+SI8PBxLly5FQkJCiRhGSX4JlmWRmpoKNzc33L17F66urujYsWON2Swv/PHHH0SQlGVZXLp0Cc+fP8eUKVMwaNAgsTHGeXl5ePHiBa5cuYJbt26JiDj17dtXbLxIWloaETEAoLD3Tx8fH8ydO1ckVlhcXK0k8a/i79V2BPEgQPlF6I2MjEReV0eRTUWDitBR5IXRo0fjy5cv+Pvvv8EwDB49eoT169djw4YNYtsXFRVhxYoVuH//Prlftm/fHu7u7qhTp04NW09RRAoLC+Hl5YXHjx/j5cuXJNcHkCx4ER8fj/fv3wMA6tSpgy5dutSozRQK5T94PB42b96M69evk9+uIs2VKbWD/v37V0ueia6uLtq3b49OnTph+PDhJdZBFIowwvGC4orcUspm/fr1RD8E4M8Fe/XqBUtLSxgYGEBbW7tEkeHaCN2JlAMOHjxIksJUVFSwY8cODBo0CAA/wV6Y7t27k+MxY8bA0dERR44cwcGDB5GamgoXFxe4u7tzJuC1LFJSUhAbG4v09HTweLwKTwy5WClAS0sLTk5O+P3333HixAk8fPiw1GqrLMtCRUUF/fv3x9SpUxXWiV8Rjh8/TpIpShPQoJTO3r17AfAD4969e4fv37/j1KlTOH36NNq2bQsTExPUr1+/wg5Be3v76jBXLhkyZAiuXbtGNvJsbW1F3ldTU4OjoyPmzZtHHK1xcXEilYKFk4K0tbWrpYophRt8/foV169fx/Xr1wEALVq0gKWlJSwtLdGjRw/OJDyVF1VVVXJMAzilR//+/TFlyhScOnUKT548wcqVK7F+/Xq6uVQOBMJpU6ZMwd69e/H9+3ds3boVu3fvhqWlJXkuV9QBwcX5dlWgju6yUVJSgqmpKUxNTWFra4u8vDy8fPkSPj4+8PX1RXh4uMj6prCwEGFhYQgLC8ORI0cURvW+LJSVldGtWzcSzPn48WOMGzdOpM0vv/wCFxcXZGdno6ioCAsXLsSvv/6K3r17Q1tbG3FxcTh79ixiYmLIfNHY2JgzFamo81U69OnThyTS//PPPyWEbrp06YKuXbvi5cuXAAA/Pz/0798frVq1gra2NhISEpCSkiKy9v79998582wXrN0YhkGbNm2qJI5obGyMtm3bIjo6mvRNhW4olJqFChZXHVpUoGpQMcSqU6dOHXTv3p0kem/btg09e/as8NwkMjISx44dI/Psyorl1EY0NDQwcuRInDt3DgzD4OPHjxg/fjw2bNhQauKegMzMTLi6uuL8+fMiQoiSKtw/ePCAHHfq1Elq5yEPPH/+nAgmqaiowMXFRaIo4rdv3zB79my8fv0awH/+h6ioKNy5cwcDBw6Eq6uriM+SQimLrl27QkVFBYWFhcjPz8fevXvh4OBQqb72799PxDGUlZU5sx+tpqYGc3NzUtna29u7hD916NCh2LFjBwoLC1FQUIAZM2bA1tYWvXr1gra2Nt69e4cTJ07Ax8eH3BdbtGjB2SRSSsWh41A8FRG3oH79iiO8jqXXT3p8+PABS5YsQVhYmEjycr9+/bBixQo4OTnh6dOn5O/Hjx9HYGAgdu7ciebNm8vafJly7tw5bN++HVlZWSLJtT/88AN+/PFHGVtH4RLq6uo4ePAgxo8fj4SEBBQUFGDRokU4ffq02Ofqo0ePsHTpUhQWFoJlWaipqeHvv//mTOGPyqKmpgZ7e3vMmTMH/v7+iI+PB4/Hg46ODtq2bQtzc3OFSB4oi9WrVyMvL488F0xNTbFr165KFzbT1tbGnDlzMHz4cCxatAghISFgGIb4EgWFObnE69evMX36dBLbLlxwFOD7yQSCQjweDzk5OeSzgrbx8fGYMWMGTp06BWNjY5mch6wwNTXFsmXLsG3bNnI9Pn78CGdnZzg7O0NXVxdNmzaFlpYWCgoKkJ6ejg8fPhC/tfA1NzAwwKZNm8R+z9GjR4lPQkVFReEEoQF+XOfixYuRm5tL5joNGzZEnz59UKdOHZw+fRoAf9zZ29sjKysL3759Q3BwMEmoF+ytjB07ViGEErOyssixjo5OuT4j+L0KxhbX9pgqAxWho8gTggKQFy5cAABcuHABTZo0IYU1BbAsi9WrV+P27dvkOdK2bVscO3aM84XCK0J6ejp8fHxECi/07NmTE/Pssrhz5w6cnZ2RmJgIoPy+sW/fvmHWrFlgGAYqKip4/PgxGjRoUJ2mUmo50hLlYxgG2tra0NHRQaNGjdCpUyeYmZnB3NxcKv3XNjIzMzFt2jRERkbSgrYUuUDaeyxpaWnw8fGBj48P3Nzc0L17d2zYsAEtW7aU6vdQFAPh/ZPU1FQZWlI7iY+PJ8XWWZaFvr4+9u7dW6VcAXmFYemOsEzJycmBhYUFcZzOnj0bS5cuJe9//PiRTB4ZhkFkZKTYfh49eoQFCxagoKAAjRo1wo0bN0pUUeIKX758gYeHB27fvo1Pnz5VqS9J15tLZGdnIzQ0FOHh4UhJSUFGRgYAoG7dutDT00OHDh3QqVMnUlGJ63h7exMxkeLK4ZqamtDR0amUE//hw4fSM7KWYGxsXKrif2UXfFz6XRcUFGD//v0oKioCAEyYMEFslctLly5hw4YNyM/PF3tdWZZFvXr1sHfvXoUKHp4yZUqJv506darMNtKg+PdwAeHftLgKNG3atIGVlRWsrKxgYWHB+YTx+/fvY8GCBWAYBv369cP+/ftlbZJCcfjwYezatQtFRUVo3Lgxxo8fj379+qFNmzZ0o0QCpT2Xq+KE5dJzuXjyZ1mwLIuMjAwSPCG4zhoaGiJrPS7OE6sCj8dDQEAAPD09cfv2bfJ3wYYCl8bklStXsHr1ajAMA3Nzc5IAKcyRI0ewfft24iATdx8QvKekpIQjR46gZ8+eNXUKMsXHxwczZswAwzDo2bMn3N3dZW1SrSQsLAy///47AL6fwdvbu4R/ISYmBhMnTiT+COHnT/Hj1q1b4+LFi5wRunF3dyfBmwMHDsTu3bur1N/ChQtx7949MAyDFStWYObMmVKylEKhlAdhv6K+vj7u379fos3jx48xb948AOLn48LPZh0dHVy+fBktWrSoAevlA8F9DBBfVKC0vZacnBxSVKCwsBD169fnZFGBuXPnkuq069evLyGGmJaWhv79+yM7O5uI4EsSQxRgbGzMqUSVFy9eYNKkSeS32aVLF+zbtw/16tUDUPZYfPnyJRYsWEDE/FRUVHDr1i0YGBjU6HnIkszMTAwZMgTJyckA/ru3tWnTBoMGDUKHDh3QrFkzaGlpIT8/HxkZGXjz5g0CAgLw4MEDMj4F/wfLli3DrFmzSnxPSEgIxo4dS9odP368hPBibUZ4bmdjYwNXV1eJbSdPnozAwEAA4isxl6eP2kTxxC9xv8XqSA7jmt8BAGbNmoV///0XAF+c2MHBAVOnTq1QH2fPnsVff/1F5j69evXCkSNHpG6rvOLh4YG//vqLVJc/dOhQiTbbtm2Du7u7RP8NIDp33L59O61uTakQdByKIsvCME5OTjL77prkzZs3GD58OBiGQfv27XH58mVZm1TruXv3LhwdHcHj8QD8V9Rs+fLlmD59Oml35MgR7Nq1i4hiAPyE3b/++gtDhgyRheky5f379/jzzz/h7+9fYj9k2rRpWLx4MdTV1WVtpsJQVFQEhmFoAlA5eP/+PcaPH098Bw0bNsS5c+dERKn+/fdfzJ8/X0ScYdeuXZwS06VUnrt372Lx4sXk92hhYYFDhw5Jbf/t+/fvsLW1RUBAAAD+/HDXrl0YPHiwVPqvDeTk5GDIkCH4/PmzyPOlf//+GDZsGMzMzNC0aVORzyQmJiIoKAg3b97Ew4cPybOaZVk0a9YMd+7cgYaGhixOR6acPn0aLi4uIsJMwhSPVyz+t06dOmHfvn1o3Lix2P6fPHmC7OxsAPx5Ua9evarjNGSKk5MTTpw4Qa7LpEmTsHLlSqipqZXpzw4KCsKuXbvg6+sLhmFgZmaGgwcPQldXt8bPQ5oIfIMMw+Cff/4pt2hNZT9HKR95eXmcFqGjVD9FRUWYP38+EWBiGAZbtmzB6NGjSZu1a9fiwoUL5JnTqlUrnD59mtPFXr99+4aQkBDyuk+fPhILLwD8+O39+/eLiPgBfJG1DRs2VDjOVpFYv349zp8/L1aUQNjvKmmv6ddff0VERAQYhsGqVatEfD4USnEEeQHSSisv7s9p0aIFpk6digkTJkBJSUkq31EbcHR0xMWLF0XWHNra2ujSpQtatGgBbW3tSuWU2tvbS9tUioIjLiZCGEm//fK0E5cvvW3bNup3pJSgoKAAffv2RUpKCnR0dODn58epZ0JVEeT6APx4m6tXryqkyA1AhW5kjq+vL1k8qKiowNvbW0Q1s7xCNwCwa9cuHDx4EAzDYNKkSfjzzz+r1XZ55Pz583ByckJubm6lJ9vlWQBSKJKwsbFBbGysiFLa7NmzYW1tLVZghCIZcQn1VYH+rksnPj4ebm5u8Pb2RlJSEvm7vr4+Bg8ejJkzZ3LaCUupOnPnzsWLFy+QmZlJ/lbcOSb4zSsrK6Njx46wtLSElZUVzM3NS3V6KyKpqano06cPCgsL8eOPP4pUl6ZUHmH18aSkJOTm5gIQHXs6OjoVCs5hGIYT/z/CDu3Sns/lmYPT+XbFSExMxJMnT3DixAm8ffsWqqqqcHBwwKRJk2RtWq1CIHDj6+sLHx8fvHnzRuR9Lo5JHo8HW1tbcu7bt28vUYFPUIXm6tWrEgXrBJ93cHDAtGnTavYkZAh1vkoPX19fMq46dOiAunXrlmgTHh6OpUuXIj4+nvyt+FyyW7du2LVrF6eq0Rw9ehQuLi5U6EaKZGZmwtPTEwEBAYiKikJKSgp4PB4RKS8vDMMgIiKimqykKCpUsLhq0KIC0oGKIUqHFStW4ObNm+Q66OrqYsqUKRg0aBA0NDSIAJNgLObn58PPzw9Xr17FnTt3yH2AYRjMmDEDK1eulOXpyIQ3b95g+vTpSE5OLiFwWBrCY5JlWUyaNAmOjo5i2y5YsIAIcNSvXx///POPQiVUduvWDZmZmWAYBvv27ZMYGOzl5YVFixaJXDd1dXVoaGggPT1d5Lfu5uaGPn361ORpUGo5oaGhGDt2LID/fp99+/bFggUL0LFjx1I/GxERgX379hGRZ8Fz5fz58+jUqVO12y4vpKSk4NdffyXnf+bMmRL+m7y8PMybNw/Pnj2TmMAneD1jxgysWrWq5k6AohDQcUiRBcOHD8ebN2+gpKSER48e0XibSpKXl4ctW7aQJCnBb7F58+bYuXOn2GdqcHAwlixZgk+fPonMBceMGYM1a9ZwRtjlxIkT2LVrF3JyckSunZGREbZs2YLOnTvL2sRaTVJSEm7fvo1Xr16R4nuC4h9aWlqk+J6ZmRlsbGzQqFEjGVssf4SGhmLq1KlkjBoaGuLs2bOoV68e/Pz8YGtri5ycHDAMA2VlZbi4uMDGxkbWZlNqCTNnzsTz588BALq6urh9+7bU99+SkpIwdOhQUujCysoKR48elep3yDP79u3Dnj17yPPF0NAQLi4u5V7vhoeHY8WKFYiNjQXAn2/b29vDzs6uOs2WW2JiYuDs7Ix///1XxLdaHOE1SqNGjfC///0PU6dO5fQ+f1FREbp3706ewz///DP27t1L3i/v3oqrqysOHz5MxG5Onz5dq4VHqNANRRH4/v07IiMjkZqaivT0dAD853r9+vVhYmLCmQJSFSUnJwdTpkxBWFgYEYk9ePAgevfujb/++gseHh7k+W1gYICTJ09y3mfh7OyM48ePAwDatWuHa9euSWy7b98+7N27V2z8IcBP4N22bVutFciuCs7Ozjh27BiA/3yp+vr6sLCwgLq6Os6dO0fek/Q8Fi6Y1r17d5w4caLG7KfUPqSdryeg+L6AmZkZduzYUWJPQRFJTU1F7969UVRUBJZloaamhlWrVmHs2LFQVVWVtXkUjiFY1xUUFODcuXNIT08nv88ffvgB7du3R9OmTaGtrY28vDxkZGTg7du3iIyMRG5uLrk/9O/fHyYmJsjJyUFGRgbi4uIQHh6O79+/izzHNTQ0cOrUKU7t41PKh7DmRXERSUrpuLm5YceOHWAYBp06dcKFCxdkbVK1QYVuZMylS5fw559/gmEYtG3bFtevXxd5v7iDMDQ0VKJyH4/Hg6WlJQoLC6Grq4t///23Uip/tZVjx47BxcVFZHNZQPGqtsJIeo9rSY6UqvP27VsMGzaMjKkePXrg0KFDnAnykDa0WqbsECxA6taty8kqH5Tqo6ioCGFhYURk4OXLl0RoBBANchV+Pqurq8Pc3JwI33Ts2JETG8zLli3DrVu3wDAMTp06xakExepCklO2Kksirjxb6HNZ9uTn52PTpk04f/48GIbBkiVLMGfOHFmbJbfk5eXh1atX8PHxga+vL8LCwkRECoonPwJ0TJbG1atXcfDgQRGREQGdO3fGkiVLYGVlJQPLZAt1vtYs+fn5uHPnDry9vREfH4/MzEzUrVsXbdu2xeDBg9G3b19Zm1jjXLt2DQ4ODmAYBq1bt4anp2eV+hMkEDEMAycnJ4waNUo6htYCioqK4ObmhoMHD5I1Cp0jlp+pU6dKvU+GYWjQTSlQweKS0KIC0oGKIUqHvLw8TJ8+HS9fviwhCKSsrIyCggIA/Ov1ww8/4MuXLyQBQ3iPq2fPnnB3d1co8ZWK8P79e6xevVqkujdQdmUplmWhqamJpUuXYsqUKTVjrJwRExNDgoBVVFQQGBgo0dc/depU+Pv7A+BX2tq4cSNsbGygrKwMb29vLF++HDweDwDImKRQKoKLiwuOHj1a4n6or6+Pzp07o2XLltDW1gbAfw7Fx8cjJCQECQkJAER9ONOnT6fiGBLIy8uDm5sbjh49iu/fv5d4v0mTJli4cCF+++03GVgnn6SkpCA2Nhbp6eng8XgVXgNyac1cXug4pEiTy5cvY82aNWAYBiNHjsTWrVtlbVKtZOTIkYiOjhZZZwwePBibN28mz19x8Hg8rF69mohiCz5vZGSEXbt2oXXr1jV4FjVLXFwcVq9ejaCgIJHrpqKigv/973+ws7PjXJEeafLt2ze4uLjg7t27ZG1c1hpPWVkZv/zyC1auXInGjRvXmK21AW9vb9jZ2ZE9UFNTUyxatAjz589HdnY2AH6i6JYtW+jchVJuvn//ju7du5NxtXr16mrzr5w8eRJbtmwBwPdf+Pv7cybpvm/fvvj27RsRuTlz5kyFBddTU1MxceJEvHv3DizLonHjxnjy5Ek1WVw7+PjxI+7du4egoCC8fv0aaWlp4PF4UFVVRd26ddGsWTN07twZPXr0wE8//VSrhVikRXh4OFmjMQyDmzdvwsjIiLxfkb0V4aIqK1euxIwZM6rX+GqECt1QaiuZmZm4dOkSbty4gejoaLL3VBwlJSW0adMGI0eOxG+//Sa2IBWXSUlJwbhx4/DhwwewLIs6derg559/Fily8cMPP8DDw4MTwg1lMXjwYMTHx4NhGDg6OmLixIli27179w5Dhw4V2RMVRnBtNTU1cffuXU4JCL18+RITJ04k6+CGDRti48aN6NevH4DyP4/fvXuHX375BQA/9yIgIICzPoyioiK8ePECwcHBiI2NRUZGBng8nsT7ojgUPW6pOvICBBTf1//xxx9x8eJFhY9jun37NinIxTAMdu7cSX6TFIos+PLlCxYvXozg4GCyNzB79uxSC9JkZWXB09MTe/bsQVJSEhFsEi7QnJubi5s3b2LXrl1ITk4GwP+9d+7cWWGEOEoT7qsMWlpa0NbWRsOGDdG6dWtO5EMKyM/Px/jx4xEeHo569erh3LlzaNmypazNqhUcO3YMzs7OYBgGNjY2cHV1lbVJ1QYVupExwoqZ4iovJyYmwtraGgB/kvPixYtSHfmTJk3CixcvyIS6e/fu1Wq/vBAREYExY8aILHoHDRqE/v37Q1lZGStWrADw30IjKysLSUlJCAoKwoMHD0hFwvr162PlypXEsciV60eRDoJqtwB/4+2ff/7hlINF2nz8+LFa+v3xxx+rpV8KhVJxxIkQCIKZAMnCN1paWujWrRusrKyqJaFSXvjy5QtGjhyJjIwMGBkZ4cyZM9DR0ZG1WbUagdCNNJdAXEliFiQ8SRs636448+bNw6NHj6CkpITjx4/Ta/j/sCyL0NBQ+Pr6wtfXt4SYmvDzRPgeoKamBjMzM1hZWcHKygpmZmY1bXqtIi4uDgkJCcjMzISOjg7atWuHpk2bytosmUGdrxRZExISgrFjxwLg39+uXLkCExOTSvUVFRVFAt0ZhsG5c+dgamoqLVPlmqKiIixduhReXl4Sq0ZVFK7MEQVIu8qPIImIS9ewKlDBYj60qEDNQ8UQSycrKwtr164lIsZASUEg4b8J/i54PWzYMGzevJkK6QO4c+cOzp07B39//zKfzfXr18fo0aMxZcoUTgcXP3z4EPPnzwfDMGjVqhVu3boltl1KSgp69+5NruvixYtha2sr0kYgrgjwE0x9fHxo0DulwqxZswaXL18u9X4ojLh5+ejRo+Hk5FQD1tZu8vLy4O/vj/j4ePB4POjo6KBt27YwNzenCXzg77t4eHjg9u3b+PTpU5X6ousVydBxSJEWixYtgpeXFxiGwZw5c7B48WLOikBWFuG9UXV1daxatUpiwpk4zpw5A2dnZ+Tl5QH4T1Ty1atX1WWyzGBZFkeOHMG+ffuQm5srInJjYmKCLVu2VNr3SuHj7e2NVatWiVQPFrc+lvS3unXrwtnZGT/99FPNGV0LuHjxIhwdHSVetw0bNpB9BAqlPPj7+5NYLBUVFTx58qTakhFTUlLQt29fFBQUgGEYHD9+HD169KiW75InIiMjSQGVqhY/CwgIIEJEVd0rpHAT4cIqzZs3x/3790XeL763EhERIXFO/v79ewwcOBAMw6BFixbw8vKqdvurCyp0Q6mNXLhwAVu3bkV2dna54xwYhoGmpiZWrVqFcePGVbOFtYv4+HhMmDABqampJQqxN2nSBKdPn4a+vr6MrZQ9KSkp6NmzJwD+eHr48KHE/TlHR0dcvHiRXMtevXph5MiR0NbWxo0bN3D37l3yjBk/fjzWrVtXY+cha6ZMmUIKfzRp0gTnz58XicmsiPBct27dkJmZCYZhcPXq1WoVM5FHWJbFsWPHcPLkSSQmJlapH0WPW5JWvl5RURGysrKQmZmJd+/eISIiAg8ePMC3b99E7p3du3fHyZMnpfKd8srRo0fh4uKiEPNhWSK4H0oDhmFQp04d6OjooH79+qWKvysaubm5mDBhAiIiIqCiooJNmzZVSAg7PT0dc+bMQXBwMBiGgaurK2xsbETapKSkYNq0aXj79i25bx49elQhYsWkHQ8rjJqaGtq3b4/hw4djxIgRnBiXiYmJsLW1RVRUFOrVq4d169ZhyJAhsjZL7rl//z4WLFgAhmHQr18/7N+/X9YmVRs0MlfGCFeUFxeErqWlJfI6OTm5VKEbYVGNqgbm1CYOHjxIrqWKigp27NiBQYMGASg5+RZOBB0zZgwcHR1x5MgRHDx4EKmpqXBxcYG7uzvnnP3CSnONGjVCr169KtXP9+/fce/ePfKaS9VAUlJSAPAnwqamplTkpopQQZqq8e7dO5EKHTY2NmjYsKEMLaJQSqKmpoYePXqQIIWsrCwEBATA19cXPj4+iI6OJm2FN154PB4ePXqEx48fK7TQTdOmTbFv3z7Y2tri7du3mDx5MlxcXNCuXTtZm1Zr6datm6xNqLVQMRX5YdWqVXj06BFYlsWePXtw6tQpWZskM2JiYuDj4wMfHx8EBAQgMzOTvCdJ2EZJSQkdOnSAlZUVLC0t0aVLF5o4WgEMDQ1haGgoazPkBlVVVezfv584XwWb7NT5SqkpOnXqhPr16yMtLQ0sy2Lt2rU4ffp0he9reXl5IgEi9erV44zIDcCvGHr37l0A/z03WJZFixYt0KpVK2hra0NVVVXGVio+VI+/8mhoaHBa4EZAeno6OTYwMCjxfnGhmry8PIniNdra2jA1Nf0/9s4zIIrra+PPSBEFBFGxgqKCIApi79gLNjBqYi8xGBV7/0eJHcUSG8YoiGhssYCCqKgoagRUmlJUsACCoBSXIp15P+w7N7Owu1IWFnbm92mWvXv3zDA7995zz3kOgoKCIBAIEBwczK+JxGBjYwMbGxteDFEC6urq2LdvH4YNG4YTJ04gMjKSvMcEeACiaxaaptGmTRssXrwY48aNk4vdNZHRo0dj9OjRSE9Px4sXL/D69Wukp6eLVGNu0aIFzMzMYGRkxKnKR5L49OkTOZYWaB0YGEiKiCgrK4sNZB83bhx27NiBzMxMFBcXIyIiQiECk3iqlx07dqB79+5wcHBARkYGAMkiN8x7zLxcU1MT69evJ9XFeaSjqqqK/v37o3///vI2pcZx8eJFODg4EPGCisDcm7zQhnT4+5BHVuzZswcNGzbEhQsXcPz4cTx69Ahz5szBoEGDeOG9csCsMw4cOFDu5KZp06aha9euWLFiBd6/fw9AKLiraERHR2PDhg2IiIgQec4rKytj4cKFWLBgAS/UVUn8/f1hZ2eHgoICAKLzPVVVVejp6UFTUxM0TSMrKwsfP34kBS2Y/4dAIMCSJUtw/Phxfk3CYvLkyfj06ROOHj1aal/0f//7Hy9yw1NuGFFrRlC8qkRuAEBHRwdGRkbEbxYXF8cJoZvo6GgAIMmPFRW5AYRxUK1btyb/t+joaM7FvvNUjq9fv5Ljdu3alXq/pK81NzcX9erVE9uXnp4ejI2N8erVK8TFxSEyMhIdO3aUqb3VCTMH2b17t9TcHUmU93MURWHnzp3l/h4eHpqmsW7dOnh6epa5sA/7/W/fvmHz5s149uwZ9u7dWz1G1wJat26NY8eOYfbs2cjNzSXXslGjRnB1deVFbv4fdpx/48aNJYrcFBQUEDFjABgyZAicnJxEXjNCOADg7e2NjRs3cmItnp6ejqCgIHItNm3aVKm9dkNDQwQHBwMA3r17xymhG4FAgEWLFiE4OFhi/DDzt5JwMWapKvL1mDwNe3t7uLu7w9HRkQgeP3v2DA8fPsTAgQNl/r01BXaOOL8uqzgzZ86ssn04fX19dO7cGePGjcPAgQMVer/v4MGDRKjU1ta23PndWlpa+PPPPzFmzBikp6dj48aN6N27t4ifSEdHB05OTrCysiL3/8OHDxXKd1sV40NeXh5CQ0MRGhqKAwcO4LfffsOECRNk/j01BUazYPLkyTh8+DC+fv2KlStXYt++fejbty/atWsHTU3Ncsd6cUGzoHv37lBWVkZRUZHIvFsR4YVu5AxbyObbt29i31dSUiIP+8TERKmLYvakKCUlRYaW1lxyc3Ph6+tLJhfz5s0jIjdlQU1NDXZ2djA1NcWSJUuQlpYGW1tbXL9+HQ0bNqwqs2scjCI7w8KFC7F06dJy95Oeni7SFxcGDQZ2IhmXK4Xy1AwePnxIKltqa2uXqyoXz38cOXKEHM+ZM6fCSpmZmZlwc3Mjr+3s7CptmyKirq6OQYMGkQpc6enpRPQmMDAQsbGx392AUTS6d++Of/75BytWrMDr169hY2ODXr16oW/fvjAwMKjQgo7LYi9cFgThURzatGkDIyMjvHnzBs+fP0d8fDwnN0779++P1NRU8lpSJXCapmFoaEiEbXr27MkJ5Wue6oF3vvLIG4qiYG1tDVdXV1AUhfDwcMydOxf79u0rs18iOTkZq1evRlhYmEifXKGoqAh//vmnSGLFmDFjsGTJErRp00be5tUayluNkKZpZGRkIDs7G4DwvqMoCmpqapzyx/LIFr6ogPzgxRClw4i0hIaGIiAgAMHBwUhKSoJAIEBhYSG0tLTQqFEjdOnSBX379kWvXr14oRYJNGzYEJaWlrC0tJS3KTUe9p6zpqamxHbPnz8HIByLu3btCm1t7VJtlJSUYGJigqdPnwIQJp0pUmAST/VhY2ODkSNHwt3dHZ6enoiMjER+fr7YtioqKjA1NcW4ceNgbW1dahzn4Skvrq6ucHR0FCtSw34tLeCdWTPy8PBUD+xiJ/Xr18e3b98QGRmJdevWARDG5Ojo6JQ7cZS9Z88VJkyYgN9//71CybmAsHLp1atXsWXLFpEiaoqCk5MTjh07hsLCQjJO0DQNMzMz7Ny5E+3bt5e3ibUegUCA5cuXo6CggFxfNTU1TJkyBWPHjkXHjh1LJS8WFRUhKioKnp6euHTpEr59+waKolBQUIDly5fj9u3bYtcvXGXp0qX49OkT3N3dAQifd6tXr8bMmTPlbFn1Ie75VHKvo6qeYYq2p8IWvdDV1a3y79PV1SVCN+zvVmSYgpqAMBG5shgaGhKhG3bfPDxlgS1iKE5MsuQcMiMjQ6LQDSBMHH316hUAYbHO2ix0Awh9Aeziv1X1OWYeygvd8FQEBwcHXL9+HYCooGT79u1hbm5O4owZUckPHz4gLCxMRHiNpmncuHED2tra2LhxozxPp0ZhZmaG/fv3w87ODsXFxdDW1oabmxvatm0rb9NqDExReoqipK6fw8LCRETwFy9eXMpPu2zZMly5cgXFxcXIyMjAmzdvOCEUERQURIpSNG7cGMOGDatUf+yYG3Z8raJTVFSEZcuWISgoCMB/zzamaAqTX0tRFJo3b47s7GxS5IP5OyCc+2hpacnnJBQIiqIwceJEdOzYETNnzkRWVhYA4NSpUwotdMNeQ/P7SZWnKq5hbGws4uLicOPGDejr62P79u0KmVuVn5+PK1euABDmOv/yyy8V6kdHRwdTp07F0aNHkZOTg2vXrmHu3LkibfT19TFmzBhcu3YNFEWR57AiwL4Hpe0nl6SsbZkY2vXr1yMmJgarVq2qhLU1l5KaBcwY/fHjRyJyWBEUzScrjoYNG2LkyJG4ceMGEhIS8Pz580oJZtdkeKEbOcNWQBS3iKAoCm3atMHbt28BCBd40hTrGYcDULpCqaISGhqKwsJCAMJznj17doX6GTx4MObPn49jx44hJSUFTk5OnHTUMAPon3/+iU+fPmH79u0VUsLlYiUzdhJZTk6OHC3h4QFRD6coCh07duTMmCBrjhw5Qp5lEydOrHBifEZGhkhfvNBN2VBXV4e2tjYaNmyIBg0acG5cYWjXrh1WrFiBdevWISMjAwEBAQgICKhQXxRFiVQQ5+HhqZ20adOGqPKGh4dzUugmJSVFYmUFPT099O7dm4jbVGWVOR5uwztfeWoCixYtgru7OwQCAQAgODgYVlZWmDhxIqysrNC5c2eoqqqKfCY/Px/h4eHw9vbG1atXkZOTQ+5fLS0tLFy4UB6nIhdCQkIgEAiI0MrMmTPxv//9T95m1Tp8fX0r9Lnk5GQ8fPgQbm5uiImJQWFhIX7++WdMnz5dxhbycAG+qABPTadLly7o0qWLvM3g4QjsZxgToCkOdpCRtP3nJk2akOPMzMxKWqfYpKWlISEhASoqKtDT0+MFWkpQv359TJ8+HdOnT0d+fj6io6ORlpZG7itNTU3o6OjA0NCw1DqGq7AF95o1a1ZhMbSioiIkJyeT1+UVq6zNREZGkmrUzNp3xIgRGDJkCJSUlLBmzRry3unTp5GdnY2UlBSEhobi7t27ZM2oo6ODtWvXcura8VQvjx49wv3798k4YmBggLFjx6JDhw7yNk0uPH36tJTvFfgvpikxMRGfPn0qc39cjGECgB07duCHH36odD/16tXDrl270KdPH2zZskUGltUcDh8+LHJv1K1bF0uWLMHcuXN5EVIZcfToUTKe0jSNbt26Yd++fVIr1CspKaFTp07o1KkT5s2bh9WrV+PZs2cAhPE3f/75JzZs2FBdp1DlMOdWGcaPH49nz54hISEBlpaWMDMzK1O/ipLMU3LPDii93yaujSxQtH09JhYbKC0eXhWwv4Ptz1Bk2NdYFjGd7D7YffPwlAW2kE1eXl6p90s+B5KTk0UKBZRERUWFHH/+/FkGFsqX8o4bXFxzSEKeIpmKNjZLIywsDKdPnxZZMw8aNAjLly+HsbGx1M++fv0aBw8eJAXHaZrG2bNnMW7cOJibm1eH+VWOrNYMTZs2xadPn6Cvrw8XF5fvtueScBUjXgNAqjhIYGAgOdbT04OpqWmpNo0bN0aHDh0QFRUFAJwRumHGS4qi0KlTp0r39724CUXl2rVrCAgIIM9DfX19rF+/HgMGDEBSUpKIgBAT45Sfn48XL17g+vXruH79OnJzc1FUVIT58+fzRcZlhLGxMRYtWoTdu3cDEBZhycvLQ926deVsWdVgYWFBjuPj4+VoSe2nIgIj4grlSmpD0zRiY2Mxe/ZsbNy4UeF+80FBQcQfa25uLlWs9Hv07dsXR48eBQDcuXOnlNANAAwcOBDXrl0DTdMi+9G1mdOnTwMQ7kXt2rULAoGAxFcPHjwYHTt2RPPmzaGhoYH8/HwIBALExMTg2bNnCAkJASC830aPHo2pU6ciNzcXmZmZePfuHYKCgsjciJmHOzs7w9DQEOPHj5fbOVc17H26svxexcFcLy6tvdesWYPHjx8jIyMDW7Zswblz56QWPKut8FnvcqZdu3YAhD9GtkgNGxMTEyJ04+npCVtbW7HtgoKC8O7dO/JamiNRkfj48SMA4YOqXbt2aNSokdT2hYWFEjcH5s+fD2dnZxQVFcHLywvr16/nnDgEe9Lm4eGBL1++4NChQxWu7MMlzM3NoaysjKKiIvKb5eGRF+yEbr4aeuWQ5SSYaxPq8lJcXIyXL1/C398f/v7+CA0NFVvRlVnEcCGw7MuXL1i9ejWpmFwyiJOHh4ebsANDFMUhWBGYZ2GTJk3Qq1cv9OnTB3369OGTTXiqHd75yiNPNDU1cfjwYcyfPx/5+fmgKAo5OTk4d+4czp07ByUlJejq6kJDQwMURSEzMxOfP38mwcLsKsV169bFoUOHxFbrU1QYXypN09DQ0FDYqgg1laZNm2Ly5MmwtrbG9u3bcfHiRWzfvh3Z2dkSfeA8PJLgiwrw8PDw/Ad7T09SNXSmGiZDWav+cCVhqri4WCQA+Hsi+EFBQXB0dMSLFy/I35SVlTFkyBCsX79epFgGjxBVVVWxwew8ogwZMoQIc969e7fCfi92IDfXBPGPHTtG1sDKysrYv38/RowYAeC/isMMPXv2JMeTJ0/Gpk2b4OzsjGPHjiE9PR2Ojo5wcXHhRIIFm8mTJ8PGxgZjxozhq9mWkZcvX8LLywuAcD9zxYoVEgW8srOzsXz5cjx+/LjUey4uLpg9ezbWrVtXpfbWZEr6THn/afmQhcgNmwkTJiisgCdN0+jevTt27NiB1q1by9schYGmaVLNFwDMzMzg6upaLlHDpk2bwsXFBTNmzMDLly9Jn1UlWiIPZs6cKdO4JD8/P/j5+X23raLOC7+33yaLeBtF3tdj+xSqQ6SC/R2VSbyqTbDjOuPi4irdHzuBki8CJLweQUFB+PjxI75+/Ur8O1wRHCgvbIFrprAKG2VlZTRv3pyITIaHh8PMzExif0xOB1D7/Yh8fGblkOdcjUtCNwcPHgQgvF/r1KmDjRs3lrmoTIcOHXD06FGcO3cO27dvJ/0cOnSoTGIutQF3d3eZzrNfvHghsgcgqR2XhG5yc3PJsTThiuDgYADCeXT//v0lttPT0yNCN+np6TKysmbDLjAhi6Rl9t6WooqJiOPkyZMAhL/BFi1a4Pz582RuLOk5oKqqiu7du6N79+6YM2cOli1bhujoaGzbtg2ZmZlYsGBBtdmvyEyZMgX79u1DYWEhCgoKEBYWJrIXo0jo6+ujS5cuCA0NxatXr/Dx40e0atVK3mbVOhwcHAAAWVlZcHJyIgIjSkpK6Nq1KxEYUVdXR35+PjIyMhATE4OgoCAkJSUBEP7uR40aBUtLSxGBkeDgYMTFxZHnQnFxMXbs2AE9PT0MGDBAbucsa9j7n40bN65UX+zPswu0sGnTpg05FreurI307NkTT58+hYODAzIyMqChoYHly5djypQpInk84nj37h127tyJx48f49atWwCA/fv3i4xHcXFx2Lx5M548eUL8jPv378fo0aO/239thFlfV3adzcV1erNmzeDk5IQFCxYgJiYGM2bMgKOjo8IVSuGjc+WMnp4edHV18fnzZ2RnZ+PNmzcwMjISaTNy5EgSABETE4O9e/di9erVIm3i4uKwdu1akQ2UsgYk1nbYA6C4jeaSQej5+fkSA9M1NDRgbm5OlOuCg4MVdgItDXV1dWRlZYGmafz777+YMWMG/vrrLxGHNk9pmjRpggEDBuD+/fuIjY3Fq1evvquGzVN5iouLSYAnz3+wxc4UZaHAo5i8efMGAQEB8Pf3x7Nnz5CdnU3eE7cIadeuHfr06YPevXtLTUhTBNLS0jBt2jR8/PhRJECGi4szHh4eUdiBSlx9JgwbNoyMB4yALA+PPOCdrzw1gR49euDo0aNYu3YtUlNTReaNhYWFEjeYmLU0TdPQ0dHB7t27OecHYxK/KYqChYUFp4I8ahIqKirYsmULPn/+jPv37+PAgQPo0qUL5+5HnsrBFxXg4eHh+Q8m2Iimabx+/Vpsm4cPH6K4uBgAoKSkJDVBhV2RkyuFMZydnfHHH38AEF7P+/fvS9xfvn//PpYuXYrCwkKRtV1BQQF8fHwQEBCAM2fOlIoB4OEpK7LyGXDR95Cbm0uqUgPAvHnziMhNWVBTU4OdnR1MTU2xZMkSpKWlwdbWFtevX+dUoZGXL18iPDwcu3btwqBBg2BjYwNLS0tOFKSoKGfOnIGnpycAwNLSUqqgw4YNG/Do0SMApZMuiouLcerUKQDgnNgNL2hfc1FEERg1NTWsWrUKM2bMkLcpCkdYWJiID3bbtm3lErlhUFVVxdatW0nSskAgQFhYmMIJL1V2vsaOn+Pi3K8s58zPrb8PI9RK0zTev39fpd9V8juaNWtWpd9XU9DT0wMgPP+oqCjEx8eTv5WX+Ph4EcGqivZT2ykoKMCVK1fg5uaGDx8+iLwnTXDAx8eHJEVraWnhr7/+qg5zaxTseJuYmBixbTp06ECEbnx9fTFt2jSx7RITExEeHk7GotosvMQk1/JUnuoaMxVZhE4SmZmZePr0KTnn2bNnl1nkhg0To8w8DwMDA5GZmSkTwQ1Fgkv3Vnlgx9hkZWWJbVNUVITQ0FDyWlqeo5qaGjlmi+goMmxhcbboTUVhRB4AQFtbu9L91QaSk5MRExNDfqdr164t9zykbdu2cHNzw48//oj4+HgcOHAA3bp140xeblWirq6Ojh07EqEwSXGMisLatWsxc+ZMFBcXY+fOnTh69Ki8Tap12NjY4M2bN1i0aBEEAgGUlJQwa9Ys/Pzzz2jUqJHUzz5+/BiOjo548+YNbt++jZYtW2LNmjUibfz9/bFjxw7y3CgqKsKuXbvQv39/hRnv09LSyLGk8bmsMJ+naVqkXzbseWNtFzxl+PTpE5YuXQqBQICGDRvi1KlTZRYWadu2LZydnbF582ZcuHABt27dQsuWLUX0IPT19XHy5EksX76ciOEkJyfDx8cHY8aMqZJzkhenT5+Wtwm1nu7du+Off/7BihUr8Pr1a9jY2KBXr17o27cvDAwMoKmpWe59+x49elSRtRWDF7qpAfTt2xceHh4AhIFwJYPcLC0t0bJlSyQmJoKmabi4uODevXvo168f1NXV8eHDBzx48AD5+fnEQWNpackZURKm+hYgurBlUFdXF3mdmpoqNQiTHbSu6BPokjD3z7Fjx/D777+ToP/IyEj89NNPOHHiBNq2bStnK2s2a9euRWBgIHJycrBjxw6cOnUKSkpK8jZLYUhJSYG3tzdCQkIQERGBtLQ0Ioqhrq4OHR0dmJqaokuXLrCysuLMc1Ac3bp1Q7169ZCTk4Pw8HDOOfBrGkzCAADOPxM+fvwIf39/BAQEICAgQGSxK25Tq0WLFujduzcRM+DS73r79u2Ij48XSUBu27YtevfuDX19fairq/NV5XnkSn5+Ph49eiQyLjOJTw0aNBAZlwcOHFihoEWe0rx7904kMOR7TltF5ciRI/I2oUazYcMGuXwvlyrSALzz9XuUrG4urjJoVVRAV9QKpN+jX79+8PT0xL59++Dl5YW8vDwAkoNtaJoGTdOoW7cuxowZg1WrVnFyTGEHdXAlwKMms27dOty/fx80TePw4cM4c+aMvE2SGbNmzRJ5TVEU3NzcpLaRBeK+R1Hhiwrw8PDw/Ad7np2amorAwMBSouFXr14FIBwrOnfuLLVqOrsSc2UrftUW7ty5Q8aBKVOmSPTDZmRkYP369SgoKBDx4wL/zcUFAgEWLlwIb29vXliRp0Lw+3sVJzQ0lARUKisrY/bs2RXqZ/DgwZg/fz6OHTuGlJQUODk5YePGjbI0tVaQn5+PO3fu4M6dO9DR0cH48eNhbW2tcBXjZMHjx4/JODJ+/HiJ7fz9/eHj4yNRlIAZV9zc3DB69GipwnSKhq+vr7xN4OEIffv2xbZt29CyZUt5m6KQMGIDFEXB0NCwUmOGsbExjIyM8ObNG9K3IgndyCIJXJHFV75HWfbs+H29ssH2qaampuL58+dV5h99/vw5UlJSyGuuzCstLCygoaFB4l43b94MZ2fncq/9aJrGtm3byG9fXV0dXbt2lbm9NZ13795h1apVePXqVSmfzPeei3369MH69evx7ds3UBQFf39/9OnTp8ptrkm0a9cO6urqyM7ORmpqKpKTk0uJ/w8aNAgPHjwATdN48uQJfH19MWTIEJE2+fn5+O2330hOB0VRMDc3r7bzkDU2NjbyNkEhqM65CRfnQc+fPyd+r7p162Lx4sUV7mvRokU4e/Ys8vLyUFRUhOfPn2Pw4MGyMlWucPHeqE4aNGhAjuPi4sS2CQkJESmC261bN4n9sdtxJd6Yve8mqXhFWcnJycGrV6/Ia674OsLCwgAIf+8NGjTA8OHDK9SPjo4O1q9fT56nx44dg7Ozs8zs5DK6urrkmBFEVlS6du2KDRs2YPv27bh//z42bNiA33//XWy+M494mL31hIQE1KtXD0ePHi3zOq1///7o1asXli1bBl9fX5w8eRK6uroi+4N9+vTB1atX8fPPP+PZs2cAhOtKX19fDB06tErOqbph4mBpmkZERESl8kmZZywgOu6z+fbtGzlWlMJJjo6O+Pr1KyiKwm+//VYhn9XGjRsRFBSE6OhouLi4wMbGplRx5x07diAgIAACgQAA8OTJE4UTuuGLXcqGdu3aYcWKFVi3bh0yMjJITm5FqIl5FnxmbA1g9OjR8PDwAE3TuHz5MhYsWCDyvqqqKjZt2oSFCxeSIIb379+LqI6zBxwNDQ25JbXJA7aQDXtgZL+vpKREnKeJiYlSVevZwjnsTRQu0aJFC5w/fx4LFy5EUFAQKIpCQkICpk6diqNHj0p1LnAdAwMD7Ny5E6tXr8bz58+xYsUK7Ny5ExoaGvI2rVbz5csXODo64tatW8QpW9LxmJWVhaysLMTHx+PWrVvYs2cPRo0ahbVr14osjLlC/fr1MXToUHh5eeHr16/w8fHByJEj5W0WZ2GLuSjKwq28bNq0Cf7+/khISCB/E7eBoKOjg169ehFhG319/eo0s8bw6dMn3Lp1i8z9tLW14ejoiIEDB8rbNIXl27dviIqKQnp6OnEUaGlpoWHDhjAxMeHsb1ccubm5OHbsGC5evCjicGb/pj99+gSKosjiWVtbG1OmTMGvv/4qNXGKRzrp6elYtWoVEVCjKIqTgUo838fd3b3ak6CkVUJTVHjnq3Sqs3ImjxAdHR3s2LEDa9asgY+PD0JCQhAeHo709HQRMbqGDRuiU6dOsLCwwPDhwzlVhb4kTGVSAGQOyCM/2rRpQ5JVnj9/XqkqpjUNdjU9SZvH7DaygIuix3xRAenIUyzSzs5Obt9d02GqDd+/fx8JCQlQUVGBgYEBJkyYAEtLS3mbJ3OY3ygba2vr77aRBSW/R5ExMDCAvr4+4uPjQdM07O3t4erqihYtWgAAzp49iydPnpD2w4YNk9hXdna2yJ5069atq8zumkJOTg4iIyPJOCrt+ri5uUEgEBA/bpMmTWBpaQkNDQ3cvXuXiAQlJibCzc0Ntra21XIOtRmaphEeHi7yTOR6IRZZz+u4NEdkfoMURaFdu3bfFXgtLCyUKGw1f/58ODs7o6ioCF5eXli/fj1nihGoqamJVFCmaRqpqak4deoUTp06BWNjY0ycOBFjxowpd6VcRSQ+Pp7sDVMUJXVvjxEmpWkaysrKsLOzg42NDdTV1XH9+nXs2rULBQUFoGkax48f5wXgeWRCWFgYHjx4gODgYMTHx0MgEJDkbnGBrWlpacRvVrduXTKnVBROnjwpbxMUmtTUVHLcpk2bSvfXpk0bInQjqYJwbcTBwUHeJtR6yrJnx+/rlY02bdqgadOm+Pz5MwDA2dm5yoRuTpw4QY51dXVl8pyoDSgrK2PUqFG4fPkyKIrCkydPsGzZsnLFGefk5GDjxo14+PAhWeONHj2acwX4YmJiMH36dGRkZIjsO7MFb6TtR2tqamLUqFFEEPrmzZucE7pRUlJCjx498ODBAwDAgwcP8OOPP4q0GTVqFBwdHZGTk4Pi4mIsXboUEydORP/+/aGhoYH379/j/PnzePv2LbkfjY2NSyXw8XALXmCu6mHGakZYqjK5KhoaGujSpQsCAwNF+q7tsAU/eKoG5llP0zTevn0rVjDt1q1b5Lhly5al3mfDXkNqaWnJ2NqaCSMMR9M0kpKSEB4ejk6dOlWor2vXrpFcK1VV1VotOlcemLxPiqJgbGxcak5cck8kPz9fopDSkCFD0LhxY6SkpCAgIACpqamcLBwna9giL0zxPkVmxowZ0NDQwJYtW+Dh4QF/f3/89NNP6Nu3LwwMDKCpqSlvE2s0e/fuRUJCAiiKwqpVq8q9RlNRUcG+ffswZswYJCYmYs+ePRg+fLiIX1tVVRUHDhzAsGHDyP7Xv//+qzBCN+x4y9TUVNy8eRNWVlbl7qeoqAgXLlwAIHyWSooVYXIEKYpSiBi79PR03L17FxRFQUdHp8LCM8rKyvjpp5+wbds2AMDly5exbt06kTbq6uqwsbGBq6srKIrCixcvKm0/j+Lx5csXrF69Gk+fPgVQdoHn2gQ3oi5qOP369cOiRYtIsqIkNext27Zhy5YtpCIcG3YS9JEjRziVFM5WGWUvbBkoikKbNm3w9u1bAMIN+5JVC9lER0eTY64EJomjQYMGcHV1xdq1a0mivUAgwLx58+Do6MgLZkhh1KhR0NHRwdKlS3Hnzh0EBwfjp59+Qv/+/dGuXTt+UVJO/Pz8sG7dOggEApENqJKDMvu5SNM0CgsLcePGDTx69Ai7d+/GoEGDqt12ebNmzRo8fvwYAoEAO3bsQOfOnRUu6Ki24O/vD0B4n0pz0Coyly5dErt5rK6ujh49eqB3797o3bs3jI2N5WRhzeLp06ciQhaHDx9Gjx495GyV4pGZmYnLly/j+vXrePPmDbnmJalTpw4MDQ0xYcIE/PDDDxLViLlAREQEVq5cibi4uFJjsKQECZqmkZ6ejuPHj+PWrVvYt29fhTdiuEZxcTEyMjLw7t07PHr0COfPnyfJUwDQpUsXtGrVSs5W8igC4ioFy7I9D3f5XvBgWdvwlA9GYG7KlCnyNqXG06NHD2hoaCArKwsRERHyNocHoskq4eHhCiN0w1M98EUFpHPkyBG5zdu4JHTz5MkTnDt3DoBwj8nR0VFioNyXL1/wyy+/kOp8zJzo1atXuHnzJoYPH459+/ZBRUWleoyvBtavX1/qPiwpQCOujSzgktANAPz0009wdHQERVGIjY3FiBEjYGJigrS0NCQmJpLnoJqamtQKxf7+/uTeVFFRgaGhYXWdgtx4/fo1KYyiqakJExMTiW09PDzI/WpoaAg3Nzci8rB8+XLMmzcPwcHBZGzimtBNVlYWERoBgPbt20vdf/f29sbu3btLJVKYmppiy5YtMDU1rTJbFR12waC6devK0ZLqhS1oKi74suT9mJ+fL/Ee1dDQgLm5OYKCgiAQCBAcHMyZZOl///0XN2/exLVr1/D8+XMAogF0UVFR2LlzJ3bv3g1LS0vY2Nhg0KBBnI23effuHQDhNdLT05OYaJaZmYnHjx+Tazlr1iz8+uuv5P1p06YhPz8fu3btAgA8fPgQ37594wsz8FSYkJAQ7Nq1SyRQuix+2RcvXmDhwoUAhEkpjx494ot98ZQZfv+obEhbk/HwyIMxY8YQITA/Pz94eHjI3K/i7u4uItKiaNWqv8fSpUtx48YN5ObmgqZpEmc8b948jBkzRmJ8YXJyMm7evIlTp04hOTmZ+Hfq1auHJUuWVPNZyJdv377hl19+EYmh6dSpE2bMmIEePXogLy+vTIl8I0aMIEI3//77b5XaXFMZMWIEEbq5du1aKaEbbW1tLFq0CHv37gVFUSgsLMSlS5dw6dIl0obZW6FpGnXq1MGaNWuq8xR4aiBc8ZnIE7bfSxYJxY0bNxbbNw+PNExMTFCvXj0ypzlw4ICIkGd8fDyuXr1KxuoBAwZI7Ku4uJjsmQLgTFxskyZNYGJigqioKADAH3/8ARcXl3L3k56ejqNHj5Jr3atXL4l71IpGZmYmOWY/yxhK7onk5ORIvDYURcHU1BR+fn4oKipCWFgYhgwZIluDOQhToA8AZ/Ipra2tYWhoiLlz5yIpKQkHDx7EwYMHK9SXJIFyReTbt2/w8vICINyXK7k2KSv16tXD1KlTsW/fPhQVFeHq1aul4pYaNWoEa2trnD9/HhRFISQkpNL21xR69OgBLS0tIgq7bds2GBkZoX379uXqZ8eOHSJ59pKEgNh7DoqgaRASEkL0Gzp16lQpH7eZmRk5ZkQlS9K7d2+4urqCpmmFEnfnkQ1paWmYNm0aPn78KBLXqmh5F9yMKqhhKCsrY+nSpd9tN2nSJPTo0QPHjx+Hn58fUZ0EhEprI0eOxLx58zhXIYmtAssePNmYmJgQoRtPT0+JQYRBQUEk6AQAZ8UIGBiFQgcHB7i5uYGiKOTl5WHFihVYt24dZs+eLW8Taxwlg11pmkZKSgqcnJzg5ORUoT65tCgpib+/P+zs7FBQUADgvwRImqahqqoKPT09aGpqgqZpEizLKLwyA7dAIMCSJUtw/PhxzlVbaNq0Kfbv34+lS5fi8+fP+Omnn2Bvby+1+igXSUxMLFO75OTkcvVbUFCAL1++IDAwEM7OzuTvvJCL8PfZv39/LFiwABYWFpyrJlMWmPuNoigYGhryIjdVwD///INdu3YhJyfnu4u8oqIivHr1Cq9fv8bhw4exbt26CjvOajOvX7/GnDlzkJWVJRKgwFw/NTU1EtialZUlUuGVaRsbG4u5c+fizJkznHseSkuKKivs666ioqJQSbc8sqe8Diy246ssny1vex7uUZbAbD54m0feqKmpYfz48Th37hzS0tJw7949hanMUVthizmUdx1ekymL8DAvTlx5+KICNQ/2BitXuHDhAqnsY2VlJTWAcMWKFaSaJFvcHQBJcFm/fj327dtX5XbLg+/dH7JYZzC/aa7dh4AwWd7T0xNRUVEkASU8PLxUQYGFCxdK3VtmKm1SFIWOHTtyIiiWEWahKEpqsNfr169FqpOtXLlS5FqqqanB3t6eJAPGx8cjLi6OU2OLi4sLjh07BkAYz+Dj4yOx7aVLl2Bvby/2tx8eHo6pU6fixIkTUgva8EiGnSCgra0tP0OqGUa0ChCtGMqgrq4u8jo1NVWqiAh7blnW/UVFQF1dHZMmTcKkSZOQkJAAd3d3XL9+HXFxcQD+G28LCwvh6+sLX19faGtrY+zYsbC2tuacSNWnT5/IsaTqlgDw7NkzUmG5Tp06YuNvpk6digMHDiA3NxcFBQWIjIxE9+7dZW80j8Jz4sQJHDx4EEVFRSJ7TcD3hcgHDRqE1q1b48OHD8jNzcWNGzc4uU/KUzHY82N2TGZFef/+vdi+eXh4ZMvs2bNx5swZFBYWgqZpbNy4EXXr1sXo0aNl0r+3tzc2bdpExiBVVVXOxSLr6upi586dWLVqFflbSkoK9uzZgz179qBJkyZo3bo1NDQ0QFEUMjMzERcXR4RhS4qK7NixA7q6uvI6Hbng7OyMT58+Eb/fwoULsWzZMvI+47P5Hr169UKdOnVQXFyMxMREsfsKis6IESNw5coVcl99+vQJzZs3F2nz888/4+3bt3B3dxdbpJTth123bh369u1b7efBw8M12H4ttoBARWELRZT0mfHwSEJNTQ0jR44kRQE8PDyQnJyMYcOGIS0tDRcuXCAi7BRFSY0Te/XqFXJycsjr8ibj12SOHDlCjufMmVNKQHj27NlYv349AGFRlV27dpHXZeHr169YtGgRmStSFIWff/5ZBpbXDthxRnXq1Cn1fsln2ufPn6GlpSWxP3Yx3JKFGXgqBtsnxIU9KpqmcfToUTg7OyM3N5cvBFkOnj9/jpycHFAUBTMzs0oVhWLnXz18+FBsga6+ffvi/PnzJPdXUVBWVsZPP/2Ev/76CxRFIT09HdOmTcPKlSsxefLk7+bvxcbGYufOnUSgmKZpNGjQQKIIMhNTAgDm5uayPBW5kJSURI4rK87FfJ6maZF+2TRr1owcy2Jez6NYbN++HfHx8SK+l7Zt26J3797Q19eHurq6QhSfqf1nwDFat26NHTt2AAByc3ORkZGBBg0aiA3K4Qp6enrQ1dXF58+fkZ2djTdv3sDIyEikzciRI4miX0xMDPbu3YvVq1eLtImLi8PatWtFnK18gIiQDRs2oHnz5nB0dAQgVMvdtWsXPn36VK4FNBdgLz7Ygen8oqT8CAQCLF++nCScMJVFp0yZgrFjx6Jjx46lJtdFRUWIioqCp6cnLl26hG/fvoGiKBQUFGD58uW4ffs2JxbGDM+ePYOKigrWrVsHBwcHfP78GUuWLIGenh4GDRoEExMT6OjolLvqm6IJbgwZMuS7iQ40TWPatGkV/g72M2DkyJEV7kcRYK7148ePERwcjB49eqB3797o06cPOnToIGfrag7s3yUj6scjG2iaxrp16+Dp6Smy4c68Jw72+9++fcPmzZvx7Nkz7N27t3qMrgHk5ubi119/RWZmJrkeFEVh6NChGDt2LLp06SLiZAGESaWhoaHw9PSEr68v+XtmZiYWLlyImzdvcmodU9n5INs5oaamBkdHRxGVZx4eNkyybFnw8vLCtm3biHJ7ly5dYGVlhc6dO5PgOUAoYBUbG4uXL1/C29sboaGhoCgKWlpa2LhxI8aNG1dVp8NTS2FX6KlMGx6eqmblypV49OgR4uPjsWPHDnTp0gWNGjWSt1mcJT4+nhwrkj+NPR+uTBse6fBFBb6PIv2uair+/v7kWFol6tu3b+P58+ciPoe6detCTU2NVCGmaRre3t6wtraWWuGwtlGW+1BW9yqX73llZWW4uLjAzs4OwcHBAESvB03TmD59usTiIICwMtCdO3fIfdq/f/+qNbqGkJqaSo7FVX5kePr0KTnW0tLCoEGDSrUxNjaGvr4+EYN49eoVp4Ru7t69S/bdp0yZIrFdcnIyduzYIbECFUVRyM/PJ3t97CBjnu+TkJCAEydOABBeSy7tObAD2JmEipLvKykpEUGcxMRE6OnpSeyPLZyjSAGv5aFly5aws7Mj44u7uztu3bolkgxF0zTS09Px999/4++//0b79u0xceJEjBs3TupzVVHIysoix9ICYJ89ewYApCKkuGTaunXrwtTUFEFBQQCEAg98HBNPeXFzcyPimcw4q6amhk6dOkFdXR0PHjz4bh9jx44lSVm+vr680A1PmWnbti0A4djw9u1bREVFVbg4yKtXr0SKIBoYGMjERh5u4OXlha1btwIQPgvd3d154XEpNG3aFLa2tnByciLiuatXr0ZISAiWLVtW4eT37OxsHDx4EGfPniVzayYJl2vCIgAwevRo5ObmYsuWLaWSHz9//owvX76ItC+5Tmb8ifb29rCysqpW2+UNTdO4cOECmdvY2NiIiNyUh3r16kFfXx8fPnwAALx9+5Zz96OGhgbOnj0rtQ1FUXBwcEDPnj1x7NgxxMbGkveYe9PMzAwrVqzgXEFSHh55wcQ00DSNFy9eoKioqMJFRwsLC/HixYtSffPwlIUlS5bg1q1byMvLA03T8Pf3J/ulbJ//gAEDpMa73r59mxy3atVKoe7DI0eOkOswceLEUkI3EyZMwOnTpxEVFQWapuHm5oaIiAgsXbpUat5OdnY2vLy84OTkhC9fvojs53GpaABbtIbtm2VQU1ODuro6srOzAQh9rIaGhhL7EwgEYo95Ksa7d+9IkREACp8vVFRUhMWLF8PPz0/kGciL3ZQNthBIw4YNK9UXO3eUXaCATatWrcixov3eFy9eDB8fH3z48AEURSEjIwNbtmzBgQMHMHjwYJiamqJZs2ZQV1dHYWEhMjIyEB0djWfPniEkJESkCC5FUVi/fr3YOLonT56IrA8VQfSUPZZUdj+Y/XlmHCpJvXr1yLE4wTYe7vLp0yfcunVLpHCjo6MjBg4cKG/TZA4vdFOLUVNT41RiqDT69u0LDw8PAMD9+/dLCd1YWlqiZcuWSExMBE3TcHFxwb1799CvXz+oq6vjw4cPePDgAfLz88lE0tLSEk2aNJHD2dRM5syZg2bNmmHdunXkOrm5uSE5ORm7d+/mRAXHssIMHvwipHIcPXpUJKC/W7du2LdvX6kkejZKSkro1KkTOnXqhHnz5mH16tUkQCwjIwN//vknNmzYUF2nIHdmzpwpIuDCXMu4uDicOXOmQn1SFIXIyEhZmVij+N5vtqK/abYwQffu3TFs2LAK9VPbadKkicgGPEVRyM7Ohp+fH/z8/AAIK2717t2bCN+wHQdcg/2sYwdO81QeBwcHXL9+HYDomN2+fXuYm5vDwMAAmpqaoGkaWVlZ+PDhA8LCwkjQHPOZGzduQFtbGxs3bpTn6VQbLi4upBISTdMwMDCAo6MjOnfuLPEzTZs2xciRIzFy5EhERERgzZo1RJU9KSkJLi4uWLx4cXWdQo2gMo5qppLZ8OHDsXz5cqkJF1wkIyMDvr6+CAsLw7t375CRkYGsrCwUFxeXuQ+KonD37t0qtLLm4ezsTALcW7Roge3bt0sMOtLR0YGOjg4sLCwwa9Ys+Pv7Y+PGjUhISMDatWvx6dMnqQmSPDw8PDUVDQ0NODk5wdbWFomJiZg2bRr27NnDC8rJgXfv3iE8PJz4MhQpcImn5sHFogL37t2TtwkKz9u3b0mSt5KSktQADiZxgKZp1KtXD1u3boWVlRWUlJTg5+eH1atXk+CJU6dOKYzQzenTp2XShqds6Ojo4Ny5c/Dz88P9+/dJAJeBgQGsrKy+O9+5ffu2yHg8fPjwKrW3psCuGCqtUMDz588BCP0J/fv3lyio365dOyJ0w6XKj5mZmYiJiSGvhw4dKrGtq6urSFKfkZERRo8eDQ0NDdy4cQOhoaEAhFVJT5w4IVLxXhGYNWtWmdqtXLmyXHvyBQUFSElJQUJCgohPUhECDMtKy5YtyTFbxIqBoii0adMGb9++BQCEhYVJTQBgJ9crQmW0ytK1a1d07doVmzZtwt27d+Hh4YF///0XRUVFIqJV0dHRcHR0xL59+9CvXz9MnDgRgwcPVtgYk4KCAnIsLSCVEaIDIDURlL1nyBYU4jKfPn1CfHw8BAIBCQyWVEmU6zC/P7bAzapVqzBlyhSoqqoiISGhTEI3w4cPx5EjR0DTNJ49e1apBEoebtG5c2c0bNgQX79+BU3TsLe3x99//426deuWq5/8/Hz8/vvv5LW2trZCVAfmqT4SEhJIReSOHTvyIjdlYOHChQgMDCRCzUVFRThz5gy8vb0xefJkWFtbo3Xr1mXqKzY2Fu7u7rh8+TJSU1NFkv0sLCw4FzfCxsbGBmZmZti2bRsCAgLI38X5GNjxJjRNo1evXrC3t+eUmCnDy5cvkZaWBkC4Nqusn6BVq1ZE6IadhMtTGhsbG9jY2OD9+/eIi4tDZmYmNDU10aFDB6mx3Tw8PLKnS5cuAEASl69evYrJkydXqC8PDw98/fq1VN88PGWhZcuW2LdvHylwzYaZv7Rs2RI7d+6U2EdxcTG8vLzIHKh3795VarM8YM+BS0JRFI4cOYIff/yRJMQ/f/4cs2bNgra2dqkCChs2bEBsbCzCw8NRUFBA+mau9Z49e6r8fGoSbdq0Icfs4lpsjIyMEBISAgAICAjAiBEjxLbLz89HWFgYeV1SlIin/Bw9epQc6+joKPz65ciRI8Tfyvwu69Spg7Zt20JPTw8aGhr8/pIU2PMR9nFFYIRraJqWKGLDFvJVtBxgVVVVnDp1CrNmzUJsbCy5H79+/QoPDw+Shy+OkmPWqlWrYGNjI7atp6cnEQ/T1tZWiJhbRk+ApmmEhYUhNze3wvGEbF+PpFhY9v1ZUXHp2kZ+fj4ePXqEkJAQREREIC0tjfhuGzRoAB0dHZiamqJLly4YOHCgwu4pf4+nT5+SXCiKonD48GGpIoi1GX5k5FEIRo8eDQ8PD9A0jcuXL2PBggUi76uqqmLTpk1YuHAhGZjfv39PHNOA6CCsoaHBKTGMsjJq1Cg0btwYixcvRkZGBmiaxq1bt5CSkgInJye+eh4gceLGUz5omsa1a9fIb9LMzAyurq7lmpg0bdoULi4umDFjBl6+fEn6XL9+vUQnkaJSUgmW/XceIVV5LWiahpqaGqytrbF27doq+56azqNHj/Du3Tv4+/sjMDAQgYGBEAgEItc+NTUV3t7e8Pb2BiB0fvft25eI3yhiJXVJmJubQ0lJCcXFxUQYhKfyhIWF4fTp0yIB1oMGDcLy5cthbGws9bOvX7/GwYMH4evrS+aTZ8+exbhx4zgRRHfx4kURkZtz586VSynb1NQUZ8+exbRp0/DhwwfQNI2LFy9yKmCpIvNEJSUlaGhoQEdHBx06dICFhQU/5y7Bt2/fsG/fPly9ehW5ubnk7xUZ27k2R/T398fevXsBAHp6ejh79ix0dXXL/Pk+ffrg/PnzmD59OuLj4/HHH3/A1NQU/fr1qyqTeXh4eKoERiB37dq12Lp1K2JjY/Hjjz+ie/fuGDBgANq2bQtNTc1yV0tQ1A2FqiI9PR2rVq0S2Zjp2rWrnK3i4QpcKSrATvTmqRqYKkUURaF169YS76u0tDSSJAQAv/76K8aNG0fet7S0xG+//Yb169cDEAY+MGJMtZ2ePXvKpA1P+bC0tISlpWW5Pzd16lRMnTq1Ciyq2bDnfXl5eRLbBQUFkWNp962mpiY5llSlSxF5/fo18c9oaWnBwMBAbLuSAezdunXDyZMnSfLzjBkzsHjxYvj6+pK9PkUTunn69Ol3/VJMIF15YVfaA4T/Cy6JQTAB04zYijhMTEyI0I2np6dEIeegoCCR/ZqmTZvK2Nrai6qqKqysrGBlZYWUlBRcv34d165dw+vXrwH8d/8VFhbi4cOHePjwIRo0aIDAwEB5ml1lsCsvSgqe/vbtGyIiIsjr7t27S+yPPS7l5+fLwMLaydu3b3H69Gn4+fkhOTm51Pvinm1Pnz7F48ePAQjH419++aWqzaxx7N+/nxRV0dTUxJkzZ767JyoOIyMj1KtXDzk5OcjJycH79+/Rvn17WZvLo4BQFAVra2u4urqCoiiEh4dj7ty52LdvH5o3b16mPpKTk7F69WoyF2L65OEpD8z4TFEUX1CmjCgrK8PJyQlz585FZGQkiRdJSUnBsWPHcOzYMTRv3hwdO3ZEu3btoKWlBQ0NDVAUhczMTAgEArx79w4RERFEeJe9PqFpGsbGxjh69Cjnk/zatWuHU6dOISYmBp6enggODkZERAS+ffsm0q5+/fowNTVF165dMXbsWJJIxkWYtRlFUejUqVOlCyew/a7syu08kjEwMJDo6+Hh4akemjVrBmNjY+KH3b17NwwNDcstUvPy5Uvs3r2b+G944SqeijB06FB4eHjg4MGDePToESkooK2tjdGjR2PJkiVScwB8fHyQkJBAXg8ePLjKba5ptGjRAq6urli8eLGIIEF6erqI2ANN00ScoOT8um3btvjzzz+hra1d/ScgR4yMjFCnTh0UFxcjNjYW+fn5pfLOunXrhpCQENA0DU9PTyxevFjsHPL06dMiPl1FF2WpapydnUX2AEeOHClni6qWrKwsnDp1ivwmKYrCzz//jNmzZxPhDB7pMGMFTdN48eIFCgsLK+wzYIrWsPstCXv9J60ATm2ladOm+Oeff7Bjxw6RQuGA+DwLdt4pTdPQ1dXF5s2bMWTIEInf4eDgUAWWy5cOHToAEF6H3NxcODs7w87Ortz9fP36FWfPniXX1cjISGy79+/fk+9T9Hl4bm4ujh07hosXL5aa3zAwxdkZkSBtbW1MmTIFv/76q8geLBdg9kMpioKhoaFCx6Rz2zvMozD069cPixYtIokQycnJpQKLBg0ahG3btmHLli0oKCgoFSzGDMLa2to4cuRIKdVTHiHdu3fHuXPn8Msvv5ANqOfPn2PatGk4ceKEnK2TP4o4QZMHYWFhZMJCURS2bdtWIfU9VVVVbN26lQQ4CAQChIWFcUppnF3Fg0c80hYcR44cASC8D2fOnFmuZBJVVVVoamrCwMAAnTt35oyypjTatm2Ltm3bYvr06aBpGpGRkQgICIC/vz+CgoKQk5Mjcq8mJCTg0qVLuHTpEpmYM8I3PXr0UEhnAkOTJk0wYMAAPHjwAG/fvsXr16/Jgpmn4hw8eBAAiDr2xo0bMX369DJ9tkOHDjh69CjOnTuH7du3k34OHToEFxeXKrO5JhAVFUWqTTPjcnlEbhgaNmyIrVu3YubMmQCAL1++ICoqCiYmJjK1t6bCzxNlT2JiIubOnYu4uDiRqhQMJZ2x4hKGuDxHYiolUBSFrVu3lkvkhkFXVxdbtmzBvHnzAABOTk4KI3QjTq2+ZOC0NEX7ysAHaPOwGTp0aLV/J0VRuHv3brV/r7yYOXOmyBjBjCfPnz8X2fAsDxRFITIyUlYmKiTFxcXIyMjAu3fv8OjRI5w/fx4CgYD8L7p06YJWrVrJ2UoeHh6e8sHsmQCQmjQVGBhI9rOUlZXx448/lmozbtw47NixA5mZmSguLkZERAT69Okje6N5eHhKwRamSUpKEtvm7du3pKomIKxALwm2MG95xRNrM0wFdMa3L4nw8HByLSmKwrJly4jIDfO3DRs2wNfXF4DQpxgTE8Mn15cBtt+Lpmno6OjgwIEDnCoqoKenB11dXXz+/BnZ2dl48+ZNqSDCkSNHwsvLCwAQExODvXv3YvXq1SJt4uLisHbtWpHgZGnCJFymcePGmDdvHubNm4eoqCi4u7vjxo0bSE1NJW1omiZV+RQRdoJETEyM2DZPnjxBYWEhAOHYIC1+gX2tuCDQWZL8/Hw4ODjg4sWLoGlaavB1SZo1awZnZ2fymcGDB3Nq/MjKysKjR4/I9dmwYUOFRG6A/8bzFy9eABDOhbh0LXkqx6JFi+Du7k4SxYKDg2FlZYWJEyfCysoKnTt3LhUTlp+fj/DwcHh7e+Pq1avIyckh47CWlhYWLlwoj1PhqcWwE8q4vD9cXrS0tHDmzBls3bpVpGghcw0TExPx6dMn3Lt3T2Ifkvbvx40bh99//x0aGhpVeAa1i/bt22PFihXkdX5+vkg1a65WrxYHe33RokWLSvfHnk8y83QeHp6ax9evX+Hi4oL79+8jISEBKioqMDAwwPjx4zF16lRO+V4ZbG1tsXLlSlAUhaysLMydOxd2dnaYNWsWVFRUpH62sLAQZ8+excGDB0nsNkVREkWgeXi+R7t27XDo0CEizgJIFhYoSYcOHXD69Gnymku5Pmzat28Pd3d37NmzB1euXBERvRbn/2LWyUpKSrCxscG6des4Ob/W1NSEiYkJIiIiUFRUBH9//1IFQMaOHQtnZ2cizDl37lxs3bqV3GtZWVk4ffo0nJycyHXV1NTkC3RVgOLiYgQEBMDZ2Rn+/v7keiorK2P+/PnyNq9KCQgIID4siqLw22+/lTlPhUdI27ZtAYD8Vi9evFiha5iTkyMiMML0W5K4uDjyfYpa4EJLSwuOjo6YOXMmzp07hzt37kgUeGXmg8bGxpg0aRKsra05mQfZsWNHtGrVCgkJCaBpGseOHYO+vj7Gjx9f5j4yMzOxcOFCMieiKAqjRo0S25ZdYEmRBWUjIiKwcuVKkvcDiIoriYOZVx4/fhy3bt3Cvn370KlTp2qzWd6wc2YVXXyPF7qpBWRmZiI1NVXEYd2oUSORIDuuo6ysjKVLl3633aRJk9CjRw8cP34cfn5+IgGIenp6GDlyJObNm8ep4K6K0K5dO1y4cAELFixAVFQUKIpCTEwMfvzxR9jb28vbPB4F4MOHDwD+C5apjLiDsbExjIyM8ObNG9I3V5xffEJ92fie0A0zYZ4zZ45MNkZ5hFAUBVNTU5iamuLnn39GYWEhQkNDERAQgICAAISFhaGgoIC0p2kar1+/xps3b3Dq1CkoKSnB3NwcZ8+eleNZVC3Lly/HkydPUFBQgM2bN8PNzY0PWqgEmZmZIpVxZ8+eXSHH17Rp0/Dx40ecPHkSgDA5LTMzU6Hn5kylW4qioK+vX6kA/h49eqB169akyn10dDRnhG54ZEteXh4WLVpE7iVAOFa0atUK2traCA8PJw7XHj16IDs7GykpKSKiTYBQgImLwdhxcXF49uwZKIpCq1atKpUw27dvX+jp6SE+Ph4hISGIi4tTCOHY9evXl3KclhSgEddGFvBCNzxsEhISSgl5VTVVcV/XBphxAxC9BnzQ+/eRxXyOLVqnoqKCDRs2yMAyHh4enuqFXWVZmp+AEVKjKApdu3YVW1VPSUkJJiYmePr0KQDhHJ4XuuHhqR6YNS1N04iKikJOTk6pylA+Pj7kWEtLS6qQC7sSlSL7EEvCPm9potnMcw4QCur27NmzVBs9PT20b9+eCEa8efNGofw50vaeEhMTAQjHDF1dXSgpKZWpT4qiRAoydO/eHVZWVpwMRuzbty8RK75//34poRtLS0u0bNkSiYmJoGkaLi4uuHfvHvr16wd1dXV8+PABDx48QH5+Plm3WFpa8tU3y4CJiQlMTEywbt06+Pj4YOvWrSLPBkWFucdomsanT58QEREBU1NTkTbsypkdOnSQOj6wxRTFVRlWZLKysjBr1ixERUWJ+G0Yvucz09fXx4ABA+Dn5weKonD9+nWsXLmyqs2uMQQFBZFEbS0tLdjY2FSqP/b9x4634+H5Hpqamjh8+DDmz5+P/Px8UBSFnJwcnDt3DufOnYOSkhJ0dXWhoaFBklg+f/6MoqIiAKJ+w7p16+LQoUPlKlKl6KSlpeHdu3cQCATIysoqtz+bK3tS7PVDQkKCHC2pfairq2P37t0YNGgQHB0dydykLPsoTHIf04amaTRt2hTr1q2DlZVV1Rtfy1FVVUXjxo3lbUaNhC1mwYwXlYG9TuHiGFNcXMxJgRAe+XPz5k0cP34cgFDYVVp87Pv37zF37lwkJyeTcScnJwdhYWF48eIFrl+/DmdnZ075XwHAysoK//zzDwICAsg8e+/evTh+/DiGDx8Oc3NztG7dWmSuHRsbixcvXuDOnTsQCARkvk1RFHr16sX5Mbq4uBhBQUEICwvDu3fvkJGRgaysLFLAoixQFAU3N7cqtLJmQ1FUufPxDAwMFDqxuzzUr18fv//+O+zs7HDlyhUEBAQgJCQEOTk5Iu2UlJTQqVMn9OnTB5MmTeJ8ISlLS0tEREQAAO7cuVNK6MbY2BhDhw7FvXv3QFEU3rx5g6lTp6J+/fpQV1dHWloaioqKRBLvZ82apdB5G0xB8MpC0zS+ffuGzMxMfPjwAW/evEFmZiZ5jxlj7OzsFD4Xi4lnZ9a+vMhN+bGwsECTJk2QkpICmqaxd+9etG/fHr169SpzH4WFhVizZo3IHuvw4cPFtg0JCSHHbdq0qZTtNZ3OnTvDwcEBO3fuJIXYv379iszMTKioqKBBgwZo0aIFOnfuzMl1cUns7OxIjkBhYSHWrVuHBw8eYP78+ejYsaPEz3379g03btzA4cOH8eXLFxGxpbFjx5ZqX1BQgFu3bpF2iiqw9vr1a8yZM4f4rxl/PzPuqqmpEbG+rKwskWJSTNvY2FjMnTsXZ86cqXBRh9pGs2bNyLEs/F81GV7opoby8OFDeHp6IjQ0lFQ7K0mrVq3QpUsXjBs3DgMHDqxmC2svrVu3xo4dOwAIK+hlZGSgQYMGnKx8VBl0dXVx9uxZLFmyBP/++y8oisLnz5+xYsWKak/A4lE82BUXZLFYaNOmDRG6SUtLq3R/tYXKBirxCBEXNMcje5SVldG9e3d0794ddnZ2yMnJwfPnzxEQEAB/f3+8evVKZCFTWFiI4OBgOVtdtRgbG2PPnj1YvXo1QkNDYWtriz179vDB0xXk+fPnJJizbt26WLx4cYX7WrRoEc6ePYu8vDwUFRXh+fPnGDx4sKxMrXGwx05pSTtlxdDQkDhzuTQu88iWCxcu4NWrV2SMNjc3x9atW2FkZISPHz9i2LBhpO2ZM2fIcVJSEq5fvw43NzekpqZCIBDAzMwMa9asqfZzkCeRkZHkuGRyT0UwMjJCfHw86VsRhG7YfG8+KIv1L7siOA+POKrr3uCqP4c5b66ef2Wp7HVjghpomoaamhocHR1hZmYmI+sUG5qmER4eLlK1UFIVGh4enqqHvaksLeCVXY1HWkAO2wfEBIPx8PBUPR07dkSdOnVA0zTy8/Nx9uxZkQqDeXl5+Oeff8gcvXfv3lL7Y0SkAaB58+ZVY3QNhB10XVIoiA3zTKQoCv3795fYrk2bNkToRtGS6319fSW+Z2xsTO618+fPK3wQcFUwevRoeHh4gKZpXL58GQsWLBB5X1VVFZs2bcLChQvJuuT9+/ekMAsg6hvS0NDghTnLQVBQEDw8PHDr1i2JFSIVDSMjI+jq6uLLly8AgK1bt8LFxYUEaPr6+uLOnTvknpK2v5SXl4d3796R14rmd/0eixcvRmRkJLlWampqGD16NHr06AGKorB+/frv9jFq1Cj4+fkBAB49esQpoZukpCQAwjHWzMys0v5FdkXw7OzsSvXFwz169OiBo0ePYu3atUhNTRURvigsLCSJJyVh+w11dHSwe/duscKIXCMpKQlnz56Ft7e3xGtXVrgidGNoaAhDQ0NER0cjKioKycnJClupu6oYPXo0RowYgdu3b+P8+fMICQkhMTiSYPYOlJSU0KVLF0yfPh0jR44ss4AnD48k2MnzycnJle7v9evX5FiaWK+iMnDgQEyYMAHW1tYyiQvj4SkrV65cIQWXJ0+eLFFMoKioCEuXLhVZ47ChaRovXrzAkiVLcOrUqao2u8Zx5MgRzJgxg8TR0TQNgUCAK1eu4MqVKxI/xxZzoGkaxsbGMhM9qI3QNA1XV1ecPn26UmMLH/vFIysaNWoEW1tb2NraAgAEAgEEAgEKCgqgra0NbW1tfl7NYsyYMTh69ChomoaXlxdWr15dqtiMvb09oqKikJiYSJ592dnZIn4u5u9du3bFwoULq/ksqhd2QXBZwh5fmOtpY2ODX3/9VebfVdNgF9jj494qBkVR+Pnnn7Fr1y4i4jd//nzMmTMHc+fO/a6Qmr+/P3bv3o3Xr1+T+69p06aYMGFCqbY0TYsIjHTp0qUqTqnGQVEU2rdvr1BFZaoCa2tr+Pr6wsfHh9xLN2/exM2bN9GiRQuYmpqiWbNmUFdXR2FhIQQCAWJiYhAZGYm8vDwRMZd69erBwcEBysqlpTw8PDwgEAgACP83iqgRkZubi19//RWZmZkiz8mhQ4di7Nix6NKli4igCyD09YSGhsLT01MkliIzMxMLFy7EzZs3OaEFYW5uDiUlJRQXF4vsFysivNBNDePff//F1q1bERcXB0B6kkB8fDw+fvwILy8v6Ovrw97eHv369asuUxUCNTU1TjzUykp5Fyn169fH8ePHsXHjRri7u4OiKBQUFPDOGZ5Kw99DPDWFe/fukWM+wKF6qVevHgYMGABzc3OYm5vj1q1buHnzpkjAk6KTmJiIzp07Y+fOndi2bRsCAwMxYsQIjB49Gv3790fbtm2hoaFR7ooqXA2E//z5MwDhGGNubi4SjFleNDQ00KVLFwQGBor0raiwg5PEOVjKC7uP7wU+8fBIws3NjYwJhoaGOHXqFFnbSZtLNmvWDLa2tpg8eTKWL1+OwMBAnDx5EtnZ2di8eXN1mF4jYII/AMik6gS7D3bftZ2yzDdkNSfhwtyGp+Lw90fV4uDgIG8TFILKCF/TNA1VVVUMHz4cy5cvh56enoytqx1kZWWJiN63b99e6vzb29sbu3fvLrUeMTU1xZYtW2BqalpltsoLR0dHuXzv2rVr5fK98mDu3LmYPHkyhg8fDhUVFXmbU+uoX78+OWZXAWaTkZFBRNkBoHv37mXqm18/88iC5ORkPHr0CMHBwYiPj4dAIMC3b98AAHfv3i3Vvri4mNx7derUkYlfqDbQsGFD9O7dG0+ePAEAHDx4EEVFRRg2bBjS0tJw6NAhkQr24ipvMXz8+BHp6enkNZcE6djjSMlKo2zYgvY9evSQ2I79jGXuW67AJ0dUjn79+mHRokVEhE5cUvOgQYOwbds2bNmyRWy8A7Pe0dbWxpEjRzgnNlJePn78CA8PD1y7do2scbh0H1MUhYkTJ+LYsWOgKAovXrzA8OHD0atXL6SlpZHnHk3TUFZWxsSJEyX2xS7ioKSkxKmkUw8PDwQGBpL7pk+fPti7dy8aNWoEAEhISChTP0z1Zpqm8fr1a2RmZkJTU7NqjK5hsNckJRN7KkJeXh455sq8kEe29OvXD56enti3bx+8vLzIPSVpfGAKIdWtWxdjxozBqlWryDOAy1y8eBEODg4kYaIicLX4wpw5c/Dbb7+Bpmn88ccf2LVrl7xNqnUoKSnBysoKVlZWyMnJQVhYGMLCwpCcnAyBQICMjAzQNA0tLS1oaWmhSZMm6NKlC8zNzUXWdDw8lYVZk9E0jcjISOTk5EgV2ZVGVFSUiKCuIu6tfI+UlBScPHkSJ0+eRMeOHTFx4kSMGTNGJnNIHh5JFBUViRQFGD16tMS27u7uiI6OFpm76OnpQUNDA69evQIgfB4EBgbixo0bGDNmTNUZXgPR0NDA2bNnsX37dri7uwPAd+Os2eIDNE1jwoQJ2LRpU6ViamszAoEAixYtQnBwcCkBIDbi5s98PA9PdcHMsXnE065dO9y5c4f8JsXNDZs2bYozZ85gw4YNePr0qcS+JkyYgC1btnBGSEhWRR5LHjM+nTVr1mDGjBmV/o7aAFuoQRZx2Vxl1qxZuH37NkJCQkiesrOzM1xdXdG1a9dSAiMZGRmIjo7G8+fPkZSUJCIwoqysjC1btoj1Sdy+fZuI21EUxefk85Ri//79WLlyJRG7AYTPtoSEBIni4yXnkhoaGjh69KhE8av09HRMnz4dgHCsV8S4WRcXF3z69IlcEwMDAzg6OqJz584SP9O0aVOMHDkSI0eOREREBNasWUOEXpKSkuDi4lKpwve1hSZNmmDAgAF48OAB3r59i9evX6NDhw7yNqtK4HcdaxAODg44ffq0WPVCcbAfkLGxsZg/fz5mz55dpoo1PDziqMgGppKSEhwcHNC0aVMSqMPDU1nYKpuyUJx7//692L55eL5Hy5Yt5W0C58jNzcXz58/h7+8Pf39/vH79WmoFbEVmyJAhIuMqTdPIycmBu7s72ZAqLxRFITIyUlYm1ioYpVtAtCJ6RWncuLHYvhUR9tjJCHJWhvj4eLF98/CUlfj4eOIgpCgK69atK7eAacOGDfHXX39h6tSpiIqKwsWLF9G/f38MGzasKkyu0bB/k/Lso6Zx+vRpmbThMiYmJnL5XkWb77DFN3mqBhsbG3mbUOupyDVUUlKChoYGdHR00KFDB1hYWKBBgwZVYF3twcXFBceOHQMgDM708fGR2PbSpUuwt7cXu3cQHh6OqVOn4sSJE+jVq1eV2SsPTp48KRf/M5eEbvz9/REQEAAtLS1YW1tj0qRJfBWfcsD4CpgkWnE8fPiQ+LqUlJSkVvLKyMggx3wyEE9liI+Pxx9//AEfHx8UFRWRv7P3pMXh7e2NNWvWAAA0NTXx+PFjzgTlLVy4EE+ePCHBcwcOHMCBAwfI+8w1a9u2LYYOHSqxH/Z8vmHDhgoZmCQJ9tyOLebHJiIiQsS32rVrV4n9scVyuCTGZmdnR465Pl+uKMrKyli6dOl3202aNAk9evTA8ePH4efnJ5LoqKenh5EjR2LevHm8T1sC2dnZuHXrFjw8PBAUFEQSpQDR2CZVVVUMHjxY4dfitra2uH79OhFGS09Px+3btwH8F5dDURRmzJghdT+a+QxFUTAyMuLUnPCvv/4ix+bm5jh+/HiFnv86OjrQ1dXF58+fQdM0oqOjpY43igQ7QZFdmbqisIV2+aRnnoqio6ODHTt2YM2aNfDx8UFISAjCw8ORnp5O1sANGjRAw4YN0alTJ1hYWGD48OFo2LChnC2vGbi6usLR0VFsjGfJ2BJp73E1GfeHH37Aw4cPcfv2bVy7dg1NmzbF8uXL+XjXClKvXj307t0bvXv3lrcpPBzEzMwMDRo0QEZGBgoKCnDp0iXMmjWrQn2dOHGCHLds2RKtWrWSlZm1DpqmERERgcjISOzatQuDBg2CjY0NLC0tOZPozVN9REdHE3+fioqKVAHsixcvAoCICDFTRCA6Ohrz588na74zZ85wTugGANTV1eHg4IBJkybBzc0Nvr6+UgsoMInfQ4YMwaxZs8pclEERKSoqwrJly4jwEpO/p6KiggYNGhAfIUVRaN68ObKzs5GZmUn2+pi5ZP369XkRkhLk5eXh5cuXpPBCdnY2aJoW8Xnz8MiSsuzBtWzZEqdPn0ZQUBD8/PwQGxuLrKwsaGpqwsjICCNGjOBUfERVFXnU19fH+PHjMW3aNE7tqRgZGZHjsgq185SmTp06OHHiBObPn4/Q0FAy1hYWFuLZs2d49uyZ2M+VFBhRVlbG7t27iRh+ScLCwjBo0CAAQn+3oopH8FQcZWVlHDp0CJcvX8bevXtJcQFpvkS2mOTgwYOxefPmUgVY2Nja2sra7BrHxYsXRURuzp07Vy5/v6mpKc6ePYtp06bhw4cPoGkaFy9e5ITQDQAsX74cT548QUFBATZv3gw3NzeFjNvihW5qCFu3bsX58+dFVOMY1S5jY2Po6+tDU1MTNE0jKysLcXFxePXqFbKyskSCQtzc3JCfnw97e3s5nxFPbYPtIKxbt265P798+XK0aNECW7ZsEQmS5eGpCExFS5qm8fbtW0RFRVU4SfLVq1eIjo4mrw0MDGRiIw8Pj2woKipCWFgYSaQKDQ0lGyxsp1dJ8b969epxJgiRHfDK/htP+VBXVyfH7ESxipKZmSm2b0WEcf7TNI2oqCjEx8dXOCknPj5eRHyAS8k9kqhIsM3YsWMxZcqUKrCmdvDy5Uty3LBhwwqrqKupqeG3334j1QJOnjzJGaEbXV1dAP9VOPv48WOFA7bi4+MRERFBximm79pOz549ZdKGy/DzFdnAi2/y1AYcHBzkbYJCcPfuXbL+kzbXS05Oxo4dO0QSWkqun/Pz87F8+XLcvn1bIROiS55vVX4PVxNdvn79Cjc3N7i5ucHc3ByTJ0+GlZVVhavicgW2Dzs1NRWBgYGlBKeuXr0KQHjvdu7cWeo1ZQtDsAV3uUZmZiZCQ0Px6tUrpKWlITs7GwUFBeXqg6Io7Ny5s4osrNncuHED9vb2+Pbtm8g+NCC+Iimb0aNHY+/evUhKSkJmZiZu376NcePGVZfpcqVHjx5YsGAB/vrrr1LjLXPdVFVVsXPnTqljhbe3N/kM15IF2rRpA0B43d68eQOBQFAq0J8RcACE4uRMRXZxpKWlkWNFnN9Igg/6r15at26NHTt2ABAWZsjIyECDBg3KLbLNFWiaxpMnT+Dh4YG7d+8iNzeX/L1kZfDOnTvDxsYGY8aM4UTST/369eHq6opffvmFFBBgj7k0TWPQoEFYvXq1xD6ys7Nx8+ZNMs707du3ao2uQcTFxYkUM9q8eXOlRM7atm1LRFpiY2M5s8fcqFEjcvz27dtK9ZWfn4+oqCjyWlpgNg9PWdDW1saUKVM4vd9ZXiIjI7F3714A/61JRowYgSFDhkBJSYmIlFIUhdOnTyM7OxspKSkIDQ3F3bt3IRAIQFEUdHR0sHbtWrRo0UKepyM39uzZg4YNG+LChQs4fvw4Hj16hDlz5mDQoEGcWmfw1FxSU1ORlpaGrKwsqQIFkpAmFKFIKCkpYdiwYbh69SpomsbBgwcxcOBA4osoKx4eHvD29iZzbmtra9kbWwto3rw5EelkxpiCggLcvXsXd+/ehY6ODsaNGwdra2sYGxvL2VoeRYEpqEVRFNq2bQtlZfFpbUlJSXj58iX5nS5dulTEz2poaIjNmzdj4cKFAIQJy6mpqSLrIS7RrVs3dOvWDTk5OXj58iUiIiKQlpYmIiqpo6MDU1PT7+5RcYVr164hICCA3GP6+vpYv349BgwYgKSkJJFYQl9fXwDCNfKLFy9w/fp1XL9+Hbm5uSgqKsL8+fMxbdo0uZxHTeLRo0dwc3NDYGCg2PmMOJ+3n58frl+/DgDQ0tLi8yF5qhzmecllZLn/pK6ujgYNGqBx48bo3Lkzp8Rt2LRv3x6dOnVCeHg4wsPDkZaWxtlrUVk0NDRw5swZHD16FCdOnEBhYWGpPfmSxRbYe1LGxsbYuXMnOnbsKPE71q1bV3UnwKNQTJo0CePHj4e3tzdu3bqFFy9eiMQuMCgpKcHQ0BC9evXC5MmTOSWcJomoqCiyP0dRFLZt21YhUfuGDRti69atmDlzJgDgy5cvlco1r00YGxtjz549WL16NUJDQ2Fra4s9e/agSZMm8jZNpvBCNzWA+/fv49y5cyKBHp07d8bChQsxcOBAiY6bwsJC+Pn54c8//0R4eDj57Pnz52FpaSlRcY6HRxxnzpypdB9TpkxB165dxQ7WPEKysrKQlZVFVJzLCtc2lzt37oyGDRvi69evoGka9vb2+Pvvv8stwpSfn4/ff/+dvNbW1oa5ubmszeVRYHJycvDkyRPyumfPntDU1CxXHxkZGSKqsf3796+QoJgi8erVK/j7+8Pf3x/Pnz8XqcQqqYowU+G6T58+6N27N7p06cKJqq3M9eATxSsPs3lJ0zRevHiBoqKiClebKSwsxIsXL0r1rahYWFhAQ0ODVHvcvHkznJ2dy53wSdM0tm3bRu5ndXV1hQsmTk5OxogRI5Cfnw9AuOnGVIOTxNOnT8t1LRlhkqFDhyr8vSeJ9PR0AMKxQpyDquT1zMvLkzj2du/eHS1atEBiYiJCQkKQkJDACVGJbt26iSTq/f777xX6XRcXF2Pz5s3kd12nTh3ObwDyiPK9xFlx7UsirfKopDY8PDw8tY3MzEzExMSQ10OHDpXY1tXVFbm5ueQZa2RkhNGjR0NDQwM3btxAaGgoAKFQyYkTJ7Bq1aqqNr/aYY8v/BggW5SVlUUCRGiaRlhYGMLCwrBz506MGTMGkyZNgpmZmZwtrZkYGBhAX18f8fHxxK/t6upK/Ptnz54V8TVKE9rMzs7Ghw8fyOvWrVtXmd01lbi4OBw4cAB3794tt7ANGybZnotCN7du3cKaNWtQXFws8rtu0aIFtLS0RJKVxaGkpISxY8fC2dkZAHDnzh3OCN0AwIoVK9CqVSscPHiQVG0FhNewffv22LJli9Q9J+b5ycC1vfuOHTtCRUUFhYWFKCoqwl9//YW1a9eS979+/YpLly6VWcDhzZs35JgLvhse+aOmpsYL3Ejg7du38PDwwPXr10lwYsn9PZqmoauri/Hjx8PGxgbt2rWTm73yonXr1vDy8sKlS5fw4MEDkjhqYGAAKysrjBo1Sqo/9tKlSyJFF6StExUNRuyeSXisbDItW7hAIBBUqq/aRKdOnQAIf49xcXF49+4dKTpVXnx8fJCXlwdAOEe0sLCQmZ08ik1kZCSuXbtGXs+bN48XSqogx44dI8UHlZWVsX//fowYMQJA6Srh7EINkydPxqZNm+Ds7Ixjx44hPT0djo6OcHFx4UQiABt2AZr69evj27dviIyMJIlNzZs3h46ODurXr1/mPimKgpubm8xt5eEWjx49wtWrV/Hs2TOkpqZWuB+KokQKTyk6dnZ28PLyQkFBAbKzszFjxgzs2bMHffr0+e5nCwsL4eLigkOHDpH9Bk1NTcyePbsaLK953L9/HwEBAXB3d8edO3fw7ds38h5N00hNTSXC+EZGRpg4cSLGjRvHJ+3yVIrk5GRyLC1HIiAgAIDwXqxbt65YQapBgwZBR0eH5K9ERERg4MCBsjW4llGvXj307NmTL+BVBk6ePAngv72T8+fPk+ebJL+Nqqoqunfvju7du2POnDlYtmwZoqOjsW3bNmRmZmLBggXVZn9NIi0tDRs2bMDDhw8BiN/Hl3RNO3bsCDs7OyKMY21trXD70cy5h4aGllrDVRVcEUHkqRh8oYWqwdbWFkuXLkVRURH27t3LyRgFWaGiooJly5bhp59+wqVLl3D79m28ffu2VD4uM940aNAAPXv2xOTJkzFw4EDOFjbjqRpUVVVhbW1N1iNfvnzB169fkZmZCRUVFWhpaUFXV5ffWy5BdHQ0AOE8SF9fv1LFoXr06IHWrVsjNjaW9M0F/3ZiYiI6d+6MnTt3Ytu2bQgMDMSIESMwevRo9O/fH23btoWGhgbq1KlTrn5rmlYBL3RTA9i3bx+A/wIt7ezsyjRhVFZWxtChQzF06FAcPnwYTk5OxOG6d+9ezgXL8dQMeLU5UR49egRvb2+8ePECHz58KLfADcC9DShAeM7W1tZwdXUFRVEIDw/H3LlzsW/fPjRv3rxMfSQnJ2P16tUkiJjpk0coMhISEiJVqd3CwoKvvgBhheXt27cDAJo1a4a7d++Wu4/69etj+/btSEpKAgBs3boVkydPlqmdtYGLFy/C398fgYGB+Pr1K/m7pOrBjHhB79690bt3b/To0YNz1QN4B6Js6dKlCwDhvZWRkYGrV69W+Lfo4eEhch8zfSsqysrKGDVqFC5fvgyKovDkyRMsW7YMO3fuhIaGRpn6yMnJwcaNG/Hw4UPiOBw9enSFxYZqKkePHiWBvhRFYfv27WUO1mTWg2UhOzsbhw4dwpYtWypsa22GHdyvra1d6v2STsLs7GypInMdOnRAYmIiAGHALReSpZo2bYrevXuTgJAnT55gyZIl2LlzZ5mrFWZkZOB///sf/v33X3Lv9u7dmw9Q5iHY2NiUuS1N07h//z5Zm9A0jTp16kBPTw+tW7eGpqYmaJpGVlYWYmNjER8fL5Ksq6WlhcGDB/ObUzw8PLWW169fkzWxlpYWDAwMxLYrLi6Gl5cXed5169YNJ0+eJHOdGTNmYPHixfD19QVN07h27ZpCCt3QNA0VFRVYWlpi7NixfDC1DHn06BE8PDxw5coVEfElmqaRnZ2NS5cu4dKlSzAyMsKUKVMwbtw4vtp1CX766Sc4OjqCoijExsZixIgRMDExQVpaGhITE4kPTE1NTep8yd/fnzwXVFRUYGhoWF2nUCO4desWNmzYgNzcXInC2DzSSUxMxLp164i/oU6dOpg1axZmzZqF5s2b4+PHj1LFlhiGDx8OZ2dn0DSNwMDAarC8ZjF58mT88MMPCA8PJ74DAwMDdOjQ4bufzczMFPHxckmgABBW2rO0tCT7Kq6ursjKysLQoUORnp6O48ePi4gZT5gwQWJfb9++FfEHVTRJn4d7fPjwgSRWAICVlRUaN24sR4tqLwKBAF5eXvDw8EB4eDgA8cUrVFVVMWzYMFhbW6Nfv37lDqpTNFRVVTF9+nRMnz693J+dM2cO5syZI3ujagFsgTlZPPPZ+wO5ubmV7q+20KpVKxgYGOD9+/cAACcnJxKjWB5ycnJw5MgRAMLfu4WFRblEIHi4zdOnT+Hm5gaKoqCrq4v169fL26RaSW5uLnx9fcmYO2/ePCJyUxbU1NRgZ2cHU1NTLFmyBGlpabC1tcX169crVEG3tlKyAA1boA8QrqMZYbqyUJ79fR4ecXz58gXr168nwti8qHv5aNGiBVasWIHdu3eDoiikpKRg3rx56N69O0aOHFlq3+DTp0/48OED/P394eXlhU+fPomsaX7//fdyF0BUJJgYzc2bN+P27dvw8PDA06dPRZ51NE3j9evX2LVrF/bs2YMBAwbAxsYGQ4YMkVjUmYdHEmxBJWnxh8+fPwcg/J327NlT7FqEiTX+999/AZQWAVRUvLy8sHXrVgDCa+Du7l7jkhVrOsnJyYiJiSHPubVr15Z737lt27Zwc3PDjz/+iPj4eBw4cADdunWrVBJvbSQ5ORlTp04l42vJefL3CqU1adIEQ4cOxa1bt0BRFDw9PRVO6AYQjqXVFb/BxRw0Hp6awIgRIzB37ly4urrC3d0dTZo0wfLly3n/QSVo2rQpybXPzs5GdHR0KYGR5s2bo02bNvI2tcZC0zQePXqEZ8+e4dWrV0hLS0NWVhYRmCsrFEVVKKeytpGVlYWPHz+S1/r6+qXWIU2aNEGTJk2q27RaByNGCkAmcW+GhoZE6IbdtyIzZMgQkTGEpmnk5OTA3d0d7u7uFeqzJs4Tea+SnHnz5o3I4vinn36qUFLzkiVLkJqaigsXLgAAYmJi8Pr16zIF2dV02JUUqhO+2gJPZXj9+jXWrFlDlOcAfiOqvCxatAju7u6kolZwcDCsrKwwceJEWFlZoXPnzlBVVRX5TH5+PsLDw+Ht7Y2rV68iJyeHOMa0tLSwcOFCeZxKjYCmaVy+fBmnT58WSVIRx5UrVwAIhatmzZqFSZMmcXZhfe3aNeJwnTp1aoUEGZSVlfHTTz/hjz/+ACAUyOCi0M3vv/8u4qgueU/RNA0DAwP07t0bffr0Qa9evaClpSUPU2sMvNCNbGnWrBmMjY1JAunu3bthaGhYbpGaly9fkiAJQCiQ0axZsyqwuGaxdOlS3LhxgySY3blzB8HBwZg3bx7GjBkjUdgiOTkZN2/exKlTp5CcnEyeA/Xq1cOSJUuq+SyqlrS0NFy5coXcG2PGjClTwhjD9zbzSra7fv061qxZU2axIUXie2rXJa/J58+fpW5Cs9szFYi5wG+//QYbGxsUFhaCpmncu3cPI0aMwPTp0zFq1CiJDsXo6GjcvHkT586dg0AgIPekqqoqfvvtt2o+C56ajIODQ5naZWZmYsWKFWTtp6+vj/nz52PUqFESE+czMjJw8+ZNuLi4IC4uDhkZGfjy5QsOHDjA6QBEHh6e2guzOUpRlNRNvfDwcJLwR1EUli1bJpKwR1EUNmzYAF9fXwDCQPmYmBiFEyenKAqFhYW4d+8eHjx4gP79+2PChAkYOnRoKX8hT/lo2LAh5s6di7lz5yIkJAT//PMPbt26hZycHNKGCWbfvn07HB0dMWLECEyePJmvCvn/zJo1C56enoiKiiL3anh4uIhPjKIoLFy4UOo65datW6R9x44dOXVvh4aGYvXq1SSohllz8Hss5ePAgQNEjFdVVRV//vkn+vXrR94vq8+/U6dOUFVVRX5+PjIyMvDhwwfOBYnVqVMHZmZm5Q6q7t+/P/r3719FVtUO7OzscP/+fRQXF4OmaSKYBogmhZqZmUmtuM4OmNPV1eWEP5ZHNjx8+JD4J7S1tTFt2jQ5W1Q7Wbp0Ke7fv0/GZub3yx6jLSwsYGNjAysrK076rHlkCzOHASCTeTBbLI1r9+fUqVNJ1WBvb2+YmZlh9uzZZf58fn4+1qxZgw8fPpC/lefzisClS5fQu3dv6OnpyduUWkl+fj45NjIy4mzsUWUJDQ0l47CysnKFf4eDBw/G/PnzcezYMaSkpMDJyQkbN26Upam1gpKJt/x9ySMPBAIB5syZg3fv3pWaX/OUnblz5yIxMRFnzpwh1+/58+dEGIOBpmkMGTJE5DXwn9/R1tYWY8eOrVbbayr16tUjVeqTkpLg4eGBa9euEfFE5plZWFiIBw8e4MGDB9DS0sLYsWNhbW2NTp06ydN8nloE+3lXVFQksV1wcDA57tWrl8R2bPE+9hpQkUlISCDFpDp27MiL3FQAppgyTdNo0KABhg8fXqF+dHR0sH79eixevBgAcOzYMTg7O8vMzppOYWEhbG1tScEPQOjHnzJlCnr06IGioiLMnTv3u/2MHDmS7I8ywlWKCD/f4+FRfNatW4fGjRvjjz/+wPHjx/Ho0SPMnj0b/fr144sxfIeioiKR+KT69euLFFRQV1dX+ALVssbT0xN79+4tlR9RkfGIKz40Ly8vUoxaVVVVpKgKT/lgiynJQiCX3Ud5hZpqO2z/IftvigIvdCNnGOUjJilsxYoVFe5r5cqVuHLlCvmRRkVFKYTQTclKCtUBX22BpzL4+/vj119/RX5+PrmXxAk7sAcTcYIPXEdTUxOHDx/G/PnzkZ+fD4qikJOTg3PnzuHcuXNQUlKCrq4uNDQ0QFEUMjMz8fnzZ+LwZl/7unXr4tChQ5ytLpyYmIg1a9YgODhY6n3HwLSJjo6Gvb093N3d4ejoiFatWlWLvTUFgUBAKhICwOjRoyvcl5WVFRG6CQsLQ1ZWFueC6EpC0zSaN29OqoH06dMHurq68jaLR8GxtbXFypUrQVEUsrKyMHfuXNjZ2WHWrFlQUVGR+tnCwkKcPXsWBw8eRE5ODhlnbG1tq8l6+aKrq4udO3eKVBNISUnBnj17sGfPHjRp0gStW7cWGZfj4uKIU4w9LtepUwc7duxQuN/8nTt3yFpMSUkJixYtKvNnmetz9uxZqYk6AoEA06ZNQ25uLnJzc3Hz5k1Oiqdpa2uTY2bDno2qqiq0tLSIaEZ0dDSMjY0l9peamkqOs7OzZWdoDad9+/bYtm0b/ve//5G/ff36FUePHsXRo0ehpqaGVq1aQV1dnTw3P378SCrelvxdb926Fe3atZPX6fDUUgoKCrBgwQKEhISAoihMnjwZGzdu/G4CS4MGDfDjjz/CxsYG27dvxz///IMnT57gl19+wZkzZ747rvPw8MgWExMTAP9V7ahoEF1CQgIRCqyJVQOqkq9fv5JjaVWUnz59So51dXXFCovo6emhffv2ROj4zZs3CiN0s3LlSly/fl1ExLmwsBB+fn7w8/ODpqYmRo0ahQkTJqBbt25ytFQxsLCwgIWFBTZu3IgbN27g8uXLePHiBYD/EgDy8vLg5eUFLy8v6OvrY9KkSbCxseF0cI6ysjJcXFxgZ2dHArDZPlmapjF9+nSp/oS0tDTcuXOH+G+5JpTh4OCAwsJCcp9pampi6tSpGDhwINq2bQtNTU2+QvB3yMvLg4+PD7mHli9fLiJyUx6UlJTQvn17Mi6/ffuWc0I3PBXH2NgYGzduxJYtW0Sqf7MT+LS0tLBr1y6p/Xh5eZHPc1lYLTMzE15eXqWq7UlLBhIHl+bajHA7IxzHjx8VgxlT2HE0NE2jRYsWGD9+PGxsbNC6dWs5W8mjSLAFIWVRkZEt0sLeX+ACU6dOxZkzZ/Dx40fQNI1du3YhMjISS5Ys+W78x+PHj7F37168fv2a/PZNTU3LVeRBEdi0aRMoikLz5s3Rp08fEt/AV2stG+zrxNWYLVnAFslu164dGjVqJLV9YWGhxHnP/Pnz4ezsjKKiInh5eWH9+vWcmSPxyd88NYmDBw/i7du3Iuvjpk2bYsCAAbz/q5z89ttvMDQ0xM6dO0ksA1A6D6CkEDlN01BWVoa9vT0n427KQrNmzfDrr7/i119/xYsXL3D16lXcvHmTxOIAwuv69etXnD17FmfPnkW7du0wceJEjBs3jp8v8UhFXV2dHDNFPkqSkpKCd+/ekdfS9v6Ki4tlZ1wtoV69egCEzzVemLNisAvMGBsblyqGWzLPIj8/X2I805AhQ9C4cWOkpKQgICAAqamp3523Kwpnz54V8R1YW1tj69at5FolJCSUqR9mP5Smabx//x5paWlSi4bw8PDw1ESGDh1KjlVUVFBYWIjIyEisX78egFCIXVNTs1w5y0w8Hhe4evUq7O3tAQjjFHx9fRUu36Q6cXBwwOnTp0vlNPM5y9L5+vUruUZmZmbQ0tKSs0W1F/ZcLi4urtL9xcfHi+1b0WHuR0X+7fJeUDnz5csXAMKBwtzcvFIbeg0aNECXLl3w7NkzUBRF+ubh4ak+Pn/+jOXLlyMvL49MABs3bowBAwagfv36+PvvvwEIf/N2dnbIzs7Gly9fEBYWRgZbiqKgo6ODKVOmcH6zqkePHjh69CjWrl2L1NRUkUl1YWEhEhMTxX6OvRmlo6OD3bt3czbw9dOnT5g+fTqSkpJKBR9Km+Cw2wUHB2PGjBk4f/48mjdvXi121wQiIyNRXFwMiqKgq6tbqY0APT09NG3aFMnJySgqKkJkZCQn78mGDRuiZ8+eJACMD3rlqW6srKzwzz//ICAggAio7d27F8ePH8fw4cNhbm5eSqwlNjYWL168wJ07dyAQCEQSMXr16gUrKyt5n1a1MXr0aOTm5mLLli3Izc0VEfP7/PlzqfVHSXE1RnzO3t5eIa/bzZs3AQjPddiwYWjbtm25+2jevLnUALuWLVti8uTJOHPmDABh9U0uBtywr21sbKzYNkZGRnj27BkA4MmTJxg3bpzYdtnZ2QgNDSWvuRZka21tjXr16mHTpk3IyMgQmQPm5OQgOjparGObPd9u0KABtm3bhpEjR8rlHHhqNydPnkRwcDAoisLo0aOxdevWcn1eVVUVW7duRWZmJm7evImwsDCcOHGiXGJjPDySSEtLw7t37yAQCJCVlVXuTQJra+uqMawGIssNFEXejJEGuxoNE5QojqCgIADCsVia8EWbNm2IGIyk4NDaiK2tLWxtbREeHg4PDw94e3sjLS2N3DcZGRm4dOkSLl26hFatWmHChAmYMGECH9xZSdTV1TFlyhRMmTIF0dHRuHjxIjw9PUsFs8fGxmL//v04ePAgBg8ejEmTJmHgwIGcLCqgo6ODc+fOwc/PD/fv38enT58AAAYGBrCysoKZmZnUz9++fVsk+LWiFSRrI/Hx8QgLCyP3jbGxMVxcXDgTDCwrgoKCSGJP/fr1MWPGjEr1p6urS0QxkpOTK20fD7eYOnUq9PX1sX//fkRERAAAEc0dMGAA/ve//0kVT/r3338RHR0NQDgHGjx4cHWYXaMoLi7G8ePHcezYMeTl5QHg7ry5vLAD3KQJSvKUHTU1NQwfPhw2Njbo3bs3J+d6PFUPUxCApmkydlSU5ORkEaEbrom1q6io4PDhw5gxYways7NB0zSuX7+O69evw8TEpJTYzZEjRxAbG4vAwEB8+fJFRPBeW1sbBw8elNOZyJ/ExERcvXoVV69eBSDcq2LiHnr27Mm5/aWywi7wkZ6eLkdLajdsH4y4OJuS8YX5+fkSYw41NDRgbm6OoKAgCAQCBAcHcyZ+ydfXV94m8PAAEMYo/PPPP2SMVVFRwaZNmzB58mR+fl1BpkyZggEDBsDV1RVXrlwhBY7ErZ2Zaz5hwgT8+uuvnCv+WFHMzMxgZmaG3377Dffv34e7uzsePXpEBMsB4bWNiYnBnj17sH//fpEikzw8JWGv+169eiW2SPX9+/fJcd26ddGpUyeJ/bHnS/Xr15extTUTtpgU7yusGJmZmeRYXBGPunXrirzOycmRKHRDURRMTU3h5+eHoqIihIWFYciQIbI1uIbi6upKfr+WlpbfFbaXhKamJlq2bEmEcWJiYhRurUJRFMzMzL5bAI5HFEk5Y9UBL5jKU14SEhJE5jQl468zMzNFxp+ywKV1IjsGrFOnTrzITSXw8PCAm5sbgP/yeGiahqqqKsmX4nrOsiQYYRsml5Sn4jAxmzRNIyoqCvHx8RWO44yPjxcp5sOVeFA7Ozt5m1At8E8jOcNWI5bFg4/dB7vv2gy/MKg8TIInmx49eny3jSwo+T2KjouLCwQCAVlIzJgxA2vXroWqqioSEhKI0A1QeqAJDQ3FgQMHEBAQgPT0dAQGBuLYsWOcV/7r168fPD09sW/fPnh5eZEATkmLNWbyXbduXYwZMwarVq3ibBB8UVERbG1t8enTJ5FkZBMTE4wdOxbm5uZo27YtNDQ0AABZWVl4//49wsLC4OXlhcjISPKZpKQk2NrawsPDo5RiuaLCTpw3NDSsdH+GhoYkCSA2NlbhnK/fw8PDA8bGxvI2g4cHR44cwYwZM/Dq1SvyjBMIBLhy5QquXLki8XNsJWOapmFsbIwjR45Ul9k1BhsbG5iZmWHbtm0ICAggfxc3LrOFcGiaRq9evWBvb6+QQcQ0TSMsLIy8rkrBj/Hjx+PMmTOgaRovX76ssu+pyRgaGkJZWRmFhYX4+PEjsrKyyHyGoVevXnj27BlomsbNmzfx66+/ig38PHz4ML59+0Zed+jQocrtr2mMHDkS3bp1w759++Dt7S1xvl1SMFFVVZXMt8Vt9td2qmqNXBa4so4uLi7GuXPnAAB16tTBhg0bKtzX//73P/j4+KC4uBgXLlzAwoULObXBxyM7kpKScPbsWXh7e1c6UIJLQjcAtzbVqwIVFRVyzBa9KUlwcDA5ljZesAM42XMdRaFTp07o1KkT1q9fDz8/P1y7dg0PHjxAfn4+WYN8/PgRTk5OcHJygoWFBWxsbDBq1ChoamrK2frajaGhITZu3Ii1a9fCx8cHly9fRmBgIID/ngOFhYW4e/cu7t69i6ZNm+KHH37AxIkT0bJlS3maLhcsLS1haWlZ7s9NnToVU6dOrQKLaj7Mc44Rwdi/fz9n/fuVgQkCZgqtVDZglr3mzsrKqlRfigxN0wgPD0dCQgJUVFRgYGBQISFkRaRfv37o168fUlNTyTy7devWZUoI19DQgIODA3k9aNCgqjKzRlJcXIyVK1fi9u3bYqvP80inadOm5Jid8MRTfrp37w5ra2uMGjVKYWKR5EFubi7Cw8MRERGBtLQ0ZGRkABAKsOvo6MDU1BSdOnWCmpqanC2VL127doWKigoKCgqQmZmJu3fvYtiwYRXqi/E/AsLgZBMTE1mZWWswNjbGn3/+iWXLliEtLQ3Af0HFUVFRpB1N03ByciLHwH97fY0bN4aTkxMn13WAaNIoc/z27Vu8e/cOZ8+eRZ06dWBiYoLevXujT58+6NatG+d/xwzdunVDgwYNkJGRgRcvXqCwsJBPoKgARUVF5FjcvVVybE5NTZWa4M2eI8kzYZCHh6s8e/YMhYWFAIRj7datW2FjYyNnq2o/zZs3x//+9z+sWbMGL1++RHBwMJKSkiAQCFBYWAgtLS00btwY5ubm6N69u9SiAzySUVFRwYgRIzBixAikpaXB09MTHh4eZF7JzB/ZYxeXePXqFUJCQqSu+SwsLPg4WoBcA4qikJGRgXv37pVa9/3zzz+kTZcuXUT2U0vCjvdmz3UUmfbt25NjZk+Ap3yw76k6deqUer/kPPvz589S83rY/u7Pnz/LwMKaz+vXr5GUlARAeA1/++23SvXXpk0bcj/HxcUpVK4FI+j1xx9/8DmS5WTIkCFyiUmiKEokoZ6Hpzzwe3gVg4lLoCgKzZs3l7M1tZsDBw4A+G+N1rVrVyxevBi9e/fmTE5oRWELSkqL4+T5PhYWFtDQ0CCCxJs3b4azs3O5x3WaprFt2zbybFVXV0fXrl1lbm9NhBe64akW2FUryqvIJw52H+y+azN8JYXKM3PmzFKKkCUXXCXbyAKuLeyKi4tx5coVch2HDh2KjRs3lvnzXbp0walTp7Bv3z6cOHECoaGh+PXXX/H3339zfhKpo6ODHTt2YM2aNfDx8UFISAjCw8ORnp4ushHQsGFDdOrUCRYWFhg+fDjnK/NduHAB0dHRIsFH9vb2GDFihNj2Ojo60NHRQbdu3TBv3jzcvXsXmzdvRmpqKqm2cP78+UpXf60tMPcWAGhra1e6P7Zzm903V+A353hqChoaGjh79iy2b98Od3d3AKXVskvCThygaRoTJkzApk2bSglrcIV27drh1KlTiImJgaenJ4KDgxEREVEqgbZ+/fowNTVF165dMXbsWJmIhtVU3r9/TxxZderUQf/+/avsuzp37gwNDQ1kZWUhOzsbb9++VUjxIGnUq1cPZmZmCA4OBk3TePz4MUaNGiXSZty4cSQgOzc3F7NmzcLatWvRr18/aGho4MOHD3B1dcXVq1dF5kpmZmbyOCW507hxYzg4OGD9+vW4ffs2QkJCEBkZidTUVJH5dqNGjdCxY0dYWFhg5MiRCi3KWRVr5LLApXV0cHAwkpOTQVEUOnfuLLI5UF6aNGkCMzMzhISE4MuXLwgKCkL37t1laC0PF7h48SIcHByQl5dX4c1mZkzhougLV89bVrCD3j5+/Ci2TUREhEhyrrTNOvYmq7Sgz9qOsrIyhg4diqFDhyIjIwNeXl64fv06QkNDRX7HISEhCAkJwfbt2zFo0CBYW1tj4MCBnPe5VgZVVVWMHTsWY8eOxcePH3Hp0iV4eHgQkWfm+iclJeHo0aP4888/0adPH0yZMgXDhg3jrz2PRFJTUwH8V/mSFwmpGOnp6eRYFkJBBQUF5FhcsLcikpWVJTImt2/fXmpCrre3N3bv3l0qeN3U1BRbtmyBqalpldlam2jUqFG570lzc3OYm5tXkUU1n9OnT+PWrVsARKvt6evrk2IWijzfqyzdunVDvXr1kJOTg/DwcH7dUkHu3LnDmap4VcXz589x9uxZ3Lt3T2RcFYeysjKGDx+OadOmcda/Vb9+ffTs2RP//vsvaJrGnj170LdvX6miDeKIiooSqSpeUbEcRaBHjx7w8PDAxo0b8fDhQ5H3pBWzoGkaffv2hYODA2eSRUty9epVBAQEwN/fH0FBQaX2Q5lE7oiICERERMDFxQXKysro0qULevXqhT59+sDc3Jyz4i6qqqqwsrLChQsXkJ2djatXr2LKlCnyNqvWwU6wFSdqra6uDiUlJSIqkJiYKHXsZosPpKSkyNBSHh6essAWI2jatCkvciNjVFRU0LVrV84kPMkTHR0dzJ49G7Nnz4afnx/Wr1+Pr1+/ytusaoemaVy+fBmnT59GTEyM1LZMEb727dtj1qxZmDRpEmf9FK1atUKHDh3w5s0b0DSNzZs3o1GjRrCwsEBBQQEOHDggUgBOWtG5r1+/ivhy9fX1q9T2moKhoSEMDQ0RHR2NqKgoJCcnc3bdVlHYcW/iRP7V1NSgrq5OEnPfv38vNQaWvZfPFdHt169fAxD6EYyNjSvtQ2QXrZFFfiWPYsELh/DUBrhS5LKqYMcQMwKxPOXn5cuXSEpKImsNKysr7Nu3j7Nrj/LSuXNn1KlTBzRN4+3bt/I2p1ajrKyMUaNG4fLly6AoCk+ePMGyZcuwc+fOMufi5eTkkL0t5h4ePXo0H3uoYHBzB60G0bVrV6iqqiI/Px8vX75EUVFRhX9khYWFePHiBQDhQ4B30vKUpCwLO37xV3GioqKIk4uiKCxfvrxC/axatQqxsbHw8fFBaGgoTp8+jblz58rQ0tqLtrY2pkyZwgc9lJFTp06RACRdXV38/fff5XLgDxs2DB06dMD06dPx5csX0DQNNzc3zgjdsMfjvLy8SvfHDlrkasUKHp6agrq6OhwcHDBp0iS4ubnB19dXqjOMpmkoKytjyJAhmDVrFmcDi0vSvn17rFixgrzOz88XEcSobLXw2gQTqEBRFNq0aVOmatRsyus4bNeuHcLCwgAIN1C5JnQDAIMHD0ZwcDAA4Pbt26WEblq3bo2JEycSIcrk5GSsXr26VD/sqqQLFizgvNNLS0uLn2+XgF8jVx3sQCNZVAJu0aIFQkJCSN/8eM1THlxdXeHo6Cg26ZH9uuQzoeR7/DOjcuTm5pJjrlW9btOmDQDhffTmzRsIBIJSgnK3b98mx02aNJHq42EqtAMo99y0ttKgQQNMmzYN06ZNw4cPH+Du7g5PT08kJiaS32ZeXh58fHzg4+ODhg0bYuzYsZgwYQIvPlBJWrVqhRUrVmDZsmV48OABtm3bRir3Af89H588eYInT56gUaNGmDp1KmbPns1ZAVkeybBFVLgSjF4VsCtSs8fXisIeV2QhCl8bcHFxwbFjxwAAenp68PHxkdj20qVLsLe3FzsXDA8Px9SpU3HixAn06tWryuzlUUyKiorw559/iogNjBkzBkuWLCHzRx7p1K9fH0OHDoWXlxe+fv0KHx8fqYlRPOLhRW4qTnp6OrZv3w5vb28Aon6Fkv4H5r2CggLcvHkTN2/exJgxY/Dbb79xssDPokWL8O+//4KiKMTFxeGXX36Bk5NTmeciwcHBWLJkCQoKCsg+3y+//FK1RtdwdHV1cfz4cbx69Qrnzp1DYGAgYmNjxbZt3Lgx+vTpg59++gndunWrZktrFh07dkTHjh0xb948FBYWIiwsDP7+/ggMDERoaCiJA2H8ijRNo6CgAM+fP8fz58/h5OQENTU1dO/eHb1790afPn3QsWNHOZ9V9bJq1So8fPgQiYmJ2LNnDzp37gwTExN5m1WrYO+hMAKxbJg9aibxIiwsTOr6Izo6mhxzVYSJh0eeMMnyFEWhU6dOcramduLl5YWtW7cCEF5Hd3d3tGjRQs5WcY/c3Fz4+PjAw8MDgYGBKC4ulrdJ1U5iYiLWrFlDCnUxSIoDY9pER0fD3t4e7u7ucHR0RKtWrarF3prGzJkzsXHjRlAUhZSUFEybNg0NGzZEVlaWSLy1lpYWxo0bJ7GfR48ekWM1NTW0b9++Su2uScyZMwe//fYbaJrGH3/8gV27dsnbpFoF28caHx8vto2RkRGJRQoICJBYbDg/P5/EcwLgzB4oe30iCx8ie30ii9wNHsWBj8fiqS2cOXNG3ibUatg+ww8fPsjPkFrOq1evAAifnWpqati8eTMvclMOmjZtih49eiAwMBBxcXEIDw/n/TeVYOnSpbhx4wZyc3NB0zTu3LmD4OBgzJs3D2PGjJEo1pmcnIybN2/i1KlTpKguTdOoV68elixZUs1nwVPV8LsUckZbWxtDhw7FzZs38fXrV1y9ehWTJ0+uUF/u7u74+vUrKIrCkCFDOBNoyFM2eJGbqofZBKYoCq1atfquo1Raxbg1a9aQoNkLFy4onNDN6dOnyfEPP/wgUnmGRza8f/8e8fHxoCgKFEXh999/r1BigJ6eHuzt7WFnZwdAmDD67t07TlTS1dHRIcdMNerKwE7w4WIwIk/5efbsWZX0yytF/0e3bt3QrVs35OTk4OXLl4iIiEBaWpqIWIuOjg5MTU3RuXNnkSQhntKoqqqicePG8jZDLrArcFTkGpS3kjD7O7hYDQkAxowZg3379hGHV1JSEpo1aybSZv369YiMjERUVBRxbrFh5kk0TWPkyJGcEfPjKTv8Grlq+fz5MzlmAjorA7uPL1++VLo/Hu4QGRmJvXv3AvivWvWIESMwZMgQKCkpYc2aNeS906dPIzs7GykpKQgNDcXdu3chEAhAURR0dHSwdu1aPpC2Erx//54csyt1cYGOHTtCRUUFhYWFKCoqwl9//YW1a9eS979+/YpLly6ROWPfvn2l9vfmzRtyLAsxsdpGmzZtsGLFCqxYsQJPnz6Fu7s7fHx8kJ2dTcb3tLQ0nDlzBmfOnEG7du1gbW2NqVOn8n7KCpKUlIQrV67g6tWrIj6wktA0jZSUFBw5cgRubm5YvXo1L7LII0Lz5s3JcX5+vhwtqd00atSIHEtKXi4rxcXFiIiIIK/ZVdQUmbt37xJ/jbTnVHJyMnbs2CHi2ymZ1JKfn4/ly5fj9u3bnBGg45ENISEhZL1BURRmzpyJ//3vf/I2q9axZs0aPH78GAKBADt27EDnzp35dRtPtZCUlITZs2cjLi6OjBNsP7Uk3yN7PLlx4wbCw8Ph5ubGuars3bp1w7hx4+Dp6QmKohAUFISRI0di5syZGDFihFiB3IKCAgQGBsLd3R03b94kibYURWHWrFlo3bp1dZ9GjcTY2JgkhqelpSEpKQkCgQAFBQXQ1tZGo0aNOOlLKAvKyspkf9nOzg65ubkICgqCv78//P39ERUVJfIbZ37zOTk5ePz4MR4/fgxAmKgbEBAgz1OpVjQ1NXH06FEsXLgQnz59wvTp07Fs2TL8+OOPnBO7rihM0ROapkVEatiYmJgQoRtPT0/Y2tqKbRcUFIR3796R11wbX3h4agK6urrkuG7dunK0pPaSkJBAYrs6duzIr/GqGfa+y7dv3wCUP+5JEWDmNUlJSaV8g9JiTdjtgoODMWPGDJw/f17EN84VJk2ahJs3bxKRU5qmieg6s4YGhL4daaIht27dIp8xMzPjVJGzH374AQ8fPsTt27dx7do1NG3aFMuXL+fc77GiGBkZoU6dOiguLkZsbCzy8/NLFXfs1q0bQkJCQNM0PD09sXjxYpE9GIbTp0+LxJBypXAhu/CvLH57zPgOcC9mhEcyTB4TDw+P4qOnpwdzc3OEhYUhJiYGHz584It/VID09HQAwvlxly5d+BiFCrB06VLMmjULxcXF2L59O06fPs2pIuCyRFdXFzt37sSqVavI31JSUrBnzx7s2bMHTZo0QevWraGhoQGKopCZmYm4uDiSY8Dea6lTpw527Ngh4lvjUQx4oZsawIoVK+Dn54ecnBzs3r0b7dq1Q9euXcvVR3BwMFHgrVevHlasWFEVpnKC5ORkXLt2DR4eHqSqUm3HwcFBJm14pMNOMhbnnGJXIgWEavaSEub19PRgbGyMV69eIS4uDpGRkQpV0Wfnzp3EiTps2DCxCSRHjhwhx3PmzOGMsrWsiIyMBCCc0DVr1gxDhw6tcF/Dhg1Ds2bNSJJKVFQUJ4RumGR5mqYRGRmJrKysCt+HWVlZ5H8CgJ9U85SJmTNnynzDiaIokXuRR0i9evXQs2dP9OzZU96m8NRS2Bts5RW6mTRpEjkua1Jt/fr1xX43l2jRogUiIyNJcIi4jVJNTU24ubnBwcEBHh4epd5nVJ3nzp3Lb4bxlIJfI1c9zOYJTdOkgkBFoWkaUVFR5DW/fuQpD8eOHSPBN8rKyti/fz+pwpWQkCDSlj1fnDx5MjZt2gRnZ2ccO3YM6enpcHR0hIuLC1+RuALk5OTAzc0NgHDdYmBgIGeLqhcNDQ1YWlri7t27AABXV1dkZWVh6NChSE9Px/Hjx0U2oSdMmCCxr7dv3yIzM5O85oIPRxrMWu/333+Hj48Prl27hoCAABQVFZG5ZExMDPbt24euXbuWe2+GyxQWFuLevXu4fPkynjx5guLi4lLB3BRFoV+/ftDQ0ICvry8KCgrI+xkZGfj9998RERGBLVu2yPNUeGoQHTt2JPdIZQVauEyHDh0ACH+Hb9++RXJycoWTFx89ekQSVphAKEUnMzMTMTEx5LW0/RVXV1fk5uaSwBojIyOMHj0aGhoauHHjBkJDQwEI9xBPnDghErzDIx6BQAB/f38kJCRARUUFBgYG6Nu3L6cSVBiYBGSapqGhocHfPxWkadOm2L9/P5YuXYrPnz/jp59+gr29PYYNGyZv0xSCT58+IT4+HgKBgIgQW1tby9eoGkBeXh7mzJlD5jPMONGoUSMMHz4cnTt3JkGbgHAvOTY2Fi9fvoSPjw/S0tLIZz58+IA5c+bg2rVrnAui3bFjBxISEhAcHAyKoiAQCODk5AQnJ6dS48LQoUORlJRExG3Yga99+vQhQsY8oujo6IgUAOIpH2pqaujXrx/69esHQLjOffr0Kfz9/REQEEBER0oWY2AnP3IBZo9u5syZOHLkCL59+4Zdu3bh0KFD6N27N0xMTNCwYcNyiw9zabzR09ODrq4uPn/+jOzsbLx58wZGRkYibUaOHAkvLy8AQl/X3r17sXr1apE2cXFxWLt2LbknKYpC9+7dq+08eHh4hLCLFaakpMjRktoLE3dNURT09PTkbA03iIuLg4eHB65du4bExEQA/4l3svcEGjdujPHjx8PGxkZutlYHRUVFsLW1xadPn0RETU1MTDB27FiYm5ujbdu2Imu+9+/fIywsDF5eXoiMjCSfSUpKgq2tLTw8PDjp/3JycsLGjRvJPIaBpmmoqKhg+fLl+OGHHyR+PjExEX5+fuT1wIEDq8zWmsqePXvQsGFDXLhwAcePH8ejR48wZ84cDBo0iE9q/g6ampowMTFBREQEioqK4O/vD0tLS5E2Y8eOhbOzM0m6nTt3LrZu3Ur2SrKysnD69Gk4OTmR37WmpiZn9pzZoj+yKErG3pvhiwrzMPCxvTy1hS9fvuDFixfkdbdu3aCtrS0/g2opCxYswKJFiwAI47j/+usvOVtU+2DHT3OlkJGs6datG1asWIG9e/ciLCwMtra22L17Ny8aXkFGjx6N3NxcbNmyRSS+BhAWzS05jyxZXIqmadStWxf29vawsrKqVtt5qgde6KYGoK+vDycnJ9jZ2SErKwvz5s2Dra0t5syZI5LAKI5v377B1dUVJ06cQG5uLurXr48jR47wanXlJC8vDz4+PvDw8EBAQAAJfFAUyuIwVnSncnWQm5tLjsU5Bkv+njMyMiQK3QDCZwOT7PfhwweFEroBvq/gf+TIEfL+xIkT+UTFcpKamgpAOKEzNjaudH8mJiZE6IbpW9GxsLAQqaZ+7tw5iRWPvsf58+dRWFgIQJiI361bN1maWqtJS0vDu3fvIBAIkJWVJbWahTi4ELxU3mvCw8NT/bCrzBcUFJTrs9u3by/39+Xl5Yn9bq5RUkhSHA0aNICDgwOWLVsGPz8/xMbGIisrC5qamjAyMsLAgQP5TVEesfBr5KqnVatW5Dg5ORl3796tcJLZnTt3kJycLLZvHh5p5ObmwtfXl/gf5s2bR0RuyoKamhrs7OxgamqKJUuWIC0tDba2trh+/brCjS8bNmwoU7vdu3d/16fNpqCgACkpKXj58iVJogeAHj16lNvG2o6dnR3u379PxEIuXbqES5cuARD1o5mZmaFPnz4S+2HEcgCh0C4j5Mt11NTUMH78eIwfPx6fP3/G9evXcfz4cWRmZvLr7nLy9u1bXL58GdeuXSMCTCUFbho3boyJEydi8uTJJNFAIBDA3d0df//9Nz5+/Eg2ov/55x8MGDBAYZLNxYlsygIu+MAAYfJez549ERgYiOjoaMTHx/PJKhWgXbt2aNGiBRITE0HTNE6cOIGNGzeWu5+ioiJSlICiKJiYmEBLS0vW5tY4Xr9+TcYGLS0tiQJ8xcXF8PLyIs+/bt264eTJk6Qa+4wZM7B48WL4+vqCpmlcu3aNc0IlJQM6BwwYIFWk4cSJEzh69KjInisgFJbesmULhgwZUmW21kSYIisURcHCwoLcWzzl49mzZ1BRUcG6devg4OCAz58/Y8mSJdDT08OgQYNgYmICHR2dcq1jAG6uWRjevn2L06dPw8/PT8QfwyBu3vL06VM8fvwYgDCJ6JdffqlqM+XK4cOH8eHDBzLnVVdXx4oVK/DTTz9JTFzs3r07fvjhB2zatAnnz5/HgQMHkJ2dTcRuDh8+zLlxRFVVFSdOnIC9vT1u3LghsuYoLCwUiTdhixWz240dOxY7duzgq9nzVAsNGjTAsGHDyPo2NjYWhw4dgre3t8h9yTXWr18v8htkno3Z2dnw9fWFr69vhfrlyjqZoW/fvsTncP/+/VJCN5aWlmjZsiVZB7q4uODevXvo168f1NXV8eHDBzx48AD5+fnEj2Npacknu/DwyAELCwvit3nx4gXy8/M5J2hYWdjPLi6OrdVFVlYWvL294eHhgZCQEAClxW0AQEVFBUOGDIGNjQ0GDBhQplie2s6FCxcQHR1N5jWNGzeGvb29xH1mRmCyW7dumDdvHu7evYvNmzcjNTUVNE0jJiYG58+fx4wZM6r5TOSPmpoa9u7diwULFuDBgwf49OkTAMDAwAAjRoz4biJpYGAgLCwsyOvhw4dXqb01jVmzZpHj+vXr49u3b4iMjMS6desAAM2bNy+334uiKFKghgtYWloiIiICgDD2qKTQjbGxMYYOHYp79+6Boii8efMGU6dORf369aGuro60tDSRAisURWHWrFmcGdtbtGgBQDg+hIeHo7CwEMrKFUtTjY2NJWJqwH9FHXh4eHhqCz4+PiQnoH79+mRPhKd8DBkyBDNnzsSZM2fw8OFDrF27Fps3by73Ph6Xad68OTnOysqSoyW1m/nz56NFixbYuHEjAgMDMWrUKFhZWWHw4MFkf1laXjiPKDY2NjAzM8O2bdsQEBBA/i5u/44thEPTNHr16gV7e3u0a9eu2uyt6WRkZCA0NBQRERFIS0sjxdMbNGgAHR0dmJqawtzcvNbEePFCN1XMs2fPytROWVkZa9aswf79+5GRkYHDhw/jxIkTGDBgADp37gx9fX1oaGgQJdi4uDi8fPkSjx49Qm5uLmiahpaWFlasWAEVFRU8e/aM04E1ZeXZs2dwd3fH7du3SSKFOCcsD09ZYE+a2cnHDCUrz3yvgqaKigo5/vz5swwsrH18TwyHRzLsIODyVj0SB/v+LhlgrKioqamhR48eePLkCQDg+PHjGDRoUKlgke8RHR2Nv/76i9zLFhYWnBduSkpKwtmzZ+Ht7S3ilK4Iih68VNHNePazk9/Q56lK8vLy8PLlS5GKrTRNc05Bn+2kYhI9qxImyQUQjlc836dZs2b48ccf5W0GDw8Pi549e0JTU5OIHW7evBnt27cvt3jz+/fvsXXrVuLY1tDQQK9evarGaB6FIzQ0lIiSKisrY/bs2RXqZ/DgwZg/fz6OHTuGlJQUUnlOkXB3d/+uj4amafj4+FSof7YPSE1NTWplPkXF2NgYGzduxJYtW0SSn9iVILW0tLBr1y6p/bAT7nv27Fnldtc2Pn78iGvXruH69evIzMyUtzm1hpycHNy8eROXLl1CaGgoAPF7KX379sWPP/6IoUOHlgpi1NLSwpw5czBz5kycOnUKf/zxB4qKigAIg8IVReimZAKfrFB0HxiblStXYvr06SgqKsKePXtw6NAheZtUK5k4cSKOHDkCmqZx7tw59OzZs1yCfgCwbds2vHz5krzmSqLFx48fAQifb4aGhhLbhYeHk8rrFEVh2bJlIkIkFEVhw4YNJHH3y5cviImJQfv27avQ+prFyZMncerUKQDCoPShQ4dKbOvk5ETuWUBUpODLly+ws7PDnj17MGbMmCq3u6bArvLIV3ysODNnzhSbXB8XF4czZ85UqE+KohAZGSkrE2sN+fn5cHBwwMWLF0HTtNj9J0nzoGbNmsHZ2Zl8ZvDgwQr7PMzPz8fFixfJvdawYUO4urqWuTiNkpISZsyYge7du2POnDkQCASgaRoXL17E0qVLReJIuIC6ujr27duHYcOG4cSJEyK/PbYvoWTQa5s2bbB48WKMGzdOLnbzcJPCwkKEhobC398fAQEBCAsLI+tentK/WXHvfw/mt87FWLLRo0fDw8MDNE3j8uXLWLBggcj7qqqq2LRpExYuXEiu0/v37/HhwwfShn3tNDQ0yixurqhkZGTA19cXYWFhePfuHTIyMpCVlVWuIpkURYkIj/PwlAUmAX7Xrl3Izc3FuXPnMGfOHHmbVatgryXYgoc8lYemaTx69AgeHh64d+8eKb5Vcr+KpmmYm5vD2toaY8aMEVscVpE5deoUuRa6urr4+++/oa+vX+bPDxs2DB06dMD06dPx5csX0DQNNzc3zvhfxWFoaCjVFysJGxsbTheyevr0aSm/F/Df3DoxMZGIB5UFLs61x4wZg6NHj4KmaXh5eWH16tWlfLH29vaIiopCYmKiiHBndnY2acP8vWvXrli4cGE1n4X8sLCwQL169ZCTk4Pc3Fx4eXlVeE+T2UsAhOL3/8feeYc1kX19/Dt0BERRsSLYUCyACgoqYgVFaSvq2rGvYl/FXtfedWUta0N/doWA2EGKBVQEVAREBQGlCSi9hnn/4M1sQpNACiT38zz77ITc3DkTJ3PLOed7SCIzgUBoaHAX/e7VqxcRwKgD69evh6amJg4fPozbt2/jxYsX+P333zF06FB06dKlyoIChDL69u0LRUVFFBUVISoqStzmNEj09PR4XtM0jfz8fLi5ucHNza1WfUqrf5mbTp064fz58/j06RNu376NkJAQvH//nqdAJlCWw9yjRw/06dMHY8eOrdVaUVIJDAyEq6srAgICfulToSgKgwcPxvTp0zFgwAARWVg7iNCNkCkfNFMTOIvc/Px8PHr0CI8ePaqyLXegV1ZWFrZu3cq8lvYHX1UkJCSAxWKBxWIxyfXc3yN38AOBwA/cVQIyMzMrvC8nJ4fWrVszG4bh4eHQ19evsj9OIC0AJulKUlBUVGTEgDiOEIJg4a4cLwhnHrcYiaRVpa+OefPm4fnz56AoCjk5OZg9ezYOHDhQ40Sx4OBgrFixghF+oCgK8+bNE7LV9Ztr165h165dKCwsrJOIizQ4VHbt2sVX+9LSUmRnZ+PTp094/vw541RRV1fHwoULpc6hTBAuT548gaurK168eFHpPKUyoRt/f394enoCKEtw3LRpk9DtFBXNmzdnjiurYCtouB3QzZo1E/r5CA2T6pLHhAUJ5iTwg4KCAiZMmIAzZ86AoiikpaVh0qRJWLNmDWxtbWvUB4vFwp49e/Dz509mfjhx4kSpqYxEqDvcScydOnX65bhaXfWpOXPm4PTp02Cz2fDy8sKaNWtqXalKWqFpGoqKitixYwdPZRFpYtKkSWjfvj0OHjzIVI6jaRoyMjIwMzPDunXrqhUEe/bsGT5+/Aig7L4eOnSoKMyu9+Tk5ODevXvw8PDA69eved7j7E3IysqS6j+V8PbtW9y8eRN37tzhKRbAvSejoaGB3377DRMmTICWltYv+5SVlcXs2bPx/ft3JmAxPDxcKPaLE0H4maRlD6w8BgYGWL16NXbs2IFHjx5h+/btWLt2LQlW4pNZs2bhypUryMjIQGlpKZYvX4758+dj7ty5vwyq+/z5M3bv3o2nT58y91/79u1rPE9v6HALDFfnD3n58iVzrKmpWanfQEtLC507d8anT58AANHR0RIr7FAZjx8/Zp5jEyZMqLLdly9f8M8//wAAT8IUB4qiUFpaig0bNsDIyOiXlZwlBe45cWW+ZwJ/VJVcT2JDakZOTg6mT5+OyMjISucnv4qzad++PczMzODv7w+KouDp6YkVK1YI22yx8PLlS0ZUk6IobNy4scYiN9x069YNGzduxJ9//gkAyM7OxosXLzBo0CCB2ttQGD16NEaPHo2wsDAEBQUhJCQEycnJyMzMRElJCdTV1dGsWTMYGhpiwIAB6N+/P2RkZMRtNkEKiIiIQGBgIAIDA/H69WuewlHln4sURaFbt24wNTUVtZlih1uIShD9SCMDBw7EwoULGRGWygrsDRkyBH/99Re2bt2K4uLiKsfrJk2a4NixY3wl5EsSeXl5OHDgANzc3Kr9zdYEaduzIQgOR0dHPHnyBM+ePcPhw4dhYGCA3r17i9usBgNHEOPjx4+IjIz8ZdFRwq/5+PEj3N3dcfv2bUbYuTIx4pYtW8LW1hZ2dnbo2LGj2OwVJ7GxsUhISGByTjZv3lyrMVVLSwubNm1iYuy+fv2KmJgYqf1eCXWj/F4NmaPUnE6dOuHRo0fMM68y/0nLli1x8eJFrF27lscvUB5bW1ts3bpVqvxZCgoKMDMzw8OHD0HTNPbv34/BgwdDQ0ODr36eP3/OCEcDkCrBewKBIDlw/MoURZHY/jrAHfsuJyeHwsJCpKSk4OjRozh69ChkZWWhpqbGV4yXtMW2N27cGBYWFrh9+zaSk5Px6tUrGBsbi9usBkX5WAXiWxYsnTt3xvLly5nXRUVFyMrKAlB2/5IcgIpkZ2djy5YtuHv3LoDKCxRyw4m58ff3h7+/P6ysrLB58+Z6m1dKIu1FRE0fYFVVrajM8VmTdoQyOIHs7u7uCA0NBVC5uA1HWdvCwgJWVlbiNFmk+Pn54ciRI8xrFxcXtGnTRowWNUy4VYM5Aavl6dq1K5OY/PjxY0yePLnSdomJiQgPD2d+4/xu9tR31NXVkZqaCqBs07+6BB1C7eD8hmmaZqqKcifh80N6ejrevn1boW9pwMTEBEOGDIGfnx8oisL379/h6OiIESNGwMHBAX369IGqqirPZ3JzcxESEoIbN27Ax8cHbDabGWvMzMxgZmYmpqsRP+fOncPevXurDIDlUNW8h/OetMx36lJpgqZp3L59Gzt27EBWVhYuX76Mc+fOSdXvlyAcMjIysHbtWgQEBACofP1R1WK5e/fuWLRoESOMY2dnV63oX0OCE7BA0zQSEhKQnJyMVq1aCeVcSUlJSEhIqHBuAqE83759E7mQKwmUIPDLkiVL4O3tjfj4eFAUhR8/fmDNmjU4cuQILC0t0atXL7Rv3x6qqqqgKArZ2dmIj4/Hu3fv8ODBAyQlJfHMLbW1tbF48WIxXxWhIcGdLKqtrV3h/fJCNUVFRVWK16iqqsLAwACvX79GZmYmQkJCaiyS2lCoyZjC77ijoKAANTU1dOjQAUZGRhg/fjzatm1bWxMlgoEDB2LgwIFIT09nhIe1tbVr5GRSVVXlEU0dMmSIsMys95SWljJVR319fRnR7fL3qL6+PmxtbTFmzJgK1fmklczMTHh4eODmzZuMcFJlzlFTU1NMnDgRI0aMqJWwl6WlJSN0w3FWSwp1mYNzJw1Iyx5YZUybNg1NmjTBhg0bcOnSJbx8+RIzZ87EoEGDeIoOEKqmUaNG2L9/P+bNm4eSkhKw2WwcP34c58+fx6BBgyrsW7BYLHz58gVBQUF4+/Ytzz2orKyMI0eOSE2yeH5+PnNcnSgQRzyNoqhqRQd0dHQYvyEnUUgayMjIQFxcHPO6OgG+M2fOML4UmqYxcOBA2NraQlVVFZ6enrh//z4oikJBQQFOnDiBzZs3i+ISxI6xsTFUVVWRk5PDiCASaoegkuulGScnJ0RERDBzFSUlJYwePRrGxsagKApr1qz5ZR+jRo2Cv78/gDIxfUkVuuEuaNS8efM6xR5ZWVlh9+7d+P79OwDw+AakFUNDQxgaGorbDIIUExsbi8DAQAQFBeHFixc869nKxhltbW30798fpqamMDExkarCUhwuXLggbhMkAjk5OSxZsuSX7RwcHGBsbIxTp07B39+fZw2ipaUFS0tLzJo1S+JiEWtKYmIiZs6cifj4eMa/VD5xBag+UYDMKQmC4siRI1i2bBmePn0KR0dHLF68GJMnTyaC7DXE0dER69evB03TOHToEHbv3i1ukxosv/32GyIjIwFU/vxTVFTEiBEjYG9vjwEDBkh9XAinEDVN02jVqlWdilCNGDECrVq1QnJyMgAgMjKSCN0Q+ILEAwuGmhTyaNu2LS5cuIDXr1/D398fcXFxyMnJgZqaGnR1dWFhYSFVIvfcLFq0CN7e3qBpGmlpaZg6dSpcXFzQoUOHGn3ey8sLGzduZPxSioqKmD17tpCtFj3SPn4SCNIAdxxDbm6uGC1p2HBi3zmU36spKSnBjx8/8OPHjxr3KY3PYGdnZzx//hwZGRnYsWMHLl++TPYb+KSyAj0E4aCgoFDrnGdpICsrC1OnTsXHjx+ZPe2a3J/cz8+7d+8iOjoaly5dqpdiN0ToRgTw8zCraVvygPw1NE3jyZMn8PDwgI+PT4VAdu4fc/PmzWFhYYHRo0fDyMhI6iYw0dHRiIyMZKpXk02v2tGpUyeoqKggNzcX6enpVVZO8fPzA03TeP78OR4/foxhw4bxtCkqKsL69evBZrMBlN2rBgYGIrsOUdCtWzdG6Obs2bMYOHAgUdsTMEZGRlBSUkJhYSHYbDb27NmDffv21aqvffv2MfejoqIijIyMBGlqvWf//v2YOHEiPn/+zFQNffToER49egSKoqCpqQk1NTUm8TY1NZWpoMQdFNG5c2ccPHhQzFcjPiIiIrB//34A/43BFhYWGDZsGGRlZbFq1SrmvQsXLiA3NxdpaWkICwuDt7c3MjMzQVEUNDQ04OzsTMaqX0BRFGxsbNC9e3dMmTIF8fHxmDt3Lm7evPnLis0NFRaLJbZz29nZie3coiQlJQWTJk2qICrA4VeCGi1atMDw4cOZxJTbt29LjNBNt27dIC8vz4j4+Pv7Y+LEiUI5l6+vL3MsJycHPT09oZyHIDmIan1L9ikItUFRURHnzp2Do6MjI3ZD0zQSExOZxPeqKL+/0759e5w7dw6KiooisJwgKXDWukBZkl55VFRUeF6np6dX6/Dj3gfiCJRIClFRUVW+161bs01gEQABAABJREFUN2a88fHxIes1AdGsWTO+K/wYGBhI3D4iv0RERIDFYuHOnTvIyMgAUHGe0qZNG1hbW8POzq7GAXbSwooVK+Dt7Y3i4uJKA9qbNm2K3377DRMmTKiz6CYnyEfU4ozCht8EvtLSUmRnZ+PTp094+vQpI5yhrq6ONWvWSJz4F79B/zIyMqBpGtHR0Vi3bh2AMlEvzn5sTZG2Cl0cTE1NsWfPHqxduxZFRUUAyirXP3r0iKcdTdNYu3Ytz2vO96usrIz9+/ejW7duojNczMjLyzPH3KI35QkJCWGOq6uAxj1/zMvLq6N1DYfo6GjmuHnz5mjdunWl7YqLi/HgwQPmnhs2bBhcXFx4Xm/cuBE3btwAANy9excbNmyQiqq4SkpKsLGxweXLl5GRkQEfH586JU9JK9xCkITawWKx8OLFC+Z3aWpqiv379zPrlW/fvtWoH3NzcwBl48yHDx+QnZ0NNTU14RgtRjiiFxRFoUePHnXqi9OHn58fgLIiXwQCN3v37hXLeZ2dncVyXnGQkpLCCNsEBgYysU5A5X4RTU1NRtjG1NS0yjmQNCFpYuANAW1tbezYsQMAUFBQgKysLDRu3LjSPXBporCwEAsXLuQR5KRpGu3atUOTJk0QHh7OrIeNjY2ZuCXO754zF2ratKnUJjETasaxY8dq3LZXr14IDw/Hz58/ceDAAfzzzz/o3bs3OnXqxPf+F1CWaC4tjBs3DgEBAXjw4AE8PDzQsmVLLFu2TOri/wUBt6gpd25Fnz59YG9vj9GjR1coBinNpKenAyj7rgSxZ6qnp8cI3XD6JhBqyuPHj8VtgtTRt29f9O3bV9xm1Ct0dXUxY8YMnDt3DhRFISYmBtbW1rC2toaFhUWFRFpOMcnAwEC4u7vjzZs3PH7pZcuWSWTRi8pirgni5cmTJ/D19cW3b98gLy+PDh06YOzYsejatau4TSM0UPr06QM5OTmw2exq4+wINUOS4ojEQYsWLXDo0CEsXLgQHz58wOzZs3Hw4EGyX11D6lK0nkAQNE5OToiOjuYRuNHQ0MCoUaNgYGCADh06QE1NDTRNIycnB1++fMGbN29w//59pKenM5/5+PEjnJyccPHiRXFfUgWI0I2QIUEzoufjx49wd3fH7du3mYoU3Atf7qBpe3t72Nraon///lK9aOQWGKmsejWhZsjKysLY2JgJMvLz86uQ4Dxq1Cjs3bsX+fn5KC0txZIlS/Dbb79h0KBBUFVVRWxsLK5cucIIagBlyUKdOnUS9eUIFXNzcwQEBAAAgoODMWLECAwaNAiampqVVv91dXUVWJCbtDjzFBUVYW5ujgcPHgAoU7vW0NDA6tWr+aq6un//frBYLOZ+HDJkiNQljqqqqsLV1RXLli1DcHBwharKycnJjKOJG+4xx9jYGAcPHpRqh9+JEyeYJFI5OTkcPHgQFhYWACoGwHIHOo0fPx4bN27E6dOnceLECfz48QN79+7FmTNniLhDDejcuTNWrlyJjRs3IiYmBv/88w/+/PNPcZslFNasWSO2+Zw0CN2UlJRg3rx5SExMZL5nTU1NTJgwAcbGxmCz2Zg5c+Yv+7G0tMT9+/cBAM+ePROqzaJEQUEB/fr1Y67p9OnTcHBwEHjCTXFxMc6cOcP8G/Tr109ixQLFJQ4gaYn5ZKOf0BBo06YNrl69ir/++gv37t0DULEKQ3nKq5FbWVlhw4YNUluBlFB7uIVsKks6VlFRgaysLLOWSUxMrLaaF7dwDnelXGmABOUQxElqaio8PT3h4eGBT58+Aag4hqioqMDCwgJ2dnbo37+/OMxsENy9e5cZY7l9KSYmJpgwYQJGjhzJIwBRF7jHe0l6ftQ2gW/kyJFYsGABXr9+jdWrV+Pr16/Yt28fzp49K1ECI5zqWzVdq3DmfcB/v+vs7GxkZ2fzdV5Jusf4xcrKCp06dcLKlSvx8eNHnve4v5fyv0WaptGxY0ccPHhQou7BmsAddP3169dK27x//x6ZmZnM6z59+lTZH7dYjqCeoQ0Bzr4/RVHVJoG+efOGRxTCycmpwm926dKluHXrFkpLS5GVlYXo6Gip8Q+sWLECT548QUJCAnbs2AFDQ0O+xRClHRKIWHdOnjzJHBsYGODUqVO1ep5paGhAU1MTqampTDBddc/PhoqmpiZzXF5AtzZw90GqGRLKc/bsWbHMdaVJ6Mbc3Lza/erGjRujX79+MDU1hYmJicTFdxEaPkpKSlIvcMPh6tWriIqKYn7TBgYG2LZtG3R1dfH161eMGDGCacsd7J+cnAxPT0+4uroiPT0dmZmZ0NfXZwp6EQjlOXbsGN/jM2e/LC8vD8+fP8fz589rdW5piY3lsG/fPjRt2hRXr17FqVOn8OTJEzg6OmLIkCH1sjp1fYYzz2nTpg1sbW3x22+/VesTlWYKCgqYY0Gs+bhFsrn7JhAIhIaEs7Mzvn37hocPH4KiKJSUlIDFYjEFTLl9g7169eKJreH2S9vY2NQoDrmh4ePjwxyXL6ROEAzv3r2Dl5cXgLJCKsuXL68ytjo3NxfLli3D06dPK7x35swZzJgxA6tXrxaqvQTJRF1dHWZmZvD19WXEs01NTcVtVoOjugIzhJqTmJiIdu3a4eDBg3B2dkZYWBhGjRqF0aNHw8zMDJ06dYKqqipf+aWA5OVZVAXRhCDUF7y8vPDq1StmvqysrIwlS5Zg2rRplebgA4C+vj5sbGywbt06XLx4EUePHkV+fj5omkZwcDA8PT1hY2Mj4iupHiJ0I2RI0IxoyMjIgJeXF1gsFiIjIwFULm5TPkhz8eLFUjPAVge34q20CVgIGgsLC0boxsPDo4LQTZMmTbBw4ULs37+f2cS5ceMGU4UQ4N2skZGRkUin6G+//YYzZ84gKSkJQFkyiru7e6VtaZrmuwpudUiTM2/58uXw8fEBm81mvsfAwEA4OTlh6NChVW7eFBcXw8/PD8ePH0dkZCRzP8rJyWHp0qUivor6QfPmzXHhwgWcO3cO586dYxIWq3JKc8YcTU1NzJw5EzNmzOB7AShJFBQU4PHjx8z3NWvWLEbkpiYoKSlh0aJF6NGjBxYvXoyMjAzMmzcPnp6eaNq0qbDMlhjs7e2xZ88e5OTk4ObNm1iyZIlEJ1SIStSBO/FPGrh06RI+fPjAXK+dnR22bdvGjCU1rdg6aNAgAGX/TrGxscjIyJAYUQJra2s8e/YMFEXh69evOHPmDObNmyfQc5w+fZonScja2lqg/dcnhg0bJvLfF0VRiIiIEOk5hQm3g5TAP+ISWwKkxxHAjYaGBg4dOoTJkyfj4sWLePz4MUpKSqpsz1mfDB8+HFOmTCEVYQm1pm3btsxxZRXyKIqCjo4OPn/+DKAsCbc6gQzu5PGqnAiSCPceOHcwJoEgTAoKCvDgwQN4enoiKCgIpaWlAHjXhLKysjA1NYWdnR1GjhxJ9r75pGnTprC3t8fEiRPRvn17ofRPAgMq0rdvX1y6dAm///47kpKSMG/ePLBYLIlZO/MLEe8UDF27dsXt27fh7e2NK1euICQkhEd8hQNnnq2vr4/ff/8dY8eOlcp9bR0dHQBl30d0dDQyMzOhrq7O04ZTZAAo87NW95zMyMhgjqUpyYojXgOgwvfHzYsXL5hjLS0t9OjRo0Kb5s2bo2vXrkwcgDQJ3aiqqsLFxYURIZ88eTL27dsHfX19cZtGkBLi4+MRGxvLvN6yZUudfEwdO3ZEamoqACAuLk4ihW7atWvHHHPiIeoCdx8k0ZRQFdzzZmH6VqTJN1oezrUrKiqib9++MDExgampKXr06CG13wmB0NBwdXVlfq9dunTB+fPnGRGg6n7HrVq1wrx58zB+/HgsW7YML168wNmzZ5Gbm4stW7aIwnSClFCX8UQax+jp06czx40aNUJeXh4iIiKYpOTWrVtDQ0ODL78VRVFwdXUVuK31HWVlZVhaWsLOzg4mJibiNqfewx2vWtN4uergjk2RtFjYV69eieW8JDmaQBA9FEXh8OHDOHLkCP79919mn6J8Th8AnngwbmHZ+fPnY9myZaI1XERwxyYRhMPFixdx+/ZtAGWixdUVEF27di2ePHkCoOIcvLS0FOfPnwcAInZDqBUrV65EUFAQCgoKsG3bNly9erVaPymhItziw4TaUz4Pg6ZpFBYWwsPDAx4eHrXqU9LyLAiioaSkhClcCADa2tpQVlbmq4+8vDzEx8czr3V1daUmlunUqVMAyn7DampqOHPmTI1jRWRlZeHo6Ig+ffpg9uzZyMnJAU3T+Pfff4nQDYEgKEpKSuDr6wt3d3cEBAQwQg5ARXEbbW1tWFtbw8bGhq/EemmBO/hSEIE20oyFhQVu3brFOI6SkpLQunVrnjazZ8/G58+f4e7uXqHqD/e9S1EUVq9ejQEDBoj8OoSNsrIyXFxc8McffyAlJUUk55RGZ56Ojg5WrVqFXbt2MfdVdHQ0li1bBiUlJXTr1g06OjpQUVEBRVHIyclBXFwcoqKiGKU+4L/7cuXKlejQoYOYr0p8yMjIYPbs2Zg2bRp8fX3x4sULvHnzBmlpafj58yeAsmDt5s2bo3fv3ujfvz+GDh0q0YIiNSUsLIzZmJaTk8OMGTNq1c/QoUMxZ84cnDhxAmlpaXBxccGGDRsEaapEIicnBwMDAzx79gw/f/5EcHCwxKpDizL5SdoSrc6dO8eMo+bm5ti9e3et+lFTU0Pbtm0ZR/+nT58kRpxgzJgxOHz4MFJSUkDTNA4fPox27drByspKIP17enri6NGjzJiuqamJMWPGCKTv+oq0/c4EDXGQ1g1xiC0BxBFgbGwMY2Nj5OfnIzw8HO/fv0d6ejqTINm4cWM0a9YMPXr0QM+ePfne7CYQysOpsMypJF8Zenp6jNDN7du3qxSye/36NWJiYpjX0lSFiQhVEERJYGAgPDw88PDhQ0akofy8sWvXrrC1tYW1tTWPyDuhZvTr1w8TJ07EyJEjhbqv1ahRI1IsogpatmyJtWvXYsmSJfj+/TuOHj0qMYlTJMBcvIwYMQIjRoxASUkJIiIikJKSgp8/f6KkpITZ2+7Zs6fUC9d1794d8vLyKCkpAZvNxsmTJ+Hs7My8//PnT9y4cYNZM/7KjxcdHc0cS9NanbsCdXVicyEhIQDK1sMckezK0NLSYoRufvz4ISAr6z+chCBnZ2ds27YNcXFxmDhxIoyMjGBmZoaOHTtCTU2N70Au8jwm1JR3794BKPuNduzYEd26datTf9yCX5mZmXXqq77Sp08ftGzZEikpKXj79i3S09PRrFmzWvWVlpaGN2/egKIotGjRAn379hWwtQRJgbsyOvGtCJdevXoRkRsCoQGSkJDACAlwYjI5Ijc1pWnTpjh58iQmTZqEyMhIXLt2DYMGDcKIESOEYTKhgUPGY+Hz8uVLnnG4fCx2YmIiX/Hw0hhfzOHZs2dSvx/ID5zCRTRNIzw8HGlpaWjevHmt+kpPT8fbt28r9C0pTJs2jRQ5IxCkCBkZGSxfvhzDhg3DqVOn4Ovr+8u9CpqmYWpqikWLFpF9L0KdePr0KTOfqy5xOzAwEA8fPqwwd+TA2WNzdXXF6NGjSdEBAt906tQJW7duxbp16/DlyxdMmzYNe/bskZoCHoT6B+fZWF70hkAQFV5eXli7di0AoEmTJvD19eW7D4qi4OjoyPiWDx48iNGjRwvUzvpIUlISoqOjmd/vmjVrajU30dfXx5o1a7B+/XoAZTl8iYmJ9WoPggjdEBocb9++BYvFwt27d5mHE7cYA0fcpmnTprCysoKNjQ0MDAzEaXK9p1evXmjXrh2+fv2Kd+/eISsrS6oqCgoSVVVVXLp0qdo2FEVh165d6NevH06cOIG4uDjmPc69rK+vj+XLl0usEAFQlijm5eWFK1eu4NGjR4iKikJxcXGlbckkuvbMmDEDubm5+Pvvv3k2ZPLz8xEWFoawsLAKnyn/TAUAJycnODo6isrseo2CggIsLS1haWkpblMaDF+/fgVQdk916tTpl8GcJSUlkJOrfJo6Z84cnD59Gmw2G15eXlizZk2VbQn/wV3tg/PvIWlcuHBB3CZILB8+fEBycjKAMmcUZ4FbW3R0dBihm/j4eIkRupGXl8fKlSuxcuVKUBSF0tJSrFq1ChEREViyZEm1FQKqo6ioCIcOHcKFCxd4xuhVq1ZJvJiaKIMdyHyTUBXk3hAPysrKjOgNgSBMtLS0oKmpidTUVOTm5iI6Ohq6uro8bSwtLeHl5QWgbIN///79WLlyJU+b+Ph4ODs784gXGxkZiew6CARpYejQoczapPwY3bx5c4wdOxZ2dnZ1Tr6VZu7fvw8dHR1xm0EAMHLkSGhoaCAjIwO3b9/G6tWrJULkj1Tfqh/IycmRwMxqUFVVhbm5Oby9vQGUCUDn5ORg+PDh+PHjB06dOsUIrVAUBVtb2yr7+vz5M7Kzs5nXHTt2FK7x9QhucZucnJxK27DZbB4/VXVzaO4kVG4RHUmnfEIQZ80RHByM4ODgWvVJEn4I/JCWlsYcC+IZxv1skNTfsoyMDH7//XccOXIEbDYbu3fvxr59+2rV1+7du8Fms0FRFCZOnCi1ibeEX0PTNOTl5WFubo6xY8dCQ0ND3CZJFNyJ79xjcOPGjdGvXz+YmprC1NRUqgtHEcRDVlYWM54qKSmReM9q4Ij3AWXxMwMHDqxVP0pKSli/fj2mTp0KADh79iwRuiFUwMfHR9wmSBXlBWrInJl/iMgNfxgZGUFJSQmFhYVgs9nYs2dPrdd8+/btA5vNBlC2XpZU/zKJuyE0BH7+/Ino6GgkJSXhx48fKCwsBFD229TQ0EDr1q2hq6sLdXV1MVta/zEwMICLiwtSUlLw8uVLhISEIDk5GZmZmTyFFwwMDDBgwACeou0EQm1ISEhARkYGgLK54ODBg6ts6+rqCqBsbJKTk8OiRYtgb28PFRUVeHp6Yvfu3SguLgZN0zh16hSOHTsmkmsgSA6JiYkwMjLCrl27sHnzZkRHR2PcuHHo168fhg4dCj09PWhoaPA9B69PYgSEhgMRxyfUB9zc3Ji9mwkTJvAtPg6U5RRMnDgRJ0+eBADcvHlTKoRu3rx5A6DsN6yhoVGngoJ2dnbYv38/E+v05s2bejW2kKxgQoMgJSUFHh4eYLFYiI2NBcArxMBBQUEBw4YNg42NDczMzEjiOx9MmjSJ2TA9fvw4Vq9eLW6TJB57e3vY29sjNjYW8fHxyM7OhpqaGrp27YpWrVqJ2zyRoKamhnnz5mHevHkoLS1FVlYW8vLyUFpayjiBKYrC//73P6n5ToTBwoUL0adPH2zevJkRVqrOocctGta+fXts3bpVokWXCMKHuyKjtrZ2hffLj9dFRUVVjuGqqqowMDDA69evkZmZiZCQEIkRyRAmubm5zLGkVrsl94Hw+PDhA4Cy8aFbt27Q0tKqU39qamrMMXeijyQwduxY+Pr64s6dO6AoCmw2G2fOnMG9e/cwceJE2NnZQVNTs0Z9paamws3NDdevX0dSUhJPcI6VlRXGjh0rzEsRO/xunLDZbKSkpAAou1dbt24tDLMIUgbZ3CcQpIMBAwaAxWIBAHx9fSsI3Zibm6Nt27ZITEwETdM4c+YMfHx8MHDgQKioqODLly/w8/NDUVERM16bm5ujRYsWYrgaQn1l+vTpPK8pimICaKpqIwgqO09DJikpiUeYWUlJCcOHD4ednR0GDhwIGRkZMVvYsPny5QsCAgIQEBAAoGzdUdsqpIS6Q1EUevbsiYCAAOTl5eHly5cwNzcXt1kEgtSwaNEi+Pr6orS0FDRN48aNG7hx4wYA3gQqfX39av0nHLEcANDU1JQqXxd3km18fHylbUJDQ3n2rqur2MrdrraC0g0Z7vuOVNwjiBJOUg8gmN8et09AVVW1zv3VV+bMmQN/f3+EhYXBy8sL6urqfBXvYLPZ2LVrFyO826tXL8ydO1eYJoscUVewpSgKjRo1goqKClq2bInOnTujd+/esLCwkIgkNYqiUFJSAh8fH/j5+WHQoEGwtbXF8OHDpXLcFCTbtm1DUFAQXrx4gfT0dJ73MjMz4e3tzcz5NDU1GdEbExMTtGzZUhwmEySUqKgo+Pv7IzQ0FNHR0UhNTWUS4znIysqiZcuW6Nq1KwwNDTFkyJAK+93SCrdYaWVjUPk4usLCQh6BPm6MjIzQpk0bJCYmIjQ0FN++fUPbtm0FbzShwULuB9FQn5JxCNKFoqIizM3N8eDBAwBl1ek1NDSwevVqvvxU+/fvB4vFYsagIUOGVDn2EAgE4RAdHY1bt27Bz8+vyj3s8ujo6GDIkCEYN24cOnfuLGQLGzYtW7aEtbU1rK2txW0KQcKJiYkBULau09LSqnLfOTs7G0+fPmXG3unTp+OPP/5g3p88eTKKioqwe/duAGD89EQUkMAPw4YNq7DHUFpaihcvXuDFixe16pMUsCDUhkWLFonbBAIBubm5CAkJYV7XJf9p7NixjNDNq1evUFBQUCvRnIYExyfFiSGsS2ysrKwsevXqxcSFlvd3iRuiAkJoEAwdOpQRXSgPRVEwNjaGra0tLC0tJToYRpjMmjULfn5+ePXqFVxdXdGxY0eMHz9e3GZJBR06dCBVfVBW2axJkyZo0qQJ8zfOAq9169bEMVVHTExMcP/+fQQEBMDT0xOhoaFITEystG2bNm3Qu3dvWFtbw9zcnFS5INQZ7uCayhYSKioqPK/T09Or3RTkDgir6j4m/AebzWaUPAFekRECoSZwL2LrKnID8IpbcQfJSwq7du1CWloaXrx4wSThfvv2DYcOHcKhQ4egpaWFHj16QFtbG2pqalBTUwNFUcjOzkZ2dja+fPmC8PBwfP36FQCvwCdN0zAxMcGuXbvEeYki4fHjx3y1//r1K0+1PH4/TyCUh2zyEwjSw+jRo8FisUDTNG7evIn58+fzvK+goICNGzdiwYIFzHgcGxuLL1++MG24k05VVVWxdu1aUV4CoQHw8uVL5h4pX120sjaCoKrzSAry8vLo27cvSkpKcPPmTdy8eVMo56EoCocPHxZK3/WNgIAAZq3RpEkTTJ48WcwWEbhFIpKSksRoCYEgfXTr1g0bNmzA1q1bK4zhnDmhuro6E+xaFV5eXsznpU2ou1OnTgDKvrfPnz8jJSWlQrL3/fv3meO2bdtWmwzOvUcpCYIE/ECq7QmH+Ph4hIaG4v3790hPT2cEWNTU1NCsWTP06NEDvXv3lvqKwhoaGswxpypuXeBeS3PHBUga8vLy+Pfff7Fs2TI8e/YMly5dwrNnzzB37lxYWFhUGdeUk5ODBw8e4PTp08x3NXDgQBw+fFjixEpE/UyjaRo5OTnIyclBSkoK3r17B3d3d2zduhXjx4/HihUrGqQPdcWKFfD09MSnT5+Yv5WUlMDf3x/+/v5QU1PDqFGjYGtrW62gHKFqJkyYgAkTJgAoS4IMDAxEYGAggoODkZOTw3Mvp6amwsPDAx4eHgDK4sE4wjf9+/dvkPeYsCguLkZkZCRiYmKQlZWFnJwclJaW8tWHtPhxHj58iBMnTiAyMpL5W1XP0JKSEnz79g2JiYnw9fXFoUOH0LNnT8yfP5/HjyqNcIvtVTYHKR/LlJubW63YQNeuXZl4pYiICCJsQiCIARITQhAny5cvh4+PD9hsNmiaxoULFxAYGAgnJycMHTq0yvVbcXEx/Pz8cPz4cURGRjL7jHJycli6dKmIr0L4GBsbi9sEAqFS4uPjsXPnTvj7+wPgb4+CEyty/vx5DB06FGvWrJH6/UMCQdxw+9ErK8jM4dWrVygpKQFQlrs2Y8aMCm0mTZqEw4cPo6CgAMXFxYiIiICRkZHgjSZIPNx+Ze6/EQiiQlr2Tgn1m8jISGbs1dDQQJcuXWrdV5cuXaChoYGMjAxmjO7Tp4+gTK2XcBeDEoR/ibuPvLy8OvcnSIjQDaFBUFpayjPBo2kaXbp0gY2NDWxsbEgFFAFAURRcXFywatUq+Pv7Y9OmTfDz88OsWbNIsAMf/PjxA02bNhVon1evXsXvv/8u0D4bCpKekCNqOFXlOZV/f/78iYyMDJ7ATQ0NDYkOKiSIB24hm8omwyoqKpCVlWUEcRITE6sV0+AWzklLSxOgpZLJ+fPneYKPdXR0xGcMoUHC/ZuTlZWtc39ZWVnMsSQGdCooKOD06dPYvXs3Ll26xLOGAcocpQkJCdX2wb2ZzQlqoGkaU6dOxerVqyEvLy+8C2igkDkjQdCQTX4CQXoYOHAgFi5cyCRSVJaAO2TIEPz111/YunUriouLK4w7nPG6SZMmOHbsmFQHMtE0jSdPnuDVq1eIiopCRkYGcnJyGIdVTaEoiqmGTSBURklJCZ4/fy7Uc0jb3mRBQQFzzd27d+cRKSWIh8zMTOaYey1NIBBEw6RJk9C+fXscPHgQ79+/B1A2NsjIyMDMzAzr1q2rdq/12bNn+PjxI4Cyuc3QoUNFYXa9QU9PD8rKysz4cvjwYR7x5oSEBLi5uTFjrZmZWZV9lZaW4sOHD8zrdu3aCc/weoY0CF6LGhaLhcuXL+Pdu3c1at+rVy9MmTIFtra2QrasftKqVSsAZc8/zrOwtqSkpPAI3XAEsSQRjgCupqYmGjdujKysLMTGxmL9+vXYuHEjtLW10b59e6ioqICiKOTk5CA+Ph5xcXEoLS1lfATq6urQ1NTEzp07a3ReiqJq3LY+IO71Fk3TKCkpwdWrVxEYGIhLly6hWbNmYrWJX+bNm4d58+YhPDwcLBYLd+/eRUZGBnMPZWVl4caNG7hx4wbatWsHW1tb2NraCqSwhTSiq6sLXV1dzJgxA6WlpXj37h2CgoIQGBiI0NDQCgU+YmNjERsbi8uXL0NGRgbdu3dnhG9MTU3FdBXi5e3btzh//jy8vb1RXFxcp74k3Y+TkZEBZ2dnPHv2DABvcZSaPD857d+9e4fFixdj0KBB2LNnD4+InTTxq+q+5UXoUlNTq/2uuNunpqbWzTgCgUAgNDh0dHSwatUq7Nq1i/ETR0dHY9myZVBSUkK3bt2go6PDs+aLi4tDVFQU8vPzK4zrK1eulMiCuRcvXhS3CVJHVlYWHj9+jDdv3tRaVFLS/fT37t3D+vXrK/wWOVQlQlBZG19fXwQFBWHHjh0YPXq0EK0mEAjVkZOTwxxXF5P+6tUrAGW/5549e1aah6qoqIgePXrg9evXAMr2dojQDYFfSAELAoFAKCM2NhZA2djbtWvXOvfXtWtXBAYGMn1LutANd363IPagv3//zhzXt+JSJEq1HpORkYGYmBhkZmZWqABSE+zs7IRjmBjhBFmbm5tj1apV6Ny5s7hNkhg4gTYaGhpo1KgR8vLy8PjxYzx+/Bhqamro2rUr815NaWhBNIJg/vz5uHjxYrUVPfjBzc0N27Ztk0qhG+6ABO7KtQTB0aRJEyJqU0sSEhLw+vVrfP36FT9//mTEW6TtmVdTuCsXcVdd5UBRFHR0dPD582cAwJs3b9C/f/8q++MkBwAgSVfVkJeXhzNnzuD48eOMQ7VRo0Zkw5XAN9xBvdyL29rCXVVS0AKB9QV5eXls3LgR/fv3x969e/H161cANXeKcovj0DSNdu3awdnZGRYWFsI3nkAgEAgEKUNOTg5Lliz5ZTsHBwcYGxvj1KlT8Pf35xHd1NLSgqWlJWbNmiW1iQIAcPv2bezfv7+CU6U2jntxJ7sJmjZt2gikDaEMSbs/6gvczy9JXas1JAoLCxEaGsq8Jvu4BIJ4GDhwIAYOHIj09HQkJiYCKKsGWRO/laqqKo9IyZAhQ4RlZr1ESUkJlpaWYLFYoCgKLBYLKSkpGDFiBDIyMnD16lXGt0JRFOzt7avsi5MExEGaYgSq+14I/BEfH481a9Yw42tliSzccN5/+/Yt3r17h+vXr2Pnzp3VVoSVRPr06QN5eXkUFxcjOzsb3t7eGDFiRK36unz5MnOsrq4OPT09QZlZ73B3d+e5t7j3/NlsNmJiYpjgTg7lBfCBsgQ1FotVo3Ny4qkakr+6PgT6c3yoX758wbJlyxpsImbPnj3Rs2dPrFmzBv7+/vDw8ICfnx+KioqY7/nr169wcXGBi4sLevfuDXt7e4waNUoii1KIAhkZGRgYGMDAwADz589HUVERQkJCEBgYiKCgILx//55H+JnNZiM8PBzh4eE4ffo0IiIixGi96KFpGocOHcLp06cZ/2dl/MqXyvnNSvre0Ldv3+Do6IivX7/yVACv7rurDO7x5+nTp/j999/h6uqK1q1bC8v0egv3vkplYsIKCgpQV1dnRIc/fvyIbt26Vdkfd+wTd2VdAoFAqG8MHz5cLOeVdKEMAJgxYwZyc3Px999/84y5+fn5CAsLQ1hYWIXPcO9FcI6dnJzg6OgoKrMJEkpeXh4OHDgANzc3FBQUMH8nfnpePDw8sG7dOqbwY/kChurq6ujQoQPU1NTQuHFjlJaWIjs7G9nZ2fjy5QszV+T+XF5eHlauXIni4mLY2NiI4aoIBAK3kK6MjEyV7UJCQpjj6gSIOeLvAJiC4gRCTZF0YWYCQRIo75+kKKrCfr0wfJiVnUfS+fnzJ3MsiFhE7thG7uJxkgpHlI+mabx58wY5OTkVBNtrSk5ODs8+RWWCf+KEZAbXM5KTk3Hp0iXcvXuXCZarLZIodMPZFAgICEBAQAC6desGW1tbjBkzBi1atBCzdQ2bygJtuCv8BAcH89VfQwyiEQRv377FsmXL8M8//9R5o+/OnTvYsGFDvQjuEQdkgUeobxQXF+PWrVtwdXXlqTYIVP/Me/jwIc6ePQugbBP85MmTojC3XsGpyEjTNI9IDTd6enqM0M3t27cxb968Stu9fv0aMTExzOv6NrkWJMeOHeP7M2w2G9nZ2YiJiUFISAgKCwt5HKSOjo6Ql5cXtKn1Bo5wHwCsXr2aJIEJCE7CLU3TCA8PR0lJSa1FpuLi4njWOYJQ5q3PWFhYYMSIEbh//z4uXbqEN2/e8AS1VgbnNysnJwcDAwNMnToVlpaW1TpgCAQCQVL4/PkzXr16haioKGRkZCA3N5fvqq4URcHV1VVIFhKkHW1tbezYsQMAUFBQgKysLDRu3LhCNdht27Zh06ZN4jBRbOzatQsXLlyokCwqrfta5Xn8+LFA2hDIPSVMuPdYpMEZXN85fPgwT/U5zv6aNFBSUsIjkqutrQ1lZWW++sjLy0N8fDzzWldXV6rX1dnZ2fDy8uKZa+fk5DDB3DVFGgNvODRr1oxHDLomcBKfpZnFixfj/v37zD51YGAgU2GLO0HZzMwM+vr6Vfbz4MED5rhdu3Z8/1sQCFFRUZg9ezYyMjL4ShbnXte8fv0aU6ZMwdmzZ6Grqysq08VOo0aN0K9fPzx79gw0TWPfvn0YMGAAXwWSACAyMhLnzp1jvtPaiuU0dKqLIZHkRLLKiIqKEvk5i4qKkJ+fj6SkJHz48AHe3t7w9vZmngfBwcF4+vQpBg0aJHLbBIWcnByGDx+O4cOHIysrC15eXvD09ERYWBjP8y40NBShoaHYvn07hgwZAjs7OwwePBiysrJitL5ho6CgABMTE5iYmAAoCxp+9eoVvLy8cPfuXaadtO5r7N27F+fPn69UpKY6cZvy70nD95eXl4f58+cjISEBAG8Mp6GhIfr37w8DAwN06NABjRs3hpqaGmiaRnZ2NrKyshATE4O3b98iKCgIb9++5ekjPj4e8+bNw/Xr1/leZzd0OnbsyBzHxcVV2kZXVxevXr0CADx//hzW1taVtsvNzeVJCiAF/AgEQn3m27dvPGOJqJCW9c3ChQvRp08fbN68mRlffrXu48xp2rdvj61bt1abaE8g1ITExETMnDkT8fHxzHy7MjHd6kSfpWGeHRkZiY0bN4LNZvN8J127dsXkyZNhYmLyS4Hr2NhYBAUF4cqVK4iOjmb6YbPZ2LhxI3R1dasVSyQQCMKBe31bVZxDXl4e3r9/z7yurmgwt0+5qKhIABYSpAmSB1k95YU4KxPIFIZYpzQIcRJqTk3mvtIwPxY1v8qhqgncMU785hY0RPr27Qs5OTmw2WwUFxfj2LFjWLNmTa36+ueff5h5jaysbLVzIXFAhG7qEdeuXcOuXbt4EpL5RVKrVpiYmODly5coLS3l2ViIjIxEVFQU9u3bh/79+8PGxgYWFhZ8B9UQKkfS7iNR4efnh82bN2Pbtm217uPBgwdYvXo1zz1PIBDER0xMDP78809ERUXxnbRnamqKNWvWIC8vDxRFITAwUOqcU1paWtDU1ERqaipyc3MRHR1dIQjY0tISXl5eAIBPnz5h//79WLlyJU+b+Ph4ODs788x36tvkWpAcO3asTmNA+QogRkZGmD9/vqDMq5dwC/ctXrz4l0I33FUwLS0tpS6Yq6b07t0bysrKyM/PR0FBAby8vGotqnn+/HnmuHnz5lKRqCcjIwMrKytYWVkxVXvevHmD79+/4+fPn0zFuMaNG6NJkyZo3rw5DA0NYWhoSO5JAoEgNbx+/Rp79+5lgq5riyTuiRHqzqFDh7B8+XKB96ukpFRB4AYA1q9fDzc3N6kSumGxWIzAFHeApoKCArS1taGqqlproUQCgRsfHx9xmyDR9O3bl1n7hYeHk3FVTMTHx+Off/6Bh4cH80xt2rQpevfuLW7TRIaXlxcjZtykSRP4+vry3QdH8JkTzHjw4EGMHj1aoHY2BEpLS3Hq1CmcOHEChYWFAEhADkG0tG3bFgcOHMCyZcsqBBpxnnFt27attnBKaWkpvLy8mDGJkzxOINSUrKwszJkzB+np6TwCN927d8fo0aPRq1cvaGtrM0niOTk5iIuLw7t373Dv3j1EREQw919aWhpmz56NO3fuSFVC88KFC/Hs2TNQFIX4+HjMnTsXLi4uNS42EBISgsWLF6O4uBg0TUNOTg5z584VrtH1ADLm1j8UFBSgoKAAdXV1prDas2fP8McffzABtg8fPmzQQjfcNG7cGJMnT8bkyZPx5csXuLu74/bt20hMTGTuz8LCQjx8+BAPHz5E06ZNMXbsWNja2qJHjx5itr7hwhG4CQoKQmBgYJWFgKSJFy9eMGJnFEVBXl4eU6ZMwfDhw1FaWorp06cDKJsf+vj4IDc3F2lpaQgLC8OdO3fw+fNnUBQFDQ0NbNmyReLvz4MHD+LTp088MUkjR47EggUL0L179yo/p6ioiObNm6Njx46MoFx4eDiOHz8OHx8fZg706dMnHDhwABs2bBDJ9dQXunTpAjk5OZSUlODr16+VVr/t378/Xr16BZqmce/ePfzxxx+VJjv//fffyMvLY15LenEfAqGhkJmZyfxH0zSaNGmCxo0bQ11dnexzE4SKiYkJ7t+/j4CAAHh6eiI0NLTKYtdt2rRB7969YW1tDXNzc3JvEupMYWEhFi5cyCPkR9M02rVrhyZNmvD4+4yNjZm5dmpqKoD/4uCbNm2Kzp07i+UaRMXGjRtRVFTEzIubNGmCHTt28JVM36FDB3To0AGTJk2Ct7c3NmzYgMzMTFAUhcLCQmzatAnXr18X4lU0DLKzsxEWFlbnImfSVnCdUHu4iyNwF1Ph5vnz58z+n4yMDAwNDavsjxPTDaDSuDACgVB7ygtxVjYfFoZYJ5l3E8pTk3tMHKKxkkbTpk2Z4+/fv9e5P+4+auqnbsioqqrCxMQET58+BQBcuHABbdq0YXwqNeXKlSs4f/48T8xN+b1xcUOiy+sJ586dw969e0nViio4f/48kpOTwWKx4OHhgdjYWAD/XT+bzWYqwG3duhVDhw6FjY0NzMzMSLUZPpDU+0cc3LhxA61atcLChQv5/qyvry/+/PNPRmVOXl5e0OYRCAQ++PTpE6ZMmYKsrCye52R5EZGqUFNTw6hRo+Dm5gYAuHfvntQJ3QDAgAEDGFERX1/fCkI35ubmaNu2LRNYd+bMGfj4+GDgwIFQUVHBly9f4Ofnh6KiIma+ZG5ujhYtWojhahoG3PfmhAkTsGbNGigoKIjZKuHDTyLemjVrmLb9+vUjoiJVoKCgADMzMzx8+BA0TWP//v0YPHgwNDQ0+Orn+fPnuHbtGvOdjxkzRhjm1muUlZVhamoqleMAgUAgVMX58+eZPbHqHFgEQm05efIklJSUsGDBAqGeh6ZprF69Gp6enlJ3Dx8+fBjAf2uQPn36wMnJCSYmJmRvliBQ2rZtK24TJJpGjRph+PDh8PLyws+fP/Hw4UNYWlqK26wGB0eghR/YbDaysrIQGxuL+Ph4ALx7jwsWLOCpHCfpuLm5Mfs7EyZMqFUAobKyMiZOnIiTJ08CAG7evCl1QjelpaVYsWIFHjx4wHM/kWAcgqgZPnw4WCwWjhw5gidPniA/Px9AWeDR6NGjsXjx4mr3GR8+fIhv374xr4cOHSp0mwmSxf79+5GWlsY8/1q1aoUtW7ZgyJAhlbZXU1ND69atYWJigrlz58LX1xdbt25FSkoKgDKxm/3799ep6E1Do2/fvrC2tsbt27dBURRev34NS0tLTJs2DRYWFpWO1cXFxXjx4gXc3d1x7949lJaWAigbi6ZPn/7LCtkNnaioKHGbQKghAwcOxO+//46LFy+CoiiEhISI2yShoKOjg+XLl2P58uV4+fIl3N3d8fDhQ+Tm5jJzw4yMDFy8eBEXL15Ep06dYGdnh0mTJkFFRUXM1tdvioqKEBoaisDAQAQFBSE8PJynqii371pa5+EnTpwAUHb9ysrKOHfuHJNQxj3PA/7b+9HV1cWAAQOwcOFCsFgsbN++HT9+/MDq1atx7NgxDBw4UKTXICri4+Nx+fJlZt4iJyeH9evXY9KkSbXqr2fPnnBxccGlS5ewa9cusNls0DSNq1evYsaMGdDS0hLwFdRflJWVoa+vj5CQENA0jadPn2LUqFE8baytreHi4gIAKCgowPTp0+Hs7IyBAwdCVVUVX758wblz5+Dm5sb8GzVv3hz6+vriuCSCBJKYmIg3b94gJiYGWVlZyMnJYebRNUHaEsJfvnyJZ8+eISQkBOHh4SgoKKi0naKiInr16oU+ffpgwIAB6N+/v4gtFS/GxsbiNkEq4MSympubAwB+/vyJjIwMZGdnAyjba9DQ0JCKRDyCaLl69SqioqKYNYeBgQG2bdsGXV1dfP36lRFABICLFy8yx8nJyfD09ISrqyvS09ORmZkJfX19rFq1SuTXIAoeP36M8PBwZg6nra2NCxcuoGXLlrXuc8SIEejZsyemTZuGr1+/AgDevXsHX19fqd3Djo+Px+HDh+Ht7c23sA03nHW0NM1rCHWDk5NC0zSSkpLw/v37CiK5np6eAMrG7K5du0JNTa3K/pKSkphjbhEdAoFAIEgG9vb2AmlD+DWcfE+apvH+/XsUFhZCUVGxVn0VFBTg3bt3zGtpGaOXLl2KZ8+eASiLA9u1axeePXuGxYsXo2fPntV+NiIiAi4uLnj8+DGAsn8HGRkZLF26VOh28wtFS6sHrR4RERGB8ePHMxvSNE3DwsICw4YNg6ysLLNhQFEUXF1deapWeHt7MyqwTZs2hbOzM9q0aQOgLFlXUnnz5g3c3Nxw//59phpjZYp+TZs2hZWVFaytrWFgYAAA6NatG9PGx8eH+b4IBEHg5OTEVBamKAo7duzAb7/9VuPPP336FAsXLuSpZnbkyBG+1KIJBILgyMvLw5gxY5CUlMSMMz179sTUqVNhbGyMwsJCWFlZASj7zUdGRlbaj5+fH/744w9QFIU2bdpIZQVyf39/zJ8/HwCgpaWFR48eVWjj5+fHJJ9WluTM2bymaRpqamq4desW2rdvLwLrxQNnzlIbFBUVoauri/79+8Pe3h6dOnUSoGX1F37neWReWHOio6NhZ2fHiBB07NgRLi4u6NChA4CyIETOfKWy56GXlxc2btyIgoIC0DQNRUVFeHt7E7EqgsD41T1IIBDqJ9xzxPLB/srKylBTU4OcHP863ZxNWQIBKJvzURQFZ2dnzJw5UyjnYLPZ+PPPP5lEcmkai969e4fx48czv+HRo0fjwIEDUif2QyBICikpKbC1tUVmZiZatGiBq1evkrUyn3DGndpQfj+MpmlYWVnh4MGDArOvvpObm4v+/fujpKQEFEXB09MTXbp0qVVfHz9+hLW1NYAyEd+XL19KVdW98+fPY/fu3QB4fajt27dHx44doaqqWqtCC7t27RKonQTpgqZp/PjxAwBqLKIdGxvLU5nL0NBQKgTdCYIhLy8PAwYMQGFhIWiaRtu2bXHp0iW0atWKr36Sk5MxefJkJCUlMUn6z549Q6NGjYRkef2jqKgIjo6OCAkJYcYVzpxFVlaWqYbL8YUmJyfzxEBxPjNgwACcOXOGrBkJ9YoXL15gxowZAMqE2IKCgsRskWgoKCjAw4cP4eHhgaCgIB5xFqDs93zp0iX06dNHTBbWT2iaxrt37xAUFISgoCCEhISgsLCQ532gYsEkBQUFGBoaMgUxqqscLknk5OSgX79+zHfx559/Ys6cOcz7NfXvvX37Fo6OjsjLy4OKigo8PT0lUhD5r7/+wqVLlwCUfR9r167luzprVVy4cAE7d+5kxuApU6Zgw4YNAum7ofDvv/8ye9ejRo3CoUOHKrRZv349bt26VWG+ww3373z9+vWYOnWq0G0nSDYPHjzA2bNn8fbt21r3IS2+KTabDTc3N1y4cAGfPn1i/l6TKuwcOnfujOnTp8Pe3r5WfmgCgUCoTwwbNowRZOjSpQuuX7/O+EFqMtf+8eMHli1bhhcvXoCiKEycOBFbtmwRmf2iYs6cOXj69CmAslika9euVSjWWluioqIwadIkRnBt4MCBOH36tED6bkjcv38fa9euZeKDgdoXOZOWeQ1BcNA0DXNzc8aXpK+vjzNnzkBVVRVAWRyhk5MT037hwoVYvHhxpX0VFhaib9++jK/66tWrTC4qgUCoO9OmTavwN24xvqraCILy52nIJCYmVvhb+diuytoIAhJDRuCH7OxsmJiYMD7jrVu3YsKECbXq6/r169i0aRMAQEZGBk+fPuW7cHtDZe/evTh79myFPWstLS3o6+tDR0eHmffk5OQgLi4Ob9++5Sm2x/mMo6MjVq9eLZ4LqQYidFMPWLJkCR4+fAgAkJOTw8GDB2FhYQHg1xsMBQUFOH36NE6cOAE2m42mTZvizJkz0NPTE+1FiImioiL4+PjAw8MDT58+ZRYTQMWA4Pbt28Pa2hrHjh1j/k4SmgmCprCwEDNmzEBYWBiAst/08ePHYWZm9svPvnjxAvPnz2c2uuTk5LBv3z6JrDJaXriHoih4e3tX20YQVHaehoqgAhn4hSO6Ji0cPXoU//zzDzOW/PHHHzzKhTUNusnPz0ffvn1RWloKiqLg5+dXJyX4hkhJSQn++ecfZoEyadKkSr+DmzdvYuvWrSguLq4yYKRJkyY4duwYjIyMhG63OClfvawmyMnJQUVFhVmkSBtE6Ea47NmzB+fOneOpIGdtbQ0LCws0btwYU6ZMAVD2fUZERCAhIQGBgYFwd3fHmzdveObnwkw0J0gnROiGIAzEITgqSWuWmmBlZYWYmBhmbNHS0sLcuXNhbm4udfNlgvDgnvNt2LCBmbMIiuLiYixbtgw+Pj48jgRpGYtu3LiBjRs3AgCUlJQQEBCAxo0bi9kqAoFQF54/f44lS5YgJycHmpqa2LRpE0/FR0L11EXoBvjPt6WkpIQFCxZgzpw5kJWVFZR59Z7g4GAmQaxZs2ZMVZraMmDAAGRkZEhdki6bzcaAAQOQlZXF3FNjxozB4sWLoaOjI17jCASCQIiKikJoaCjev3+PjIwMZGVlAQAaN24MDQ0N9OjRA717966ToL4k4OvryxRYoCgKp0+fxsCBA2vV19OnT5nEfIqi4OLigmHDhgnM1oZAbm4uNm3ahDt37lQZl8P9N87fOa/Hjh2LHTt21LpSH4EgLOLi4mBpaQmKoiAjI4P379+L2ySRk5qaCk9PT5w6dQrZ2dnM/pY0zaGr4/PnzwgMDERgYCBevXqF7Oxs5r2qhG1kZWXRo0cPmJqawsTEBH369JHK59+TJ08wd+5cAGViP8+fP+eJZeDHv8cR86QoCnZ2dhInwslmszFo0CD8/PkTAGBmZoZTp04J9Bzz5s1DQEAAgDLhyadPn0JGRkag56jPJCYmMvM3OTk5eHt7VxBAzM7OxvTp0xEZGVnhdw3wihOPGjUKhw8fFontBMmksLAQ69atw927dwHwJp2Un1NzU9l9KQ2+qZiYGKxcuRKRkZHVfj9VUf4zenp62Ldvn9QUjyMQCJJHQkICRo4cCaDyfa+azrULCgowadIkZv7z999/S5Rf8OfPnxg4cCATuz5//nwsW7ZMoOc4dOgQTp48CaBsnvns2TOoq6sL9Bz1mbCwMEydOpVHCLuuaaqSPq8hCJ7Dhw/jxIkTzNywSZMm6N+/PzIyMhASEgI2m83EvT948KBK8dxnz55h9uzZAMp+zy9fvpQqwXsCgdAwKB+XxMndqa6NIKjsPATCr5g0aRJCQ0MBAM2bN8etW7f4zg9ISUnBuHHjkJ6eDgDo0aMHbt68KXBb6zPcAu1A5T56biortmdvb19v/SpEilrMFBQU4PHjx8wNM2vWLEbkpiYoKSlh0aJF6NGjBxYvXoyMjAzMmzcPnp6eaNq0qbDMrjcoKChg9OjRGD16NNLT0+Hp6QkWi4UPHz4A4P0hxsXFwcXFhWfhXL4aDYFQVxQVFXHixAlMnDgR8fHxKCkpwdKlS3Hx4kX06NGjys+9fv0af/zxByNyIysrix07dkikyA1QtnnK/VusbFAt30YQSFJluJcvX4r8eqqqVCOp0DSNq1evMtdsb2/PI3LDD8rKymjfvj2+fPkCoCwQStoSd+Xk5LBkyZJftnNwcICxsTFOnToFf39/pKWlMe9paWnB0tISs2bNkgrlTUmsQEZo2Dg7O+Pbt294+PAhKIpCSUkJWCwWWCwWAF4HVa9evXjm2twVW21sbIjIDYFAaBAIY03yK6Rpvv3p0ydG5AYATExMcPLkSakM9icIH85vmZNQ5+DgIJB+i4qK4OTkhCdPnvD8fsePHy+Q/hsCP378AFD2HRsaGhKRGwKhgfPq1SvIy8tj9erV2LVrF1JTU7F48WJoaWlhyJAh0NPTg4aGBt/BXMbGxkKyuH7C7/xRVlYWqqqqaNq0Kbp164b+/ftjzJgxUvlMjY2NBVA2rnTt2rXO/XXt2hWBgYFM39KSpBsaGorMzExQFAWKojBt2jSsW7dO3GbVG8oXEqhM4F8YxQakrZAAQfDQNI2bN29WqFxfGbdu3QLwX6V6BwcHqdpz4MCpVkhRFNq2bVtrkRsAGDRoENq1a4evX78CAFMtW5pQUVHBgQMHMGLECPz77788wazcfmTu/TSapqGjowMnJydYW1uLxW4C4VfIyZWFT9I0zSS+SRNfv36Fh4cHPD09eQRcCGUMGjSICZ4Gqg4epmkaXbp0YYRt+vXrJ7XFabjhjJecNd6vvpPi4mLIy8tX+t6kSZNw5MgR5Ofn4+HDh9iyZYtE+RPevn3Ls9c6b948gZ+DW+jmx48fePv2LQwNDQV+nvpKmzZtEBERwfyOKxMWVlNTg6urK3bt2sXEQXBD0zSUlZUxc+ZMLFq0SNgmEyScdevW4c6dOwB4Y925X3P/jRvu9tJQ7/j27dvYtGkTCgoKKggCcV+/oqIi1NTUAJQJVxUWFvL0w/25iIgIjBs3Dlu2bIGdnZ1oLoQgMXCKLgNl1dBrO+/Lzs7m2S8kYwuBH969e8ccN23atNb7XkpKSli/fj1ThODs2bMSJXQTHBzMxLEqKCgw1ylIpk6dirNnz6K4uBhsNhuvXr2SqO/wV+zatYspWE/TNNTU1DBp0iQMHjwYHTt2hJqaGrP3QiAIC04eLWcf4sePH3jw4AGA//auKYrC1KlTq83P4HyGoijo6uoSkRuCQCgsLERISAhCQkLw9etX/Pz5E3l5eQBAfMeEOlGT/QBp2DOoDUVFRVBQUBC3GVLBrFmzsHjxYlAUhbS0NMyaNQvHjh1Dhw4davT5L1++YNGiRUxuKUVRUpmLtmPHDhgZGWHXrl1MEaTq4j84c3PO/HzNmjUYN26cqMzlG7JaEDNhYWGMcqmcnBxmzJhRq36GDh2KOXPm4MSJE0hLS4OLiws2bNggSFPrPc2aNcPMmTMxc+ZMREVFwc3NDXfu3GGczeWV6miahq2tLYYMGQIrKysMHjyYDFACIiUlBR4eHmCxWEy1AWmiSZMmOH36NCZNmoT09HTk5eVh/vz5uHr1Ktq1a1eh/du3bzFv3jzk5+czC+gtW7bA1tZWDNYTCAQO7969Q0ZGBoCyMfrPP/+sU3/t2rVjhG44QbCEytHW1saOHTsAlIkCZmVloXHjxlBSUhKzZQSCdENRFA4fPowjR47g33//5QlU57zPmXNz1jicv3PaCaMiBoFAIAgbUSWCSZtD4e3btwDAVEvZs2ePRAWlE+oPM2fOxLlz50BRFEpLS7F582YoKirWOcGuoKAAf/zxB4KCgnjmO1OnTpWqfVnuwM0WLVqI0RICgSAIpk2bVqkvJT4+HhcvXqxVn9JW0ScqKkrcJjRoOJXrAQikoAe3WHZmZmad+2soxMTEACibm6iqqtZ5b1vS4C4kUJXAv6CLDUhbIQGC4ElMTMSqVasQEhJSo8r1nDYfP37Epk2b4O7ujr1791bqq5Zk8vPzmWNBCahxfHzcfUsbnGJUYWFhCAoKQkhICJKTk5GZmYmSkhKoq6ujWbNmMDQ0xIABA9C/f3/IyMiI22wCoUratm0rdfP4nJwc3Lt3Dx4eHnj9+jXPe9wCECSZB0hLS6t0vKVpGlpaWjAxMWHEbaShWA+/cK/xWrduXeH98qI2hYWFVQrdKCoqQl9fHy9evEBeXh6Cg4PrJGJX3+D8FimKQqdOnWBkZCTwcxgZGaFz586MaGJwcLBUCd0AqNGcpHHjxti1axeWLl0Kf39/xMXFIScnB2pqatDV1cXgwYOloggpQbh4e3vjzp07zBijrq6ORYsWYfjw4SguLmYK5lIUhaioKOTm5iItLQ1hYWG4ffs2nj17BqBs72vnzp0YMmSIuC5F6Hh6emLNmjUoLS1l4pJomoaioiJGjBgBExMT9OjRA507d66QA1BUVITPnz/j/fv3CAwMhLe3NwoLC5nvvaCggBGHJmI3BH44duwYcx/99ttvtRa6ycrK4umLCN0Q+IFbJFFPT6/C++XXMYWFhVXG5BgZGaFNmzZITExEaGgovn37JjGFOsPCwgCUfR9GRkZo3ry5wM/RokULGBsb4/nz58w5pUXoJiEhAW/evGHut27duuHMmTNo1qyZmC0jSBuNGjXCuXPnMHfuXMTHxwPgjcWkaRpDhgzBypUrq+wjNzcX9+7dY+7nAQMGCNdogsSTlZWFf//9F9evX2dECThU5zv28vLC7t27AZTlp3p4eFQq1ttQsbKygr29PWxsbKSueLwgISI3dWPQoEGwsrKCnZ2d1O2PipqRI0fC0NAQYWFhoCgKnz9/xm+//Ybff/8dDg4O6NSpU6Wfi4mJwY0bN3D16lUUFBQwz8yePXtizJgxoryEeoO9vT0sLS3h7u6O27dvIyIiAkVFRZW2lZeXR48ePWBtbQ07OzuoqKiI2Fr+IEI3YoYTBMNxUP1qQVdSUlKlmumcOXNw+vRpsNlseHl5Yc2aNVKrfNqtWzesW7cOq1evhr+/P1gsFnx9fVFcXAzgvyTcvLw83Lt3D/fu3UOjRo0wdOhQWFlZwczMrEqnKaFyCgsL8fDhQ7BYLAQFBUlllSNutLS0cOLECUybNg0FBQVIS0vDnDlzcOXKFR5HZ2RkJObMmYPc3FxmwF2/fr3EV/6uSQVfaavyyy9t2rQRtwkSDycZgKIo9OzZs86brtwVmHNycurUlzShpKREBG4IhHqEjIwMli9fjmHDhuHUqVPw9fWtIHhTHpqmYWpqikWLFqFv376iNJdAIBDqDNnoFx4cUUmKomBgYECcVgShsXr1ahQVFeHSpUugKApsNhtr166FoqIiEyjML3l5eZg3bx6Cg4N5kqRnzZoFZ2dnQZpf7+FOUCFr3boxffp0gfdJURSp/kOoFdxBNb+qHkwgCAtuEd3awqnSCYDxEUoDnGRSiqLQu3dvIihJIDRwkpKSMGXKFCQnJ1dbub483O1CQkIwdepUXLlypdIkc0lFU1OTORZE0SPuPrj7llYMDQ1J8CeB0IAoLS3FkydPmBi6wsJCABXXefr6+rC1tcWYMWPQpEkTMVha/+B8Ry1atED//v1hamoKU1NTErfDJ5XFfZQPrk5PT682UZw7KTUlJUVwxtUDPn78yBwL06duZGTECN1ER0cL7TySQKtWrTBx4kRxm0GQUE6dOgWgbIxp2rQprly5Ah0dHQDAt2/fKrRXUVGBiooKtLW1YWtri5cvX8LZ2RkpKSlwcnLCjh07JFKoJTIyEhs2bGBEbmiahrKyMhYsWIDJkyf/UlxEQUEBenp60NPTg4ODA3JycnD58mUcP36cSZIqLS3Fpk2boKuri+7du4voyuoXSUlJUrVXICgEKWxNRLIJtSE7O5s5rmztVn7+nZubW62voGvXrkhMTAQARERESIzQzefPn5ljYe5jGRoaMkI33OeUdEJCQgCUPcdkZGRw8OBBInJDEBva2trw8vLCjRs34Ofnh6SkJABAhw4dYGVlhVGjRlU73t64cYPn2Tp8+HCh20yQXF69eoVVq1YhJSWFp6BwTRgxYgS2b9+Onz9/Ij09HX5+fhJ1P8bExODgwYM4fPgwTExMYG9vj5EjR5KYBj6oiUAmEdGsnqysLFy7dg3Xrl1D+/bt8dtvv8HGxoasjYXEkSNH4ODgwBQWyM/Px/nz53H+/Hk0adIEHTt2hJqaGiiKQnZ2NmJiYhhhT856maZptGzZEseOHRPz1YiXRo0aYcqUKZgyZQqKiorw8eNHZGRkMHMYNTU1aGhooEuXLgKJjxAV0qmCUo/grh6ora1d4f3yQjVFRUVViteoqqrCwMAAr1+/RmZmJkJCQtCvXz/BGtzAkJWVxbBhwzBs2DBkZmbCy8sLLBYL7969A8Ab3JWbm4s7d+7gzp07UFVVxfDhwxkFRELVvHr1Cu7u7njw4AHy8vIAgO9JuKTSs2dPHD58GE5OTmCz2fjy5QsWLFgAV1dXKCoq4uPHj5g5cyaysrKY72rVqlWYMmWKmC0XPjWp/lvbCsHSwuPHj8VtgsSTnp7OHAsiQIn7mSiIJA0CgUAQJwYGBnBxcUFKSgpevnxZacXW5s2bw8DAAAMGDED79u3FbTKBQCDwjY+Pj7hNkGi4HVPEOUAQNhs3bkRhYSFu3rwJiqJQUlKCP//8E3///TffVS5zcnIwe/ZsnqpUNE1jwYIFWLp0qRCsr9/07dsXioqKKCoqkrrq54Lm5cuXAt1PJUGxhNryKzFTAkGYcBcK+P79e5374+5DmpJ0ua9Vmq67ptRkv58kLRPqC2w2G/PmzUNSUhJP5Xo9PT2MHTsWBgYG6NixI5Pcl5OTg9jYWLx58wZeXl6IiIhgPpOcnIx58+aBxWJJVOXH6uAkigJl1YXrCncf3H0TCARCfSYiIgIsFgt37txhxMfLr/fatGnDVHXs0KGDOMyst4wYMQKmpqYwMTGpsrIooWp+VRBKRUUF8vLyjDBpQkJCpTG0HLirk6alpQnQUvETFxfHHPfu3Vto5zE0NMTVq1crnJNAIIiOjIwMvH37ltm/X7FiBd/ri379+sHV1RWTJ09Geno6Nm7cCD09PXTt2lUIFouPdevWoaioiFnXGhgY4PDhw7X2LauqqmLevHmwtrbG0qVLmX+HoqIirF+/Hu7u7gK+gobBiBEjMGDAAIwfPx7Dhg2T2iLLBEJD41cFRMuLgaWmpkJDQ6NG7VNTU+tmXD2CI94DAD169BDaebj7rky0TlLh5FpQFIUePXqgY8eOYraIIO0oKCgwyd/84ujoCEdHR8EbRZA6goODMWfOHJ59LKAsx1lNTY0Rb6gKJSUljB07Fv/73/8AAA8ePJAooRsObDYbz58/x/Pnz9GoUSOMGjUKdnZ2MDY2Frdp9R4idCM4aJpGXFwcDh8+jCNHjsDY2Bj29vawtLSEsrKyuM2TGFq2bInz589j0aJFiI2N5Ym7/vHjByOeyIFbm4CzJ9ShQwccO3aMFNXlQkFBQahrHFFCdqLEDHclwZpWrWjUqFGV/XH/ULkX5QRAXV2dWbB8/vwZ7u7uuH37NlPdg/sBmZ2dDQ8PDyJ0UwUJCQlgsVhgsVjMfVbZAEIAzM3NsXnzZmzcuBEUReHNmzdYvnw5/vzzT8ycORM/f/5k7r0lS5Zg1qxZYraYQCBwkJGRYY65x+vawqmiC/AG8xAIBEJDpmXLlrC2toa1tbW4TSEQCASBIynVieor3AGI+fn5YrSEIC389ddfKCoqgqenJyiKQnFxMZYuXYrjx49jwIABNeojMzMTM2fOZJJFgbI9saVLl2LBggXCNL/e0rhxY1hYWOD27dtITk7Gq1eviMNZjJA9WUJd2bVrl7hNIEg5LVq0AFD2PHv//j0KCwtrXbmroKCAKXwBQKoqSHLPtbmLrhDKqEkhAVJs4NeUD6ikKAre3t7VthEElZ1Hkrl69So+fvzI+N+bN2+OTZs2wcLCotL2Ghoa0NDQQN++fTFr1ix4e3tjy5YtSE9PB03T+PTpE65cuYKpU6eK+ErEg76+PrS1tREXF4eIiAh8/foV7dq1q1VfCQkJeP/+PSiKQvv27aGvry9gawmSSlZWFu7evYuXL18iKioKGRkZyMnJ4dv/TFEUIiIihGQlQdJITU2Fp6cnPDw88OnTJwAV9wxUVFRgYWEBOzs79O/fXxxmNgikvTpoXdHS0mKOqxIz7dixIz58+AAACA0NxaBBg6rs7/3798yxpFV55v5+WrVqJbTzcK8XBSEwSyAQ+CcsLAxA2disrKwMGxubWvWjra2NVatWYc2aNSgpKYGLiwuOHj0qQEvFy/379xEZGcn444yNjXHy5MlqcyhqSuvWrXH+/HnMnz8fr169AgBERUXhwYMHsLS0rHP/DQ02m42nT5/i6dOn0NDQgJ2dHRwcHIgAoggoLS1ljqVFlJggOLhF7rOysiq8r6CgAHV1dcZH8PHjR3Tr1q3K/riLw+bm5grOUDHDfV3CLAzAKeRA0zQjMisNcOdakGKYBAKBAPz48QNOTk4oLCxkfHsWFhaYPn06DAwMkJKSghEjRvyynxEjRuB///sfaJrG8+fPRWC5aOEu3kbTNHJzc+Hm5gY3Nze0adMG9vb2sLW15dlbJBAETfn7kKZpvHz5Ei9fvsTWrVsxatQo2NjYwNTUVMyWSgadOnXCrVu3sH//fty6dQuFhYUAUGkhR87zk6ZpKCkpwcHBAStWrBDInhChfkKEbsQMt5BNXl5epe/LysoyAQ6JiYnVDtLcgRCSVrVCkHTq1AkrV67En3/+iefPn8PNzQ0+Pj4oKCggIi1VkJOTg3v37sHd3R2hoaEAKhe3oWkampqasLCwgJWVlThNrjeMHz8eycnJcHFxAUVR8PX1xZMnT5hqNADwxx9/SG1CFIFQX+FWrueIotUFTmAOwFuZmEAgEAgEAoFAkEYMDAwgJycHNpuNz58/i9scghRAURR2796NoqIi3L9/HxRFobCwEE5OTjh16tQvxVkyMjLg6OiI6OhoHgeXs7Oz1AsXOzs74/nz58jIyMCOHTtw+fJl4lSqBW3atOGrPU3TyMrKYgINOXu0SkpKZN+BUGvs7e3FbQJByunTpw9kZWVRWlqKoqIieHh4YMKECbXqy9PTk6mSRlEU+vTpI0hT6zXGxsZQVVVFTk4OTyIogSBIvn37xuNXrywAqXwbQVDZeSSZ8+fPM9+hpqYm/ve///GVMDBixAh07doVU6ZMwffv30HTNFxdXaVG6AYAZsyYgW3btoGmaWzevBmnT5/m+z4qLS3Fli1bmIDHadOmCclagiRRUlKCEydO4PTp00ywJolFIgiTgoICPHjwAJ6enggKCmKSZrnvO1lZWZiamsLOzg4jR46UOKEQQv2jc+fOAMAI7lVGr1698OHDB9A0DQ8PDyxYsABychXDmh8/fsxT+FHSihWIqngWp2+apokwKoEgJlJTUwGUrW/19PR+OR4XFRVBQUGh0vfGjh2LnTt3IisrC35+fsjOzoaamprAbRYH169fB1D2vFJXV8fhw4cF6ntq1KgRDh06hDFjxjACEdeuXZNKoRsONE0jPT0dZ8+exdmzZ9GnTx9MmDABo0aNIvNGIcEthkF8qwR+6dixI3McFxdXaRtdXV1G0Ov58+dVFjPMzc1lhNgAySrmyi3aI4p5dvlzSjrcQpocnxyBQCBIMy4uLsx+C0VR+Ouvv+Dg4MC8X1P/VJ8+fSAnJ4eSkhKkp6fXqZBDfePixYtwd3fHw4cPkZOTAwA8sZjfvn2Di4sLXFxc0Lt3b9jb22P06NFQVVUVp9kECcPHxwcsFguenp7MXJr7PszPzweLxQKLxUKrVq1ga2sLW1tbIghbRxo1aoRNmzbByckJHh4eePHiBd68ecOzNw4A6urq6N27N/r37w9bW1ue/F5po6CgAEpKSuI2Q+gQoRsxw+1w41aL5UBRFHR0dJiEnzdv3lRbReXjx4/McWUOPwIvFEVh4MCBGDhwICPk4uHhgdevX4vbtHoBTdN48uQJPDw84OPjUyH4hlvcpnnz5rCwsMDo0aNhZGQkdUGGv2Lx4sVISkqCm5sbUzWcg6OjI5YuXSpG6wgEQmVwAoVpmkZERATy8/OhrKxcq74iIyN5BOh69OghEBsJDZfp06eL5bwURcHV1VUs5yYQCAR+4Lfid/nqt7WpGC5tFcEJBHHTokULmJmZwdfXF3FxcYiKiqq2ehSBIAhkZGRw4MABFBUV4fHjx6AoCvn5+Zg/fz7OnTsHAwODSj+XmpoKR0dHxMTEMPthFEVh48aNmDJlioivov7RokULHDp0CAsXLsSHDx8we/ZsHDx4kCeoifBrHj9+XKvPpaSkICAgAK6urvj06RNKSkowe/Zscm8SCIQGiZqaGvT19ZmCC0ePHoW5uTlatmzJVz8pKSk4evQo46vq3r27VAU+KCkpwcbGBpcvX0ZGRgZ8fHxqtU4mEAjiJTY2FgkJCYyg4ebNm2tVFVdLSwubNm3CokWLAABfv35FTEwMTzKMJDNp0iQ8ffoUjx8/xvPnz7F48WLs3LmzxoktWVlZWLduHZ49ewYAMDc3lyqhIELtKCoqwqJFi/DkyZNKC0gRCIIkMDAQHh4eePjwIfLz8wFUFFXq2rUrbG1tYW1tjRYtWojDTIKU0rJlS2hpaSEhIQEFBQV48+ZNhT3YUaNG4ebNm6AoCt++fcOaNWuwfft2nuDt4OBgrFu3jnmOysrK/lK4vKHBicsEIFSRCu6kIO5zEggE0cERVQEATU3NCu+XF7UpLCysUuhGTk4OvXr1wrNnz1BcXIyQkBCYm5sL1mAxkJeXh5cvXzJ7e4sWLUKzZs0Efp7mzZvDyckJO3fuBAC8fPkSeXl5Uic4MmLECPj5+aGkpIQnsS8kJAQhISHYvn07rK2tMX78eOjp6YnZWskiMDAQQNl6kd89cAKhS5cuTAL8169fkZOTUyEBvH///nj16hVomsa9e/fwxx9/QFtbu0Jff//9N0/R9q5duwrdflHBLb7CXaRe0HDnF0iT4Ev37t2ZsaMqwSUCgUCQFkpKSsBisZjn4uzZs3lEbvhBQUEBHTp0YPLEP3/+LDFCN8bGxjA2NsbmzZvx6NEjeHh44Pnz52Cz2TzrEQAIDQ1FaGgoduzYgeHDh8PW1hZmZmYkZ5lQZ9q2bQsnJyc4OTkhLCwM7u7uuH//Po9QFVB2LyYlJeHkyZM4efIkDAwMYGdnBysrK4kShxQ1zZo1w6xZs5gCoyUlJcx3r66uTnQxuBg0aBDGjh0LBwcH9OzZU9zmCA3yLy5mOnXqBKDsocctUsONnp4eI3Rz+/ZtzJs3r9J2r1+/RkxMDPOabHjxh6qqKsaPH4/x48cjISEBHh4e4jZJbHz8+BHu7u64ffs2I8xQVfCNvb09bG1t0b9/fzJR/AV//fUXUlNT8fTpU+Y7nDJlClavXi1u0wgEQiXo6+ujcePGyMrKQnFxMW7cuFFrcZJ///2XOW7btq3EbDJwIKIt/MPtjBcVnGRcaYHfa5Wm74ZAaAjUpeI3R9GdX8hzgEAQPc7Oznjx4gXy8/OxY8cOnD9/HrKysuI2iyDhyMrK4siRI1i4cCGePHkCiqKQl5eHOXPmwNXVFd27d+dpn5SUBEdHR8TFxTFjk4yMDLZu3Yrx48eL6SrqF4mJiWjXrh0OHjwIZ2dnhIWFYdSoURg9ejTMzMzQqVMnqKqqQkZGhq9+27RpIySLJYuWLVti/PjxsLOzw/bt23Ht2jVs374dubm5VfoSCASC6ElPT0dGRgZycnJQUlLC9+clLYGvOmbNmoXFixeDoiikpaVh1qxZOHbsWI0rI3358gWLFi1i/FsURWHmzJnCNLlesmLFCjx58gQJCQnYsWMHDA0NhZIQRJBeavJckqZnlzCIiIgAULbX1apVqzoJVo0YMQKtWrVCcnIygLICDdIidENRFI4cOYJt27bhxo0b8PHxgYWFBaZMmYJRo0ahS5culX7u48ePuHfvHi5fvozMzExQFIVx48Zh8+bNIr4C4WNqairyc1IUhefPn4v8vKLi2LFjCAgIAACefe6OHTuiffv2UFVVJUGaBIEwdOhQ5tle3p/SvHlzjB07FnZ2dkRgXEgkJSUhISEBmZmZyM3NBQDY2dmJ16h6yMCBA3H16lUAZULP5YVuBgwYgC5duuDTp08AgDt37iAgIAB9+vSBqqoqvnz5gvfv3/PELo4ZMwbq6uqivRAhw71XIEw/CfcebflCIg0djtiXqKlt0TSC9ML9O5SXl6/wfnmRgtTU1GoFsJo2bcrTVhIIDw9nnotycnIYM2aM0M41duxY7N27FyUlJWCz2Xj37l21BYklkWPHjiEjIwO3bt2Cm5sbYmNjmfdomkZ2djauXLmCK1euQE9PDxMmTMDYsWMr3KuSRmJiYo3apaSk8NVvcXExvn//jhcvXuD06dPM38mcncAvysrK0NfXR0hICGiaxtOnTzFq1CieNtbW1nBxcQEAFBQUYPr06XB2dsbAgQOZufa5c+eYQs6c4tf6+vriuCShII45b2lpqcjPKS60tLTQr18/vHjxAh8/fkRCQgK0tLTEbRaBQCCIhbCwMOTk5AAoE6qZP39+nfpr3bo1k2uelJRUZ/vqG4qKihg7dizGjh2LtLQ0eHp6wsPDAx8+fADAKzRSUFCAu3fv4u7du2jevDlsbGxgZ2dXpY+PQOAHQ0NDGBoaYsOGDfD19QWLxUJAQACzL8Ht53vz5g3evHmDnTt3YujQobC3t8fgwYP5josl8CInJ0fimaogJycH165dw7Vr19CtWzeMHz8eNjY2ErcnQ7zmYkZLSwuamppITU1Fbm4uoqOjoaury9PG0tISXl5eAIBPnz5h//79WLlyJU+b+Ph4ODs781QUNjIyEtl1SBpaWlpMRTNpISMjA15eXmCxWIiMjARQubhN+ST5xYsXS03SSU03ratj9erV+PLlC759+4YhQ4Zg1qxZNepXWr5jgmjhOKG4VQ/V1NRIkvf/IysrixEjRsDNzQ00TePIkSMYPHgwdHR0+OqHxWLh7t27zPcqiYFNRLSFUJ/g3BeTJk3iKwCM3/bc5/P29ub7c5JCbYSuxo4diwkTJgjBGoIkIqpnPamiSyCIhw4dOmDnzp1YuXIlgoODsXz5cuzcuVPiNmAJ9Q95eXm4uLhg3rx5CAoKAkVRyM7OxsyZM3Hx4kVmfzYhIQGOjo48AmyysrLYsWOHRK7tasuwYcN4xmyaplFYWAgPD49ai4lTFMUk9hJqhry8PLZu3YrU1FT4+vri8OHDMDQ0RL9+/cRtGoEgtTx58gRubm549eoV0tPTa92PtD0TR44cCUNDQ4SFhYGiKHz+/Bm//fYbfv/9dzg4ODBFRMoTExODGzdu4OrVqygoKGDGpp49ewo1Gaa+oqqqysx3EhMTMXnyZOzbt0+iAtQJ4uXixYsCaUOoGs7YQVGUQJKd9PT0GDGEuoxL9Ql+96c5BS5+/vyJf/75B//88w+UlJTQrl07qKiogKIo5OTk4OvXrygoKADw376huro64uPjMXv27AZdiKEyfvz4UWvR8doiyT6+3NxcnD9/nuc7nTlzJmbOnAlNTU0xW0eQNJKSknjuNSUlJQwfPhx2dnYYOHAgCa4WAp8/f8aFCxfg7+9faVJzZXuGL1++xNOnTwEAampqmDt3rrDNrFeMGTMGV69eBU3TuHXrFhYtWsQj7CAjI4Nt27ZhxowZKC4uBgBkZWXB39+facOJD6FpGi1atICzs7PIr4NQ/+ndu7fI5xjStmdDEAzcFb+zs7MrvK+srAwlJSVmTRIfH1/lfhgARmwNKJvbSwJxcXEAyn5jurq60NDQENq5NDQ0oKury/yW4+PjpU7oBij7HubOnYu5c+ciODgY169fx8OHD3n2WWmaRkREBLZu3Yo9e/Zg1KhRcHBwQN++fcVsvXAo7/+sDJqmMXny5Fqfg3sdbmlpWet+CNLL0KFDERISAgB48OBBBaEbbW1t/Pbbb7h16xYoikJKSkqFPDSAN2do/vz5pEAVgS9WrFiBKVOmgM1mY9++fTh69Ki4TSIQCASxwL2OMTAwqHMMLLfgKUdAR1Jp3rw5Zs2ahVmzZiE6Ohru7u7w8vLC9+/fAfCK3nz//h1nz57F2bNnoaenB3t7e4wZM0ao60aCdCAvLw8LCwtYWFjg58+f8PLygoeHB969eweA9z4sKirCw4cP8fDhQ2hoaMDa2poUHSAIFZqmERkZib/++gt79+6FpaUlxo8fLzEaIkToph4wYMAAsFgsAICvr28FoRtzc3O0bdsWiYmJoGkaZ86cgY+PDwYOHAgVFRV8+fIFfn5+KCoqYpx65ubmaNGihRiuhtCQKCkpga+vL9zd3REQEAA2m12luI22tjasra1hY2MDCwsLMVsuHmqyaV1TaJqGv78/j1O+KohDlCBI3r9/D09PT4SGhiIyMrJC9WA5OTno6enB0NAQNjY26Nmzp5gsrR8sWrQIXl5eKC4uRm5uLqZOnYp9+/bVqLJhSUkJzpw5g6NHjzLPUzU1NcyYMUMElhPqO0TATLjQNM0E7AujPTeSFIydkpICCwsLFBUVASgL3Pfw8EDLli2r/Ay/QlecoIfhw4cT1V3CLyHiMwSCdDBq1ChoaGhgyZIlePToEUJCQvD7779j0KBB6NSpU7UVCgmEuqCgoIATJ05g9uzZeP36NSiKQmZmJmbOnIn//e9/oCgKjo6OSE5OZtZ0cnJy2Lt3L6ysrMRtfr2EszddXvSGIFpWr14NX19f0DSNv//+mySYEwhi4Pv371izZg2eP38OgDwLa8ORI0fg4OCAtLQ0UBSF/Px8nD9/HufPn0eTJk3QsWNHRrQ9OzsbMTExTCIPdwJky5YtcezYMTFfjXh49eoVAMDZ2Rnbtm1DXFwcJk6cCCMjI5iZmTHfIb/Jz8bGxsIwVyKgaRrh4eH49u0b5OXl0aFDB3Ts2FHcZhEaMJykRgBQUVGpc3+NGjWqtO+GTG0KMXAHIQJAfn4+Pn78WOHv5dtnZWXh1atXEl2IQVjXVf47k/S5UWBgIIqKipj18fr16zF16lRxm0WQAuTl5dG3b1+UlJTg5s2buHnzplDOQ1EUDh8+LJS+6zNFRUXYtWsXrl27xsTSlaeq52irVq1w+vRp5jNDhw5F586dhWpvfcLIyAg7duxAaWkpgLIxtbyfuHfv3jh27BicnZ3x8+fPSvvhxC8eP36c+JkJVSLp8wyCZKCtrc0cVxWr1LlzZ4SHhwMo2+MZOnRope1KS0uZhCuAd93XkOEeC0QhFqmpqcnEaFc1DkkTRkZGMDIywqZNm+Dp6YmbN28y3w9n3zU/Px8sFgssFgsdOnTAhAkTYGNjI5HJpb8aW2o79nDnaRgZGWHEiBG16ocg3YwZMwYHDhwATdN49OgRkpOT0apVK542a9asQUREBCIjIysVOua+Fy0tLckeBoFvDAwMsHr1auzYsQOPHj3C9u3bsXbtWiKYRBAoenp6Ij8nyeMj8EtGRgZzLIh1DGcvrfyxpKOrq4vVq1dj1apVePbsGVgsFnx8fBjfZnkhzsjISOzZsweDBw+Gvb09hgwZwiOyTfiPgoICREdHIyMjAzk5ORXySWuCtBSHbNKkCaZOnYqpU6ciJiYGLBYLXl5eSExMBMB7H6anp8PV1RWurq7Q1dWFvb09rK2tyR42QSDo6ekhMjISwH97MgUFBfD09ISnpye0tbUxfvx42NvbN+g9GSJ0Uw8YPXo0WCwWaJrGzZs3MX/+fJ73FRQUsHHjRixYsIC5GWNjY/HlyxemDXdgiKqqKtauXSvKSyA0MN6+fQsWi4W7d+8iMzMTAK8SM8ch37RpU1hZWcHGxgYGBgbiNLleUVeHKHfCj7Q6V/mtricoJK26Hj9ER0djy5YtCA0NBVD1vVdcXIx3797h3bt3uHjxIgwNDbFlyxZ07dpVlObWG9q0aYPly5djz549oCgKaWlpmDVrFoyMjGBpaVlhEpiUlIQvX74gMDAQXl5eSEpK4nm+bt68WSITdYloC/88fvxY3CZINKIKMpe0cfyff/5BYWEhgLLvcPv27dWK3HDDT3B/bm4ujh49iq1bt9baVoLk4+PjI24TCASCCCjvhKZpGmlpaXBxcYGLi0ut+iROZgI/KCkp4dSpU5g5cybevn0LiqKQnp6OGTNmoLS0lEmup2ka8vLyOHToEAkyrALO3FjS5sgNER0dHejq6iI6OhrBwcFISEiAlpaWuM0iEKSGzMxMODo6IiYmhkcAjDwf+aNly5Y4f/48Fi1ahNjYWB6fyo8fP5gKpRwqK+LQoUMHHDt2rMZ7G5LGtGnTePZqON9LcHAwgoODa9WnNM21c3Jy8PXrV+Z1586dISdXdWjF3bt3sWfPHqSmpvL8vUePHti6dSt69OghNFsJkkvTpk2Z42/fvtW5P07gXfm+pYXye9hV7WdLqohNdYjCz5eYmCg13y1n/KBpGq1atSIJYgSRUVJSwohtCgtJFvuqjpycHEyfPh2RkZGVfge/WvO1b98eZmZm8Pf3B0VR8PT0xIoVK4Rtdr2BoiiMGzful+0GDx6MBw8e4NKlSwgICEBcXByys7PRuHFj6OrqwtLSEuPGjYOCgoIIrCY0VEQlrkf2egh1oUuXLgDK7tHPnz+DzWZXSAQ3NDREeHg4aJqGp6cnnJycKhVAZbFYSEtLY163b99euMaLCO5kO0EIv/4K7nOw2Wyhn6+hoKqqismTJ2Py5MmIiorCtWvXcOfOHWRlZTFtaJpGTEwM9uzZgwMHDmD48OFwcHDAoEGDxGi54BDms56maSgpKcHOzg7Ozs5COw9BsmnTpg0iIiKYe7UyYRE1NTW4urpi165dTHF2bmiahrKyMmbOnIlFixYJ22SxIo3rWVExbdo0NGnSBBs2bMClS5fw8uVLzJw5E4MGDUKLFi3EbR5BAiDrL0JDgHvPqri4uM79cQr9AGWiG9KGjIwMzMzMYGZmhtzcXNy7dw8eHh4IDg7m2aOlaRolJSXw9fWFr68vGjdujLFjx8LW1hb6+vpivgrxwxHGd3Nzw/v37+ssmiQtQjfcdOzYEStWrMCKFSsQFBQEFouFR48eITc3FwCv6M2HDx+wZ88e7N+/HwMHDoS9vT2GDRtG9rT55PPnz/Dz8+MpMmVhYdGghVxqi7u7OyIjI5k9mezsbOY9mqbx5csX7N+/H4cOHcKwYcPg4OCAwYMHi9Hi2kGEbuoBAwcOxMKFC5mBIiUlpULQ5ZAhQ/DXX39h69atKC4urtJh2qRJExw7dkxiNqsJgiMlJQUeHh5gsViIjY0FwBv4y0FBQQHDhg2DjY0NzMzMqg3alEYEsUAmi+zaVderK9IacAMAN27cwPbt21FUVFShunpVVQk574WGhmL8+PFYv349Jk6cKFK76wszZ85EYmIiLl68WG0yAE3TGDZsGM9r4L8xet68eRg7dqxIbRcVRLSFUJ8g42ztyMjIwK1bt5hxYMyYMXwlcdc0kIvTztPTE6tWrYKqqmqtbSZINm3bthW3CQQCQQRwjx1EFJYgLlRUVHDmzBkmWYWiKCZBmTN3UVRUxNGjR2Fubi5ma+snkh7w1hDR0dFBdHQ0ACA8PJwI3RDqTEZGBmJiYpCZmYmcnBy+x2ppCnQ4cuQIPn/+zCO40rJlS5iZmaFjx45QU1Mjfpca0qlTJ9y6dQv79+/HrVu3eMR5y8NdxEFJSQkODg5YsWKFxFSxrgvcvhFRJfxJAmfOnMGJEycAAFpaWnj48GGVbW/cuIFNmzZV+p2Gh4dj0qRJ+Pfff9G/f3+h2UuQTDjiIzRNIzw8HGlpaWjevHmt+kpPT8fbt28r9N3QkZTrEDfC9PP5+fnhyJEjPEJLkk5RURGAsnGXBFETRIW0xsKICicnJ0RERDDfs5KSEkaPHg1jY2NQFIU1a9b8so9Ro0bB398fAPDkyROpErrhB3V1dSxcuBALFy4UtyligXOP7dmzR2jr2by8PKH0W5/gCNf36tWr0mRvAkHcaGhooHPnzvj06RNKSkoQHBxcYc/AysoK//vf/5gCDU5OTtizZw9PboGHhwe2bdvG7IspKSnByMhI1JcjFLifgeVFhYUB9zmUlZWFfr6GSLdu3bB582asWbMG9+7dw61bt5j4Wc49WFxcjAcPHuDBgwdo3bo1HBwcMG7cuAYrRF6d//PYsWMAyq592rRpaNy4cY37VVBQgJqaGjp06IBevXqJRMypoVFYWIh3794hISEBmZmZyM3NBU3TxCddBTIyMr9s07hxY+zatQtLly6Fv78/4uLikJOTAzU1Nejq6mLw4MESLYzNeU5xx/gL8zzSxvDhw5ljGRkZ0DSN6OhorFu3DkCZcJqamhpfexcURcHb21vgthIaNqLc/5LG3zKh7nALMHAXVKktkZGRlfYtjaioqMDBwQEODg5ITEyEh4cHPD09mfxo7rjjzMxMXL58GZcvX0aHDh1gb28PGxubBrsuqQufP3/GsmXL8OnTJwC1f7Zx5jjEDwGYmJjAxMQEW7ZswcOHD+Hh4YGgoCCw2ewK4ksBAQEICAiAmpoarKysYGtri969e4v5CkTPly9fEBAQAKDsXpo4cWKVwj8lJSXYvn07rl+/XuF+3b17N1auXCmVBUb09PSwZcsWrF27Fvfu3cPNmzd59mSAsu/u0aNHePToEVq1aoVx48Zh3LhxaN26tThNrzEkkrIeICcnhyVLlvyynYODA4yNjXHq1Cn4+/vzqLBraWnB0tISs2bNkvrJC6Fyhg4dygT5loeiKBgbG8PW1haWlpYk4bgKyAYpoSFy+/ZtJsCaO7mCoii0a9cOHTp0gJqaGmiaRk5ODr58+YKEhASeRUhRURG2bt0KZWVl2NjYiPmKxMP69evRpUsX7Ny5EwUFBczfyy/WKqscLCcnh02bNmH8+PEit5tAkDZ8fHzEbUKD5dGjR0xFJFlZWb6CBznPwkuXLqFVq1ZVtsvMzMTkyZNRUFCAgoIC3Lt3jzwbCQQCgcCTlEwgiAs1NTWcPXsW06dPx8ePH3mcTsrKyvjnn39gamoqZivrL2TPrP4hLy/PHKekpIjREkJDJjk5GZcuXcLdu3frnJgsLUI3ubm5uH79OjO/kZeXx8aNGzF+/HgS8FFLGjVqhE2bNsHJyQkeHh548eIF3rx5g58/f/K0U1dXR+/evdG/f3/Y2toSX+n/w5ljk7k2/3h7ezN7XhMmTKiyXUpKCnbs2FGhahwHiqJQVFSEZcuW4cGDB3wlvRAIRkZGUFJSQmFhIdhsNvbs2YN9+/bVqq99+/YxVekVFRUlJvmRFGKovwQGBuLIkSN48+YNAN4gY1lZWdja2orTPKHSrFkz5pgIHBJEAZnrCRcWi4UXL14wzzFTU1Ps37+f+a1/+/atRv1wBLQ5VV2zs7OhpqYmHKMJDRqapqsV2hQEkp6AS1EUSkpK8OXLF4wZMwZ2dnbo0aOHuM0iEHgwMzNjEs18fHwqCN306dMHffv2RUhICADgxYsXGDZsGDp27AhVVVXEx8cjIyODJ1bRwcFBYkSfOUk4NE0ziYvCovw5qot7IpTtKdjZ2cHOzg7x8fG4fv06WCwW0tLSeMaXxMRE/P3333BxcYGZmRkmTZqEwYMHN6h98l8J3XCuxdHRkQjxCognT57A1dUVL168YOIYuans38Tf3x+enp4AyvwEmzZtErqdDZlWrVpJbdFbQPjr54b0jBMk375948lPKe8ryc7ORnZ2Nl99Sut3SageSV7HEiSDjh07AgAj+PXz5080adKkVn0FBwcjMzOTeW1gYCAIEyWCNm3aYMGCBViwYAHevn0Ld3d33Lt3j4kh4V6XxMTE4ODBgzhy5AjCw8PFaLXoSU5OhqOjI9LS0uosUkOevxVRUlKCjY0NbGxs8P37d0Z8iVOYkPs+zMrKwtWrV3H9+nVERESI02yxcO7cOVy/fh1A2X7XtGnTqmy7Y8cOXL16lXnNPa8sKCjAjh07UFxcjJkzZwrX6HoK955MXFwcrl+/Dg8PDx6dEZqmkZSUBBcXFxw/fhympqaYOHEihg0bVq9F4YlHvYGhra2NHTt2AAAKCgqQlZWFxo0bQ0lJScyWEeo7paWlFTYOunTpwgyq0qhMyC8kaUdwkE190ZCSkoKNGzcC+G+SrKmpiTlz5mDs2LFVBvtnZGTAy8sLZ8+eRXJyMiiKQmlpKTZt2oR+/fpJrTNvwoQJMDMzw7lz53Dr1i3k5uYCqHzRxklksbW1xR9//IF27dqJ2lwCQSpp27atuE1osNy7dw9A2XgxYsQIZrOVH1q3bl3tGN+2bVuMHz8eFy9eBADcvXuXCN0QCASClGNvby9uEwgEhqZNm8LV1RVTp05FbGwsaJqGiooKTp48KTFJoATpISEhgTkmzmZCbbh27Rp27dqFwsJCUtGHD169esUEX1MUhW3btpH5joBo1qwZZs2ahVmzZgEoq0TDCexSV1cnSeSVsGvXLnGb0GDJzs5mks0A3mqk5Tl37hwKCgqYZ56uri5Gjx4NVVVV3LlzB2FhYQCAnz9/4t9//8Wff/4pbPMJEoSioiLMzc3x4MEDAICXlxc0NDSwevXqGlVq5rB//36wWCxmTB4yZAgUFRWFYjOBEBoaikOHDuHVq1cA/hPK5/x/zJgxWLx4MXR0dMRrqBDp1asXc1xXwUhp5saNGzAxMYGWlpa4TanXkCIgwufkyZPMsYGBAU6dOsUjMFxTNDQ0oKmpidTUVNA0jY8fP6JPnz6CNJUgIUjTPoqgUVNTYxJoKYrCjx8/8L///Q//+9//0LlzZxInS6hXjBkzBufOnQNN02CxWFi+fDmUlZV52mzbtg2TJ09GVlYWAIDNZjPFGrgFbmiaRseOHbF8+XKRX4ew0NXVZY7T09MRHBwsNF9dcHAwT0JQ165dhXIeSaR9+/ZYuXIlTExMsHHjRibWmBs2mw1/f3/4+/tDS0sLCxculBhhfOJ/ExwZGRlYu3YtAgICAFT+3VY1R+revTsWLVrE+Gbs7Oygr68vPGMJDRYyzxYN5NlIEBZRUVHiNoFA+CU9evRAs2bNkJGRATabjYsXL2Lx4sW16uv48eMAysavjh07okWLFoI0VWLQ19eHvr4+1q1bBz8/P7BYLAQEBPCIJtI0zRQDkSb27duH79+/M7nkNE3D0NAQ5ubm6NixI9TU1EicjYBo0aIF5syZgzlz5iAiIgIsFgt3795lBGEBSHUxWH9/f8ZP7ODgUGW78PBwXLlypcrvjHMfHzhwAIMHD0anTp2Ebnt9RltbG6tWrcKKFSvw+PFj3Lx5E0+fPgWbzWa+QzabjWfPnuHZs2fQ0NCAnZ0dHBwc0KFDBzFbXxHyNGrAKCkpEYEbAt9wBgZzc3OsWrUKnTt3FrdJBCmEVNcTDYcPH2YCrAFg1KhR2LFjB1RUVKr9nIaGBqZPn47x48dj/fr1uHv3LiiKQmFhIY4ePYqdO3eKwvx6SevWrbFu3TqsWrUK7969Q0hICJKTk5GZmYmSkhKoq6ujefPmMDAwgJGRUQUHNIFAINRHaJpmqqoCgKWlpdDOZWNjg4sXL4Kmabx7905o5yEQCARCw4Ak3xJEQXWJyZWRl5fHI8ywevVqvs9JURS8vb35/hyBIAhiYmIQHh7O3MOcCuMEQk05d+4c9u7dW6lIDffr8g748u9Jo4P+27dvzHHLli2JyI0QkZOTI8+3X0Duv9rz4cMH5hmmrq5eZZBHaWkpvLy8mOdf3759cfbsWUZAZOrUqXBycsLjx49B0zQ8PDwkTuhm7969Yjmvs7OzWM4rDpYvXw4fHx+w2WzQNI0LFy4gMDAQTk5OGDp0KBQUFCr9XHFxMfz8/HD8+HFERkYygV9ycnJYunSpiK+CIA1ERETg8OHDePLkCQDwzCVpmsbw4cOxdOlSnoRVSUVXVxddunTBx48fER4ejvT0dDJvqQUbN24ERVFo3bo1TE1NYWJiAhMTExLQXw5SBES4xMfHIzY2lnm9ZcuWWonccOjYsSNSU1MBAHFxcUTohlABadxLESTPnj2Dt7c3PD098fTpU56kpo8fP+LgwYM4fPgw+vXrB1tbW1haWpK4LoLY6NmzJ86fP8/87ouLiyvcj506dcLZs2exYsUKxMXFVdoPTdMwNjbG4cOH0ahRI6HbLSp0dHTQsmVLZtw8ffq00IRu/v33X+ZYU1NTokU5BUlqairc3Nxw69YtfP36lee9qgpHxsfHY+3atbh+/ToOHTrUoIXHuAUnpbVwqKBISUnBpEmTkJSUVKVfqro5UosWLTB8+HDcv38fFEXh9u3bROiGUAEyzxYuxsbG4jaBQCAQ6g1jxozBhQsXAACnTp3CoEGD0Lt3b776OHnyJJ49e8a8njBhgkBtlETk5eUxcuRImJqa4urVqzhy5AjPvpC08fPnT9y7d4+ZS6urq+PgwYMYOHCguE2TeLp37w4VFRUoKSnh3LlzUn0fAkBycjKSk5OZ1+bm5lW2PXfuHID/fMzjx4+HnZ0dVFVV4enpybzPZrNx6tQp7NmzR7jGNxBkZWUxcuRIjBw5EikpKbh58ybc3d159mpomkZ6ejrOnj2Ls2fPom/fvhg/fjxGjRpVbwokEaEbAkHK4GwABgQEICAgAN26dYOtrS3GjBlDAkIIBAmiuLgYDx48YH7zZmZmOHz4MF99KCsr48CBA8jJyWGU8h88eIBt27ZJvXKnvLw8+vTpQwKPCGKFpmlkZ2fzVK9WU1MjlQcIfBMbG4v8/HwAgIyMDAYNGiS0c/Xq1QuqqqrIyclBbm4uPn/+LPVqugQCgUAgEITLt2/ffhkAxw13Il5eXh5yc3P5PieZkxPExY8fP/Dnn3+itLQUQNm9SPYuCPwQERGB/fv3A/gveNjCwgLDhg2DrKwsVq1axbx34cIF5ObmIi0tDWFhYfD29kZmZiYoioKGhgacnZ3Rpk0bcV6OyOGMGRRFoWfPnmK2hkAg1BZOwAdFUejSpUuV7cLDw5mK3xRFYenSpTxBIBRFYe3atUzxh+/fv+PTp08SVYTk7NmzYpn7SpPQjY6ODlatWoVdu3YxY3N0dDSWLVsGJSUldOvWDTo6OlBRUQFFUcjJyUFcXByioqKQn5/PrIM41fpWrlxZLyt0ERounz59wtGjR/Ho0SMAFQVuBg0ahGXLlknd3GjFihVYsGAB2Gw2Dh06hO3bt4vbpAZLYmIi3Nzc4ObmBqBMKIQjfNOvXz80btxYzBYSJBlO0Q5O5eRu3brVqT/u+5Xj45cUaJrGv//+i6KiIuZvdnZ2aNeuXZ36/fr1K1gsFvNaWVkZs2fPrlOf9RVSGKDuKCgowMrKClZWVsjIyICnpyc8PDwQGRkJ4L8K3kFBQQgKCsK2bdtgYWEBW1tbmJqaitl6gjRiYmLyyzY9evSAl5cX7t27B39/f8TFxSE7OxuNGzeGrq4uLC0tMXjwYBFYK3rGjBmDs2fPAiir/s1isWBnZyfQc7i7uyMgIIBZw4wZM0ag/UsapaWlFaqEc+87cI6NjY0xceJEqKmp4datW3j8+DFKSkqYNiEhIZg2bRrc3NygqqoqzkuqFa9evYKrqyvzev369WjdurUYLWq4lJSUYN68eUhMTGR+h5qampgwYQKMjY3BZrMxc+bMX/ZjaWmJ+/fvAwBPUjiBAABRUVHiNkHiuXjxorhNIBAIhHrDggUL4ObmhtzcXBQXF2PWrFnYsGEDxo0b98vP/vz5EwcPHsSNGzeYuXOzZs3w+++/i8DyhktpaSmePHkCDw8PPH78GIWFheI2Sey8fPmSJ3Zw7969RORGyGRmZuLOnTvw8PDA27dvxW1OveHz588AwBS20NDQqLRdQUEBHj9+zKwLf/vtN/z111/M+6tWrYKcnBxOnjwJAHj06BH++uuvKosCSSstW7aEk5MTnJyc8Pz5c9y4cQM+Pj4oKiri2bd5/fo1Xr9+je3bt8PGxgYTJ04Ue7Ea6c5SJxCkCBMTE2aiwh1YFBkZiaioKOzbtw/9+/eHjY0NLCwsJErdX1T4+fnhyJEjzGsXFxepC+Qn1B9CQ0ORl5cHoEy0YNOmTbXqh6IobNy4ERYWFkySX0hICPr16ydIcwlSTnFxMVJTU5GZmYm8vDym2gyhIu/fv4enpydCQ0MRGRlZQeFVTk4Oenp6MDQ0hI2NjdQFDhNqx6dPnwCUPfN1dHT4DgrmN5mlU6dOePPmDYAykR0idEMgEAgEAkEU8DNn4W7L71yHVAMjiJLS0lJkZWUhJiYGT548wZUrVxihEQAwNDSsc0IRQbo4ceIE2Gw2gLI9hoMHD8LCwgJAmXAYN9z7g+PHj8fGjRtx+vRpnDhxAj9+/MDevXtx5swZ6Onpie4CxIympiZzXF8qnhAIBP75+fMnc9y0adMq2718+ZI51tTUrNRvoqWlhc6dOzP7b9HR0RIldMOBew4sTOGbyqo6SwMzZsxAbm4u/v77bx4/f35+PsLCwhAWFlbhM5Ulmjk5OcHR0VFUZhMknPj4eBw9ehT37t1DaWlpBYEbY2NjLFu2DH379hWzpeJh6NChmDNnDk6fPo1bt26hRYsWWLp0qbjNanBwjy+c48+fPyMmJgaXLl2CjIwM9PT0YGJiAlNTU/Tt2xdKSkriMpcggXBEDYEykaW6wr1OLCgoqHN/9Ql3d3ccPHiQRyhAEHtS7dq1w5cvX3Dnzh3mb61atZJIIQJ7e3txmyBRaGhowNHREY6Ojvj48SPc3Nxw584dpKamMmNKXl4ePDw84OHhAU1NTdjY2MDW1lYi12yEho28vDxsbGxgY2MjblNEyowZM3Dx4kWUlJSApmls2LABioqKGD16tED6v3v3LjZu3MismxUUFDBjxgyB9C1pfPnyBTdv3gSLxUJ6ejqAins06urqsLOzw4QJE3jmTebm5sjIyMDFixfh6urKiPImJCTg/PnzWLRokcivp668ffsW3t7eoCgK7dq1IyI3deDSpUv48OEDcy/Z2dlh27ZtTLJieb9UVXCK+tE0jdjYWGRkZFSZQNkQycjIwJQpUxhRSWVlZZw4caLO8+2EhAT88ccfzNqkUaNGuHTpEhGUJRAIBAKhDjRt2hRbtmzBqlWrQFEU8vPzsWHDBpw4cQIjRoxAixYteNoHBwcjNjYWQUFB8PPzY3KpgLKYnX379pHYkyqIjIwEi8XCnTt3eNYpAG+hQxkZmRoJzUoSKSkpAMq+h/bt28Pc3FzMFkkmJSUl8PPzA4vFgr+/P7N/wYHbT6+qqopRo0aJy1SxkZiYyBxXV4zn9evXTOF2iqIwd+7cCm3mzp2LM2fOoKSkBPn5+YiKioK+vr7gjZYQBgwYgAEDBuDt27dYunQpkpOTefZxaJpGdnY2Ll++jMuXL6Nfv35YvHgxjIyMxGIvEbohEKSE8+fPIzk5GSwWCx4eHoiNjQXw3+SNzWYjMDAQgYGB2Lp1K4YOHQobGxuYmZlBVlZWnKY3GKKjoxEZGQmKotCpUycickMQK9wVR7t3716nDW0tLS307NmTqVaVkJBAhG4IdSYzMxPXrl2Dv78/wsPDeSp7URSFiIiICp8JDw/H+/fvAQBqamqwsrISmb3iJjo6Glu2bEFoaCiAqpNni4uL8e7dO7x79w4XL16EoaEhtmzZgq5du4rSXEIDg7tiYPPmzfn+PL8JJtzn4E4cIhAIBAKBQBAWRHxG9BQWFiIkJAQhISH4+vUrfv78yQjyclc5JPyHIMRAOHNzmqYhLy+PtWvXCsAygrRQvjrKrFmzGJGbmqCkpIRFixahR48eWLx4MTIyMjBv3jx4enpWKxQhSbRv35455k6IJBAIDQtOAA1QljRQFa9fvwZQtp/NSaaoDB0dHUboRlKfDdxBWmTuLRwWLlyIPn36YPPmzYiLiwNQvagQ59+Epmm0b98eW7duhampqajMbTAkJSUhISEBmZmZyM3NBVCWVEWomqSkJLi4uIDFYoHNZlcQuNHX18eyZcswYMAAMVsqflauXIlGjRrh2LFjOHHiBJ48eYIZM2ZgwIABaNasmbjNq/e4ubkhKCgIgYGBeP36NbOnwIGmabDZbLx//x7v37/HmTNnICcnB0NDQ/Tv3x+mpqYwMDCAnBwJjSTUHu7qv4KoDJqdnc0cq6qq1rm/+kJxcTFTGI6maXTt2hU7d+4UWP87duzAhw8f8PHjRwDAgQMHMGrUKBLPSKgxXbp0werVq7Fq1So8f/4c7u7u8PHxQUFBAbN+SUlJwenTp3H69Gno6enB3t4eY8aMkagkeQKhodGyZUvMmzcPLi4uoCgKJSUlWLlyJUJDQ7F06VKoqKjUqt/c3FwcOXIEly5dYkTfKYrC7Nmz0bJlS0FeQoOmsLAQ9+7dw61btxAcHAyg8qRRIyMjTJw4EZaWllXOlzQ0NLB06VKMGzcO06dPR1JSEmiahre3d4MUuuGGFHerG+fOnWPuJ3Nzc+zevbtW/aipqaFt27aMMM6nT58kKsb977//5sn7OXDggEBEJbW0tLBw4UL8+eefTN8uLi7Ev0wgEAgEQh0ZO3Ys0tLSsGfPHsZfxxF65IamaUybNo3nNWduJCMjg/Xr1xPfXjlSUlJw+/ZteHh4MP537nUKt3+0Q4cOsLOzg62tLVq1aiVOs0UOt8g6ySMTPGFhYfDw8MDdu3eRlZUFoPL1MkVRGDBgAOzt7TFy5EipFK3i9olUJ6jJKTJFURS6dOkCHR2dCm1UVVXRvXt3vH37FkBZYQwidFM5RUVFePDgAW7evIlXr15ViOGp7PWLFy/w8uVLWFlZYevWrSL3YRFvLoEgRbRq1Qp//PEH/vjjD7x58wZubm64f/8+T3Izp/rbvXv3cO/ePTRt2hRWVlawtraGgYGBGK2v/3Bv0mtra4vREgIBjCIpULYZXVfatWvHCN1kZGTUuT+CdHP69Gm4uLgwC+iaBr7Lyclh8+bNzCaEgYEB2rZtK0xT6wU3btzA9u3bUVRUxCx4uRfA3JRX2AwNDcX48eOxfv16TJw4UaR2ExoOnA0WgH+hGwcHB+a4pkEkjRo1qvTcBAKBQCAQCMLAx8dH3CZIFVlZWfj3339x/fr1CnO96gQSvby8mODFJk2awMPDQ+qSVeqaFM7tsFdSUsLevXuJM4/AF2FhYSgpKQFQtgdT2+q1Q4cOxZw5c3DixAmkpaXBxcUFGzZsEKSp9ZbevXujTZs2SExMxNu3b1FUVCSQZEgCgSBa5OXlmWNu0ZvyhISEMMfGxsZVtuPeCyufpC8pcET2zM3NMXbsWJIMKiRMTExw//59BAQEwNPTE6GhoTxV0Lhp06YNevfuDWtra5ibm/MlVC7pfP78GRcuXIC/vz9T0ZCbyoRuXr58iadPnwIoS56qrIqcpJOWlobjx4/jxo0bKC4u5vFX0TSNbt26YcmSJRg2bJi4Ta1XLFy4EP369cP/sXffYU3d7f/A34eNMhy4xYELUUGGDAVRcaGM0GqdVeywraNat221amutWucjteLWOvpFJUEURVFxAMpWwD0QRUFBtggh5/cHv5wmLBkJgeR+XddzPYk5fM6d9CTnnM+471mzZiExMRFLliwBUDoZU19fv0bfTYZhcPHiRXmF2uCYmZnBzMwMX3zxBYRCIeLj4xEeHo6bN28iLi4OxcXFAKQTvhYXFyMqKgpRUVHw8fGBjo4ObGxsYG9vDwcHB5iZmSn4XZHGRvKaRhbzZJ49e8Y9btasWZ3bayguX74sVSV42bJlMr0X1tbWxvLly/HFF1+AYRi8evUKly9fxvDhw2W2D6Ia1NTU4OjoCEdHR+Tn5yMoKAgCgQBRUVHcIiigtCL43bt3sX79ejg6OoLH42HYsGHUx0OIAnz33Xe4efMmoqKiwDAMSkpKcPjwYZw9exbjx48Hj8er9lzt5ORk+Pv748SJE8jIyJAas7K0tMTs2bPl+VYajcTERPj5+eHMmTPIy8sDUH58z8DAADweDxMmTICJiUm12+7YsSNmz56Nn376CQC4RL6NTatWrbjHtU24RID79+/j9evXAP5byF0XXbp04RLdPH/+XGkS3aSnp8PPz4/7Dn766acyLRA6duxY3LhxA6dOnQLLsjh69ChmzpxJCXoJIYSQOvL29kb37t2xdOlSZGRkSF1Pl13vI/43cT93s2bNsHHjRjg5OdV73A3R+/fvERwcDIFAgJs3b0IkElWa3MbQ0BCurq7w8vJS6TXQkklcqRiAbLx48QIBAQEQCAR4/vw5gMqTLHXr1g08Hg8eHh4qn1BXMumS5DycsiTn3lRVTKV9+/ZcohvJfAik1L179+Dn54fAwECpJEyShas6dOiAzz77DHp6ejh16hQSExMB/FdI6ezZs3j+/DmOHj1a5X8zWaNfKjmbNm2aQvbLMAxVxiVVsrCwgIWFBX766SeEhIRAIBDg+vXrEAqFUovnMzMzceTIERw5cgSdOnWCu7u7giNvuCQ7r1Uxyx5pWCQvJiSrTNVWUVFRhW0TUhPFxcWYM2cOrl69Wu5iGUC552WZmprCxsaGqxIiEAgwa9YsucetSKdPn8bKlSvLTRhmGAYdO3ZE165doa+vD5ZlkZeXh2fPniElJUVqgLmoqAirV6+Grq4uPDw8FPyOSEMk+RsvnhhcXb/99luN9yd5XpLcNyGEEEKIPKhCcsyGIjIyEosXL0ZaWlq5KhUfM3z4cPz222/IyspCRkYGrly5AhcXF3mG2yB97L64KizLQktLCyNGjMD8+fNlkviYqJYXL14AKD0Ou3Xr9tFJrEKhsNIJEV999RX27NmDkpISBAYGYtmyZSoxeYJhGEybNg1//PEHCgsLcfToUXh7eys6rAal7G97RQu25fH7r2oLw0ndSFaSEv82lpWYmCg1ccbKyqrS9iST5Sjr+Iq4snpISAiuXLkCR0dHeHp6wsXFhRaDyhjDMHB2doazszMAICsrC5mZmVw1NH19fbRo0UKpFs/LSlFREdatW4d///1XaiGzpMruX9q2bYs9e/ZwfzN06FB0795drvE2FFlZWfD19cWxY8dQWFhYbrzKxMQEc+fOhaurq6JDbZD4fD62bt3KfUfFx1Bubq5UFcPqUOWEVRoaGrC2toa1tTXmzJmDwsJCREdHIzw8HOHh4bh79y732UqOQb9//x7Xr1/nElUZGhoiIiJCkW+FNDLiSr8sy3KTfWsrLS1NKtFNt27d6tReQ+Lv7w8AXIVaeVSaHjhwIAYNGoQbN26AYRjw+XxKdEPqpGnTphg3bhzGjRuH1NRU+Pv7IyAgAMnJydw5RSgUIjQ0FKGhoTAwMMCRI0dU5hqQkIZCQ0MDPj4+mDFjBpKSkrjrvLdv3+Lvv//G33//jXbt2sHMzAzdunWDoaEh9PT0wDAMcnNzkZ2djSdPniAxMRGvXr0CIL0QTZy086+//lKJ/uvK5ObmIiAgACdOnMC9e/cAVFyN3traGhMmTMDo0aNr3d/Tr18/7rHkgrfGRHLs+c2bNwqMpHG7f/8+gNJjzNTUtM7jmvr6+tzjmt5vN2QCgYArUqGrq4t58+bJfB/z589HUFAQCgsLIRQKERAQgBkzZsh8P4QQQogyGDNmDLy8vKqVwMLR0REXLlyAn58fjh07JtU3WBbLsmjbti0mTJiAzz//HHp6ejKOvPEJCwuDQCDAhQsXuPH2iu5TNDQ0KFFxGZIJScXJJUnN5eXlcYmyY2JipMaXK0qy5ObmBh6PJ3Xfq+oki0JVdp9WVFTEJa8BABsbm0rbk/x+V1W0SpXk5eXh9OnTOHHiBJKSkgCU/61UV1fH0KFDMWHCBDg6OnJ/O2XKFNy9exf79+9HYGAg97cJCQk4cuRIvc55VN1euXpy69atep9sUFVlXELK0tLSgqurK1xdXZGRkYGAgADw+XypDkSg9LhKTk6Gj4+P1IKLkpIShcXe0HTq1Il7LB4UIURRJBeiPHz4sM7tSbahypU4Hz9+jMjISNy7dw+ZmZnIz8+vcVIIVU5Gt2zZMoSGhkr9m52dHQYMGAANDQ1s3br1o224urpyiW6uXr2q1Ilu0tLSsGLFCgD/Da63bt0aX331VZVVcTMzMxEYGIh9+/bh9evXYBgGIpEIK1euhK2tLTchjxAxXV1d7vG7d+/kvr+srCzusY6Ojtz3RwghRHEUkaSCFjETohhRUVH46quvyiUyVFdXh76+/kevM3V0dODm5oZ//vkHAHD+/HmVS3Tj5eVV479RV1eHnp4eWrRogV69esHS0lJqcT4hNSGZsKGiKrhlJ/oXFRVVOvlfT08PFhYWiI6ORnZ2NmJiYpSmeubHeHt749q1a7hx4wa2bt0KCwsLWFpaKjqsBuPly5dSY0wVjWeW3UYWaNy0dNJIXFxcnfu2f//9dzlF2HB06dIFQOnY6IMHD5CdnQ1DQ0Opbc6fP889btWqldQYYVmZmZncY2U7Ty9YsAABAQF49OgR92+Si0H19fUxevRoeHp6wtraWoGRKq9mzZpRUptqyMvLw7Rp07hkGGXPCx8773Tq1AlOTk4IDQ0FwzAICAjAggUL5B22QuXl5WHfvn04ePAgCgoKyiW4MTY2xuzZs+Hh4QE1NTVFh9sgrV69GsePH5c65iTn35Da09HRwaBBgzBo0CAAQE5ODm7duoXw8HBERETg8ePHAMp/t6m6I6kpKysraGpqori4GLm5ubh48WKtk6scPXqUe2xoaIjevXvLKkyFEolEUgmkPvnkE7nt65NPPsGNGzfAsizCw8Plth+ietq3b4/Zs2dj9uzZiI2NBZ/Px7lz57jzBsuyyMnJ4argEkLql6GhIQ4fPow1a9ZAIBCUu6ZOTU3Fq1evEBISUmkbZQvxif/N3d0dv/zyi8ovInV0dERRUVGFfbYGBgbw9PTEhAkTZJKor2nTpuX20dhYWlrCyMgIb9++xe3bt1FYWEjz32ohIyODeyyL4h2S41WyKA7bUJw5cwZA6Xfms88+kyrKLCutW7fG+PHjcejQITAMg9OnT1OiG0IIIaQST548webNm7F161bY29vDy8sLI0aMgLa2doXbN2nSBNOnT8f06dORlpaGmJgYpKWlISsrC0KhEIaGhjAyMoKFhYVUchJV9fDhQ/D5fAQGBiI9PR0AKk0s0qtXL3h5ecHd3f2jhbxUTd++fdGtWzc8fvwYd+7cQV5ensrf91aXSCTC1atXwefzcfnyZW4ubGVJlgYPHgwvLy8MGTJEaYse1YXkPIanT59WuE1kZKTUPVxVRaYkk+VIroFTRVFRUThx4gTOnz/PJRIuOw+iffv2GD9+PD799NNK7yV79+6NDRs2YOrUqZg5cyays7PBsizOnj1LiW4IIYrRsmVLzJgxAzNmzMC9e/dw6tQpnDlzhutMlPyhE18cenp6YsiQIRgzZgwGDx6s0pkP+/Xrh44dO+LFixe4c+cOcnJylG7CqiKJRCJER0cjPj4eT548QU5ODvLy8iASiardhiolGOnRoweA0ouUFy9e4ObNm7Czs6tVW5GRkXj+/Dn3vGfPnjKJsTGJjo7Ghg0bpLJE1oYqJ6O7cuUKzpw5w73/7t27488//0SvXr0AlC5gqU6im2HDhuHXX3/lskS+f/9eaW9Qtm7disLCQu4zGz16NNauXcsN+FamRYsWmDZtGsaPH4+ffvoJZ8+eBcMw+PDhA7Zv364Si1FIzRgZGXGP09LS5L4/yYSA1LFICCHKTR6LlD9GVa+3CVGkd+/eYfbs2fjw4QP3nR85ciSmTZsGCwsLpKWlVWsR0PDhw/HPP/+AZVmEhYXVQ+QNy7p16xQdAlFxkkntK5qUXbY/IiMjQ6rySlmS1atSU1NlEGHjsW3bNsyfPx/Xr1+Ht7c35s6di8mTJ1f5eREiL8+fP8fWrVtx8eLFGie2kSTu21aFvkUzMzNoampCKBSipKQEu3btwpIlS7jXs7Ky4Ofnx917DBw4sMr2Hjx4wD2WrPisDGbOnImZM2ciISEBfD4fZ8+eRWZmJncPmJOTAz8/P/j5+aFjx47w9PSEp6enTBavEFITs2fPRlJSEve91dHRgaurKwYMGACGYbBs2bKPtjF69GiumMO1a9eUNtHN+/fvcejQIezbtw85OTnlEty0bdsW3377LcaNG1dp0kMC/PPPPzh27BgA6WQrurq6MDY2hp6eHtTV1RUZolIxMDDA8OHDub6H5ORkbN++nRsjBSi5EKmdJk2awNbWlkuusnHjRgwcOLDG93biipji47G2yXIaokePHnGVU9XV1eHs7Cy3fQ0ePBgaGhoQCoUoKCjAw4cPublRhMiKpaUlevfujb59+2Ljxo2VVhomhNSvpk2bYv369RgyZAg2bNjAzTuSHBeu7HpPfD8j3oZlWbRp0wZLly7FmDFj5B98IyAe35NcNGplZYUJEybA1dVVLusCGvM8WjU1NXzyySfw9fXFhw8fcOjQIcycOVPRYTU6kmNSsrg/lkxIp6+vX+f2GoL8/HypvuWRI0fKbV+jRo3CoUOHwLIs7t+/j4KCAhrTInWWkZGBzMxM5OXlQSgU1vjvBwwYIIeoCCFENkpKShAWFoawsDA0adIEo0ePBo/Hq/K3q02bNnB1da3HKBuHjIwMnD59GgEBAbh79y6AypPbtGzZEm5ubvDy8oKpqakiw27wvv76ayxbtgxCoRB79uzB/PnzFR1Sg5aYmCg13wGo/Djs3bs3vLy8qixeT0p1794dQOlnmZycjGfPnnGFp8QCAwMBlH7OJiYmVX6m4gRYAFSyGFBGRgZOnTqFkydPIjk5GUD5/hV1dXUMGTIEEyZMgKOjY7X7XszNzTFr1ixuTpi4qEh9oVkHcta+fXtFh0BIrZiamuLHH3/E0qVLERoaymWiE0+CFZ+kCwoKEBQUhKCgIDRp0gRDhw7FmDFj4OTkpJKZ6CZNmoSNGzeipKQEO3fuxNKlSxUdUqPHsiz279+PQ4cO1WnxfWMeGKkNU1NTtG3bFmlpaWBZFitXrsTx48fRvHnzGrWTlZWFlStXcs9bt26tcjeEBw4cwIYNG7ibEoAWz9bG9u3buccmJiY4evRorQaU2rVrhxYtWiAzMxMlJSV49OgR+vXrJ8tQG4Ti4mKcP3+eO9acnJyqlQhIkq6uLjZt2oS8vDxcvXoVQGml4TVr1tDkYyJFXHGaZVmkpKTg9evXaNu2rVz29erVK6SkpJTbNyGEEOVWX9fPtGCFEMXw8fHhqtsyDINff/0V48aN416v7m+AlZUVt1glIyMDL168QMeOHeUSMyGkPMlENgUFBRW+rq6uzk0+Tk1NrTJRgeQk5bdv38owUsXZsWNHtbft168fEhISkJWVhU2bNuGvv/6CpaUlunXrBn19/RpfH82ZM6em4TZI1ZmUShNXZefcuXNYvnw5CgsLqW+7BvT09ODs7IyLFy8CAPbv34+8vDy4uLjg3bt38PX1xbt37wCUfp6enp6VtvX48WOphZHKWomvb9++6Nu3L5YtW4bQ0FAIBAJcuXJFqhr4ixcv4OPjAx8fH1haWsLLywujR49WmoUnpOHi8/m4efMm9/vn4OCAP//8k0vC/vLly2q1I164L17wk5ubq1THb1FREY4ePYrdu3dLJawST9xs2bIlZs6ciUmTJql08aPq+PDhA/73v/9JTXp1dXXFjBkzYG5urujwlJJQKERcXBzCw8MRERGB+Ph4qfsRQupi1qxZuHHjBhiGwfPnz/H111/Dx8en2pOoY2JiMHfuXBQXF3NVXr/++mv5Bl2PHj16BOC/SejyrAysr68PExMTbrEvJbohshYREQGBQIDg4OAK+8YIqa7evXsrZL8MwyApKUkh+64vrq6uGDlyJM6fP49jx44hNjb2owvnxfc26urq6N+/P6ZMmYJRo0ZR4skyWJaFoaEhPDw8MHHiRHTr1k0u++nQoQPu3bsnl7br05w5c3DlyhU8ePAAO3bsQO/eveHk5KTosBoVyeJ4b968qXN74utSADWeJ99QJSQkcMWADQ0NYW1tLbd9WVlZwdDQENnZ2RCJREhMTKSxGlIr165dw6lTpxAZGckVW68NVbiuIYQ0XpJrE1mWRX5+Pk6dOoVTp06hffv28PLyosIfH1FUVISLFy+Cz+cjLCwMJSUlUnN/JT9fTU1NDB06FDweD87OznQvV008Hg9hYWEICAjA7t270bt3b4waNUrRYTUor1+/RkBAAAICArikHpUltzEyMoK7uzt4PB569eqlyLAblV69esHQ0JBLTLpu3Tr89ddf3Pf49u3bOH36NPedHzx4cKVtCYVCPHz4kHuuKr+xLMsiNDQUJ06cwJUrV6R+LyV/K9u3b4/x48dj3LhxaNWqVa32JXkPWN/947TCVc4uXbqk6BAIqRN1dXUMGzYMw4YNQ3Z2NgIDA8Hn83Hnzh0AKHdxfubMGZw5cwZ6enpwcXHBH3/8ocjw690XX3yBK1euIDIyEgcPHoSJiQnGjx+v6LAarezsbMyaNQsxMTHlJtNJqmhiNi1wBCZOnIitW7eCYRgkJydj0qRJ2LBhQ7Un0CUmJmLp0qV49uwZgNLPedKkSXKMuOEJDQ3lfsfK3qjo6upCX1+fEoZUQ1pamlSlzFWrVtVp8m+3bt24LKlPnz5VykQ3sbGx3I2BmpqaVMKpmmAYBitWrMDIkSPBsiwKCgoQExMDW1tbWYZLGjlTU1OuSjVQ+ts3YcIEuezr8uXL3GMNDQ2FTfAhhBBSf+jejBDlJhQKwefzufu9L7/8UirJTU1oaWmha9eu3IDU48ePKdENIfWoQ4cO3OOKJh4yDIMuXbpwg/vx8fGws7OrtD3JwWVl6T/bsWNHjZOEiPsTCwoKuIpetaEsiW4OHz4sk23Ix8XFxWHRokVcf49k3zb5uDlz5uDy5csQiURgWRZ+fn7w8/MDID150dzcHA4ODpW2I06WA5QWEpBXcumGQkNDAy4uLnBxcUFOTg4CAwMREBCAuLg4qWMvNjYWsbGx+O233zBkyBDweDwMHjyYJiYSudi1axf32MLCAr6+vrUq2NOiRQu0bt0a6enpYFkWDx8+hJWVlSxDVZjjx49j586d3HsD/jtvGBgY4Msvv8Tnn38OXV1dBUfaONy8eRPZ2dnc2PLMmTPxww8/KDospZOUlITw8HCEh4cjOjoahYWF3GsVzScxNTWt8pxNSGWsra3h7u7OTbaOjo7GqFGj8Pnnn2PkyJHQ0dEp9zfFxcW4efMm/P39ERQUxC1OZRgG06ZNQ+fOnev7bchNVlYW97i2k6drolWrVlyiG3HibULq4vHjxxAIBDh9+jRev34NoPx5RLyQRV5JH4jyob4X+VJXV8eYMWMwZswYvH//HvHx8YiPj0daWhqys7ORk5PDJW0xNDREq1at0L9/f1hYWKBJkyaKDr9BsrS0xIQJEzBmzBhKbFpNWlpa+PvvvzFnzhwkJSXh22+/xZQpU+Dt7U1FsqtJ/DmxLIuEhAQIhcJajyUlJycjNTWVe64sC09fvXoFoPQ+Qt7FBBmGQefOnXH79m0ApYmhKdENqYk3b95g2bJl3DgoXQ8RQpTV4cOH4e/vj+DgYOTl5QGQXlf78uXLcoU/XF1d5ZocurH56aefcP78eeTn5wNAhQkbWJZFv379wOPx4ObmBkNDQ4XF25itXbsW2tra8PPzww8//IAJEybgyy+/pPmYALy9vXHr1i2pOTRl14xqaWlh2LBh8PLygqOjI81lqAVNTU24u7vjn3/+AcMwuHr1Kjw8PDBkyBBkZmbi3LlzXOIWNTU1fPrpp5W2FR8fj6KiIgCl/61UJQn+kCFDkJ6eDuC/uUri41RNTQ1DhgzBhAkT4OTkVOfCZwYGBgAUU0BNOWaWEkLqhaGhIaZMmYIpU6bg8ePH8Pf3x+nTp5GWlgZA+qIyNzcXAoFA5RLdMAwDHx8fLF68GKGhoVi5ciWuXLmCL774Qq6ZtJVRSUkJ5s2bh+joaAD/TabT1NSEgYEBVwWYYRi0a9cO+fn5yM3NlZogAgBNmjRR2ZuaGTNm4P/+7//w6tUrMAyDZ8+eYeLEiXBycsLYsWNhYWFRbgLN8+fPER8fj7Nnz+Lq1avc5wkA7dq1w4wZM+r7bSjU+vXrAfx3/BkbG+Prr7+Gs7Mz2rRpo+DoGo/Y2Fjucfv27es8ACJZHU1y4pQyefHiBYDSY8/MzKxOnQnGxsbo27cvl6QuJSWFEt0QKVpaWrC1tcWNGzcAAHv27MG4ceNk3hlTXFyMvXv3cudoW1tbmiBBCCFKLiQkRNEhEELkLC4ujhu419LSwjfffFOn9tq1a8clxxBP3iOE1A/xYh3xwu2K9O7dm0t0c/r0acycObPC7aKjo/HkyRPuuar3o9VlAFgyoQYhNbFu3ToIhUKub1tfXx+TJk3C4MGDYWJiQkncP8LU1BQ///wzVq9eLTX+KTlpxNDQ8KPjoIGBgVJ9YarEwMAAkydPxuTJk/Hs2TNuXDk1NZWbLPbhwwcEBwcjODgYzZs3h5ubGzw9PdGnTx8FR19/NmzYoJD9LlmyRCH7rW/Pnz/H06dPueerVq2qVZIbMRMTE24iWXJystIkulm1ahX32yb+/6ZNm8Lb2xve3t40AbuGxNfBLMuiefPmmDt3roIjUg5Pnz5FeHg4IiIicPPmTa76I1Dx4qnOnTvDzs4ODg4OsLe3R/PmzeszXKJk1q5di5cvXyImJgYMwyA7O5tbsFJ2PNXFxQWvX7/m5tpI/rY6ODhg8eLFingLcpObm8s9ro/vmeQ+JPdNSE28e/cOZ86cAZ/PR2JiIoDy5xIdHR24uLjA09MTjo6OUFNTU0SopBGrqJgjkT1dXV3Y29vD3t5e0aE0aseOHVN0CI3Ojh07AACDBg3Cs2fPUFBQgMOHD+Off/5Bz5490bt3bzRv3rzGyZWUJeF9dVhaWkJXVxfv379HYWEhAgMDwePxatXWgQMHuMdGRkZKk5xOMrFjfSWVrGjfhHxMdnY2vL298eTJk3LjKIQQomwGDBiAAQMG4JdffsGFCxcgEAgQFhaGkpISqTFl4L/CH2vXruX6GGSRiKCxO3nypNSYlGRikTZt2sDDwwM8Hk9prunkYfny5TXavlmzZsjKysLx48dx/PhxdO7cGd26dYO+vn6NjkeGYfD777/XNNwGKSIigntc9rvbv39/8Hg8jB07Fvr6+gqJT5nMmjULp0+f5sb1Hj9+LDWWKv4dcHNzQ/fu3Stt5/z58wBK/3uZmJhwSVmUXVpamtT3lGVZtG/fHuPGjcO4cePQunVrme9TEXMVafYaIaRWunXrhkWLFmHhwoUICwvDqVOnEBISgsLCQpXumBBfLLZo0QJNmjRBQUEBLl26hEuXLkFfXx+9evXiXqsuZboQrAmBQICIiAjuxNipUycsW7YMTk5OeP36NYYPH85te+nSJQBAUVERbt++jYCAAAQEBKCwsBAlJSX46quvMHnyZIW8D0XS1taGr68vpkyZgpycHDAMA5FIhKtXr+Lq1asASo8vXV1dMAyDgoICqe+u5IQbQ0ND7Nq1C9ra2op6O/Xu0aNHePLkCXcM2tvbq9xnICvixFRA6QKBupKsivb+/fs6t9cQSVZONzY2rnN7HTt25BLdZGZm1rk9onzc3d1x48YNMAyDFy9eYO/evZUuWKytPXv24OXLlwBKzz/u7u4ybZ8QQkjD06FDB0WHQAiRs+TkZACl13cWFhZ1XgApOTgoTqBDCKkfxsbGaN26NdLT05Gfn48HDx6gZ8+eUtuMGjUKgYGBAEr7zv78808sWrRIapvnz59jyZIlUhNTbGxs6u19yJuqjn2QxiUlJQXx8fFc37apqSn27t2Lli1bKjiyxmXSpEno1KkTNm/eLLX4UU1NDU5OTvjxxx/RpUuXSv/+xo0bXOIwhmEwdOjQ+gi7QerSpQt++OEH/PDDD7h16xZX6TA/P5/7Xc3MzMThw4dx+PBhdOvWDTweD5MmTULTpk0VHL187du3TyETWlUl0Y14XEQ84a2uY1SSE+aUccGP5PVbnz598PDhQ/z0009y29fWrVvl0raiCYVCAKXvsX///pRYrpbS0tK4xDbh4eFckimg4mvy1q1bc4ltHBwc0K5du/oMlyg5LS0t7N69GytXrsSZM2ekJr6Lk0uKicdCAekJ8m5ubli7dq3SLWSRTP5RH3151F9Iaqu4uBiXLl0Cn8/HtWvXUFJSAkD6nCLuw/L09MTo0aMp2R+pNS8vL0WHQAiRsx07dkhd10kuzr137x7u379fq3ZVKdGNlpYWnJycEBwcDJZl8eeff2Lw4MFo0aJFjdoJCwvDv//+y/33GDt2rDzCVYiCggLuseScaXmR3Ifkvgn5mG3btuHx48dSyQratGkDJycnKrxACFFa2tracHNzg5ubG96+fYuAgAAIBALuOlCyX7CwsBBnz57F2bNnYWRkxCVy6dGjhyLfQoPAsix0dHQwfPhweHl5YeDAgUrXfyoP/v7+Nf6cJNd6P3v2jJvzWV3i8UNlWt8seR/Xrl07eHh4wMvLq8o5IKTmWrRoAV9fX8ycORPZ2dnljl2WZdG3b1/88ssvlbZRVFSEs2fPSq3vVSUsy0JdXR3Ozs6YMGECBg8eLJffyrZt2yqswDHdLSiZtLQ0CAQC8Pl8nD17VtHhEBXAMAwGDRqEQYMGIS8vD0FBQRAIBIiOjlZ0aApR9mJR8kIwJycHUVFRNWpPGS8Eq2vfvn0A/ss0d+zYMa4Du7KTsZaWFmxsbGBjYwNvb2/MmzcPDx8+xK+//orc3Nw6VxVvjLp3746DBw9iwYIFUklbxMcly7LIz88v93eSnY1du3bF5s2bVe5G+vbt2wBKPyMNDQ2sX7+ektzUkuSgR02rVFRE8pjV1dWtc3sNkWRF0Q8fPtS5vaKiogrbJkRs7Nix2Lp1K9LS0sCyLLZu3YqOHTtizJgxMmk/ICAA27dv584trVu3VqqBZUIIIYQQVSWZSFMW1QHE1a7LPlZl9+7dQ2xsLBITE5GZmclVtzAwMECLFi3Qp08fWFpayiSxLCEDBw4En88HAFy+fLlcohtnZ2d06NABqampYFkWe/fuRUhICAYNGoSmTZvi2bNnuHLlCoqKiri+bWdn53qpNFkfFDWYS0hNxcTEAPgvKcvmzZspyU0ticdAMzIykJqaCgDo3LlztapD6enpYd26ddzzIUOGyCvMRsXW1ha2trb45ZdfEBwczBW+KCkp4cauHj16hE2bNsHKygpWVlYKjrh+lF1gK8/9qNIEUclCDCYmJnVuT3KcsLCwsM7tNTSS48e3bt2S636U+TiUvDeWxbioqnJ2di43t0GSgYEBbG1t4eDgAHt7e6ruSuSuadOm2LRpE4YPH47du3cjKSmJe03yd01ynhjLsujSpQtmz56ttAVAJBOB1EfBHcl9UDVdUh2xsbHg8/k4d+4c169a9rzSpUsXeHp6wsPDgwo4EJmQ7AsghKiOutznKvt9cmXmzJmDixcvgmVZvH37FlOnToWPjw+6du1arb8PDAzEihUruMWp2tra+PLLL+Ucdf2R7Ieqj2vtd+/eVbhvQqqSn5+P//u//+PuhTU1NbFixQqMHz9eJX/XCCGqycjICF988QW++OILPHjwAP7+/ggMDMSbN28ASCe9efPmDfbt24d9+/ahd+/e8PLywtixY2uc7E8Z2NjYgMfjUbLhekTnZmk6OjoYOXIkeDwe7O3t6fORIwsLCwQFBWH37t0IDQ3Fq1evAABdu3bFmDFj8Pnnn1d5DxIQECA17u/i4iL3mBuKdu3aYdy4cRg3bhzatGkj132pq6srrH+cEt0ogQ8fPiA4OBh8Ph8RERG0AIAojJ6eHsaPH4/x48cjJSUFAoFA0SE1CHShU3NpaWl49OgR99ktWbKkxjduJiYmOHjwICZMmICUlBRs3boV1tbWSlU9uLpMTU3B5/OxZ88eHD9+XKraGYAKJ4ixLItWrVph4sSJ+Oqrr1Sy01o8MCCuSi/vC0Jl1qxZM+6x5GBIbUlWQZNsW5lILjwRV/2tC8k2VLEjjHycpqYmFi1ahEWLFoFhGIhEIixevBhJSUn4/vvvoaWlVat2i4qKsGXLFhw6dIg7zzAMg8WLF1PSJUIIIYQQJSB5nVhcXFzn9iTvGZX1fq86WJbFiRMncOjQITx69KjKbU+ePAmgNNnxtGnTMG7cOOqPJLXm6uoKPp/PHYNlE4draWlhxYoV+O6777gJi0+fPsWzZ8+4bSQnZOvp6WH58uX1+RbkihY7kcYiIyMDQGkfTJ8+fWSS3EHVtWzZssbJgiwsLGBhYSGniBo/HR0deHh4wMPDA+np6QgICICvry9yc3MrTGig7MouiieyIVlIoLZ93JJyc3O5x8o46ZbuI2RD8rxbdlye1Jz4/kJbWxvW1tawt7eHg4MD+vTpQ8csUQhXV1e4uroiLi4OERERiImJwevXr5GdnQ2hUAhDQ0O0bNkS/fv3x8CBA2FnZwc1NTVFhy034vtklmXx8OFDFBUVyeScW5GioiKpeQ/t27eXy35I4yeetxoQEICUlBQA5a+xDQ0NMWbMGPB4PLpvI4SQGiouLsbJkydx+fJlvHz5EpqamujatSs8PT3h7Oys6PDqDfXf1F3Pnj0xffp07N+/HwzD4MmTJ3B3d4e7uztGjhxZLtk4y7JISUlBeHg4/P39ER8fLzUfcf78+UpTeAGQnueblpYm9/1J7oPmGJPqioyMhFAoBFD6PVyzZg28vLwUHBUhhChOz549sXTpUixevBg3btwAn89HSEgIVzxBcu1eUlIS7t69i/Xr12Pw4MHw8vLCkCFDlH59xezZs8Hj8WBsbKzoUBo1uh+pm99//x2jR4+mghX1qEWLFli6dCmWLl1a4791cXGBg4MD97xdu3ayDE2hUlNTqxzruHTpkkqMh1Kim0YsMjIS/v7+OH/+PAoKCgBAqrOGEEUyNjbGnDlzFB2GQtDFYt3Fx8cDKP0sDQwMMGLEiFq106JFCyxbtgyzZ88GAPz999/Ys2ePzOJsTLS0tDBr1ix88803iIiIQGxsLBISEvDu3TupSuDNmzdH3759YWlpCTs7O2hoqO6lgmRyH2W6CFYE8eARy7K4e/dundrKzs6WmrzUqVOnOrXXUPXo0QNA6Wf24sUL3Lx5E3Z2drVqKzIyEs+fP+eel63GToiYm5sbLl++jDNnzoBhGJSUlGDv3r0ICgrChAkTwOPxpCqRViU9PR2nTp3C//3f/+HVq1dSCx3HjBkDNzc3eb4VQgghhBBSTyQnub148aLO7UneM6rqBLrU1FQsXrwYMTExUv2MlfX5i7d5+PAhVq5cCX9/f2zYsAEdO3asl3iJchk0aBBmzZrFFVRIS0srl/x5yJAh+PXXX7F69WoUFxeXOzbFC/WbNWuGHTt2KG3fDSENmeRCWvoOkobuxYsX3CJUySQiqkZc7dbZ2Rlubm4qey0sa5KfoywqX0sm91O2xJw0x0F2+vbtCxMTEzx58gS3b99GXl6eUiZGqm/9+vWjJDekQenfvz/69++v6DAUztTUlHtcWFiIW7duwdHRUS77unXrFt6/f1/hvgkBAD8/P/D5fMTExAAof32joaEBZ2dn8Hg8lVg4Rggh1RUWFoajR48CKP2t3LBhQ6WJ6968eYOvv/4a9+/fB/Dfb+29e/cQFBSEESNGYNOmTUr/GxsSEqLoEJTGkiVL8PLlSwQHB4NhGAiFQvD5fPD5fADSyaH79euHkpIS7m/F8xFZloWHhwdmzJihiLcgN507dwYAruhEenp6tedu1lR6ejoeP37MPadxBVJdkoVr27RpQ0luCCHk/1NTU4OTkxOcnJyQn5+PoKAgCAQCREVFSa2pYFkWQqEQly9fxuXLl2FgYAA3Nzd4enrC3Nxcwe9CPubOnavoEBq9e/fuKTqERu+TTz5RdAikBpo3b47mzZsrOgy5GDZsGNq3b48BAwZw/xPfCwKqkydEdVevN1IpKSlc501qaioA6eQ2kp05hJD6RxeLsvH27VsApb9rpqamUFdXl3q97Em6qopAw4YNg5GREd6+fYuIiAhkZGTUuOqmMlFXV8egQYMwaNAgRYfS4Ekmt5GcLENqzsrKCmpqahCJRMjMzERERATs7e1r1db//d//cYutmjRporQdOKampmjbti3S0tLAsixWrlyJ48eP1/jmLCsrCytXruSet27dmiZ8kSqtW7cOb9++xc2bN7l7i5cvX2LLli3YsmULjI2N0adPH3Tu3Bn6+vrQ19cHwzDIzc1Fbm4unj17hoSEBG6Rs+S9CsuysLe3x7p16xT5FgkhhBBCiAyJK9WzLIsHDx4gKyur1gs+o6KikJ2dzT1XxUq6r169wpQpU/D69etyExuq6veX3C4mJgZTp07FsWPHKHEvqTENDQ18//33H91u3LhxGDBgAHx9fREaGsr15wKlSfBHjRqFL774ghbpkwpt2LBBIftdsmSJQvarCJK//0VFRQqMhJCK5eXlcRM6o6OjpV4TX/Ooq6urVAU18UKekJAQXLlyBY6OjvD09ISLi0ulY6Dk49q2bQug9LhKTEysU1tpaWlSiW66detWp/YaElqgJ3szZszAihUrUFRUhF27dmHhwoWKDqlRkrwvjoqKQlRUFIDSAj62trZwcHCAg4MDunbtqsgwCVFprVu3RufOnZGcnAwAOHTokNwS3Rw+fJh73KlTp3KJeQlZsWJFhfOnzc3N4enpibFjxypdskJCJKWkpMDY2FjRYZBG6Pjx47h48SIYhsGYMWOq7If44YcfuHny4nUrYizL4sKFC1i2bBk2bdok97gVqUOHDooOQWkwDIOtW7di27Zt2L17N3ceL7s+CgCEQqHU34m3++abbzB//vz6DbwemJmZQUNDg0vuc+nSJUycOFEu+5LsG1JXV4eZmZlc9kOUT35+PoDS72Tfvn0VHA0hhDRMTZs2xbhx4zBu3DikpqZyBUCePn0KQPq6Jjs7G0ePHsXRo0fRtWtXeHl5wcPDg/rBCCFEib169QoBAQEICAgAABgZGUklvunevbuCI5Q/SnTTCIgnevn7+yM2NhZAxcltWJZF69atMXLkSIwZM0aRIRNCSJ1IVmw0MjIq97q2trbU8/fv31c6uMIwDPr06YPQ0FCUlJQgPj4ew4YNk23ARClZWFhwgwSSmepJzRkaGsLCwoK7jtm0aROOHTsGDY2aXYq+ePECvr6+XGfO4MGDpaoTK5uJEydi69atYBgGycnJmDRpEjZs2FDt5D6JiYlYunQpN/GaYRhMmjRJjhETZaClpYU9e/bgjz/+wJEjR6Q6TwHg+fPnSElJqbINyYljkvcqU6dOxdKlS5W+ag8hhBBCiCrp06cPWrZsiczMTJSUlODw4cO1rryyc+dOAKXXkCYmJmjVqpUsQ23wSkpKMHPmTLx69Uqq3793795wc3ODhYUFTExMoKenB6B03ODp06eIj49HYGAgkpKSuL95/fo1Zs6cCT6fXy6BNCGy0rlzZ6xduxZAadX2nJwcGBgYQEdHR8GRkYZu3759Cqk4o0qJbszMzLjPWLzglMhfdnY2wsPD8fLlS2hqaqJr164YOHAgnYv/P5FIhGvXroHP5+Py5cv48OEDAKj8ItQFCxYgICAAjx494v5NKBQiNDQUoaGh0NfXx+jRo+Hp6Qlra2sFRto4WVlZQVNTE8XFxcjNzcXFixcxfPjwWrUlrm4PlI579e7dW1ZhKhwt0JO98ePHIywsDEFBQdi7dy+MjY3x2WefKTqsRmXNmjWIiIjAzZs3kZGRIfVadnY2Ll68iIsXLwIoTbQhTnpjb29Pk/4JqWejR4/Grl27wLIsrl27hmvXrsHJyUmm+7h+/TpCQ0O5+5zRo0fLtH2iXBiGgYaGBgYPHgwej8clRHv79q1UsmZZUYWFBkT2duzYgTlz5sisvZcvX2L69Om4dOmSzNokqiM8PJx7PHbs2Eq3O3/+PKKioqTmkmlra0NHRwfZ2dncGNXZs2fB4/Fkfj1AlJeamhp++OEHDBs2DL6+vrh8+XK5hDdlsSwLBwcHzJkzR2n7zLS1tWFra4uwsDAAwK5du+Dl5VVuDUVdffjwQWpeto2NDY31kWpr3bo191jWxyYhhCij9u3b47vvvsN3332H27dvw9/fH0FBQcjKygIAqQS+T548webNm7Ft2zYkJCQoMGpCCCH1Qfz7/+bNGwQFBSEoKAgA0KxZM9jY2HCJb5RpnoIYJbppoMQDfwKBACEhIeUmekkuGDUyMsLIkSPh6uoKGxsbhUwOJYQQWZJcAF9REoumTZtKPU9PT4ehoWGl7RkYGEhtS0h1tGrVCk5OTrh8+TKSk5Nx7949mJqaKjqsRuubb77Bt99+CwBISEjAokWLsGHDhmpXIn3+/DlmzpzJJcJiGAYzZ86UW7wNwYwZM/B///d/3CLHZ8+eYeLEiXBycsLYsWNhYWGBzp07S/3N8+fPER8fj7Nnz+Lq1asQiUTca+3atcOMGTPq+22QRkhTUxMrVqyAnZ0dNmzYgBcvXgBAuSo8FZGsoiK+X+nYsSOWLFmCkSNHyj94QgghhBBS78aOHYtDhw4BAHx9feHo6AhLS8satbFr1y7cuHGDe66KCwCPHz+Ohw8fcn3/RkZGWLlyZaXX0S1atECLFi1gbW2NL774AhcvXsSqVauQkZEBlmXx6NEjHDt2DFOnTq3nd0JUkY6ODk16JTVWNlGuPPejamOnxsbGsLW1xc2bN/Hw4UOq6F0Lb968we3bt7nnTk5OVfZl7969G3/99RcKCwul/t3IyAirV69W6QIMSUlJ4PP5OHPmDDIzMwGU71ts37493N3dpRahqoqZM2di5syZSEhIAJ/Px9mzZ5GZmcl9Rjk5OfDz84Ofnx86duwIT09PeHp60ne6mpo0aQJbW1vcuHEDLMti48aNGDhwIJo0aVKjdu7evYv9+/dz55PaJsshquXPP/9E8+bNcfToUfzyyy8IDQ3FjBkzYGVlpdSFPGTls88+4/oGHjx4gPDwcISHhyMqKgp5eXlS55L09HQIBAIIBAIAQNeuXbnEN3Z2dtDX11fIe2gI/Pz8YG9vT+cNIleTJ0/Gvn37IBQKwbIsFi5ciEOHDslsfs29e/ewcOFCrs9MU1MTkydPlknbRDmxLAuhUIhLly7JPekHwzBISkqS6z6IctqxYwfat2+PTz75pM5tpaWlYfr06Xj16pUMIiOq5vHjx9x8THV1dQwcOLDSbY8cOQKg9HdWV1cXa9aswZgxY6Curo7Q0FAsWrQIeXl5AIADBw5QohtSYxYWFvDx8UFaWhpu3bqFmJgYvH79GtnZ2RAKhTA0NISRkREsLCwwcOBAdOrUSdEhy52HhwfCwsLAMAxev36NLVu2YNmyZTLdx9atW7lzCMMw4PF4Mm2fKDfJ76E8kkoSQogyMzc3h7m5OX788UdcuXIFfD4fV69ehVAo5LZhWRYlJSUKjJIQQog8tWnTBmlpadzzitbsvXv3TqoAiL6+PqysrLjEN3379m30Y88MW9kKRaIQDx8+hL+/P06fPs3d6EkmtxE/F3cieHp6ws7OTuUmaBKiCtLS0iAQCLhJjark5MmT+Omnn8AwDJydnfH333+X28ba2hr5+flgGAbbtm2rcvH8zJkzcfXqVTAMg/nz5+Obb76RZ/j1Kj8/H/PmzUNRUREAQENDA2vWrEHHjh3r1G5KSgpWrlzJ3RQ3adIE27ZtU7ls20+fPsWnn36K9+/fw8bGBgcOHKDqq3Xw5Zdf4saNG9x1S6dOnfDdd99h+PDhyM7OhouLC4DSa567d+8CKP1v4O/vj8OHD6OwsJC7DvLw8MD69esV9l7qy6NHjzBlyhTk5OQAKL8wh2EY6OrqgmEYFBQUSE3qFG/LsiwMDQ3xzz//oEePHvX+HkjjJhKJcO7cORw5cgTx8fFSnadV0dDQgIWFBaZOnYpRo0Y1+htnQgghhBBSuXfv3mHEiBHIz8/nJrf+/PPP+PTTTwGUVhKt6H4PALKysrB582b4+fkBAJfgJSQkROX6IEaMGIEXL16AZVm0bt0a//zzT40naKakpGDKlCl48+YNWJaFsbExLly4IKeICSEVuXPnDlauXAmgNIn77t270aJFixq1kZGRgZkzZ0IkEoFhGKxbtw69evWSR7gKYWpqKjXmWR/Knn9UQXx8PKZMmYKSkhKMGDEC27dvV3RIjcr69etx4MABAECvXr3A5/Mr3dbHxwc7duyocEwfKP0t2LhxY5UVsZVNeno6AgICIBAI8OjRIwDlv+9NmzbFyJEjwePxYGdnp4gwGyShUIjQ0FAIBAJcuXKFG/8DpCc1WVpawsvLC6NHj1bpBA7VER0djSlTpnCfn5WVFXx8fNCsWTMAVd+vAEBMTAzmzp3LJSDS0NDAmTNnyhUiIETStGnTuMf37t1DTk4Odwzq6uqiU6dO0NfXr9FcL4ZhcPDgQZnH2tiIRCLcuXMHERERCA8PR2xsLFc8Tkzyc1VTU4OZmRmX+MbBwaG+Q1Yo8bV3u3bt4ODgAHt7e9jb26NVq1aKDo0omY0bN2Lv3r3c/ITmzZtjzZo1GDFiRJ3avXjxIlauXMklTGQYBt7e3li6dKkswiZKRrK/AaifPgdV7G8gsmFqagoNDQ3s3LmzTslA3r59i6lTp+LZs2d0PJJauXTpEmbNmgWGYWBiYoIzZ85UuF1mZiYcHR2539aK5mHz+XwuAYe6ujrCw8OlipQSQmpOKBRi1KhRSE1N5eYDf//99/juu+9k0v6uXbuwZcsW7jq+ffv2CA4OhoaGhkzaJ8qPZVm4uLggNTUVurq6uHnzZrUL4BJCCJGWl5eH48ePY9u2bdx6DfH5n+71CCFEeb148QJRUVGIiopCZGQkkpOTudcq6++W/HddXV1YWlpyiW/Mzc2hqalZP8HLCCW6aQAyMzMRGBgIPp/PXXhUNhFO3InAMAxCQkLQvn17xQRNCJGLDx8+IDg4GHw+HxERERCJRACgcjclkhMOKxs8mTRpEmJjY8EwDCZNmsQtHiirqKgITk5OyM7OBsMw+PnnnzFlyhR5v4V6s2XLFuzatYs7XyxduhTe3t4yafvAgQP4448/uLbnzp2LWbNmyaTtxuTcuXNYtGgRtyDg999/h56enqLDapRycnIwceJEPHnyROqahmEYtGrVistCyTAMBgwYgOTkZKSnpwOQTtrSu3dvHD9+XGUWPd67dw8LFizgPjfg4xNyJLfr2rUrNm/ejN69e8s9VqLc3r9/j7i4OMTHx+PNmzfIysrikjAZGBigWbNmMDIyQv/+/dG/f3/o6uoqOGJCCCGEEFJfAgMDsXjxYgD/3b917NgRw4cPR6tWrbBhwwYApfcqhw8fxtOnTxEREYErV65IJe3U0NDA7t27VW7h2dOnT+Hq6srdy+3YsYNbbFtTFy9exJw5cwCUft5nzpyBiYmJzGIlhFTtxx9/xKlTp8AwTJ2Si3z//fcIDg4GwzCYMGECVq1aJdtAFUi88IxlWWhqasLZ2Rlubm41TghUU7a2tnJtvyE6fPgw1q5dC4ZhMGXKFCxfvpwSuVfTqFGjkJycDIZhsGLFCkyePLnC7Z49e4axY8dy43ll+23Fx7quri7OnTuHNm3ayD12RSksLMT58+cREBAgNcYp+Zmoq6vDwcEBPB4PI0aMUJk+/trKyclBYGAgAgICEBcXJ/Wa+LpRS0sLQ4YMAY/Hw+DBg+k7XonFixfj9OnTUsUBPv/8c4wcORI6OjpcQRXxZOHi4mLcvHkT/v7+CAoK4o5nhmEwY8YMLFmyRJFvhzQCZRfaAxWfI6qLJrNXrqioCDExMQgPD0dERAQSExPLFW0Qf9YMwyApKUkRYSqM5LW35DFnYmLCJb6xtbWlBcikzgoLCzF+/HipJIcMw2D48OGYNm0aBgwYUKP2IiMjcejQIVy8eFHq+O3evTv8/Pygo6Mj8/dAGj9TU9N63yedn0ltiY/XJk2a4PDhw+jTp0+N28jMzMT06dPx8OFDAHQ8kto5cuQIfv311yqLkgJAUFAQfvjhBwClY3nXr1/nEsiKlZSUwN7eHrm5uWAYBvv27VO58T5J2dnZ3BgorfchdRESEoLZs2dL3dsNHToUq1evrnUS07dv3+KXX37BpUuXpNap/e9//8Pw4cNlGT5RAZLrTWS5joWQ2srNzUVgYCAiIyNx7949ZGZmIi8vjysAXl2q2JdI6p9IJMK1a9cgEAhw6dKlckndaWyA1CeWZZGQkICXL19CU1MTXbt2pTmHpEpl1yhWdO6UxzpGZT9Hv337VirxzcOHD7n5CkD5nCOS/wYA2traMDc35xLfWFpaNvi5OZToRkGEQiEuX74Mf39/XL16FSUlJZUmt+ncuTPc3d3h4eEhNcGGEt0QojwiIyPh7++P8+fPo6CgAIB0gitVuynJzc2FnZ0dRCIRNDQ0EBMTUy67859//ok9e/YAAPT19XHu3Dm0bNmyXFt79uzBn3/+CaD0s9y/fz/s7e3l/ybqQXZ2NpydnbmbWRcXF+zYsUOm+5g1axYuXboEoHRg9erVqyqZ5OXWrVv4/vvvkZ2djZYtW2LixIlwdHREt27dqFJmDaWnp2PBggWIioriBl7EJJ+XfQyU/i4OGDAA27Ztk/vCl4amqKgIe/bswfHjx7nkP2KVJb9p1aoVJk6ciK+++qrB35QQQgghhBBCGr8DBw5g/fr1ACpP5C75b+J/F9//qampYcWKFZg0aVI9Rt0wnDlzBgsXLgQAtG3bFleuXKlTe0OGDMHr16/BMAz+/PNPjB07VgZREkI+hmVZDBw4EO/evQPDMNi5cyeGDBlSq7auXLmCb7/9FgBgZGSE69evyzBSxapo4be6ujocHR3h6ekJFxcXqvYoQ6dPn8bPP/+MoqIi9OjRAzNmzICjo2OtJ8CrgszMTAwcOBBA6XXLpUuX0K5duwq3XbFiBfz8/LjrmUGDBsHT0xN6enoICAjAuXPnuON94sSJ+OWXX+rtfdSX8PBwCAQCBAcH4/379wDK91X36tULnp6ecHd3p2Ovlp49ewZ/f3+cPn0aqampUq+Jj7HmzZvDzc0Nnp6etVokqcyKiorg7e2NmJiYcgkf1NXVuaQYDMOgffv2eP36tVSyJvHfDBw4EHv37q1RghKimipLLlJbNJm9+vLy8hAZGYnAwECcPXuW+3dV/Qwlkz5UNDYPAGpqaujduzfs7e3h4OAAa2trlUoioojF1wzDICwsrN73K28pKSmYMmUK3rx5AwBSv4EdO3aEjY0N+vbtCxMTE+jp6UFfXx8MwyA3Nxe5ubl48uQJEhMTERUVhZSUFKk2WJZF69atceTIERgbGyvsPZKGbfny5QrZ77p16xSyX9K4OTo6IiMjAyzLwsjICMePH0fHjh2r/ffZ2dnw9vbG3bt3ud9ad3d3rugAIdW1e/dubNq0CQzDwM3NDRs3bqxwu19//RVHjhzhChgeOnSowu2mTZuGW7dugWEYrFq1ChMmTJBn+A1GSUkJzp8/jytXriAmJgapqalSY6UVLcBLTk7mrnmaNGkCKyureo2ZNC6//fYb/vnnH6m+Bh0dHYwePRqffvop+vfvDw0NjSrbEAqFiIuLw8mTJ3Hu3DkUFhZKXbNXVXSYkI/58ssvcePGDejo6GD//v2wtLRUdEhEBYlEIvj6+uLvv//m1lfVZcm0KvYlkvpz9+5d8Pl8nDlzBhkZGQAqnmunpqYGe3t77Nu3T2GxksYpLy8PL1684J537969yuvFs2fPYv369eXWqvXp0werV6+msWdSobKJxys6d8ojObmqnaNzc3MRHR2NyMhIREdHIyEhQarox8fmaGtoaKBv375c4hsrKys0bdq0/t5ANVCim3p2+/Zt8Pl8nD17FtnZ2QBQ4YLu5s2bY8yYMfDw8ICFhQX39+IvNiW6IaTxS0lJAZ/PB5/P5yYkVnRjomonX7FPP/0UiYmJYBgGf//9N5ydnaVev3fvHng8Hvfb2bNnT6xZswb9+/cHUHpRfujQIfj4+EAkEoFlWRgYGOD69etKM0leXE0BKL3oOHPmDDp37izTfTx79gxubm5cBmNVGnwCymeOLPsdrQ1lzxxZHSKRCPv27cOBAwfw9u1bAJV/puLP3NDQEDNmzMDXX3+t0hVJS0pKEBERgdjYWCQkJODdu3fIyckBABgYGKB58+bo27cvLC0tYWdn99HBK0IIIYQQQgiRpevXr2Pp0qXIyMj46H2eZP9Xs2bNsHHjRjg5OdVbrA3JoUOH8Pvvv3+0YmZ1fffdd7h8+TIYhsHy5csxbdo0GUVKGjtFLXRYsmSJQvZb3x4+fAh3d3cApdVRoqKioKmpWau2ioqKYGNjg6KiIjAMg8DAQHTr1k2W4SqMr68vAgIC8OjRI6l/F58X9PX1MXr0aHh6esLa2loRISoFFxcX7nFmZiaXgET8OUsuLK0uhmFw8eJF2QbaAEVERHAVR1u1aoVr165VuF1xcTEGDRqE3NxcAMDQoUPh4+Mj9ZmKE+EApX3cYWFhStW/PXToULx+/RpA+cnCRkZGcHNzA4/Hk8vkJVV269Yt+Pv7Izg4GPn5+VKviY+/bt26gcfjYdKkSQ1ukpKi5OfnY+XKlThz5ky5yV5lk3GKSc7hcXNzw9q1a6mwAKmWYcOGyaVdcYEaUp44wU1ERATCw8Px8OFDqddVde5NUlIS95lER0dzhbeAigvPAKVzT/r37w87Ozs4ODjAwsJCqcecJRNT1RdlPhZTUlIwb948JCUlVXm+rUpFfYdmZmbYunUrOnXqJIeoG6fc3FzExcVx1enz8/NRXFxcozYYhsHvv/8upwgJIVVJSkrC1KlT8f79e7Asiy5duuDYsWNo3rz5R/82Ly8PM2bMwJ07d7jfylGjRmHLli2UlJPU2N9//42tW7eCYRiMGTMGmzZtqnA7Ho+He/fugWEYzJkzB7Nnz65wu4ULF3L33QsXLsRXX30lz/AbhKCgIKxfvx5paWkAyveRVXbtFxUVhalTp4JhGGhoaODKlSsVFnslBCidc7148eJy/Vrix5qamujZsye6du0KfX19roBrXl4ecnJy8PTpUzx48IC7XpT8W5Zlue+/qp9HcnNzERgYiMjISO46Oy8vj1tDUV2quE4gLy8P8+fPx/Xr16GtrY25c+di8uTJaNKkiaJDIypCJBJhwYIFOH/+fJWFuWpCmftviGKkpaXh9OnTEAgE3FyJyo7Xrl27gsfjwdPTE23btlVMwKRR27ZtGzf/0NjYGMHBwZVu6+fnh5UrV1b6e6mlpYXdu3fDzs5OLrGSxqvs+EpliW5kPQaj6ufowsJCxMbGcslvbt++zc0JAyqe+yD5b+rq6khISKi/gKtBeUchG5C0tDQIBALw+Xw8ffoUQMUHiJaWFoYNGwYPDw84OTkp9SAxIaoqLy8PQUFB8Pf3R2xsLADp3wPxiVtciWbkyJEYM2aMIkNWGGdnZyQmJgIALly4UC7RjampKVxcXBASEgKGYfDgwQNMmjQJTZo0QdOmTZGZmYmSkhKpz3fatGlKk+QGKK3ECpS+Nx6PJ/MkNwDQpUsXeHp64uTJk2AYBgKBQKUS3ZSdzFrXDi9SSk1NDV999RWmTZuGCxcuICIiAjExMXj9+jU3KVtHRwctWrRA//794eDgAFdXV+jp6Sk4csVTV1fHoEGDMGjQIEWHQgghhBBCCCHlODo64sKFC/Dz88OxY8fw7NmzSrdlWRZt27bFhAkT8Pnnn0vd861Zs0alKsYVFhZyj2WxEFlywphk24Ts27dPIZNUVSnRDVDaj9izZ89aJ7kBSscMe/XqhTt37gAAHj16pDSJbmbOnImZM2ciISGBKw6SmZnJ9bnm5OTAz88Pfn5+6NixIzw9PeHp6QljY2MFR964vHz5Uqq6a9m+7dzcXC5BS3WpyiT3ly9fAih9v927d690u/j4eC4JOcMwmD17drnPaN68eTh58iREIhFycnLw4MGDcgn2G7NXr15JTUrS0dGBi4sLeDweBg0aBDU1NQVHqJxsbW1ha2uLX375BcHBwRAIBIiIiJAaF3306BE2bdoEKysrqgj+/zVt2hSbNm3C8OHDsXv3bqnFJpKLeySPafGC09mzZ3PJ7AipDkpII39FRUWIjY1FeHg4IiIikJCQILXwrOyiPVVlZmYGMzMzfPHFFxAKhYiPj0d4eDhu3ryJuLi4coscWZZFcXExoqKiEBUVBR8fH+jo6MDGxgb29vZwcHCAmZmZgt+VfMjrWlfyWBQ/V2bGxsb4999/8eeff+Lw4cMQiUQ1ev9l713U1NQwdepULF68WKnme9XF8+fPsXXrVly8eLHGiW0kiY9NSnRDiGKYmZlh+/bt+Pbbb1FSUoJnz57hu+++w8GDB6tMrllQUICvv/6aS3LDsiyGDRtGyQlIrUmOJ2VlZVW4jbhPS8zGxqZabUtWF1dWq1atwr///lvhNc7HFvLZ2NjAzMwMSUlJEAqFOH36NJd8m5Cy1NTUsGnTJvTp0webN29GSUmJ1HVzUVEREhISuHUXZVU0F55lWWhoaGD+/PkqkZSqKiKRCL6+vvj777/x4cMHAMp/7yZLO3bsAAD069cPCQkJyMrKwqZNm/DXX3/B0tIS3bp1q3HhBQCYM2eOPMIlSurQoUM4d+4cgP/OwSzLolOnTjAxMYGenl6dxu4Jqa33799zY3k3b96ESCSqdA2poaEhXF1d4eXlBQsLCwVHThq7ixcvcv1/n332WaXbpaWlYe3atZWOqTAMg6KiIsyfPx/nz5+HgYGB3GMnjYeXl5dMtiE1o6OjAwcHBzg4OAAo7X9JSEhAZGQkoqKiEBsby81lAsr3T9Q0kWd9oEwq9WDo0KHcRUdZDMNgwIAB8PT0xKhRo2gBNyFKiGVZXLt2DQKBACEhIeU6wCRvTIyMjDBy5Ei4urrCxsZGpQefxo4di7/++gssyyIwMBCLFi1Cs2bNpLZZuXIl7t69i9TUVO5zzM/Pl6peKP53KysrfPfdd/X8LuTnw4cPUtnz5JkQaezYsTh58iRYlsWdO3dQVFSkUhNIJL+jRLa0tLQwduxYjB07lvu3kpISCIVCqohJCCGEEEIIIQ3Eli1b8MMPP1R7+yZNmmD69OmYPn060tLSEBMTg7S0NGRlZUEoFMLQ0BBGRkawsLCAiYlJub//6aefcOrUKZVKdCNZpVW8uL4uUlNTK2ybELGykxLkuR9V6uNOT0/nHsuiqlbbtm25RDfiarDKpG/fvujbty+WLVuG0NBQCAQCXLlyBUVFRdwx+uLFC/j4+MDHxweWlpbw8vLC6NGjuWqkpHqob7tmJCd8GBoaVrrdzZs3ucfGxsbo06dPuW2MjIzQq1cvrpqUsiW6kaSpqQlra2sIhUKcOHECJ06ckMt+GIbB1q1b5dJ2Y6OjowMPDw94eHggPT0dAQEB8PX1RW5uLn3vq+Dq6gpXV1fExcVJFWLIzs7m7ldatmyJ/v37Y+DAgbCzs6OkTYQ0AOK5ChEREdx3Vzz3Rvw6UD5ZlZaWFldYRTzhU1VpaGjA2toa1tbWmDNnDgoLCxEdHY3w8HCEh4fj7t27Up+d+LN8//49rl+/juvXrwMovT6KiIhQ5FuRqfbt28t9H+I5TapCU1MTy5cvx9SpU3HgwAGcOnWq0mqikiTn5ejq6sLLywve3t7o1KlTvcTdGJw7dw7Lly9HYWFhhYU2CSGNi6OjI3799VcsX74cDMMgPj4eP/zwA3x8fCr8bhcWFuKbb75BbGws97qTkxO2bdsGdXX1+g6fKAkjIyMApefh+/fvV7jN1atXIRKJAJQW6TM3N6+0Pcl+NckkOspo/fr1OH78OID/7kOMjY1hY2MDbW1t7rWqjB07lkvEe/nyZaVKdMPn8xW2bx6Pp7B9y9sXX3yBAQMGYMOGDYiMjARQ8fVg2WvFipJP2tjYYMmSJVV+p1WBSCTCggULcP78+QoTD5CP27Fjh9QxJv7sCgoKEBYWhrCwsFq1S4luSHWVlJRg586dUmt+xo4di7lz56JLly6KDo+oqLCwMAgEAly4cIHrFyt7fhYnnXN0dASPx8OwYcNUap0ekZ/c3Fw8evSIe+7i4lLptvv370dhYSH3G9qzZ0+uSP2ZM2cQFxcHoDQx6u7du7Fw4UJ5h08akXXr1slkG1I3Ghoa6N+/P/r374+vv/6a6+OJjIxEZGQkQkNDUVRUBKDhzh+jRDf1QFyZQvJCpEePHtykozZt2ig4QkKIPDx8+BD+/v44ffo03r59CwCVdoB5eXnB09MTdnZ2NAD9/3Xr1g0XLlyQmsRQVps2bXD48GEsX74ct27dqrQtT09PrF69WqkG9BITE7mKB02bNoWtra3c9mVra4umTZsiPz8fQqEQSUlJ6N+/v9z215BQ5sj6p66urlTfVUIIIYQQQghp7Hbt2gUdHZ1aJRBu06YNXF1dq7Uty7JYunQpAgICVK5/TLyoimVZJCQk4O3bt9zk4prKyMjA7du3y7VNiKSyiz+JbBQWFnKPdXR06tyeZCLogoKCOrfXUGloaMDFxQUuLi7IyclBYGAgAgICEBcXJ3V8xsbGIjY2Fr/99huGDBkCHo+HwYMHU19iJQYMGKDoEBotye9yVQnZY2JiAJT+pjo6Ola6nbGxMZfo5t27dzKKsuERCoW1nrBeXaqWQK26Xrx4AYFAgICAAOTm5io6nEZDPNmLENJwPX78mEvCEhkZKfUbV1FiG6C0yn2fPn3g4OAAe3t7WFlZUYGVSujo6GDQoEEYNGgQgNJFybdu3UJ4eDgiIiLw+PFjAOU/4+zsbIXEKy+XLl2SW9tXrlzBtm3bpBISqxJjY2OsWLECCxcuRGxsLKKjoxEfH4/09HRkZWVxC+ENDAxgaGiI1q1bw8LCAjY2NrC0tFT6xfE1FRcXh0WLFnFzxahoFyHKwcvLC69evcL27dvBMAwuX76MVatWYfXq1VLbFRUVYfbs2YiMjOS+/3Z2dvDx8YGmpqaCoifKQDIhc0ZGBm7evAk7OzupbU6dOgWg9NzTr1+/Cudyi7148YJ7XNtxrsYgJiYG+/fv5/qpjIyMsGbNGgwdOhRAaVGL6iS6cXFxwcaNG8GyLOLi4pSqCOmyZcsU1o+nzIluAKBfv344fPgwEhMTcfjwYYSFhUkVYpBU9lqxVatWGDRoEKZOnYq+ffvWR7gN3qFDh3Du3DkA0tfYnTp1gomJCfT09OhcWwt1+f7TOACpqdjYWGRnZ3Nr9D7//HP8+OOPig6LqKCHDx+Cz+cjMDCQOzdXtIaUZVn06tULXl5ecHd3R8uWLRUZNlFC9+/f5449Q0NDdO3atcLtRCIRAgMDufOutbU19u3bx42pTJ06FbNnz8alS5fAsiwEAgEluiGkERAnuYmKikJMTAyX5KYho0Q39Uh8w+Xs7IzFixeje/fuig6JECJjmZmZCAwMBJ/P5yatVnZjItkBM3fuXFp0UgFjY+OPbtOhQwccOnQI0dHRCA0NRXJyMvLy8qCvr4+ePXti5MiRSvl7m5KSAqD0uOrcuTM0NOR3StfQ0ECXLl2QmJgIAHj+/LnKTPykzJGEEEIIIYQQQgiwfft26OjoYMaMGXJpv6SkBAsXLsT58+fl0n5DZ2NjAx0dHXz48AElJSVYv349Nm7cWKu2Nm7ciJKSEgCli/NtbGxkGSpREizLQlNTE87OznBzc0OLFi0UHZJS0NfX5x7LIplFVlYW91hVFvgZGBhg8uTJmDx5Mp49e8YVE0hNTeXGWj58+IDg4GAEBwejefPmcHNzg6enJ/r06aPg6BuWw4cPKzqERktyMXxeXl6F25SUlHDVywBUeb6VTHwlmURHmdCk8/qXl5eHoKAgCAQCREdHS70m/r1UV1dXmfMHIUT5ODo6IiMjg3tettqt5L/36NGDS2xja2sLPT29eo1VWRgYGGD48OEYPnw4ACA5ORnbt2/H2bNnpYr7kY8LDw/Htm3bEB8fD0C6SrO6ujo8PT0VGV69a9KkiVRSJVI769atg1Ao5OYe6uvrY9KkSRg8eDBMTEygr68v17ljhBD5mTVrFl69egU/Pz8AwP/93/+hbdu2XPGB4uJifP/997hx4wb3G2BtbY1du3YpTUIMojhdu3ZFp06dkJKSApZlsXLlSuzfv5+bz37kyBGpxMbia8WK5Ofn49mzZ9zzzp07yy1uRduyZQuA0uu7Nm3a4N9//0Xbtm1r3E6XLl2gr6+P3NxcFBUV4cmTJzA1NZV1uApVX/cQ4t9HVeqn7NOnD/744w8ApWsKxEkls7OzuQSlhoaGMDAwQOvWrdG/f/9qrctQJSUlJdi5c6fU+p6xY8di7ty56NKli6LDa1Sov4Ao0pMnTwCUHod6enqUhIHUq4yMDJw+fRoBAQEfXUPasmVLuLm5wcvLS+mu+UjDIk5AyjAMevToUel24mJ84m3nzZsnNVeCYRgsX76cSxb/5s0bPHr0SCnX6JLaS01NpTXxClRSUoKEhASpxDaVFUdqyNfsNLJRj8QdJ1evXsXVq1dhamoKT09PjB07Fq1atVJwdISQ2hIKhbh8+TL8/f1x9epVlJSUVHpj0rlzZ7i7u8PDwwMjR45UcOTKxdraGtbW1ooOo96IKxsBqJdziOQ+lK1CF6l/L1++xKtXr5CVlcVN7NfR0UHz5s3Rrl07lbrJyc/Px7x587gMmRoaGlizZg06duxYp3ZTUlKwcuVKbnFjkyZNsG3bNqpYSAghhBBCCKkVlmWxYcMGaGlpYcqUKTJtu7i4GPPnz0dISIhKTT6UpK2tDWdnZy7RT2BgIFq0aIGlS5dCTU2t2u38+eef4PP53Oc4ZMgQug8kFWIYBkKhECEhIbhy5QocHR3h6ekJFxcXWhxRB+KEQSzL4v79+3VuT7INVUxG1KVLF/zwww/44YcfcOvWLfj7+yM4OBj5+fncGExmZiYOHz6Mw4cPo1u3buDxeJg0aRKaNm2q4OhJY2ZgYMA9fv78eYXbxMbGIj8/n3te1fiU5HbK+BvbkCfDKBuRSIRr166Bz+fj8uXL+PDhA4Dy/w3Mzc25eSjNmjVTQKSEEFJ3b9++rbCPgGVZGBsbw97enktuo4rXyvIgFAoRFxeH8PBwREREID4+nhtrJtUTGxuLLVu2IDIyEsB/RRHF/08LJkltiRcui38XTU1NsXfvXqr4TYgSWb16NdLT0xEaGgqWZbF9+3a0bdsWnp6e+OGHH3DlyhXunGJubg5fX1+pxLqE1MXEiROxYcMGMAyD5ORkjBw5Er1790ZmZiZSU1O5Y09HRwdeXl6VthMeHs71UWhqala5oLIxe/fuHaKjo7nz8ooVK2qV5EasR48eiImJAQClS3RT035DyXvAj/1t2W1VvY/S2NiYktjUQmxsLLKzs7n1Pp9//jl+/PFHRYfV6ISEhCg6BKLixMVjGIaBpaUlzZEhcldUVISLFy+Cz+cjLCxMag0pIJ30WlNTE0OHDgWPx4OzszPU1dUVFTZRIZJFtZo3b17pdrdu3eIet27dGra2tuW2MTY2Rvfu3fHo0SMAwIMHDyjRDZEybNgwtG/fHgMGDOD+p8yJbxXtw4cPiIuL4xLbxMfHSxXcquzeuH379rCxsYG1tXWDLJxJiW7qgb29PW7dugWRSCR1sXL37l3cu3cPGzduhJ2dHZf4gqpqEdI43L59G3w+H2fPnuUSf0gmuBF3nDZv3hxjxoyBh4cHLCwsFBkyUSKSVUTroyKZ5D4kJ2UTUh3v3r3D6dOnERoaivj4+I8eQ3p6erCwsMCQIUPg5uam1BOxfX19cf36de4acenSpXVOcgOUdig4Ozvjjz/+4Nreu3cvZs2aVee2CSGEEEIIIapH3Ne1du1aaGtrY9y4cTJpt6ioCLNnz8a1a9ekJiSOHz9eJu03Jj/88ANCQkK4CRCHDh1CeHg4Zs+ejaFDh1a6ML64uBhXrlzBzp07cffuXe6/lYaGBubNm1fP74I0dAsWLEBAQAA3AQEoXcwYGhqK0NBQ6OvrY/To0fD09FSppOKy0rt3b+7x27dvER8fX+sxgbi4OLx584Z7ruoTRWxtbWFra4tffvkFwcHBEAgEiIiIkJo09ujRI2zatAlWVlawsrJScMSkMevWrRuA0jG/x48fIy0tDW3atJHa5ty5c9zjDh06lHtdUkZGBvfY0NBQxtEqFk1grx9JSUng8/k4c+YMMjMzAZSfoNS+fXu4u7uDx+Oha9euigiTEEJkTvxb16pVK9jZ2cHBwQEODg4qVTRF3pKSkhAeHo7w8HBER0dXORmWYRiYmprCwcGhvsNs8JKSkrB161Zcu3YNwH8JbsSPXVxcMG/ePPTs2VORYZJGTLz4nWVZqKmpYfPmzZTkhhAlo6amhm3btmHq1KlISEgAy7JYsWIFTp06hcjISK7f38zMDHv37qUkz0Smpk2bhtOnT3NjTEKhkDsOgf8Kvn733XdVJpkU95cxDAMzMzOlTPgMANHR0RCJRAAAIyMjDB8+vE7tSS48lexHbOwOHTpU7W2fPn2KzZs3IycnByzLQltbG05OTujXrx86deoEfX19sCyLvLw8PH/+HHfu3MG1a9fw4cMHMAwDQ0NDLFiwgPrESI09efIEQOl1tp6eHhYuXKjgiBqnDh06KDoEouIk15ko85oT0jD89NNPOH/+PLceSvKaWfycZVn069cPPB4Pbm5uSjc+TBq+9+/fc491dXUr3S46OhpA6fHr6OhY6XZdunTh5pm9fftWRlE2bHw+n3s8atSoKj/HqhQUFCA4OJh7zuPx6hhZw/Tq1SsEBAQgICAAQOm9smTiG1Wf81YXeXl5iI6ORlRUFKKiopCQkAChUMi9XlFiGzU1NfTo0YNLamNtbV3lnKaGgBLd1IMDBw7g9evX4PP5EAgEePr0KYD/LmJKSkq4QePVq1dj6NCh8PDwgJOTE2XqI6SBSUtLg0AgAJ/P577LZW9MgNKKjMOGDeO+yxoa9HNLZEtyEOjdu3dy35/kPuh4JtWVnZ2N//3vf/Dz80NRURGA6lVpyM3NxY0bN3Djxg1s3LgRn332GebMmaN0nTzZ2dk4ePAgd/5wcXGBt7e3zNr39vbGrVu3cOnSJQDAnj17MG3atHpJjkUIIYQQQghRHjNmzMD+/fvBMAxEIhF++eUXaGtrw93dvU7tFhYW4ttvv0VERITUgP/UqVPx888/yyL0RqVLly5YvHgx1q1bx01af/DgAebPnw8dHR2YmpqiS5cuaNq0KRiGQV5eHpKTk3Hv3j28f/++3ITjRYsW0YROUs7MmTMxc+ZMJCQkcEncMzMzueMnJycHfn5+8PPzQ8eOHeHp6QlPT0+qAllNXbp0Qbt27fD69WsAwKZNm2o0mVvSli1buMctW7ZUqiqudaGjowMPDw94eHggPT0dAQEB8PX1RW5urspXbCWy07t3b+jq6qKwsBAsy2Lr1q1Yt24d93pKSgpOnTrFXb84OTlV2pZIJML9+/e557JIct6Q0AR2+RH/xgkEAm7iYNnfuaZNm2LkyJHg8Xiws7NTRJiEECI3w4cPh4ODA+zt7bkkdKTunj59ivDwcERERODmzZvIycnhXqvoerpz585ckiF7e/sqq7+qokePHmH79u24cOECgPIJbhwdHTF//nz07dtXkWESJSBe9M4wDPr06QMTExMFR0QIkQcdHR34+vpiwoQJePHiBYRCIaKiogCUnld69OiBffv2QV9fX8GREmWjoaGBvXv3Ys6cOVLJ1cRYlsWUKVMwc+bMStvIzMzEhQsXuGuhqhZJNnbp6ekASs/LsrjOk0xcVVBQUOf2GgpbW9tqbRceHo6NGzciPz8fmpqa+OKLL/DVV199dI5rXl4edu/ejf379yMnJwcbNmzAjh07KDEnqZGsrCwApd9nS0tLaGtrKzYgQkittGvXjnssLmBPiLycPHmSm9Mlnp8lTm7Tpk0beHh4gMfjUZ82UShNTU3usWTSm7LE938AMGDAgEq3a9KkCfdYme5ZqrJs2TLu/tbW1rbWiW7evXsn1ZayJroRE/clvHnzBkFBQQgKCgJQmojOxsaGS3wjWUiOSMvMzER0dDQiIyMRFRWF+/fvc8l2gYrH8rS1tdGvXz9YW1vDysoK1tbWjW7dKK1Urydt27bFt99+i2+//Rbx8fE4deoUzp07J3URzbIs3r9/z32JmzdvjjFjxsDd3b3WFR8JIbI1dOhQ7iakLIZhMGDAAHh6emLUqFGN7oSgCPn5+Zg3bx6XAENDQwNr1qyp80TflJQUrFy5EiUlJQBKL6q3bdumVB2QktmG6yMjpuQ+aPISqY6oqCgsWLAAb968KbfYTlJFycIkX/vw4QP++ecfBAcHY/PmzUpVTTwwMJCriqehoYHFixfLfB9LlizB1atXUVJSgvfv3+PMmTOYMGGCzPdDCCGEEEIIUV5Lly5FUVERjhw5AoZhUFJSguXLl0NbWxsjR46sVZsFBQWYOXMmoqKipBYAffHFF1iyZIksw29Upk+fjvz8fPzvf/+T+lzev3+PuLg4xMXFlfsbyftq8ePZs2fLNJEqUT59+/ZF3759sWzZMoSGhkIgEODKlSsoKirijqMXL17Ax8cHPj4+sLS0hJeXF0aPHk0LKT6Cx+Nh586dYBgGkZGR+O2332qcvOv333/HzZs3AZR+tz09PeURaqP24sULCAQCBAQEIDc3V9HhECWjo6ODUaNGgc/ng2EY8Pl8pKWlYfjw4cjMzMTx48e5CVwMw8DLy6vStsQJ6cSoUhWpSmFhIc6fP4+AgABERERwE5Ykx6XV1dXh4OAAHo+HESNGKNXYZ20pYgETwzAICwur9/2SxisnJweXLl1CfHw8njx5gpycHOTl5UlNTPwYhmFw8eJFOUbZsOzYsUPRISiFtLQ0LrFNeHg4tygXqHgybOvWrbnENg4ODlILhch/nj9/ju3btyMoKAgikahcgpsBAwZg/vz5SjW3gSiWmpoa97hTp04KjIQQIm8tWrTA7t27MXHiRGRnZ3Pn6y5dumD//v1Sc0YJkaUWLVrg6NGjCA0NxeXLl/Hq1SsAQNeuXTFmzBiYm5tX+ffnz59Hy5YtuecjRoyQa7yKJNkfLYvxEsmFoqrWz5OSkoI5c+YgPz8fTZo0wd9//13tBDl6enr44YcfMHDgQHz33XfIz8/H7Nmz4e/vj86dO8s5cqIsJM+rdI4lpPEaMGAA9PT0kJeXh8TEREWHQ1QIy7LQ0dHB8OHD4eXlhYEDB1a4JoqQ+mZgYMA9fvHiRYXbJCYmSuU1sLKyqrQ9yfkOkkl0lJ1kv39DaquhadOmDdLS0rjnku9T3K/17t07XLx4kRvn1NfXh5WVFZf4pm/fvlJ94Krk9evXiIyM5BLbPH36VOr1isbyDA0NYWlpCWtra1hbW6Nfv36N/rtJiW4UwMLCAhYWFvjpp58QEhICgUCA69evQygUSg16ZmZm4siRIzhy5Ag6depU5wq5hJC6E4lEUokaxJUSxBVE27Rpo+AIGxdfX19cv36d+zyXLl0qk2qWxsbGcHZ2xh9//MG1vXfvXsyaNavObTcU4irKLMvi0aNHyMrKklsna1ZWFh4+fFhu34RUJiwsDLNmzeKSuEj+Zoqft2zZEgYGBjAwMIBIJEJubi5yc3ORkZFRLvkNy7JIS0vDl19+iZ07dypN1YXTp08DKH2fPB5PLgNsXbp0gaenJ5c9WiAQUKIbQgghhBBCSI2tWLECHz58wIkTJ8AwDIRCIRYuXIj//e9/GDJkSI3aysvLw5dffon4+Hip+77vvvsO8+bNk0P0jcusWbNgZWWFX375BcnJyQAqTg4rJlkdqFOnTli9erXS3DcT+dPQ0ICLiwtcXFyQk5ODwMBABAQEIC4uTmqgNDY2FrGxsfjtt98wZMgQ8Hg8DB48GOrq6gqMvmH64osvcOTIEeTm5oJlWRw5cgSPHz/G8uXL0bNnzyr/9uHDh/jjjz8QFhbGfbebNm1aZaVcVZKXl4egoCAIBAJER0dLvSY+XtXV1aWqSRFSW3PnzsW5c+fw4cMHsCyL8PBwhIeHA5CehOTk5FTlQp/z589zjzt27Ci14IcQsfDwcAgEAgQHB3MTBctOWOrVqxc8PT3h7u6OVq1aKSLMBuvdu3dSSR/rg7JORCSyV1BQgE2bNuHUqVPcuClQ8aTEj6HjjtSGs7NzubF6SQYGBrC1tYWDgwPs7e2p0vBHvHr1Cj4+PuDz+SgpKSmX4Mbc3Bzz58/HwIEDFRwpUTaSSafExeQIIcqrS5cu8PX1xfTp01FYWAhjY2McPHgQRkZGig6NqABnZ2c4OzvX+O8mTZqESZMmySGihsfQ0JB7LIsk7K9fv+Yeq1qijS1btiA/Px8Mw2DJkiXVTnIjyc7ODosWLcKaNWvw/v17bNmyBVu3bpV9sEQpSV5nSy70JoQ0Ljo6OvDw8MDRo0eRmZmJkJAQuLi4KDosouRsbGzA4/EwevRo6OnpKTocQqR06dIFQGmf9YMHD5CdnS11HwNIz2No1apVlcm1MzMzuceSSXQIAYDQ0FC8ePECUVFRiIqKQmRkJDfnFag48U1OTg5CQ0MRGhoKANDV1YWlpSWX+Mbc3LzRJ26priFDhlQ5jgeU3reIk9rY2NigR48e9RlivaBENwqkpaUFV1dXuLq6IiMjAwEBAeDz+bh//z4A6cXdycnJ8PHxkZqgU1JSorDYCVF14skKzs7OWLx4MVVgrIXs7GwcPHiQ+61zcXGRaaVpb29v3Lp1C5cuXQIA7NmzB9OmTVOam0gzMzOoqamBZVmIRCJcvXoVHh4ectnX1atXuWpyDMPAzMxMLvtpLAoLC/HgwQNkZmYiLy8PQqGwxm3weDzZB9ZApKSkYN68eSgsLJS6lmnRogXGjRsHe3t7mJubV/pdzMnJwe3btxEREYGTJ09yE5SB0s9+3rx5OHnyZKNPuPThwwckJCRwz8eMGSO3fY0dOxYnT54Ey7K4c+cOioqKoKWlJbf9EUIIIYQQQpTTr7/+iqKiIgQEBIBhGBQXF2PevHnYuXNntRfwZGdnY8aMGUhKSpK6Z5w3bx6+++47eYbfqNjb2+PcuXO4evUqAgICEBsbi9TU1Aq3bd++PSwtLeHu7i61gI2QmjIwMMDkyZMxefJkPHv2DP7+/jh9+jRSU1O5cakPHz4gODgYwcHBaN68Odzc3ODp6Yk+ffooOPqGQ19fH2vXrsX333/PjelFRETA09MT/fr1g7W1Nbp16wYDAwMwDIOcnBw8fvwY0dHRuH37NoD/Bq7V1NTw22+/lZtwokpEIhGuXbsGPp+Py5cv48OHDwDKD+6bm5vD09MTY8eOVbnFAEQ+OnTogE2bNmH+/PkoLi6Wek383e7QoQN+//33StsQiUQIDAzkzs329vZyjZk0TkOHDuUWNJX9bTMyMoKbmxt4PB5MTU0VEV6jIq/r4LIV9uozoQ5p3FJTUzFjxgw8f/6cO44kj5+KCoWURccbkRXxMaitrQ1ra2vY29vDwcEBffr0oX6Eanj79i127twJPz8/FBcXc5+n+HttamqK77//HsOGDVN0qERJmZmZcd9VyUUChJCGadq0aTJpp2nTpigsLISmpiYWL1780e0ZhsHBgwdlsm9CSOUkk06J1/zU1vv373Hv3j3ueYcOHerUXmOSlZWFCxcuACgdnxo3blyt2/rss8+wbds2ZGdnIyQkRK6FY4lyGTBgAPT09JCXl4fExERFh6PUsrOzUVBQAJZl0b59e0WHQ5TQggULcO3aNaSkpGDt2rXo378/FZ8gcjF79mzweLxGv5aJKDczMzNoampCKBSipKQEu3btwpIlS7jXs7Ky4Ofnx/U3fmze54MHD7jHqnTPIgvitbhA6RwwZdWxY0d07NiRWyv79u1bqcQ3Dx8+lPosyo6RFhQUICwsDGFhYQAAbW1tmJubc4lvLC0toa2tXb9vqp5Jjhd3796dS2pjY2ODtm3bKjg6+WNYGhVvcO7du4dTp07hzJkzyMjIAFB+QgPLsmjSpAmGDBmCMWPGYPDgwbRgmZB6YGpqWuEkD1NTU24SdXWr6IknJDIMg5CQEJXrtDly5Ah+/fVXAKWVg8+cOYPOnTvLdB/Pnj2Dm5sblxhs1apVmDBhgkz3oUgTJ05EXFwcAKBbt244ffq0zC98RSIRPDw88OjRIzAMAwsLCxw/flym+2gMhEIhTpw4gVOnTiExMVHqArs27t69K6PIGp4vv/wSN27c4CZ1aWlpYdGiRZg4cWKNr1WKiopw9OhRbN68mZswBgCOjo7Ys2ePPMKvNzExMZg8eTIAQE9PDxEREdDQkE8OSqFQCDs7O676xbFjx9C/f3+57IsQQgghhBCi3EQiERYsWIBz585x9326urrw9fXFgAEDqvzbzMxMeHt748GDB1KDVUuWLMEXX3xRH+E3allZWcjMzOSqQ+rr66NFixY0UZPI3a1bt+Dv74/g4GDk5+dLvSb+Lnfr1g08Hg+TJk1C06ZNFRFmg3PgwAFs2LCB68+qagGzmOQCaDU1NSxZskSmyeEbk6SkJPD5fJw5c4arDlV2SLt9+/Zwd3cHj8dD165dFRGmwpStQsgwDC5evFjlNrJQ0X6U3ePHj7Ft2zZcu3YN79+/B1BaWdnV1RVz585FixYtKv3bc+fOYf78+dzzv/76ixY/k3LEY8/i3zgdHR24uLiAx+Nh0KBBSj3hTVbq43uVmpoqdQ/DMIxSj/WRuvvw4QMmTJggtWARKJ3o2axZM64YBsMwsLGxQX5+Pt6+fYv09HTu34HSc45k0aXDhw/X0zto2F69eoWUlBRkZ2dz9yjKXGimLiTPM+LjbfDgwZTkppqysrLg6+uLY8eOobCwUCr5GcuyMDExwdy5c+Hq6qrgSIkqmD59Om7evAmGYRAcHEwLqghpwCqbYyxPdJ9CSP158+YNnJycAJTeu/n5+aFv375S27x8+ZLrn63qu3n8+HGsWrUKQOlCvsjISJVZD3Tp0iXMmjULDMPA0dERu3fvrlN7X3/9Na5duwaGYeDj40P9sKTa1qxZg6NHj4JhGOzYsUMuYyuqpqSkBOfPn8eVK1cQExMjVVSFYRgkJSWV+5vk5GSkpKQAAJo0aQIrK6t6jZkohwcPHmDmzJl4/fo1OnfujI0bN8Lc3FzRYRFCiELMmTOHm9vBMAzGjx8PFxcXvHv3Dr6+vnjy5An32r59++Dg4FBhO48fP8bYsWO5bS9fvqwSSTdkteY7MTERn376KYDSuZ6RkZEyi7Exyc3NRXR0NCIjIxEdHY2EhAQIhULu9bKJbyT/DShdd963b18u8Y2VlZXSzE8sO45na2uLYcOGYcCAAejdu7fKjOPJZzUtqRNTU1P8+OOPWLp0KUJDQ7kqheJqceKKIAUFBQgKCkJQUBCaNGmCoUOHYsyYMXBycoKmpqaC3wUhysne3h63bt2CSCSSOonevXsX9+7dw8aNG2FnZwcPDw+MHDkSTZo0UXDEDdfp06cBlP6m8Xg8mSe5AYAuXbrA09MTJ0+eBMMwEAgESpXoxt3dnUt08+TJE+zbtw9fffWVTPdx4MABPHr0SGqfqubx48eYP38+9znUNkeg5IWnsoqMjJRKcmNkZIQ9e/bUutKolpYWvL29YWtri6+//hqZmZlgWRY3btxAZGTkRxdRNmTiDnmGYdC5c2e5JbkBSm/qunTpwlUceP78OSW6IYQQQgghhNSKmpoaNm3ahKKiIly6dAkMw+D9+/f45ptvsH//flhYWFT4d+np6fD29saTJ0+k7o9XrFiBKVOm1PO7aJyaNWtWraQ2L1++xPDhwwFUPlGMkJqwtbWFra0tfvnlFwQHB0MgECAiIgIlJSVcP9mjR4+wadMmWFlZ0cTD/8/b2xvdunXDsmXLkJGRIdUnWLZ/UfyaZJ/a+vXrMWjQoHqNWdHS09MREBAAgUBQaV9s06ZNMXLkSPB4PNjZ2SkizAbh5cuXUokxKupzLruNLChz33ZlunXrhu3bt4NlWbx79w4AqkxuI6lXr144dOgQ95z6ZMnHaGpqwtramiu+cOLECbnsh2EYbN26VS5tK8KlS5fk1vaVK1ewbds2pKamym0fRDkdP34c9+7d486dFhYWWLNmDXr27IkXL15w92yAdPKa169fIyAgAAcPHkRGRgays7Nhbm6OxYsX1/t7aGgeP36MQ4cOITQ0FGlpaeVeryjRza1bt3D9+nUApROIv/76a3mH2SBJzlEQV9AEAAMDA9ja2sLBwQEODg4qlzyyKnl5edi3bx8OHjzIVZwXz9dkWRbGxsaYPXs2PDw8KCkdqTcLFizAlClTUFJSgo0bN2L79u2KDokQQghRSa1atULv3r255DVbtmzB3r17a9zOu3fv8Ndff3HX6nZ2diqT5AYovf8VMzAwqHN7km1Itk3IxyxYsADXrl1DSkoK1q5di/79+6Nly5aKDqvRCgoKwvr167m+m+qOUb158wZfffUVGIaBhoYGrly5Qv8dSI2IEwcsWbIEa9asQXJyMiZMmAAbGxs4OTnBxMQE+vr6Ne7HacxrVQghqm3OnDm4fPkyRCIRWJaFn58f/Pz8AEiPGZibm1ea5AaAVCGk1q1bq0SSG1mKiYkBUDo+r8rXNvr6+hgyZAiGDBkCACgsLERsbCyX/Ob27dtc4SkA5ebYFRcXIy4uDnFxcdi9ezfU1dW5oiLKQvyeb926hVu3bgEoTQBpaWkJGxsb2NjYwNzcXGn7DSjRTQOmrq6OYcOGYdiwYcjOzkZgYCD4fD7u3LkDQDpTVX5+Ps6cOYMzZ85AT08PLi4u+OOPPxQZPiFK6cCBA3j9+jX4fD4EAgGePn0K4L/vY0lJCcLDwxEeHo7Vq1dj6NCh8PDwgJOTE9TV1RUZeoPy4cMHqQuKMWPGyG1fY8eOxcmTJ8GyLO7cuYOioiKlOal/8skn2LFjB7KyssCyLDZv3oxWrVrB09NTJu0HBARg48aN3GSdZs2a4ZNPPpFJ243F69ev4e3tjbdv39Y5SY0sFxQ0VOKJmCzLQkNDA5s3b651khtJZmZm2Lx5M7744guIRCIAwD///NOoOw9zcnK4x61atZL7/iT3kZ2dLff9EUIIIYQQQpSXuro6tm3bhlmzZnGV8QoKCvDVV1/h4MGDMDMzk9r+1atX8Pb2RnJyMtfHoKamhtWrV2P8+PEKehfKTRX6IEj909HRgYeHBzw8PLiEJL6+vsjNzaVjrhJOTk4ICQnBv//+ixMnTuDhw4cVbifud+zevTsmTJiAcePGQUdHp56jVYzCwkKcP38eAQEBiIiI4Pr+JI8pdXV1ODg4gMfjYcSIEdDW1lZUuESFMQxT7QQ3Yl27dqUF46RGhEIhwsLC5LoPZS/IICvh4eHYtm0b4uPjAUjPzVFXV5fZWCxRXgcPHuSOmx49euDAgQPc9V1V38G2bdti5syZGD9+PObPn4+bN29i3759yM/Px6pVq+oj9AanqKgI69atw7///guWZSu896jsM23bti327NnD/c3QoUPRvXt3ucbb0KxZswYRERG4efMmMjIypF7Lzs7GxYsXuYnqrVu35pLe2Nvbo02bNooIWaHev3+PQ4cOYd++fcjJySmX4KZt27b49ttvMW7cOLkWsiGkIhYWFli6dCnWrl2LCxcu4LfffsPy5ctpPiIhDVBtq3wTQhqP6dOnY9myZQCAsLAw/PHHH9zz6sjKysKsWbOQnp4OoPSe5ssvv5RLrA1Vfn4+9/jNmzd1bu/t27cVtk3Ix+jp6cHHxwczZ85EamoqJk+ejI0bN8Lc3FzRoTU6q1at4vpvyvpYYQYbGxuYmZkhKSkJQqEQp0+fhre3txyjJcrm888/l+ojFB9zkkmfa4oKSxFCGjNTU1P8/PPPWL16tdQ4p2R/t6Gh4UfzDwQGBnJ/b2trK/e4G6Kajq0LhUK8ffsWERER2LFjB/fvvXr1knVojZaOjg43HgWUfmYJCQmIjIxEVFQUYmNjpdZclr2WLCkpqfeY5WXatGmIiorC/fv3y72v/Px83LhxAzdu3ABQWjipb9++XOIbKysr6OnpKSJsmaMRt0bC0NAQU6ZMwZQpU/D48WP4+/vj9OnTXKZTyRNObm4uBAIBJbohRE7EExe+/fZbxMfH49SpUzh37pxU4gCWZfH+/XsEBQUhKCgIzZs3x5gxY+Du7l5pZWtVkpiYCKFQCKC0Aqs8L3ZtbW3RtGlT5OfnQygUIikpSWmqZurq6mLhwoX4+eefwTAMRCIRli9fjoSEBCxcuLDWiyEKCwuxefNmHDlyRKoi7IIFC6CrqyvLt9Dgbdy4EW/evJG6mevfvz+cnZ25zM40galUfn4+rly5wl2TTJw4UabfbTs7O0ycOBFHjhwBAISGhqKgoABNmjSR2T7qU15eHve4Pm4sJPdBA3mEEEIIIYSQutLU1OQmfEVERIBhGOTm5mLGjBk4fPgwevbsCQBISUmBt7c3Xr58yd1Xq6urY+3atRVWWyeENHwvXryAQCBAQEAAcnNzFR1Og6ejo4Pp06dj+vTpyMzMxO3bt/HmzRtkZWUBAJo1awYjIyNYWFjUOIlGYxYeHg6BQIDg4GCuKk/ZCa69evWCp6cn3N3d6yVRdGNSnQTgjTlJOCGqiJLPNAyxsbHYsmULV/1VPHIv8zwAAO7dSURBVOFT/P9jx47F3Llz0aVLF8UGShq0lJQUpKamAij9bi9durTG4/bNmzfHrl27MGnSJNy9exf//vsvHB0dMXz4cHmE3GDl5eVh2rRpuHv3boWJuj62SKpTp05wcnJCaGgoGIZBQEAAFixYIO+wG5TPPvsMn332GQDgwYMHXOGuqKgo5OXlSX1+6enpEAgEEAgEAEqT9oknGtvZ2UFfX18h76E+FBUV4ejRo9i9ezcyMzOl5smwLIuWLVti5syZmDRpktIU1iKN0+eff45mzZrh559/xpEjR3Dr1i3MmDEDjo6OdN9MSANy6dIlRYdASJ3k5uYiLi4O9+7dQ2ZmJvLz81FcXFyjNhiGwe+//y6nCBXP09MThw4d4u5VDh48iMTERHz//fdV9svm5+cjMDAQPj4+3LxkAHB0dISdnV19hd8giK9dWJZFfHw88vLyaj2PNi8vD7GxsdznSddFREzcx1cdS5YswZo1a5CcnIwJEybAxsYGTk5O3FoBNTW1Gu1b1cZo1q9fj+PHjwP4717a2NgYNjY20NbW5l6rytixY7mkIpcvX6ZEN6RWJPsQJfsSqXAPIUQVTZo0CZ06dcLmzZuRmJgIAFyBQicnJ/z4449VjnneuHGDK+jFMAyGDh1aH2HXm969e390G5ZlMWzYsFrvQ/L8U5d2lJ2Ghgb69++P/v374+uvvwbLsrh//z4iIyMRGRmJ0NBQFBUVAVC+c/qPP/4IoLS/ICYmBlFRUYiMjERCQgKKioqk3m9RURFiY2MRGxuL3bt3Q01NDT179oS1tTWX/MbIyEhRb6VOGFbZ/suqEJZlERYWhlOnTiEkJASFhYVSk2zu3r2r6BAJURlFRUUICQmBQCDA9evXIRQKpRJQAf/dKHfq1Anu7u5cVj6GYRASEqJSlRwEAgGWLl0KhmFgZmaGkydPynV/n376KRITE8EwDNavXw8PDw+57q++ff/99wgODpY6B7Ru3Rrjx4/HJ598Uu1j69WrVzh58iROnDiBtLQ0qY6eESNGYPv27fJ8Gw1OVlYWBg4cyFWGMzQ0xObNmzFo0CBFh9YghYaG4ptvvgFQWmX53LlzMDY2luk+UlJSMGrUKIhEIjAMg127dmHw4MEy3Ud92bt3LzZu3AiGYTBw4EDs3btXrvv78ssvcePGDTAMg4ULF+Krr76S6/4IIYQQQgghqqGwsBBffvkloqOjpRb//PPPP2AYBt7e3nj9+jX3moaGBjZs2IAxY8YoOnSl9fLlS7i4uAAAjRMQmcnLy0NQUBAEAgGio6OlXhP3f2toaODEiRMwNTVVRIikERk6dChev34NoPwEBCMjI7i5uYHH49GxRAhRCYr4raNrxPKSkpKwdetWXLt2DYB0ghsAcHFxwbx587iEnoRU5ezZs1wylRYtWiAsLEzq9Zrcs0VFRWHq1KlgGAaWlpY4evSo/AJvgKZPn46bN29y30ddXV24urpiwIABYBgGy5YtA1D15+jv74/ly5eDYRiYmprC39+/Pt9CgyUSiXDnzh1EREQgPDwcsbGx+PDhg9Q2kouB1NTUYGZmxiW+EVfZVAbHjx/Hzp07kZ6eXi7BjaGhIb788kt8/vnnKlcUitQv8XmhujIzM7mkseLvqp6eHvT19WuUQJFhGFy8eLFG+yaEEKK8nj9/jq1bt+LixYs1TmwjSVXWsaSmpmLChAl4+/at1L83a9YMnTp1Qnx8PIDS8y2Px0NycjISEhJQXFws1e/QoUMHnDx5Es2aNVPAu1Cc+/fvw9PTk7t2mT59OnePV1Pr1q3DwYMHAZR+3v7+/jS+QACU9r3WJsF4Rcl2a4JhGC5hiyqIiYnB5MmTuc/MyMgIa9as4RbDV7cv7NmzZxg9ejQAQFtbG5GRkZRsllSbPH73VeF6hhCiOjIyMrgiDZ07d4aBgcFH/yY+Ph5Pnjzhno8aNarRFqqvSH3cM4jv+3r27ImTJ09CU1NT7vtUBvfu3UNkZCSioqIQHR2NjIwM7jVV6XMoKipCfHw8IiMjER0djdjYWBQUFJTbrux9S6dOnWBtbY0BAwbAxsZG5ut65UVD0QGQ2mMYBoMGDcKgQYOqnGRMCJE/LS0tuLq6wtXVFRkZGQgICACfz8f9+/cB/HfSYFkWycnJ8PHxkZocV1JSorDYFSEnJ4d7XB+Z0yX3kZ2dLff91beNGzfi3bt3iIyM5I6rtLQ0+Pj4wMfHB+3bt0ffvn3RtWtX6OvrcxMbcnNzkZOTg6dPnyIxMREvX74EgHKTdwYMGIANGzYo8i0qxK1btyASiQCUfhYbNmygJDdVkByY69+/v1wuho2NjWFpacld68TGxjbaRDeSA5NlBzvlQXIfzZs3l/v+CCGEEEIIIapBR0cHvr6+mDFjBm7fvg2GYZCRkYHp06dDJBLh7du3XP+CpqYmtmzZonIV6AlprEQiEa5duwY+n4/Lly9zix7LJiYxNzeHp6cnxo4dq3ITsUntvHr1Smp8REdHBy4uLuDxeBg0aFCNq2ISQkhjFhISougQVNqjR4+wfft2XLhwAYD0IhaWZeHo6Ij58+ejb9++igyTNDLv3r0DUDpmWlE1yLITDj98+ABtbe0K27KxsUH79u2RmpqK2NhYvHz5Eh06dJB90A0Qn8/nktwAgIODA/7880+0bNkSALi5DR/j7OwMAFz1x9zcXOjr68sn6EZETU0NFhYWsLCwwDfffIOioiLExMQgPDwcERERSExMhFAo5LYvKSlBQkICEhISsGfPHqVasLdq1SqpolIsy6Jp06bw9vaGt7c39PT0FB0iUQEvX76Uuk/+GIZhyhXgy83NRW5ubo32W5fFu4QQQpTLuXPnsHz5chQWFpYr7koq1r59e+zfvx+zZ89GcnIydy5/9+4dsrKyuO1YlgWfz+ceA//NzTYxMcHOnTtVcmylV69eMDExwdOnT8GyLA4dOoS2bdvC29u7Ru3s378fhw4d4o7Xbt26UZIbUk5NrrMl/78mf6vKtmzZAqD0s2rTpg3+/fdftG3btsbtdOnSBfr6+sjNzUVRURGePHlC32dSbevWrVN0CIQQ0qC1bNmSG1+pLvEYgjKrSZ9sbbAsCycnJ6xdu5aS3FRCPP4kTmwTExNTaT+3Kl2ba2lpYcCAARgwYACA0s8pMTER0dHRXPKb7Ozscp/J8+fP8fz5c67wh5GREWxsbGBjYwNra+sGe31NiW6UhJ6eHsaPH4/x48cjJSUFAoFA0SERorJatmyJGTNmYMaMGbh37x5OnTqFM2fOcNnjJDu/xBdEnp6eGDJkCMaMGYPBgwcrffbhvLw87nF9TAqR3Ed+fr7c91fftLW1sXfvXqxfvx5HjhwpN5nh5cuXXObNykhe2IiPS5ZlMWnSJCxfvlzpj8mKpKWlASj9PDp16sRNgiMVe/ToEffY0tJSbvuRTHTz+PFjue1H3sSJgFiWxaNHj5CVlSW3AcusrCw8fPiw3L4JIYQQQgghRBaaNm2KvXv3Ytq0abh79y4YhkF6ejqA//oYtLW1sX37drq3JqQRSEpKAp/Px5kzZ5CZmQmg/EBx+/bt4e7uDh6Ph65duyoiTKIkNDU1YW1tDaFQiBMnTuDEiRNy2Q/DMNi6datc2iaEkLpQlYQVDc3z58+xfft2BAUFQSQSlUtwM2DAAMyfPx/W1tYKjpQ0RpKTLysa+9PR0ZF6np+fX2miG6B08Z94rD8pKUllfjd27drFPbawsICvr2+tJgG3aNECrVu3Rnp6OliWxcOHD2FlZSXLUJWClpYW7O3tYW9vD6B0Tk9kZCQCAwNx9uxZbjtlnkQsmeymT58+ePjwIX766Se57YvuT0hdKPN3kRBCSP2Li4vDokWLuESHkvOHSdW6d+8Of39/bNy4ESdPnkRRURH3WkWJgsSfrbq6Ory8vLB06VKVTqy4cOFCzJ49GwzDQCQSYf369bhy5Qq+++472NnZVfm3ERER2LlzJ27duiWVQGjBggX1ETppRGryW0a/ezX37t07REdHc795K1asqFWSG7EePXogJiYGACjRDakRLy8vRYdACCGkkanq3CFOEsIwDEaMGIGmTZtWu10tLS3o6+uja9euGDBgADp16lTnWJXJhw8fEBcXxyW2iY+PR2FhIfd6Zdfk7du355K12NjY1Fe4DYa6ujrMzc1hbm6OGTNmAAAePnzIfY5RUVHcWKikN2/e4Ny5czh37hwAQF9fH1ZWVvj777/r/T1UhRLdKCFjY2PMmTNH0WEQQgCYmprixx9/xNKlSxEaGspVvy0uLgbwX4WVgoICBAUFISgoCE2aNMHQoUMxZswYODk5KWXGPsmkKeKKZvIkuQ8NDeU89WlpaWHFihVwcHDA+vXrkZKSAqB6WcXLVvphWRYdO3bEsmXLVLrKuuSFcq9evRQYSePw4sUL7nG/fv3kth/JtiX32diYmZlBTU0NLMtCJBLh6tWr8PDwkMu+rl69CpFIBKD0+25mZiaX/RBCCCGEEEJUl76+Pvbt24dp06bh4cOHUv0Murq6+Ouvv+Dg4KDgKAkhlUlPT0dAQAAEAgGXzLhsX2LTpk0xcuRI8Hi8j04wJqS6hEIhwsLC5LoPyeQFhACAi4uL1HOGYXDx4sUqt5GFivZDCKlfr169go+PD/h8PkpKSsoluDE3N8f8+fMxcOBABUdKGrOyiWzKKruIMT09HS1atKjW9uKkssru+fPnePr0Kfd81apVdZo3Y2Jiwn12ycnJlOimCuIENxEREQgPD5cqpqLsxPfALMvi1q1bct0P3Z+QssRVWQkhqis7O5v7H8uyaNasGQwMDGBoaEjnDSJ369atg1Ao5JKw6OvrY9KkSRg8eDBMTEygr6+vtPOuZaFJkyb45ZdfMGfOHJw8eRIRERGIjY3F+/fvpbZTV1dH37594eDggHHjxqFjx44KirjhcHFxwcSJE3H8+HHu+Lt58yZu3ryJ5s2bo0+fPujUqRN3X5yXl4fnz58jMTGRWxcgvr5mWRYTJ07EsGHDFPmWSAOzbt06RYeg9KKjo7n56UZGRnVed9K8eXPusbjIOCGEEEKIPFR1rejv78/1xyxbtgzt27evr7CUTl5eHqKjo7lkLAkJCVyiXaDitc5qamro0aMHl9TG2toabdq0qc+wG4UePXqgR48emDx5MgAgJSVFKvHN8+fPAUh/xjk5OQgNDVVIvFWhXidCCKkH6urqGDZsGIYNG4bs7GwEBgaCz+fjzp07ACA1gS4/Px9nzpzBmTNnoKenBxcXF/zxxx+KDF/mJCuXvX37Vu77k9yHZAeYMho+fDhcXFwQHByMf/75B7GxsVIXgBURX7BoaGjA0tISU6ZMwciRI6GmplYfITdYkhfBNFD3cZLfs5YtW8ptP+K2WZbFmzdv5LYfedPT04O5uTni4uIAlFYldHNzk/n3TiQSwdfXF0Dpucbc3Fylq4AQQgghhBBC5Kd58+Y4ePAgpk6diqdPn4JlWTRt2hS7du1SySoKhDR0hYWFOH/+PAICAhAREcFNQpQc3FRXV4eDgwN4PB5GjBgBbW1tRYVLlBAt0iGK8vLlS27xA1DxsVh2G1mgY54QxXn79i127twJPz8/FBcXc4ugxN9zU1NTfP/997QYisiE5FyInJyccq9raWnB0NAQ2dnZAEqr7VVVnVpyUU9+fr7sAm3AJOfRmJiY1Ll6t4GBAfdY/LmTUkVFRYiNjUV4eDgiIiKQkJCAkpIS7vWyCcGUGV2rEUU6fPiwokNQWYWFhXjw4AEyMzORl5f30Tl2FeHxeLIPjCi9W7du4caNG4iJiUFCQoJUQT5J2tra6NevH6ysrDBw4EBKQE5kLiUlBfHx8dy1kKmpKfbu3SvX+Z/KqmXLlpg5cyZmzpwJ4L8EVsXFxWjWrBmaNWsGdXV1BUfZ8KxatQoaGhr4559/pO49MjMzcf369Qr/pmy/LsuymDZtGn788cf6CZo0Gl5eXooOQemJEwszDIO+ffvWub2mTZtyjwsKCurcHiGEEEJIbVHS+trJzMxEdHQ0l3Dl/v373JxEoOKxJnH/l7W1NaysrGBtbU3rHmvB2NgYxsbG+OSTTwAAL168wL59+3Dy5EkUFRUBaLhjfbRqmxBC6pmhoSGmTJmCKVOm4PHjx/D398fp06eRlpYGQLrjNTc3FwKBQOkS3RgbGwMofY+PHj1CVlaW1IQvWcrKypKqMiXetzJjGAajRo3CqFGjUFhYiLi4OMTHxyM9PR1ZWVnchDpx1Y/WrVvDwsIC/fv3h66uroKjbzhMTEy4x69fv1ZgJI1Dbm4u91hfX19u+5GciJiXlye3/dQHd3d3LtHNkydPsG/fPnz11Vcy3ceBAwe4SuzifRJCCCGEEEJITbi4uNRo+4KCAqmBvqVLl9Z4nwzD4OLFizX+O0LIx4WHh0MgECA4OJirKFp2ELNXr17w9PSEu7s7WrVqpYgwlUpqairi4+Px5MkT5OTkIC8vT2oQ/2MYhsHvv/8uxwjrX0MdOCeEEKJcsrKy4Ovri2PHjqGwsLBcghsTExPMnTsXrq6uig6VKBHJMebk5OQKt+nZsyciIyMBAGFhYZWO3+Xn53NjiYD0OKkykyywIvl51pZkws7KFpGrCpZlcefOHURERCAiIgIxMTH48OGD1OsApBL+sSwLLS0t9O/fHw4ODnBwcFBI7PJE9yeEqBahUIgTJ07g1KlTSExMrFEfTUUo0Q2prpKSEpw6dQqHDh2SmstV1XmosLCQq8Ls6+uL7t27Y9q0afDy8qLCfUQmYmJiAJQeh2pqati8eTMluZERQ0NDGBoaKjqMRuHnn3+Gs7Mz1qxZg5SUFABVJ6IU36+wLAtjY2OsXLkSTk5O9RUuIUSCrNcOSCa3oQIshBBCCFGUQ4cOcY+NjIwUGEnD9/r1a0RGRnKJbZ4+fSr1ekX9XoaGhrC0tIS1tTWsra3Rr18/aGpq1lfISuv9+/eIjY3l/lvcvn1bKsFNQ07cRL2chBCiQN26dcOiRYuwcOFChIWF4dSpUwgJCUFhYaHMK0U2JGZmZlBTUwPLshCJRLh69So8PDzksq+rV69yA9IMw8DMzEwu+2modHR0YG9vD3t7e0WH0uj07dsX3bp1w+PHj3Hnzh3k5eVRRsgqFBcXc4/l+TlJZmsXX3A3Vp988gl27NiBrKwssCyLzZs3o1WrVvD09JRJ+wEBAdi4cSN3PmnWrBmXmZMQQgghhBBCquvly5c16qeSTOJcUFBQq4rzDXlQhZDGbOjQoVxC57LfaSMjI7i5uYHH48HU1FQR4Smd8+fPY9++fbh9+3at2xAPNCtTopuQkBBFh6AUNmzYoJD9LlmyRCH7laUBAwbIZBtCSMOVl5eHffv24eDBg1KJOMX3NcbGxpg9ezY8PDygpqam6HCJkunRowc0NDQgFArx4sWLCseY7ezsEBkZCZZlERQUhG+//RadO3cu19b//vc/qQU+vXr1knv8DYFk4hUtLa06tye56EoVx/sfP36M8PBwhIeHIzIyUurzqCixDQCoqamhT58+cHBwgL29PaysrJR2gRndnxCiWh4/foz58+dzSUZqOzdT/LtJ/dikup48eYJFixbh7t27Used+D7lY8R/8/DhQ6xcuRLHjh3Dxo0b0a1bN7nFTFRDRkYGgNJjsU+fPjJJNElIbTg5OSE4OBhXr15FQEAA4uLi8PLlywq37dChA/r37w8PDw8MHjyYzseEKJBkQi/J/obakixMLK8i2oQQQogqysnJwaVLl+pcpEtVChfa2toqOoRGY8iQIVLzhSvSrl07LqmNjY0NevToUZ8hKq2cnBxER0dziW2SkpJQUlICALXqf1QkSnRDCCENAMMwGDRoEAYNGoS8vDwEBQVBIBAgOjpa0aHJhZ6eHszNzbnqY7t27YKbm5vMJxKKRCL4+voCKP2Mzc3NVXLiEqm9r7/+GsuWLYNQKMSePXswf/58RYfUYAmFQu5xfV0A17WqkqLp6upi4cKF+Pnnn8EwDEQiEZYvX46EhAQsXLgQOjo6tWq3sLAQmzdvxpEjR6QmJy5YsAC6urqyfAuEEEIIIYQQFVKTez3JbWt6j6isiZ8JaQhevXoltYBRR0cHLi4u4PF4GDRoEC30lpEPHz7gxx9/xNmzZwFIV0UpO5AsqezvX0MfZK6tDh06KDoEpbBv3z6FHCPKkOjm8OHDMtmGENLwvH//HocOHcK+ffuQk5NTLsFN27Zt8e2332LcuHHQ0KDpUkQ+dHV1YW5ujpiYGLAsi+vXr2P06NFS27i7u8PHxwdA6bjetGnTsGTJEgwaNAh6/4+9Ow+Lquz/B/4+rIIMIC4o4oKKG4jsSrkl7hto+ZiaplnWk1pquZv5mEvqY6FPZrnm1yzLFEXTJDTREnVYU3BfANlcUHaEgfP7g9+cZgSUbWaAeb+uq6sDc+Y+nzMOM2e57/dtYYG7d+9i165dOHjwoPT+bdKkCVxcXHSxS1pnY2MjLaenp1e7vbt370rL+jZIqlevXtLgZUA92EaVKIpwdHSUgm28vb31pm8Nz0+0LysrC9HR0bh69SrS09ORk5OjNrFSRdS3QFjSjtTUVEyZMgUPHz6sdkgNr2FTZRw5cgTLli1Dfn5+qeuEqu8lU1NTyGQyACWflarhf4D6JANxcXF49dVXsXz5cvj7+2tnR6heUr0n0Lp1ax1WQlTyOde3b1/07dsXQMmgvYcPH0rhGTKZDI0bN1YL1iAi3WrSpIm0fO3atWq1lZeXh6tXr0o/83ydiIio+nJzc7FhwwYcPHgQ+fn50u+rcm2rvvZhopqhev+pQ4cOUqiNp6cnmjdvruPq6odHjx5JoTZyuRw3btyQXvfygm1Urz+am5vDzc2tVk78xZ4bRES1jIWFBcaOHYuxY8ciMTERhw8f1nVJGjFy5Egp6Ob27dvYuXMn3n777RrdxnfffSfNwKLcJlFl+Pv749y5cwgKCsK2bdvQpUsXDB48WNdlUT3y2muv4cyZMwgODpbCbr7//nsEBwdj7NixGDNmDOzs7CrUVkpKCg4cOIBffvkFaWlpap0jBg4ciLFjx2pyV4iIiIiIqB5jx32i+sfY2BgeHh5QKBT45Zdf8Msvv2hkO4IgICAgQCNt11aLFy/Gr7/+CgClAm5UO36U9dla3kAXovI8LzypprfDjktEVFsVFBTghx9+wLZt25Cenq72vSuKIho3bozp06dj/PjxMDEx0XG1pA9eeeUVREZGAgBOnDhRKuimTZs2GDNmDA4cOABBEJCWloaPP/64VDuq7+V3330XhoaGmi++FlB2eBVFEbGxsdVqKy0tTS3opn379tVqr655+PBhmcdwoiiiVatW6NmzpxRuoxowRKQJCQkJCAgIQEhISKWDbVQpz030Lehm0aJF0vKCBQuqHNz1+PFjrFu3DoD+BQatX78eDx48UAtCdHV1Rd++fdGuXTvIZDKGIVKNCwoKwsKFC1FcXKz23jM1NcWAAQPQs2dPODk5oUOHDqXOVQoKCnDr1i3ExsYiLCwMISEhePr0qfTdnp+fj8WLFwMAw26oylq0aCEtFxQU6LASotIsLS1haWmp6zLqjKysLBw9ehRyuVwKlczOzkZRUVGl2hEEAXFxcRqqsvbp0qULgJL9DgkJqXB/7WclJSVhwIABUlv68hp2794dQMl5WmpqKi5fvgxnZ+cqtXX48GFp0l0TExOpbSK5XF7qd88O0C5rnZpQGweCExFVVHJyMqZOnYqEhATpmmpZ/UvKC8hXfYxe7NatWzh9+jSSkpJgbGwMBwcHDBo0SK/uvQiCAG9vb/Tv3x9eXl7o0qUL+xlVQ3JyslqwTXx8vPRYRYJtLC0t4e7uDi8vL3h5ecHJyanW3mvmVXkiolqsVatWmDlzpq7L0IgxY8bgq6++wpMnTyCKIr744gs0bdoUfn5+NdJ+UFAQ1q9fLx2IW1tbY8yYMTXSNumXVatWwdTUFPv378ecOXMwbtw4TJs2Dfb29roujeqJ9evX4/Hjx5DL5dJnVlpaGjZv3ozNmzfDzs4Ozs7OcHBwgEwmg0wmgyAIyMrKQmZmJu7cuYPY2FgkJSUBQKkO3F5eXlJHJSIiIiIioso6efKkrksgIg1QKBQ4d+6cRrehj8EYISEh+PXXX6X9trKywsyZM+Hr64vCwkIMGjQIQMl1m6tXryInJwcPHz5EdHQ0jhw5gr/++gsAYGNjg9WrV6Nfv3662hWqI1Q7I7GTERHpo3379mHLli24f/9+qfsjlpaWmDZtGiZNmgQzMzMdV0r6ZPjw4diwYQNEUcTvv/+O1NTUUrMVLly4EHFxcbhy5UqpzsUA1AZCDx48GG+88YY2d0Gn3N3dYWxsjMLCQmRlZSEkJEQaLFZZP/zwg7RsZWUlDWDTJ8r3VtOmTdGjRw/4+PjAx8enyoP3iKrit99+w6JFi5Cfn//cgRNUvsDAQOk1mzVrVpWDbnJzc9Xa0pegmydPnuD48ePSd6uVlRW++OILvPzyy7oujeqxK1euYOnSpVLIjSiKMDMzw7///W9MmDABFhYWz32+iYkJunTpgi5duuC1115DdnY2fvjhB2zZsgX5+fnShGrLli1Dx44d0bVrVy3tGdUnXbt2lb4TVAdMEVHdUVxcjK1bt+Kbb77B06dPAfBeQWXU5Gulj69706ZN0aVLF1y5cgUA8OWXX2LHjh2Vbufx48f4+uuvpe+kHj16MLCcJJMmTVK7hlBWmNSz69QEfQqtIqL65+nTp3j//fdLBWPY29vD2toaly9flvp0eXl5SX2X7t+/D+Cfa7eNGjVChw4ddLIPunT37l2cOXMGQMlrMW7cuHKPTRQKBVauXImff/651PHg559/jo8//lgv7vEp3zMXL17ExYsXAQDm5uZwc3ODp6cnPD094eLiwmO857hz544UahMeHo6UlBTpsYoE29jY2Eivtbe3Nzp16lRn7sMw6IaIiHTCzMwMH330EZYuXSrddFu0aBEuX76Mjz76CA0aNKhSu/n5+fjiiy+wd+9etc4Rc+fOZQdGqjTVGZGsra3x5MkT7Nu3D/v27UObNm3Qvn17KXSkovRhRqS6ciBcW5iammLHjh1Yu3Yt9u7dWyoZNykpCcnJyc9t49mTFuXJyvjx47Fo0SKeDBIRERERUZW1bNlS1yUQUQ3jtRvN2bp1K4CSazWNGjXCjz/+iLZt2wKAFFKsqmHDhmjYsCHatGkDPz8/XLx4EfPnz0daWhpmzJiBVatWcUZmei5RFGFsbIy+fftixIgRejUbFBERACxfvly6L6L8f8OGDTFlyhRMmTLlhYNHiTTBzs4OcXFx0v27smbHk8lk2L17N9asWYNDhw6Velw5EHrq1Kn1dnKk8pibm8Pb2xt//fUXRFHE+vXr8dJLL8Hc3LxS7Vy5cgW7du2Szn+qGpZTlw0YMAA+Pj7o2bMn2rdvr+tySE9FR0fj448/hkKhAKDen4EqpyYDhfUtnPjixYsoLi4GUPIeXLduHUNuSOMWL16MgoIC6XOve/fuCAgIQIsWLarUnoWFBaZPn46RI0fiww8/xN9//w1BEFBQUIAlS5YgMDCwhveA9EGrVq3g7e2NCxcu4MaNG0hMTESrVq10XVatp4kATQ6mp6ooLi7G3LlzceLECbUxE2UF6lL59Om4uCq++uorabms661vvvkmFi5cCAA4d+4cPv/8c+nninjy5Anef/99tYH106ZNq4HKqb6pyOcaP/uIiErs27cPV69elY5zunfvjhUrVqBjx464d++e2v2SPXv2SMupqakICgrC7t278ejRI2RkZMDFxQXz5s3T+j7o0q5du/Dzzz8DKJmcYdKkSeWuu2rVKuzbt0/6WXU8YH5+PlatWoXCwkJMnTpVs0XryOTJkxEeHo5r166hqKhI7bGcnBz89ddf0qRvxsbGcHZ2lsJY3N3d9f5e/vfffw+5XI6IiAg8evRI+n1Fgm1sbW3h6ekJLy8veHl51en7gILIozgiItKhDz74AMHBwWodEJs1a4axY8dizJgxFZ5FKiUlBQcOHMAvv/yCtLQ0tRvyAwcOxKZNmzS5G1RPde7cudQF7GcPFitD+b5UJpfXJ6qvla2tbZkdNmtCUVERUlNTAaBevpYhISFYu3YtEhMTAai/x8o7bC9rHXt7eyxcuFAvO2wSERERERHVRr6+vlrZTn0/b6bq6dy5s9a3qU/vw/T0dLz00kvStZoVK1Zg7Nix0uNJSUnSZ8HzXpf4+HhMmDABjx49grGxMX755Rd06tRJ8ztAdUpZ164NDQ3Rq1cv+Pn5wdfXl+HXRKQXVD8PlffhvL29YW1trbFtCoKAgIAAjbVP+ic1NRWhoaGIj49HdnY2ZDIZOnbsiD59+qBRo0a6Lk8nIiIiMHHiROnv293dHZs3b5b+tl90bB0ZGYlZs2YhPT0doijCyMgIv/76K9q0aaPV/SAiYNy4cYiJiZH6hVlaWmL8+PHo06cP2rVrB5lMBiMjztf5IsprOoIg4OTJkxXuT/esil6bqG/27NmDVatWQRAEtG7dGidOnNB1SVTP/fbbb5g9e7Z0LOPp6Ylvv/220sF95cnNzcW7774LuVwO4J9zlMGDB9dI+6RfYmJiMHHiRBQVFbGvdQVp4l6LPn0vV1RaWhrS09ORkZEBALCysoKNjQ1sbW11XFnt8d133+Hzzz8H8E+gJAC0bt0a7dq1g4WFBYyNjSvd7po1a2q0ztqMx9kvpnr9tazXSBRFvPrqq7hy5Yp0fdbT0xMffPABvLy8yn1tcnJycPToUWzevBkPHjyQ2uvVqxe2bdumpb2juuDZ792y/sb43UxEpK5///5ISUkBADg6OuLnn39GgwYNAFTsuOXx48eYPXs2Lly4AEEQMG7cOCxfvlxr9etav379kJqaCkEQsHr1aowePbrM9S5fvozXXnut1GT3SspjdCMjIxw+fLhOB5G8SE5ODiIjIxEeHg65XI7Lly+joKCg1Hqq/ZwMDAzQsWNHeHh4SOE3TZo00WbZOqc81i5vrLLq71u2bAlvb28p3KZ169ZarVWTeIeIiIh0av369Xj8+DHkcrn0xZyWlobNmzdj8+bNsLOzg7OzMxwcHCCTySCTySAIArKyspCZmYk7d+4gNjZWmg1XNZFcFEV4eXlh3bp1utxFqmeY3P58oihKA+o0pT7PNjBgwAD4+voiODgY33//PaKioqSZzcqjfC2MjIzg5uaGiRMnYtCgQTAwMNBGyURERERERFQBSUlJWjufrc/nzVQ9J0+e1HUJ9Vp0dDSAkms1ZmZmGDVqVJXaadOmDebNm4eFCxdCoVBg8+bNHFxApcydOxdBQUG4efOm9DuFQoHQ0FCEhoZCJpNhyJAh8PPzg4eHhw4rJSLSDuXxryiKuHjxoka3w3uFVNOaN2+OcePG6bqMWsXDwwMjR47EkSNHIAgCIiIiMHjwYEyaNAmDBg2SOmSrKiwsxIULFxAYGIjjx4+juLgYQMk58uTJkxlyQ6QDiYmJUsgNUNJpe8eOHWjcuLGOK9NfqrPq6lPAUH5+vrTMMGHSBuWs36IowsrKCgEBATUWcgMA5ubm+PLLLzF8+HBkZmYCAH766ScG3VCVdO/eHQsWLMCqVavw+++/Y+XKlVi0aJHGJjqsL6pyL+55k24SUFxcjJCQEAQFBSEqKgrp6ellrmdjYwNXV1f4+flhwIABettPtqioCFu2bJHei6IoYvjw4Zg1axbatm2r6/L0jurxZlnXLOq6510TFQQBX331FcaNG4eHDx8CAMLDwzF58mRYW1uXGoC7aNEixMfH4/LlyygsLJTaFkURLVu2xPr16zW+P1S3VCR8S58CuoiIXiQxMRHJyckASr6nFyxYUOnjk0aNGuHbb7/F+PHjceXKFfz000/o1auXXkzEnpqaqjYmsm/fvuWuu2vXLgD/HCuNHTsW/v7+sLCwQFBQkPR4UVERtm7dirVr12q2eB1q2LAhevfujd69ewMACgoKEBMTA7lcjoiICERFRSE3N1ftPLioqAhXr17F1atXsXfvXgAloZ0eHh7w8vKCp6cnWrVqpZP90TbVsCTla+Tg4CC9Dt7e3mjevLkuS9Qo/blTQUREtZKpqSl27NiBtWvXYu/evaVSDJOSkqQD7PI8m1qn/FIfP348Fi1axFlLqVp4M6ly2Lm3+gRBwODBgzF48GDk5+cjOjoaMTExuH//Pp48eSJ1ULC0tISVlRWaNWuG7t27w9XVFWZmZjqunoiIiIiIiJ6H582kSy1bttR1CfXa/fv3AZT8nXfp0gWmpqbPXb+goKDca9cjRozA6tWrkZmZidOnTyMrKwsymazGa6a6a/r06Zg+fTouX76MQ4cO4dixY0hPT5euZ2dmZmL//v3Yv38/7O3t4efnBz8/P73pBPIiupogYf78+TrZLpE+4HE2Uf2zatUqJCUlITIyEoIgICMjQ5ow6dlBt76+vkhNTZXCbVQHSfn4+GDevHm62AUivRcZGQmg5G/SwMAAX3zxBUNudEx57QJAjYZu1Ha2trbSsj4F/JBu5Obm4uLFi9I5ysyZMzXy2dekSRPMmDEDq1evBgBcvHgRubm5evW3TTVn0qRJsLa2xtKlS7F3715cvHgRU6dORa9evdC0aVNdl1frjB49ulLrFxcXIzMzE7du3UJCQgKAkusYVlZW6N+/vyZKrHP+/PNPLFu2DCkpKQCe32/70aNHOHXqFE6dOoUWLVrgP//5jzSYUp9ERUUhIyMDgiBAEARMmjQJixcv1nVZeuvOnTvSsj7ez7Ozs8OuXbswY8YMxMfHS9dkHj9+jCdPnkjriaKIQ4cOScvAP2N/2rVrhy1btsDa2lr7O0C1WkW+dyv73UxEVJ9dunRJWm7UqBFefvnlKrXToEEDLFmyBG+88QYAYOfOnXoRdHPr1i0AJccoLVq0gI2NTZnr5efn49SpU9L1nzFjxuCzzz6THp83bx6MjIzw7bffAgB+//13fPbZZ3ozxtnExAReXl7w8vICUBJqExsbi4iICCn8JiMjo9S5X0JCAhISEhAYGAig5PqXp6cnPD094eHhgc6dO2t9XzRNeU/T0dFRes28vLz06l4Kr9gTEZHOmZiY4JNPPoGPjw/Wrl2LxMREAOodEsu7aK28QKtcRxRF2NvbY+HChXpxAE2adfXqVV2XUKcwFKjmNWjQAD179kTPnj11XQoRERERERFVE8+bieo3ZTgxADRr1qzU4892Vnj69Gm5HRiMjIzQrVs3/PXXXygsLERkZORzZwki/eXs7AxnZ2csXLgQoaGhOHz4ME6fPo2CggLpe+fevXvSoHA3NzeMHj0aQ4YM0cvO1ko7d+7USSgGg26INIPH2UT1k4mJCbZt24Zly5bh119/VesXolAo1L7Lk5KSpGXV9UaMGIFVq1YxDKsMKSkpSExMREZGBnJycgAA/v7+ui2K6p1Hjx4BKPm7dHJyQrt27XRcEZ06dQpAyb+JnZ2djqvRHtX3nuqMzESacPnyZSgUCgAl1/iGDx+usW2NGDEC69atg0KhQFFRES5duoQePXpobHtUP/n6+krLBgYGEEUR169flwIzLCwsIJPJKnVMLQgCQkJCarzW2mLNmjVVfm5CQgK2bt2KX375BZmZmcjNzcX69ev1ZrBjWTZu3IhvvvlGLfRCGXxRFtVzvuTkZCkUfs6cOVqruTa4ffs2gJLXwcLCAh999JGOK9JfeXl52L17N4CS96eDg4OOK9KNDh06IDAwEOvXr8eBAwdQUFAgPVbWd4jy79zQ0BCjR4/GggULYGFhoc2SiYiI6qXHjx8D+GeSrmc9+7389OnTcify8vT0hJ2dHZKTkxEVFYWkpKR6P8lacnKytPy847qIiAjk5eUBKHlN33nnnVLrvPPOO9ixYwcUCgXy8vJw9epVuLi41HzRdYChoSFcXFzg4uKCqVOnAgBu3LgBuVyO8PBwhIeH4/79+6XOAx88eIDffvsNv/32G4CSUEl3d3d88803Wt8HTZg6daoU5GNlZaXrcnSGQTdERFRrDBgwAL6+vggODsb333+PqKgo6aZfeZQHMEZGRnBzc8PEiRMxaNAgGBgYaKNkIvr/Tp48qesSiIiIiIiIiGotnjcT1X+q16SNjY1LPf5s58z79+8/N2ikUaNGausSPY+RkRF8fX3h6+uLzMxMHD16FEFBQYiOjlbrCBIVFYWoqCisXLkS/fr1g7+/P/r06QNDQ0MdVq87qq+NJgfAK2dgIqKax+NsovqtYcOG2LBhAwYMGIBt27YhLi5Oekz1+1V1EKQoimjbti1mzJiBkSNH6qTu2urWrVv4v//7P4SGhiItLa3U42UF3Vy8eBF//vkngJIOxGV11iYqj+p5cuvWrXVYSd0gl8srtF50dLRawNeLFBYW4sGDB7hw4QIOHz4s/d7JyanSNdZVzs7OaN++PW7duoVLly4hOzubg2hJY+Lj4wGUHJ907Nix3Jm/a4KNjQ06duwoHSMlJCQw6IYqLSkpSTqefnbiUQDIyspCVlZWpdrkdbDytW7dGitXrkTPnj0xf/58BAcHo7i4GP/73/90XZpObN++HVu2bAGgHmBjaWmJrl27wsHBATKZDKIoIjs7G3fv3kVsbCwyMzPV1t+6dSssLCz06nzlyZMnAEpeNzc3t3IHJxOwaNGiCq23du1amJubV7jdwsJCPHz4EJcuXUJubq70ey8vr0rXWF+Ym5vj008/xcyZM3HgwAGcP38eUVFR0iBwJUNDQzg7O8PHxwevvfYa7O3tdVQxERFR/aN6/mZtbV3q8QYNGqj9nJOT89xjyU6dOknhL3FxcfU+6Eb19bO0tCx3vYsXLwIoOR53dHRE27ZtS61jYWGBrl274u+//wZQco9GX4NuyuLo6AhHR0dMmDABAJCYmKgWfJOQkABAvV9PZmYmQkNDdVKvJixYsEDXJdQKDLohIqJaRRAEDB48GIMHD0Z+fj6io6MRExOD+/fv48mTJ9KsuJaWlrCyskKzZs3QvXt3uLq6wszMTMfVE+mv+n6ySkRERERERFQdPG8mqv9UOziU1fHfzMwMDRo0QH5+PoCSgSft27cvt72cnBxpWTnjElFFWFpaYsKECZgwYQLu3r2LwMBAHDlyBMnJyVIHkKdPnyI4OBjBwcFo1KgRRowYAT8/P70a6AiUHhRPRHUPj7OJ9MPQoUMxdOhQREdH4/z584iMjERqaioyMjKgUChgZWWFxo0bw9XVFS+99BJ69OjByZFUFBQUYM2aNfjpp58gimKZxz3lDUZu3rw5tm/fLj3nlVdeQYcOHTRaL9UfLVq0kJYLCgp0WEndMGnSpBcGA4iiiI8++qjK21D9+x8+fHiV26mL3nnnHSxcuBAKhQLbt2/H7NmzdV0S1VPK4AEAaNasmca316xZMynoRnXbRFXB62PaM2LECFy9ehXbt29HSEgIfv75Z/zrX//SdVladevWLQQEBKgF1nTp0gUzZ85E3759YWRU9lC3oqIinD59Gl9//TViY2Ola7wbN25E//79n3vfpT5RHbRc1gBm+kdgYGCFjrODg4Or1L5qEG+DBg3w6quvVqmd+qRx48aYPn06pk+fDgDIyMhARkYGCgsLYW1tDWtra72dgIGIiEjTng2yeVZZk3Q9L6RXdX19mKRL2acLKHuSM6XIyEhp+aWXXip3PTs7OynoJiMjowYqrL9atWqFVq1aYcyYMQCAe/fuYefOnThw4IB0f4HXLeonBt0QEVGt1aBBA/Ts2RM9e/bUdSlEREREREREREREROVq06aNtJyamlrmOh06dMDly5cBlMzU/sorr5S5XnFxMS5duiT9XJkZJIlUtW3bFnPmzMGcOXNw8eJFBAYGIjg4GDk5OVIHkPT0dOzZswd79uxB+/bt4e/vj/Hjx6Nhw4Y6rl7zRFGEsbEx+vbtixEjRmh0lnUiIqo/lDNXapudnZ1OtlubuLq6wtXVVddl1CnZ2dmYPHkyrly5ojb4Tkk1+K8srVu3Ru/evREaGgpBEBAUFIS5c+dqumyqJ7p27Sq95+Lj43VcTd3xos76Ve3MLwiC9Dc/ZMgQ+Pj4VKmdusrf3x/nzp1DUFAQtm3bhi5dumDw4MG6LovqIYVCIS1r49qK6jaKioo0vj2qf7y8vHRdgt6aPn06vvvuOxQVFWHXrl16F3SzceNG6TNTEARMnToV8+bNe2FoqaGhIXx9fdG/f3/897//xY4dOyAIAoqKirBx40Zs2rRJG+XrnGqoJAfM6p4oijA1NcWqVavU/m2ohJWVFaysrHRdBhERkV5QDUHMzMws9biJiQmsrKykY8gbN26gc+fO5bb36NEjaVl1wq76SrV/VlmTnAEloe7K8BoA8PT0LLc9ExMTaTkvL68GKqy/8vLyEBUVBblcjvDwcPz9999qATcvCq+kuotBN0RERERERERERERERERE1eDo6Aig5Ob6rVu3UFRUVGo2QldXV1y+fBmiKCIoKAgzZswoc8DLoUOH8PDhQ+nn1q1ba7Z40gve3t7w9vbGp59+iuDgYBw+fBjnz59HUVGRNFDy5s2b2LBhA9zd3eHu7q7jijVPEAQoFAqcPHkSp0+fRq9eveDn5wdfX1+1DkdERESq+vfvr/XOlIIgIC4uTqvbpPphxowZiIuLU5tdfujQofDy8oIgCFi4cOEL2xgyZAhCQ0MBAGfPnmXQDVVYq1at4O3tjQsXLuDGjRtITExEq1atdF1WrabJGWlFUUTz5s0xceJETJs2TWPbqc1WrVoFU1NT7N+/H3PmzMG4ceMwbdo02Nvb67o0qkdUB0RpY6Zz1W2YmZlpfHtU/+zZs0fXJegtS0tLuLi4IDIyEnfv3sXff/8NFxcXXZelFfn5+VKYJgD4+flhwYIFlWpDEATMmzcP6enpCAwMBACEhoYiPz8fDRo0qPGaaxsvLy9YWFggOzsbsbGxui6n1qvIcXZlj8VNTEwgk8ng4OAAT09PjB07Fi1btqxqiUREREQ1ol27dtJyeeHjHTt2hFwuBwCcO3cOI0eOLHO9nJwcREdHSz9bWlrWXKG1lGpQ0J07d8pcRy6X4+nTp9LPz+tboxqWw+s26jIzMxERESEF28TFxUkhzqrH5soAd6q/GHRDREREVEWiKCIrK0tKMrWysoJMJuMBNBERERERERERkZ6xsbFBhw4dcPPmTSgUCoSHh6NHjx5q6wwbNgzff/89BEHAo0ePMGPGDKxduxa2trbSOocPH8aKFSukWdYbNGjw3Nl/iCqrQYMGGDVqFEaNGoX79+8jKCgIW7duRVZWlkYHVdYmc+fORVBQEG7evCn9TqFQIDQ0FKGhoZDJZBgyZAj8/Pzg4eGhw0qJiKi20pfvTKrbDh06hAsXLkj9F3x8fPDf//4XjRs3BgAkJSVVqJ2+ffsCKHnfX7t2DVlZWZDJZJopmuqduXPnYuLEiSgqKsL69euxadMmXZdUa61Zs6bM34uiiMWLFwP4Z0B3o0aNKtSmIAgwMTGBhYUFHBwc9DpoaNGiRdKytbU1njx5gn379mHfvn1o06YN2rdvX+k+X4IgYPXq1Zool+qwFi1aACj52y1vQFRNeXYbzZs31+j2iKjmqf7d3rlzR2+CbsLDw6WBoUZGRpg/f36V25o3bx6OHDkChUKBgoIChIeHo1evXjVVaq2lvM7/ww8/ID09HSdPnoSvr6+uy6qVrl69Wu5jnTt3lo7/Tp48CTs7O22VRUQ1SBnWUBMEQYC5uTlkMhkaNWoECwuLGmubiEgbHB0dYWRkBIVCgXv37iE7O7vUZ1mPHj0gl8shiiKOHz+O9957D23atCnV1v/+9z/k5uZKP3fq1Enj9etahw4dAJRcc4mPj8fdu3fRtm1btXWOHj0KoOQ7o127drCxsSm3PdWAYtUQHX306NEjKdRGLpfjxo0b0v3W8oJtRFGUHjM3N4ebmxu8vLy0XzxpFINuiIiIiCohNjYWQUFBiIqKwpUrV6BQKNQeNzIyQpcuXeDq6opRo0bB2dlZR5USERERERERERGRNvXu3VsKzjh58mSpoBt3d3d4eHggMjISAHDhwgX0798f7dq1g4WFBRISEpCeni7dpBcEAa+99praTNBENeXevXs4fPgwgoKC1GaR0gfTp0/H9OnTcfnyZRw6dAjHjh1T+9vLzMzE/v37sX//ftjb28PPzw9+fn56PSiUiIjUaXPiE4bqUFV9++230nL37t2xdetWGBsbV7odGxsbNGvWDPfv34coirhx48ZzZyglUtW9e3csWLAAq1atwu+//46VK1di0aJFMDQ01HVptc7o0aPLfWzx4sXSd8+QIUM4ALcKAgMD1b6/lQHDAHD37t1yZ7gujyiKDLqhMnXs2FFafvToEcLDwzUWYh0eHo6HDx9KP+vDgDOi+ka1/7HqAMj6LiUlBUDJ97GLi8tzB4a+iI2NDVxcXKT7Lsq29cHcuXNx9uxZJCYmYtWqVXB1dZWCTanilMd1VD7l6xMdHV3h0Nzq4gBmqoxJkyZp7O+4devW6NatG0aOHIk+ffrw84KIaj0zMzPp+FgURfz5558YMmSI2jojR47E5s2bAQD5+fmYPHky5s+fj5dffhkWFha4e/cudu3ahYMHD0rX0Jo0aaIXwZydOnWClZUVMjMzAZSEk3/99dfS9ey///4bR44ckb4P+vTpU25bCoUCN27ckH7Wt/4mycnJasE2qtdfKxJsY2lpCXd3d3h5ecHLywtOTk68r1BPMeiGiIiIqAKuX7+O5cuXIyoqCkD5HQoLCwtx6dIlXLp0CXv27IGrqyuWL1/OG8lERERERERERET13PDhw7Fr1y6IoohDhw5hzpw5MDMzU1tnxYoVmDBhgtQpoqioCDdu3FAbYKVcbteuHebMmaP1/aD6Kzs7G8ePH8fhw4cRERGh9pjy/WdoaKg34UrOzs5wdnbGwoULERoaisOHD+P06dMoKCiQXo979+5h8+bN2Lx5M9zc3DB69GgMGTIEMplMx9UTEZGuVDZcoKioCGlpaQBKjvNatGihibKI1CQkJODOnTvSz8uXL69SyI1Su3btpIG38fHxDLqhSpk0aRKsra2xdOlS7N27FxcvXsTUqVPRq1cvNG3aVNfl1RkMPqt5HKBImtC2bVvY2tpK35vbt2/XWNDNtm3bpOVmzZqVmmGciGq/a9euScsNGjTQYSXa9fjxY2m5Js6RVdtQbbu+s7CwwObNmzF9+nQkJydjwoQJWL9+vV4MQK4pqmGT+nJfpKpEUcRHH32klW0JgoC4uDitbIvqF02cN8fHxyMhIQG//vorWrdujZUrVzKIiYhqvVdeeUUKgjxx4kSpoJs2bdpgzJgxOHDgAARBQFpaGj7++ONS7aj2YXr33Xf1ImTE2NgYI0eOxPfffw9BEHDmzBmMGjUK/fr1Q3p6On777TcUFRVBFEUYGBjg1VdfLbetmJgYFBQUACh5DR0dHbW1Gzpx584dKdQmPDxcLYS0IsE2NjY28PT0hKenJ7y9vdGpUydev9UTDLohIiIieoH9+/dj5cqVUuf2Zw+qVakeRIuiiKioKIwdOxZLlizBuHHjtFo3ERERERERERERaY+zszO+++476ZphYWFhqaCb9u3bY+fOnZg7d265s4WLoggvLy8EBASwYy1VW3FxMc6ePYtDhw7hjz/+wNOnTwGUvrbt4uICPz8/DB8+HNbW1jqoVHeMjIzg6+sLX19fZGZm4ujRowgKCkJ0dLTa6xQVFYWoqCisXLkS/fr1g7+/P/r06aMXHbqIiOgfp06dqtT69+7dw4ABA6r8fKKquHTpEoCS/gvt2rVD586dq9WepaWltJyRkVGttqj+8PX1rdT6BgYGEEUR169fx+LFiwGUDM6VyWSV6rAuCAJCQkIqte267urVq7ouoV5gWBBpy/Dhw7Fz504AQGhoKA4dOgR/f/8a3UZgYCDOnDkjfX4OHz68RtsnIs07c+aM2j0CfQpFVQ31ycnJqXZ7qm3Ul8AguVxe4XXnz5+PFStWID4+HuPGjYOnpyd69+6Ndu3aQSaTwcDAoFLb1qcAhzVr1ui6hDqFx9NUmz07gL6s3z/r2WsRZa2rOmYoPj4eb775JpYuXYoJEyZUt2QiIo0ZPnw4NmzYAFEU8fvvvyM1NRXNmzdXW2fhwoWIi4vDlStX1CbmUlKOmxRFEYMHD8Ybb7yhzV3Qqffffx9HjhyRJjC7desWbt++DQBqY0pHjBiBDh06lNvOiRMnAPxzn0b1Pkt98f3330MulyMiIgKPHj2Sfl+RYBtbW1t4enrCy8sLXl5eaN++vXaLp1qDQTdEREREz3HkyBEsW7ZM7WREuWxvbw8HBwfIZDKIoojs7GzcvXsXiYmJ0joAUFBQgP/85z8wMzPDqFGjdLxHREREREREREREpCk9e/Z84TpOTk44evQojh8/jtDQUMTHxyMrKwuWlpbo2LEjBg8ejD59+mihWqrP4uLicOjQIfz6669IT08HULqDpp2dHUaOHAl/f384ODjoosxax9LSEhMmTMCECRNw9+5dBAYG4siRI0hOTpZev6dPnyI4OBjBwcFo1KgRRowYAT8/Pzg5Oem4eiIiqo0422BpPj4+Wt+mIAg4d+6c1rerKw8fPpSW27VrV+32TE1NpeX8/Pxqt0f1Q1JSUpmDIMpT1qRSWVlZyMrKqtR29e1z9fTp09i4cSOAkn3/6quvYGdnp+Oq6h6GBZE2vfnmm9izZw8UCgVEUcTSpUthamqKoUOH1kj7x44dwyeffCJ9BpuYmODNN9+skbaJSDvOnz+PefPmSX/HhoaG8Pb21nVZWtOkSRMAJceEcXFx1W7vypUrpdqu6yZNmlTp417l+yk8PBzh4eFV2q4gCDXyb0JEpE3K0Krs7Gxs3rwZGRkZ0veru7s7unbtihYtWqBhw4YoKChAZmYmbt68iYiICKSmpgIo+fwbMmQI+vbti/z8fGRlZeH27duIjIxEQkKC9JlcXFyMVatWoVWrVujdu7fO9pmI6Hns7OwQFxcnXYMta+IemUyG3bt3Y82aNTh06FCpx0VRhJmZGaZOnYqZM2dquuRaxcbGBlu3bsX06dORkZFRZjCas7MzPv3003LbKCgowLFjx6TnVqQvWV20cuXKUvcIygu2admyJby9vaVwm9atW+ukZqp9GHRDREREVI60tDR88sknAP65AdCsWTO8/fbbGDFiBGxsbMp8Xnp6Oo4ePYqdO3ciNTUVgiCguLgYy5Ytg7e3d6kkVCIiIiIiIiIiItIvxsbGGDVqFIOxqUbdv38fQUFBOHz4MG7evAmgdLhNw4YNMWjQIPj7+6NHjx66KLPOaNu2LebMmYM5c+bg4sWLCAwMRHBwMHJycqTXNT09HXv27MGePXvQvn17+Pv7Y/z48WjYsKGOqyciIqq9Hj9+XKlwjJqgb8EYT58+lZZNTEyq3Z5qEImFhUW12yP9pM2/+frk+vXr0uDtDh06MOSGqA6wtbXF9OnTsXnzZgiCAIVCgY8//hhRUVH48MMPq3zNICcnBxs3bsTevXtRVFQEoOQYZ9q0abC1ta3JXSDCo0ePkJ6ejuzsbCgUiko/38vLSwNV1Q5yubzSz1EoFNKA+bNnzyIyMlI6NhIEAUOHDoWlpWVNl1prKQPDBUHAgwcP8Pvvv2PgwIFVaiskJARpaWnSz127dq2RGmuLyoRKqv6/Ms8lqghBEODi4lIj1xiIatro0aNx/fp1vP/++8jIyIChoSEmT56MadOmoXHjxs997p9//ol169bh+vXrOHHiBFq2bIl58+aprRMWFoZVq1bh5s2bEAQBRUVF+Pzzz9GrVy+9u+ZIRLVDcnLyC68RGhgYvLAdS0tLrFmzBh9++KE0SVd2djZkMhk6duyIPn36oFGjRjVVdp3SvXt3HD9+HNu2bUNoaChSUlIAAA4ODhg2bBgmTZqkNkHAs4KCgtQmJPD19dV4zbpUVrCNg4MDvLy84OnpybG09FwMuiEiIiIqR0BAAPLz86UD7iFDhmDVqlUvvNlsY2ODyZMnY+zYsViyZImUwvn06VNs2rQJq1ev1kb5RERERERERERERFTP5efn48SJEwgKCsL58+dRXFwMQL0Tu6GhIXx8fODv74+BAwc+t8MNlc3b2xve3t749NNPERwcjMOHD+P8+fMoKiqSXuubN29iw4YNcHd3h7u7u44rJiIiqv00NRBEFEW9H9ynOmlPenp6tdu7e/eutGxtbV3t9qh+qM8D2GsT5UBSQRDQpk0bHVdTNxUVFSEvL0/62dzcvEKDfYiq49///jcuXLiA8PBwaTDsnj17cOzYMYwdOxb+/v4V/puOj49HYGAgfvnlFzx69EjtWMfNzQ0zZszQ5K6QHjl79iwOHjwIuVyOR48eVbkdQRAQFxdXg5XVLpMmTar2uYzy71g5+ebHH39cQ9XVDW3atEGbNm2QkJAAURTxn//8B506dULr1q0r1U5iYiJWrFghvZatW7dG27ZtNVO0DlTmXFYfz3tJe5SfWV9++SWDN6lWysjIwL///W8kJSXBzMwMX3/9NXx8fCr03F69eqFHjx748MMPcerUKezcuRPNmjXDm2++Ka3j4+ODgwcPYtq0aVLg3e3bt3Hq1Kl6H1xARLVT//79YWdnBy8vL+m/6lw3bN68OcaNG1eDFdYPNjY2WLBgARYsWFDp5/r6+qp9F7Vo0aImS6tVlMeKjo6Oau/JF4XNESkx6IaIiIioDIWFhThx4oR0Q6p3794ICAioVBtmZmbYsGEDsrOzcebMGQDAiRMnsGLFChgZ8TCMiIiIiIiIiIiIiKomLCwMhw8fRnBwsDRg79nO7J06dYKfnx9GjhyJpk2b6qLMeqdBgwYYNWoURo0ahfv37yMoKAhbt25FVlYWBxMQERFVkDYGRSUnJ+v1jMrKmTFFUURsbGy12kpLS1MLumnfvn212qP6Y8+ePbouQS+onssxtLRqDh48iGXLlgEoCYI9deoUmjVrpuOqqL4zMjLC5s2bMXXqVMTFxUkhDA8fPsQ333yDb775Bi1atEDXrl3Rvn17WFlZwcLCAoIgICsrCxkZGbh9+zZiY2OlWcOV1x2UbXXu3Blff/01+yFStT148AALFy7EuXPnADAwo6Kq8jo9G8jp6OiIjRs3wtbWtiZLqxOmTJmC//znPxAEAQ8fPsT48ePxySefYMiQIRV6fkhICP7zn//g4cOH0sBK1VCCum7NmjW6LkEvLFq0qMbbFASBE+ISadl///tfJCUlQRAEfPTRRxUOuVEyNjbGhg0bMHz4cCQnJ2P9+vUYOHCg2jVMExMTBAQEYMCAAcjPzwcA/PXXXwy6ISKdSUlJQVBQEIKCggAATZo0UQsZ6dChg44r1G+NGjVCo0aNdF2Gxk2dOhWenp7w9PSElZWVrsuhOopXNomIiIjKEBUVhdzcXACAgYGB1OGhsgRBwCeffIJBgwZBFEXk5uYiMjIS3t7eNVkuEREREREREREREemJV155BampqQBKD6ho0qQJRowYAX9/f3Tu3FkX5emFe/fu4fDhwwgKCkJWVpauyyEiIqpTTp06pbG2T58+jY0bNyI5OVlj26gL3N3dYWxsjMLCQmRlZSEkJAQDBgyoUls//PCDtGxlZYUuXbrUVJlEVAGtW7eWlpVhF1Q56enp0rmzs7MzQ25Ia6ysrLBnzx6sWLEChw8flgIulO/H5ORkpKSk4OTJk+W2oXrdR/X5I0eOxKeffgoLCwsN7gHpg4yMDEyZMgW3b9+WwkKUYUpUvqq+PqIowsDAAN26dcOrr76KMWPGwNjYuIarqxvGjRuHn376CdeuXYMgCHj06BHmzJmDzZs3Y9iwYejevTvatGmjFgKWkJCAmJgYHDt2DDdu3FB7z3bs2BGvv/66rnerxowePVrXJeiFwMDAGg3JVb4nGXRDpD25ubk4evQoAMDCwgLjxo2rUjtmZmYYP348NmzYgKKiIhw8eBAzZ85UW6dx48bw9/fHjz/+CEEQEBUVVe36iYiqS3lu8uDBAxw/fhzHjx8HAFhbW8PT01MKvuF1fdKEBQsW6LoEqgcYdENERERUhnv37gEouUHctWtX2NvbV7mtVq1awdnZGZcuXQIAJCYmMuhGzyn//QVBwOHDh6UZ9YiIiIiIiIiISL+cPXsWf/zxB5KSkmBsbAwHBweMGDECnTp10nVpVIulpKSoDThp0KABfH194e/vj5dffhkGBgY6rrB+ys7OxvHjx3H48GFERESoPab8tzA0NIS5ubkuyiMiItJrYWFh2LhxI2JiYgCoDwQ3NDSEn5+fLsvTOnNzc3h7e+Ovv/6CKIpYv349XnrppUofp1y5cgW7du2SXs+qhuUQUdV169YN9vb2uHfvHi5duoTMzExYWlrquqw6RRkEIggCWrRooeNqSN80bNgQa9euRb9+/bBu3TopsEp1UH15gRnK8AblOqIowtbWFgsWLMCwYcM0XzzphY0bN+LWrVtqATe2trbo3bs32rVrB5lMBiMjDjlStWbNmko/x9DQEBYWFrCxsUHHjh15/RAlE5B+++23GD9+PJKTk6X3340bN7Bp06bnPlf5ual8jp2dHbZu3crr4qR1ZQXSEZF2hYeHIy8vD4IgwMXFpVoBcl5eXtLymTNnSgXdAMBLL72EH3/8EaIo4uHDh1XeFhFRddja2iItLU36uaxrDI8fP0ZISAhCQkIAADKZDO7u7lLwjbOzM4+fiahW4FUnIiIiojI8evRIWm7VqlW127O3t5eCbtLT06vdHtVtmZmZAEouKBQXF5e5jjIxVxAEhISEwM7OTmv1ERERERERERFR5V26dEmaMc7AwABz5syBiYlJmevm5ORg9uzZ+PPPP0s9tmPHDrz55puc+YYqxNjYGB4eHlAoFPjll1/wyy+/aGQ7giAgICBAI23XZsXFxTh79iwOHTqEP/74A0+fPgVQehCai4sL/Pz8MHz4cFhbW+ugUiIiIv0UFRWFL7/8EnK5HMA/s6cr/z98+HDMmjULbdu21W2hOvD+++/jr7/+giAISEhIwDvvvIPNmzdX+FglMjISs2bNQmFhIURRhJGREd555x3NFk1EZRo/fjzWr1+PoqIibNmyhdcLKqlp06bSskKh0GElpM+GDh2KQYMG4cSJE/jxxx8RFRX1wvejaqiuq6srJk6ciMGDB8PQ0FAbJZMeyMnJwc8//ywdPxsbG+OTTz7B2LFjGdjwHKNHj9Z1CfWGra0tfvzxR8yfPx8XLlyoVAiYMgDMy8sL69atg62trbbKpnqmvPdaRTwbSEdE2peamiotN2rUqFptqV4zUwZUPkt18uyMjIxqbY+IqKpCQ0Nx7949hIeHIzw8HHK5HPHx8dLjZR1XZ2ZmIjQ0FKGhoQAAMzMzuLm5ScE31Q0L0weJiYmIiIjAvXv38OTJE+Tm5gIAVq9erePKiOo2Bt0QERERlUH1BE3Zcb06CgoKymybqDy86UFEREREREREVLfs2bMHR44cAQD07du33JAbAFi0aBHOnj0LoPQsj8XFxfjuu+8AgIPX6IUUCgXOnTun0W0oB4rrk7i4OBw6dAi//vqrFF7/7DVbOzs7jBw5Ev7+/nBwcNBFmURERHorLi4OAQEB0jG16vGKKIrw9fXFhx9+iI4dO+qyTJ3y8PDAyJEjceTIEQiCgIiICAwePBiTJk3CoEGD0KBBg1LPKSwsxIULFxAYGIjjx49Lk7YIgoDJkyejTZs22t4NquMWLVokLS9YsKDKoZCPHz/GunXrAJS8H/Vt8MBbb72F06dPQy6XY/fu3WjXrh3Gjh2r67LqDOVEUwBw9+5d3RVCes/Q0BDDhg3DsGHDkJeXh5iYGMTExCAtLQ0ZGRnIzMyEKIqwsrKClZUVmjZtCldXV3Tv3h3m5ua6Lp/qIblcLgUuCYKAFStWMMSFtM7W1ha7d+/G4cOH8f3330sTipZHeY3W2dkZb7zxBvz8/PTu2jXVnKtXr1ZqfVEUkZmZiZs3b+Ls2bP4+eefkZ6eDisrK6xZswb9+/fXUKVEVJ4nT56UuVwVyuAaURTLDbFp2LChtMyxHkSkS/b29rC3t4e/vz8A4OHDh2rBNzdu3FCblF31/gkA5Obm4ty5c1JfE1NTU7i4uEjBN25ubjA1NdXuTtVChYWFOHDgAHbv3l3quqLyvlRZ16qDg4Oxc+dOAICVlRW+/fZbbZRLVCcx6IaIiIioDI0bN5aWb9y4Ue32VNuwsbGpdntUtxkYGEgXDZ53kZM34IiIiIiIiIiI6o4///xT6sgwatSoctcLCwtDcHBwqY4kSsrZSHfv3o2hQ4fCxcVFo3VT3cXrhzXr/v37CAoKwuHDh3Hz5k0Apf8+GzZsiEGDBsHf3x89evTQRZlERER67ebNm9i0aRN+//13AKUDbnr16oXZs2fD2dlZl2XWGqtWrUJSUhIiIyMhCAIyMjKwefNmbN68GYaGhmrr+vr6IjU1Ve0+tvLcxMfHB/PmzdPFLlAdFxgYKP2Nzpo1q8pBN7m5uWpt6VvQjSAI2Lx5M+bNm4fQ0FAsW7YMp0+fxltvvQUPDw9dl1frtWrVCt27d0dMTAxu3ryJu3fvom3btroui/ScmZkZevbsiZ49e+q6FNJjSUlJ0rKtrS1Dbkin/Pz84Ofnh7t37yIqKgqxsbFIT09HZmYmAMDS0hI2NjZwcnKCm5sbv8vxT5ifIAgICQmBnZ1dldpJSkrCgAEDpLbi4uJqrMb6RhAEWFlZwcPDAx4eHnjrrbcwf/58nD59GrNmzcKaNWuee3+QiGqeclyOKIr4+++/oVAoYGRUteHS4eHhpdp9VnZ2trTMMEoiqk2aNGmCIUOGYMiQIQCArKwsREREQC6XIyIiApcvX5aCToHSwTf5+fmQy+WQy+UAACMjIzg7O0vBN+7u7mphX/rg9u3b+Oijj3D16lXpdSqvn9ezfHx8sHDhQuTm5kIQBISFhcHHx0fjNRPVRQy6ISIiIiqDo6MjgJKTj3v37uHChQtV7rQul8uRkJAg/azPs8ZRCZlMJiV9P378GC1btixzPX2cKZmIiIiIiIiIqC5KTExEeno6gJKODX369Cl33d27dwMoufZjZGSEmTNnYvTo0WjYsCGCgoLw+eefo7CwEKIoYuvWrfjqq6+0sg9Ut3CWwJqRn5+PEydOICgoCOfPny8zoNzQ0BA+Pj7w9/fHwIEDOXMZERGRDiQkJGDTpk04fvw4iouLSwXceHl5Yfbs2Qx8eIaJiQm2bduGZcuW4ddff1V7zRQKhdq9aNWBzqrrjRgxAqtWreJ9a6qymuz3oK99KBYtWgSgZKCdubk5cnNzcerUKZw6dQoymQydOnWSHquo8mYbrq/effddvP/++wCANWvWcBZlIiIAOTk5AEq+ExgU+XwPHz7E+fPncefOHTx+/BiCIMDa2hpt27ZFz5490bRpU12XWG+0bdsWbdu2ZfBSBdTkPQLeb6gaS0tL/O9//8PkyZMRFRWFJUuWoGPHjujcubOuSyPSG+3atQNQcjyTlZWFn376CRMnTqx0O3l5edi7d690zUHZ7rOUY4IEQYCtrW0VqyYi0jyZTIZ+/fqhX79+AEr6RURFRUnhN3///Tfy8vKk9VWvuYqiiMLCQkRHRyM6Ohrbtm2DoaEhLl++rO3d0JmbN29i4sSJyMzMVDtWVg28ed4xtEwmw5AhQ3Dw4EEAwPHjxxl0Q1QOBt0QERERlaFz585o3rw50tLSIIoili1bhn379qFRo0aVaufJkydYtmyZ9HOzZs14AZvQvHlzKejm3LlzvFFMRERERERERFTH3b59G0BJZ4ZWrVrBwsKizPWysrLw559/Sp1EJk+ejPfee096fMKECSgoKMDnn38OADhz5gxyc3M5IxypOXnypK5LqPPCwsJw+PBhBAcHSx24nu2I1KlTJ/j5+WHkyJEcrEJERKQjKSkp2Lx5Mw4dOoSioqJSATcuLi6YPXs2XnrpJR1XWns1bNgQGzZswIABA7Bt2zbExcVJj6m+nqods0VRRNu2bTFjxgyMHDlSJ3UT0T8CAwPVBpuo/r1mZmaqzTpfEcq/fX0Kuunfvz8mTZqEPXv24MyZM5g/fz6WL1/O6y1EpNeaNWsmLTPYuWy3bt1CQEAAQkJCnrveK6+8gtmzZ3MSTNI6fQyBrG2MjY2xdOlSvPrqq1AoFAgICMA333yj67JqFN9nVJu5ubmhadOmePjwIURRxH//+1906NChUhNcKxQKzJs3D8nJyQBK3vMDBw4sc92oqChpuW3bttWqnYhImxo0aAAfHx8pbEWhUODy5cuQy+UIDw9HVFQUMjMzpfWfDXIpKirSes26kpubi3feeQcZGRnScZCzszPeeOMNeHl54enTpxg2bNgL2xk0aJAUdPPXX39ptGaiuoxBN0RERETleP311xEQEABBEBAfH4/x48dj3bp1cHFxqdDzY2NjsWDBAty9exdAyYne+PHjNVgx1RVubm64du0aRFHEli1bYG5uDl9fXzRr1gyGhoal1udNAiIiIiIiIiKi2i0lJUVabtOmTbnryeVyKBQKAICBgQHefPPNUuuMHz8eAQEByM/PR2FhIeLi4uDp6VnzRVOd1bJlS12XUKe98sorSE1NBVA63KZJkyYYMWIE/P39GVpPRESkQw8fPsSWLVuwf/9+FBYWSqEMys7VnTt3xgcffID+/fvrutQ6Y+jQoRg6dCiio6Nx/vx5REZGIjU1FRkZGVAoFLCyskLjxo3h6uqKl156CT169ICBgYGuyyYCoD6QwsiI3Z4B9iOpiiVLlqBZs2YICAjAkSNHcOHCBbz++ut45ZVX4OjoWGZ/HSKi+qx169bS8sOHD3VYSe10+vRpzJ07F3l5eWrXEFWDN5VOnTqFsLAwrF+/HgMGDNB6raS/VMNLSXecnJzQpk0bxMfH4+zZs7h//75amFhdx/cZ1WaCIGDatGn4/PPPIQgC8vLy8Pbbb2PKlCmYOnUqbGxsnvv8sLAwrF27FteuXZOuO9ra2sLPz6/UuqIo4rfffpP+HlxdXTWxS0REWmFkZARXV1e4urrinXfegSiKuHbtGuRyOeRyOUJDQ1FQUACgdJ+K+m779u1ISUmRPu///e9/48MPP5QeT0pKqlA7ynssxcXFSE5ORlpaGmxtbTVSM1Fdxjs+REREROWYOnUqfv75Z+kE5e7du3j99dfRu3dvDB8+HN27dy81aCUhIQExMTE4duwYzpw5g+LiYumxFi1aYOrUqdreDaqFxo4di3379kkXVFetWoVVq1aVua4oijXWQVMQBLUZ+oiIiIiIiIiIqGZkZ2dLyzKZrNz15HI5gJLrNM7OzmV2YjA1NYWTkxMiIiIAAHfu3GHQDVENUl7zV3bIatCgAXx9feHv74+XX36ZA7qJiIh06MmTJ9i6dSt+/PFH5Ofnlwq4adeuHWbNmoWhQ4fqutQ6S9l5naguuX//vrRsbm6uw0p0R98GlNQ0X19fadnIyAhPnz5FWloaNm3ahE2bNsHQ0BAymaxS7y9BEBASEqKJcomItMLNzQ12dnZITk7G33//jYKCApiYmOi6rFrh2rVr+OCDD6SBnarhNuWF3uTl5WHOnDn4+eef0aVLF+0XTVRF+fn50nKDBg10WEnd1qFDB8THx6O4uBgxMTEYOHCgrkuqESdPnpSWOTCbaqvJkyfjxIkTiIqKgiAIKCwsxPbt27Fr1y64u7vDyckJzZs3R8OGDaFQKJCZmYkbN24gPDwcqamp0vVHURRhZGSE//znP2WeG544cQJpaWkASo4BXn75ZW3vKhGRxihDbsLDwxEZGSmdC+kbURSlsX4AMHr0aLWQm8owMzND69atcffuXQDArVu3eDxFVAYG3RARERGVw9TUFFu3bsXEiRORmZkJQRBQXFyMM2fO4MyZMwBKLlKZmZlBEATk5uaq3cRSvehlZWWFb7/9FqamprraHapFnJycMHnyZPzf//1fmTN8PIsdloiIiIiIiIiIarfCwkJp+XkhGZGRkdKyj49Pues1b95cWs7KyqpmdURUHmNjY3h4eEChUOCXX37BL7/8opHtCIKAgIAAjbRNRETapTpQviKKioqq9XxAPwbSZ2dnY+fOndi9e7d031014KZVq1aYMWMGRo0axVA6Ij106tQpACWfh3Z2djquRvuuXr2q6xLqvKSkJKl/DoBSfXUUCgUeP36Mx48fV7hN1faIiOoiQRAwefJkfP7558jPz8cPP/yAKVOm6LqsWmHp0qUoKChQ+76wtbWFl5eXdO0+LS0Ncrkcqamp0nqFhYVYsmQJDh48qLPaiSrrzp070vLzJnKg51MNCUpJSdFhJTWrZcuWui6B6IUMDAywbds2vP3224iOjpa+lxUKBeRyuTQRzbOU54OqITdr165F3759y1w/JiYG/fr1AwBYW1ujU6dONb8zRERaUFRUhMuXL6sF25TXL0nfxrJdunQJ6enpAErCsj/66KNqtWdvby8F3dy7d6+65RHVSwy6ISIiInqODh06YPfu3Zg7dy5u375dqqODKIrIyckp9TzVTncODg744osv4OjoqNXaqXZbvHgxbG1tsXXrVmRkZOi6HCIiIiIiIiIiqgYzMzNpubxrPbm5uYiNjZV+9vT0LLc91cG7+jpTEpE2KBQKnDt3TqPbUA7UJyKi+kE5UL4qnXtFUURSUlKln1efv0fy8vLwf//3f9i5cycyMzNLBdw0b94c7733Hl577TUYGbGrI1FtVN6AsWdFR0dX6jOwsLAQDx48wIULF3D48GHp905OTpWukUhJ3wbnEBG9yJQpU3D27Fn89ddfCAgIQPfu3eHm5qbrsnQqOjoaly5dks5JzMzMsHTpUowePbpU6GZxcTEOHz6Mzz77DHl5eQCAK1euIDw8/LnX/6m0rKwsREdH4+rVq0hPT0dOTo7aBAMVIQgCVq9eraEK66e8vDzs3r0bQMnr5+DgoOOK6q60tDRpmff1iLTPwsICe/bswddff41t27ZBoVCUuqaqGmyj/L8oihBFEZ07d8bq1avRtWvXcrexYMECze0AEZEGPX36FNHR0VKwTUxMDPLz86XHy7teZmdnB09PT3h4eOjN+c3t27cBlHxHODs7o3HjxtVqz9LSUlrOzs6uVltE9RXv/hIRERG9QOfOnXHo0CFs374d+/btw/3799Uefzb8RrnctGlTvP7663j77bdhamqq1Zqpbpg2bRreeOMNnD9/HrGxsdINOgAIDAwEUPL+GjhwIBo2bKjLUomIiIiIiIiI6DlUOzfcvHmzzHXOnTsHhUIBoCTIxtXVtdz2MjMzpWXVWSCJqObU59AAIiLSPG19j9TXAfkFBQX44YcfsG3bNqSnp5eaQblx48aYPn06xo8fDxMTEx1XS0TPM2nSpBd+JoqiWK3Zb1U/C4cPH17ldkh/eXl56boEIqJaa+PGjZg9ezb+/PNPTJkyBbNmzcKECRNgbm6u69J0IiQkBEDJ8YehoSG+/vpr+Pj4lLmugYEBRo8eDTs7O7z11lsoLi4GAJw8eVJvBoJWV0JCAgICAhASElLpYBtVytDU+hZ0s2jRogqtt3bt2kr9zRYWFuLhw4e4dOkScnNzpd/zmKlq0tLSEB0dLZ0XVXdANBFVjbGxMT788EO8/vrr2L9/P06cOIFbt25J389KymsMlpaW8Pb2xtixY9GnTx/eNySieiM7OxsREREIDw9HeHg4Ll++LPVVAsq+72RgYABHR0cp1MbDwwO2trbaLLtWePTokbRsZ2dX7fZUv1tU/w2I6B8MuiEiIiKqABMTE7z//vt49913cf78eURFReHy5ct4/PixNOjE0tISjRo1grOzM9zc3NCjRw/OKkcvZGpqir59+6Jv375qv1cG3QDAwoULa+QkmYiIiIiIiIiINKNjx44ASjqEpKSkIDY2ttQs80FBQQBKOjJ06tQJMpms3PZSUlKkZXaIJap59TU0gIiItIPfI9Wzb98+bNmyBffv3y8VcGNpaYlp06Zh0qRJMDMz03GlRFQZL/psrOpnpyAI0mfEkCFDyh1oTvQ8e/bs0XUJRES10ldffQUA6NatGy5fvownT55gw4YN+Prrr+Hm5ob27dtDJpNVeuD3zJkzNVGuVsTExAAoOQap6LFHjx49MGTIEPz6668QBAF///23psusF3777TcsWrQI+fn5aueG9I/AwMAKhUoGBwdXqX1lQBBQMunCq6++WqV29FlBQQEWLVokDVwWBAEuLi46ropIv9na2mLmzJmYOXMmcnJycOPGDTx58gRZWVkwNjaGlZUVWrRogbZt2+q6VCKiGpGeno6IiAjI5XKEh4fj2rVraiFfZV2XNTU1Rbdu3eDh4QF3d3d4eHjAwsJCm2XXSgYGBtJyUVFRtdt78uSJtGxpaVnt9ojqI468JiIiIqoEQ0NDvPzyy3j55Zd1XQrpAd60IyIiIiIiIiKqGzp27IhmzZrhwYMHAIAVK1Zgx44dUkeQU6dO4ffff5eu97zyyivltvX06VPcvn1b+rl169YarJxI/5w8eVLXJRARUR3G75HqW758uRRaofx/w4YNMWXKFEyZMoWdqYnqIE0GgImiiObNm2PixImYNm2axrZDRESkj7766iu1PorK4/Pc3FycO3cO586dq1K7dTnoJjExUVoePHhwhZ83ePBg/PrrrxBFUa0NKlt0dDQ+/vhjtXAQURQZLKsDoijC1NQUq1atQosWLXRdTp2RlpaGs2fPYvv27YiPj5c+Szt06ID27dvruDoi/VFUVIS8vDzpZ3Nzc7WQgoYNG8LV1VUHlRERaU5qairkcrkUbHPnzh21x8s6praysoKbmxs8PDzg4eGBbt26wdjYWFsl1xk2NjbSclpaWrXbu3btmrTcqFGjardHVB8x6IaIiIiIqJbiTTsiIiIiIiIiorpBEASMGTMG33zzjTRj68CBA9GjRw+kp6cjMjISQMn1HiMjI4wZM6bctsLDw6XO3YaGhnB0dNTKPhDpi5YtW+q6BCIiqsP4PVJzVMNunJyccOPGDSxZskRj2woICNBI27ri4+Oj9W0KglDlwc5Uf61Zs6bM34uiiMWLFwMoee/Mmzevwp35BUGAiYkJLCws4ODggFatWtVYvfWRKIrIyspCRkYGgJKBKzKZjJMrERFRlVTn+0N5fF+XZWZmSstt27at8PMcHByk5aysrJosqV5as2YNFAqFdF4ok8kwfvx49OnTB+3atYNMJoOREYe7ARXrR1zZvsYmJiaQyWRwcHCAp6cnxo4dq5fXO3x9fSv9nKKiImRlZSE3NxcA1EJ8DQwMMH/+/Jouk4ie4+DBg1i2bBmAkvvqp06dQrNmzXRcFRGRZvXr10867yrvOLBFixZSqI2npyf7HVWQciIyURQRFxeHvLw8mJmZVamtK1eu4OHDh9LPTk5ONVIjUX3DM38iIiIiolro6tWrui6BiIiIiIiIiIgqYfr06QgKCkJKSgoA4PHjxzhx4gSAfzq6CoKAN95447kdhpXPEQQBHTt2hLm5ueaLJyIiIiLSMmUHbFEUcfHiRY1up64Pti3L48ePpcF02lIfX0eqvtGjR5f72OLFi6X3zZAhQ2BnZ6etsuq92NhYBAUFISoqCleuXJECc5WMjIzQpUsXuLq6YtSoUXB2dtZRpUREVNtxMj51yvAKALCwsKjw81Sv4+fn59doTfVNYmIiYmJipOPEzp07Y8eOHWjcuLGOK6t9ntePuHPnztJrePLkSR5rV0FSUlK1z6tVQ3wXLVqE3r1712CFRPQi6enp0t+ws7MzQ26ISK8oP/8EQUCHDh2kUBtPT080b95cx9XVTS4uLrC0tERmZiYKCwuxf/9+TJ48uUptbdu2TVpu2bIl7O3ta6pMonqFQTdERESk13JycvDhhx+ioKAAQElHjxUrVlT7BCIxMRHLli1DUVERgJKbWBs3boSpqWm1ayYiIiIiIiIiIqLax9zcHLt27cI777yDhIQEAOqDBERRRL9+/fDxxx+X20ZOTg6OHz8udU5+6aWXNFs0EREREZGOMDSlZmjqdXw2IIgDoKmq+N6pWdevX8fy5csRFRUFoPzXt7CwEJcuXcKlS5ewZ88euLq6Yvny5ejUqZM2yyUiolru5MmTui6B9FBkZCSAkuMYAwMDfPHFFwy5qaL6Guxal4iiCFdXV8yfPx/u7u66LodI7yhD6QRBQIsWLXRcDRGR9gmCAG9vb/Tv3x9eXl7o0qULjw+rwdDQEAMGDMDBgwchiiI2btyIPn36oG3btpVq59ChQzh27Jj0b+Hv71/zxRLVEwy6ISIiIr22detW/Pnnn9LJw4IFC2okJbNVq1bo27cvPv/8c6ntHTt24P33369220RERERERERERFQ7tWnTBkePHsX+/ftx+vRppKSkAAAcHBwwbNgwDBky5LmdSvbv34+srCzpZ19fX43XTERERESkbQy+qD47OzuNbyM5OZmd4qlarl69qusS6pX9+/dj5cqVKCgokAY1K/9Gn/1cfTaoKioqCmPHjsWSJUswbtw4rdZdmz19+hSXLl1CYmIiMjIykJOTA1EUMXPmTF2XRkSkFS1bttR1CaSHHj16BKDkeMXJyQnt2rXTcUV10+jRo6Vlc3NzHVZSd3l5eVX6OUZGRrCwsECjRo3QuXNn9OjRA+3bt9dAdURUEU2bNpWWFQqFDishItI+5fW/ixcv4uLFiwBKjgvd3Nzg6ekJT09PuLi4wMTERJdl1jkzZ87E0aNHUVhYiJycHLzxxhtYv349fHx8XvhchUKBHTt2YNOmTRAEAaIoQiaT4c0339RC5UR1kyDyrjERERHpqYyMDPTt2xdPnz4FUDJo5KuvvqrRbbz//vs4deoUgJITxjNnzkjJ0USVVVBQgLNnzyIqKgqxsbFIT09HZmYmAMDS0hI2NjZwcnKCq6sr+vTpwwsSRERERERERERERERERFSrJCUl6WS7HMRbcadPn8bGjRtx5coVtRANQRBw5coVHVdHdYXyfQSUDLr46quvtBLQVF8dOXIE8+fPl/4WgX/+Lu3t7eHg4ACZTAZRFJGdnY27d+8iMTGx1PoGBgb4/PPPMWrUKF3ujs6dPXsWu3fvxoULF8ocDFnWZ11oaCiCgoIAAFZWVli2bJnG6yQiIu3r3LkzgJLjl5MnT1b4+CUpKUkKrudx8/N999130iSiw4YNw4YNG3RdEhER1VGJiYkYOHAgBEFAhw4dcOTIEV2XRESkcatXr0Z4eDiuXbuGoqKiUo+rBmAbGxvD2dlZCr5xd3fnmMYK2LVrF9auXSuF1QiCAE9PTwwePBg2NjaYO3cugJLX+tSpU7h79y7CwsJw9OhRpKSkSKHkgiBg/fr1GDFihC53h6hWM9J1AURERES6cvToUeTn5wMoSVifN29ejW9j/vz5OHPmDIqKipCXl4dff/2VMyNRpeXn5+Obb77BTz/9hCdPnki/V82sTElJgSAIOH/+PADA2toa//rXv/Dee+/BzMxM2yUTEREREREREREREREREZXCwJnaKywsDBs3bkRMTAwAqIVjGBoaws/PT5flUR1z/fp1aYB3hw4dGHJTDWlpafjkk08AQBpc0axZM7z99tsYMWIEbGxsynxeeno6jh49ip07dyI1NRWCIKC4uBjLli2Dt7c3mjdvrs3dqBXS09OxaNEinDlzBoB6vxsl1cFAqrp27YqZM2dKwTj+/v5wcXHRXLFERKRz5X0nUPW0aNFCWi4oKNBhJUREVNe1atUK3bt3R0xMDG7evIm7d++ibdu2ui6LiEijFi9eDADIyclBZGQkwsPDIZfLcfnyZRQUFKhd7yooKEBUVBSioqKwbds2GBgYoGPHjvDw8JDCb5o0aaKrXam1pk6diuTkZOzZs0e6HhseHo7w8HC19URRRP/+/dV+Bv65hjt9+nSG3BC9gCCWdZWeiIiISA+8/vrriI6OhiAIePXVV7Fy5UqNbGfJkiU4cOAABEGAm5sbfvjhB41sh+qn2NhYzJ07FwkJCWonvc+jul7r1q2xYcMGODs7a7xWIiIiIiIiIiIiIiIiIiKqW6KiovDll19CLpcDgDRDqfL/w4YNw6xZszhQiCrlu+++w+effw5BENC/f39s3rxZ1yXVWYsWLUJgYKDUV2Tw4MFYtWoVGjZsWKHn5+XlYcmSJTh27JjUxujRo7F69WqN1VwbpaWlYfz48dKsysrPOSXVzz1lSNOzZs+ejd9++w2CIOCNN97AkiVLtFU+ERFpSefOnaXvS1tbWxgaGlboeUVFRUhNTQVQ8p1SmZA/QRAQEhJS+WLrqMTERAwaNAgA4OjoiKCgIB1XREREddmpU6fw/vvvQxAE9OnTB99++62uSyIi0omCggLExMRALpcjIiICUVFRyM3NLbXes+PRWrduDQ8PD3h5ecHT0xOtWrXSVsm13s8//4zVq1cjPz9fbWIA1dfw2XF+oijC2NgYy5Ytw9ixY7VfNFEdw6AbIiIi0ktPnz6Fh4cHFAoFBEHAjh078NJLL2lkW+fOncNbb70FADA2NkZERARMTEw0si2qX65du4Y33ngD2dnZZXayadCgASwsLAAA2dnZyM/Plx5TXVcmk2HPnj3o3LmzdneAiIiIiIiIiIiIiIiIiIhqpbi4OAQEBODs2bMAUOqetK+vLz788EN07NhRl2VSHfXrr7/io48+giAIGDp0KL744gtdl1QnFRYWokePHsjLywMA9O7dG1u3bq10O6Io4t1338WZM2cAAA0bNsSFCxdgZGRUo/XWVgqFAq+++iquXbsmfc7Z2triX//6F7y8vFBUVISpU6cCwHODbo4fP445c+ZAEAQ4ODjg2LFj2twNIiKdyMjIQG5uLkRRrFR4S12lDLrR5jCr53331FdvvvkmLly4AEEQEBwczMG0RERULatWrcKePXsgCAJGjhyJ5cuXw9zcXNdlERHpVFFREWJjYxERESGF32RkZJRa79ngmyZNmsDT0xOenp7w8PDQ+3FoKSkp2LVrFw4cOICcnJznrmtsbAw/Pz+89957sLe311KFRHUbg26IiIhIL0VGRmLChAkAAAsLC5w/f15jnTcUCgV69OiBnJwcCIKAH3/8Ea6urhrZFtUf+fn5GDp0KFJSUqQbpwYGBujfvz9GjBgBV1dXNG/eXO05aWlpiI6OxpEjR3Dq1CnpZqsoimjRogWOHz+OBg0a6GJ3iIiIiIiIiIjoGYWFhThw4AD++OMPJCUlwdjYGA4ODvDz80Pfvn11XR4REREREdVTN2/exKZNm/D7778DKB1w06tXL8yePRvOzs66LJPquEuXLmHs2LEQBAGurq748ccfdV1SnXTx4kVMnjwZAGBgYIDg4OAqD5JITEzEoEGDpL/53bt3w9vbuybLrbV2796NNWvWSAN3/Pz8sGLFCmmisqSkJPj6+gJ4fthAVlYWvLy8pPX++usv2NjYaGEPiIi0o6ioCCdOnMDp06cRGRmJ5ORktdnp4+LiSj0nPj4eiYmJAABzc3O4u7trteaapgy60Rbl97K+Bd3ExMRg4sSJKCoqwsCBA7Fp0yZdl1TnLFq0qMbbFAQBq1evrvF2iYi0Ydu2bQgICEBxcTGaNWuG119/Ha+88gocHR1haGio6/KIiGqFGzduQC6XIzw8HOHh4bh//36Z66meE8lkMri7u+Obb77RVpm1UmFhIS5duoTIyEikpqYiIyMDCoUCVlZWaNKkCbp37w5PT0+YmZnpulSiOkU/oviJiIiInqG8sSYIAtq0aaPRGYqMjIzQtm1bxMbGAgASEhIYdEMvtGPHDrWQGwcHB6xbtw7dunUr9zm2trYYPHgwBg8ejNjYWMybNw+3b98GAKSmpmLHjh2YMWOGtnaBiIiIiIiIiEivnDt3Dj/88AOAkmuC69atkwZMPevBgwd45513cO3aNQCQBgtcvXoVx48fx8CBA7FhwwYYGxtrp3giIiIiIqr3EhISsGnTJhw/fhzFxcXSoFqg5JzEy8sLs2fPhoeHh44rpfqgW7dusLe3x71793Dp0iVkZmbC0tJS12XVOffu3QNQ0r+pa9eu1ZoJuFWrVnB2dsalS5cAlPSd0pegm127dkmfd3379sXnn39epXZkMhlatmyJpKQkACXBYfryGhJR/Xf8+HGsXbsWaWlpAP65Zv0iDx48wNtvvw1BEGBkZITTp0+jcePGmixV4ziXuOZ1794dCxYswKpVq/D7779j5cqVWLRoEYMIKiEwMLBGQ5mU54cMugEyMzMRHR2N2NhYpKenIzMzEwBgaWkJGxsbODk5oXv37rCystJxpUQEQAotBUru0T99+hRpaWnYtGkTNm3aBENDQ8hkMpibm1e4TUEQEBISoolyiYh0ytHREY6OjpgwYQKAkuuDqsE3CQkJANTPiTIzMxEaGqqTejUhOTkZdnZ2lX6esbEx3N3d63y4K1Ftw6AbIiIi0kvKi84A0LRpU41vT3UbGRkZGt8e1X0//fSTWsjNDz/8gEaNGlX4+U5OTti7dy8mTJiAu3fvQhRF/PTTTwy6ISIiIiIiIiLSkH379iEkJASCIGDYsGHlhtwAwJw5c3D16lUAJR3lVDsji6KI33//HQsXLsSGDRs0XjcREREREdVvKSkp2Lx5Mw4dOoSioqJSATcuLi6YPXs2XnrpJR1XSvXN+PHjsX79ehQVFWHLli1YsGCBrkuqcx49eiQtt2rVqtrt2dvbS0E36enp1W6vLrh27RpSU1MBAAYGBliyZEm12mvbtq0UdJOQkMCgGyKqF5YvX46ffvqpzIAXZR/G8nh6eqJr166Ii4uDQqHAkSNHMGXKFA1Wq1knT57UdQl6Y9KkSbC2tsbSpUuxd+9eXLx4EVOnTkWvXr200q9b36n+XddkYE5dFhYWht27d+PMmTMvDLwSBAF9+vTB5MmTeS5NpGNJSUlqn2Oq17wAQKFQ4PHjx3j8+HGF2+TnIhHpi1atWqFVq1YYM2YMgJLQ7Z07d+LAgQMoKCgAUP+CQPv37w87Ozt4eXlJ/7Vp00bXZRHpLQbdEBERkV7Kzs6Wli0sLDS+PdVt5OTkaHx7VLdduXIF9+/fB1ByofSzzz6rVMiNUqNGjbBixQpMmjQJQMnsKVeuXEGXLl1qtF4iIiIiIiIiIirpAKs0fPjwctc7ceIEwsPD1TrZmZqaokGDBsjIyJAGDhw7dgz+/v7o3bu3xmsnIiIiIqL65+HDh9iyZQv279+PwsJCKeBGec7RuXNnfPDBB+jfv7+uS6V66q233sLp06chl8uxe/dutGvXDmPHjtV1WXWKsbGxtPz06dNqt6ccoPJs2/XZtWvXAJT0v+ncuXO1A4NkMpm0nJWVVa22iIhqg7Vr12Lfvn0A/gm1adWqFTw9PWFqaio99jzDhw9HXFwcAOCPP/6o00E3LVu21HUJdZ6vr2+l1jcwMIAoirh+/ToWL14MoKTPtUwmq1TQgCAICAkJqdS267rqDDpWvUdV3wYvV1ZWVhaWL1+OY8eOAfjndS3v/ad8zUJDQxEaGophw4bh008/haWlpdZqJqLS9P2zjIioKvLy8hAVFQW5XI7w8HD8/fffagE39TX4KyUlBUFBQQgKCgIANGnSRC34pkOHDjqukEh/MOiGiIiI9JLqbMqVSWeuKtVtGBnxEIye78aNGwBKbpK0bt0anp6eVW5LmS4bHx8vtc2gGyIiIiIiIiKimnXr1i1pcJOhoeFzZ2/cu3cvgJJOIWZmZlixYgWGDRsGQ0NDhIaG4uOPP5aCur/77jsG3RARERERUaU8efIEW7duxY8//oj8/PxSATft2rXDrFmzMHToUF2XSvWcIAjYvHkz5s2bh9DQUCxbtgynT5/GW2+9BQ8PD12XVyc0btxYWlb2JakO1TZsbGyq3V5d8OjRI2m5uiE3gHq/r5oIHyIi0qXIyEjs2rVLGrzYpEkTrFixAq+88goAICkpqUJBN76+vli/fj1EUUR0dDQKCgrU+uiSfklKSpLOPSpCea4C/BNSkJWVVelAufo6CLc8V69erdT6oigiMzMTN2/exNmzZ/Hzzz8jPT0dVlZWWLNmjd4GoGZmZuKNN97AjRs3Sp07P+89rPqePXbsGK5fv469e/cy7IZIB7y8vHRdAhFRnZGZmYmIiAgp2CYuLg5FRUUA1APDVI/R6zPlPj948ADHjx/H8ePHAQDW1tbw9PSUgm84Bo9IczjKmoiIiPSStbW1tPzw4UONb091G40aNdL49qhuS09Pl5YdHR2r3Z6jo6MUdKPaNhERERERERER1QzltRdBENCmTRs0aNCgzPXS09MRHh4udQh57733MHLkSOnxvn37YsmSJVi4cCEA4Pz588jMzGTHWCIiIiIieqHs7Gzs3LkTu3fvRm5ubqlBeq1atcKMGTMwatQoGBgY6Lpc0gOLFi0CUBKoYm5ujtzcXJw6dQqnTp2CTCZDp06dpMcqShAErF69WlMl1zrKPiOiKOLevXu4cOECevToUaW25HI5EhISpJ87duxYIzXWdsrBOkBJOHF1ZWZmSssymaza7RER6dKXX34JoOR7xtbWFj/99BOaN29e6Xbatm0LmUyGrKwsFBQU4Pbt2+jcuXNNl0v1VEUDcah6BEGAlZUVPDw84OHhgbfeegvz58/H6dOnMWvWLKxZswajRo3SdZlaN2PGDFy/fl3t3NnGxgZDhgxB9+7d4eDgAJlMBlEUkZ2djbt37yImJga//fYbHj16JD3nxo0bmDFjBvbs2aPrXSLSO/y7IyIq36NHj6RQG7lcLoX7AeUH26gG/pmbm8PNza1ehYrZ2toiLS1N+lk10Ee5348fP0ZISAhCQkIAlFwDdHd3l4JvnJ2deY+FqIYw6IaIiIj0knKGHlEUcfPmTTx58kQt/KYmPXnyRG1GpJqYHYjqN4VCIS2rzgRVVaptqLZNREREREREREQ1IyUlRVp+3vW/CxcuoLi4GEDJNZtx48aVWmfkyJFYtWoVsrKyUFxcjNjYWPj4+NR80UREREREVC/k5eXh//7v/7Bz505kZmaWCrhp3rw53nvvPbz22ms1cv+ZqKICAwPVBgoo35NASVhIeHh4pdpTvrf1Keimc+fOaN68OdLS0iCKIpYtW4Z9+/ZVepKtJ0+eYNmyZdLPzZo105sAgsaNG0vLDx48qHZ7N2/elJY52RkR1WWPHz9GRESE9F39ySefVCnkRsnR0RGRkZEAwKAbPVefBsHWZ5aWlvjf//6HyZMnIyoqCkuWLEHHjh316m/36NGjkMvl0nmKmZkZPvjgA0yaNKncc2cXFxeMGjUKixcvxp49e7Bp0ybk5eVBFEWEh4cjKChILwODiIiIqHZITk5WC7ZRTtoFVCzYxtLSUi3QxcnJqUaCo2uT0NBQ3Lt3D+Hh4WW+TmUF32RmZiI0NBShoaEAADMzMykAyMvLCy4uLjA2NtbujhDVE7xrSURERHqpa9euMDAwgCiKKC4uxpkzZzR2YfnMmTPS4BVBENC1a1eNbIfqDxsbG2lZdTatqkpMTCyzbSIiIiIiIiIiqhm5ubnS8vNm81YO4hMEAe7u7mWGbxsaGqJLly64ePEigJLrQwy6ISIiIiKiZxUUFOCHH37Atm3bkJ6eLnW6Vg7Sa9y4MaZPn47x48fDxMREx9USlVAdKEAV8/rrryMgIACCICA+Ph7jx4/HunXr4OLiUqHnx8bGYsGCBbh79y6Akn+D8ePHa7Di2sXOzg5AycCUy5cvQ6FQVDn0Kz4+HsnJydLPnTp1qpEaiYh0ISIiQurX2qRJEwwYMKBa7amGfz169KhabVHdtmfPHl2XQBVkbGyMpUuX4tVXX4VCoUBAQAC++eYbXZelNVu3bgVQcpwok8mwY8eOCh9jGxoaYsqUKXB3d8e0adOQnZ0NURSxbds2Bt0QERGR1ty5c0cKawkPD1ebpKsiwTY2Njbw9PSEp6cnvL290alTJ724fmtvbw97e3v4+/sDAB4+fKgWfHPjxg3pfBmA2msHlPQRO3fuHM6dOwcAMDU1hYuLixR84+bmBlNTU+3uFFEdxaAbIiIi0ksWFhZwcXFBdHQ0AODbb7/FiBEjYGBgUKPbKS4uli6EC4IAFxcXWFhY1Og2qP5RzvotiiKuXLmCxMTE584E/jyJiYmIi4sr1TYREREREREREdWcoqIiaVm1s8OzIiIipOUePXqUu17Tpk2l5aysrGpWR0RERERE9c2+ffuwZcsW3L9/v1TAjaWlJaZNm4ZJkybBzMxMx5WSvlMdUEFVM3XqVPz8889ISUmBIAi4e/cuXn/9dfTu3RvDhw9H9+7d0aZNG7XnJCQkICYmBseOHVOboAsAWrRogalTp2p7N3TGzc0NZmZmyMvLQ35+Po4ePSoNYqms7777Tlpu0qQJ2rdvXzNFEhHpwP379wGUHEM6OztXu72GDRtKy6rB8ERUuzk5OaFNmzaIj4/H2bNncf/+fTRr1kzXZWlcSkoKrl+/Lg1aXrhwYYVDblS5uLhg4cKFWLJkCQDg5s2bSE5OlsIWiYiIiGra999/D7lcjoiICLWQ0YoE29ja2sLT01MKZOG1rRJNmjTBkCFDMGTIEAAl/bQiIiKk11kZnq30bPBNfn4+5HI55HI5AMDIyAjOzs7S6+zu7q52zkxE/2DQDREREemtkSNHSkE3t2/fxs6dO/H222/X6Da+++473Lx5U22bRC/i5uYGCwsL5OTkAACWL1+O7du3VzoZVxRFfPbZZ9LJc8OGDeHu7l7j9RIRERERERER6Ttzc3Np+cmTJ2Wuk5mZievXr0s/e3p6Vqht1c4SRERERFS77d+/Hz179uTkE6Rxy5cvl4JtlP9v2LAhpkyZgilTpnACHqoVrl69qusS6gVTU1Ns3boVEydORGZmJgRBQHFxMc6cOYMzZ84AKBlcYWZmBkEQkJubqzawRfVzwsrKCt9++61ezShsYmKC3r17Izg4GKIo4r///S/69OkDGxubSrVz7tw5/PTTT1LfneHDh2uiXCIirVENWJfJZNVuTzXcRp++Z4jqgw4dOiA+Ph7FxcWIiYnBwIEDdV2SxsXExAAoOVa2sbHB6NGjq9yWv78//vvf/+Lx48dS2wy6ISIiIk1ZuXKldK1Pqbxgm5YtW8Lb21sKt2ndurVOaq5rZDIZ+vXrh379+gEoCbKJioqSwm/+/vtv5OXlSeurjvUTRRGFhYWIjo5GdHQ0tm3bBkNDQ1y+fFnbu0FUJzDohoiIiPTWmDFj8NVXX+HJkycQRRFffPEFmjZtCj8/vxppPygoCOvXr5dOIK2trTFmzJgaaZvqNyMjIwwZMgS//PILBEHAuXPn8OGHH2L16tUV7pCYl5eHpUuX4syZM9JJ89ChQ2FoaKjJ0omIiIiIiIiI9FKTJk0AlHRYuHbtWpnrqM6gbmho+NyZITMzM6Vl1RAdIiIiIqrdPvnkEwiCgBYtWsDHxwc9e/ZEz5490bRpU12XRvWUatiNk5MTbty4Ic0kr4ltBQQEaKRtInq+Dh06YPfu3Zg7dy5u375datZgURSlyZRUKQe5iKIIBwcHfPHFF3B0dNRq7bXBzJkzERISAlEU8fDhQ7zxxhvYvHkzHBwcKvT8o0eP4pNPPpEGCpmammLatGkarpqISLOsrKykZdXQm6pKTU2Vlq2travdHhFpT4MGDaTllJQUHVaiPY8ePQJQcrzs7OwMAwODKrdlaGiIbt26SSGUyraJiIiINKmsYBsHBwd4eXnB09MT3t7eaN68uS5LrDcaNGgAHx8f+Pj4ACiZsOzy5cuQy+UIDw9HVFSUWj+vZ4OIioqKtF4zUV3BoBsiIiLSW2ZmZvjoo4+wdOlSabajRYsW4fLly/joo4/ULtxXRn5+Pr744gvs3btXOjERBAFz586FmZlZTe4C1WMffPABfv31V+Tn50MURfz++++IjIzEW2+9heHDh8PW1rbM56WlpeH48eP47rvvkJaWJp0gm5mZYdasWVreCyIiIiIiIiIi/dClSxdp+dGjR7hw4QJ69Oihts7BgwcBlFwr7Nat23OvFd67d09aVoboEBEREVHdkZycjIMHD0rHgO3atZOCb7y9vWFpaanjCqm+UA25uHjxoka3ozorKRFpX+fOnXHo0CFs374d+/btw/3799Uefzb8RrnctGlTvP7663j77bdhamqq1Zpri44dO+LNN9/Erl27IAgCbt++jZEjR2LkyJEYNGhQqe9lURSRmJiIsLAwBAYGIiYmRq0P2OzZsxliR0R1nup15/LC2ysqLy8PV69elX5u2bJltdojqoqwsDBp4ClVTlpamrRcUFCgw0q0RzUkUiaTVbs91TZyc3Or3R4RERHR8yiv1zs6OsLLy0v6r3HjxrouTS8YGRnB1dUVrq6ueOedd6RJ0eRyOeRyOUJDQ6XjatVrtURUGoNuiIiISK+99tprOHPmDIKDg6Wwm++//x7BwcEYO3YsxowZAzs7uwq1lZKSggMHDuCXX35BWlqaWkevgQMHYuzYsZrcFapnmjVrhtWrV+Ojjz6Sfvfw4UOsX78e69evR9OmTdGmTRtYWFhAEARkZWUhISFB6sikfP+JoggDAwOsWrUKzZo109XuEBERERERERHVaw4ODmjdujUSExMhiiKWLVuGXbt2SdcW9+7di3PnzknrDxgwoNy2cnJycPfuXennNm3aaKxuIiIiIqp5zwYMAMCtW7dw+/Zt7N27FwYGBujSpQt69uwJHx8feHh4VHkSFiKGzxDpFxMTE7z//vt49913cf78eURFReHy5ct4/PixNGuwpaUlGjVqBGdnZ7i5uaFHjx4wMmJ38fnz5yMpKUnqI6ZQKHDo0CEcOnQIgPpMy926dVObaVm1D86oUaMwdepUXewCEVGN6t69O4CSz7jU1FRcvnwZzs7OVWrr8OHDUCgUAEq+q5RtE2lDaGgotmzZgpiYGFy5ckXX5dQ5aWlpiI6Ols4t9WVwtLW1tbT8bIBkVTx48EBatrKyqnZ7RFTC19dX7WdBEBASEvLcdWpCWdshIqotpk6dCk9PT3h6evK4o5ZQhtyEh4cjMjJSb8IjiWoC71wQERGR3lu/fj0eP34MuVwudUpIS0vD5s2bsXnzZtjZ2cHZ2RkODg6QyWSQyWRSsEhmZibu3LmD2NhYJCUlAYDaDD6iKMLLywvr1q3T5S5SHTV06FDk5+fjP//5D/Lz89U61dy/f1/txgig3mlWua6pqSmWLVuGYcOGabV2IiIiIiIiIiJ98/rrr2PdunUQBAHx8fEYNGgQunTpgvT0dCQnJ0vXaxo0aIDRo0eX205YWJh0ncfY2BiOjo7a2gUiIiIiqqaDBw/i/PnzCAsLQ0RERKlZvEVRRFFREWJjYxEbG4sdO3ZIMz/26NEDPj4+6N69OwMJqEI4EyiR/jI0NMTLL7+Ml19+Wdel1BmCICAgIAAbN27Etm3bpM9Q1X5eygHeyrAG5e+V67377ruYPXu2dgsnItKQpk2bokuXLlIwyJdffokdO3ZUup3Hjx/j66+/lj4ve/ToARMTkxqtlagsISEh2LJlC+Li4tQmJqWKKygowKJFi6RjH0EQ4OLiouOqtMPW1hZAyTFeTEwMsrOzYWFhUaW2srOzER0dXaptIqq+pKQktfETZX3WP7tOTeB3ChHVZgsWLNB1CXqtqKgIly9fVgu2ycrKKnNd3sMhejFB5F8KEREREQoKCrB27Vrs3btXrYOC0osuVpUVMAIA48ePx6JFi3jjjqrl1q1b+Oyzz3D+/Hnpd+W9J1Xfiz169MCyZcvQvn17jddIRERERERERKTvFAoFxo4diytXrkjXCMvqeDdnzhxMnz693HY+/vhjHD16FIIgoHv37ti3b59W6iciIiKimqVQKBATE4OwsDBcuHAB0dHRKCwslB4vb5BGgwYN4OnpiZ49e8LHxwddu3bVeu1U+ykn4tG2li1b6mS7VD+JooisrCxkZGQAAKysrKTJp4g0KSYmBlu3bsUff/yB4uLiF67v4+ODmTNnwsPDQwvVERFpz6FDh7Bw4ULpu/fNN9/EwoULpceTkpLg6+sLoOScRRmKo/TkyRP8+9//RlRUlLTOd999hx49emhpD0gfHTt2DN988w1u3LgBQD207tn3KJUtLS0NZ8+exfbt2xEfHy/9vkOHDjhy5IgOK9Oe7Oxs9OzZE0VFRQBKf/5Vxrp167Bz504AgJGREc6fP1/l0BwiUte5c+dS11Cf/ax/dp2awO8UIiJSevr0KaKjo6Vgm5iYGOTn50uPl/f9Y2dnB09PT3h4eMDT05Pj+ojKwaAbIiIiIhUhISFYu3YtEhMTAah3KCzvsKmsdezt7bFw4UIMGDBAg9WSvrl58yaOHDmCyMhIxMbGlpoB0tzcHE5OTnB3d8eIESM42zcRERERERERkZalp6dj5syZiIyMLPPxiRMn4pNPPnnu81955RUUFBQAAGbMmIGZM2dqpFYiIiIi0q78/HxEREQgLCwMYWFhuHLlitrg+vKCb6ysrNQmxCAiqstiY2MRFBSEqKgoXLlyBQqFQu1xIyMjdOnSBa6urhg1ahScnZ11VCnpg7S0NFy8eBGRkZFITU1FRkYGFAoFrKys0KRJE3Tv3h0vvfQSWrduretSiYg0QhRFvPrqq7hy5YoU3O7p6YkPPvgAXl5e5Qbd5OTk4OjRo9i8eTMePHggtderVy9s27ZNJ/tCtd+NGzdw8eJF6TvX1NQULVu2hJeXF5ycnF74/CNHjmDLli24c+dOqXNnURTRuHFj/PXXXxrdh9pE+bdZGUVFRcjKypL6HqtO2GBgYIBvv/0WvXv3rulSa623334bf/75JwDAwMAACxcuxOTJkyvVxo8//ojPPvtMek++/PLL2L59e43XSqSvJk2aVOp3e/bseeE6NeHZ7RARkX7Izs5GREQEwsPDER4ejsuXL6tdwy5rbKmBgQEcHR2lUBsPDw/Y2tpqs2yiOotBN0RERETPEEURwcHB+P777xEVFVWqU015jIyM4ObmhokTJ2LQoEEwMDDQcKWk7woKCpCZmQkAsLS0hImJiY4rIiIiIiIiIiIiAAgNDcUff/yBlJQUAICDgwOGDRsGFxeX5z7vxx9/VBsIsGXLFnTq1EmjtRIRERGRbmRmZuLixYsICwvD+fPncevWLQAoNQMxZxAmovrg+vXrWL58OaKiogCUP9kUoB725erqiuXLl/PcmIiISEOSk5Mxbtw4PHz4UO331tbWaN26NWJiYgCUfD/7+/sjPj4ely9fRmFhoVpIRsuWLXHgwAFYW1vrYC+oNjt79iw2bNiAa9eulbtOly5dsGzZMri6upZ67Pz581i1ahVu3rxZZsBNixYtMHXqVPzrX/9CgwYNNLIPtVHnzp1LXT+oLOXzBUHA4sWLNRYWUVtdunQJ//rXvwD8E/rTp08fzJo164WBm3Fxcdi8eTNOnTolPd/AwAA//fQTunXrpvHaiYiIiKhmpKenIyIiAnK5HOHh4bh27ZraJBVlHW+bmpqiW7du8PDwgLu7Ozw8PGBhYaHNsonqDQbdEBERET1Hfn4+oqOjERMTg/v37+PJkydqwSJWVlZo1qwZunfvDldXV5iZmem4YiIiIiIiIiIiIiIiIiIiqmvi4+OxadMmHDt2TPqdcqAVg26IqC7bv38/Vq5ciYKCAulzTenZLsxlPWZiYoIlS5Zg3Lhx2imYiIhIz9y8eRMzZsxAfHy8WnBGWSGcAEo93q5dO2zZsgVt2rTRfvFUq23fvh1ffPEFRFEs9V569jjQ2NgYX375JQYMGACgZCLI1atX46effgIAtWAlAGjbti3eeecd+Pn5wcjISEt7VHvURNANUBIsOX/+fLi7u9dQZXXLunXrsHPnTrXQHwBo1aoVXFxc0LZtW2nQcnZ2NuLj4/H3338jISEBANSeM2XKFCxYsEA3O0JEREREFZKamgq5XC4F29y5c0ft8bKOr62srODm5gYPDw94eHigW7duMDY21lbJRPUag26IiIiIiIiIiIiIiIiIiIiIiIiItEihUCA6OhphYWE4f/48YmJiUFRUpLYOg26IqK47cuQI5s+frzYAVLlsb28PBwcHyGQyiKKI7Oxs3L17F4mJiaXWNzAwwOeff45Ro0bpcneIiIjqrdzcXKxfvx4HDhxAQUEBAPUAumeJoggjIyOMHj0aCxYs4Oz1VMrp06fx3nvvASgdkqRK9TEzMzMcP34cjRo1wttvv43w8PBSATddu3bF9OnTMXjw4Oe+R+u7SZMmVfo5RkZGsLCwQKNGjdC5c2f06NED7du310B1dcuSJUtw4MCBMsO8yvLs46IoYvTo0VizZo0WqiUiIiKi6lAGRgJln58AQIsWLaRQG09PTzg6OmqzRCK9wqAbIiIiIiIiIiIiIiIiIiIiIiIiIg2Li4tDWFgYwsLCEBERgfz8fOmxZ7vxCYKATp06wcfHhzOCE1GdlJaWhsGDB+Pp06cASj7nmjVrhrfffhsjRoyAjY1Nmc9LT0/H0aNHsXPnTqSmpkoDmxs0aIDffvsNzZs31+ZuaJyPj4/WtykIAs6dO6f17RIRUe336NEjHDhwAOfPn0dUVBTy8vLUHjc0NISzszN8fHzw2muvwd7eXkeVUm1WXFyMAQMGIDk5WS2kplu3bujWrRtkMhlycnJw9epVREZGQhRFKdBm7NixAICff/5ZbQCqq6srZsyYgd69e+tsv6j+CgwMxJo1a5CZmQng+UFfwD/XcGQyGRYuXIhXX31V4zUS6athw4Zh9OjRGDVqFGxtbXVdDhER1XHKoBvV8MIOHTpIoTaenp717vozUW3GoBsiIiIiIiIiIiIiIiIiIiIiIiKiGnbnzh2EhYXh/PnzuHDhgjRgCih7psg2bdqgR48e8PHxQc+ePdGoUSNtlktEVKMWLVqEwMBAaZDo4MGDsWrVKjRs2LBCz8/Ly8OSJUtw7NgxqY3Ro0dj9erVGqtZF54dXKENgiDgypUrWtseERHVXRkZGcjIyEBhYSGsra1hbW0NQ0NDXZdFtVxoaCjeffdd6RjO3t4eX3zxBbp161Zq3du3b+Pjjz9GXFwcBEGAmZkZCgoKoFAoAAB2dnZYsmQJfH19tboPpH9yc3MRGBiII0eOIC4uDgUFBWWuZ2xsDCcnJ4wcORL+/v4VPr8hoqpRnjMbGBigZ8+eGD16NAYOHAhTU1Ndl0ZERHWQ6rVYQRDg7e2N/v37w8vLC126dHlh4CER1SwG3RARERERERERERERERERERERERFVU1pamhRsExYWhvv370uPldVNr1mzZlKwjY+PD1q0aKHNcomINKawsBA9evRAXl4eAKB3797YunVrpdsRRRHvvvsuzpw5AwBo2LAhLly4ACMjoxqtV5eUgys0RTlo49mf9TnoJisrC9HR0bh69SrS09ORk5ODwsLCSrUhCEK9C10iIv3w8OFDnD9/Hnfu3MHjx48hCAKsra3Rtm1b9OzZE02bNtV1iVQPrFy5Et9//z0AwNzcHIcPH0arVq3KXf/Jkyfw8/OTzqGVxyuenp746quvYGVlpZW6iZQKCgpw48YNpKenIysrCwAgk8lgY2MDR0dHmJiY6LhCIv3xbCABUPLdMmTIEPj7+8PLy0vHFRIRUV3yvGux5ubmcHNzg6enJzw9PeHi4sLjPiINY9ANEREREREREREREREREZGGpKen4/bt28jIyEB2dnalZ2j39/fXTGFEREREVONUO8iWddxnaWkJb29v+Pj4oGfPnmjfvr22SyQi0oqLFy9i8uTJAAADAwMEBwfD3t6+Sm0lJiZi0KBB0qC23bt3w9vbuybL1an+/ftrfBvJyclq30/6GnSTkJCAgIAAhISEVDrYRpU+v4ZEVHfdunVL+gx8nldeeQWzZ89Gx44dtVQZ1Uevv/46oqOjIQgCJk6ciKVLl77wOTt37sS6deukMAMrKyucPHkSFhYWWqiYiIhqq86dOwNAqWuuyp/t7OwwevRo+Pn5PTdUjYiICABWr16N8PBwXLt2DUVFRaUeVw3BMTY2hrOzsxR84+7uzvMTohrGoBsiIiIiIiIiIiIiIiIiohqUmpqKvXv34tixY0hOTq5WWxw0RURERFR3PDvDsKmpKTw8PNCzZ0/4+PjAycmp3JkiiYjqk4MHD2Lx4sUQBAFOTk745ZdfqtXe2LFjcenSJQiCgJUrV+LVV1+toUrrt9OnT2Pjxo24cuWK3gfd/Pbbb1i0aBHy8/NLDYysLH19DYmo7jp9+jTmzp2LvLw8tUDO8kI6zczMsH79egwYMECrdVL90adPH9y/fx+CIOCbb75B3759X/icmzdvYsSIEdL78t1338Xs2bM1XCkREdV2crkcgYGBCA4ORnZ2NoDyQ2/c3NwwevRoDB06lEEERET0XDk5OYiMjER4eDjkcjkuX76MgoKCUuupXj80MDBAx44d4eHhIYXfNGnSRJtlE9U7RrougIiIiIiIiIiIiIiIiIiovvjpp5+wZs0aPH36tNQAgYpSHRxNRERERHVXt27dGHJDRHrp0aNH0nJNzKhub2+PS5cuAQDS09Or3V59FxYWho0bNyImJgaA+iBAQ0ND+Pn56bI8rYuOjsbHH38MhUIB4J/rLpwrloj0wbVr1/DBBx9IA/ZUvxPKC73Jy8vDnDlz8PPPP6NLly7aL5rqvKysLGm5ZcuWFXrOs+u5u7vXaE36IjMzE9HR0YiNjUV6ejoyMzMBAJaWlrCxsYGTkxO6d+8OKysrHVdKRFQxXl5e8PLywqefforff/8dhw8fxrlz51BUVFQq8CYqKgpRUVFYtWoVfH194efnh969e/OaLBERldKwYUP07t0bvXv3BgAUFBQgJiYGcrkcERERiIqKQm5urtp5c1FREa5evYqrV69i7969AIDWrVvDw8MDXl5e8PT0rJFr4UT6hEE3REREREREREREREREREQ1YNeuXVi3bl2ZITWqPz87kOrZxzjQioiIiKjuUj0WDA8PR3h4OICSQWXe3t7w8fGBj48PHBwcdFkmEZFGGRsbS8tPnz6tdnuqs+mqtk3qoqKi8OWXX0IulwP45ztJ+f/hw4dj1qxZaNu2rW4L1bI1a9ZAoVBIr4VMJsP48ePRp08ftGvXDjKZDEZG7FJPRPXT0qVLUVBQoDYQ3NbWFl5eXmjevDkAIC0tDXK5HKmpqdJ6hYWFWLJkCQ4ePKiz2qnuysvLk5bNzc0r9BwzMzMA/xy/VDQgh0qEhYVh9+7dOHPmzAvvMQmCgD59+mDy5Ml46aWXtFRh3VdQUICMjAxYWFhI71ci0h5TU1OMGDECI0aMwMOHDxEUFITDhw/j2rVrANRD+/Lz83Hs2DEcO3YMTZo0wahRo+Dv7w9HR0dd7gIREdViJiYmUrgaUBJqExsbi4iICCn8JiMjo9SxdkJCAhISEhAYGAgAaNKkCTw9PeHp6QkPDw907txZ6/tCVJcIIntJEhERERERERERERERERFVS1xcHMaOHYvi4mIAJZ3oBg0ahP79+8PQ0BDz5s0DUNLJbvfu3cjJycHDhw8RHR2NkJAQZGRkQBAENGrUCPPnz4ednR0AwNvbW2f7RERERESV8/PPP+P8+fO4cOECHj16VOpx1YDDZs2aSaE3PXv2hK2trTZLJSLSqCNHjmDevHkQBAH29vb4/fffq9XeoEGDkJCQAEEQsHbtWowaNaqGKq0f4uLiEBAQgLNnzwJQD7gBAF9fX3z44Yfo2LGjLsvUicTERAwcOFD6Du7UqRN27NiBxo0b67gyIiLNi46Oxuuvvy59J5iZmWHp0qUYPXo0DAwM1NYtLi7G4cOH8dlnnyEvL0/6LtmzZw88PT11tAdUVykHcwqCgJMnT0r3OzT1PH2WlZWF5cuX49ixYwD+mWjh2ckYlJ59fNiwYfj0009haWmphWrrnri4OOzZswdhYWFIS0uTfm9ubg5vb28MHz4cI0aM0GGFRHT9+nUEBgbi6NGjePDgAQD10BvVn7t06YLRo0dj+PDhsLGx0U3BRERUZ924cQNyuVya5OL+/ftlrqd6LC6TyeDu7o5vvvlGW2US1SkMuiEiIiIiIiIiIiIiIiIiqqYPPvgAwcHBAAAjIyN88cUXGDRoEAAgKSkJvr6+AEo6NFy5ckXtufn5+di+fTu++eYbFBUVoVGjRtixYwe6dOmi3Z0gIiIiohpz/fp1hIWFISwsDOHh4cjOzlZ7/NlBZw4ODlLwTY8ePSCTybRZLhFRjbp69Sr8/f0BlHzefffdd+jRo0eV2pLL5Zg0aZLUVmBgIGfC/f9u3ryJTZs2SUFCzwbc9OrVC7Nnz4azs7Muy9Spw4cPY8GCBQAAAwMDHD16FO3atdNxVURE2vHf//4X27dvBwAYGhpi+/bt8PHxee5zLly4gLfeeksKdJ8yZYr0OUpUUQy60Y7MzEy88cYbuHHjhnQcCPwT7FAe1fUEQUCHDh2wd+/eehd2U1BQgBMnTkg/N2nS5IWfgUoKhQJr1qzBDz/8AKDs11T5Ojo5OSEgIAD29vY1UDURVVVxcTH++usvHDp0CCdPnkR+fj6AskNvDA0N0adPH4wePRr9+vWDsbGxzuomIqK6KzExUS34JiEhocz1yuonRkQlGHRDRERERERERERERERERFQN+fn58PT0RFFREQDgnXfewdy5c6XHXxR0o/THH39g1qxZUCgUaNq0KYKCgtCoUSPN7wARERERaVRxcTEuXbqE8+fPIywsDFFRUXj69KnaOqrBNwYGBujatasUfFPRgVhERLVJv379kJaWBlEU0aZNG+zbt6/S57hPnjzB+PHjcefOHQCAra0tQkNDNVFunZKQkIBNmzbh+PHjKC4uLhVw4+XlhdmzZ8PDw0PHlerezp07sW7dOgiCAGdnZ+zfv1/XJRERac2kSZMgl8shCAKGDRuGDRs2VOh5H330EX799VcIggB3d3fs3btXw5VSfcOgG+1Q/RsHSkIcbGxsMGTIEHTv3h0ODg6QyWQQRRHZ2dm4e/cuYmJi8Ntvv+HRo0eljh/37Nmjy92pcaGhoXj33Xel12fhwoV48803K/TcOXPm4LffflMLxiiL8nE7Ozt8//33fM8S1RI5OTk4fvw4Dh/+f+39e5xWZb0//r/WMHI+KKgohufDJHhGFLM8oNuzYunn41nambVTy/xmWu362K62OytD09p5Kg/b2B9yC2qRp0QtUVERU+gjeEgFUjmfGWDu3x/85m5GQAeYmXuA5/Px8MG17nut63ovHjiz7nWv63WNynPPPbfaMLD67e7du+fEE0/MKaeckr333rtiNQOw4XvnnXdy22235Z577kltbW2Sf4RLCrqB1auudAEAAAAAAAAAG7IXX3wxy5cvT5JUV1c3+UHZDzriiCNywQUX5D//8z8zY8aM3HjjjfnXf/3X5iwVAIAKqKqqyj777JN99tknX/jCF1JbW5sXXnghY8eOzdNPP51XXnmlfD2ZJCtWrMjLL7+cl19+ObfccksmTpxYweoB1s0ZZ5yRYcOGpSiK/O1vf8uZZ56Za665pskTx1555ZVcccUVefPNN5OsnIR25plntmDFbd/06dNz4403ZuTIkVmxYsUqk/X23nvvXHrppTnkkEMqXGnbUVVVVW5vv/32FawEoPW9/fbb5fYxxxzT5OOOOeaY/O53v0upVGrUB6yLNQWEtNRxm4oHHnigHHJTKpXSqVOnfPnLX865556b6urVTxXce++9c/LJJ+eb3/xm7rzzzlx//fVZvHhxSqVSnnvuudx33305+eSTW/lMWs6YMWOSrLxO7tatW04//fQmHXf33Xdn9OjRKYpilWCMD6r/+582bVq+/e1v59Zbb22W2oH106VLl5x22mk57bTTMm3atIwaNSr33XdfOUS34f/bc+fOzd1335277747O+20U0499dScfPLJ6d27dyVPAYANwOLFizN+/PiMGzcuzz33XF566aVVAm6AD1eU1vRpCwAAAAAAAICP9Nvf/jb/+q//mqIosvvuu2fUqFGN3p86dWoGDx6cZOWDc3/5y1/W+KDxggULcvDBB2fFihXp0aNH/vSnP61xXwAANg4LFizIuHHj8sADD+T3v/99+XUrPQIbsqVLl+a4447L9OnTk6z8mVZVVZVPfvKTOeGEE7LPPvtkhx12aHTMW2+9lQkTJuT3v/99nnjiidTV1ZWP7dOnT0aPHp0OHTq0+rlU2owZM/KLX/wiI0aMyLJly1YJuKmpqcmXv/zlHHnkkRWutO158MEH85WvfCVFUeSoo47Kz372s0qXBNBq9t9//yxatChFUWTUqFHZfffdm3Tc5MmTc9JJJyVJOnXqlPHjx7dkmWyEampqytcqvXv3Trt27Zp03NSpU5Os/B5lbY6rP+aRRx5Z+2I3UCeffHJeffXVJEm3bt1y6623NjlQst5LL72Uz33uc1mwYEFKpVJ222233H///S1RbkWcdNJJmTx5coqiyJAhQ3L11Vd/5DELFizIUUcdlblz5yb5R8DN8ccfn3POOSc1NTWpqqrKG2+8kd/+9rcZPnx46urqytfn//mf/5nDDjusRc8LWHcvvfRS7r333owePTpz5sxJ8o/AqnpFUaRdu3Z5+eWXK1QlAG3VvHnz8vzzz5eDbSZOnJgVK1YkySq/S+r5ng8+nCciAQAAAAAAANZD/QOvSVaZpJdklaCa2traNYbXdO3aNfvss0+ef/75zJ07Ny+88EIGDhzYvAUDANAm1AfcPP300xk7dmwmT55c6ZIAmk2HDh1y00035eyzz868efNSFEXq6uryxBNP5Iknnkiy8qH/Tp06pSiKLFq0qNGEgPpJAKVSKT169Mgvf/nLTS7kZs6cObnpppvym9/8JkuWLCn/ndT/vey888655JJLctxxx1W61DZrzz33LE8u+dvf/lbhagBa16JFi8rtrl27Nvm4zp07l9tLlixp1prYtJRKpfz9739vleMaTibd2E2fPj2vvvpq+ZyvvPLKtQ65SZK99947V155Zb71rW8lSaZMmZJp06alT58+zVpvJSxatCivvfZa+e/o2GOPbdJxv/vd7zJnzpzy9XZRFLnoooty8cUXN9rv4x//eL797W9n4MCB+epXv1p+/Z577hF0A23Y3nvvnb333jvf/OY3M2bMmIwcOTJPPPFEli9fXt6nVCqVQwsA2LTNnDmzHGozbty4TJ48uXz/+oPBNg1Dyevf69y5c/bbb78ceOCBrV88bCAE3QAAQBvUcIXv//qv/0rv3r3XqZ933303Z511VrmvTWnFCgAAAIDW0vBht44dO67yfpcuXRptz5w5s9FkgQ9qeC9o2rRpzVAhAABtQW1tbcaPH5+xY8fm6aefzssvv9zoWrJ+ElV9G2BDt+uuu+b222/PZZddltdff32Vn3GlUikLFy5c5biGYS477bRTrr322uy2226tWnslLViwILfddltuv/32cgBQw7+Tvn375qKLLsrJJ5+cqqqqSpfbpvXt2zcDBw7MM888k8mTJ+ftt99O3759K10WAGwSWit8ZlP7/DxhwoQkK8+7Z8+eOfXUU9e5ryFDhuTHP/5xZs+eXe57Ywi6ef3111NXV5ckadeuXZMXlLjvvvsabe+xxx6rhNw0dMwxx+Qzn/lMRowYkSR54oknUldX5xod2rjNNtssRx99dAYNGpThw4fnuuuuaxR2A8Cmadq0aY2CbRqGZjcl2KZ79+7Zf//9c+CBB+bAAw9Mv3790q5du9Y9CdjACLoBAIA2aOrUqUlWfgBen1Tw5cuXN+oLAAAAgObXMMim4Sq5Dd9v165d+T7PtGnTPnRSVcP7QTNmzGjGSgEAaE2lUil/+ctf8vTTT+fpp5/OCy+8kKVLlzZ6P0k5uKD+tfbt22fffffNoEGDMmjQoIrUDtBcampqMnLkyNxyyy0ZPnx43nvvvUbvry7gq1QqZauttsoZZ5yRCy64IB06dGjVmitl8eLFueOOO3Lbbbdl3rx5qwTcbLPNNvniF7+Y0047LdXVHgFvqssuuyxnn312VqxYkR/96Ee5/vrrK10SAGz0NrXwmdY0c+bMJCuvo/v3779eoSrt2rXLXnvtlSeeeKJR3xu6d955J8nKv6Odd945nTp1+shjFi9enAkTJpSvvYuiyNChQz/yuKFDh5aDbpYuXZopU6Zk9913X6/6gZZTV1eXJ598MqNGjcof//jHRvdqAdi0vPHGG+VQm+eeey7Tp08vv9eUYJuePXtmwIABGTBgQAYOHJg99tjDvD1YS77lAAAAAAAAAFgP2223Xbm9uoeAi6LIjjvumNdeey3JyhUxDzrooDX2N3ny5HLbxDUAgA3La6+9lrFjx2bs2LEZN25c5s+fX35vdcE2SVJVVZV+/fpl0KBBOfjgg7P//vtvMqEOwKahffv2+dKXvpQvfOELefrppzN+/Pi8/PLLmT17dubNm5dk5Yq3W2yxRfr375/99tsvBx100Cbzmbi2tjZ33313br755syaNWuV3xe9evXKhRdemDPPPDPt27evcLUbnn322SdXXHFFfvCDH+Thhx/O97///XzjG9+wojIAtJBHH3200iVs1BYuXFhud+vWbb37a9jH6hZz2BA1XESiT58+TTpm/PjxWb58eXlyclVVVY466qiPPG6XXXbJtttuW54YLegG2qZJkyZl5MiR+d3vflf+Pr/hZ+/67aqqqhx88MEVqxOAlnXXXXdl3Lhxef755xs939WUYJvevXtnwIABOfDAA3PggQdml112ad3iYSO0aXwDBAAAAAAAANBC6h9eKJVKjUJqGvr4xz9eDrq5//77c+GFF652v+effz6vv/56ebt3797NXC0AAC3l0EMPXe2DsR9cwbFUKmW33XYrB9sMHDgwXbt2bdVaASqhXbt2+cQnPpFPfOITlS6lzRg+fHh+8Ytf5L333lsl4KZ79+753Oc+l3PPPTedOnWqcKUbtnPPPTebb755/vVf/zX/9V//lWeffTaf/exnc+ihh2arrbaqdHkALc6q8rSmhosD0Pw233zzcvu9995b7/7ef//9crtHjx7r3V9b0DCwp3v37k065sUXX2y0XVNT0+R7Nbvssks56GbOnDlNOgZoee+++27uv//+jBo1KlOmTEnS+H5t/WfvUqmUnXbaKUOGDMkpp5ySbbbZppJlA9CCvv/976+yGMWagm222267DBw4sBxus/3221ekZtiYCboBAICNWG1tbbltVS8AAACAltG3b99svfXWee+997Jw4cK8+uqrq6zWeMwxx+SBBx5IsnI1xx//+Mf52te+1mift956K1//+tfLD1UURZEBAwa02nkAALB+ZsyYsdoJpKVSKX379s3BBx9cDrfp2bNnBSoEoK256qqrGt0HKJVK6dKlS4YOHZqhQ4cKQvsIgwcPXqv9q6qqUiqV8uqrr+ab3/xmkqRr167p1q3bWoVAFEWRRx55ZK3GBqiE+p9tZ555Ztq1a9ekY1asWNFoe21+1vr5CC2vfoGEUqmUCRMmZMGCBet8zbhgwYJGAS8b4+ILDZ+j/jATJkxIkvJ1+V577dXkMRoGBC1YsGDtCgSa1eLFi/PQQw9l1KhReeaZZ1JXV7fGcJsePXrkuOOOy6mnnpp99tmnwpUD0JpWF2yz00475cADD8yAAQMycOBAwWfQCgTdAADARuytt94qtz38BAAAANByDjnkkIwcOTJJ8thjj60SdHPYYYdlu+22y7Rp01IqlXLrrbfm0UcfzSc+8Yl06dIlb775ZsaMGZPa2tryQ7SHHXaYVcUBADYw9Q/EbrXVVjnooIMyaNCgDBo0KH369KlwZQC0ZQ3Dbvr165fJkyfnW9/6VouNNWzYsBbpu7VNnTp1lVWYP8wHV2hOkvnz52f+/PlrNe7ahOIAVFqpVMrf//73dT526tSpTd7fz0doeQcccECqq6uzYsWKLFu2LDfccEOuvPLKderr5z//eTkIpl27dhvN4gvdunUrt2fMmNGkY1588cVG15X9+/dv8nh1dXVrVyDQ7J566qmMGjUqDz/8cBYvXpwkjQJu6rerq6tz6KGHZsiQITnyyCMtJAywCaq/B7vbbrvlwAMPLP/Xq1evSpcGmxxBNwAAsJEqlUoZMWJEkpU3aHfYYYcKVwQAAACw8TruuOMycuTIlEql/Pa3v80XvvCFRu+3b98+3/72t/Mv//Iv5Qdl33jjjbz55pvlfeofpkhWhhZ/4xvfaM1TAABgPR111FEZNGhQDj744Oyyyy6VLgeADUj9BLxSqZRnn322RcfZlEMImhqIA7Axaa2f+37GQuvo2rVrDj744PzpT39Kktxxxx3p06dPzjvvvLXq5ze/+U1+/etfl39GHHzwwRvNgppbbrllkpU/l1599dXU1dWlqqpqjfu/+uqrmTt3bqOfl/vtt1+Tx5s9e3a53aVLl3WoGFgXkydPzsiRI/PAAw/kvffeS9I43Kb+O/lSqZQ99tgjp556ak466SRBBgCbsM9+9rMZMGBABgwYkB49elS6HNjkCboBAIAKueGGG5q03+23395odYGPsmzZssyYMSPPPfdc3nrrrfLr+++//1rXCAAAAEDTfOITn8iXvvSl8qqN7777bnr37t1on8MPPzzf+9738t3vfjfLli1bZYJB/cN2m2++eW644YZsv/32rVY/AADrr6nf/wHAB23K4TPr48ADD6x0CQBtmvAZ2Dh95StfyZ///OckSV1dXa6++ur8+c9/ziWXXJL+/ft/6LETJ07MjTfemD/+8Y9JVv6cqKqqyle+8pUWr7u19OvXL8nKa+wFCxbkiSeeyOGHH77G/R966KFG27169VqrAOPp06c3OhZoOTNnzsz999+f++67L5MmTUqy5nCbXr165cQTT8ypp56ampqaSpYNQBtxxRVXVLoEoIGi5M4VAABURE1NzRofVGp4mb6uDzPVr8JVKpVSXV2dUaNGWTkSAAAAoA3429/+lptuuimPP/54ZsyYUX69b9++OeaYY/LP//zP6dmzZwUrBAAAAFpDJSbbFUVRnhAIwMZr6tSpFRl3u+22q8i4sKm55pprctttt5WfE65/1rhv377Ze++9s+OOO6Zr165JkgULFuRvf/tbXnrppfICmg2PGTp06EY36ffII4/M9OnTUyqVsvvuu+e3v/1t2rdvv8p+ixYtyjHHHJMZM2aU/05OO+20fO9732vSOLNmzcohhxySZOV19r333itQA5pZbW1tHnnkkYwcOTJPPfVUVqxYsdq5FqVSKZtttlmOOOKIDBkyJIcddljatWtXqbIBAPgI1ZUuAAAAaBkNv7z62te+JuQGAAAAoI3YYYcd8oMf/CBJsmTJksybNy/du3dPx44dK1wZAAAANM2gQYNafcyiKPLUU0+1+rgt6dFHH610CQBspATOwMbt61//eubOnZt77rmnUcjDW2+9lbfffnu1x9QHQxRFUX7G+NRTT93oQm6S5PTTT891112XoigyefLk/Mu//Et++MMfZssttyzvs2DBgnz961/P+++/32hR0iFDhjR5nOeee67cbteuXXbaaadmqR9Y6Vvf+lYefPDBLFy4MEnjn2P126VSKXvttVeGDBmSE088MT169KhYvQAANF1RahhfCAAAtJqWTuzfdtttM2DAgJx99tnZd999W3QsAAAAAAAAYM2mT5+et99+O3Pnzi1PzFibiVMAbU1NTU15cmxrKYoikyZNarXxAACgrbv33ntz9dVXZ968eUnSKLBldeqv37t165Yrr7wyn/nMZ1q8xkqYO3duTjjhhMycObP8WnV1dfbbb7/07t07c+fOzfPPP59FixYlSXlh0QMOOCB33XVXk8e5+OKL88gjj6QoivTv3z8jRoxo9nOBTVnDew8Nw22SpHfv3jn55JMzZMgQCwIDAGyABN0AAECFTJ06dbWvl0qlHHXUUeWbsXfddVe22WabJvVZFEXat2+fbt26pUOHDs1WKwAAAAAAALB2Xnvttdxxxx15/PHH8+67767y/urCGp599tn86U9/SrJy0tnnP//5Fq8TYF3UTzZrKQ0nsTXcFnQDAACNLVq0KPfee2/uv//+TJw4MbW1tavdb7PNNku/fv1y0kknZciQIenSpUsrV9q6HnvssVx88cWpq6tLsvrPGEnKIRodO3bM8OHDm7yQ6axZs/KpT30qK1asSJIMHTo0V1xxRTOfBWzaPhiy27Fjxxx11FE59dRTc8ghh7TofQkAAFpWdaULAACATdV22233oe/Xf6Gy7bbbpk+fPq1UFQAAAAAAALA+amtrc/XVV+e///u/UyqVsrq16NY0CWObbbbJLbfcUj7miCOOyK677tqi9QKsi9Z4jmHatGkmrbHevvGNb5TbV1xxRTbffPN16mf27Nm55pprkqz8Pf7v//7vzVEeAMB669y5c84+++ycffbZqa2tzeTJkzNr1qzMnz8/ycog3Z49e2a33XZL+/btK1xt6zniiCPyox/9KFdeeWVqa2tX+WxRv10qldK+ffv8x3/8R5NDbpLkV7/6VZYvX17u54gjjmi+4oFGBgwYkCFDhuTYY49N165dK10OAADNoCit7lt0AACgos4999xye9iwYenVq1cFqwEAAAAAAACaYsGCBTnvvPMyadKk8sIWDR/Rq98uiiKTJk1abR9f+MIX8vjjj6coinz+85/PZZdd1lrlA7QJY8aMyXXXXZdJkyY1mnz6YT87YU1qamrK/44effTRdQ5pmjp1agYPHlzuy79FAIANw9tvv51rr702jz32WJYsWdLovXbt2uWTn/xkLr300rUKuZk5c2aOOuqoLF68OEnSs2fP/PnPfxbUCc3sZz/7WYYMGZK+fftWuhQAAJpZdaULAAAAVnXnnXdWugQAAAAAGqhfsbu1ff3rX6/IuAAArJuLLrooEydOLE9s6tixY4477rgceOCBKYoiV1555Uf2ceyxx+bxxx9Pkjz55JOCboBNxtixY3PddddlwoQJSdIo5KZdu3Y55ZRTKlkeG7D6oKS21hcAAC2vb9+++elPf5qlS5fmlVdeyYwZM7J8+fL07Nkz/fv3T9euXdep31/+8pfldo8ePVwjQgu45JJLKl0CAAAtRNANAAAAAAAAwEe47bbbKvKAqqAbAIANx8iRI/PMM8+UrxsHDRqUH//4x+nVq1eSZOrUqU3q57DDDkuyciL9//t//y/z589Pt27dWqZogDZg/Pjx+elPf5px48Yl+UeQSP2fJ5xwQi655JLsuOOOlS0UAADYYHXo0CH7779/s/TVq1ev8v0eAAAA1p6gGwAAAAAAAIAmKpVK5XZLBt9YHRwAYMPTcCXvffbZJzfddFM222yzte6nZ8+e2XrrrfPee++lVCpl8uTJzTYRC6AtmThxYoYNG5Ynn3wySePPwqVSKYMHD85XvvKV7L777pUsE5IkK1asKLerqz2CDwBsOGprazN37tx07do1nTp1qnQ5AAAAIOgGAADaotdffz3XXnttkpUTpr773e+mZ8+ea9XHzJkzc9VVV5UnX11xxRXp27dvs9cKAAAAsCmpX1E+aRx6AwDApu2tt97KG2+8Ud6+6qqr1inkpt7OO++c9957L0nyt7/9TdANsFGZMmVKrr/++jz88MNJVg24OfTQQ3PppZemf//+lSwTGqn/vZwknTt3rmAlAAAfbeLEibnzzjszduzYvPvuu+XXO3funIEDB+aEE07IiSeeWMEKAQAA2JQJugEAgDbo7rvvziOPPJKiKHLIIYesdchNkvTq1SsLFy7MU089laIossMOO+Tyyy9vgWoBAAAANh2lUimbbbZZDjvssJx44onrdN8GAICNz1/+8pckK4MRd95559TU1KxXf927dy+3586du159AbQVb731Vq6//vqMHj06dXV1qwTcHHjggbn00ktzwAEHVLhSWNUf//jHJCt/1/fp06fC1QAAG7Pa2to8+OCD5e0tt9wygwYNatKxy5cvz9VXX5277747yaqLNixcuDBjxozJmDFj8utf/zrDhg3Lxz72seYrHgAAAJpA0A0AALRB9auWJclnPvOZde7ntNNOy1NPPZVSqZQ//OEPgm4AAAAA1lNRFFm+fHkeffTRjBkzJoceemhOOeWUDB48OO3bt690eQAAVMiMGTPK7Z133nm9++vQoUO5vWTJkvXuD6CSpk+fnhtvvDEjR47MihUrVgm42XvvvXPppZfmkEMOqXClbKjGjRvXpP1efPHFTJ06tcn9Llu2LO+//36eeeaZjBo1qvx6v3791rpGAICmGjt2bC6//PLyNfOVV17Z5KCbyy+/PH/4wx/KATf1fXxQqVTKyy+/nPPOOy933XWXID8AAABalaAbAABoY9588828++67SZJ27drliCOOWOe+jjjiiFRXV2f58uWZNm1a3n777fTt27e5SgUAAADYZFx22WW57777MmXKlPJry5cvz+OPP57HH3883bp1y7HHHptTTjnFyvMAAJugpUuXltvNEYA4f/78crtr167r3R9AJcyYMSO/+MUvMmLEiCxbtqwccFMURUqlUmpqavLlL385Rx55ZKVLZQN37rnnrnESd71SqZT/7//7/9Z5jPrJ4klywgknrHM/AAAfZcyYMUlWXn9069Ytp59+epOOu/vuuzN69OjyNXd9H6tTf00+bdq0fPvb386tt97aLLUDAABAUwi6AQCANubVV19NsvJLpF133TWdOnVa5746deqUXXfdNX/961/LfQu6AQAAAFh7F154YS688MK8/PLLGTlyZH7/+99n1qxZ5QeE582blxEjRmTEiBH52Mc+llNOOSWnnHKKezEAAJuInj17ltuzZs1a7/7efPPNcnvzzTdf7/4AWtOcOXNy00035Te/+U2WLFmySsDNzjvvnEsuuSTHHXdcpUtlI7OmidxNfX9NGv77PfbYYzNo0KB16gcAoCmee+65JCuvQY466qh07tz5I49ZsGBBrr/++lUCbo4//vicc845qampSVVVVd5444389re/zfDhw1NXV5dSqZSnnnoqjz/+eA477LCWOykAAABoQNANAAC0MdOnTy+3t9tuu/Xub7vttisH3TTsGwAAAIC1179///Tv3z9XXnllHn/88YwaNSpjxoxJbW1t+aHhd955JzfeeGNuvPHG7Lfffjn11FNz7LHHplu3bhWuHgCAlrLNNtskWTmR7JVXXlmvvt59991GQTe77LLLevUH0FoWLFiQ2267LbfffnsWLVq0SsBN3759c9FFF+Xkk09OVVVVpctlI7OuITZN7XubbbbJ2Wefnc997nMtNg4AwKJFi/Laa6+VA2uOPfbYJh33u9/9LnPmzClfexdFkYsuuigXX3xxo/0+/vGP59vf/nYGDhyYr371q+XX77nnHkE3AAAAtBpBNwAA0MYsXry43G7KKgwfpWEfCxcuXO/+AAAAAEiqq6szePDgDB48OPPmzcsDDzyQ++67Ly+++GKjiVXjx4/P+PHj8/3vfz+HH354hgwZkk996lNp165dBasHAKC57b///tlss82ybNmyzJ8/P4888kiOOuqoderr7rvvLrd79OiRj3/8481VJkCLWLx4ce64447cdtttmTdv3ioBN9tss02++MUv5rTTTkt1tUeXaX5XX331al8vlUr55je/mSQpiiKXX355tthiiyb1WRRF2rdvn65du2annXZK3759m61eAIA1ef3111NXV5ckadeuXQYOHNik4+67775G23vssccqITcNHXPMMfnMZz6TESNGJEmeeOKJ1NXVCaQEAACgVfi2CAAA2piuXbuW23Pnzl3v/ubNm1dud+jQYb37AwAAAKCx7t2756yzzspZZ52VN998M/fee2/uv//+TJs2rRx6s3Tp0jz00EN56KGHssUWW+TEE0/MKaeckn79+lW4egAAmkPnzp0zcODA/PnPf06pVMqPfvSjHHLIIWu9sMWkSZPyq1/9qrxy+7qG5QC0htra2tx99925+eabM2vWrPJn4PqAm169euXCCy/MmWeemfbt21e4WjZmp5566hrf++Y3v1n+vXrsscemT58+rVUWAMBae+edd5KsvKbeeeed06lTp488ZvHixZkwYUL5OrwoigwdOvQjjxs6dGg56Gbp0qWZMmVKdt999/WqHwAAAJpCzCoAALQxDVeOev3119e7v9dee221fQMAAADQ/Hbcccd89atfzR//+MfccccdOfXUU9OlS5ckK1cRL5VKmTVrVu68886cdtppOfHEE3PLLbdk4cKFFa4cAID19aUvfSnJyslob731Vj7/+c9nzpw5TT7+hRdeyAUXXJBly5alVCqlXbt2+fznP99C1QKsn+HDh+foo4/OD3/4w8ycObM8oTZZGQh72WWX5ZFHHsn5558v5IaKq78nAwDQ1s2YMaPcbmpA3/jx47N8+fLydlVVVZOCc3fZZZdsu+225e0pU6asRaUAAACw7qorXQAAANDYLrvskmTlQzZTp07N5MmTs9tuu61TX5MnTy6v7pAkO+20U7PUCAAAAMBHGzhwYAYOHJj/83/+Tx566KGMGjUqTz/9dFasWFGeXDVlypT85Cc/yf7775/999+/whUDALA+DjjggJx00km5//77UxRFnn/++RxzzDE599xz80//9E/p2LHjKscsW7YszzzzTO69996MHj06dXV1SVaG5Zx33nnZYYcdWvs0AJrkqquuSlEU5YCbUqmULl26ZOjQoRk6dGi6du1a6RIhSfLXv/610iUAADTZokWLyu3u3bs36ZgXX3yx0XZNTU2Tr8d32WWXTJ8+PUnWKqwXAAAA1oegGwAAaGNqamrSq1evzJo1K0nys5/9LNdff/069fWzn/2s3O7evXv22muvZqkRAAAAgKbr2LFjTj755Jx88sl57733ct999+Wmm27K/PnzrSYOALCR+cEPfpCpU6fmhRdeSFEUmTt3bm688cbceOONadeuXaN9Bw8enL///e/lcJuGYRGDBg3K5ZdfXolTAFgrDcNu+vXrl8mTJ+db3/pWi401bNiwFumbjdOYMWNy3XXXJVn57+eGG25Inz59KlwVAEDT1NbWNmm/CRMmJPnHfYW1eVa4R48e5faCBQvWrkAAAABYR4JuAACgDTruuONy1113JUkefvjh3Hbbbfnnf/7nterj17/+dR566KEURZEkOeaYY8ptAAAAAFrfO++8k1GjRuW+++7L/PnzK10OAAAtoH379rn55pvzne98J7/73e/K38+VSqUsX7680fd1U6dOLbcb7nfiiSfmBz/4ge/2gA1CfYBrqVTKs88+26Lj+LnI2nr11VczadKkJMmuu+4q5AYAaPO6detWbs+YMaNJx7z44ovlAMok6d+/f5PHqw/fBQAAgNYk6AYAANqgL3zhC/ntb3+bpUuXplQq5Uc/+lGmTJmSr33ta+nZs+eHHjtnzpz8+Mc/zj333FP+4qpDhw750pe+1ErVAwAAAFBvwYIFGT16dEaNGpXnn3++0Xv1Dxy3a9cunTt3rkR5AAC0gC5duuQnP/lJjjrqqNx8882ZOHFi+b2GQQ0NJ6GVSqXsuOOOueiii3LSSSdVpG6AdSF8hrasffv2SVb+O91hhx0qXA0AwEfbcsstk6y8T/Dqq6+mrq4uVVVVa9z/1Vdfzdy5cxtdl++3335NHm/27NnldpcuXdahYgAAAFh7gm4AAKAN2mqrrXL55Zfne9/7XvkB13vvvTcPPPBABg8enAEDBmTnnXdO9+7dUxRF5s2bl9deey3PP/98Hn300dTW1pYfki2KIl/72teyzTbbVPq0AAAAADYJdXV1efLJJzNy5Mg89thjWbp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      "text/plain": [
       "<Figure size 5760x2880 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols = [federal_asst_df.columns[0], federal_asst_df.columns[9]]\n",
    "ax = federal_asst_df.plot.bar(y=cols)\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] = (80,40)\n",
    "ax.tick_params(axis='both', which='major', labelsize=40)\n",
    "\n",
    "ax.legend(prop={'size': 65})\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}