diff --git a/Code/python/notebooks/03_visualize_hyperparameters.ipynb b/Code/python/notebooks/03_visualize_hyperparameters.ipynb
index 7980903..e7e4549 100644
--- a/Code/python/notebooks/03_visualize_hyperparameters.ipynb
+++ b/Code/python/notebooks/03_visualize_hyperparameters.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 9,
    "id": "516828d8",
    "metadata": {},
    "outputs": [],
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 10,
    "id": "6fe4652f",
    "metadata": {},
    "outputs": [
@@ -53,7 +53,7 @@
          "type": "float"
         }
        ],
-       "ref": "823f7ca1-4ced-4802-9a38-1288b13d322f",
+       "ref": "91916599-963e-40c6-b13c-aea990f558e6",
        "rows": [
         [
          "65",
@@ -598,7 +598,7 @@
        "[108 rows x 5 columns]"
       ]
      },
-     "execution_count": 4,
+     "execution_count": 10,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -615,7 +615,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "def visualize_hyperparameter_scan(df):\n",
+    "def visualize_hyperparameter_scan(df, aggfunc='min'):\n",
     "    from matplotlib.colors import Normalize, LogNorm\n",
     "\n",
     "    score_column = \"Final Loss\" # Validation Loss\n",
@@ -640,7 +640,7 @@
     "                axs[i, j].set_yticklabels(values.index.astype(str))\n",
     "                #axs[i, j].set_title(f'{hp1} vs {hp2}')\n",
     "            else:\n",
-    "                values = df.groupby(hp1)[score_column].min()\n",
+    "                values = df.groupby(hp1)[score_column].agg(aggfunc)\n",
     "                max_values = df.groupby(hp1)[score_column].max()\n",
     "                axs[i, j].bar(values.index.astype(str), values.values)\n",
     "                #axs[i, j].plot(max_values.index.astype(str), max_values.values, ls='--')\n",
@@ -741,7 +741,7 @@
          "type": "float"
         }
        ],
-       "ref": "5164288c-9a19-48ba-b26f-d77def1cc469",
+       "ref": "57dceecd-b79f-4916-99be-108cc64beb49",
        "rows": [
         [
          "0",
@@ -1277,9 +1277,970 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "id": "027d3c9e",
    "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+         "name": "Altitude Weight",
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+       "shape": {
+        "columns": 4,
+        "rows": 60
+       }
+      },
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Warm-up Steps</th>\n",
+       "      <th>Prediction Steps</th>\n",
+       "      <th>Altitude Weight</th>\n",
+       "      <th>Final Loss</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>900</td>\n",
+       "      <td>150</td>\n",
+       "      <td>0.00100</td>\n",
+       "      <td>3.962540</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>600</td>\n",
+       "      <td>150</td>\n",
+       "      <td>0.00100</td>\n",
+       "      <td>5.995160</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>47</th>\n",
+       "      <td>1800</td>\n",
+       "      <td>150</td>\n",
+       "      <td>0.00100</td>\n",
+       "      <td>6.017519</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>48</th>\n",
+       "      <td>1800</td>\n",
+       "      <td>300</td>\n",
+       "      <td>0.00001</td>\n",
+       "      <td>7.042925</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>300</td>\n",
+       "      <td>150</td>\n",
+       "      <td>0.00100</td>\n",
+       "      <td>7.279863</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>900</td>\n",
+       "      <td>150</td>\n",
+       "      <td>0.00001</td>\n",
+       "      <td>7.555547</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>600</td>\n",
+       "      <td>150</td>\n",
+       "      <td>0.00001</td>\n",
+       "      <td>7.843196</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>300</td>\n",
+       "      <td>300</td>\n",
+       "      <td>0.00001</td>\n",
+       "      <td>8.926838</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>38</th>\n",
+       "      <td>900</td>\n",
+       "      <td>600</td>\n",
+       "      <td>0.00100</td>\n",
+       "      <td>11.853082</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>56</th>\n",
+       "      <td>1800</td>\n",
+       "      <td>900</td>\n",
+       "      <td>0.00100</td>\n",
+       "      <td>12.902912</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>600</td>\n",
+       "      <td>1800</td>\n",
+       "      <td>0.00001</td>\n",
+       "      <td>13.204626</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>54</th>\n",
+       "      <td>1800</td>\n",
+       "      <td>900</td>\n",
+       "      <td>0.00001</td>\n",
+       "      <td>13.343850</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>900</td>\n",
+       "      <td>1800</td>\n",
+       "      <td>0.00001</td>\n",
+       "      <td>24.739511</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>57</th>\n",
+       "      <td>1800</td>\n",
+       "      <td>1800</td>\n",
+       "      <td>0.00001</td>\n",
+       "      <td>24.777818</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>300</td>\n",
+       "      <td>1800</td>\n",
+       "      <td>0.00010</td>\n",
+       "      <td>24.794156</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>300</td>\n",
+       "      <td>1800</td>\n",
+       "      <td>0.00001</td>\n",
+       "      <td>25.025992</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>600</td>\n",
+       "      <td>1800</td>\n",
+       "      <td>0.00010</td>\n",
+       "      <td>25.058696</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>58</th>\n",
+       "      <td>1800</td>\n",
+       "      <td>1800</td>\n",
+       "      <td>0.00010</td>\n",
+       "      <td>25.059222</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>43</th>\n",
+       "      <td>900</td>\n",
+       "      <td>1800</td>\n",
+       "      <td>0.00010</td>\n",
+       "      <td>25.068324</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>59</th>\n",
+       "      <td>1800</td>\n",
+       "      <td>1800</td>\n",
+       "      <td>0.00100</td>\n",
+       "      <td>27.904795</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>900</td>\n",
+       "      <td>1800</td>\n",
+       "      <td>0.00100</td>\n",
+       "      <td>28.214024</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>600</td>\n",
+       "      <td>1800</td>\n",
+       "      <td>0.00100</td>\n",
+       "      <td>28.214557</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>300</td>\n",
+       "      <td>1800</td>\n",
+       "      <td>0.00100</td>\n",
+       "      <td>28.218953</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>39</th>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "      <td>0.00001</td>\n",
+       "      <td>28.302016</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>600</td>\n",
+       "      <td>900</td>\n",
+       "      <td>0.00001</td>\n",
+       "      <td>28.305135</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>300</td>\n",
+       "      <td>900</td>\n",
+       "      <td>0.00001</td>\n",
+       "      <td>28.308034</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>40</th>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "      <td>0.00010</td>\n",
+       "      <td>28.344116</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>55</th>\n",
+       "      <td>1800</td>\n",
+       "      <td>900</td>\n",
+       "      <td>0.00010</td>\n",
+       "      <td>28.344895</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>600</td>\n",
+       "      <td>900</td>\n",
+       "      <td>0.00010</td>\n",
+       "      <td>28.345098</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>300</td>\n",
+       "      <td>900</td>\n",
+       "      <td>0.00010</td>\n",
+       "      <td>28.350567</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>600</td>\n",
+       "      <td>600</td>\n",
+       "      <td>0.00001</td>\n",
+       "      <td>29.666882</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>300</td>\n",
+       "      <td>600</td>\n",
+       "      <td>0.00001</td>\n",
+       "      <td>29.666903</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>51</th>\n",
+       "      <td>1800</td>\n",
+       "      <td>600</td>\n",
+       "      <td>0.00001</td>\n",
+       "      <td>29.668119</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>36</th>\n",
+       "      <td>900</td>\n",
+       "      <td>600</td>\n",
+       "      <td>0.00001</td>\n",
+       "      <td>29.682773</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>600</td>\n",
+       "      <td>600</td>\n",
+       "      <td>0.00010</td>\n",
+       "      <td>29.709029</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>52</th>\n",
+       "      <td>1800</td>\n",
+       "      <td>600</td>\n",
+       "      <td>0.00010</td>\n",
+       "      <td>29.709523</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>37</th>\n",
+       "      <td>900</td>\n",
+       "      <td>600</td>\n",
+       "      <td>0.00010</td>\n",
+       "      <td>29.712956</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>300</td>\n",
+       "      <td>600</td>\n",
+       "      <td>0.00010</td>\n",
+       "      <td>29.714124</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>900</td>\n",
+       "      <td>300</td>\n",
+       "      <td>0.00001</td>\n",
+       "      <td>30.337158</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>600</td>\n",
+       "      <td>300</td>\n",
+       "      <td>0.00001</td>\n",
+       "      <td>30.348238</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>900</td>\n",
+       "      <td>300</td>\n",
+       "      <td>0.00010</td>\n",
+       "      <td>30.377899</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>300</td>\n",
+       "      <td>300</td>\n",
+       "      <td>0.00010</td>\n",
+       "      <td>30.379202</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>600</td>\n",
+       "      <td>300</td>\n",
+       "      <td>0.00010</td>\n",
+       "      <td>30.381051</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>49</th>\n",
+       "      <td>1800</td>\n",
+       "      <td>300</td>\n",
+       "      <td>0.00010</td>\n",
+       "      <td>30.382035</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>300</td>\n",
+       "      <td>150</td>\n",
+       "      <td>0.00001</td>\n",
+       "      <td>31.077238</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>1800</td>\n",
+       "      <td>150</td>\n",
+       "      <td>0.00001</td>\n",
+       "      <td>31.078926</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>300</td>\n",
+       "      <td>150</td>\n",
+       "      <td>0.00010</td>\n",
+       "      <td>31.116429</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>900</td>\n",
+       "      <td>150</td>\n",
+       "      <td>0.00010</td>\n",
+       "      <td>31.118988</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>46</th>\n",
+       "      <td>1800</td>\n",
+       "      <td>150</td>\n",
+       "      <td>0.00010</td>\n",
+       "      <td>31.119304</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>600</td>\n",
+       "      <td>150</td>\n",
+       "      <td>0.00010</td>\n",
+       "      <td>31.122973</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>600</td>\n",
+       "      <td>900</td>\n",
+       "      <td>0.00100</td>\n",
+       "      <td>32.558964</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>300</td>\n",
+       "      <td>900</td>\n",
+       "      <td>0.00100</td>\n",
+       "      <td>32.570126</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41</th>\n",
+       "      <td>900</td>\n",
+       "      <td>900</td>\n",
+       "      <td>0.00100</td>\n",
+       "      <td>32.581486</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>600</td>\n",
+       "      <td>600</td>\n",
+       "      <td>0.00100</td>\n",
+       "      <td>33.992851</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>53</th>\n",
+       "      <td>1800</td>\n",
+       "      <td>600</td>\n",
+       "      <td>0.00100</td>\n",
+       "      <td>33.994911</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>300</td>\n",
+       "      <td>600</td>\n",
+       "      <td>0.00100</td>\n",
+       "      <td>33.996375</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>900</td>\n",
+       "      <td>300</td>\n",
+       "      <td>0.00100</td>\n",
+       "      <td>34.632828</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>600</td>\n",
+       "      <td>300</td>\n",
+       "      <td>0.00100</td>\n",
+       "      <td>34.635911</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50</th>\n",
+       "      <td>1800</td>\n",
+       "      <td>300</td>\n",
+       "      <td>0.00100</td>\n",
+       "      <td>34.635920</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>300</td>\n",
+       "      <td>300</td>\n",
+       "      <td>0.00100</td>\n",
+       "      <td>34.636998</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    Warm-up Steps  Prediction Steps  Altitude Weight  Final Loss\n",
+       "32            900               150          0.00100    3.962540\n",
+       "17            600               150          0.00100    5.995160\n",
+       "47           1800               150          0.00100    6.017519\n",
+       "48           1800               300          0.00001    7.042925\n",
+       "2             300               150          0.00100    7.279863\n",
+       "30            900               150          0.00001    7.555547\n",
+       "15            600               150          0.00001    7.843196\n",
+       "3             300               300          0.00001    8.926838\n",
+       "38            900               600          0.00100   11.853082\n",
+       "56           1800               900          0.00100   12.902912\n",
+       "27            600              1800          0.00001   13.204626\n",
+       "54           1800               900          0.00001   13.343850\n",
+       "42            900              1800          0.00001   24.739511\n",
+       "57           1800              1800          0.00001   24.777818\n",
+       "13            300              1800          0.00010   24.794156\n",
+       "12            300              1800          0.00001   25.025992\n",
+       "28            600              1800          0.00010   25.058696\n",
+       "58           1800              1800          0.00010   25.059222\n",
+       "43            900              1800          0.00010   25.068324\n",
+       "59           1800              1800          0.00100   27.904795\n",
+       "44            900              1800          0.00100   28.214024\n",
+       "29            600              1800          0.00100   28.214557\n",
+       "14            300              1800          0.00100   28.218953\n",
+       "39            900               900          0.00001   28.302016\n",
+       "24            600               900          0.00001   28.305135\n",
+       "9             300               900          0.00001   28.308034\n",
+       "40            900               900          0.00010   28.344116\n",
+       "55           1800               900          0.00010   28.344895\n",
+       "25            600               900          0.00010   28.345098\n",
+       "10            300               900          0.00010   28.350567\n",
+       "21            600               600          0.00001   29.666882\n",
+       "6             300               600          0.00001   29.666903\n",
+       "51           1800               600          0.00001   29.668119\n",
+       "36            900               600          0.00001   29.682773\n",
+       "22            600               600          0.00010   29.709029\n",
+       "52           1800               600          0.00010   29.709523\n",
+       "37            900               600          0.00010   29.712956\n",
+       "7             300               600          0.00010   29.714124\n",
+       "33            900               300          0.00001   30.337158\n",
+       "18            600               300          0.00001   30.348238\n",
+       "34            900               300          0.00010   30.377899\n",
+       "4             300               300          0.00010   30.379202\n",
+       "19            600               300          0.00010   30.381051\n",
+       "49           1800               300          0.00010   30.382035\n",
+       "0             300               150          0.00001   31.077238\n",
+       "45           1800               150          0.00001   31.078926\n",
+       "1             300               150          0.00010   31.116429\n",
+       "31            900               150          0.00010   31.118988\n",
+       "46           1800               150          0.00010   31.119304\n",
+       "16            600               150          0.00010   31.122973\n",
+       "26            600               900          0.00100   32.558964\n",
+       "11            300               900          0.00100   32.570126\n",
+       "41            900               900          0.00100   32.581486\n",
+       "23            600               600          0.00100   33.992851\n",
+       "53           1800               600          0.00100   33.994911\n",
+       "8             300               600          0.00100   33.996375\n",
+       "35            900               300          0.00100   34.632828\n",
+       "20            600               300          0.00100   34.635911\n",
+       "50           1800               300          0.00100   34.635920\n",
+       "5             300               300          0.00100   34.636998"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_mode3 = pd.read_csv(\"hyperparameter_scan_results_mode3.csv\")\n",
+    "df_mode3 = df_mode3.drop(columns=[\"Model\"])\n",
+    "df_mode3.sort_values(\"Final Loss\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "2c0af525",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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/LOIL8Oz9Zz4+PqhatSo2bdqEkSNH5ruPmZkZzMzMdBglEZUkW1tb9OnTR2sZf5gjIl1hDiIiovywiH9Jtra2qFWrFq5duyZ3KESkI6tXr5Y7BCIyYMxBRESUH94T/5LS09Nx/fp1ODk5yR0KEelQbm4u/v77b6xcuRJpaWkAgLi4OKSnpxf7sdLS0jBhwgRUrVoV5ubmaNGiBU6cOCGtF0Jg5syZcHJygrm5OQICAnD16lWt10hKSsKgQYNgbW0NW1tbjBw5skRiJSLd0GUOAvMQEZEisIgvwKRJk3DgwAHcvHkTR44cQa9evWBsbIyBAwfKHRoR6citW7fQoEED9OjRA8HBwbh37x4A4JNPPsGkSZOK/XijRo3Cnj178MMPP+DcuXPo0KEDAgICcOfOHQDAokWLsHTpUqxYsQLHjh2DhYUFOnbsiMzMTOk1Bg0ahAsXLmDPnj3Yvn07Dh48iDFjxhR7rERU8nSdg8A8RESkCCziC3D79m0MHDgQtWvXRr9+/WBvb4+jR4+iYsWKcodGRDry3nvvoUmTJnj48CHMzc2l5b169cLevXuL9ViPHz/Gr7/+ikWLFqF169Zwd3fH7Nmz4e7ujuXLl0MIgSVLlmD69Ono0aMHPD09sW7dOsTFxWHr1q0AgEuXLmHnzp347rvv4OPjg1atWmHZsmXYsGED4uLiijVeIip5usxBYB4iIlIMvb8nPjk5Gba2tq+834YNG0okHiJSjkOHDuHIkSPPPY/Zzc1NapUqLrm5uVCr1ShbtqzWcnNzc/zzzz+4ceMGEhISEBAQIK2zsbGBj48PIiMjMWDAAERGRsLW1hZNmjSRtgkICICRkRGOHTuGXr16PXfcrKwsrcdXpaamFut5EVHR6TIHgXmIiEgx9Kol/pNPPsHGjRul+bwW9MqVK+PMmTOyxkZEyqPRaKBWq59bfvv27QIfNVlUVlZW8PX1xbx58xAXFwe1Wo0ff/wRkZGRiI+PR0JCAgDAwcFBaz8HBwdpXUJCAipVqqS13sTEBHZ2dtI2z1qwYAFsbGykiSNfE5UeusxBYB4iIlIMvSriV6xYISX+PXv2YM+ePdixYwcCAwMxefJkucMjIoXp0KEDlixZIs2rVCqkp6dj1qxZ6Ny5c7Ef74cffoAQApUrV4aZmRmWLl2KgQMHwsio5FJ1WFgYUlJSpCk2NrbEjkVEr0bXOQjMQ0REiqBX3ekTEhKkIn779u3o168fOnToADc3N/j4+MgdHhEpzGeffYaOHTvCw8MDmZmZeOutt3D16lVUqFAB69evL/bj1ahRAwcOHEBGRgZSU1Ph5OSE/v37o3r16nB0dAQA3L17V+spGXfv3kWjRo0AAI6OjkhMTNR6zdzcXCQlJUn7P8vMzAxmZmbFfi5E9Pp0nYPAPEREpAh61RJfvnx56dfbnTt3SvdsCSHy7Y5GRFSYKlWq4MyZM/jwww/x/vvvw8vLCwsXLsTp06ef6y5anCwsLODk5ISHDx9i165d6NGjB6pVqwZHR0etwaxSU1Nx7Ngx+Pr6AgB8fX2RnJyMkydPStvs27cPGo2GP2QSKZBcOQjMQ0REpZpetcT37t0bb731FmrWrIkHDx4gMDAQAHD69Gm4u7vLHR4RKczBgwfRokULDBo0CIMGDZKW5+bm4uDBg2jdunWxHm/Xrl0QQqB27dq4du0aJk+ejDp16mD48OFQqVSYMGECPvroI9SsWRPVqlXDjBkz4OzsjJ49ewIA6tati06dOmH06NFYsWIFcnJyEBISggEDBsDZ2blYYyWikqfrHATmISIiRdCrIv6LL76Am5sbYmNjsWjRIlhaWgIA4uPjMW7cOLnDIyKF8ff3R3x8/HMtXikpKfD39y/2Hj4pKSkICwvD7du3YWdnhz59+mD+/PkoU6YMAGDKlCnIyMjAmDFjkJycjFatWmHnzp1aI0n/9NNPCAkJQbt27WBkZIQ+ffpg6dKlxRonEemGrnMQmIeIiBRBr4r4MmXKYNKkSc8tf//992WJh4iUTQgBlUr13PIHDx7AwsKi2I/Xr18/9OvXr8D1KpUKc+fOxdy5cwvcxs7ODj///HOxx0ZEuqfrHATmISIiRdCrIn7t2rWoUKECunTpAjz5tfibb76Bh4cH1q9fj6pVq8odIhEpQO/evYEnF6vDhg3TGnBJrVbj7NmzaNGihYwREpE+Yw4iIqLC6NXAdh9//DHMzc0BAJGRkQgPD8eiRYtQoUIFtsYT0UvLe1axEAJWVlZazy92dHTEmDFj8OOPP8odJhHpKeYgIiIqjF61xMfGxkoD2G3duhV9+vTBmDFj0LJlS/j5+ckdHhEpxOrVqwEAbm5umDRpUol1WyUiyg9zEBERFUavWuItLS3x4MEDAMDu3bvRvn17AEDZsmXx+PFjmaMjIqWZNWuW1sXzgQMH8Ndff+Hhw4eyxkVEhoE5iIiI8qNXLfHt27fHqFGj4OXlhStXrqBz584AgAsXLsDNzU3u8IhIIT755BOkp6dj3rx5wJPBpQIDA7F7924AQKVKlbB3717Uq1dP5kiJSB8xBxERUWH0qiU+PDwcvr6+uHfvHn799VfY29sDAE6ePImBAwfKHR4RKcTGjRtRv359af6XX37BwYMHcejQIdy/fx9NmjTBnDlzZI2RiPQXcxARERVGr1ribW1t8dVXXz23nH/oiOhV3LhxA56entL8X3/9hTfffBMtW7YEAEyfPh19+/aVMUIi0mfMQUREVBi9KuIBIDk5GatWrcKlS5cAAPXq1cOIESNgY2Mjd2hEpBC5ublaj3SKjIzEhAkTpHlnZ2fcv39fpuiISN8xBxERUWH0qjt9VFQUatSogS+++AJJSUlISkrC559/jho1auDUqVNyh0dEClGjRg0cPHgQABATE4MrV66gdevW0vrbt29Lt+sQERU35iAiIiqMXrXEv//+++jevTu+/fZbmJj879Ryc3MxatQoTJgwQfqDSERUmODgYISEhODQoUM4evQofH194eHhIa3ft28fvLy8ZI2RiPQXcxARERVGr4r4qKgorQIeAExMTDBlyhQ0adJE1tiISDlGjx4NY2Nj/PHHH2jdujVmzZqltT4uLg4jRoyQLT4i0m/MQUREVBi9KuKtra0RExODOnXqaC2PjY2FlZWVbHERkfKMGDGiwIvkr7/+WufxEJFhYQ4iIqKC6NU98f3798fIkSOxceNGxMbGIjY2Fhs2bMCoUaP4iDkiIiIiIiJSPL1qiV+8eDFUKhWGDh2K3NxcAECZMmXwzjvvYOHChXKHR0RERERERPRa9Kol3tTUFF9++SUePnyI6OhoREdHIykpCZ9++ikePHjwWq+9cOFCqFQqrUe8EBEREREREemSXrXE5ylXrhwaNGggzZ85cwaNGzeGWq0u0uudOHECK1euhKenZzFGSURERERERPRq9KolviSkp6dj0KBB+Pbbb1G+fHm5wyEimeSNs0FEJAfmICIiysMi/gWCg4PRpUsXBAQEvHDbrKwspKamak1EpFy5ubmYMWMGbGxs4ObmBjc3N9jY2GD69OnIycmROzwi0nPMQURElB+97E5fXDZs2IBTp07hxIkTL7X9ggULMGfOnBKPi4h0Y/z48diyZQsWLVoEX19fAEBkZCRmz56NBw8eYPny5XKHSER6jDmIiIjyoxdF/NmzZwtdf/ny5Vd+zdjYWLz33nvYs2cPypYt+1L7hIWFITQ0VJpPTU2Fi4vLKx+biEqHn3/+GRs2bEBgYKC0zNPTEy4uLhg4cCAvoImoRDEHERFRfvSiiG/UqBFUKhWEEM+ty1uuUqle6TVPnjyJxMRENG7cWFqmVqtx8OBBfPXVV8jKyoKxsbHWPmZmZjAzM3uNM6HSyG3an3KH8FJuLuwidwh6x8zMDG5ubs8tr1atGkxNTWWJiYgMB3MQERHlRy+K+Bs3bhT7a7Zr1w7nzp3TWjZ8+HDUqVMHU6dOfa6AJyL9ExISgnnz5mH16tXSD3RZWVmYP38+QkJC5A6PiPQccxAREeVHL4r4qlWrFvtrWllZoX79+lrLLCwsYG9v/9xyItJPp0+fxt69e1GlShU0bNgQePLIyuzsbLRr1w69e/eWtt2yZYuMkRKRPmIOIiKi/OhFEU9EVBJsbW3Rp08frWUc54KIdIU5iIiI8sMi/hVERETIHQIR6dDq1avlDkE2Jm4uMDHiGB/F7W4z5TzZVaWWO4KXZ3tNI3cILy035+VjNeQcBAAwUgFGyvnOUOlhUq34e+nqFU0WcFPuIOh1MDMSERERERERKQRb4omIClCtWrVCn2zx33//6TQeIjIszEFERJQfFvFERAWYMGGC1nxOTg5Onz6NnTt3YvLkybLFRUSGgTmIiIjyo/gi3svL66WfAX/q1KkSj4eI9Md7772X7/Lw8HBERUXpPB4iMizMQURElB/FF/E9e/aUOwQiMjCBgYEICwvjoFNEJAvmICIiw6b4In7WrFlyh0BEBuaXX36BnZ2d3GEQkYFiDiIiMmyKL+KJiErKs7frCCGQkJCAe/fu4euvv5Y1NiLSf8xBRESUH70q4tVqNb744gts2rQJMTExyM7O1lqflJQkW2xEpDzP3q5jZGSEihUrws/PD3Xq1JEtLiIyDMxBRESUH70q4ufMmYPvvvsOEydOxPTp0/Hhhx/i5s2b2Lp1K2bOnCl3eESkMLxdh4jkxBxERET5MZI7gOL0008/4dtvv8XEiRNhYmKCgQMH4rvvvsPMmTNx9OhRucMjIgXr0qUL4uPj5Q6DiAwUcxAREeXRqyI+ISEBDRo0AABYWloiJSUFANC1a1f8+eefMkdHREp28OBBPH78WO4wiMhAMQcREVEevSriq1SpIv1KXaNGDezevRsAcOLECZiZmckcHREREREREdHr0asivlevXti7dy8AYPz48ZgxYwZq1qyJoUOHYsSIEXKHR0QKVrVqVZQpU0buMIjIQDEHERFRHr0a2G7hwoXSv/v37w9XV1dERkaiZs2a6Natm6yxEZGynT9/Xu4QiMiAMQcREVEevSrin+Xr6wtfX1+5wyAiBcvMzMTZs2eRmJgIjUajta579+6yxUVEhoE5iIiInqV3RfzVq1exf//+fP/Y8TFzRPQqdu7ciaFDh+L+/fvPrVOpVFCr1bLERUSGgTmIiIjyo1dF/Lfffot33nkHFSpUgKOjI1QqlbROpVKxiCeiVzJ+/Hj07dsXM2fOhIODg9zhEJGBYQ4iIqL86FUR/9FHH2H+/PmYOnWq3KEQkR64e/cuQkNDefFMRLJgDiIiovzo1ej0Dx8+RN++feUOg4j0xJtvvomIiAi5wyAiA8UcRERE+dGrlvi+ffti9+7dGDt2rNyhEJEe+Oqrr9C3b18cOnQIDRo0eO7xTu+++65ssRGR/mMOIiKi/OhVEe/u7o4ZM2bg6NGj/GNHRK9t/fr12L17N8qWLYuIiIjnxtlgTiGiksQcRERE+dGrIv6bb76BpaUlDhw4gAMHDmit4x87InpVH374IebMmYNp06bByEiv7j4iIgVgDiIiovzoVRF/48aNYnut5cuXY/ny5bh58yYAoF69epg5cyYCAwOL7RhEVLplZ2ejf//+vHgmIlkwBxERUX74V6EAVapUwcKFC3Hy5ElERUWhbdu26NGjBy5cuCB3aESkI0FBQdi4caPcYRCRgWIOIiKi/Ci+JT40NBTz5s2DhYUFQkNDC932888/f+nX7datm9b8/PnzsXz5chw9ehT16tUrcrxEpBxqtRqLFi3Crl274Onp+dw4G6+SU4iIXhVzEBER5UfxRfzp06eRk5Mj/bsgTw8G86rUajU2b96MjIwM+Pr6FrhdVlYWsrKypPnU1NQiH5OI5Hfu3Dl4eXkBAM6fP6+17nVyChHRy2AOIiKi/Ci+iN+/fz/+++8/2NjYYP/+/cX62ufOnYOvry8yMzNhaWmJ3377DR4eHgVuv2DBAsyZM6dYYyAieajVasyZMwcNGjRA+fLl5Q6HiAwMcxARERVEL+6Jr1mzJu7duyfN9+/fH3fv3n3t161duzaio6Nx7NgxvPPOOwgKCsLFixcL3D4sLAwpKSnSFBsb+9oxEJE8jI2N0aFDByQnJ+vsmHfu3MHgwYNhb28Pc3NzNGjQAFFRUdJ6IQRmzpwJJycnmJubIyAgAFevXtV6jaSkJAwaNAjW1tawtbXFyJEjkZ6errNzIKLiIUcOAvMQEZEi6EURL4TQmv/rr7+QkZHx2q9ramoKd3d3eHt7Y8GCBWjYsCG+/PLLArc3MzODtbW11kREylW/fn38999/OjnWw4cP0bJlS5QpUwY7duzAxYsX8dlnn2m1wC1atAhLly7FihUrcOzYMVhYWKBjx47IzMyUthk0aBAuXLiAPXv2YPv27Th48CDGjBmjk3MgouKlyxwE5iEiIsVQfHd6XdJoNFr3vBORfvvoo48wadIkzJs3D97e3rCwsNBaX5w/1H3yySdwcXHB6tWrpWXVqlWT/i2EwJIlSzB9+nT06NEDALBu3To4ODhg69atGDBgAC5duoSdO3fixIkTaNKkCQBg2bJl6Ny5MxYvXgxnZ+dii5eISp4ucxCYh4iIFEMvWuJVKtVzA7y87oAvYWFhOHjwIG7evIlz584hLCwMERERGDRo0GtGS0RK0blzZ5w5cwbdu3dHlSpVUL58eZQvXx62trbFfo/qtm3b0KRJE/Tt2xeVKlWCl5cXvv32W2n9jRs3kJCQgICAAGmZjY0NfHx8EBkZCQCIjIyEra2tdOEMAAEBATAyMsKxY8fyPW5WVhZSU1O1JiIqHXSZg8A8RESkGHrREi+EwLBhw2BmZgYAyMzMxNixY5/7xXrLli0v/ZqJiYkYOnQo4uPjYWNjA09PT+zatQvt27cv9viJqHQq7sEyC/Pff/9h+fLlCA0NxQcffIATJ07g3XffhampKYKCgpCQkAAAcHBw0NrPwcFBWpeQkIBKlSpprTcxMYGdnZ20zbM4ICdR6aXLHATmISIixdCLIj4oKEhrfvDgwa/9mqtWrXrt1yAiZWvTpo3OjqXRaNCkSRN8/PHHAAAvLy+cP38eK1aseC7HFaewsDCEhoZK86mpqXBxcSmx4xHRy9NlDgLzEBGRYuhFEf/0vVtERMXt0aNHiImJQXZ2ttZyT0/PYjuGk5PTc4+wrFu3Ln799VcAgKOjIwDg7t27cHJykra5e/cuGjVqJG2TmJio9Rq5ublISkqS9n+WmZmZ1IuJiEonXeQgMA8RESmGXhTxREQl4d69exg+fDh27NiR73q1Wl1sx2rZsiUuX76stezKlSuoWrUq8GRwKUdHR+zdu1e6WE5NTZUegQkAvr6+SE5OxsmTJ+Ht7Q0A2LdvHzQaDXx8fIotViLSDV3mIDAPEREphl4MbEdEVBImTJiA5ORkHDt2DObm5ti5cyfWrl2LmjVrYtu2bcV6rPfffx9Hjx7Fxx9/jGvXruHnn3/GN998g+DgYODJYJ0TJkzARx99hG3btuHcuXMYOnQonJ2d0bNnT+BJi1mnTp0wevRoHD9+HIcPH0ZISAgGDBjAEaGJFEiXOQjMQ0REisGWeCKiAuzbtw+///47mjRpAiMjI1StWhXt27eHtbU1FixYgC5duhTbsZo2bYrffvsNYWFhmDt3LqpVq4YlS5ZoPRFjypQpyMjIwJgxY5CcnIxWrVph586dKFu2rLTNTz/9hJCQELRr1w5GRkbo06cPli5dWmxxEpHu6DIHgXmIiEgxWMQTERUgIyNDGmW5fPnyuHfvHmrVqoUGDRrg1KlTxX68rl27omvXrgWuV6lUmDt3LubOnVvgNnZ2dvj555+LPTYi0j1d5yAwDxERKQK70xMRFaB27drS/aENGzbEypUrcefOHaxYsUJrUCciopLAHERERPlhSzwRUQHee+89xMfHAwBmzZqFTp064aeffoKpqSnWrFkjd3hEpOeYg4iIKD8s4omInnHjxg1Uq1YNgwcPlpZ5e3vj1q1b+Pfff+Hq6ooKFSrIGiMR6S/mICIiKgyLeCKiZ9SoUQNVq1aFv78/2rZtCz8/P1SpUgXlypVD48aN5Q6PiPQccxARERWGRTwR0TP27duHiIgIREREYP369cjOzkb16tXRtm1b+Pv7w9/fHw4ODnKHSUR6ijmIiIgKwyKeiOgZfn5+8PPzAwBkZmbiyJEj0gX12rVrkZOTgzp16uDChQtyh0pEeog5iIiICsMinoioEGXLlkXbtm3RqlUr+Pv7Y8eOHVi5ciX+/fdfuUMjIgPAHERERM9iEU9ElI/s7GwcPXoU+/fvR0REBI4dOwYXFxe0bt0aX331Fdq0aSN3iESkx5iDiIioICziiYie0bZtWxw7dgzVqlVDmzZt8Pbbb+Pnn3/mc5mJSCeYg4iIqDAs4omInnHo0CE4OTlJo0K3adMG9vb2codFRAaCOYiIiApjJHcARESlTXJyMr755huUK1cOn3zyCZydndGgQQOEhITgl19+wb179+QOkYj0GHMQEREVhi3xRETPsLCwQKdOndCpUycAQFpaGv755x/s378fixYtwqBBg1CzZk2cP39e7lCJSA8xBxERUWHYEk9E9AIWFhaws7ODnZ0dypcvDxMTE1y6dEnusIjIQDAHERHR09gST0T0DI1Gg6ioKERERGD//v04fPgwMjIyULlyZfj7+yM8PBz+/v5yh0lEeoo5iIiICsMinojoGba2tsjIyICjoyP8/f3xxRdfwM/PDzVq1JA7NCIyAMxBRERUGBbxRETP+PTTT+Hv749atWrJHQoRGSDmICIiKgyLeCKiZ7z99ttyh0BEBow5iIiICsOB7QqwYMECNG3aFFZWVqhUqRJ69uyJy5cvyx0WERERERERGTAW8QU4cOAAgoODcfToUezZswc5OTno0KEDMjIy5A6NiIiIiIiIDBS70xdg586dWvNr1qxBpUqVcPLkSbRu3Vq2uIiIiIiIiMhwsYh/SSkpKQAAOzu7ArfJyspCVlaWNJ+amqqT2IiIiIiIiMgwsDv9S9BoNJgwYQJatmyJ+vXrF7jdggULYGNjI00uLi46jZOIiIiIiIj0G4v4lxAcHIzz589jw4YNhW4XFhaGlJQUaYqNjdVZjERERERERKT/2J3+BUJCQrB9+3YcPHgQVapUKXRbMzMzmJmZ6Sw2IiIiIiIiMiws4gsghMD48ePx22+/ISIiAtWqVZM7JCIindFYlYPGuPT/KFl1R6bcIbySW53Kyh2CXkp2V07HQnWWcmKVm9rcBCoTXqrmS8gdQOmmsS4ndwilmkZtLHcI9JqYGQsQHByMn3/+Gb///jusrKyQkJAAALCxsYG5ubnc4REREREREZEB4s/BBVi+fDlSUlLg5+cHJycnadq4caPcoREREREREZGBYkt8AYRgPyUiIiIiIiIqXdgST0RERERERKQQLOKJiIiIiIiIFIJFPBEREREREZFCsIgnIiIiIiIiUggW8UREREREREQKwSKeiIiIiIiISCFYxBMREREREREpBIt4IiIiIiIiIoVgEU9ERERERESkECziiYiIiIiIiBSCRTwRERERERGRQrCIJyIiIiIiIlIIFvFERERERERECsEinoiIiIiIiEghWMQTERERERERKQSLeCIiIiIiIiKFYBFPREREREREpBAs4omIiIiIiIgUgkU8ERERERERkUKwiCciIiIiIiJSCBbxRERERERERArBIp6IiIiIiIhIIVjEF+DgwYPo1q0bnJ2doVKpsHXrVrlDIiIiIiIiIgPHIr4AGRkZaNiwIcLDw+UOhYiIiIiIiAhgEV+wwMBAfPTRR+jVq5fcoRCRAVi+fDk8PT1hbW0Na2tr+Pr6YseOHdL6zMxMBAcHw97eHpaWlujTpw/u3r2r9RoxMTHo0qULypUrh0qVKmHy5MnIzc2V4WyISImYh4iIlIFFfDHKyspCamqq1kRE9DKqVKmChQsX4uTJk4iKikLbtm3Ro0cPXLhwAQDw/vvv448//sDmzZtx4MABxMXFoXfv3tL+arUaXbp0QXZ2No4cOYK1a9dizZo1mDlzpoxnRURKwjxERKQMLOKL0YIFC2BjYyNNLi4ucodERArRrVs3dO7cGTVr1kStWrUwf/58WFpa4ujRo0hJScGqVavw+eefo23btvD29sbq1atx5MgRHD16FACwe/duXLx4ET/++CMaNWqEwMBAzJs3D+Hh4cjOzpb79IhIAZiHiIiUgUV8MQoLC0NKSoo0xcbGyh0SESmQWq3Ghg0bkJGRAV9fX5w8eRI5OTkICAiQtqlTpw5cXV0RGRkJAIiMjESDBg3g4OAgbdOxY0ekpqZKrWj5YQ8iIsoP8xARUenFIr4YmZmZSfeR5U1ERC/r3LlzsLS0hJmZGcaOHYvffvsNHh4eSEhIgKmpKWxtbbW2d3BwQEJCAgAgISFB68I5b33euoKwBxERPY15iIio9GMRT0RUStSuXRvR0dE4duwY3nnnHQQFBeHixYslekz2ICKipzEPERGVfiZyB1Bapaen49q1a9L8jRs3EB0dDTs7O7i6usoaGxHpJ1NTU7i7uwMAvL29ceLECXz55Zfo378/srOzkZycrNUKdvfuXTg6OgIAHB0dcfz4ca3Xyxs1Om+b/JiZmcHMzKyEzoiIlIZ5iIio9GNLfAGioqLg5eUFLy8vAEBoaCi8vLw4wioR6YxGo0FWVha8vb1RpkwZ7N27V1p3+fJlxMTEwNfXFwDg6+uLc+fOITExUdpmz549sLa2hoeHhyzxE5HyMQ8REZU+bIkvgJ+fH4QQcodBRAYiLCwMgYGBcHV1RVpaGn7++WdERERg165dsLGxwciRIxEaGgo7OztYW1tj/Pjx8PX1RfPmzQEAHTp0gIeHB4YMGYJFixYhISEB06dPR3BwMFu4iOilMA8RESkDi3giolIgMTERQ4cORXx8PGxsbODp6Yldu3ahffv2AIAvvvgCRkZG6NOnD7KystCxY0d8/fXX0v7GxsbYvn073nnnHfj6+sLCwgJBQUGYO3eujGdFRErCPEREpAws4omISoFVq1YVur5s2bIIDw9HeHh4gdtUrVoVf/31VwlER0SGgHmIiEgZeE88ERERERERkUKwiCciIiIiIiJSCBbxRERERERERArBIp6IiIiIiIhIIVjEExERERERESkEi3giIiIiIiIihWART0RERERERKQQLOKJiIiIiIiIFIJFPBEREREREZFCsIgnIiIiIiIiUggW8UREREREREQKwSKeiIiIiIiISCFYxBMREREREREpBIt4IiIiIiIiIoVgEU9ERERERESkECziiYiIiIiIiBSCRTwRERERERGRQrCIJyIiIiIiIlIIFvFERERERERECsEinoiIiIiIiEghWMS/QHh4ONzc3FC2bFn4+Pjg+PHjcodEREREREREBopFfCE2btyI0NBQzJo1C6dOnULDhg3RsWNHJCYmyh0aERERERERGSAW8YX4/PPPMXr0aAwfPhweHh5YsWIFypUrh++//17u0IiIiIiIiMgAmcgdQGmVnZ2NkydPIiwsTFpmZGSEgIAAREZG5rtPVlYWsrKypPmUlBQAQGpqaqHH0mQ9Kra4S9KLziMPz0ce+nQ+L3MuedsIIXQQkeHIez9z1Vkv3LY0yM2VO4JXo8mUO4KXp1LLHcEryFLJHcFL02T970PA3FUwKQ/lKiMPyUGtoM+8HJTyN0wuee8P85BysYgvwP3796FWq+Hg4KC13MHBAf/++2+++yxYsABz5sx5brmLi0uJxalLNkvkjqB48XxKr1c5l7S0NNjY2JRkOAYlLS0NAHDw4pdyh6Kf/pE7ACotmLsKlpeHjhxdJHcopRdzSaGuyR2AQjAPKReL+GIUFhaG0NBQaV6j0SApKQn29vZQqXT3i2lqaipcXFwQGxsLa2trnR23pPB8Sje5zkcIgbS0NDg7O+vsmIbA2dkZsbGxsLKyKta8paTPvZJihcLiZazMXS+jpPJQUSnpcysHvj8vVtreI+Yh5WMRX4AKFSrA2NgYd+/e1Vp+9+5dODo65ruPmZkZzMzMtJbZ2tqWaJyFsba2LhWJorjwfEo3Oc6Hvx4XPyMjI1SpUqXEXl9Jn3slxQqFxWvosTJ3Fa6k81BRKelzKwe+Py9Wmt4j5iFl48B2BTA1NYW3tzf27t0rLdNoNNi7dy98fX1ljY2IiIiIiIgME1viCxEaGoqgoCA0adIEzZo1w5IlS5CRkYHhw4fLHRoREREREREZIBbxhejfvz/u3buHmTNnIiEhAY0aNcLOnTufG+yutDEzM8OsWbOe69qvVDyf0k3fzodKhpI+J0qKFQqLl7GSEvGzUDi+Py/G94iKm0rw2QJEREREREREisB74omIiIiIiIgUgkU8ERERERERkUKwiCciIiIiIiJSCBbxRERERERERArBIp6IiIiIiIhIIVjEExERERG9Jj7wiYh0hUW8geAfFpIbP4P0LCGEYj4XSomTdI+fDUpJSQEAqFQquUNRDI1GI3cIpYparZY7BFIYE7kDoJKVm5sLExMTaDQaGBsbQ6PRwMhIub/dXL9+Hb/88gtycnLg5uaGwYMHyx1SkenTueQnKSkJKSkpEEKgevXqvLghSVZWFszMzJCbm4syZcrIHU6hlJRDlZRTlBTrs5jb6GnR0dHo1q0b/vrrLzRo0EDucEq1//77D3v37sXo0aNhZGRUqvOprty6dQvm5uaoVKkS1Go1jI2N5Q6JFIJFvB67dOkSFi9ejOTkZFSoUAGhoaGoXbu23GEV2fnz59GqVSs0atQIjx49wtmzZ7FhwwbMmDEDPj4+cof3SvTpXPJz9uxZDB06FMnJyTAxMYG7uzu++eYbuLq6yh0ayezChQuYMWMG0tLSYGxsjA8++ADNmzeHqamp3KE9R0k5VEk5RUmxPou5jZ525swZtGjRAuPHj5cKeCEEf9jJx9WrV9GiRQuYmpoiNTUVEydONPhC/vLly2jQoAHs7e0RFRWFypUrs5Cnl2aY3xoDcPnyZfj4+ECtVsPMzAzXrl1Do0aN8P333+PRo0dyh/fKHj9+jEmTJmHQoEGIiIjAwYMHcfr0aVy+fBlTpkzB/v375Q7xpenTueTn9u3bCAwMRGBgINauXYuFCxfi/v37eOONN7B37152GTNgeRdxFStWhJeXF6ysrODn54ePP/4YMTExcoenRUk5VEk5RUmxPou5jZ52/vx5+Pr6YtKkSfjkk0+AJ93qr1+/rrUdb7f4X++VCRMmoEWLFggMDMTmzZvx6aefAoBUyBuaxMREhISEwM/PD3Xq1IGfnx9u374NY2Nj5hJ6OYL0UnBwsOjevbs0n52dLT788ENhZGQkli5dKrKzs2WNryhatmwpFi1aJIQQIicnRwghxJ07d4Snp6do06aNiI2NlTnCl6dP5/Ksffv2CQ8PDxEXFycty83NFYGBgcLJyUlERkYKIYRQq9UyRklymD59uujQoYPWsqVLlwp7e3sxdepUkZCQIFtsz1JaDlVSTlFSrE9jbqM8Dx8+FE2bNhWurq7Ssrfeekt4e3uLMmXKiC5duohffvlF1hhLk4cPH4rhw4eLP/74Q8TFxYng4GDh4+Mj5QFhgN+biIgI0bdvX7F3715x/Phx0bZtW+Hu7i7lv7zcSFQQtsTrqeTkZNjZ2QFPBg8pU6YMPvroI8ydOxcTJ07Enj17pHWlnRACmZmZyMrKwn///QcAMDExQXZ2NpydnbFr1y6cO3dO+iW8NNOncynI/fv3ERcXJ33+srOzYWxsjL/++gseHh4YMWIEhBAG233OkD1+/Fj6d25uLgBg/PjxmD9/Pr766iv89ttvQCnJS0rJoUrKKUqKNT/MbZTH2NgYPXv2RKVKlTB27Fi0bdsWKSkpGDduHLZv34709HR8/vnn2Lt3r9yhyk6j0cDW1haff/45unbtCicnJ0ybNg3e3t749ddftVrks7Oz5Q5XZ9q0aYN3330Xbdu2RdOmTfHxxx/D1dUV/v7+iI2NhYmJidQiL/ffGSql5P4VgUrGBx98IBwdHUVycrIQT1qR8rz99tvCxcVF3L9/X8YIX93mzZuFmZmZWLdunbTs8ePHQggh1q1bJ9zc3MStW7eERqORMcqXo0/nkicv1rS0NFGlShURHBwsrcvKyhLiSWtb9erVtX59J8OxdOlSYWVlJe7cuSPEU58LIYSYM2eOsLS0FDExMTJG+P+UlkOVlFOUFKtgbqMCPHz4UHz++efCzc1N+Pn5afUkun//vqhVq5YYN26crDHKKTc3V2s+73uUl0vv3Lkjxo0bJ7XIazQaMWLECPHhhx/KEm9pcOzYseda5OfOnSv2798vd2hUCvHnYj01fPhwVK1aFePGjUNqairKlCmDnJwcAMCoUaMghMCVK1fkDrNAsbGx2L17N3788UckJSUhOzsb3bt3x6hRozBr1iysX78eAFC2bFkAgKWlJUxNTWFhYVHqBpTRp3PJz+PHj6HRaKRf0C0sLDBlyhQcOnRI+oXd1NQUGo0G9vb2qFKlChISEmSOmnTh2rVrOHHihDQ/atQoeHt7o0+fPnjw4AFMTU2RmZkJABgzZgzKly+PqKgoGSP+f6U5hyoppygp1mcxt9HTkpOTce3aNdy9exfp6emwtbXF0KFD8eGHH2Lq1KmoWLEi8ORRYfb29vDx8cGtW7fkDlsW//77L8aMGYOBAwdi9OjRiI2NldaVKVMGGo0Gzs7O+PDDD9GkSRNs3boVTZs2xY8//ohu3brJGntJuXbtGr744gtMmTIFO3bswN27d6V1eS3uzZo1w4IFC+Dq6or27dtj2LBhmDVrFhwcHGSMnEorjk6vB65du4ZffvkFKSkp8PT0RM+ePeHu7o5Ro0Zh5cqVmDhxIj799FPY2toCABwdHaXHO5VGZ8+eRceOHVGxYkXcunULNjY2GDt2LN5++2188MEHyMzMxPvvv4/79+9j9OjRUKvViIqKgqWlZanrxqhP55Kf8+fPY8KECcjIyEBaWhqmTp2Kbt26YejQobhy5Qo2bNiAx48fY+bMmTAyMoKZmRns7Oykx4pxFF/9FR0djTZt2mDx4sVo2rQpAMDc3ByTJk3C/Pnz0b9/f2zatEnqmmxmZgYLCwtZHjmnpByqpJyipFifxdxGTzt79iwGDx6Mx48fIzc3F40bN8bs2bPRoEEDDBgwAKamptJnNu9RlGlpafD09JQ7dJ27fPkymjVrhm7duqFMmTI4ffo0GjZsiMWLF6NXr14oX748jIyMIISAs7MzJk2ahLZt2yI5ORlRUVF6+Zi+8+fPo3Xr1qhXrx5ycnKwdOlS9O7dG0OGDEFgYKA0mJ2xsTGaNWuGefPmITAwEH/88QdOnTqFunXryn0KVBrJ3RWAXs/58+eFra2taNOmjWjdurUwMTERvXr1EgcPHhRCCLFkyRLRrFkz0bp1a3HhwgVx7tw5MX36dOHq6ip1aS1NkpKSROPGjcWUKVPE3bt3hVqtFhMnThRNmzYVQUFBIjExUdy7d0/MnTtXmJqaCnd3d9GwYUNRsWJFcerUKbnD16JP55Kf69evi/Lly4vg4GCxbNkyMX78eGFraytGjRolrl27JpKSksTUqVNF9erVRUBAgFi4cKEYMWKEsLS0FJcuXZI7fCpB0dHRoly5ciI0NPS5dbm5uWLz5s3Cx8dHVKtWTezatUvs27dPTJ8+XTg6Oopbt27pNFYl5VAl5RQlxfos5jZ62u3bt4Wjo6N4//33xfHjx8VXX30lAgMDhbW1tZQnnh6ULTc3V3z44YeicuXK4sqVKzJGrnsajUaMHTtWvPnmm1rLx44dK5ycnMSyZctEamqqtDwrK0tMmDBBWFhYiLNnz8oQccl79OiR6Nq1qxg/frx0i8GOHTtEhw4dhJ+fn9iyZYu0bd7nKDg4WJiZmYnz58/LFjeVfiziFSwvMTx9f97JkydFkyZNhL+/v9i1a5cQQog//vhDBAQECFNTU1GnTh1RvXp1cfLkSRkjL9itW7dE1apVxd9//621fNmyZcLHx0eMGzdOukf10qVLYtWqVWLDhg3ixo0bMkVcMH06l/wsXrxYtG7dWmvZTz/9JBo0aCAGDRokbt26JTIyMsTff/8tOnToINq2bSu6d+8uzpw5I1vMVPKuXLkizMzMpPsas7OzxbZt28Q333wjtmzZIo24e/78eTFw4EBRsWJFUatWLVGvXj2d5yWl5VAl5RQlxfos5jZ62v79+4W3t7fWGBjXr18XgwcPFmXLlhXHjx8X4kkBu379etGrVy/h6Ogo+49RchkyZIgYMmSIEM+MJfLee+8Je3t7Ka+q1Wrx+PFj0bVrV3HixAnZ4i1pubm5wsvLS3z00UdayyMjI0X37t1Fp06dxNGjR6Xlx48fF76+vqX2Op1KDxbxCteiRQsxa9YsIZ76Be/SpUvCz89PtG/fXqtV4NixY+LSpUsiPj5etnhfJDY2VtStW1ca8OjpR2x8+umnonbt2mLr1q0yRvjyYmJiRJ06dfTiXPKzePFi0ahRI5GWlqbVCrF582bh7u4uwsLCntuntD2Wi4pXTk6OePfdd4W9vb3YvHmzEEKIzp07C09PT+Hm5iaMjIxE7969tVpcLl26JO7cuSPu3bsnS8xKyqFKyo9Kzn/MbfS03377TRgZGWk9WlAIIeLi4kT//v1F9erVxc2bN4V48uPV+++/L/7991+ZopXf+PHjRc2aNaX5zMxM6d9vvvmmqFmzptb3RZ8fLadWq0VGRobo3LmzmDBhghDPDPh38OBB4eHhIaZNm6a1X1JSks5jJeVhEa9gaWlpwt/fX4wdO1aIJ4kh70LpwoULokqVKmL8+PEyR/liGRkZWqNUd+/eXXh5eUmtNE9f/AUGBgo/Pz9Z4nwZarVa6w9S3759RYMGDRR5Li+yfv16YW5uLrU2PP3fcPny5cLU1PS5rmClZbRpKjlXrlwRY8aMEc2bNxcuLi6ic+fO4tKlS+LRo0ciKipKVK5cWWqlETJ/JpSQQ5WUH/Ul/zG30dMSEhKEj4+PmDp1qkhJSdFad+zYMdG0aVOtJy08Oyq7oYmLixPVq1cXAwYMkJY9evRICCHExYsXhaOjozhw4IC0zhC+O1999ZUwNTXV6oWQ5+uvvxZWVlYiMTFRr3/QoOJX+kfOIi1JSUn4999/ceXKFVhaWiI0NBQrV67Eli1bYGxsDCMjI+Tk5MDDwwOLFi3Cjz/+iJiYGAgh5A49X+fPn0e/fv1w9OhRZGRkAABWrVqF5ORk9O3bF9nZ2TAx+f/xFzt27Ai1Wi2N5FmaXLx4EcOGDUNAQABGjBiBHTt2IDw8HEZGRujVq5eiziU/jx49wsOHD6VnfQ8YMAAdOnRAjx49kJiYCFNTU2RlZQEAxo4dC1dXV+zbt0/rNTjQk356+jNcs2ZNTJkyBTVr1oSnpyc+//xz1KlTB+bm5vD29sby5cvx448/SiO76/ozoaQcqqT8qOT8x9xGhXFwcIC/vz92796NX3/9Vfqc4Mlo4hqNBocPH5aWGRsbyxSp7uU34rqTkxNmzZqF06dPY+TIkcCTQU3xZGT6cuXKSU+jgB5+d27fvo1du3Zh8+bNuHHjBgAgODgYAwcOxJtvvonDhw9rDdzp7u4ONzc36e8P0cvip0VBzp8/j4CAAPTr1w/169fH3Llz0b59e4SEhOCtt97C9u3bYWRkJI2Oa2trC0dHx1LxqJ78XLhwAW+88QaqVKmCatWqwcLCAgBQoUIF/Pzzz7hw4QI6dOiAq1evSo+hOnfuHKysrErFhd/T/v33X7Rq1Qqmpqbo2rUr4uLiEBISgvnz5+Prr79GYmIi2rZtq4hzyc+FCxfQv39/tGzZEm+99Rb++OMPAMD8+fPh6uqK5s2b4/bt2zAzMwOeXBRbWVmhfPnyMkdOJe3KlStYsmQJ4uPjpWU1atTARx99hJCQEFSvXh14Mlo3AGRnZ6N27dqoVKmSzmNVUg5VUn5Ucv5jbqPCaDQaAMCCBQtQs2ZNfPrpp/j+++/x6NEjaRs3Nzc4OzvLGKU8zp8/j2bNmmHLli04ePAgevXqhffeew/79+/H0KFDMWHCBBw4cAABAQH4999/ceHCBfzwww9Qq9WoUqWK3OGXiHPnzqFJkyaYMWMGBg4ciH79+mH8+PHAkx9gAwMD0aFDB6xbtw43b96EWq3Grl27YGRkxAKeXp3cXQHo5Vy4cEHY29uLSZMmiQsXLojFixcLlUol7ty5I+7cuSNGjx4typQpI5YvXy7i4+PF48ePxbRp00TDhg1L5b016enpokOHDuKdd96Rll26dEmcPn1axMbGCvFk4CsPDw9Rs2ZN0axZM9GjRw9haWlZ6gYPyszMFIMGDRLvvvuutOzx48eiUaNGQqVSiYEDB4qzZ88KHx8fUb169VJ9Lvm5cOGCNFLzihUrRMuWLcXAgQOFeNIN7sSJE6J169bC1tZWrFy5Uqxfv15MmzZN2Nvbi+vXr8sdPpWgq1evCjs7O6FSqURYWNhz97Xn101y0qRJomPHjs91Sy1pSsqhSsqPSs5/zG30Is92jR89erTw8vISbdu2FQsWLBAjRowQVlZW4uLFi7LFKIfCRlxv3bq12LlzpxBCiL1794omTZoIe3t74e7uXqoHVn5dycnJomHDhmLChAkiOTlZ3L59W8ybN0/Uq1dPdO3aVdpu4sSJws7OTri6ukrvjaEOgkivh0W8Aty7d0+0bt1avPfee9IyjUYjOnbsKI4ePSrOnj0rjh8/Lr7++mthamoqqlWrJjw9PUvFo3oKkpmZKVq1aiVOnTolcnNzRceOHUXTpk2FpaWl8PHxEd9995207dKlS8W0adPErFmzSu1gMe3atROzZ88W4skFrBBCTJkyRfTu3Vt4e3uL8PBwIZ6MzFzaz+Vpjx49Ej179tT67P3++++iV69eIj4+XhqwJjMzU7z77ruibt26onbt2sLHx6fUfvaoeKSnp4sRI0aIYcOGifDwcKFSqcTkyZO1Cvmni/jz58+LDz/8UFhbW+v8UUJKy6FKy49KzH/MbfQieWM43Lx5U7Rq1UpER0cLIYT44YcfxNChQ4Wvr6/o3bu37D9GyaGwEde7desmOnTooPU9+eeff8TZs2dL9cDKr+vWrVuiVq1a4siRI9KytLQ0sWnTJlGrVi3Rt29fafnhw4fF5s2bxU8//VQqnshBymTyEo31JDOVSoVOnTrhzTfflJZ99NFH2L17N+Lj45GcnAwPDw98/vnnOHv2LM6cOQMhBJo3b46qVavKGntBkpOTcfnyZdy/fx+TJ08GAHz33XeIi4vDvn37MH36dJQrVw4DBw6UuiKVRkIIPH78GNnZ2bh+/Tpyc3NRtmxZ3LlzBxs3bsSsWbOwb98+bNiwAePGjUNISIjcIb8SMzMzPHjwAF5eXtKyQ4cO4fTp02jSpAlq1qwJX19ffPzxx/jyyy9x584dqduvra2tjJFTSTMyMoK3tzfs7e3Rv39/VKhQAQMGDAAATJkyBRUqVJC6oN+8eROTJk3ClStXcODAATRo0ECnsSothyolPyo5/zG30YuYmJjg6tWraNeuHQIDA+Hh4QEAGDx4MAYPHoysrCwYGxtrjfVgCDQaDbKysuDk5IT79+8DT8ZFMTY2RvPmzTF58mSMHTsWmzZtkr5fLVu2lDnqkmdlZYWcnBwcOXIEvr6+AABLS0t0794djx8/xuLFi/H1119j3LhxaNGihdzhkj6Q+1cEejmpqanSv9evXy9UKpXYuHGjePDggYiIiBBNmjQRM2fOlDXGV6HRaMSAAQNESEiI6Nq1q9T1Sjx5jNLgwYPF2LFjRU5OjjRaZ2kewfSff/4RRkZGonXr1mLIkCHCwsJCjBo1SgghxLlz54SVlZW4dOmS1O2sNJ9LHrVaLVJSUkTHjh1Fr169RHh4uAgLCxPm5uZi9erVYseOHWLOnDmicePGYsuWLdI+ZDjS09O15jds2CBUKpWYNGmS9Ezl3NxckZiYKG7cuCFu3bolU6TKyqFKy49Ky3/MbfS0vM9jdHS0+PPPP8X69eulR8b16tVLDBgwQPbPbGn0siOuG4rMzEwRFBQkOnXq9Fxvs4yMDNG9e3etEfuJXheLeAW6efPmc/cUdenSReueGyU4ceKEsLCwECqVSmzbtk1r3cSJE0Xr1q0V9Yfz+PHjYvDgwWLUqFFS91HxpItm3bp1pccslXbP3gN49OhR0alTJ/HWW2+J2rVri1WrVknrEhIShKurq1iwYIEMkVJpkZubK31X8wrkyZMnizt37oj3339f9OzZU+pmXRooIYcqLT8qIf8xt1FBfv31V1GxYkUREBAgXFxchJ+fn/jhhx+EWq0uVd8zucTGxoqdO3eKTZs2if/++09aHhQUJKysrMQ///yjtf3u3btFgwYNxIMHD2SIVj7nzp0TDg4Ool+/fuLatWta6z777DPRuHFjkZGRIVt8pF8Mqw+QnqhatarUxVOj0SA7OxuWlpbw9PSUO7RX0qRJE+zYsQNt2rTBN998g+rVq6NevXoAgJycHNSqVQu5ubnSSNGlXdOmTbFu3brnRrE+dOgQHBwcSuUTAp515coV/PHHH3jrrbfg5OQEAPDx8cEvv/yCsmXL4o033oClpaW0vZ2dHWrXrg1ra2vgSfdaJZwnFS9jY2MIIaDRaDBgwACoVCoMGTIE27Ztw/Xr13H8+HGtRwrJTQk5VGn5sbTnP+Y2KkhUVBTeeecdzJ8/H6NHj0ZkZCRatmyJjh07ao0YbqifgXPnzqF9+/ZwdXXFqVOn4OXlhebNm2PZsmVYtWoVHj9+jA4dOmD58uVo3bo1XFxcDHLEdY1Gg/r16+P3339Hu3btoNFoMG7cOPj7+wNPnuJRpUoVg7v9gkqQ3L8i0OubMWOGcHV1FVeuXJE7lCI5cOCAcHZ2Fs2aNRMjR44UQ4YMETY2NuLcuXNyh/Zazp49K8aNGyesra2lAXFKs8JGGler1SI9PV34+PiIGTNmiIcPH4q0tDQxY8YM4eTkpPXLPBkujUYjtVq1bdtW2NnZ6XwQu6IozTlUqfmxNOU/5jYqzPfffy/atWsnhBDi2rVrolq1amL06NHSekMeeIwjrj9PrVY/16sn71aCvOVRUVGiUaNGonHjxqJhw4aiR48epSIXkn7hz0EKtnnzZhw4cAAbNmzAnj17ULNmTblDKpLWrVtj3759+PHHH3H06FHUrFkT//zzD+rXry93aEWWlZWFa9euISkpCYcOHSpVLXz5ycjIwIIFC9C9e3c0bdoUISEhyM3NlQYoMzIygoWFBUJDQzFgwABs3LgR5cuXR0JCAv78809Uq1ZN7lOgUkClUkGtVmPy5MnYv38/oqOjdT6I3atQQg5VYn4sTfmPuY2eljcAG560nBoZGeHRo0eoWrUqHj9+DD8/P3Tu3BnLly8HAOzYsQMXL17E6NGjpV4ZhiQlJQWPHz9Gv379YGNjAxsbG0yYMAG1a9fG9OnT0a9fP2zatAmLFy9G7969ERcXh+zsbLRo0QJubm5yh1/sLl68iI8//hgJCQmoWbMmunbtii5dusDIyEj6bKnVanh7e+P333/HyZMnsW/fPri4uGDhwoWoU6eO3KdAekQlhBByB0FFc+HCBcydOxezZ89G3bp15Q6nWGg0GuDJyNdKl5WVhdzcXGlE49Ls8ePHWL16tTTS+KZNmzBgwABMmjRJutjNc/jwYURERKBChQro2LGjXv6hpqJTq9VYs2YNvL290ahRI7nDKZTScqiS8mNpyX/MbZQnv1sqAODAgQPw9/eHubk5xo0bh0WLFknd5t955x0kJSVh1apVWrdbGIqHDx/C29sbwcHBmDhxorQ8KysLGzduxOLFizF27FiMGzdO1jh14fLly/Dx8UFgYCDc3NywY8cOlClTBq1atcIXX3wBAMjOzoapqanB3npBusUiXuFycnJKzT2RpGwZGRlaF9wbN27EwIEDMXHiREydOhUVKlRATk4OUlJStC58iZ6lpAsY5lD9x9xG165dg4+PDx4+fIhp06YhNDRU67/1/PnzMW/ePKxduxa9evXC/fv3sWzZMnz33Xc4cOCA9Hg5Q5OVlYW3334bd+/exaJFi7R6Vj169AgDBw5EuXLlsH79elnjLGlCCEyfPh3Xrl3Dxo0bAQBpaWlYunQpfvnlFzRt2hTffPONtP3vv/8OX19fVKpUScaoSd+xO73C8eKTikveRa5arYaRkRH69+8PIQTeeustqFQqTJgwAYsXL8bNmzfxww8/oFy5coop1Ei3lPS5YA7Vf8xthu1Ft1QAwMCBA3H//n0MHDgQ7u7usLS0RGpqKnbv3m2wBTwAmJmZYdKkSQgICMBHH32Ejz/+GDVq1AAAlCtXDm3atMFPP/2ER48eoVy5cnKHW2JUKhXi4uKQkJAgLbOyssK7776LsmXLYsOGDVi4cCGmTZuGP//8EyEhIQgKCsLcuXMV0XOKlIlFPBFpedFI4ydOnJC9iywR0atibjNMRkZG8Pb2lm6pqFChAgYMGAAAmDx5MipWrIjq1avjiy++QP/+/XHlyhVUrFgRnp6eqFy5stzhy4ojrv9/z7LGjRvj6tWruHz5MmrXrg08KeRHjBiBy5cv448//kBoaCi6dOmCESNGICgoiAU8lSh2pyeifOWlBpVKhXbt2iE6OhoRERGleqAyIqIXYW4zPIXdUjFlyhRUrFgRubm5ePDgARwcHGSNVQ4ajQZCCGnQPzw18F/egG0nT57EqFGjpGVubm7Yv38/Dh48iIYNG8oavy5cv34dzZs3R/fu3fHll1/C0tJSKvBjY2NRtWpVbNu2DV27dpU7VDIQ+vvTGRG9FqWNNE5E9DKY2wzPy95ScevWLaxbt86gbqngiOsvp0aNGti0aRMCAwNhbm6O2bNnS7djlClTBp6enrC3t5c7TDIgbIknogIpaaRxIqKXxdxmuIQQEELAyMgIGzduxJAhQ1C9enXplgpD+jxwxPVX98cff6Bv377o0qUL+vXrB09PT6xbtw5r167F8ePHUaVKFblDJAPBIp6ICsU/3ESkj5jbDBdvqeCI66/j1KlTCA0Nxc2bN2FiYgJjY2Ns2LABXl5ecodGBoTd6YmoULzIJSJ9xNxmuHhLBUdcfx2NGzfGtm3bkJSUhLS0NDg5OfHxlKRzLOKJiIiIyODUq1cPp06dgqenp9yh6BRHXH991tbWsLa2ljsMRcvMzER2dnaR9zc1NUXZsmWLNSYlYXd6IiIiIjI4hn5LBUdcJ7lkZmaiWlVLJCSqi/wa1tbWcHJygpGREYKDgxEcHFysMZZ2bIknIiIiIoNjyAU8OOI6ySg7OxsJiWrcOFkV1lav3rsjNU2Dat63EBsba7A9IljEExEREREZIH9/f2zevBl9+/ZFfHy81ojriYmJcHFxkTtE0mMWlv+bXpWa/cjZnZ6IiIiIyJBxxHXSpdTUVNjY2CDhsmuRW+Ida8cgJSWFLfFERERERGR4OOI6kbJwiEkiIqJiNmzYMPTs2VOa9/Pzw4QJE17rNYvjNYiICmJtbQ03Nzc0aNCABTzphOY1/mfoWMRTka1YsQJWVlbIzc2VlqWnp6NMmTLw8/PT2jYiIgIqlQrXr1+XIVLd+fbbb9GwYUNYWlrC1tYWXl5eWLBggbT+2Qt7ItKdYcOGQaVSQaVSwdTUFO7u7pg7d65WDispW7Zswbx5815q27x8mZycXOTXeB2//fYbmjdvDhsbG1hZWaFevXpaPx7Mnj0bjRo1KvE4iIhIv6mFKPJk6NidnorM398f6enpiIqKQvPmzQEAhw4dgqOjI44dO4bMzEzp+Y379++Hq6sratSo8crHEUJArVbDxKR0f1y///57TJgwAUuXLkWbNm2QlZWFs2fP4vz583KHRkRPdOrUCatXr0ZWVhb++usvBAcHo0yZMggLC3tu2+zsbJiamhbLce3s7ErFa7zI3r170b9/f8yfPx/du3eHSqXCxYsXsWfPnhI/NhERGRYNBDR49YK8KPvoG7bEU5HVrl0bTk5OiIiIkJZFRESgR48eqFatGo4ePaq13N/fHwDwww8/oEmTJrCysoKjoyPeeustJCYmam2rUqmwY8cOeHt7w8zMDP/88w/8/Pwwfvx4TJgwAeXLl4eDgwO+/fZbZGRkYPjw4bCysoK7uzt27NhRaNz5tSItWbIEbm5u0nxei/mcOXNQsWJFWFtbY+zYscjOzi7wdbdt24Z+/fph5MiRcHd3R7169TBw4EDMnz9fOu7atWvx+++/S62Bee9dbGws+vXrB1tbW9jZ2aFHjx64efPmK8Xzyy+/oEGDBjA3N4e9vT0CAgKQkZHxgv+KRIbFzMwMjo6OqFq1Kt555x0EBARg27ZtwFPfs/nz58PZ2Rm1a9cGXuL7qVarERoaCltbW9jb22PKlCl4dszYZ7vCZ2VlYerUqXBxcYGZmRnc3d2xatUq3Lx5U8qV5cuXh0qlwrBhw/J9jYcPH2Lo0KEoX748ypUrh8DAQFy9elVav2bNGtja2mLXrl2oW7cuLC0t0alTJ8THxxf4/vzxxx9o2bIlJk+ejNq1a6NWrVro2bMnwsPDpdecM2cOzpw5I+WxNWvWAACSk5MxatQoKUe1bdsWZ86ckV47L/euXLkSLi4uKFeuHPr164eUlBRpm4iICDRr1gwWFhawtbVFy5YtcevWrSL8lyYiItJfLOLptfj7+2P//v3S/P79++Hn54c2bdpIyx8/foxjx45JF6Y5OTmYN28ezpw5g61bt+LmzZvSRerTpk2bhoULF+LSpUvw9PQEAKxduxYVKlTA8ePHMX78eLzzzjvo27cvWrRogVOnTqFDhw4YMmQIHj169NrntnfvXly6dAkRERFYv349tmzZgjlz5hS4vaOjI44ePVrgBeekSZPQr18/6SI6Pj4eLVq0QE5ODjp27AgrKyscOnQIhw8fli62ny7SC4snPj4eAwcOxIgRI6Rtevfu/VwhQUTazM3Nn/ueXb58GXv27MH27dtf6vv52WefYc2aNfj+++/xzz//ICkpCb/99luhxx06dCjWr1+PpUuX4tKlS1i5ciUsLS3h4uKCX3/9FQBw+fJlxMfH48svv8z3NYYNG4aoqChs27YNkZGREEKgc+fOyMnJkbZ59OgRFi9ejB9++AEHDx5ETEwMJk2aVGBcjo6OuHDhQoE9iPr374+JEyeiXr16Uh7r378/AKBv375ITEzEjh07cPLkSTRu3Bjt2rVDUlKStP+1a9ewadMm/PHHH9i5cydOnz6NcePGAQByc3PRs2dPtGnTBmfPnkVkZCTGjBlj8M/yJiLSVxoIqIswsSX+f12ViYrs22+/FRYWFiInJ0ekpqYKExMTkZiYKH7++WfRunVrIYQQe/fuFQDErVu38n2NEydOCAAiLS1NCCHE/v37BQCxdetWre3atGkjWrVqJc3n5uYKCwsLMWTIEGlZfHy8ACAiIyMLjHnWrFmiYcOGWsu++OILUbVqVWk+KChI2NnZiYyMDGnZ8uXLhaWlpVCr1fm+blxcnGjevLkAIGrVqiWCgoLExo0btbYPCgoSPXr00Nrvhx9+ELVr1xYajUZalpWVJczNzcWuXbteKp6TJ08KAOLmzZsFnjeRoXv6+6fRaMSePXuEmZmZmDRpkrTewcFBZGVlSfu8zPfTyclJLFq0SFqfk5MjqlSpovVdb9OmjXjvvfeEEEJcvnxZABB79uzJN868HPjw4UOt5U+/xpUrVwQAcfjwYWn9/fv3hbm5udi0aZMQQojVq1cLAOLatWvSNuHh4cLBwaHA9yg9PV107txZABBVq1YV/fv3F6tWrRKZmZnSNvnl0EOHDglra2ut7YQQokaNGmLlypXSfsbGxuL27dvS+h07dggjIyMRHx8vHjx4IACIiIiIAuMjIiLlS0lJEQDE9X8dReId51eerv/rKACIlJQUuU9FNmyJp9fi5+eHjIwMnDhxAocOHUKtWrVQsWJFtGnTRrovPiIiAtWrV4erqysA4OTJk+jWrRtcXV1hZWWFNm3aAABiYmK0XrtJkybPHS+vRR4AjI2NYW9vjwYNGkjLHBwcAEDqnl+vXj1YWlrC0tISgYGBr3RuDRs2RLly5aR5X19fpKenIzY2Nt/tnZycEBkZiXPnzuG9995Dbm4ugoKC0KlTJ2g0BY+ieebMGVy7dg1WVlZSrHZ2dsjMzNQaCLCweBo2bIh27dqhQYMG6Nu3L7799ls8fPjwlc6XyBBs374dlpaWKFu2LAIDA9G/f3/Mnj1bWt+gQQOt++Bf9P1MSUlBfHw8fHx8pH1MTEzyzV95oqOjYWxsLOW+orh06RJMTEy0jmtvb4/atWvj0qVL0rJy5cppjUXi5OSkdfvSsywsLPDnn3/i2rVrmD59OiwtLTFx4kQ0a9as0B5OZ86cQXp6Ouzt7aX3ydLSEjdu3NDKY66urqhcubI07+vrC41Gg8uXL8POzg7Dhg1Dx44d0a1bN3z55ZeFdv0nIiJl48B2RVe6RwqjUs/d3R1VqlTB/v378fDhQ+mi1NnZGS4uLjhy5Aj279+Ptm3bAgAyMjLQsWNHdOzYET/99BMqVqyImJgYdOzY8bn7zS0sLJ47XpkyZbTmVSqV1rK8bpd5RfNff/0ldS01NzcHABgZGT3Xzfzp7qevq379+qhfvz7GjRuHsWPH4o033sCBAwek2wmelZ6eDm9vb/z000/PratYseJLHdPY2Bh79uzBkSNHsHv3bixbtgwffvghjh07hmrVqr32ORHpC39/fyxfvhympqZwdnZ+bsDMZ/NOcXw/n5WXi3Qhv5z5MrfZ1KhRAzVq1MCoUaPw4YcfolatWti4cSOGDx+e7/bp6enPjZGSx9bW9qXjXb16Nd59913s3LkTGzduxPTp07Fnzx5p8FQiItIfmidTUfYzdGyJp9fm7++PiIgIREREaD1arnXr1tixYweOHz8uFbD//vsvHjx4gIULF+KNN95AnTp1Cm0Vel1Vq1aFu7s73N3dpdafihUrIiEhQetCNjo6+rl9z5w5g8ePH0vzR48ele5ZfVkeHh7Akx8vAMDU1BRqtVprm8aNG+Pq1auoVKmSFGveZGNj89LxqFQqtGzZEnPmzMHp06dhamr6wvtyiQyNhYUF3N3d4erq+lJPvHjR99PGxgZOTk44duyYtE9ubi5OnjxZ4Gs2aNAAGo0GBw4cyHd9Xk+AZ3PF0+rWrYvc3Fyt4z548ACXL1+W8k5xcXNzQ7ly5V6YxxISEmBiYvLc+/T086ZjYmIQFxcnzR89ehRGRkbSIIIA4OXlhbCwMBw5cgT169fHzz//XKznQ0REpHQs4um1+fv7459//kF0dLRW99A2bdpg5cqVyM7Olop4V1dXmJqaYtmyZfjvv/+wbds2nTz3+Gl+fn64d+8eFi1ahOvXryM8PDzfEe2zs7MxcuRIXLx4EX/99RdmzZqFkJAQGBnl/7V55513MG/ePBw+fBi3bt3C0aNHMXToUFSsWBG+vr7Ak4vhs2fP4vLly7h//z5ycnIwaNAgVKhQAT169MChQ4dw48YNRERE4N1338Xt27dfKp5jx47h448/RlRUFGJiYrBlyxbcu3cPdevWLcF3kkj/vcz387333sPChQuxdetW/Pvvvxg3btxzz3h/mpubG4KCgjBixAhs3bpVes1NmzYBT358VKlU2L59O+7du4f09PTnXqNmzZro0aMHRo8ejX/++QdnzpzB4MGDUblyZfTo0aPI5zt79mxMmTIFERERuHHjBk6fPo0RI0YgJycH7du3l+K/ceMGoqOjcf/+fWRlZSEgIAC+vr7o2bMndu/ejZs3b+LIkSP48MMPERUVJb1+2bJlERQUhDNnzuDQoUN499130a9fPzg6OuLGjRsICwtDZGQkbt26hd27d+Pq1avMY2Sw8p7WU1g+wZPv5JIlS0okhmefilFa5PekoRcprediyIoyqF3eZOhYxNNr8/f3x+PHj+Hu7i7dk44nRXxaWpr0KDo8aQVfs2YNNm/eDA8PDyxcuBCLFy/Wabx169bF119/jfDwcDRs2BDHjx/Pd7Tmdu3aoWbNmmjdujX69++P7t27a907+6yAgAAcPXoUffv2Ra1atdCnTx+ULVsWe/fuhb29PQBg9OjRqF27Npo0aYKKFSvi8OHDKFeuHA4ePAhXV1f07t0bdevWxciRI5GZmQlra+uXisfa2hoHDx5E586dUatWLUyfPh2fffbZK48DQETaXub7OXHiRAwZMgRBQUHw9fWFlZUVevXqVejrLl++HG+++SbGjRuHOnXqYPTo0VJLd+XKlTFnzhxMmzYNDg4OCAkJyfc1Vq9eDW9vb3Tt2hW+vr4QQuCvv/56rgv9q2jTpg3+++8/DB06FHXq1EFgYCASEhKwe/duqbW8T58+6NSpE/z9/VGxYkWsX78eKpUKf/31F1q3bo3hw4ejVq1aGDBgAG7duqX1d8Hd3R29e/dG586d0aFDB3h6euLrr7+W3ut///0Xffr0Qa1atTBmzBgEBwfj7bffLvL5EJV2kZGRMDY2RpcuXV64bd5jI5914sQJjBkzRppXqVTYunVrscdaFAMGDECnTp20lu3cuRMqleq5a6rZs2dL4ye9yKRJk7B3795ijRWl7L0zBGpR9MnQqQSfQUX0nGHDhiE5ObnUJPLSFg8R0auaPXs2tm7dmu/tS0SGatSoUbC0tMSqVatw+fJlODs7S+siIiLg7++Phw8fwtbWFmvWrMGECRNe2DKvUqnw22+/oWfPnq8dn5+fHxo1alTklv6VK1di0qRJePjwoXQL09SpU7F+/XpUr15daxyNNm3awM3NDWvXrn3tuPPzMudSnO8dFSw1NRU2NjaIvlgJVlav3qaclqZBI49EpKSkaDV4GRK2xBMRERER6Vh6ejo2btyId955B126dMGaNWsK3DYiIgLDhw9HSkoKVCqVVkv2093p3dzcAAC9evWCSqWS5ocNG/ZcYTphwgStsYwyMjIwdOhQWFpawsnJCZ999tlzcWRlZWHSpEmoXLkyLCws4OPjk++Alnn8/f2Rnp6udVtNREQEpk2bJj3FCAAyMzNx7Ngx6fbL5ORkjBo1ChUrVoS1tTXatm2LM2fOSK/xbHf63NxcvPvuu7C1tYW9vT2mTp2KoKCg585Zo9FgypQpsLOzg6Ojo1ZvgILeOyo5GqigLsKkgUru0GXHIp6IiIiISMc2bdqEOnXqoHbt2hg8eDC+//77Ap8e0aJFCyxZsgTW1taIj49HfHx8vrcCnjhxAnhyu018fLw0/zImT56MAwcO4Pfff8fu3bsRERGBU6dOaW0TEhKCyMhIbNiwAWfPnkXfvn3RqVMnXL16Nd/XrFWrFpydnbF//34AQFpaGk6dOoW+ffvCzc0NkZGRAIAjR44gKytLKuL79u2LxMRE7NixAydPnkTjxo3Rrl07JCUl5XucTz75BD/99BNWr16Nw4cPIzU1Nd/ei2vXroWFhQWOHTuGRYsWYe7cudizZ89rv3dEusYinigfa9asKVVd10tbPEREr2r27NnsSk/0lFWrVmHw4MEAgE6dOiElJaXQp1bY2NhApVLB0dERjo6OsLS0fG67vEdf2trawtHR8aUfhZmeno5Vq1Zh8eLFaNeuHRo0aIC1a9ciNzdX2iYmJgarV6/G5s2b8cYbb6BGjRqYNGkSWrVqhdWrVxf42nlPMQKAQ4cOoVatWqhYsSJat24tLY+IiEC1atVQtWpV/PPPPzh+/Dg2b96MJk2aoGbNmli8eDFsbW3xyy+/5HuMZcuWISwsDL169UKdOnXw1Vdf5Tt+gKenJ2bNmoWaNWti6NChaNKkiXRvfVHfOyo6jSj6ZOj4nHgiIiIiIh26fPkyjh8/Lj0K1sTEBP3798eqVau0urjryvXr15GdnQ0fHx9pmZ2dndbjH8+dOwe1Wo1atWpp7ZuVlSUN4JufvFHhc3JytB5HnPcUIzx1/z+ePFI3PT39udd8/Pgxrl+//tzrp6Sk4O7du2jWrJm0zNjYGN7e3tBotJ8o7unpqTXv5ORUoo86psLldY8vyn6GjkU8EREREZEOrVq1Crm5uVoD2QkhYGZmhq+++go2NjbFejwjI6Pnuurn5OS80mukp6fD2NgYJ0+ehLGxsda6/HoF5PH390dGRgZOnDiB/fv3Y/LkycCTIn7EiBFISkrCsWPHpCdRpKenw8nJKd977fNrXX8Vzz69Q6VSPVfok+6wiC86dqcnIiIiItKR3NxcrFu3Dp999hmio6Ol6cyZM3B2dsb69evz3c/U1BRqtfqFr1+mTJnntqtYsSLi4+O1lj19e0uNGjVQpkwZHDt2TFr28OFDXLlyRZr38vKCWq1GYmIi3N3dtSZHR8cC46lRowZcXFywbds2REdHo02bNsCTx2lWrlwZn332GbKzs6WW+MaNGyMhIQEmJibPHadChQrPvb6NjQ0cHBy07mFXq9XP3c//MvJ776jkaISqyJOhYxFPRERERKQj27dvx8OHDzFy5EjUr19fa+rTpw9WrVqV735ubm5IT0/H3r17cf/+fTx69KjA7fbu3YuEhAQ8fPgQANC2bVtERUVh3bp1uHr1KmbNmoXz589L+1haWmLkyJGYPHky9u3bh/Pnz2PYsGEwMvr/UqFWrVoYNGgQhg4dii1btuDGjRs4fvw4FixYgD///LPQc/b398fXX38Nd3d3ODg4SMvbtGmDZcuWSQPgAUBAQAB8fX3Rs2dP7N69Gzdv3sSRI0fw4Ycfao1y/7Tx48djwYIF+P3333H58mW89957ePjwIVSqVyv28nvviEojFvFERERERDqyatUqBAQE5Ntlvk+fPoiKisLZs2efW9eiRQuMHTsW/fv3R8WKFbFo0aJ8X/+zzz7Dnj174OLiAi8vLwBAx44dMWPGDEyZMgVNmzZFWloahg4dqrXfp59+ijfeeAPdunVDQEAAWrVqBW9vb61tVq9ejaFDh2LixImoXbs2evbsiRMnTsDV1bXQc/b390daWtpz9/u3adMGaWlpUis8nnRx/+uvv9C6dWsMHz4ctWrVwoABA3Dr1i2tHwCeNnXqVAwcOBBDhw6Fr68vLC0t0bFjR5QtW7bQuF7mvaOSU5THyxW1C76+UYmCnmVBRERERESkMBqNBnXr1kW/fv0wb948ucOhZ6SmpsLGxgb7zrvA0urV25TT0zRoWz8WKSkpsLa2LpEYSzsObEdERERERIp169Yt7N69G23atEFWVha++uor3LhxA2+99ZbcoVEhRBHvbxe8J55FPBERERERKZeRkRHWrFmDSZMmQQiB+vXr4++//0bdunXlDo0KwdHpi45FPBERERERKZaLiwsOHz4sdxhEOsMinoiIiIiIiHRKLYygFq9+T7yaI7pxdHoiIiIiIiLSLQ1U0MCoCNP/utM3bdoUHh4eCA8Pl/tUdI4t8URERERERKRTr3tP/IkTJwx2dHq2xBMREREREREpBFviiYiIiIiISKeKfk88b4pnEU9EREREREQ69b974l+9O31R9tE3LOJLkEajQVxcHKysrKBS8cNGVJyEEEhLS4OzszOMjHhnUHFh3iIqWcxdL8Y8RFSySkse0sAI6iLc3a0BW+JZxJeguLg4uLi4yB0GkV6LjY1FlSpV5A5DbzBvEekGc1fBmIeIdEPuPMTu9EXHIr4EWVlZAQCqvzcTRmZl5Q6nWNn8p5E7hBKRUp2tIkqhycrEf1/Olb5nVDzy3s/Y2FiDHfGVqCSlpqbCxcWFuasQee9Nox7TYVxGv66figuvVwqnMWWRVxhNViZufjqPeUjBWMSXoLwuYEZmZWGsZ0W8SRn9LOKNzfhHUWnY1bJ45b2f1tbWLOKJShBzV8Hy3hvjMmVhwiI+X7xeeQEzFvEvQ+48lPfc91ffj/99WcQTERERERGRTqmFCmpRhOfEF2EffcMinoiIiIiIiHRKXcSB7dRsiWcRT0RERERERLqlEUbQFGFgOw0HtivCTx9EREREREREJAu2xBMREREREZFOsTt90bGIJyIiIiIiIp3SFHGQOv18RtarYRFPREREREREOlX0R8zxjnAW8URERERERKRTamEEdREGtivKPvqG7wARERERERGRQrAlnoiIiBTPbdqfcoeAmwu7yB0CEZFiaKCCBkW5J/7V99E3LOKJiIiIiIhIp9idvuhYxBMREREREZFOFf0Rcyzi+Q4QERERERERKQRb4omIiIiIiEinNEIFTVGeE1+EffQNi3giIiIqFAeNIyKi4qYpYnd6PieeRTwRERERERHpmEYYQVOEQeqKso++YRFPREREREREOqWGCuoiPC6uKPvoG/6MQURERERERKQQiiviDx48iG7dusHZ2RkqlQpbt27VWp+eno6QkBBUqVIF5ubm8PDwwIoVK7S2yczMRHBwMOzt7WFpaYk+ffrg7t27WtvExMSgS5cuKFeuHCpVqoTJkycjNzdXJ+dIREREVJx4/UREpU1ed/qiTIZOce9ARkYGGjZsiPDw8HzXh4aGYufOnfjxxx9x6dIlTJgwASEhIdi2bZu0zfvvv48//vgDmzdvxoEDBxAXF4fevXtL69VqNbp06YLs7GwcOXIEa9euxZo1azBz5kydnCMRERFRceL1ExGVNuqnutS/2kSKuyc+MDAQgYGBBa4/cuQIgoKC4OfnBwAYM2YMVq5ciePHj6N79+5ISUnBqlWr8PPPP6Nt27YAgNWrV6Nu3bo4evQomjdvjt27d+PixYv4+++/4eDggEaNGmHevHmYOnUqZs+eDVNTU52dLxEREdHr4vUTEZU2HNiu6PTuHWjRogW2bduGO3fuQAiB/fv348qVK+jQoQMA4OTJk8jJyUFAQIC0T506deDq6orIyEgAQGRkJBo0aAAHBwdpm44dOyI1NRUXLlwo8NhZWVlITU3VmoiIiIhKO14/EZGuqYVRkSdDp3fvwLJly+Dh4YEqVarA1NQUnTp1Qnh4OFq3bg0ASEhIgKmpKWxtbbX2c3BwQEJCgrTN03+A8tbnrSvIggULYGNjI00uLi4lcIZERERExYvXT0REyqGXRfzRo0exbds2nDx5Ep999hmCg4Px999/l/ixw8LCkJKSIk2xsbElfkwiIiKi18XrJyLSNQEVNEWYBB8xp7x74gvz+PFjfPDBB/jtt9/QpUsXAICnpyeio6OxePFiBAQEwNHREdnZ2UhOTtb6Nfnu3btwdHQEADg6OuL48eNar503+mreNvkxMzODmZlZCZ0dERERUfHj9RMRyaGoXePZnV7PWuJzcnKQk5MDIyPt0zI2NoZGowEAeHt7o0yZMti7d6+0/vLly4iJiYGvry8AwNfXF+fOnUNiYqK0zZ49e2BtbQ0PDw+dnQ8RERFRSeP1ExHJQSNURZ4MneJa4tPT03Ht2jVp/saNG4iOjoadnR1cXV3Rpk0bTJ48Gebm5qhatSoOHDiAdevW4fPPPwcA2NjYYOTIkQgNDYWdnR2sra0xfvx4+Pr6onnz5gCADh06wMPDA0OGDMGiRYuQkJCA6dOnIzg4mL8UExERkeLw+omIShs1jKAuQptyUfbRN4p7B6KiouDl5QUvLy/gyXNNvby8pGeQbtiwAU2bNsWgQYPg4eGBhQsXYv78+Rg7dqz0Gl988QW6du2KPn36oHXr1nB0dMSWLVuk9cbGxti+fTuMjY3h6+uLwYMHY+jQoZg7d64MZ0xE9D8HDx5Et27d4OzsDJVKha1bt0rrcnJyMHXqVDRo0AAWFhZwdnbG0KFDERcXJ2vMRFQ68PqJiEh/KK4l3s/PD0KIAtc7Ojpi9erVhb5G2bJlER4ejvDw8AK3qVq1Kv7666/XipWIqDhlZGSgYcOGGDFiBHr37q217tGjRzh16hRmzJiBhg0b4uHDh3jvvffQvXt3REVFyRYzEZUOvH4iotKmqF3j2Z1egUU8EZGhCgwMRGBgYL7rbGxssGfPHq1lX331FZo1a4aYmBi4urrqKEoiIiKiF9PACJoidAwvyj76hkU8EZGeSklJgUqleu65zk/LyspCVlaWNJ+amqqj6IiIiMiQqYUK6iK0qhdlH33DnzGIiPRQZmYmpk6dioEDB8La2rrA7RYsWAAbGxtpcnFx0WmcREREZJg4On3RsYgnItIzOTk56NevH4QQWL58eaHbhoWFISUlRZpiY2N1FicRERERvTp2pyci0iN5BfytW7ewb9++QlvhAcDMzIyPfpKZ27Q/5Q4BNxd2kTsEIiIyMEIYQSNevU1ZFGEffcMinohIT+QV8FevXsX+/fthb28vd0hERERE+VJDBTWKcE98EfbRNyziiYgUIj09HdeuXZPmb9y4gejoaNjZ2cHJyQlvvvkmTp06he3bt0OtViMhIQEAYGdnB1NTUxkjJyIiItKmEUV7XJym4KdlGgwW8UREChEVFQV/f39pPjQ0FAAQFBSE2bNnY9u2bQCARo0aae23f/9++Pn56ThaIiIiIioJLOKJiBTCz88PQhT883Nh64iIiIhKE00R74kvyj6vKzY2FkOGDEFiYiJMTEwwY8YM9O3bV+dx5GERT0RERERERDqlgQqaItzfXpR9XpeJiQmWLFmCRo0aISEhAd7e3ujcuTMsLCx0HgtYxBMREREREZGuqYUK6iLcE1+UfV6Xk5MTnJycAACOjo6oUKECkpKSZCviOT4/ERERERER6VRed/qiTK/q4MGD6NatG5ydnaFSqbB169bntgkPD4ebmxvKli0LHx8fHD9+PN/XOnnyJNRqNVxcXIp03sWBRTwRERERERHprYyMDDRs2BDh4eH5rt+4cSNCQ0Mxa9YsnDp1Cg0bNkTHjh2RmJiotV1SUhKGDh2Kb775RkeR54/d6YmIiIiIiEinNFAV7RFzT+6JT01N1VpuZmYGMzOzfPcJDAxEYGBgga/5+eefY/To0Rg+fDgAYMWKFfjzzz/x/fffY9q0aQCArKws9OzZE9OmTUOLFi1eOe7ixJZ4IiIiIiIi0inxZGC7V53EkyLexcUFNjY20rRgwYIixZGdnY2TJ08iICBAWmZkZISAgABERkb+L1YhMGzYMLRt2xZDhgwppneg6NgST0RERERERDqlEUVsiX+yT2xsLKytraXlBbXCv8j9+/ehVqvh4OCgtdzBwQH//vsvAODw4cPYuHEjPD09pfvpf/jhBzRo0KBIx3xdLOKJiIiIiIhIp173OfHW1tZaRXxJatWqFTQajU6O9TJYxOuAxkwAZYXcYRSrB/V1/2gH3dCv/05Pq3BWv84tN6f0JFIiIiJdUuvZdWVx07drnuKWmyPwn9xBlCIVKlSAsbEx7t69q7X87t27cHR0lC2uwvCeeCIiIiIiItKpvO70RZmKk6mpKby9vbF3797/j02jwd69e+Hr61usxyoubIknIiIiIiIincobqK4o+72q9PR0XLt2TZq/ceMGoqOjYWdnB1dXV4SGhiIoKAhNmjRBs2bNsGTJEmRkZEij1Zc2LOKJiIiIiIhIp153YLtXERUVBX9/f2k+NDQUABAUFIQ1a9agf//+uHfvHmbOnImEhAQ0atQIO3fufG6wu9KCRTwRERERERHplC6LeD8/PwhR+FgJISEhCAkJeeXXlgPviSciIiIiIiJFadq0KTw8PBAeHi53KDrHlngiIiIiIiLSqddtiT9x4oTOHjFX2rCIJyIiIiIiIp3SZXd6fcMinoiIiIiIiHRKFHGk+cLvbDcMvCeeiIiIiIiISCHYEk9EREREREQ6xe70RccinoiIiIiIiHSKRXzRsYgnIiIiIiIinWIRX3Qs4omIiIiIiEinWMQXHQe2IyIiIiIiIkVp2rQpPDw8EB4eLncoOseWeCIiIiIiItIpIVQQRWhVz9vnxIkTsLa2LoHISj8W8URERERERKRTGqiK9Jz4ouyjb9idnohIIQ4ePIhu3brB2dkZKpUKW7du1VovhMDMmTPh5OQEc3NzBAQE4OrVq7LFS0RERFSQvHviizIZOhbxREQKkZGRgYYNGxZ479eiRYuwdOlSrFixAseOHYOFhQU6duyIzMxMncdKREREVJi87vRFmQwdu9MTESlEYGAgAgMD810nhMCSJUswffp09OjRAwCwbt06ODg4YOvWrRgwYICOoyUiIiKiksCWeCIiPXDjxg0kJCQgICBAWmZjYwMfHx9ERkYWuF9WVhZSU1O1JiIiIqKSxu70RccinohIDyQkJAAAHBwctJY7ODhI6/KzYMEC2NjYSJOLi0uJx0pERETE7vRFp5MiPjY2Frdv35bmjx8/jgkTJuCbb74pkeOlpaVhwoQJqFq1KszNzdGiRQucOHFCWv8ygz8lJSVh0KBBsLa2hq2tLUaOHIn09PQSiZeISC5hYWFISUmRptjYWLlDIqIndH39BF5DEZEOiSK2wrOI11ER/9Zbb2H//v3Ak9ai9u3b4/jx4/jwww8xd+7cYj/eqFGjsGfPHvzwww84d+4cOnTogICAANy5cwd4ycGfBg0ahAsXLmDPnj3Yvn07Dh48iDFjxhR7rERExcHR0REAcPfuXa3ld+/eldblx8zMDNbW1loTEZUOur5+Aq+hiEiHBAAhijDJHXgpoJMi/vz582jWrBkAYNOmTahfvz6OHDmCn376CWvWrCnWYz1+/Bi//vorFi1ahNatW8Pd3R2zZ8+Gu7s7li9f/tzgT56enli3bh3i4uKkxzVdunQJO3fuxHfffQcfHx+0atUKy5Ytw4YNGxAXF1es8RIRFYdq1arB0dERe/fulZalpqbi2LFj8PX1lTU2IioaXV4/gddQRKQwTZs2hYeHR4FP7dFnOinic3JyYGZmBgD4+++/0b17dwBAnTp1EB8fX6zHys3NhVqtRtmyZbWWm5ub459//nmpwZ8iIyNha2uLJk2aSNsEBATAyMgIx44dK/DYHCCKiEpSeno6oqOjER0dDTwZzC46OhoxMTFQqVSYMGECPvroI2zbtg3nzp3D0KFD4ezsjJ49e8odOhEVgS6vnyDjNRSvn4gMkwaqIk8AcOLECVy8eBHBwcFyn4rO6aSIr1evHlasWIFDhw5hz5496NSpEwAgLi4O9vb2xXosKysr+Pr6Yt68eYiLi4NarcaPP/6IyMhIxMfHv9TgTwkJCahUqZLWehMTE9jZ2XGAKCKSTVRUFLy8vODl5QUACA0NhZeXF2bOnAkAmDJlCsaPH48xY8agadOmSE9Px86dO5+7ICciZdDl9RNkvIbi9RORYeLAdkWnkyL+k08+wcqVK+Hn54eBAweiYcOGAIBt27ZJ3cSK0w8//AAhBCpXrgwzMzMsXboUAwcOhJFRyZ4uB4giopLk5+cHIcRzU163WpVKhblz5yIhIQGZmZn4+++/UatWLbnDJqIi0vX1E2S6huL1E5Fh4iPmis5EFwfx8/PD/fv3kZqaivLly0vLx4wZg3LlyhX78WrUqIEDBw4gIyMDqampcHJyQv/+/VG9enWtwZ+cnJykfe7evYtGjRoBTwaISkxM1HrN3NxcJCUlvXCAqLxub0RERESvQ9fXT5DpGorXT0SGKW+guqLsZ+h09px4Y2Nj5OTk4NChQzh06BASExPh5ub2XJer4mRhYQEnJyc8fPgQu3btQo8ePV5q8CdfX18kJyfj5MmT0jb79u2DRqOBj49PicVLRERE9DQ5rp/AaygiolJNJy3xaWlpGDduHDZs2AC1Wg08+aPUv39/hIeHw8bGpliPt2vXLgghULt2bVy7dg2TJ09GnTp1MHz4cK3Bn2rWrIlq1aphxowZWoM/1a1bF506dcLo0aOxYsUK5OTkICQkBAMGDICzs3OxxkpERESUH11fP4HXUESkQ0W9v533xOuoJX7UqFE4duwYtm/fjuTkZCQnJ2P79u2IiorC22+/XezHS0lJQXBwMOrUqYOhQ4eiVatW2LVrF8qUKQO85OBPP/30E+rUqYN27dqhc+fOaNWqFb755ptij5WIiIgoP7q+fgKvoYhIhziwXdGphCj5uwosLCywa9cutGrVSmv5oUOH0KlTJ2RkZJR0CLJITU2FjY0Nqs+YDyOODk0yq3BWv24gys3JRNSW6UhJSYG1tbXc4eiNvLzF91V33Kb9KXcIuLmwS6HrGePLeVGMeMXvmKFfP3m/+RFMyvD6KT8P6rOIKYy+XfMUN7mvofK+47V/ngbjcq8+Hob6URYuv7XQoK9VdNISb29vn2+XLxsbG62BWoiIiIjof3j9RERE+dFJET99+nSEhoZqPR80ISEBkydPxowZM3QRAhEREZGi8PqJiPRZ3uj0RZkMnU4Gtlu+fDmuXbsGV1dXuLq6AgBiYmJgZmaGe/fuYeXKldK2p06d0kVIRERERKUar5+ISJ/9ryAvysB2//v/pk2bwtjYGMHBwQgODi7+AEsxnRTxeSOWEhEREdHL4fUTEemz1x2d/sSJEwZ7T7xOivhZs2bp4jBEREREeoPXT0Skz8STqSj7GTqd3BMPAMnJyfjuu+8QFhaGpKQk4EnXrzt37ugqBCIiIiJF4fUTERE9Syct8WfPnkVAQABsbGxw8+ZNjB49GnZ2dtiyZQtiYmKwbt06XYRBREREpBi8fiIiffa63ekNmU5a4kNDQzFs2DBcvXoVZZ96Xnrnzp1x8OBBXYRAREREpCi8fiIivSZeYzJwOmmJP3HihNYIqnkqV66s9dgUIiIiIvofXj8RkV4rYks82BKvmyLezMwMqampzy2/cuUKKlasqIsQiIiIiBSF109EpM+K+sx3PideR93pu3fvjrlz5yInJwcAoFKpEBMTg6lTp6JPnz66CIGIiIhIUXj9RERE+dFJEf/ZZ58hPT0dlSpVwuPHj9GmTRu4u7vDysoK8+fP10UIRERERIrC6yci0md5A9sVZTJ0OulOb2Njgz179uDw4cM4c+YM0tPT0bhxYwQEBOji8EREpUpycjJsbW3lDoOISjlePxGRXhOqot3frgdF/OteC+qkJX7dunXIyspCy5YtMW7cOEyZMgUBAQHIzs7m41GISK998skn2LhxozTfr18/2Nvbo3Llyjhz5oyssRFR6cbrJyLSZ3n3xBdlUpKSuBbUSRE/fPhwpKSkPLc8LS0Nw4cP10UIRESyWLFiBVxcXAAAe/bswZ49e7Bjxw4EBgZi8uTJcodHRKUYr5+ISK8ZyCPmSuJaUCfd6YUQUKme7/Zw+/Zt2NjY6CIEIiJZJCQkSIl7+/bt6NevHzp06AA3Nzf4+PjIHR4RlWK8fiIiUr6SuBYs0SLey8sLKpUKKpUK7dq1g4nJ/x9OrVbjxo0b6NSpU0mGQEQkq/LlyyM2NhYuLi7YuXMnPvroI+DJxblarZY7PCIqhXj9RESGoKiD1OXt07RpUxgbGyM4OBjBwcElEGHxKIlrwRIt4nv27AkAiI6ORseOHWFpaSmtMzU1hZubGx+RQkR6rXfv3njrrbdQs2ZNPHjwAIGBgQCA06dPw93dXe7wiKgU4vUTERmM1+gaf+LECVhbWxdnNCWiJK4FS7SInzVrFgDAzc0N/fv3R9myZUvycKWWMP7fRKWfw3GN3CGUmLvNdDIEhs5oMlXAFrmjeLEvvvgCbm5uiI2NxaJFi6SL8fj4eIwbN07u8IioFOL10/8k1VfBqKzyR6Em3TPKUdhN0zpWWt6f122JV4qSuBbUyT3xQUFB0r8zMzOxceNGZGRkoH379qhZs6YuQiAikkWZMmUwadKk55a///77ssRDRMrB6yci0mtFHaSudPwG8dJK4lqwRJvmQkNDMX78eGk+OzsbzZs3x+jRo/HBBx/Ay8sLkZGRJRkCEZGs1q5diz///FOanzJlCmxtbdGiRQvcunWr2I+nVqsxY8YMVKtWDebm5qhRowbmzZsHobTnsRAZMF4/ERHpj5K4FizRIn737t1o3769NP/TTz8hJiYGV69excOHD9G3b1/pxn4iIn308ccfw9zcHAAQGRmJ8PBwLFq0CBUqVCiR1vhPPvkEy5cvx1dffYVLly7hk08+waJFi7Bs2bJiPxYRlQxePxGRYVC9xqQcJXEtWKLd6WNiYuDh4SHN7969G2+++SaqVq0KAHjvvffQuXPnkgyBiEhWsbGx0qAlW7duRZ8+fTBmzBi0bNkSfn5+xX68I0eOoEePHujSpQvw5J7a9evX4/jx48V+LCIqGbx+IiKDYCDd6UviWrBEW+KNjIy0unAe/T/27jssinNtA/i9dJQmFoqCIGDHCiJqRJSIGGONYknsGnsMVo69osYWlWj0M5ZzNJbEGGNsBMEWRBR7wRIUVLAhIEjdne+PI3NcQaVsYXfv33XNFXfm3ZlnNvDwPjsz73v2LFq2bCm+trKywsuXL5UZAhGRWpmZmeHFixfAO1fXTExMkJWVpfDjtWrVCuHh4bh9+zYA4PLlyzh9+rQ4Euq7cnJykJ6eLrcQkXqx/0REOkEow6JBlNEXVGoRX69ePfzxxx8AgOvXryMhIQG+vr7i9gcPHsDGxkaZIRARqdWnn36K4cOHY/jw4bh9+7Z49ez69etwcnJS+PGmT5+Ovn37om7dujA0NETTpk0xceJEDBgwoMj2ISEhsLS0FBcHBweFx0REJcP+ExGR9lBGX1CpRfzUqVMRHByMDh06oEOHDujcuTOcnZ3F7YcOHUKLFi2UGQIRkVqFhobC29sbz549w6+//orKlSsDAC5cuIB+/fop/Hh79uzBjh07sHPnTsTGxmLbtm1Yvnw5tm3bVmT74OBgpKWliUtiYqLCYyKikmH/iYh0giAp/aJBlNEXVOoz8T169MChQ4dw8OBBdOzYUW6kVQCoUKEC50kmIq1mZWWFdevWFVo/b948pRxvypQp4tV4AHB3d8eDBw8QEhIiN11VAWNjYxgbGyslFiIqHfafiEgXCMJ/l9K8T5Mooy+o9HniC75FLsqcOXOUfXgiIrVLTU3F5s2bcfPmTQBAgwYNMHToUFhaWir8WK9fv4aenvxNVvr6+pDJZAo/FhEpD/tPRKT1dGRgOyihL6jU2+mJiHTd+fPn4eLiglWrViElJQUpKSlYuXIlXFxcEBsbq/Djff7551i0aBH+/PNP3L9/H7/99htWrlyJHj16KPxYRERERKWmI7fTK6MvqPQr8UREuuzbb79F165dsWnTJhgY/Dfl5ufnY/jw4Zg4cSJOnjyp0OOtXbsWs2bNwpgxY/D06VPY29vj66+/xuzZsxV6HCIiIiL6OGX0BVnEExEp0fnz5+WSNgAYGBhg6tSp8PDwUPjxzM3NsXr1aqxevVrh+yYiIiJSFInw36U079MkyugL8nZ6IiIlsrCwQEJCQqH1iYmJMDc3V0tMRERERGqnI/PEK6MvyCKeiEiJAgMDMWzYMOzevRuJiYlITEzErl27MHz4cKVMMUdERESkEcr4TLynpyfq16+P0NBQdZ/JBymjL6iS2+mfPHmCyZMnIzw8HE+fPoXwzrwAUqlUFWEQEanc8uXLIZFIMHDgQOTn5wMADA0NMXr0aCxZskTd4RFROcb+ExFptTKOTh8TEwMLCwtFR6VwyugLqqSIHzx4MBISEjBr1izY2dlBItGsEQWJiErLyMgI33//PUJCQnDv3j0AgIuLC4yMjMSB54iIisL+ExGR5lNGX1AlRfzp06dx6tQpNGnSRBWHIyIqdypUqAB3d3fx9eXLl9GsWTNeSSOi92L/iYi0mg7NEw8F9wVVUsQ7ODgUugWMiIiIiN6P/Sci0mo6VsQrkkoGtlu9ejWmT5+O+/fvq+JwRERERBqP/Sci0mplHNhOl6nkSnxgYCBev34NFxcXVKhQAYaGhnLbU1JSVBEGERERkcZg/4mItJmuzBOvDCop4levXq2KwxARlRtXrlz54Pa4uDiVxUJEmon9JyIizaXMvqBKivhBgwap4jCiR48eYdq0aTh8+DBev34NV1dXbNmyBR4eHgAAQRAwZ84cbNq0CampqWjdujXWr18PNzc3cR8pKSkYP348/vjjD+jp6aFXr174/vvvYWZmptJzISLN1KRJE0gkkiKfZy1Yz5GmiehDVN1/AvtQRKRKWv5MvDL7giop4vFmLtP9+/fj5s2bAIAGDRqga9eu0NfXV+hxXr58idatW8PX1xeHDx9G1apVcefOHVSqVElss2zZMqxZswbbtm2Ds7MzZs2aBX9/f9y4cQMmJiYAgAEDBiApKQlhYWHIy8vDkCFDMHLkSOzcuVOh8RKRdoqPj1d3CESkBVTVfwL7UERECqXMvqBKivi7d++ic+fOePToEerUqQMACAkJgYODA/7880+4uLgo7FhLly6Fg4MDtmzZIq5zdnYW/y0IAlavXo2ZM2eiW7duAIDt27fDxsYG+/fvR9++fXHz5k0cOXIEMTEx4jfPa9euRefOnbF8+XLO60xEH1WzZk11h0AAnKb/qe4QcH/JZ+oOgTSUKvtPYB+KiFRMUsrn2zXlPkZl9gVVMjr9hAkT4OLigsTERMTGxiI2NhYJCQlwdnbGhAkTFHqsAwcOwMPDA71790a1atXQtGlTbNq0SdweHx+P5ORk+Pn5iessLS3h5eWFqKgoAEBUVBSsrKzEPz4A4OfnBz09PURHR7/32Dk5OUhPT5dbiIiIiEpDlf0nqLEPxf4TEVHJqKSIP3HiBJYtWwZra2txXeXKlbFkyRKcOHFCocf6559/xGezjh49itGjR2PChAnYtm0bACA5ORkAYGNjI/c+GxsbcVtycjKqVasmt93AwADW1tZim6KEhITA0tJSXBwcHBR6bkRERKQ7VNl/ghr7UOw/EekoTjFXaiop4o2NjfHq1atC6zMyMmBkZKTQY8lkMjRr1gyLFy9G06ZNMXLkSIwYMQIbNmxQ6HGKEhwcjLS0NHFJTExU+jGJiIhIO6my/wQ19qHYfyLSUUIZFh2nkiK+S5cuGDlyJKKjoyEIAgRBwNmzZzFq1Ch07dpVoceys7ND/fr15dbVq1cPCQkJAABbW1sAwJMnT+TaPHnyRNxma2uLp0+fym3Pz89HSkqK2KYoxsbGsLCwkFuIiIiISkOV/SeosQ/F/hORjmIRX2oqKeLXrFkDFxcXeHt7w8TEBCYmJmjdujVcXV3x/fffK/RYrVu3LjTn3u3bt8WBBZydnWFra4vw8HBxe3p6OqKjo+Ht7Q0A8Pb2RmpqKi5cuCC2OX78OGQyGby8vBQaLxEREVFRVNl/AvtQRKRiEqH0i65Tyej0VlZW+P3333Hnzh3cunULePPNrqurq8KP9e2336JVq1ZYvHgx+vTpg3PnzmHjxo3YuHEj8GZOvokTJ2LhwoVwc3MTp0ext7dH9+7dxdg6deok3kKWl5eHcePGoW/fvhxVlYg+qmnTpsWe9zM2Nlbp8RCRZlJl/wnsQxERKYyy+4IqmyceANzc3ODm5qbUY3h6euK3335DcHAw5s+fD2dnZ6xevRoDBgwQ20ydOhWZmZkYOXIkUlNT0aZNGxw5ckSc3xQAduzYgXHjxqFDhw7Q09NDr169sGbNGqXGTkTaoaAzS0SkCKroP4F9KCJStdLeGq8BV+KV3RdUWhEfFBSEBQsWoGLFiggKCvpg25UrVyr02F26dEGXLl3eu10ikWD+/PmYP3/+e9tYW1tj586dCo2LiHTDnDlz1B0CEWkodfafwD4UEamSFhfxyu4LKq2Iv3jxIvLy8sR/ExEREdGHsf9ERLqitM+385l4JRbxERERRf6biEiXSKVSrFq1Cnv27EFCQgJyc3PltqekpKgtNiIqf9h/IiKdUdo53zVsnnhl9AVVMjr90KFDi5znNDMzE0OHDlVFCEREajFv3jysXLkSgYGBSEtLQ1BQEHr27Ak9PT3MnTtX3eERUTnG/hMRkeZTRl9QJUX8tm3bkJWVVWh9VlYWtm/frooQiIjUYseOHdi0aRMmTZoEAwMD9OvXD//3f/+H2bNn4+zZs+oOj4jKMfafiEirlXGeeE9PT9SvXx+hoaHqPpMPUkZfUKmj06enp0MQBAiCgFevXsmNXCqVSnHo0CFUq1ZNmSEQEalVcnIy3N3dAQBmZmZIS0sD3gweNWvWLDVHR0TlEftPRKQLyvpMfExMDCwsLBQel6Ipoy+o1CLeysoKEokEEokEtWvXLrRdIpFg3rx5ygyBiEitatSogaSkJDg6OsLFxQXHjh1Ds2bNEBMTA2NjY3WHR0TlEPtPRKQTtHh0+rcpoy+o1CI+IiICgiCgffv2+PXXX2FtbS1uMzIyQs2aNWFvb6/MEIiI1KpHjx4IDw+Hl5cXxo8fjy+//BKbN29GQkICvv32W6Uc89GjR5g2bRoOHz6M169fw9XVFVu2bIGHh4dSjkdEisX+ExHphFJeide0Il4ZfUGlFvE+Pj4AgPj4eDg6OkIi0ayRBImIymrJkiXivwMDA+Ho6IioqCi4ubnh888/V/jxXr58idatW8PX1xeHDx9G1apVcefOHVSqVEnhxyIi5WD/iYhIeyijL6jUIr7A8ePHYWZmht69e8ut37t3L16/fo1BgwapIgwiIrXz9vaGt7e30va/dOlSODg4YMuWLeI6Z2fn97bPyclBTk6O+Do9PV1psRFRybD/RERaTUdup3+XIvqCKiniQ0JC8OOPPxZaX61aNYwcOZJ/hIhIq925cwcRERF4+vQpZDKZ3LbZs2cr9FgHDhyAv78/evfujRMnTqB69eoYM2YMRowYUWT7kJAQPltLVE6x/0REWk2HinhF9wVVUsQnJCQUeSWoZs2aSEhIUEUIRERqsWnTJowePRpVqlSBra2t3G2xEolE4UX8P//8g/Xr1yMoKAj/+te/EBMTgwkTJsDIyKjIDn9wcDCCgoLE1+np6XBwcFBoTERUOuw/EZE2K+vo9JpCGX1BlRTx1apVw5UrV+Dk5CS3/vLly6hcubIqQiAiUouFCxdi0aJFmDZtmkqOJ5PJ4OHhgcWLFwMAmjZtimvXrmHDhg1FFvHGxsYcJZ+onGL/iYhI8ymjL6insD19QL9+/TBhwgRERERAKpVCKpXi+PHj+Oabb9C3b19VhEBEpBYvX74s9DyrMtnZ2aF+/fpy6+rVq8erdkQaiP0nIiLNp4y+oEqK+AULFsDLywsdOnSAqakpTE1N0bFjR7Rv3168WkREpI169+6NY8eOqex4rVu3RlxcnNy627dvo2bNmiqLgYgUg/0nItJqQhkWDaKMvqBKbqc3MjLC7t27sWDBAly+fBmmpqZwd3dnp5KItJ6rqytmzZqFs2fPwt3dHYaGhnLbJ0yYoNDjffvtt2jVqhUWL16MPn364Ny5c9i4cSM2btyo0OMQkfKx/0RE2kxXnolXRl9QJUV8gdq1a6N27dqqPCQRkVpt3LgRZmZmOHHiBE6cOCG3TSKRKLyI9/T0xG+//Ybg4GDMnz8fzs7OWL16NQYMGKDQ4xCR6rD/RERaS8MK8tJQRl9QaUV8UFAQFixYgIoVK8qNfFyUlStXKisMIiK1io+PV/kxu3Tpgi5duqj8uERUduw/ERFpF2X0BZVWxF+8eBF5eXniv9/n7SH2tZXDX9kwUOk9D8r3IMBE3SEoxRMvlQwToRYuO1+qOwSFypfmQPXlMRGRcrH/9D/Ov6TCQJ+zZxTlXv9K6g6hXHvcVvt/P8pCli0B/lB3FLo1T7yiKa20jIiIKPLfRETajlfSiKi02H8iIl2hzc/EK7svqGXXh4mI1I9X0oiIiIg+QouvxCu7L6i0Ir5nz57Fbrtv3z5lhUFEpHIRERH4559/YGlpyStpRFQi7D8Rka7Q5ivxyu4LKu0BYEtLS3GxsLBAeHg4zp8/L26/cOECwsPDYWlpqawQiIjUxs3NDc+ePRNfBwYG4smTJ2qNiYjKP/afiIi0gzL7gkq7Er9lyxbx39OmTUOfPn2wYcMG6OvrAwCkUinGjBkDCwsLZYVARKQ2giD/NfGhQ4cQEhKitniISDOw/0REOkOLb6eHkvuCKhmK+6effsLkyZPFP0AAoK+vj6CgIPz000+qCIGIiIhIo7D/RERaTSjDouNUUsTn5+fj1q1bhdbfunULMplMFSEQEamURCIpNFgJB7IjopJg/4mItFnBM/GlWTSBMvuCKhmdfsiQIRg2bBju3buHFi1aAACio6OxZMkSDBkyRBUhEBGplCAIGDx4MIyN/zvHcXZ2NkaNGoWKFSvKtePAVET0Puw/EZFW04Hb6ZXVF1RJEb98+XLY2tpixYoVSEpKAgDY2dlhypQpmDRpkipCICJSqUGDBsm9/vLLL9UWCxFpJvafiIg0lzL7giop4vX09DB16lRMnToV6enpAMABWYhIq709OBURUWmw/0REWk3Lr8Qrsy+okmfi8ea5rr/++gs///yz+CzA48ePkZGRoaoQiIiIiDQK+09EpK20/Zl4ZVLJlfgHDx6gU6dOSEhIQE5ODj799FOYm5tj6dKlyMnJwYYNG1QRBhEREZHGYP+JiLSall+JVyaVXIn/5ptv4OHhgZcvX8LU1FRc36NHD4SHh6siBCIiIiKNwv4TEWkzXokvPZVciT916hT+/vtvGBkZya13cnLCo0ePVBECERERkUZh/4mIiIqikiJeJpNBKpUWWv/w4UOYm5urIgQiIiIijcL+ExFpNd5OX2oquZ2+Y8eOWL16tfhaIpEgIyMDc+bMQefOnVURAhEREZFGYf+JiLSaUIYFgKenJ+rXr4/Q0FB1n4nKqWye+E6dOqF+/frIzs5G//79cefOHVSpUgU///yzKkIgIiIi0ijsPxGRNpO8WUrzPgCIiYnR2Wk3VVLEOzg44PLly9i9ezcuX76MjIwMDBs2DAMGDJAbqIWIiIiI/ov9JyIiKorSi/i8vDzUrVsXBw8exIABAzBgwABlH5KIiIhIo7H/RERaj8/El5rSi3hDQ0NkZ2cr+zBEREREWoP9JyLSdqWdLo5TzKloYLuxY8di6dKlyM/PV8XhiIiIiDQe+09EpNXKOLCdLlNJER8TE4N9+/bB0dER/v7+6Nmzp9yiaOvXr0ejRo1gYWEBCwsLeHt74/Dhw+L27OxsjB07FpUrV4aZmRl69eqFJ0+eyO0jISEBn332GSpUqIBq1aphypQp/CNKREREKsP+ExFpPRbwpaKSge2srKzQq1cvVRwKAFCjRg0sWbIEbm5uEAQB27ZtQ7du3XDx4kU0aNAA3377Lf7880/s3bsXlpaWGDduHHr27IkzZ84AAKRSKT777DPY2tri77//RlJSEgYOHAhDQ0MsXrxYZedBREREuov9JyIiKopKivgtW7ao4jCizz//XO71okWLsH79epw9exY1atTA5s2bsXPnTrRv316Mr169ejh79ixatmyJY8eO4caNG/jrr79gY2ODJk2aYMGCBZg2bRrmzp0LIyMjlZ4PERER6R72n4hIm/GZ+NJT6u30MpkMS5cuRevWreHp6Ynp06cjKytLmYcsRCqVYteuXcjMzIS3tzcuXLiAvLw8+Pn5iW3q1q0LR0dHREVFAQCioqLg7u4OGxsbsY2/vz/S09Nx/fr19x4rJycH6enpcgsRkbosWbIEEokEEydOVHcoRFQC7D+x/0SkE/hMfKkptYhftGgR/vWvf8HMzAzVq1fH999/j7FjxyrzkKKrV6/CzMwMxsbGGDVqFH777TfUr18fycnJMDIygpWVlVx7GxsbJCcnAwCSk5Pl/gAVbC/Y9j4hISGwtLQUFwcHB6WcGxHRx8TExODHH39Eo0aN1B0KEZUQ+0/sPxHpgoIr8aVZdJ1Si/jt27fjhx9+wNGjR7F//3788ccf2LFjB2QymTIPCwCoU6cOLl26hOjoaIwePRqDBg3CjRs3lHrM4OBgpKWliUtiYqJSj0dEVJSMjAwMGDAAmzZtQqVKldQdDhGVEPtP7D8R6QReiS81pRbxCQkJ6Ny5s/jaz88PEokEjx8/VuZhAQBGRkZwdXVF8+bNERISgsaNG+P777+Hra0tcnNzkZqaKtf+yZMnsLW1BQDY2toWGm214HVBm6IYGxuLI7oWLEREqjZ27Fh89tlncre9vg9vYyUqf9h/Yv+JiOhDlDqwXX5+PkxMTOTWGRoaIi8vT5mHLZJMJkNOTg6aN28OQ0NDhIeHiyO+xsXFISEhAd7e3gAAb29vLFq0CE+fPkW1atUAAGFhYbCwsED9+vVVHjsRUXHt2rULsbGxiImJKVb7kJAQzJs3r1THcpr+Z6nep0j3l3ym7hCIFI79JyLSBRzYrvSUWsQLgoDBgwfD2NhYXJednY1Ro0ahYsWK4rp9+/Yp9LjBwcEICAiAo6MjXr16hZ07dyIyMhJHjx6FpaUlhg0bhqCgIFhbW8PCwgLjx4+Ht7c3WrZsCQDo2LEj6tevj6+++grLli1DcnIyZs6cibFjx8qdCxFReZKYmIhvvvkGYWFhhQqA9wkODkZQUJD4Oj09nc+jEqkZ+09EpBNKe2s8i3jlFvGDBg0qtO7LL79U5iEBAE+fPsXAgQORlJQES0tLNGrUCEePHsWnn34KAFi1ahX09PTQq1cv5OTkwN/fHz/88IP4fn19fRw8eBCjR4+Gt7c3KlasiEGDBmH+/PlKj52IqLQuXLiAp0+folmzZuI6qVSKkydPYt26dcjJyYG+vr7ce4yNjdm5Jipn2H8iIp3AIr7UlFrEq3p+0wKbN2/+4HYTExOEhoYiNDT0vW1q1qyJQ4cOKSE6IiLl6NChA65evSq3bsiQIahbty6mTZtWqIAnovKJ/Sci0gW8nb70lFrEExGR6pibm6Nhw4Zy6ypWrIjKlSsXWk9EREREmolFPBEREREREakWb6cvNRbxRERaLDIyUt0hEBERERUiEQRIhJJX5KV5j7ZhEU9ERERERESqxSvxpcYinoiIiIiIiFSKA9uVnp66AyAiIiIiIiKi4uGVeCIiIiIiIlIt3k5faiziiYiIiIiISKV4O33psYgnIiIiIiIi1eKV+FLjM/FEREREREREGoJX4omIiIiIiEileDt96bGIJyIiIiIiItXi7fSlxiKeiIiIiIiIVI5X1UuHRTwRERERERGpliD8dynN+3QcB7YjIiIiIiIi0hC8Ek9EREREREQqxYHtSo9FPBEREREREakWB7YrNRbxREREREREpFIS2X+X0rxP17GIVwGDtBwY6Ks7CsVy+zFF3SEoRX78A3WHoDR6zjXVHYJC6cly1B0CEREpkWCoD0FfyzpQCsILkR/m+u1ZdYdQruULeUhQdxDglfiy4MB2RERERERERBqCV+KJiIiIiIhIpTiwXemxiCciIiIiIiLV4jzxpcYinoiIiIiIiFSKV+JLj0U8ERERERERqRYHtis1DmxHREREREREpCF4JZ6IiIiIiIhUirfTlx6LeCIiIiIiIlItDmxXaiziiYiIiIiISKV4Jb70+Ew8EZEWCQkJgaenJ8zNzVGtWjV0794dcXFx6g6LiIiISJ5QhkXHsYgnItIiJ06cwNixY3H27FmEhYUhLy8PHTt2RGZmprpDIyIiIiIF4O30RERa5MiRI3Kvt27dimrVquHChQto27at2uIiIiIiepum3U7fo0cPREZGokOHDvjll1/UE8QbvBJPRKTF0tLSAADW1tZFbs/JyUF6errcQkRERKR0MqH0ixp888032L59u1qO/S4W8UREWkomk2HixIlo3bo1GjZsWGSbkJAQWFpaiouDg4PK4yQiIiIdpGHPxLdr1w7m5ubqOfg7WMQTEWmpsWPH4tq1a9i1a9d72wQHByMtLU1cEhMTVRojERERkbKdPHkSn3/+Oezt7SGRSLB///5CbUJDQ+Hk5AQTExN4eXnh3Llzaom1OFjEExFpoXHjxuHgwYOIiIhAjRo13tvO2NgYFhYWcgsRERGRskneei6+RMub97/7OGBOTs57j5WZmYnGjRsjNDS0yO27d+9GUFAQ5syZg9jYWDRu3Bj+/v54+vSpks6+bFjEExFpEUEQMG7cOPz22284fvw4nJ2d1R0SERERUWGCUPoFgIODg9wjgSEhIe89VEBAABYuXIgePXoUuX3lypUYMWIEhgwZgvr162PDhg2oUKECfvrpJ6WdfllwdHoiIi0yduxY7Ny5E7///jvMzc2RnJwMALC0tISpqam6wyMiIiICFDA6fWJiotwdhMbGxqWKIzc3FxcuXEBwcLC4Tk9PD35+foiKiirVPpWNRTwRkRZZv3498Gbwlbdt2bIFgwcPVlNURERERO8o7SB1b96jqMcAnz9/DqlUChsbG7n1NjY2uHXrlvjaz88Ply9fRmZmJmrUqIG9e/fC29u7zMcvDRbxRERaRBDUNGQrERERkRb766+/1B2CSCufif/Y6IODBw+GRCKRWzp16iTXJiUlBQMGDICFhQWsrKwwbNgwZGRkqPhMiIiIiFSD/SciUiWJIJR6UaQqVapAX18fT548kVv/5MkT2NraKvRYiqKVRfzHRh8EgE6dOiEpKUlcfv75Z7ntAwYMwPXr1xEWFoaDBw/i5MmTGDlypAqiJyIiIlI99p+ISKVkZVgUyMjICM2bN0d4ePj/QpPJEB4errbb5T9GK2+nDwgIQEBAwAfbGBsbv/eblZs3b+LIkSOIiYmBh4cHAGDt2rXo3Lkzli9fDnt7e6XETURERKQu7D8RkSqV9qp6ad6TkZGBu3fviq/j4+Nx6dIlWFtbw9HREUFBQRg0aBA8PDzQokULrF69GpmZmRgyZEiJj6UKWnklvjgiIyNRrVo11KlTB6NHj8aLFy/EbVFRUbCyshL/AOHNQAZ6enqIjo5+7z5zcnIKzVdIREREpC3YfyIihRHKsJTQ+fPn0bRpUzRt2hQAEBQUhKZNm2L27NkAgMDAQCxfvhyzZ89GkyZNcOnSJRw5cqTQYHflhU4W8Z06dcL27dsRHh6OpUuX4sSJEwgICIBUKgUAJCcno1q1anLvMTAwgLW1tThdU1FCQkLk5ip0cHBQ+rkQERERqQL7T0RUnnh6eqJ+/foffASoQLt27SAIQqFl69atYptx48bhwYMHyMnJQXR0NLy8vJR8BqWnlbfTf0zfvn3Ff7u7u6NRo0ZwcXFBZGQkOnToUOr9BgcHIygoSHydnp7OP0RERESkFdh/IiKFEoT/LqV5H4CYmBiFTDGniXTySvy7atWqhSpVqojPSdja2uLp06dybfLz85GSkvLBEQqNjY3F+QoVNW8hERERUXnE/hMRlYVEKP2i61jEA3j48CFevHgBOzs7AIC3tzdSU1Nx4cIFsc3x48chk8nK9W0VRERERKrC/hMRlUnBlfjSLDpOK2+n/9Dog9bW1pg3bx569eoFW1tb3Lt3D1OnToWrqyv8/f0BAPXq1UOnTp0wYsQIbNiwAXl5eRg3bhz69u3LkVWJiIhIK7H/RESqJJH9dynN+3SdVl6J/9Dog/r6+rhy5Qq6du2K2rVrY9iwYWjevDlOnToFY2NjcR87duxA3bp10aFDB3Tu3Blt2rTBxo0b1XhWRERERMrD/hMRkWbQyivxBaMPvs/Ro0c/ug9ra2vs3LlTwZERERERlU/sPxGRSpVxYDtdppVFPBEREREREZVjpZzzvVTv0TIs4omIiIiIiEilJIIASSmuqpfmPdpGK5+JJyIiIiIiIu3l6emJ+vXrIzQ0VN2hqByvxBMREREREZFqlfGZ+JiYGFhYWCg+Lg3AIp6IiIiIiIhUSwBQmunieDc9i3giIiIiIiJSLT4TX3os4omIiIiIiEi1hFJOF8cangPbEREREREREWkKXoknIiIiIiIi1SrjwHa6jEU8ERERERERqZYMgKSU79NxLOKJiIiIiIhIpTiwXemxiCciIiIiIiLV4u30pcaB7YiIiIiIiEijeHp6on79+ggNDVV3KCrHK/FERERERESkWmW8Eh8TEwMLCwvFx6UBWMQTERERERGRavF2+lLj7fRERFooNDQUTk5OMDExgZeXF86dO6fukIiIiIj+R1aGRcexiCci0jK7d+9GUFAQ5syZg9jYWDRu3Bj+/v54+vSpukMjIiIiAt4anb40i67j7fRKJLz5AcuX5qg7FIXTk2nfOQFAvpCn7hCUR8v+n+XLcoG3fs/of1auXIkRI0ZgyJAhAIANGzbgzz//xE8//YTp06fLtc3JyUFOzv9+NtLS0gAA6enpHz2OLOe1wmMvqY/FyRiLhzEqRnF+bwraMHe9nzb3nxRFlp2t7hDKNa3uzylAPv77+TAPaS4W8Ur06tUrAMDJG9+rOxQi4L66A1COV69ewdLSUt1hlBu5ubm4cOECgoODxXV6enrw8/NDVFRUofYhISGYN29eofUODg5Kj1URLFerO4KPY4yKoW0xMne9X0H/6dSVVeoOpfy6qO4Ayjct7fIonNrzEJ+JLzUW8Upkb2+PxMREmJubQyKRKPVY6enpcHBwQGJiolaN0sjz0iyqPC9BEPDq1SvY29sr9Tia5vnz55BKpbCxsZFbb2Njg1u3bhVqHxwcjKCgIPG1TCZDSkoKKleurNS8pSm/A5oQJ2NUDFXFyNz1carsPxWHJvz8qhM/n48rb59RuclDMgGQlKIgl7GIZxGvRHp6eqhRo4ZKj2lhYVEukoOi8bw0i6rOi1exys7Y2BjGxsZy66ysrFR2fE35HdCEOBmjYqgiRuauD1NH/6k4NOHnV534+XxcefqMykUe4pX4UmMRT0SkRapUqQJ9fX08efJEbv2TJ09ga2urtriIiIiI5JWyiAeLeI5OT0SkRYyMjNC8eXOEh4eL62QyGcLDw+Ht7a3W2IiIiIio7FjEawljY2PMmTOn0G2xmo7npVm09bw0TVBQEDZt2oRt27bh5s2bGD16NDIzM8XR6ssDTflZ0YQ4GaNiaEKMpB782fgwfj4fx8/oPQpupy/NAsDT0xP169dHaGious9E5SQC5xYgItI669atw3fffYfk5GQ0adIEa9asgZeXl7rDIiIiIh2Xnp4OS0tL+NUcBwO9kn+xkS/LwV8P1iEtLa3cjDGgaiziiYiIiIiISCXEIt5xTOmL+IQfdLqI5+30RERERERERBqCo9MTERERERGRanGKuVJjEU9ERERERESqJRNKN12cjEU8i3giIiIiIiJSLV6JLzUW8URERERERKRaQikLctbwHNhOW3HSASrP+PNJ7yMIQrn++SjPsZFq8GeA3oc/G1RaUqlU3SGQhuGVeC2Tn58PAwMDyGQy6OvrQyaTQU9P87+ruXfvHn755Rfk5eXByckJX375pbpDUghtPa93paSkIC0tDYIgoFatWpBIJOoOicqZnJwcGBsbIz8/H4aGhuoOpxBNyK2akE80IcZ3MX/Rx6SlpcHS0pI/GyVQHnOoOjx48ACmpqaoVq0apFIp9PX11R2SavF2+lLjb48WuXnzJr7++mv06tULY8aMQVxcnFYkyGvXrqF58+Y4fPgwDhw4gOHDh6NLly6Ijo5Wd2hloq3n9a4rV66gffv28PX1RceOHdGpUyckJCSoOywqR65fv45+/frh008/xeeff46TJ08iNzdX3WGJNCG3akI+0YQY38X8RR9z6dIlNGzYEFevXlV3KOXeP//8g02bNgEA9PT0IJPJ1B2SWsXFxcHNzQ2NGzfGo0ePoK+vr3tX5GWy0i86rnz1QqjU4uLi4OXlBalUCmNjY9y9exdNmjTBTz/9hNevX6s7vFLLysrC5MmTMWDAAERGRuLkyZO4ePEi4uLiMHXqVERERKg7xFLR1vN618OHDxEQEICAgABs27YNS5YswfPnz/HJJ58gPDxc9/5YUSF37txBq1atULVqVTRt2hTm5uZo164dFi9eXC6KJU3IrZqQTzQhxncxf9HHXL58Ga1atUL//v3h7u4O8Jb697pz5w68vLwwd+5crFixAtDxQv7p06cYN24c2rVrh7p166Jdu3Z4+PCh7hXyBVfiS7PoOBbxWmLt2rXw9fXF1q1bsXPnThw5cgSTJk3CiBEjsHnzZuTl5ak7xFIxNTVFRkYGnJycAAAGBgaoV68eTpw4gdTUVMybNw8PHz5Ud5glpq3n9a47d+7AysoKEyZMgI+PD7744gtER0ejQYMG+OqrrxATEwO8ua2OdNP27dvRsmVL/Pjjj1i2bBn27t2L77//HuvWrcMPP/yAJ0+eqDU+TcitmpBPNCHGdzF/0Ydcu3YN3t7emDx5MpYuXQq8ua3+3r17cu1Y1P/3kZSJEyeiVatWCAgIwN69e/Hdd98BOlzI37x5E5UqVcL06dOxbNkyODo6wtfXVyzk8/Pz1R2iarCILzUW8VoiNTUV1tbWwJsOhaGhIRYuXIj58+dj0qRJCAsLE7dpCkEQkJ2djZycHPzzzz/Am45fbm4u7O3tcfToUVy9elX846kptPW8ivL8+XM8fvxY/NnMzc2Fvr4+Dh06hPr162Po0KEQBKHc3ZpMqpOVlSX+u6DTMn78eCxatAjr1q3Db7/9Bqgxd5X33KoJ+UQTYiwK8xe9T2pqKoYOHYqqVati/vz5AIABAwagQ4cOqF+/Prp06YJff/0VAPic/JtC3cbGBiNGjMCCBQvg4eGBX3/9VacLeR8fH0yYMAHt27eHp6cnFi9eLBbyiYmJMDAwEK/I69pnQ8XDvzxaombNmjhy5AjS0tKgp6cnXh2aMWMGhg4dilGjRuHFixca1dmQSCQwMTHBtGnTsGXLFvz73/8GABgZGSE7Oxu2trZYvXo1Dh48iISEBI35tltbz+ttBTEHBATAzMwMkyZNAt6cY8Gzztu3b0dOTg6WL1+u1lhJvWrWrImoqCg8fvxYLOwA4Ouvv8bUqVMxZcoUJCYmqi13lffcqgn5RBNifBvzF32Mvr4+unfvjmrVqmHUqFFo37490tLSMGbMGBw8eBAZGRlYuXIlwsPD1R2q2slkMlhZWWHlypXo0qUL7OzsMH36dDRv3rxQIV+exkJRhTZt2oj/9vLyQkhICBwdHdG+fXvxivyCBQtw8uRJtcapVDKh9AsAT09P1K9fH6Ghoeo+E5XTnIqOPmjIkCGoWbMmxowZg/T0dBgaGoqdzeHDh0MQBNy+fVvdYX5UYmIijh07hv/85z9ISUlBbm4uunbtiuHDh2POnDn4+eefAQAmJiYAADMzMxgZGaFixYrl+ttubT2vd2VlZUEmk4l/iCtWrIipU6fi1KlT4h9qIyMjyGQyVK5cGTVq1EBycrKaoyZVunv3rngbMt7kp+bNm6NXr1548eKFWNgBwMiRI1GpUiWcP39ebfGWx9yqCflEE2J8F/MXFZe5uTnGjBmD/v374+jRoxAEAZs3b8bQoUPRsWNH/Prrr3j+/Dn27dun7lDVpuAqcsEXnJaWlgCAvLw81KhRAzNmzJAr5AVBwOjRozFz5ky1xq0sd+/exapVqzB16lQcPnxY7lGxgs+qRYsWYiH/6aefYvDgwZgzZw5sbGzUGLlyCYKs1AsAxMTE4MaNGxg7dqy6T0XlOMWcBrp79y5++eUXpKWloVGjRujevTtcXV0xfPhw/Pjjj5g0aRK+++47WFlZAQBsbW3FqZvKsytXrsDf3x9Vq1bFgwcPYGlpiVGjRuHrr7/Gv/71L2RnZ+Pbb7/F8+fPMWLECEilUpw/fx5mZmbl+g4DbT2vd127dg0TJ05EZmYmXr16hWnTpuHzzz/HwIEDcfv2bezatQtZWVmYPXs29PT0YGxsDGtra3E6MUEQNOoLCyq5S5cuwcfHB8uXL4enpyfw5lnpyZMnY9GiRQgMDMSePXvE25eNjY1RsWJFlU05pwm5VRPyiSbE+C7mL/qY1NRUPH/+HObm5qhYsSKsrKwwcOBAmJubo0aNGqhatSrwpiCrXLkyvLy88ODBA3WHrRa3bt3Cd999h9evX8PMzAyzZ89GjRo1AACGhoaQyWSwt7fHjBkzsHjxYuzfvx+7d+/G1atXtfKq87Vr19C2bVs0aNAAeXl5WLNmDXr27ImvvvoKAQEB4mB2+vr6aNGiBRYsWICAgAD88ccfiI2NRb169dR9Csoj/O+qeonfp+sE0ijXrl0TrKysBB8fH6Ft27aCgYGB0KNHD+HkyZOCIAjC6tWrhRYtWght27YVrl+/Lly9elWYOXOm4OjoKDx69Ejd4b9XSkqK0KxZM2Hq1KnCkydPBKlUKkyaNEnw9PQUBg0aJDx9+lR49uyZMH/+fMHIyEhwdXUVGjduLFStWlWIjY1Vd/jvpa3n9a579+4JlSpVEsaOHSusXbtWGD9+vGBlZSUMHz5cuHv3rpCSkiJMmzZNqFWrluDn5ycsWbJEGDp0qGBmZibcvHlT3eGTCly6dEmoUKGCEBQUVGhbfn6+sHfvXsHLy0twdnYWjh49Khw/flyYOXOmYGtrKzx48EDp8WlCbtWEfKIJMb6L+Ys+5vLly4K7u7vg6uoqODk5CT179hSuXLkiCIIgvHr1SsjJyZFrL5VKhe7duwvBwcFqilh9bt26JZibmwv9+/cXvvrqK6F58+ZCpUqVhM2bNwspKSliO5lMJgiCIMTHxwvOzs5CpUqVxM9Um7x+/Vro0qWLMH78eCE/P18QBEE4fPiw0LFjR6Fdu3bCvn37xLZSqVQQBEEYO3asYGxsLFy7dk1tcStbWlqaAEDoYPmV4G81rMRLB8uvBABCWlqauk9FbVjEa5CCRDB27Fhx3YULFwQPDw/B19dXOHr0qCAIgvDHH38Ifn5+gpGRkVC3bl2hVq1awoULF9QY+cc9ePBAqFmzpvDXX3/JrV+7dq3g5eUljBkzRkhNTRUEQRBu3rwpbN68Wdi1a5cQHx+vpoiLR1vP613Lly8X2rZtK7dux44dgru7uzBgwADhwYMHQmZmpvDXX38JHTt2FNq3by907dpVuHz5stpiJtW5ffu2YGxsLMyYMUMQBEHIzc0VDhw4IGzcuFHYt2+fkJeXJwhvCul+/foJVatWFWrXri00aNBAJblLU3KrJuQTTYjxXcxf9CEPHz4UbG1thW+//VY4d+6csG7dOiEgIECwsLAQv+QrKL6EN19KzpgxQ6hevbpw+/ZtNUauejKZTBg1apTwxRdfyK0fNWqUYGdnJ6xdu1ZIT08X1+fk5AgTJ04UKlasqJUFvPDm56Fp06bCwoUL5dZHRUUJXbt2FTp16iScPXtWXH/u3DnB29u73Pfby4pFfNnxdnoNYmpqipSUFDRv3hx4M1hIs2bN8O9//xujR4/G8uXL4ejoiC5duqBLly44d+4cLCwsYGVlBVtbW3WH/0F6enqoUKECHj9+DLwZpdrAwADjxo1DdnY2/u///g+RkZHo1q0b6tati7p166o75GKRSCQwNTXVuvMqSnp6OjIyMlChQgXo6emhf//+MDIyQnBwMDZs2IDFixejQ4cO6NChA/DmuThV3SZN6pOfn49169bBzMwMTZo0AQB0794dDx8+RHp6OhISEtC9e3fMnTsX7u7u2LlzJ27dugULCwsYGRmhSpUqSo9RU3KrJuRJTc15zF/0Pnfu3EH16tUxY8YMVK5cGZ6enggICMCcOXPQsWNHnDx5Ep6enhAEAbt378aePXsQFRWFQ4cOwc3NTd3hq5REIkFmZiZMTU2Bt35P1q9fD2NjY8ydOxe1a9dGx44dIZPJIJPJcPfuXURGRsLd3V3d4SucTCZDTk4O7Ozs8Pz5c+DN4xb6+vpo2bIlJk+ejFGjRmH//v3w8vIC3gzU9ueff6JSpUpqjl5FZDJAUorR9wWO2K85D9wSMjIyYGxsLA6GIQgC8vPzUbduXYSGhuLmzZv44YcfxPYtWrRA3bp1y20B//r1a3EAoRo1asDNzQ2rVq1CWloaDAwMxOdMJ0+ejFq1amH16tVqjrh4Cv4wAYCDgwPc3d3x3Xffafx5fUj16tURFxeHO3fuyI0w+8UXX2DSpElYsWIFrl+/LvceAwN+h6gLCgq4Xr16YcWKFXB0dAQA7N69Gzdu3MC5c+cQHR0tDhwGAHXq1IG9vb1KCniU89yqCXlS03Me8xd9SGpqKi5evCg3cnqtWrWwbNkydOvWDX379sWDBw8gkUjQqlUrODk5ITIyEk2bNlVr3OpiZWWFs2fPAm+ef8/JyQEArF69Gr6+vhg3bhzy8vKgp6cHExMT/P777/Dw8FBz1MpR8MVr586d8cMPP+DYsWPQ19cX8+Unn3yCcePGITQ0FM+ePRPX60wBD84TXxYs4su5lJQU3Lp1C7dv34aZmRmCgoLw448/Yt++fdDX1xenPKpfvz6WLVuG//znP+Viip6PuXbtGvr06YOzZ88iMzMTALB582akpqaid+/eyM3Nlesk+fv7QyqViiN4llc3btzA4MGD4efnh6FDh+Lw4cMIDQ2Fnp4eevToobHn9a7Xr1/j5cuX4hzfffv2RceOHdGtWzc8ffoURkZG4h/uUaNGwdHREcePH5fbBweB0m5v/0y7ublh6tSpcHNzQ6NGjbBy5UrUrVsXpqamaN68OdavX4///Oc/4ijvqvjZ0ITcqgl5UhNzHvMXlYS3tzc8PT3x/fffIz09XVxvZ2eHoKAgVK5cWRyMzdHREd999x3q1KmjxojVKzg4GFKpFP369QPeDFBa8Ls2f/58vHr1ClFRUWJ7bftdevjwIY4ePYq9e/ciPj4eADB27Fj069cPX3zxBc6cOSM3gKerqyucnJzEvzu6RpDJSr3oOt37adEg165dg5+fH/r06YOGDRti/vz5+PTTTzFu3Dj0798fBw8ehJ6ennhLX8GtneV9WrLr16/jk08+QY0aNeDs7IyKFSsCAKpUqYKdO3fi+vXr6NixI+7cuSNONXX16lWYm5uX62L31q1baNOmDYyMjNClSxc8fvwY48aNw6JFi/DDDz/g6dOnaN++vcad17uuX7+OwMBAtG7dGv3798cff/wBAFi0aBEcHR3RsmVLPHz4EMbGxsCbDrO5ublufbOs427fvo3Vq1cjKSlJXOfi4oKFCxdi3LhxqFWrFvDWfNy5ubmoU6cOqlWrppL4NCG3akKe1MScx/xFJWVjYwNfX18cO3YMv/76q1iQ4s1dOTKZDGfOnBHX6evrqylS1Stq2jQ7OzvMmTMHFy9exLBhw4A3jyzhzZX5ChUqiFNLQsuK+KtXr8LDwwOzZs1Cv3790KdPH4wfPx548wVsQEAAOnbsiO3bt+P+/fuQSqU4evQo9PT0dLKApzJS90P5VLTr168LlStXFiZPnixcv35dWL58uSCRSIRHjx4Jjx49EkaMGCEYGhoK69evF5KSkoSsrCxh+vTpQuPGjeVG/yxvMjIyhI4dOwqjR48W1928eVO4ePGikJiYKAhvBreqX7++4ObmJrRo0ULo1q2bYGZmVq4HEcrOzhYGDBggTJgwQVyXlZUlNGnSRJBIJEK/fv2EK1euCF5eXkKtWrU05rzedf36dXEU5w0bNgitW7cW+vXrJwhvBrSJiYkR2rZtK1hZWQk//vij8PPPPwvTp08XKleuLNy7d0/d4ZMK3LlzR7C2thYkEokQHBwsPHv2TG57wYjEb5s8ebLg7++vkgFqNCG3akKe1MScx/xFJfX2gHV9+vQR6tWrJ6xbt07IzMwU1/fq1UuYN2+emiJUn6tXrwqVKlUS2rRpI3h5eQnGxsZCYGCgcPz4cUEQBGH9+vWCi4uL0KFDB+HmzZvCtWvXhNmzZws1a9Ys17MllVZqaqrQuHFjYeLEiUJqaqrw8OFDYcGCBUKDBg2ELl26iO0mTZokWFtbC46OjoKHh4dQuXJljZqNSFEKBrZrbxoodKzwVYmX9qaBHNhO3V8iUGHPnz/H6NGj8eWXX4rPidarVw9hYWFITExEhQoVMGLECDRt2hTffPMNli1bBnNzcyQlJeHo0aPl+oqBgYEBXr9+Lc4N/NlnnyElJQU3b95EgwYNMGLECAwbNgzXr1/H2rVr8fjxYxgbG2Pp0qXl+vY0Y2NjJCcni4PYZGdnw8TEBB07dkStWrVw+/ZtnDp1CmfPnsW6devw6NEjjTivt2VlZWHGjBkYOHCg+EyrnZ0dtm7diuTkZFSqVAkeHh44duwYpk6ditWrV0Mmk8HKygphYWHi1VfSXpmZmQgJCUHXrl3h6emJcePGIT8/H1OnTi3y+fbr16/j559/xsaNG3H69GlYWFgoNT5Nya2akCc1Lecxf1FpvP34zO7duzFy5Ehs3rwZ+/btw6effoo7d+7g2LFjWLBggVrjVLWsrCwEBwfjyy+/xKpVq6Cvr48jR45g1apVmDt3LnJzczFq1CjUrl0b06ZNQ5s2bVCpUiXIZDLs27cP9vb26j4FhUtLS0NWVhb69OkDS0tLWFpaYuLEiahTpw5mzpyJPn36YM+ePVi+fDl69uyJx48fIzc3VxxHQWfJBEDCeeJLg0V8OSSRSNCpUyd88cUX4rqFCxfi2LFjSEpKQmpqKurXr4+VK1fiypUruHz5MgRBQMuWLVGzZk21xv4xqampiIuLw/PnzzFlyhQAwP/93//h8ePHOH78OGbOnIkKFSqgX79+4i1I5Z0gCMjKykJubi7u3buH/Px8mJiY4NGjR9i9ezfmzJmD48ePY9euXRgzZgzGjRun7pBLxdjYGC9evJAbrOfUqVO4ePEiPDw84ObmBm9vbyxevBjff/89Hj16JN4CbGVlpcbISVX09PTQvHlzVK5cGYGBgahSpQr69u0LAGIhX3Dr5P379zF58mTcvn0bJ06cUMnIxJqSW8t7ntTEnMf8RSVVMLPCgwcP8OWXX2LdunXYuHEj/vOf/yAsLAwHDhyAnZ0dTp8+jXr16qk7XJUyMjLCo0eP0LJlS/HxgU6dOsHKygqLFy/GypUrUa1aNbRv3x4xMTE4c+YMLCwsULVq1XI72HJZmZubIy8vD3///Te8vb0BAGZmZujatSuysrKwfPly/PDDDxgzZgxatWql7nDLD0EAUJrR6VnES4TyPgKajnr16hXMzc0BALt27UL//v2xa9cu+Pn54erVq5g8eTI6d+6MefPmqTvUEhEEAf3790eVKlVw//59jBs3Dv7+/sCbwUCCg4NhZmaGtWvXis8ICYKgEc9MnTlzBm3btkWbNm1Qs2ZN7Nu3D/369cOmTZtw7do1tGrVCufOnYObmxv09fU15rzwZvTpjIwM9OnTBxUqVICfnx8ePnyI1atX44cffoCtrS3OnTuH33//HTNnzkSPHj0gk8n4jJcOyszMFIsfvLl61a9fP0yaNAnTp09H5cqVIZVKkZKSgszMTOjp6Ykj1quCJuRWTcmTmpLzmL+otO7cuYMOHTogICAA69atk5tWMCcnB/r6+jo3U4FMJkN2djZ69+6N2rVrY9WqVeK0aXjz5dioUaPQtWtXhISEqDtclcnJycHXX3+NJ0+eYNmyZXJfTL9+/Rr9+vVDhQoV8PPPP6s1zvIiPT0dlpaW8DX4AgaSkk/XmS/kISL/F6SlpSn9Lr7yin+hyqmCTibejIx6/vx59OnTB9bW1vDx8YGNjQ1iY2PVGmNpSCQSTJo0CVu2bMGff/4pN2VLjRo1YGNjgxs3bsiN0qkphW7r1q1x9uxZODo6wtjYGMuWLcOmTZsAAP/88w9q1KgBOzs78Q+dJpxXweBTenp6sLCwwLx585CVlYUzZ85g3759WLduHQYPHoxOnTrh66+/xvPnzxEXFye+h3RPQQEvlUohCAICAwOxc+dOrFixAkuXLsXjx48xZcoUjBw5Era2tiot4KEhuVVT8mR5z3nMX1QcBdeyLl++jEOHDmHXrl148OABAGDatGlo3bo1NmzYIFfA483dHbpWwKMU06bpCmNjY0yePBkXL17EwoULce/ePXFbhQoV4OPjg9u3b+P169dqjZO0h+5lHw1Us2ZN8VZOmUyG3NxcmJmZoVGjRuoOrVQ8PDxw+PBh+Pj4YOPGjahVqxYaNGgAAMjLy0Pt2rWRn59f6A+mJvD09MT27dsLdVZPnToFGxsbjSjcC9y+fRt//PEH+vfvDzs7OwCAl5cXfvnlF5iYmOCTTz6BmZmZ2N7a2hp16tQRvxHVpDsNSPEKrrzKZDL07dsXEokEX331FQ4cOIB79+7h3LlzciMUq0N5zq2akifLa85j/qLikkgk2LdvH0aNGoXGjRsjLi4OLi4uGDZsGH755RdIJBKd/1l4+PAhrl+/jvT0dHh4eMDZ2Rljx45FTEwMvvjiCxw+fBitW7cW2789bZqukMlkaNiwIX7//Xd06NABMpkMY8aMga+vL/BmNo8aNWro5Bc/HyTISnk7PaeY40+ShtHT08PixYsRFRWl0QOpfPLJJ4iMjES/fv0wdOhQuLu7Izc3FwcOHMDp06fV3jEti7f/2F+9ehUbNmzAf/7zH5w8eVJjbvm5e/cuvL298fLlS7x48QJBQUHiwGSmpqbIysqCTCbDtWvX0LFjRxgYGGDZsmW4du0afvzxR0BD7jQg5Sr4GSi4Ir9x40ZcunQJsbGxKnkGviTKY27VlDxZ3nIe8xeVxPnz5zF69GgsWrQII0aMQFRUFFq3bg1/f3+5OzJ09Yudq1ev4tNPP4WjoyNiY2PRtGlTtGzZEmvXrsXmzZuRlZWFjh07Yv369Wjbti0cHBy0eto0mUwGQRDkvqAoePxGKpXCy8sLJ06cwPDhwzF58mRIpVI4OTkhIiICJ0+ehJGRkVrjL28EmQChFAPb8WlwFvEaZe/evThx4gR27dqFsLAwcVRgTdW2bVscP34c//nPf3D27Fm4ubnh9OnTaNiwobpDU4icnBzcvXsXKSkpOHXqVLm4ulccHxthXE9PDxUrVkRQUBD69u2L3bt3o1KlSkhOTsaff/4JZ2dndZ8ClSMSiQRSqRRTpkxBREQELl26VO4K+PKcWzUpT5aHnMf8RSV19epVuLu7Y8SIEbh37x4GDBiA4cOHY/r06cCbQTidnJx0soBPS0vDV199hX79+mHu3LnIyMjAli1bsGvXLnz++ef4448/sHv3bkyePBnffvstzMzMUK1aNcTHxyMsLEzrBoW8ceMGFi9eLM7M0aVLF3z22WdiAa+vrw+pVIrmzZvj999/x4ULF3D8+HE4ODhgyZIlqFu3rrpPodzJF3JKdVU9H3lKiUeTcGA7DXL9+nXMnz8fc+fO1bqRUAuepdK2b21zcnKQn58vN9BXeZeVlYUtW7aII4zv2bMHffv2xeTJkwtNFXbmzBlERkaiSpUq8Pf31+1pUui9pFIptm7diubNm6NJkybqDqcQTcmtmpAn1Z3zmL/oQ94egK3g6mloaChiY2Oxbt061K5dG507d8b69euhp6eHw4cP48aNGxgxYoTG3EmnSAkJCfj000+xdetWccT1jIwMHD58GDNnzkTjxo2xZ88eAMDff/+t1dOmxcXFwcvLCwEBAXBycsLhw4dhaGiINm3aYNWqVQCA3NxcGBkZ6exdGyWRnZ0NZ2dnJCcnl3ofFhYWsLOzg56eHsaOHYuxY8cqNMbyjkW8hsnLyys3t1CS9vrQCOPTpk1DlSpVkJeXh7S0tCLn/yZ6V3nv1DC3ag/mLypKUeMkAMCJEyfg6+sLU1NTjBkzBsuWLRNz1ejRo5GSkoLNmzfLjaGgK16+fInmzZtj7NixmDRpkrg+JycHu3fvxvLlyzFq1CiMGTNGrXEqmyAImDlzJu7evYvdu3cDb2Y6WbNmDX755Rd4enpi48aNYvvff/8d3t7eqFatmhqjLv+ys7PlBm4tKSMjI7WPraNOvJ1ew7CTSarw9gjjenp6CAwMFKe9kkgkmDhxIpYvX4779+/j3//+NypUqFCuCzRSv/L+88Hcqj2Yv+hdHxonwcfHBwsWLMCCBQvg4eGBvLw8PH/+HGvXrsUvv/yCEydO6GQBjzejqrdt2xZ//fUXOnbsKD4KZWxsjC+++AK//vorTp06pfVFvEQiwePHj+WuGpubm2PChAkwMTHBrl27sGTJEkyfPh1//vknxo0bh0GDBmH+/Pnl+s4pdTMxMdHpIrysWMQT0Xt9bITxmJgYjXpUgIh0B/MXoRjjJABAv3798Pz5c/Tr1w+urq4wMzNDeno6jh07hvr166v7FNSmYNo0Pz8/LFy4EIsXL4aLiwvw1rRpO3bswOvXr1GhQgV1h6sUBXeRNWvWDHfu3EFcXBzq1KkDvCnkhw4diri4OPzxxx8ICgrCZ599hqFDh2LQoEEs4EmpeDs9EX1UQZqQSCTo0KEDLl26hMjIyHI3QBkR0buYv3Tbh8ZJmDJlCqpWrSq2PXv2LG7fvo2qVauiUaNGqF69ulpjV7eCcQOio6PRoUMHBAQEyE2bNnLkSDx58gR79+7V+lHX7927h5YtW6Jr1674/vvvYWZmJhb4iYmJqFmzJg4cOIAuXbqoO1TSEbwST0QfpQkjjBMRFYX5S7eZmppi0KBB4l0Xffr0gSAI6NevHwRBwNSpU1G1alXk5+fD2dkZLVu2VHfIKsdp0z7OxcUFe/bsQUBAAExNTTF37lzxTg5DQ0M0atQIlStXVneYpENYxBNRsTVo0ACxsbEaM10eEVEB5i/dVdxxEh48eIDt27fr1DgJnDat+Hx9fbF371707t0bSUlJ6NOnDxo1aoTt27fj6dOncHBwUHeIpEN4Oz0RFVt5H2GciOh9mL8Ib34OBEGAnp4edu/eja+++gq1atUSx0koj9NgKgunTSud2NhYBAUF4f79+zAwMIC+vj527dqFpk2bqjs00iEs4omIiIhIZ3CcBE6bVlbp6elISUnBq1evYGdnx+kqSeU4bCIRERER6QyJRAKZTIagoCBEREQgIiJCpwp4fGTatC+//BIXL17EkiVLAECcNm3NmjWQyWRqjLr8sLCwgJOTE9zd3VnAk1qwiCciIiIinaOr4yQU3InQrFkzSKVSxMXFidsKpk1r2rQp/vjjD+Tm5orTpg0dOpTTphGVE7ydnoiIiIh0jq4/581p04g0F0enJyIiIiKdo8sFPDhtGpFGYxFPRERERKSDOG0akWbi7fRERERERDqM06YRaRYW8URERAo2ePBgpKamYv/+/QCAdu3aoUmTJli9enWp96mIfRARvQ+nTSPSHBxikkptw4YNMDc3R35+vrguIyMDhoaGaNeunVzbyMhISCQS3Lt3Tw2Rqs6mTZvQuHFjmJmZwcrKCk2bNkVISIi4ffDgwejevbtaYyTSVYMHD4ZEIoFEIoGRkRFcXV0xf/58uRymLPv27cOCBQuK1bYgX6amppZ6H2Xx22+/oWXLlrC0tIS5uTkaNGiAiRMnitvnzp2LJk2aKD0OIlItTptGpDn4TDyVmq+vLzIyMnD+/Hm0bNkSAHDq1CnY2toiOjoa2dnZMDExAQBERETA0dERLi4uJT6OIAiQSqUwMCjfP64//fQTJk6ciDVr1sDHxwc5OTm4cuUKrl27pu7QiOiNTp06YcuWLcjJycGhQ4cwduxYGBoaIjg4uFDb3NxcGBkZKeS41tbW5WIfHxMeHo7AwEAsWrQIXbt2hUQiwY0bNxAWFqb0YxMREVHx8Eo8lVqdOnVgZ2eHyMhIcV1kZCS6desGZ2dnnD17Vm69r68vAODf//43PDw8YG5uDltbW/Tv3x9Pnz6VayuRSHD48GE0b94cxsbGOH36NNq1a4fx48dj4sSJqFSpEmxsbLBp0yZkZmZiyJAhMDc3h6urKw4fPvzBuIu6irR69Wo4OTmJrwuumM+bNw9Vq1aFhYUFRo0ahdzc3Pfu98CBA+jTpw+GDRsGV1dXNGjQAP369cOiRYvE427btg2///67eDWw4LNLTExEnz59YGVlBWtra3Tr1g33798vUTy//PIL3N3dYWpqisqVK8PPzw+ZmZkf+b9IpFuMjY1ha2uLmjVrYvTo0fDz88OBAweAt37PFi1aBHt7e9SpUwcoxu+nVCpFUFAQrKysULlyZUydOhXvPqnWrl07uavZOTk5mDZtGhwcHGBsbAxXV1ds3rwZ9+/fF3NlpUqVIJFIMHjw4CL38fLlSwwcOBCVKlVChQoVEBAQgDt37ojbt27dCisrKxw9ehT16tWDmZkZOnXqhKSkpPd+Pn/88Qdat26NKVOmoE6dOqhduza6d++O0NBQcZ/z5s3D5cuXxTy2detWAEBqaiqGDx8u5qj27dvj8uXL4r4Lcu+PP/4IBwcHVKhQAX369EFaWprYJjIyEi1atEDFihVhZWWF1q1b48GDB6X4P01ERKS9WMRTmfj6+iIiIkJ8HRERgXbt2sHHx0dcn5WVhejoaLFjmpeXhwULFuDy5cvYv38/7t+/L3ZS3zZ9+nQsWbIEN2/eRKNGjQAA27ZtQ5UqVXDu3DmMHz8eo0ePRu/evdGqVSvExsaiY8eO+Oqrr/D69esyn1t4eDhu3ryJyMhI/Pzzz9i3bx/mzZv33va2trY4e/bsezuckydPRp8+fcROdFJSElq1aoW8vDz4+/vD3Nwcp06dwpkzZ8TO9ttF+ofiSUpKQr9+/TB06FCxTc+ePQsVEkQkz9TUtNDvWVxcHMLCwnDw4MFi/X6uWLECW7duxU8//YTTp08jJSUFv/322wePO3DgQPz8889Ys2YNbt68iR9//BFmZmZwcHDAr7/+CgCIi4tDUlISvv/++yL3MXjwYJw/fx4HDhxAVFQUBEFA586dkZeXJ7Z5/fo1li9fjn//+984efIkEhISMHny5PfGZWtri+vXr7/3DqLAwEBMmjQJDRo0EPNYYGAgAKB37954+vQpDh8+jAsXLqBZs2bo0KEDUlJSxPffvXsXe/bswR9//IEjR47g4sWLGDNmDAAgPz8f3bt3h4+PD65cuYKoqCiMHDlS56cBIyIiKkQgKoNNmzYJFStWFPLy8oT09HTBwMBAePr0qbBz506hbdu2giAIQnh4uABAePDgQZH7iImJEQAIr169EgRBECIiIgQAwv79++Xa+fj4CG3atBFf5+fnCxUrVhS++uorcV1SUpIAQIiKinpvzHPmzBEaN24st27VqlVCzZo1xdeDBg0SrK2thczMTHHd+vXrBTMzM0EqlRa538ePHwstW7YUAAi1a9cWBg0aJOzevVuu/aBBg4Ru3brJve/f//63UKdOHUEmk4nrcnJyBFNTU+Ho0aPFiufChQsCAOH+/fvvPW8iXff2759MJhPCwsIEY2NjYfLkyeJ2GxsbIScnR3xPcX4/7ezshGXLlonb8/LyhBo1asj9rvv4+AjffPONIAiCEBcXJwAQwsLCioyzIAe+fPlSbv3b+7h9+7YAQDhz5oy4/fnz54KpqamwZ88eQRAEYcuWLQIA4e7du2Kb0NBQwcbG5r2fUUZGhtC5c2cBgFCzZk0hMDBQ2Lx5s5CdnS22KSqHnjp1SrCwsJBrJwiC4OLiIvz444/i+/T19YWHDx+K2w8fPizo6ekJSUlJwosXLwQAQmRk5HvjIyIiIkHglXgqk3bt2iEzMxMxMTE4deoUateujapVq8LHx0d8Lj4yMhK1atWCo6MjAODChQv4/PPP4ejoCHNzc/j4+AAAEhIS5Pbt4eFR6HgFV+QBQF9fH5UrV4a7u7u4zsbGBgDE2/MbNGgAMzMzmJmZISAgoETn1rhxY1SoUEF87e3tjYyMDCQmJhbZ3s7ODlFRUbh69Sq++eYb5OfnY9CgQejUqRNkMtl7j3P58mXcvXsX5ubmYqzW1tbIzs6WGwjwQ/E0btwYHTp0gLu7O3r37o1Nmzbh5cuXJTpfIl1w8OBBmJmZwcTEBAEBAQgMDMTcuXPF7e7u7nLPwX/s9zMtLQ1JSUnw8vIS32NgYFBk/ipw6dIl6Ovri7mvNG7evAkDAwO541auXBl16tTBzZs3xXUVKlSQG4vEzs5O7vGld1WsWBF//vkn7t69i5kzZ8LMzAyTJk1CixYtPniH0+XLl5GRkYHKlSuLn5OZmRni4+Pl8pijoyOqV68uvvb29oZMJkNcXBysra0xePBg+Pv74/PPP8f333//wVv/iYiIdFX5HimMyj1XV1fUqFEDERERePnypdgptbe3h4ODA/7++29ERESgffv2AIDMzEz4+/vD398fO3bsQNWqVZGQkAB/f/9Cz5tXrFix0PEMDQ3lXkskErl1BbddFhTNhw4dEm8tNTU1BQDo6ekVus387dtPy6phw4Zo2LAhxowZg1GjRuGTTz7BiRMnxMcJ3pWRkYHmzZtjx44dhbZVrVq1WMfU19dHWFgY/v77bxw7dgxr167FjBkzEB0dDWdn5zKfE5G28PX1xfr162FkZAR7e/tCA2a+m3cU8fv5roJcpApF5cziPGbj4uICFxcXDB8+HDNmzEDt2rWxe/duDBkypMj2GRkZhcZIKWBlZVXseLds2YIJEybgyJEj2L17N2bOnImwsDBx8FQiIiLiM/GkAL6+voiMjERkZKTc1HJt27bF4cOHce7cObGAvXXrFl68eIElS5bgk08+Qd26dT94VaisatasCVdXV7i6uopXf6pWrYrk5GS5juylS5cKvffy5cvIysoSX589e1Z8ZrW46tevD7z58gIAjIyMIJVK5do0a9YMd+7cQbVq1cRYCxZLS8tixyORSNC6dWvMmzcPFy9ehJGR0UefyyXSNRUrVoSrqyscHR2LNePFx34/LS0tYWdnh+joaPE9+fn5uHDhwnv36e7uDplMhhMnThS5veBOgHdzxdvq1auH/Px8ueO+ePECcXFxYt5RFCcnJ1SoUOGjeSw5ORkGBgaFPqe3p6pKSEjA48ePxddnz56Fnp6eOIggADRt2hTBwcH4+++/0bBhQ+zcuVOh50NERKTpWMRTmfn6+uL06dO4dOmS3O2hPj4++PHHH5GbmysW8Y6OjjAyMsLatWvxzz//4MCBAyqZ9/ht7dq1w7Nnz7Bs2TLcu3cPoaGhRY5on5ubi2HDhuHGjRs4dOgQ5syZg3HjxkFPr+hfm9GjR2PBggU4c+YMHjx4gLNnz2LgwIGoWrUqvL29gTed4StXriAuLg7Pnz9HXl4eBgwYgCpVqqBbt244deoU4uPjERkZiQkTJuDhw4fFiic6OhqLFy/G+fPnkZCQgH379uHZs2eoV6+eEj9JIu1XnN/Pb775BkuWLMH+/ftx69YtjBkzptAc729zcnLCoEGDMHToUOzfv1/c5549e4A3Xz5KJBIcPHgQz549Q0ZGRqF9uLm5oVu3bhgxYgROnz6Ny5cv48svv0T16tXRrVu3Up/v3LlzMXXqVERGRiI+Ph4XL17E0KFDkZeXh08//VSMPz4+HpcuXcLz58+Rk5MDPz8/eHt7o3v37jh27Bju37+Pv//+GzNmzMD58+fF/ZuYmGDQoEG4fPkyTp06hQkTJqBPnz6wtbVFfHw8goODERUVhQcPHuDYsWO4c+cO8xjprILZej6UT/Dmd3L16tVKieHdWTHKi6JmGvqY8nouRKXBIp7KzNfXF1lZWXB1dRWfScebIv7Vq1fiVHR4cxV869at2Lt3L+rXr48lS5Zg+fLlKo23Xr16+OGHHxAaGorGjRvj3LlzRY7W3KFDB7i5uaFt27YIDAxE165d5Z6dfZefnx/Onj2L3r17o3bt2ujVqxdMTEwQHh6OypUrAwBGjBiBOnXqwMPDA1WrVsWZM2dQoUIFnDx5Eo6OjujZsyfq1auHYcOGITs7GxYWFsWKx8LCAidPnkTnzp1Ru3ZtzJw5EytWrCjxOABEJK84v5+TJk3CV199hUGDBsHb2xvm5ubo0aPHB/e7fv16fPHFFxgzZgzq1q2LESNGiFe6q1evjnnz5mH69OmwsbHBuHHjitzHli1b0Lx5c3Tp0gXe3t4QBAGHDh0qdAt9Sfj4+OCff/7BwIEDUbduXQQEBCA5ORnHjh0Tr5b36tULnTp1gq+vL6pWrYqff/4ZEokEhw4dQtu2bTFkyBDUrl0bffv2xYMHD+T+Lri6uqJnz57o3LkzOnbsiEaNGuGHH34QP+tbt26hV69eqF27NkaOHImxY8fi66+/LvX5EJV3UVFR0NfXx2efffbRtgXTRr4rJiYGI0eOFF9LJBLs379f4bGWRt++fdGpUye5dUeOHIFEIinUp5o7d644ftLHTJ48GeHh4QqNFeXssyP6EInAOaiIChk8eDBSU1PLTSIvb/EQEZXU3LlzsX///iIfXyLSVcOHD4eZmRk2b96MuLg42Nvbi9siIyPh6+uLly9fwsrKClu3bsXEiRM/emVeIpHgt99+Q/fu3cscX7t27dCkSZNSX+n/8ccfMXnyZLx8+VJ8hGnatGn4+eefUatWLblxNHx8fODk5IRt27aVOe6iFOdcFPnZESkTr8QTEREREalYRkYGdu/ejdGjR+Ozzz7D1q1b39s2MjISQ4YMQVpaGiQSidyV7Ldvp3dycgIA9OjRAxKJRHw9ePDgQoXpxIkT5cYyyszMxMCBA2FmZgY7OzusWLGiUBw5OTmYPHkyqlevjooVK8LLy6vIAS0L+Pr6IiMjQ+6xmsjISEyfPl2cxQgAsrOzER0dLT5+mZqaiuHDh6Nq1aqwsLBA+/btcfnyZXEf795On5+fjwkTJsDKygqVK1fGtGnTMGjQoELnLJPJMHXqVFhbW8PW1lbuboD3fXZE5RGLeCIiIiIiFduzZw/q1q2LOnXq4Msvv8RPP/303tkjWrVqhdWrV8PCwgJJSUlISkoq8lHAmJgY4M3jNklJSeLr4pgyZQpOnDiB33//HceOHUNkZCRiY2Pl2owbNw5RUVHYtWsXrly5gt69e6NTp064c+dOkfusXbs27O3tERERAQB49eoVYmNj0bt3bzg5OSEqKgoA8PfffyMnJ0cs4nv37o2nT5/i8OHDuHDhApo1a4YOHTogJSWlyOMsXboUO3bswJYtW3DmzBmkp6cXeffitm3bULFiRURHR2PZsmWYP38+wsLCyvzZEakai3iiImzdurVc3bpe3uIhIiqpuXPn8lZ6ords3rwZX375JQCgU6dOSEtL++CsFZaWlpBIJLC1tYWtrS3MzMwKtSuY+tLKygq2trbFngozIyMDmzdvxvLly9GhQwe4u7tj27ZtyM/PF9skJCRgy5Yt2Lt3Lz755BO4uLhg8uTJaNOmDbZs2fLefRfMYgQAp06dQu3atVG1alW0bdtWXB8ZGQlnZ2fUrFkTp0+fxrlz57B37154eHjAzc0Ny5cvh5WVFX755Zcij7F27VoEBwejR48eqFu3LtatW1fk+AGNGjXCnDlz4ObmhoEDB8LDw0N8tr60nx2ROnCeeCIiIiIiFYqLi8O5c+fEqWANDAwQGBiIzZs3y93irir37t1Dbm4uvLy8xHXW1tZy0z9evXoVUqkUtWvXlntvTk6OOIBvUQpGhc/Ly5ObjrhgFiO89fw/3kypm5GRUWifWVlZuHfvXqH9p6Wl4cmTJ2jRooW4Tl9fH82bN4dMJpNr26hRI7nXdnZ2Sp3qmEhZWMQTEREREanQ5s2bkZ+fLzeQnSAIMDY2xrp162BpaanQ4+np6RW6VT8vL69E+8jIyIC+vj4uXLgAfX19uW1F3RVQwNfXF5mZmYiJiUFERASmTJkCvCnihw4dipSUFERHR4szUWRkZMDOzq7IZ+2LurpeEu/O3iGRSAoV+kSagLfTExERERGpSH5+PrZv344VK1bg0qVL4nL58mXY29vj559/LvJ9RkZGkEqlH92/oaFhoXZVq1ZFUlKS3Lq3H29xcXGBoaEhoqOjxXUvX77E7du3xddNmzaFVCrF06dP4erqKrfY2tq+Nx4XFxc4ODjgwIEDuHTpEnx8fIA302lWr14dK1asQG5urnglvlmzZkhOToaBgUGh41SpUqXQ/i0tLWFjYyP3DLtUKi30PH9xFPXZEZVHLOKJiIiIiFTk4MGDePnyJYYNG4aGDRvKLb169cLmzZuLfJ+TkxMyMjIQHh6O58+f4/Xr1+9tFx4ejuTkZLx8+RIA0L59e5w/fx7bt2/HnTt3MGfOHFy7dk18j5mZGYYNG4YpU6bg+PHjuHbtGgYPHgw9vf+VCrVr18aAAQMwcOBA7Nu3D/Hx8Th37hxCQkLw559/fvCcfX198cMPP8DV1RU2Njbieh8fH6xdu1YcAA8A/Pz84O3tje7du+PYsWO4f/8+/v77b8yYMUNulPu3jR8/HiEhIfj9998RFxeHb775Bi9fvoREIvlgXMX57IjKIxbxREREREQqsnnzZvj5+RV5y3yvXr1w/vx5XLlypdC2Vq1aYdSoUQgMDETVqlWxbNmyIve/YsUKhIWFwcHBAU2bNgUA+Pv7Y9asWZg6dSo8PT3x6tUrDBw4UO593333HT755BN8/vnn8PPzQ5s2bdC8eXO5Nlu2bMHAgQMxadIk1KlTB927d0dMTAwcHR0/eM6+vr549epVoef9fXx88OrVK/EqPN7c4n7o0CG0bdsWQ4YMQe3atdG3b188ePBA7guAt02bNg39+vXDwIED4e3tDTMzM/j7+8PExOSDcRXnsyMqjyTC++ayICIiIiIi0jAymQz16tVDnz59sGDBAnWHQ6RwHNiOiIiIiIg01oMHD3Ds2DH4+PggJycH69atQ3x8PPr376/u0IiUgrfTExERERGRxtLT08PWrVvh6emJ1q1b4+rVq/jrr79Qr149dYdGpBS8nZ6IiIiIiIhIQ/BKPBEREREREZGGYBFPREREREREpCFYxBMRERERERFpCBbxRERERERERBqCRTwRERERERGRhmART0RERERERKQhDNQdgDaTyWR4/PgxzM3NIZFI1B0OkVYRBAGvXr2Cvb099PT4faSiMG8RKRdz18cxDxEpF/OQ5mMRr0SPHz+Gg4ODusMg0mqJiYmoUaOGusPQGsxbRKrB3PV+zENEqsE8pLlYxCuRubk5AKBt/W9goG+s7nAUSu/Va3WHoBT59xPVHYLSGDhpV4coX5aLyISN4u8ZKUbB59kGnWEAQ3WH81H/LPFUdwglYntGUHcIxSYz1JwroCn1NSdWWU427n+3gLnrAwo+m8TERFhYWKg7HCKtk56eDgcHB+YhDcYiXokKbgEz0DfWviJeT6ruEJRDUv6LltIy0NOun8ECvNVSscS8BUMYaMDvg56JibpDKBEDQxbxyqBnojmxFmDuer+Cz8bCwoJFPJESMQ9pLj4EQURERERERKQhWMQTERERERERaQgW8UREREREREQagkU8ERERERVLSEgIPD09YW5ujmrVqqF79+6Ii4uTa9OuXTtIJBK5ZdSoUWqLmYhI27CIJyIiIqJiOXHiBMaOHYuzZ88iLCwMeXl56NixIzIzM+XajRgxAklJSeKybNkytcVMRKRtODo9ERERERXLkSNH5F5v3boV1apVw4ULF9C2bVtxfYUKFWBra6uGCImItB+vxBMRERFRqaSlpQEArK2t5dbv2LEDVapUQcOGDREcHIzXr1+/dx85OTlIT0+XW4iI6P14JZ6IiIiISkwmk2HixIlo3bo1GjZsKK7v378/atasCXt7e1y5cgXTpk1DXFwc9u3bV+R+QkJCMG/ePBVGTkSk2VjEExEREVGJjR07FteuXcPp06fl1o8cOVL8t7u7O+zs7NChQwfcu3cPLi4uhfYTHByMoKAg8XV6ejocHByUHD0RkeZiEU9EREREJTJu3DgcPHgQJ0+eRI0aNT7Y1svLCwBw9+7dIot4Y2NjGBsbKy1WXeQ0/U91h6BU95d8pu4QiNSKRTwRERERFYsgCBg/fjx+++03REZGwtnZ+aPvuXTpEgDAzs5OBRESEWk/FvFEREREVCxjx47Fzp078fvvv8Pc3BzJyckAAEtLS5iamuLevXvYuXMnOnfujMqVK+PKlSv49ttv0bZtWzRq1Ejd4RMRaQUW8URERERULOvXrwcAtGvXTm79li1bMHjwYBgZGeGvv/7C6tWrkZmZCQcHB/Tq1QszZ85UU8RERNqHRTwRERERFYsgCB/c7uDggBMnTqgsHiIiXcR54omIiIiIiIg0BIt4IiIiIiIiIg3BIp6IiIiIiIhIQ7CIJyIiIiIiItIQLOKJiIiIiIiINASLeCIiIiIiIiINwSKeiIiIiIiISEOwiCciIiIiIiLSECziiYiIiIiIiDQEi3giIiIiIiIiDcEinoiIiIiIiEhDsIgnIiIiIiIi0hAs4omIiIiIiIg0BIt4IiIiIiIiIg3BIp6IiIiIiIhIQ7CIJyIiIiIiItIQLOKJiIiIiIiINASLeCIiIiIiIiINwSKeiIiIiIiISEOwiCciIiIiIiLSECziiYiIiIiIiDSERhTxoaGhcHJygomJCby8vHDu3LkPtt+7dy/q1q0LExMTuLu749ChQ3LbBUHA7NmzYWdnB1NTU/j5+eHOnTtybRYtWoRWrVqhQoUKsLKyUsp5EZF2Y+4iIiIiIkUr90X87t27ERQUhDlz5iA2NhaNGzeGv78/nj59WmT7v//+G/369cOwYcNw8eJFdO/eHd27d8e1a9fENsuWLcOaNWuwYcMGREdHo2LFivD390d2drbYJjc3F71798bo0aNVcp5EpF2Yu4iIiIhIGSSCIAjqDuJDvLy84OnpiXXr1gEAZDIZHBwcMH78eEyfPr1Q+8DAQGRmZuLgwYPiupYtW6JJkybYsGEDBEGAvb09Jk2ahMmTJwMA0tLSYGNjg61bt6Jv375y+9u6dSsmTpyI1NTUEseenp4OS0tLtHefCgN941Kcffmll/5a3SEoRX78A3WHoDQGzjXVHYJC5cty8Nf9dUhLS4OFhYW6wylEU3NXQd5qh24wkBiW8uxV5+6qluoOoUTsT5brP7lyZIYSdYdQbM/dNSdWWXY2/lk4o9zmrvKgIA/xMyo9p+l/qjsEpbq/5DN1h6DR+Dum+cr1lfjc3FxcuHABfn5+4jo9PT34+fkhKiqqyPdERUXJtQcAf39/sX18fDySk5Pl2lhaWsLLy+u9+yyunJwcpKenyy1EpHs0KXcxbxERERFplnJdxD9//hxSqRQ2NjZy621sbJCcnFzke5KTkz/YvuC/JdlncYWEhMDS0lJcHBwcyrQ/ItJMmpS7mLeIiIiINEu5LuI1TXBwMNLS0sQlMTFR3SEREX0Q8xYRERGRZinXRXyVKlWgr6+PJ0+eyK1/8uQJbG1ti3yPra3tB9sX/Lck+ywuY2NjWFhYyC1EpHs0KXcxbxERERFplnJdxBsZGaF58+YIDw8X18lkMoSHh8Pb27vI93h7e8u1B4CwsDCxvbOzM2xtbeXapKenIzo6+r37JCIqCeYuIiIiIlIWA3UH8DFBQUEYNGgQPDw80KJFC6xevRqZmZkYMmQIAGDgwIGoXr06QkJCAADffPMNfHx8sGLFCnz22WfYtWsXzp8/j40bNwIAJBIJJk6ciIULF8LNzQ3Ozs6YNWsW7O3t0b17d/G4CQkJSElJQUJCAqRSKS5dugQAcHV1hZmZmVo+CyLSHMxdRERERKQM5b6IDwwMxLNnzzB79mwkJyejSZMmOHLkiDi4U0JCAvT0/ndDQatWrbBz507MnDkT//rXv+Dm5ob9+/ejYcOGYpupU6ciMzMTI0eORGpqKtq0aYMjR47AxMREbDN79mxs27ZNfN20aVMAQEREBNq1a6eisyciTcXcRURERETKUO7niddknCde83CeeM1R3ueJ11ScJ165OE+8cnCeeO3COazLjvPE04fwd0zzletn4omIiIiIiIjof1jEExEREREREWkIFvFEREREREREGoJFPBEREREREZGGYBFPREREREREpCFYxBMRERERERFpCBbxRERERFQsISEh8PT0hLm5OapVq4bu3bsjLi5Ork12djbGjh2LypUrw8zMDL169cKTJ0/UFjMRkbZhEU9ERERExXLixAmMHTsWZ8+eRVhYGPLy8tCxY0dkZmaKbb799lv88ccf2Lt3L06cOIHHjx+jZ8+eao2biEibGKg7ACIiIiLSDEeOHJF7vXXrVlSrVg0XLlxA27ZtkZaWhs2bN2Pnzp1o3749AGDLli2oV68ezp49i5YtWxbaZ05ODnJycsTX6enpKjgTIiLNxSvxRERERFQqaWlpAABra2sAwIULF5CXlwc/Pz+xTd26deHo6IioqKgi9xESEgJLS0txcXBwUFH0RESaiUU8EREREZWYTCbDxIkT0bp1azRs2BAAkJycDCMjI1hZWcm1tbGxQXJycpH7CQ4ORlpamrgkJiaqJH4iIk3F2+mJiIiIqMTGjh2La9eu4fTp02Xaj7GxMYyNjRUWFxGRtuOVeCIiIiIqkXHjxuHgwYOIiIhAjRo1xPW2trbIzc1FamqqXPsnT57A1tZWDZESEWkfFvFEREREVCyCIGDcuHH47bffcPz4cTg7O8ttb968OQwNDREeHi6ui4uLQ0JCAry9vdUQMRGR9uHt9ERERERULGPHjsXOnTvx+++/w9zcXHzO3dLSEqamprC0tMSwYcMQFBQEa2trWFhYYPz48fD29i5yZHoiIio5FvFEREREVCzr168HALRr105u/ZYtWzB48GAAwKpVq6Cnp4devXohJycH/v7++OGHH9QSLxGRNmIRT0RERETFIgjCR9uYmJggNDQUoaGhKomJiEjX8Jl4IiIiIiIiIg3BIp6IiIiIiIhIQ7CIJyIiIiIiItIQLOKJiIiIiIiINASLeCIiIiIiIiINwSKeiIiIiIiISEOwiCciIiIiIiLSECziiYiIiIiIiDREiYv4WrVq4cWLF4XWp6amolatWoqKi4hIoZi7iIiIiEgblLiIv3//PqRSaaH1OTk5ePTokaLiIiJSKOYuIiIiItIGBsVteODAAfHfR48ehaWlpfhaKpUiPDwcTk5Oio+QiKgMmLuIiIiISJsUu4jv3r07AEAikWDQoEFy2wwNDeHk5IQVK1YoPkIiojJg7iIiIiIibVLsIl4mkwEAnJ2dERMTgypVqigzLiIihWDuIiIiIiJtUuwivkB8fLxyIiEiUiLmLiIiIiLSBiUu4gEgPDwc4eHhePr0qXiVq8BPP/2kqNiIiBSKuYuIiIiINF2Ji/h58+Zh/vz58PDwgJ2dHSQSiXIiIyJSIOYuIiIiItIGJS7iN2zYgK1bt+Krr75STkRERErA3EVERERE2qDE88Tn5uaiVatWyomGiEhJmLuIiIiISBuU+Er88OHDsXPnTsyaNUs5EWmhhAAr6BubqDsMxZJUUncESlJd3QFQMUlzsoGlxW/P3FUy9+e1gJ5J+c9b+jnqjqBknrTQnMc4JFJ1R1B8+tma87kiV4NiJSKicqlYRXxQUJD4b5lMho0bN+Kvv/5Co0aNYGhoKNd25cqVio+SiKgUmLuIiIiISNsUq4i/ePGi3OsmTZoAAK5duya3ngNFEVF5wtxFRERERNqmWEV8RESE8iMhIlIw5i4iIiIi0jYlHtiOiIiIiIiIiNSjxAPb9ejRo8hbTyUSCUxMTODq6or+/fujTp06ioqRiKjMmLuIiIiISBuU+Eq8paUljh8/jtjYWEgkEkgkEly8eBHHjx9Hfn4+du/ejcaNG+PMmTPKiZiIqBSYu4iIiIhIG5T4SrytrS369++PdevWQU/vv98ByGQyfPPNNzA3N8euXbswatQoTJs2DadPn1ZGzEREJcbcRURERETaoMRX4jdv3oyJEyeKnWAA0NPTw/jx47Fx40ZIJBKMGzeu0OjPRETqxNxFRERERNqgxEV8fn4+bt26VWj9rVu3IJVKAQAmJiacsomIyhXmLiIiIiLSBiW+nf6rr77CsGHD8K9//Quenp4AgJiYGCxevBgDBw4EAJw4cQINGjRQfLRERKXE3EVE9D+pqamwsrJSdxhERFQKJS7iV61aBRsbGyxbtgxPnjwBANjY2ODbb7/FtGnTAAAdO3ZEp06dFB8tEVEpMXcRka5aunQpnJycEBgYCADo06cPfv31V9ja2uLQoUNo3LixukMkIqISKHERr6+vjxkzZmDGjBlIT08HAFhYWMi1cXR0VFyEREQKwNxFRLpqw4YN2LFjBwAgLCwMYWFhOHz4MPbs2YMpU6bg2LFj6g6RiIhKoMRF/Nve7QATEWkC5i4i0iXJyclwcHAAABw8eBB9+vRBx44d4eTkBC8vL3WHR0REJVSsIr5Zs2YIDw9HpUqV0LRp0w8O/BQbG6vI+IiISo25i4gIqFSpEhITE+Hg4IAjR45g4cKFAABBEMSBPYmISHMUq4jv1q0bjI2NAQDdu3dXdkxERArB3EVEBPTs2RP9+/eHm5sbXrx4gYCAAADAxYsX4erqqu7wiIiohIpVxM+ZM6fIfxMRlWfMXURE/x3Y08nJCYmJiVi2bBnMzMwAAElJSRgzZoy6wyMiohIq1TPxqamp+OWXX3Dv3j1MmTIF1tbWiI2NhY2NDapXr674KImIFIC5i4h0kaGhISZPnlxo/bfffquWeIiIqGz0SvqGK1euoHbt2li6dCmWL1+O1NRUAMC+ffsQHBysjBiJiMqMuYuIdNW2bdvw559/iq+nTp0KKysrtGrVCg8ePFBrbEREVHIlLuKDgoIwePBg3LlzByYmJuL6zp074+TJk4qOj4hIIZi7iEhXLV68GKampgCAqKgohIaGYtmyZahSpUqJr8afPHkSn3/+Oezt7SGRSLB//3657YMHD4ZEIpFbOnXqpNDzISLSdSW+nT4mJgY//vhjofXVq1dHcnKyouIiIlIo5i4i0lWJiYniAHb79+9Hr169MHLkSLRu3Rrt2rUr0b4yMzPRuHFjDB06FD179iyyTadOnbBlyxbxdcEAo0REpBglLuKNjY2Rnp5eaP3t27dRtWpVRcVFRKRQzF1EpKvMzMzw4sULODo64tixYwgKCgIAmJiYICsrq0T7CggIEEe3fx9jY2PY2tqWKWYiInq/Et9O37VrV8yfPx95eXkAAIlEgoSEBEybNg29evVSRoxERGXG3EVEuurTTz/F8OHDMXz4cNy+fRudO3cGAFy/fh1OTk4KP15kZCSqVauGOnXqYPTo0Xjx4sUH2+fk5CA9PV1uISKi9ytxEb9ixQpkZGSgWrVqyMrKgo+PD1xdXWFubo5FixYpJ0oiojJi7iIiXRUaGgpvb288e/YMv/76KypXrgwAuHDhAvr166fQY3Xq1Anbt29HeHg4li5dihMnTiAgIABSqfS97wkJCYGlpaW4ODg4KDQmIiJtU+Lb6S0tLREWFobTp0/jypUryMjIQLNmzeDn56ecCImIFIC5i4h0lZWVFdatW1do/bx58xR+rL59+4r/dnd3R6NGjeDi4oLIyEh06NChyPcEBweLt/gDQHp6Ogt5IqIPKHYRX7NmTbRv3x6+vr5o37492rRpgzZt2ig3OiKiMmLuIiICUlNTsXnzZty8eRMA0KBBAwwdOhSWlpZKPW6tWrVQpUoV3L17971FvLGxMQe/IyIqgWLfTj9kyBDEx8fj66+/Rs2aNeHq6ooRI0Zg165dHNmZiMot5i4i0nXnz5+Hi4sLVq1ahZSUFKSkpGDlypVwcXFBbGysUo/98OFDvHjxAnZ2dko9DhGRLin2lfi5c+cCbwYfOXPmDCIjI3HixAn8+9//Rl5eHmrXro327dsjNDRUmfESEZUIcxcR6bpvv/0WXbt2xaZNm2Bg8N+uX35+PoYPH46JEyfi5MmTxd5XRkYG7t69K76Oj4/HpUuXYG1tDWtra8ybNw+9evWCra0t7t27h6lTp8LV1RX+/v5KOTciIl0kEQRBKMsOXr58iRUrVmDt2rXIyMj44MAluiY9PR2WlpZwnboY+sYm6g5HsSTqDoB0nTQnG3eX/gtpaWmwsLAo8fuZu4pWkLec5i2Cnkn5z1sal4rK9BdXtSQa9Cuhn605PwnSnGzcXVb63FUapqamuHjxIurWrSu3/saNG/Dw8MDr16+Lva/IyEj4+voWWj9o0CCsX78e3bt3x8WLF5Gamgp7e3t07NgRCxYsgI2NTbGPUZCHVPkZaRun6X+qOwSlur/kM3WHoNH4O6b5SjywXW5uLqKiohAZGYnIyEhER0ejevXq+OKLL+Dj46OcKImIyoi5i4h0lYWFBRISEgoV8YmJiTA3Ny/Rvtq1a4cPXf85evRoqeMkIqLiKXYRP3/+fLHjW7NmTbRt2xYjR47Ejh07YG9vr9woiYhKibmLiHRdYGAghg0bhuXLl6NVq1YAgDNnzmDKlCkKn2KOiIiUr0TPxDs6OmLFihXo3bu3OMcoEVF5xtxFRLpu+fLlkEgkGDhwIPLz8wEAhoaGGD16NJYsWaLu8IiIqISKPTr94cOH0bdvX2zduhX29vZwd3fH+PHj8csvv+DZs2fKjZKIqJSYu4hI1xkZGeH777/Hy5cvcenSJVy6dAkpKSn47rvv8OLFC3WHR0REJVTsK/H+/v7iyKKvXr3CqVOncOLECSxbtgwDBgyAq6srfH19sW7dOmXGS0RUIsxdRET/VaFCBbi7u4uvL1++jGbNmnFgTyIiDVPsK/FvMzc3R+fOnbF48WJ8//33CAoKwsOHD7F+/XrFR0hEpCDMXURERESk6Uo0Or1MJsP58+cRERGByMhInDlzBpmZmahRowZ69OhR5JQjRETqxtxFRERERNqi2EV8QEAA/v77b7x69Qr29vbw9fXFqlWr4Ovri1q1aik3SiKiUmLuIiIiIiJtUuwi3srKCt999x18fX3h5uam3KiIiBSEuYuIdNWVK1c+uD0uLk5lsRARkeIU+5n4n3/+GSNHjlR4Jzg0NBROTk4wMTGBl5cXzp0798H2e/fuRd26dWFiYgJ3d3ccOnRIbrsgCJg9ezbs7OxgamoKPz8/3LlzR65NSkoKBgwYAAsLC1hZWWHYsGHIyMgQt2dnZ2Pw4MFwd3eHgYEBunfvrtBzJiLVYe4iIl3VpEkTNG3aFE2aNCm0NG3aFH379lV3iEREVAqlGthOUXbv3o2goCDMmTMHsbGxaNy4Mfz9/fH06dMi2//999/o168fhg0bhosXL6J79+7o3r07rl27JrZZtmwZ1qxZgw0bNiA6OhoVK1aEv78/srOzxTYDBgzA9evXERYWhoMHD+LkyZMYOXKkuF0qlcLU1BQTJkyAn5+fkj8FItI0zF1EpAni4+Pxzz//ID4+vtBSsP6ff/5Rd5hERFRCEkEQBHUd3MvLC56enuLUTjKZDA4ODhg/fjymT59eqH1gYCAyMzNx8OBBcV3Lli3RpEkTbNiwAYIgwN7eHpMmTcLkyZMBAGlpabCxscHWrVvRt29f3Lx5E/Xr10dMTAw8PDwAAEeOHEHnzp3x8OFD2Nvbyx1z8ODBSE1Nxf79+0t8funp6bC0tITr1MXQNzYp8fvLNYm6AyBdJ83Jxt2l/0JaWhosLCxUemxtzl0Fectp3iLomZT/vKVxqUhtf3FLTqJBs47pZ2vOT4I0Jxt3l6knd2mKgjzEz6j0nKb/qe4QlOr+ks/UHYJG4++Y5lPblfjc3FxcuHBB7mqRnp4e/Pz8EBUVVeR7oqKiCl1d8vf3F9vHx8cjOTlZro2lpSW8vLzENlFRUbCyshI7wQDg5+cHPT09REdHl+mccnJykJ6eLrcQkXbRttzFvEVERESkWdRWxD9//hxSqRQ2NjZy621sbJCcnFzke5KTkz/YvuC/H2tTrVo1ue0GBgawtrZ+73GLKyQkBJaWluLi4OBQpv0RUfmjbbmLeYuIiIhIs5SqiL937x5mzpyJfv36ic+AHj58GNevX1d0fBolODgYaWlp4pKYmKjukIjoLcxdhTFvEREREWmWEhfxJ06cgLu7O6Kjo7Fv3z5xZOTLly9jzpw5xd5PlSpVoK+vjydPnsitf/LkCWxtbYt8j62t7QfbF/z3Y23eHXwqPz8fKSkp7z1ucRkbG8PCwkJuIaLygbmraMxbRERERJqlxEX89OnTsXDhQoSFhcHIyEhc3759e5w9e7bY+zEyMkLz5s0RHh4urpPJZAgPD4e3t3eR7/H29pZrDwBhYWFie2dnZ9ja2sq1SU9PR3R0tNjG29sbqampuHDhgtjm+PHjkMlk8PLyKnb8RKRZmLuIiIiISBsYlPQNV69exc6dOwutr1atGp4/f16ifQUFBWHQoEHw8PBAixYtsHr1amRmZmLIkCEAgIEDB6J69eoICQkBAHzzzTfw8fHBihUr8Nlnn2HXrl04f/48Nm7cCACQSCSYOHEiFi5cCDc3Nzg7O2PWrFmwt7cX50uuV68eOnXqhBEjRmDDhg3Iy8vDuHHj0LdvX7nRnW/cuIHc3FykpKTg1atXuHTpEvBmzlUi0jzMXcxdRLqkadOmkEiKN2p/bGys0uMhIiLFKXERb2VlhaSkJDg7O8utv3jxIqpXr16ifQUGBuLZs2eYPXs2kpOT0aRJExw5ckQc3CkhIQF6ev+7WaBVq1bYuXMnZs6ciX/9619wc3PD/v370bBhQ7HN1KlTkZmZiZEjRyI1NRVt2rTBkSNHYPLWVEk7duzAuHHj0KFDB+jp6aFXr15Ys2aNXGydO3fGgwcPxNdNmzYFAKhxRj4iKgPmLuYuIl1S8AUgERFpnxLPEz958mRER0dj7969qF27NmJjY/HkyRMMHDgQAwcOLNGzpdqO88QTKU9J54ln7ioezhOvZBr0XQrniVcOzhP/cZzDuuw4Tzx9CH/HNF+Jn4lfvECFF6AAAErwSURBVHgx6tatCwcHB2RkZKB+/fpo27YtWrVqhZkzZyonSiKiMmLuIiIiIiJtUOLb6Y2MjLBp0ybMmjUL165dQ0ZGBpo2bQo3NzflREhEpADMXUSkq6RSKVatWoU9e/YgISEBubm5cttTUlLUFhsREZVciYv4Ao6OjnB0dFRsNERESsbcRUS6Zt68efi///s/TJo0CTNnzsSMGTNw//597N+/H7Nnz1Z3eEREVELFKuKDgoKKvcOVK1eWJR4iIoVh7iIi+u+gmJs2bcJnn32GuXPnol+/fnBxcUGjRo1w9uxZTJgwQd0hEhFRCRSriL948aLc69jYWOTn56NOnToAgNu3b0NfXx/NmzdXTpRERKXA3EVEBCQnJ8Pd3R0AYGZmhrS0NABAly5dMGvWLDVHR0REJVWsIj4iIkL898qVK2Fubo5t27ahUqVKAICXL19iyJAh+OSTT5QXKRFRCTF3EREBNWrUQFJSEhwdHeHi4oJjx46hWbNmiImJgbGxsbrDIyKiEirx6PQrVqxASEiI2AkGgEqVKmHhwoVYsWKFouMjIlII5i4i0lU9evRAeHg4AGD8+PGYNWsW3NzcMHDgQAwdOlTd4RERUQmVeGC79PR0PHv2rND6Z8+e4dWrV4qKi4hIoZi7iEhXLVmyRPx3YGAgHB0dERUVBTc3N3z++edqjY2IiEquxEV8jx49MGTIEKxYsQItWrQAAERHR2PKlCno2bOnMmIkIioz5i4iov/y9vaGt7e3usMgIqJSKnERv2HDBkyePBn9+/dHXl7ef3diYIBhw4bhu+++U0aMRERlxtxFRLrszp07iIiIwNOnTyGTyeS2cZo5IiLNUuIivkKFCvjhhx/w3Xff4d69ewAAFxcXVKxYURnxEREpBHMXEemqTZs2YfTo0ahSpQpsbW0hkUjEbRKJhEU8EZGGKXERX6BixYpo1KiRYqMhIlIy5i4i0jULFy7EokWLMG3aNHWHQkREClDiIt7X11fuG9x3HT9+vKwxEREpHHMXEemqly9fonfv3uoOg4iIFKTERXyTJk3kXufl5eHSpUu4du0aBg0apMjYiIgUhrmLiHRV7969cezYMYwaNUrdoRARkQKUuIhftWpVkevnzp2LjIwMRcRERKRwzF1EpKtcXV0xa9YsnD17Fu7u7jA0NJTbPmHCBLXFRkREJVfqZ+Lf9eWXX6JFixZYvny5onZJRKR0zF1EpO02btwIMzMznDhxAidOnJDbJpFIWMQTEWkYhRXxUVFRMDExUdTuiIhUgrmLiLRdfHy8ukMgIiIFKnER37NnT7nXgiAgKSkJ58+fx6xZsxQZGxGRwjB3EREREZE2KHERb2FhITfCs56eHurUqYP58+ejY8eOio6PiEghmLuISJcEBQVhwYIFqFixIoKCgj7YduXKlcXe78mTJ/Hdd9/hwoULSEpKwm+//Ybu3buL2wVBwJw5c7Bp0yakpqaidevWWL9+Pdzc3Mp0PkRE9D8lLuK3bt2qnEiIiJSIuYuIdMnFixeRl5cn/vt9PjT1ZlEyMzPRuHFjDB06tNAdTgCwbNkyrFmzBtu2bYOzszNmzZoFf39/3Lhxg48uEREpSImL+Fq1aiEmJgaVK1eWW5+amopmzZrhn3/+UWR8REQKwdxFRLokIiIC//zzDywtLREREaGw/QYEBCAgIKDIbYIgYPXq1Zg5cya6desGANi+fTtsbGywf/9+9O3bV2FxEBHpMr2SvuH+/fuQSqWF1ufk5ODRo0eKiouISKGYu4hI17i5ueHZs2fi68DAQDx58kRpx4uPj0dycjL8/PzEdZaWlvDy8kJUVNR735eTk4P09HS5hYiI3q/YV+IPHDgg/vvo0aOwtLQUX0ulUoSHh8PJyUnxERIRlQFzFxHpKkEQ5F4fOnQIISEhSjtecnIyAMDGxkZuvY2NjbitKCEhIZg3b57S4iIi0jbFLuILBi2RSCQYNGiQ3DZDQ0M4OTlhxYoVio+QiKgMmLuIiMq34OBgucH30tPT4eDgoNaYiIjKs2IX8TKZDADg7OyMmJgYVKlSRZlxEREpBHMXEekqiURSaOC6kg5kVxK2trYAgCdPnsDOzk5c/+TJEzRp0uS97zM2NoaxsbHS4iIi0jYlHtguPj5eOZEQESkRcxcR6RpBEDB48GCxQM7OzsaoUaNQsWJFuXb79u1TyPGcnZ1ha2uL8PBwsWhPT09HdHQ0Ro8erZBjEBFRMYv4NWvWYOTIkTAxMcGaNWs+2HbChAmKio2IqEyYu4hIl737CNGXX35Z5n1mZGTg7t274uv4+HhcunQJ1tbWcHR0xMSJE7Fw4UK4ubmJU8zZ29vLzSVPRERlU6wiftWqVRgwYABMTEywatWq97aTSCTsCBNRucHcRUS6bMuWLQrf5/nz5+Hr6yu+LniWfdCgQdi6dSumTp2KzMxMjBw5EqmpqWjTpg2OHDnCOeKJiBSoWEX827eh8pZUItIUzF1ERIrVrl27QqPev00ikWD+/PmYP3++SuMiItIlJZ4nfv78+Xj9+nWh9VlZWUzYRFRuMXcRERERkTYocRE/b948ZGRkFFr/+vVrzvFJROUWcxcRERERaYMSF/GCIBQ5Pcnly5dhbW2tqLiIiBSKuYuIiIiItEGxp5irVKmSON9o7dq15TrDUqkUGRkZGDVqlLLiJCIqFeYuIiIiItImxS7iV69eDUEQMHToUMybNw+WlpbiNiMjIzg5OcHb21tZcRIRlQpzFxERERFpk2IX8QVzjTo7O6NVq1YwNDRUZlxERArB3EVERERE2qRYRXx6err476ZNmyIrKwtZWVlFtrWwsFBcdFrC/u8sGBi8fzoWTaT/Ol/dISiHTKbuCJRGkidVdwgKlS/Nwd2PtGHuKj3n/a9goJ+r7jA+StN+ru/1q6TuEIqt8jVN+rulObHm52nv3xkiIlKNYhXxVlZWRQ4I9baCQaOkUs3qUBGR9mLuIiIiIiJtU6wiPiIiQvmREBEpGHMXEREREWmbYhXxPj4+xdrZtWvXyhoPEZHCMHcRERERkbYp8Tzx73r16hU2btyIFi1aoHHjxoqJiohIyZi7iIiIiEgTlbqIP3nyJAYNGgQ7OzssX74c7du3x9mzZxUbHRGRgjF3EREREZEmK/YUcwCQnJyMrVu3YvPmzUhPT0efPn2Qk5OD/fv3o379+sqLkoioDJi7iIiIiEhbFPtK/Oeff446dergypUrWL16NR4/foy1a9cqNzoiojJi7iIiIiIibVLsK/GHDx/GhAkTMHr0aLi5uSk3KiIiBWHuIiIiIiJtUuwr8adPn8arV6/QvHlzeHl5Yd26dXj+/LlyoyMiKiPmLiIiIiLSJsUu4lu2bPn/7d13WBTn2gbwewFBpYgioShFRLA3UMRCURQ19iiIUTRYjrHH7qc5thiNUWOsKQdbCrYYo4lYYsCKYgM7iiKKgg1QmpTd9/vjyByXoqjAMnD/rosr2XdmZ58ZZ56dZ+edd/Djjz8iPj4e//rXv7B161ZYWlpCpVLh0KFDSElJKdlIiYjeAXMXEREREZUnbz06vb6+PgICAnD8+HFcunQJU6ZMwZIlS/DBBx+gV69eJRMlEdF7Yu4iIiIiovLgvZ4T7+joiKVLlyIuLg5BQUHFFxURUQli7iIiIiIiuXqvIj6XtrY2+vTpgz179hTH4oiISgVzFxERERHJTbEU8URERERERERU8ljEExEREREREclEkZ8TT0RERERUltjO/EvTIZSoO0s+1HQIRFQG8Uo8ERERERERkUywiCciIiIiIiKSCRbxRERERERERDLBIp6IiIiIiIhIJljEExEREREREckEi3giIiIiIiIimWART0RERERERCQTLOKJiIiIiIiIZIJFPBEREREREZFMsIgnIiIiIiIikgkW8UREREREREQywSKeiIiIiIiISCZYxBMRERERERHJBIt4IiIiIiIiIplgEU9EREREREQkEyziiYiIiKhYzJs3DwqFQu2vfv36mg6LiKhc0dF0AERERERUfjRq1Ah///239FpHh6ebRETFiVmViIiIiIqNjo4OzM3Nizx/ZmYmMjMzpdfPnz8vociIiMoHdqcnIiIiomJz8+ZNWFpaws7ODh9//DHu3r372vkXL16MatWqSX9WVlalFisRkRyxiCciIiKiYuHi4oJNmzZh//79WL9+PWJiYtChQwekpKQU+p5Zs2bh2bNn0t+9e/dKNWYiIrlhd3oiIiIiKhbdunWT/r9p06ZwcXGBjY0Ntm/fjuHDhxf4Hj09Pejp6ZVilERE8lbmr8QfPXoUPXv2hKWlJRQKBXbv3l0syw0NDUXLli2hp6cHe3t7bNq0SW06R1clonfFvEVE9F/GxsZwcHBAdHS0pkMhIio3ynwRn5aWhmbNmmHt2rXFtsyYmBh8+OGH8PT0REREBCZNmoQRI0bgwIEDavM1atQI8fHx0t/x48eLLQYiKr+Yt4iI/is1NRW3bt2ChYWFpkMhIio3ynx3+m7duql1zcorMzMTs2fPRlBQEJKTk9G4cWN89dVX8PDwKPQ93333HerUqYPly5cDABo0aIDjx4/jm2++gbe3tzTf246uSkQE5i0iqsCmTp2Knj17wsbGBg8ePMDcuXOhra0NPz8/TYdGRFRulPkr8W8ybtw4hIWFYevWrbh48SIGDBiArl274ubNm4W+JywsDF5eXmpt3t7eCAsLU2t729FVMzMz8fz5c7U/IqK8mLeIqLyKi4uDn58fHB0d4ePjAxMTE5w6dQqmpqaaDo2IqNyQdRF/9+5dbNy4ETt27ECHDh1Qt25dTJ06Fe3bt8fGjRsLfV9CQgLMzMzU2szMzPD8+XNkZGQA7zi6Kh+RQkRvwrxFROXZ1q1b8eDBA2RmZiIuLg5bt25F3bp1NR0WEVG5Uua707/OpUuXoFQq4eDgoNaemZkJExMTAICBgYHUPnjwYHz33XdFWva7jK46a9YsTJ48WXr9/PlznhATkRrmLSIiIiJ6H7Iu4lNTU6GtrY1z585BW1tbbVruSXBERITUZmRkBAAwNzfHw4cP1eZ/+PAhjIyMUKVKlQI/qyijq/IRKUT0JsxbRERERPQ+ZF3Et2jRAkqlEo8ePUKHDh0KnMfe3j5fm6urK/bt26fWdujQIbi6uhb6Wbmjqw4ZMqQYIieiiop5i4iISHNsZ/6l6RBK1J0lH2o6BCoFZf6e+NTUVEREREhXpmJiYhAREYG7d+/CwcEBH3/8Mfz9/bFr1y7ExMQgPDwcixcvxl9/FX6Ajh49Grdv38b06dNx/fp1rFu3Dtu3b8dnn30mzTN16lQcOXIEd+7cwcmTJ9G3b1+OrkpERcK8RUREREQlpcxfiT979iw8PT2l17n3bg4dOhSbNm3Cxo0b8cUXX2DKlCm4f/8+atasiTZt2qBHjx6FLrNOnTr466+/8Nlnn+Hbb79F7dq18Z///EftMU25o6s+ffoUpqamaN++PUdXJaIiYd4iIiIiopJS5ot4Dw8PCCEKnV6pUiXMnz8f8+fPf+vlXrhwodDpW7dufavlERHlYt4iIiIiopJS5rvTExEREREREdF/sYgnIiIiIiIikgkW8UREREREREQywSKeiIiIiIiISCZYxBMRERERERHJBIt4IiIiIiIiIplgEU9EREREREQkEyziiYiIiIiIiGSCRTwRERERERGRTLCIJyIiIiIiIpIJFvFEREREREREMsEinoiIiIiIiEgmWMQTERERERERyQSLeCIiIiIiIiKZYBFPREREREREJBMs4omIiIiIiIhkgkU8ERERERERkUywiCciIiIiIiKSCRbxRERERERERDLBIp6IiIiIiIhIJljEExEREREREckEi3giIiIiIiIimWART0RERERERCQTLOKJiIiIiIiIZIJFPBEREREREZFMsIgnIiIiIiIikgkW8UREREREREQywSKeiIiIiIiISCZYxBMRERERERHJBIt4IiIiIiIiIplgEU9EREREREQkEyziiYiIiKhYrV27Fra2tqhcuTJcXFwQHh6u6ZCIiMoNFvFEREREVGy2bduGyZMnY+7cuTh//jyaNWsGb29vPHr0SNOhERGVCyziiYiIiKjYrFixAiNHjsQnn3yChg0b4rvvvkPVqlWxYcMGTYdGRFQu6Gg6gPJMCAEAyMnJ1HQoxU4oczQdQslQCU1HUGIUSqWmQyhWOcr/Hle5xxkVDylvKeWRt+S2X6tevNB0CEWWk81jqyQos/+7D5TX3JWVlYVz585h1qxZUpuWlha8vLwQFhZW4HsyMzORmfm/nPPs2TMAwPPnz9/4earM9GKJu6wqyjYoCLdL4bht/jdPec1DFQGL+BKUkpICADh5aqmmQyEqt1JSUlCtWjVNh1Fu5OatYxe/0XQo5dNlTQdQdDGaDqCcK6+568mTJ1AqlTAzM1NrNzMzw/Xr1wt8z+LFizF//vx87VZWViUWp1xUW6npCMombpfCvc22Ka95qCJgEV+CLC0tce/ePRgaGkKhUJToZz1//hxWVla4d+8ejIyMSvSzShPXS15Kc72EEEhJSYGlpWWJfk5FU1J5S077vJxihcziZazMXQWZNWsWJk+eLL1WqVRITEyEiYlJiZ8/vQ057b+lidulcGV12zAPyR+L+BKkpaWF2rVrl+pnGhkZlakkUVy4XvJSWuvFX4+LX0nnLTnt83KKFTKLt6LHWp5zV82aNaGtrY2HDx+qtT98+BDm5uYFvkdPTw96enpqbcbGxiUa5/uQ0/5bmrhdClcWt015zkMVAQe2IyIiIqJioaurCycnJxw+fFhqU6lUOHz4MFxdXTUaGxFRecEr8URERERUbCZPnoyhQ4fC2dkZrVu3xsqVK5GWloZPPvlE06EREZULLOLLCT09PcydOzdfdzS543rJS3ldL3p/cto35BQrZBYvY60YfH198fjxY/z73/9GQkICmjdvjv379+cb7E5uuE8UjNulcNw2VFIUgs8WICIiIiIiIpIF3hNPREREREREJBMs4omIiIiIiIhkgkU8ERERERERkUywiCciIiIiIiKSCRbxRERERERERDLBIr6c4kMHiIiKD3MqERUV8wURlTQW8eVMTk4OAEClUqn9l6gs4QkO4eV+UNb3BeZUepOyvg9T6Xn27BkAQKFQaDqUMo+59L+USqWmQyCZ4nPiy5Fr165h2bJlSE5ORs2aNTF58mQ4OjpqOqxicevWLezcuRPZ2dmwtbXF4MGDNR1SsSiv65VXYmIinj17BiEE7OzsNB0OaVhmZib09PSQnZ2NSpUqaTqcQsktp8opn8gp1ryYz6ggERER6NmzJ/bt24cmTZpoOpwy6fbt2zh8+DBGjhwJvCzktbQq5vXE2NhYVKlSBR988AGUSiW0tbU1HRLJTMU8csqhqKgouLi4QKlUQk9PD9HR0WjevDk2bNiA9PR0TYf3Xi5fvgwnJycEBwdjz549GDFiBHr06IHTp09rOrT3Ul7XK6+LFy+iY8eO8PT0RJcuXdC1a1fcvXtX02GRhly5cgV+fn7o3LkzevbsiaNHjyIrK0vTYeUjt5wqp3wip1jzYj6jgkRGRqJt27YYNGiQVMDzGpm6mzdvwsXFBfPmzcPy5csBAFpaWhXyinxUVBTq1auHZs2a4f79+9DW1uYVeXp7gsqFsWPHil69ekmvs7KyxOzZs4WWlpZYtWqVyMrK0mh87yo9PV14e3uLMWPGCCGEyMjIEFevXhX29vbCzc1N/PPPP5oO8Z2U1/XK6969e8LS0lLMnDlThIaGih07dggnJydhbW0t/v77b5GTk6PpEKkU3bhxQxgZGYlRo0aJadOmif79+wuFQiHmzp0rYmNjNR2eGjnlVDnlEznFmhfzGRXk0qVLokqVKuLzzz+X2pKTk8XNmzfV5lOpVBqIrmx4+vSp6N69u+jVq5cYPny4cHFxEUuXLpWmK5VKjcZXmh4+fCi8vLxE586dhYeHh7C3txf37t0TQgjmEHorvBJfTiQnJ6NGjRrAy+5JlSpVwhdffIEFCxZgypQpOHTokDRNTqpUqYLU1FTY2toCAHR0dNCgQQMcOXIEycnJmD9/PuLi4jQd5lsrr+uV182bN2FsbIwJEybA3d0d/fv3x+nTp9GoUSMMGTIEZ86cAWS4X9K72bJlC9q0aYPvv/8eS5cuxY4dO/Dtt99izZo1WLduHR4+fKjpECVyyqlyyidyijUv5jPKKzk5GQEBATA1NcWCBQsAAB9//DE6deqEhg0bokePHvjtt9+ACn6fvJaWFszMzDBy5EgsXLgQzs7O+O233/D1119L0yvKcXPt2jVUr14dM2fOxNKlS2FtbQ1PT0/ExcVBW1tbGoeF6E1YxJcTNjY22L9/P549ewYtLS1kZ2cDAGbPno2AgACMHj0aT58+ldW9R0IIvHjxApmZmbh9+zbw8oQvKysLlpaWOHDgAC5duoSvvvpK06G+lfK6XgV58uQJHjx4IBVDWVlZ0NbWxr59+9CwYUMEBARACCGr/ZLeXUZGhvT/uScq48ePx6JFi7BmzRr8/vvvQBkpguSSU+WUT+QUa0GYzygvbW1t9OnTBx988AFGjx6Njh074tmzZxgzZgz+/PNPpKamYsWKFTh8+LCmQ9UYlUoFY2NjrFixAj169ICFhQVmzpwJJyenfIV8Wby1qri5u7tjwoQJ6NixI1q1aoUvv/xSKuTv3bsHHR0dqWt9WfgupDJM010BqHjcvHlTuLi4iEGDBolnz54J8bL7pxBCnDlzRtSuXVucPHlSw1G+mx07dgg9PT2xZcsWqS0jI0MIIcSWLVuEra2tiI2NlV1XtfK6XuKVboMpKSmidu3aYuzYsdK0zMxMIYQQ9+/fF3Z2dmpd6qh8W7VqlTA0NBT3798X4pV9QQgh5s+fLwwMDMTdu3c1GOH/yC2nyimfyClWwXxGb5CUlCRWrFghbG1thYeHh0hISJCmPXnyRDg4OEi3j1QkebuG5x5HuXn0/v37YsyYMVLXepVKJQICAsTs2bM1Eq8mnT59WnTs2FGta/2CBQtESEiIpkOjMow/F8tQdHQ0lixZglmzZiEoKAgZGRmwt7fHiBEjcOPGDUyZMgXJycnSqM/m5ubQ09OTRRede/fu4eDBg/j555+RmJiIrKws9OrVCyNGjMDcuXMRFBQEAKhcuTIAwMDAALq6utDX1y/TXdXK63rllZGRAZVKJf2arq+vj+nTp+PYsWPSr+26urpQqVQwMTFB7dq1kZCQoOGoqaRER0dLXYwBYMSIEXBycsJHH32Ep0+fQldXFy9evAAAjBo1CtWrV8fZs2c1Eqeccqqc8omcYs2L+YwKkpycjOjoaDx8+BCpqakwNjaGv78/Zs+ejRkzZsDU1BR4+egwExMTuLi4IDY2VtNhl6rr169j1KhR8PPzw8iRI3Hv3j1pWqVKlaBSqWBpaYnZs2fD2dkZu3fvRqtWrfDzzz+jZ8+eGo29uEVHR+Obb77B9OnTERwcrHbbWO4V99atW2Px4sWwtrZG586dMWzYMMydOxdmZmYajJzKPE3/ikBv5/Lly8LY2Fi4u7sLNzc3oaOjI/r27SuOHj0qhBBi5cqVonXr1sLNzU1cuXJFXLp0ScyZM0dYW1tLV7/KqsjISGFubi6aNGkijIyMhJWVlVi0aJF48uSJuH//vhg+fLgwMzMTq1atEhkZGSI1NVX83//9n2jZsqVITEzUdPiFKq/rldelS5dEp06dRJs2bUSjRo3Eli1bRFJSkkhOThbjxo0TLVu2FPPnz1d7T58+fcSMGTOEqOCD/pRHFy5cEEZGRuKHH35Qa//zzz+Fq6ur6NSpk3j69KnUnpiYKOrXry/27t1bqnHKLafKKZ/IKda8mM+oIJGRkaJJkybC3t5e2Nrain79+omLFy8K8bKnxqu9i8TLAdv69OkjZs2apaGIS9/169eFoaGhGDRokBgyZIhwcnIS1atXF4GBgWrHde4xEhMTI+rUqSOqV68ubcvy4tKlS6J69eqiffv2wsXFRejp6Qk/Pz+xb98+aZ5XeyycOHFCGBkZiRo1aogLFy5oKGqSCxbxMpKeni569Oih1pXv3LlzwtnZWXh6eooDBw4IIYTYu3ev8PLyErq6uqJ+/frCzs5OnDt3ToORv1liYqJo2bKlmD59unj48KFQKpViypQpolWrVmLo0KHi0aNH4vHjx2LBggVCV1dX2Nvbi2bNmglTU1Nx/vx5TYdfqPK6XnndunVLVK9eXYwdO1asXr1ajB8/XhgbG4sRI0aI6OhokZiYKGbMmCHs7OyEl5eXWLJkiQgICBAGBgbi2rVrmg6fillERISoWrWqmDx5cr5pOTk5YseOHcLFxUXUqVNHHDhwQPzzzz9izpw5wtzcvFRHqZdbTpVTPpFTrHkxn1FB4uLihLm5ufjss89EeHi4WLNmjejWrZswMjKSfvR7dZT1nJwcMXv2bFGrVi1x48YNDUZeelQqlRg9erTo37+/Wvvo0aOFhYWFWL16tXj+/LnUnpmZKSZNmiT09fXLXQGf+/0yfvx4qVAPDg4WXbp0ER4eHmLXrl3SvLn7zdixY4Wenp64fPmyxuIm+WARLzNt27YVc+fOFeKVg/7atWvCw8NDdO7cWe0E4vTp0+LatWsiPj5eY/EWVWxsrLCxsRF///23Wvvq1auFi4uLGDNmjEhOThbi5foGBgaKrVu3ipiYGA1FXDTldb3yWrZsmXBzc1Nr++WXX0STJk3Exx9/LGJjY0VaWpr4+++/RZcuXUTHjh1Fr169RGRkpMZippJx48YNoaenJ93XmJWVJfbs2SN++OEHsWvXLpGdnS3Eyyvgfn5+wtTUVDg4OIhGjRpppDCWU06VUz6RU6x5MZ9RQUJCQoSTk5N48uSJ1Hbr1i0xePBgUblyZREeHi7Ey0I2KChI9O3bV5ibm2v8R6nSNmTIEDFkyBAhXrn/XQghJk6cKExMTKQfR5VKpcjIyBA9evQQZ86c0Vi8JSUnJ0e0aNFCfPHFF2rtYWFholevXqJr167i1KlTUnt4eLhwdXUt8xfdqOxgES8jKSkpwtPTU4wePVqIlwki94T4ypUronbt2mL8+PEajvLd3Lt3TzRo0EAa6Ch3vYQQ4uuvvxaOjo5i9+7dGozw3dy9e1fUr1+/3K1XXsuWLRPNmzcXKSkpalciduzYIezt7QvsSliWnrNNxSM7O1tMmDBBmJiYiB07dgghhOjevbto2rSpsLW1FVpaWmrdT8XLAu7+/fvi8ePHpR6v3HKqnPKknHMf8xkV5PfffxdaWlriwYMHau0PHjwQvr6+ws7OTty5c0eIlz9iffbZZ+L69esailZzxo8fL+rVqye9fvHihfT//fv3F/Xq1VM7XsrjM+KVSqVIS0sT3bt3F5MmTRIiT7f5o0ePioYNG4qZM2eqvU/TtxGRvLCIL+OePn0qrl27JqKiooR42a1ToVCI3377TYiXiSI3Gf7666+ievXqZWpU39dJS0tTu3+sV69eokWLFtLVmVdP+rp16yY8PDw0EufbUiqVal9KAwYMEE2aNJH9er1OUFCQqFKlinTF4dV/1/Xr1wtdXd183cPksI/S27tx44YYNWqUaNOmjbCyshLdu3cX165dE+np6eLs2bOiVq1a0lUaoYH9QG45VU55srzkPuYzKkhCQoJwcXERM2bMkJ5Ykev06dOiVatWak9cyDs6e0Xx4MEDYWdnJwYOHCi1paenCyGEuHr1qjA3NxdHjhyRppXnY2fNmjVCV1dXrfdBrnXr1glDQ0Px6NGjcvlDBpU8jk5fhl2+fBleXl7w8fFB48aNsWDBAnTu3Bnjxo3DoEGD8Oeff0JLS0saMdnY2Bjm5uZlYlTfN7l8+TJ8fHxw6tQppKWlAQACAwORnJyMAQMGICsrCzo6OtL83t7eUCqV0kieZdXVq1cxbNgweHl5ISAgAMHBwVi7di20tLTQt29f2a5XXunp6UhKSpKe+z1w4EB06dIFvXv3xqNHj6Crq4vMzEwAwOjRo2FtbY1//vlHbRllfR+lont1/61Xrx6mT5+OevXqoWnTplixYgXq16+PKlWqwMnJCevXr8fPP/+MGzduAKW8H8gtp8opT8o59zGfUVGYmZnB09MTBw8exG+//SbtL3g5urhKpcKJEyekNm1tbQ1FWnoKGnndwsICc+fOxYULFzB8+HAAQJUqVYCXI9NXrVpVehoFytGxExcXhwMHDmDHjh2IiYkBAIwdOxZ+fn7o378/Tpw4AS2t/5Vd9vb2sLW1hba2tlo7UVFxrymjrl69Cg8PD3Tq1Albt27F4sWLMW/ePDx9+hQzZ86Ev78/+vXrh++++w4JCQl48eIFjh49Cl1d3TKfDK5cuYIOHTqgdu3aqFOnDvT19QEANWvWxK+//oorV66gS5cuuHnzpvT4qUuXLsHQ0LBMnPAV5vr162jfvj10dXXRo0cPPHjwAOPGjcOiRYuwbt06PHr0CB07dpTdeuV15coV+Pr6ol27dhg0aBD27t0LAFi0aBGsra3Rpk0bxMXFQU9PD3h5gmxoaIjq1atrOHIqCTdu3MDKlSsRHx8vtdWtWxdffPEFxo0bBzs7O+C/T0IBAGRlZcHR0REffPBBqcYpt5wqpzwp59zHfEZFoVKpAACLFy9GvXr18PXXX2PDhg1IT0+X5rG1tYWlpaUGoyxdly9fRuvWrbFr1y4cPXoUffv2xcSJExESEgJ/f39MmjQJR44cgZeXF65fv44rV67gp59+glKpRO3atTUdfrG6dOkSnJ2d8fnnn8PPzw8+Pj4YP3488PKH127duqFLly7YsmUL7ty5A6VSiQMHDkBLS6vMn7NTGabprgCU3+PHj4Wbm5uYOHGi1KZSqYS3t7c4deqUuHjxoggPDxfr1q0Turq6ok6dOqJp06ZlYlTfN0lNTRVdunQRn376qdR27do1ceHCBXHv3j0hXg541bBhQ1GvXj3RunVr0bt3b2FgYFCmBw168eKF+Pjjj8WECROktoyMDNG8eXOhUCiEn5+fuHjxonBxcRF2dnayWa+8rly5Io3a/N1334l27doJPz8/IV7uo2fOnBFubm7C2NhYfP/99yIoKEjMnDlTmJiYiFu3bmk6fCpmN2/eFDVq1BAKhULMmjUr333tBXWTnDp1qvD29s7XHbUkyS2nyilPyjn3MZ9RUeXtGj9y5EjRokUL0bFjR7F48WIREBAgDA0NxdWrVzUWY2l63cjrbm5uYv/+/UIIIQ4fPiycnZ2FiYmJsLe3l8XTkt5WcnKyaNasmZg0aZJITk4WcXFxYuHChaJRo0aiR48e0nxTpkwRNWrUENbW1tI2Kevn7FS26RShzqdSplAo0LVrV/Tv319q++KLL3Dw4EHEx8cjOTkZDRs2xIoVK3Dx4kVERkZCCIE2bdrAxsZGo7G/iY6ODtLT0zFy5EgolUp8+OGHSExMxLVr19CoUSOMHDkSw4cPx5UrV7B69Wo8ePAAenp6+Oqrr+Do6Kjp8Aulp6eHhIQE1KtXDwDw4sULVK5cGV26dIGdnR1u3LiBY8eO4dSpU1izZg3u378vi/V6VUZGBmbPng1/f3+sXLkSAGBhYYFNmzYhISEB1atXh7OzMw4ePIjp06dj5cqVUKlUMDY2xqFDh6QrslQ+pKWlYfHixejVqxdatWqFcePGIScnB9OnT0fNmjXzzX/lyhUEBQXhhx9+wPHjx2FkZFRqscotp8opT8o19zGfUVHl5ORAR0cHsbGxGDx4MNasWYMffvgBP//8Mw4dOoQ9e/bAwsICx48fR4MGDTQdbqnQ1dXF/fv30aZNG+m2ga5du8LY2BhffvklVqxYgQ8++AAdO3bEmTNncOLECRgZGcHU1BTm5uaaDr9YPXv2DBkZGfDx8UG1atVQrVo1TJo0CY6OjpgzZw58fHywfft2LFu2DP369cODBw+QlZWFtm3bwtbWVtPhk5xp+lcEKtirz9EMCgoSCoVCbNu2TTx9+lSEhoYKZ2dn8e9//1ujMb6LhIQEYWpqKg4ePCg+++wz4e3tLSIjI0VwcLCYNm2aMDc3F7/++qumw3wrKpVKpKWliQ4dOoghQ4ZIgzfFxcUJGxsbsWHDBjF48GDRoUMHTYf6XpRKpejQoYOYP3++1DZ16lRha2sratWqJTw8PNRGbY6LixNJSUkiKSlJQxFTSUpPTxdr164VW7duFUIIsW3bNqFQKMS0adPyXZGPiYkRXbt2FXZ2duLChQsaiVdOOVUueVLOuY/5jN7GjRs3hJWVlRg1alS+JxG8ePFCbdDG8u5dR14vrxITE0WdOnXEsmXL1NpfvHghNm/eLJo0aSLWrl2rsfio/FKI3BsVqcyKjY3F06dP0bJlS6mtR48eUCgU0v17ciGEwKBBg1CzZk3cuXMH48aNg7e3N/ByUJBZs2bBwMAAq1evlu4VEkLIYuCTEydOwM3NDe3bt4eNjQ127doFPz8//Pjjj7h8+TLatm2L8PBw1KtXD9ra2rJZL7y8HzA1NRU+Pj6oWrUqvLy8EBcXh5UrV2LdunUwNzdHeHg4/vjjD8yZMwd9+/aFSqXivV7lXFpamnSvNgBs27YNfn5+mDJlCmbOnAkTExMolUokJiYiLS0NWlpasLa21mjMkEFOlVuelFvuYz6jguTul5GRkbh//z6eP38OV1dX2NjYoF+/ftDT08Ovv/4qm+/tkrZ27VpMnjwZe/fuRZcuXdSOkfXr12PGjBm4desWTE1NNR1qicrMzMS//vUvPHz4EEuXLkWTJk2kaenp6fDz80PVqlURFBSk0Tip/GF3ehmwsbGRunSqVCpkZWXBwMAATZs21XRob02hUGDKlCnw8PBAeno6Ro0aJU2rXbs2zMzMcObMGWhra0tflHL5wmzXrh1OnTqFVatWQU9PD0uXLsWYMWMAALdv30bt2rVhYWEhdT2Tw3oplUpp5FQjIyPMnz8f8+bNw4kTJ3Du3DmsWbMGw4YNAwC0aNECgYGBiIqKAgCe8FYAuQW8UqmElpYWfH19pQJUoVBg0qRJWLZsGWJiYhAUFKQ2IrEmlfWcKrc8KZfcx3xGr6NQKLBr1y6MHj0azZo1Q1RUFOrWrYvhw4dj586dUCgUsvjeLglxcXG4cuUKnj9/DmdnZ9SpUwdjx47FmTNn0L9/fwQHB6Ndu3bS/K+OvF7e6enpYerUqfDy8sIXX3yBL7/8EnXr1gUAVK1aFe7u7vjll1+Qnp6OqlWrajpcKkdYxMuMlpYWvvzyS4SFhWHhwoWaDuedODs7Izg4GO7u7vjhhx9gZ2eHRo0aAQCys7Ph4OCAnJwc6TFPctKqVSts2bIl3xf9sWPHYGZmJqsTgBs3bmDv3r0YNGgQLCwsAAAuLi7YuXMnKleujA4dOsDAwECav0aNGnB0dJTuddb01TYqPblXV1UqFQYOHAiFQoEhQ4Zgz549uHXrFsLDw8tMAZ9XWc2pcsuTZT33MZ/Rm5w9exaffvopFi1ahJEjRyIsLAzt2rWDt7e32o84FW1fuHTpEjp37gxra2ucP38eLVq0QJs2bbB69WoEBgYiIyMDXbp0wfr16+Hm5gYrK6sKNfK6SqVC48aN8ccff6BTp05QqVQYM2YMPD09gZdP76hdu7baIzaJioWm+/NT0W3fvl2MHTu23IxoeeTIEWFpaSlat24thg8fLoYMGSKqVasmLl26pOnQis3FixfFmDFjhJGRkYiIiNB0OEX2ulHHlUqlSE1NFS4uLuLzzz8XSUlJIiUlRXz++efCwsJC3L59W6Oxk+aoVCppRPqOHTuKGjVqiIsXL2o6rELJIafKNU+WpdzHfEZFsWHDBtGpUychhBDR0dGiTp06YuTIkdL0mJgYDUanGRx5/X+USmW+pxQolUohXhkT4OzZs6J58+aiZcuWolmzZqJ3795lIgdS+cSfhWSkYcOG2LlzJ44dO1YuRkB1c3PDP//8g59//hmnTp1CvXr1cPz4cTRu3FjToRWLzMxMREdHIzExEceOHSszXXXf5E2jjmtpaUFfXx+TJ0/GwIEDsW3bNlSvXh0JCQn466+/UKdOHU2vAmmIQqGAUqnEtGnTEBISgoiICLX7A8saOeRUOebJspT7mM+oILm3VuDllVQtLS2kp6fDxsYGGRkZ8PDwQPfu3bF+/XoAQHBwMK5evYqRI0eW6pM1NI0jr//X1atX8eWXX0pP4ujRowc+/PBDaGlpSfuSUqmEk5MT/vjjD5w7dw7//PMPrKyssGTJEtSvX1/Tq0DlEAe2k5ns7Owy032yOKlUKqAc3neYmZmJnJwctcG/yrqMjAxs3LgRJiYm8PX1xfbt2zFw4EBMnTo13+PDTpw4gdDQUNSsWRPe3t7l6kub3o1SqcSmTZvg5OSE5s2bazqcN5JTTpVTniwruY/5jPIq6NYKADhy5Ag8PT1RpUoVjBkzBkuXLpW6zX/66adITExEYGCg2m0X5V1SUhKcnJwwduxYTJkyRWrPzMzEtm3bsGzZMowePVoaA6M8ioqKgouLC7p16wZbW1sEBwejUqVKaN++Pb755hsAQFZWFnR1dSvcrRakWSziiSif1406PmPGDNSsWRPZ2dl49uxZgc8Ep4qNJzJUljCfUa7o6Gi4uLggKSkJM2fOxOTJk9X+zRctWoSFCxdi8+bN6Nu3L548eYLVq1fjP//5D44cOYKGDRtqNP7SVtFHXhdCYM6cOYiOjsa2bdsAACkpKVi1ahV27tyJVq1a4YcffpDm/+OPP+Dq6ooPPvhAg1FTRcHu9ESUT1FHHb9z5w5++uknVK1alUUbSbgvUFnCfEYowq0VAODn54cnT57Az88P9vb2MDAwwPPnz3Hw4MEKV8CDI69DoVDgwYMHSEhIkNoMDQ0xYcIEVK5cGVu3bsWSJUswc+ZM/PXXXxg3bhyGDh2KBQsWyKLHFMkbi3giKtSbRh0/c+aMxrvLEhEVBfNZxaalpQUnJyfp1oqaNWti4MCBAIBp06bB1NQUdnZ2+Oabb+Dr64sbN27A1NQUTZs2Ra1atTQdvkZU5JHXc3uUtWzZEjdv3kRUVBQcHR2Bl4V8QEAAoqKisHfvXkyePBkffvghAgICMHToUBbwVCrYnZ6I3ig3TSgUCnTq1AkREREIDQ0t04OWEREVhPms4nrdrRXTp0+HqakpcnJy8PTpU5iZmWk01tKkUqkghFB7rnvugH+5A7edO3cOI0aMkNpsbW0REhKCo0ePolmzZhqNvyTdunULbdq0Qa9evfDtt9/CwMBAKvDv3bsHGxsb7NmzBz169NB0qFTBlL+fzoio2Mlt1HEiosIwn1VcRb21IjY2Flu2bKkQt1Zw5PXXq1u3LrZv345u3bqhSpUqmDdvnnT7RaVKldC0aVOYmJhoOkyqgHglnoiKRG6jjhMRFYb5jIQQEEJAS0sL27Ztw5AhQ2BnZyfdWlER9guOvF50e/fuxYABA/Dhhx/Cx8cHTZs2xZYtW7B582aEh4ejdu3amg6RKhgW8URUZBX9S5yIyg/mM6rIt1Zw5PW3d/78eUyePBl37tyBjo4OtLW1sXXrVrRo0ULToVEFxO70RFRkPOElovKC+Ywq8q0VHHn97bVs2RJ79uxBYmIiUlJSYGFhwcdSksZUzKOQiIiIiAhAo0aNcP78eTRt2lTToZSK3B4ILVu2hFKpRFRUlDQtd+T1Fi1aYO/evcjKypJGXg8ICKiwBXwuIyMj2NraokmTJizgSaPYnZ6IiIiIKqyKemsFR14nki92pyciIiKiCqsiFvDgyOtEssYinoiIiIioAvL09MSOHTswYMAAxMfHq428/ujRI1hZWWk6RCIqALvTExERERFVYBx5nUheWMQTEREVs2HDhiE5ORm7d+8GAHh4eKB58+ZYuXLlOy+zOJZBRFSY58+fc+R1Ipmo2ENM0nv57rvvYGhoiJycHKktNTUVlSpVgoeHh9q8oaGhUCgUuHXrlgYiLT0//vgjmjVrBgMDAxgbG6NFixZYvHixNH3YsGHo06ePRmMkqqiGDRsGhUIBhUIBXV1d2NvbY8GCBWo5rKTs2rULCxcuLNK8ufkyOTn5nZfxPn7//Xe0adMG1apVg6GhIRo1aoRJkyZJ0+fNm4fmzZuXeBxEVLo48jqRfPCeeHpnnp6eSE1NxdmzZ9GmTRsAwLFjx2Bubo7Tp0/jxYsXqFy5MgAgJCQE1tbWqFu37lt/jhACSqUSOjple3fdsGEDJk2ahFWrVsHd3R2ZmZm4ePEiLl++rOnQiOilrl27YuPGjcjMzMS+ffswduxYVKpUCbNmzco3b1ZWFnR1dYvlc2vUqFEmlvEmhw8fhq+vLxYtWoRevXpBoVDg6tWrOHToUIl/NhERERUNr8TTO3N0dISFhQVCQ0OlttDQUPTu3Rt16tTBqVOn1No9PT0BAD/99BOcnZ1haGgIc3NzDBo0CI8ePVKbV6FQIDg4GE5OTtDT08Px48fh4eGB8ePHY9KkSahevTrMzMzw448/Ii0tDZ988gkMDQ1hb2+P4ODg18Zd0FWklStXwtbWVnqde8V8/vz5MDU1hZGREUaPHo2srKxCl7tnzx74+Phg+PDhsLe3R6NGjeDn54dFixZJn7t582b88ccf0tXA3G137949+Pj4wNjYGDVq1EDv3r1x586dt4pn586daNKkCapUqQITExN4eXkhLS3tDf+KRBWLnp4ezM3NYWNjg08//RReXl7Ys2cP8MpxtmjRIlhaWsLR0REowvGpVCoxefJkGBsbw8TEBNOnT0feO9U8PDzUrmZnZmZixowZsLKygp6eHuzt7REYGIg7d+5IubJ69epQKBQYNmxYgctISkqCv78/qlevjqpVq6Jbt264efOmNH3Tpk0wNjbGgQMH0KBBAxgYGKBr166Ij48vdPvs3bsX7dq1w7Rp0+Do6AgHBwf06dMHa9eulZY5f/58REZGSnls06ZNAIDk5GSMGDFCylEdO3ZEZGSktOzc3Pv999/DysoKVatWhY+PD549eybNExoaitatW0NfXx/GxsZo164dYmNj3+FfmoiIqPxiEU/vxdPTEyEhIdLrkJAQeHh4wN3dXWrPyMjA6dOnpRPT7OxsLFy4EJGRkdi9ezfu3LkjnaS+aubMmViyZAmuXbuGpk2bAgA2b96MmjVrIjw8HOPHj8enn36KAQMGoG3btjh//jy6dOmCIUOGID09/b3X7fDhw7h27RpCQ0MRFBSEXbt2Yf78+YXOb25ujlOnThV6wjl16lT4+PhIJ9Hx8fFo27YtsrOz4e3tDUNDQxw7dgwnTpyQTrZfLdJfF098fDz8/PwQEBAgzdOvX798hQQRqatSpUq+4ywqKgqHDh3Cn3/+WaTjc/ny5di0aRM2bNiA48ePIzExEb///vtrP9ff3x9BQUFYtWoVrl27hu+//x4GBgawsrLCb7/9BgCIiopCfHw8vv322wKXMWzYMJw9exZ79uxBWFgYhBDo3r07srOzpXnS09OxbNky/PTTTzh69Cju3r2LqVOnFhqXubk5rly5UmgPIl9fX0yZMgWNGjWS8pivry8AYMCAAXj06BGCg4Nx7tw5tGzZEp06dUJiYqL0/ujoaGzfvh179+7F/v37ceHCBYwZMwYAkJOTgz59+sDd3R0XL15EWFgYRo0aVWEf/0VERFQoQfQefvzxR6Gvry+ys7PF8+fPhY6Ojnj06JH49ddfhZubmxBCiMOHDwsAIjY2tsBlnDlzRgAQKSkpQgghQkJCBACxe/dutfnc3d1F+/btpdc5OTlCX19fDBkyRGqLj48XAERYWFihMc+dO1c0a9ZMre2bb74RNjY20uuhQ4eKGjVqiLS0NKlt/fr1wsDAQCiVygKX++DBA9GmTRsBQDg4OIihQ4eKbdu2qc0/dOhQ0bt3b7X3/fTTT8LR0VGoVCqpLTMzU1SpUkUcOHCgSPGcO3dOABB37twpdL2JKrpXjz+VSiUOHTok9PT0xNSpU6XpZmZmIjMzU3pPUY5PCwsLsXTpUml6dna2qF27ttqx7u7uLiZOnCiEECIqKkoAEIcOHSowztwcmJSUpNb+6jJu3LghAIgTJ05I0588eSKqVKkitm/fLoQQYuPGjQKAiI6OluZZu3atMDMzK3Qbpaamiu7duwsAwsbGRvj6+orAwEDx4sULaZ6CcuixY8eEkZGR2nxCCFG3bl3x/fffS+/T1tYWcXFx0vTg4GChpaUl4uPjxdOnTwUAERoaWmh8REREJASvxNN78fDwQFpaGs6cOYNjx47BwcEBpqamcHd3l+6LDw0NhZ2dHaytrQEA586dQ8+ePWFtbQ1DQ0O4u7sDAO7evau2bGdn53yfl3tFHgC0tbVhYmKCJk2aSG1mZmYAIHXPb9SoEQwMDGBgYIBu3bq91bo1a9YMVatWlV67uroiNTUV9+7dK3B+CwsLhIWF4dKlS5g4cSJycnIwdOhQdO3aFSqVqtDPiYyMRHR0NAwNDaVYa9SogRcvXqgNBPi6eJo1a4ZOnTqhSZMmGDBgAH788UckJSW91foSVQR//vknDAwMULlyZXTr1g2+vr6YN2+eNL1JkyZq98G/6fh89uwZ4uPj4eLiIr1HR0enwPyVKyIiAtra2lLuexfXrl2Djo6O2ueamJjA0dER165dk9qqVq2qNhaJhYWF2u1Leenr6+Ovv/5CdHQ05syZAwMDA0yZMgWtW7d+bQ+nyMhIpKamwsTERNpOBgYGiImJUctj1tbWqFWrlvTa1dUVKpUKUVFRqFGjBoYNGwZvb2/07NkT33777Wu7/hMREVVUZXukMCrz7O3tUbt2bYSEhCApKUk6KbW0tISVlRVOnjyJkJAQdOzYEQCQlpYGb29veHt745dffoGpqSnu3r0Lb2/vfPeb6+vr5/u8SpUqqb1WKBRqbbndLnOL5n379kldS6tUqQIA0NLSytfN/NXup++rcePGaNy4McaMGYPRo0ejQ4cOOHLkiHQ7QV6pqalwcnLCL7/8km+aqalpkT5TW1sbhw4dwsmTJ3Hw4EGsXr0as2fPxunTp1GnTp33Xiei8sLT0xPr16+Hrq4uLC0t8w2YmTfvFMfxmVduLioNBeXMotxmU7duXdStWxcjRozA7Nmz4eDggG3btuGTTz4pcP7U1NR8Y6TkMjY2LnK8GzduxIQJE7B//35s27YNc+bMwaFDh6TBU4mIiIj3xFMx8PT0RGhoKEJDQ9UeLefm5obg4GCEh4dLBez169fx9OlTLFmyBB06dED9+vVfe1XofdnY2MDe3h729vbS1R9TU1MkJCSonchGRETke29kZCQyMjKk16dOnZLuWS2qhg0bAi9/vAAAXV1dKJVKtXlatmyJmzdv4oMPPpBizf2rVq1akeNRKBRo164d5s+fjwsXLkBXV/eN9+USVTT6+vqwt7eHtbV1kZ548abjs1q1arCwsMDp06el9+Tk5ODcuXOFLrNJkyZQqVQ4cuRIgdNzewLkzRWvatCgAXJyctQ+9+nTp4iKipLyTnGxtbVF1apV35jHEhISoKOjk287vfqoqrt37+LBgwfS61OnTkFLS0saRBAAWrRogVmzZuHkyZNo3Lgxfv3112JdHyIiIrljEU/vzdPTE8ePH0dERIRa91B3d3d8//33yMrKkop4a2tr6OrqYvXq1bh9+zb27NlTKs89fpWHhwceP36MpUuX4tatW1i7dm2BI9pnZWVh+PDhuHr1Kvbt24e5c+di3Lhx0NIq+LD59NNPsXDhQpw4cQKxsbE4deoU/P39YWpqCldXV+DlyfDFixcRFRWFJ0+eIDs7Gx9//DFq1qyJ3r1749ixY4iJiUFoaCgmTJiAuLi4IsVz+vRpfPnllzh79izu3r2LXbt24fHjx2jQoEEJbkmi8q8ox+fEiROxZMkS7N69G9evX8eYMWPyPeP9Vba2thg6dCgCAgKwe/duaZnbt28HXv74qFAo8Oeff+Lx48dITU3Nt4x69eqhd+/eGDlyJI4fP47IyEgMHjwYtWrVQu/evd95fefNm4fp06cjNDQUMTExuHDhAgICApCdnY3OnTtL8cfExCAiIgJPnjxBZmYmvLy84Orqij59+uDgwYO4c+cOTp48idmzZ+Ps2bPS8itXroyhQ4ciMjISx44dw4QJE+Dj4wNzc3PExMRg1qxZCAsLQ2xsLA4ePIibN28yjxEREeXBIp7em6enJzIyMmBvby/dk46XRXxKSor0KDq8vAq+adMm7NixAw0bNsSSJUuwbNmyUo23QYMGWLduHdauXYtmzZohPDy8wNGaO3XqhHr16sHNzQ2+vr7o1auX2r2zeXl5eeHUqVMYMGAAHBwc8NFHH6Fy5co4fPgwTExMAAAjR46Eo6MjnJ2dYWpqihMnTqBq1ao4evQorK2t0a9fPzRo0ADDhw/HixcvYGRkVKR4jIyMcPToUXTv3h0ODg6YM2cOli9f/tbjABCRuqIcn1OmTMGQIUMwdOhQuLq6wtDQEH379n3tctevX4/+/ftjzJgxqF+/PkaOHCld6a5Vqxbmz5+PmTNnwszMDOPGjStwGRs3boSTkxN69OgBV1dXCCGwb9++fF3o34a7uztu374Nf39/1K9fH926dUNCQgIOHjwoXS3/6KOP0LVrV3h6esLU1BRBQUFQKBTYt28f3Nzc8Mknn8DBwQEDBw5EbGys2veCvb09+vXrh+7du6NLly5o2rQp1q1bJ23r69ev46OPPoKDgwNGjRqFsWPH4l//+tc7rw+RnOU+cvd1Pwri5Q9rK1euLJEY8j7asqwo6HHBb1JW14XoXSgEn0FFlM+wYcOQnJyM3bt3azoUoAzGQ0T0tubNm4fdu3cXePsSUUUVFhaG9u3bo2vXrvjrr7/UpoWGhsLT0xNJSUkwNjbGpk2bMGnSpHxF/ePHj6Gvry8NfqtQKPD777+jT58+7x2fh4cHmjdv/s4/EgwcOBDJycnYv3+/1LZ//35069YNc+fOVbs4Mm/ePGzYsCHfQMcFSU1NRWZmpnSRpCiKsi7Fue2IShKvxBMRERERaUBgYCDGjx+Po0ePqo0X8TZMTU3Vnl5Tlnh6euLEiRPIycmR2kJCQmBlZZVvIMyQkJBCBwHOy8DA4K0KeKLyhkU8EREREVEpS01NxbZt2/Dpp5/iww8/xKZNmwqdNzQ0FJ988gmePXsGhUIBhUIhXcV+tTu9ra0tAKBv375QKBTS62HDhuW7ujxp0iS1AYnT0tLg7+8PAwMDWFhYYPny5fniyMzMxNSpU1GrVi3o6+vDxcWlwKdS5PL09ERqaqra2BihoaGYOXOm9ChiAHjx4gVOnz4tFfHJyckYMWIETE1NYWRkhI4dOyIyMlJaRt7u9Dk5OZgwYQKMjY1hYmKCGTNmYOjQofnWWaVSYfr06ahRowbMzc3VegIUtu2IyiIW8UQF2LRpU5nqul7W4iEielvz5s1jV3qiV2zfvh3169eHo6MjBg8ejA0bNhT6CMi2bdti5cqVMDIyQnx8POLj4wscz+fMmTPAyzEz4uPjpddFMW3aNBw5cgR//PEHDh48iNDQUJw/f15tnnHjxiEsLAxbt27FxYsXMWDAAHTt2hU3b94scJkODg6wtLRESEgIACAlJQXnz5/HgAEDYGtri7CwMADAyZMnkZmZKRXxAwYMwKNHjxAcHIxz586hZcuW6NSpExITEwv8nK+++gq//PILNm7ciBMnTuD58+cFnjdt3rwZ+vr6OH36NJYuXYoFCxbg0KFD773tiEobi3giIiIiolIWGBiIwYMHAwC6du2KZ8+evfbRk9WqVYNCoYC5uTnMzc1hYGCQbz5TU1MAgLGxMczNzaXXb5KamorAwEAsW7YMnTp1QpMmTbB582a1bvB3797Fxo0bsWPHDnTo0AF169bF1KlT0b59e2zcuLHQZec+ihgAjh07BgcHB5iamsLNzU1qDw0NRZ06dWBjY4Pjx48jPDwcO3bsgLOzM+rVq4dly5bB2NgYO3fuLPAzVq9ejVmzZqFv376oX78+1qxZA2Nj43zzNW3aFHPnzkW9evXg7+8PZ2dnHD58+L22HZEmvPkhuUREREREVGyioqIQHh6O33//HQCgo6MDX19fBAYGqnVxLy23bt1CVlYWXFxcpLYaNWpIT6UAgEuXLkGpVMLBwUHtvW8aYC53VPjs7GyEhoZK65f7KGK8MogfAERGRiI1NTXfMjMyMnDr1q18y3/27BkePnyI1q1bS23a2tpwcnKCSqVSm7dp06Zqry0sLPDo0aM3bB2isodFPBERERFRKQoMDEROTg4sLS2lNiEE9PT0sGbNGlSrVq1YP09LSytfV/3s7Oy3WkZqaiq0tbVx7tw5aGtrq00rqFdALk9PT6SlpeHMmTMICQnBtGnTgJdFfEBAABITE3H69GnpcZKpqamwsLAo8F77gq6uv428j+BUKBT5Cn0iOWB3eiIiIiKiUpKTk4MtW7Zg+fLliIiIkP4iIyNhaWmJoKCgAt+nq6sLpVL5xuVXqlQp33ympqaIj49Xa3t1jIq6deuiUqVKOH36tNSWlJSEGzduSK9btGgBpVKJR48ewd7eXu3P3Ny80Hjq1q0LKysr7NmzBxEREXB3dwcA1KpVC7Vq1cLy5cuRlZUlXYlv2bIlEhISoKOjk+9zatasmW/51apVg5mZmdo97EqlMt/9/EVR0LYjKotYxBMRERERlZI///wTSUlJGD58OBo3bqz299FHHyEwMLDA99na2iI1NRWHDx/GkydPkJ6eXuh8hw8fRkJCApKSkgAAHTt2xNmzZ7FlyxbcvHkTc+fOxeXLl6X3GBgYYPjw4Zg2bRr++ecfXL58GcOGDYOW1v9KBQcHB3z88cfw9/fHrl27EBMTg/DwcCxevDjfM+7z8vT0xLp162Bvbw8zMzOp3d3dHatXr5YGwAMALy8vuLq6ok+fPjh48CDu3LmDkydPYvbs2Wqj3L9q/PjxWLx4Mf744w9ERUVh4sSJSEpKgkKheG1cRdl2RGURi3giIiIiolISGBgILy+vArvMf/TRRzh79iwuXryYb1rbtm0xevRo+Pr6wtTUFEuXLi1w+cuXL8ehQ4dgZWWFFi1aAAC8vb3x+eefY/r06WjVqhVSUlLg7++v9r6vv/4aHTp0QM+ePeHl5YX27dvDyclJbZ6NGzfC398fU6ZMgaOjI/r06YMzZ87A2tr6tevs6emJlJSUfPf7u7u7IyUlRe358AqFAvv27YObmxs++eQTODg4YODAgYiNjVX7AeBVM2bMgJ+fH/z9/eHq6goDAwN4e3ujcuXKr42rKNuOqCxSiMKeZUFERERERCQzKpUKDRo0gI+PDxYuXKjpcIiKHQe2IyIiIiIi2YqNjcXBgwfh7u6OzMxMrFmzBjExMRg0aJCmQyMqEexOT0REREREsqWlpYVNmzahVatWaNeuHS5duoS///4bDRo00HRoRCWC3emJiIiIiIiIZIJX4omIiIiIiIhkgkU8ERERERERkUywiCciIiIiIiKSCRbxRERERERERDLBIp6IiIiIiIhIJljEExEREREREckEi3giIiIiIiIimWART0RERERERCQT/w8JjMwE9XczzQAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 1000x1000 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x1000 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for agg_func in ['min', 'max', 'mean']:\n",
+    "    visualize_hyperparameter_scan(df_mode3, aggfunc=agg_func)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1bba2457",
+   "metadata": {},
    "outputs": [],
    "source": []
   }
diff --git a/Code/python/notebooks/hyperparameter_scan.py b/Code/python/notebooks/hyperparameter_scan.py
index db82768..ff260cc 100644
--- a/Code/python/notebooks/hyperparameter_scan.py
+++ b/Code/python/notebooks/hyperparameter_scan.py
@@ -158,6 +158,8 @@ def save_results(results, preliminary=False):
         cols = ["Model", "Hidden Layers", "RNN Layers", "Dropout", "Final Loss"]
     elif MODE == 3:
         cols = ["Model", "Warm-up Steps", "Prediction Steps", "Altitude Weight", "Final Loss"]
+    elif MODE == 4:
+        cols = ["Model", "Warm-up Steps", "Prediction Steps", "Final Loss"]
     else:
         raise ValueError("Invalid MODE")
 
@@ -314,6 +316,76 @@ def run_mode_3():
 
     return results
 
+# ------------------------------------------------------------
+# Mode 4 sweep
+# ------------------------------------------------------------
+def run_mode_4():
+    results = []
+
+    step = 10
+    base_name = "LSTM"
+    cls = models.ThreeInputLSTM
+    hidden_size = 16
+    rnn_size = 64
+    hidden_layers = 0
+    rnn_layers = 3
+    rnn_dropout = 0.0
+    altitude_weight = 1e-3
+    warm = 900
+    pred = 150
+    start_offset = 30 * 60 - warm
+    end_offset = 30 * 60 - pred
+
+    base_ds = dataloader.SaveDataset(
+            torch.load("long_dataset.pt"),
+            step=step,
+            start_offset=start_offset,
+            end_offset=end_offset,
+        )
+    train_ds, val_ds = split_dataset(base_ds)
+    model = cls(
+                    time_in=2,
+                    feat_in=4,
+                    context_in=5,
+                    hidden_size=hidden_size,
+                    rnn_size=rnn_size,
+                    out_size=3,
+                    hidden_layers=hidden_layers,
+                    rnn_layers=rnn_layers,
+                    rnn_dropout=rnn_dropout,
+                    device=DEVICE,
+                )
+    loss = train_one_model(model, train_ds, val_ds, warm // step, pred // step, altitude_weight=altitude_weight, batch_size=64, epochs=500)
+    print(f"Trained base model with loss {loss}")
+
+    for warm_up_test in range(300, 1800, 100):
+        for pred_steps_test in range(50, 1800, 100):
+            new_ds = dataloader.SaveDataset(
+                torch.load("long_dataset.pt"),
+                step=step,
+                start_offset=30 * 60 - warm_up_test,
+                end_offset=30 * 60 - pred_steps_test,
+            )
+            train_ds, val_ds = split_dataset(new_ds)
+            with torch.no_grad():
+                val_losses = []
+                val_loader = torch.utils.data.DataLoader(val_ds, batch_size=64, collate_fn=dataloader.collate_to_cpu, num_workers=4)
+                for X_f, X_t, y, X_c in val_loader:
+                    X_f = X_f.to(DEVICE)
+                    X_t = X_t.to(DEVICE)
+                    y = y.to(DEVICE)
+                    if X_c is not None:
+                        X_c = X_c.to(DEVICE)
+                    y_pred, _ = model(X_t, X_f, X_c, warm_up_test // step, pred_steps_test // step)
+                    val_losses.append(losses.HaversineAltitudeLoss(alt_const=altitude_weight)(y_pred, y).item())
+                val_loss = sum(val_losses) / len(val_losses)
+                print(f"Validation loss for warm_up={warm_up_test}, pred_steps={pred_steps_test}: {val_loss}")
+                results.append((base_name, warm_up_test, pred_steps_test, val_loss))
+                save_results(results, preliminary=True)
+
+
+
+
 
 # ------------------------------------------------------------
 # Dispatch
@@ -325,6 +397,8 @@ elif MODE == 2:
     results = run_mode_2()
 elif MODE == 3:
     results = run_mode_3()
+elif MODE == 4:
+    results = run_mode_4()
 else:
     raise ValueError("Invalid MODE.")