{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "25beb246-4632-490e-b7f2-3fb02399977d",
   "metadata": {},
   "source": [
    "Load the csv file of features (features against against POSCAR files of differnt adsorption sites)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9c79795e-1a6b-4cfa-a431-c62475d84484",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cn</th>\n",
       "      <th>theta_mean</th>\n",
       "      <th>theta_std</th>\n",
       "      <th>local_density</th>\n",
       "      <th>density_2A</th>\n",
       "      <th>density_3A</th>\n",
       "      <th>density_5A</th>\n",
       "      <th>height</th>\n",
       "      <th>curvature</th>\n",
       "      <th>planarity</th>\n",
       "      <th>...</th>\n",
       "      <th>local_rings_4</th>\n",
       "      <th>local_rings_5</th>\n",
       "      <th>local_rings_6</th>\n",
       "      <th>local_rings_7</th>\n",
       "      <th>local_hexagons</th>\n",
       "      <th>rings_per_atom</th>\n",
       "      <th>smallest_ring</th>\n",
       "      <th>filename</th>\n",
       "      <th>id</th>\n",
       "      <th>ΔG(eV)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3.0</td>\n",
       "      <td>115.565384</td>\n",
       "      <td>1.707292</td>\n",
       "      <td>28.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.320549</td>\n",
       "      <td>0.011338</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.107143</td>\n",
       "      <td>7.0</td>\n",
       "      <td>POSCAR_001_relaxed</td>\n",
       "      <td>1</td>\n",
       "      <td>0.869249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.0</td>\n",
       "      <td>114.585619</td>\n",
       "      <td>9.408976</td>\n",
       "      <td>29.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.336314</td>\n",
       "      <td>0.008966</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.137931</td>\n",
       "      <td>6.0</td>\n",
       "      <td>POSCAR_002_relaxed</td>\n",
       "      <td>2</td>\n",
       "      <td>0.430614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.0</td>\n",
       "      <td>116.300221</td>\n",
       "      <td>7.520467</td>\n",
       "      <td>29.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.295069</td>\n",
       "      <td>0.008167</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.172414</td>\n",
       "      <td>6.0</td>\n",
       "      <td>POSCAR_003_relaxed</td>\n",
       "      <td>3</td>\n",
       "      <td>0.541070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>111.062209</td>\n",
       "      <td>4.915973</td>\n",
       "      <td>30.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0.420566</td>\n",
       "      <td>0.013560</td>\n",
       "      <td>1.262177e-29</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>7.0</td>\n",
       "      <td>POSCAR_004_relaxed</td>\n",
       "      <td>4</td>\n",
       "      <td>0.328253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3.0</td>\n",
       "      <td>114.849125</td>\n",
       "      <td>9.807015</td>\n",
       "      <td>29.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.272271</td>\n",
       "      <td>0.007583</td>\n",
       "      <td>1.262177e-29</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.172414</td>\n",
       "      <td>6.0</td>\n",
       "      <td>POSCAR_005_relaxed</td>\n",
       "      <td>5</td>\n",
       "      <td>0.455718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1315</th>\n",
       "      <td>3.0</td>\n",
       "      <td>119.329625</td>\n",
       "      <td>6.038542</td>\n",
       "      <td>29.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.120160</td>\n",
       "      <td>0.003407</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.206897</td>\n",
       "      <td>6.0</td>\n",
       "      <td>POSCAR_995_relaxed</td>\n",
       "      <td>995</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1316</th>\n",
       "      <td>3.0</td>\n",
       "      <td>97.291226</td>\n",
       "      <td>31.677428</td>\n",
       "      <td>29.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.349768</td>\n",
       "      <td>0.004020</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.137931</td>\n",
       "      <td>7.0</td>\n",
       "      <td>POSCAR_996_relaxed</td>\n",
       "      <td>996</td>\n",
       "      <td>-0.153311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1317</th>\n",
       "      <td>3.0</td>\n",
       "      <td>113.747866</td>\n",
       "      <td>8.663664</td>\n",
       "      <td>29.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.367615</td>\n",
       "      <td>0.021534</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.137931</td>\n",
       "      <td>6.0</td>\n",
       "      <td>POSCAR_997_relaxed</td>\n",
       "      <td>997</td>\n",
       "      <td>0.432398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1318</th>\n",
       "      <td>3.0</td>\n",
       "      <td>113.388649</td>\n",
       "      <td>2.041873</td>\n",
       "      <td>28.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.387738</td>\n",
       "      <td>0.010256</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.178571</td>\n",
       "      <td>6.0</td>\n",
       "      <td>POSCAR_998_relaxed</td>\n",
       "      <td>998</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1319</th>\n",
       "      <td>3.0</td>\n",
       "      <td>110.387013</td>\n",
       "      <td>6.244154</td>\n",
       "      <td>28.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.462149</td>\n",
       "      <td>0.003764</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.107143</td>\n",
       "      <td>7.0</td>\n",
       "      <td>POSCAR_999_relaxed</td>\n",
       "      <td>999</td>\n",
       "      <td>0.212444</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1320 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       cn  theta_mean  theta_std  local_density  density_2A  density_3A  \\\n",
       "0     3.0  115.565384   1.707292           28.0         4.0        13.0   \n",
       "1     3.0  114.585619   9.408976           29.0         4.0        11.0   \n",
       "2     3.0  116.300221   7.520467           29.0         4.0        12.0   \n",
       "3     3.0  111.062209   4.915973           30.0         4.0        12.0   \n",
       "4     3.0  114.849125   9.807015           29.0         4.0        11.0   \n",
       "...   ...         ...        ...            ...         ...         ...   \n",
       "1315  3.0  119.329625   6.038542           29.0         3.0        11.0   \n",
       "1316  3.0   97.291226  31.677428           29.0         4.0        11.0   \n",
       "1317  3.0  113.747866   8.663664           29.0         4.0        12.0   \n",
       "1318  3.0  113.388649   2.041873           28.0         4.0        13.0   \n",
       "1319  3.0  110.387013   6.244154           28.0         4.0        12.0   \n",
       "\n",
       "      density_5A    height  curvature     planarity  ...  local_rings_4  \\\n",
       "0           28.0  0.320549   0.011338  0.000000e+00  ...            0.0   \n",
       "1           29.0  0.336314   0.008966  0.000000e+00  ...            0.0   \n",
       "2           29.0  0.295069   0.008167  0.000000e+00  ...            0.0   \n",
       "3           30.0  0.420566   0.013560  1.262177e-29  ...            0.0   \n",
       "4           29.0  0.272271   0.007583  1.262177e-29  ...            0.0   \n",
       "...          ...       ...        ...           ...  ...            ...   \n",
       "1315        29.0  0.120160   0.003407  0.000000e+00  ...            0.0   \n",
       "1316        29.0  0.349768   0.004020  0.000000e+00  ...            0.0   \n",
       "1317        29.0  0.367615   0.021534  0.000000e+00  ...            0.0   \n",
       "1318        28.0  0.387738   0.010256  0.000000e+00  ...            0.0   \n",
       "1319        28.0  0.462149   0.003764  0.000000e+00  ...            0.0   \n",
       "\n",
       "      local_rings_5  local_rings_6  local_rings_7  local_hexagons  \\\n",
       "0               0.0            3.0            0.0             3.0   \n",
       "1               1.0            2.0            1.0             2.0   \n",
       "2               2.0            1.0            2.0             1.0   \n",
       "3               0.0            3.0            2.0             3.0   \n",
       "4               3.0            1.0            1.0             1.0   \n",
       "...             ...            ...            ...             ...   \n",
       "1315            4.0            2.0            0.0             2.0   \n",
       "1316            0.0            3.0            1.0             3.0   \n",
       "1317            1.0            3.0            0.0             3.0   \n",
       "1318            2.0            3.0            0.0             3.0   \n",
       "1319            0.0            3.0            0.0             3.0   \n",
       "\n",
       "      rings_per_atom  smallest_ring            filename   id    ΔG(eV)  \n",
       "0           0.107143            7.0  POSCAR_001_relaxed    1  0.869249  \n",
       "1           0.137931            6.0  POSCAR_002_relaxed    2  0.430614  \n",
       "2           0.172414            6.0  POSCAR_003_relaxed    3  0.541070  \n",
       "3           0.166667            7.0  POSCAR_004_relaxed    4  0.328253  \n",
       "4           0.172414            6.0  POSCAR_005_relaxed    5  0.455718  \n",
       "...              ...            ...                 ...  ...       ...  \n",
       "1315        0.206897            6.0  POSCAR_995_relaxed  995       NaN  \n",
       "1316        0.137931            7.0  POSCAR_996_relaxed  996 -0.153311  \n",
       "1317        0.137931            6.0  POSCAR_997_relaxed  997  0.432398  \n",
       "1318        0.178571            6.0  POSCAR_998_relaxed  998       NaN  \n",
       "1319        0.107143            7.0  POSCAR_999_relaxed  999  0.212444  \n",
       "\n",
       "[1320 rows x 32 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df = pd.read_csv('HER_sites_full.csv') #The output file wrote after running features.py script\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a90c303a-b098-4de8-9efc-f78aaf6257ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cn</th>\n",
       "      <th>theta_mean</th>\n",
       "      <th>theta_std</th>\n",
       "      <th>local_density</th>\n",
       "      <th>density_2A</th>\n",
       "      <th>density_3A</th>\n",
       "      <th>density_5A</th>\n",
       "      <th>height</th>\n",
       "      <th>curvature</th>\n",
       "      <th>planarity</th>\n",
       "      <th>...</th>\n",
       "      <th>local_rings_3</th>\n",
       "      <th>local_rings_4</th>\n",
       "      <th>local_rings_5</th>\n",
       "      <th>local_rings_6</th>\n",
       "      <th>local_rings_7</th>\n",
       "      <th>local_hexagons</th>\n",
       "      <th>rings_per_atom</th>\n",
       "      <th>smallest_ring</th>\n",
       "      <th>id</th>\n",
       "      <th>ΔG(eV)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1320.000000</td>\n",
       "      <td>1320.000000</td>\n",
       "      <td>1320.000000</td>\n",
       "      <td>1320.000000</td>\n",
       "      <td>1320.000000</td>\n",
       "      <td>1320.000000</td>\n",
       "      <td>1320.000000</td>\n",
       "      <td>1320.000000</td>\n",
       "      <td>1320.000000</td>\n",
       "      <td>1.320000e+03</td>\n",
       "      <td>...</td>\n",
       "      <td>1320.0</td>\n",
       "      <td>1320.0</td>\n",
       "      <td>1320.000000</td>\n",
       "      <td>1320.000000</td>\n",
       "      <td>1320.000000</td>\n",
       "      <td>1320.000000</td>\n",
       "      <td>1320.000000</td>\n",
       "      <td>1320.000000</td>\n",
       "      <td>1320.000000</td>\n",
       "      <td>1119.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2.980303</td>\n",
       "      <td>108.737033</td>\n",
       "      <td>8.876499</td>\n",
       "      <td>28.903788</td>\n",
       "      <td>3.887121</td>\n",
       "      <td>11.386364</td>\n",
       "      <td>28.903788</td>\n",
       "      <td>0.314286</td>\n",
       "      <td>0.016659</td>\n",
       "      <td>4.500491e-30</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.540909</td>\n",
       "      <td>2.103788</td>\n",
       "      <td>0.602273</td>\n",
       "      <td>2.103788</td>\n",
       "      <td>0.146232</td>\n",
       "      <td>6.140909</td>\n",
       "      <td>660.500000</td>\n",
       "      <td>0.608037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.139009</td>\n",
       "      <td>18.925454</td>\n",
       "      <td>8.762212</td>\n",
       "      <td>1.504802</td>\n",
       "      <td>0.316565</td>\n",
       "      <td>1.020248</td>\n",
       "      <td>1.504802</td>\n",
       "      <td>0.097584</td>\n",
       "      <td>0.010286</td>\n",
       "      <td>6.342533e-30</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.004082</td>\n",
       "      <td>0.939723</td>\n",
       "      <td>0.713879</td>\n",
       "      <td>0.939723</td>\n",
       "      <td>0.027922</td>\n",
       "      <td>0.348060</td>\n",
       "      <td>381.195488</td>\n",
       "      <td>0.562586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>6.159180</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.071429</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-2.729075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>112.435307</td>\n",
       "      <td>3.458283</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>0.296806</td>\n",
       "      <td>0.009100</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.750000</td>\n",
       "      <td>0.133333</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>330.750000</td>\n",
       "      <td>0.447479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>114.646638</td>\n",
       "      <td>6.530295</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>0.328163</td>\n",
       "      <td>0.015182</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>660.500000</td>\n",
       "      <td>0.708844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>115.924282</td>\n",
       "      <td>9.932608</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>0.362932</td>\n",
       "      <td>0.022499</td>\n",
       "      <td>1.262177e-29</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>990.250000</td>\n",
       "      <td>0.911836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>137.895186</td>\n",
       "      <td>51.414121</td>\n",
       "      <td>34.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>34.000000</td>\n",
       "      <td>0.545782</td>\n",
       "      <td>0.052059</td>\n",
       "      <td>5.048710e-29</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.235294</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>1320.000000</td>\n",
       "      <td>1.594346</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                cn   theta_mean    theta_std  local_density   density_2A  \\\n",
       "count  1320.000000  1320.000000  1320.000000    1320.000000  1320.000000   \n",
       "mean      2.980303   108.737033     8.876499      28.903788     3.887121   \n",
       "std       0.139009    18.925454     8.762212       1.504802     0.316565   \n",
       "min       2.000000     6.159180     0.000000      24.000000     3.000000   \n",
       "25%       3.000000   112.435307     3.458283      28.000000     4.000000   \n",
       "50%       3.000000   114.646638     6.530295      29.000000     4.000000   \n",
       "75%       3.000000   115.924282     9.932608      30.000000     4.000000   \n",
       "max       3.000000   137.895186    51.414121      34.000000     4.000000   \n",
       "\n",
       "        density_3A   density_5A       height    curvature     planarity  ...  \\\n",
       "count  1320.000000  1320.000000  1320.000000  1320.000000  1.320000e+03  ...   \n",
       "mean     11.386364    28.903788     0.314286     0.016659  4.500491e-30  ...   \n",
       "std       1.020248     1.504802     0.097584     0.010286  6.342533e-30  ...   \n",
       "min       7.000000    24.000000     0.000000     0.000000  0.000000e+00  ...   \n",
       "25%      11.000000    28.000000     0.296806     0.009100  0.000000e+00  ...   \n",
       "50%      11.000000    29.000000     0.328163     0.015182  0.000000e+00  ...   \n",
       "75%      12.000000    30.000000     0.362932     0.022499  1.262177e-29  ...   \n",
       "max      13.000000    34.000000     0.545782     0.052059  5.048710e-29  ...   \n",
       "\n",
       "       local_rings_3  local_rings_4  local_rings_5  local_rings_6  \\\n",
       "count         1320.0         1320.0    1320.000000    1320.000000   \n",
       "mean             0.0            0.0       1.540909       2.103788   \n",
       "std              0.0            0.0       1.004082       0.939723   \n",
       "min              0.0            0.0       0.000000       0.000000   \n",
       "25%              0.0            0.0       1.000000       1.750000   \n",
       "50%              0.0            0.0       1.000000       2.000000   \n",
       "75%              0.0            0.0       2.000000       3.000000   \n",
       "max              0.0            0.0       5.000000       5.000000   \n",
       "\n",
       "       local_rings_7  local_hexagons  rings_per_atom  smallest_ring  \\\n",
       "count    1320.000000     1320.000000     1320.000000    1320.000000   \n",
       "mean        0.602273        2.103788        0.146232       6.140909   \n",
       "std         0.713879        0.939723        0.027922       0.348060   \n",
       "min         0.000000        0.000000        0.071429       6.000000   \n",
       "25%         0.000000        1.750000        0.133333       6.000000   \n",
       "50%         0.000000        2.000000        0.142857       6.000000   \n",
       "75%         1.000000        3.000000        0.166667       6.000000   \n",
       "max         3.000000        5.000000        0.235294       7.000000   \n",
       "\n",
       "                id       ΔG(eV)  \n",
       "count  1320.000000  1119.000000  \n",
       "mean    660.500000     0.608037  \n",
       "std     381.195488     0.562586  \n",
       "min       1.000000    -2.729075  \n",
       "25%     330.750000     0.447479  \n",
       "50%     660.500000     0.708844  \n",
       "75%     990.250000     0.911836  \n",
       "max    1320.000000     1.594346  \n",
       "\n",
       "[8 rows x 31 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3f2961aa-0b3c-4c7c-acad-6bd7d8c67a2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cn</th>\n",
       "      <th>theta_mean</th>\n",
       "      <th>theta_std</th>\n",
       "      <th>local_density</th>\n",
       "      <th>density_2A</th>\n",
       "      <th>density_3A</th>\n",
       "      <th>density_5A</th>\n",
       "      <th>height</th>\n",
       "      <th>curvature</th>\n",
       "      <th>planarity</th>\n",
       "      <th>...</th>\n",
       "      <th>local_rings_3</th>\n",
       "      <th>local_rings_4</th>\n",
       "      <th>local_rings_5</th>\n",
       "      <th>local_rings_6</th>\n",
       "      <th>local_rings_7</th>\n",
       "      <th>local_hexagons</th>\n",
       "      <th>rings_per_atom</th>\n",
       "      <th>smallest_ring</th>\n",
       "      <th>id</th>\n",
       "      <th>ΔG(eV)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1092.000000</td>\n",
       "      <td>1092.000000</td>\n",
       "      <td>1092.000000</td>\n",
       "      <td>1092.000000</td>\n",
       "      <td>1092.000000</td>\n",
       "      <td>1092.000000</td>\n",
       "      <td>1092.000000</td>\n",
       "      <td>1092.000000</td>\n",
       "      <td>1092.000000</td>\n",
       "      <td>1.092000e+03</td>\n",
       "      <td>...</td>\n",
       "      <td>1092.0</td>\n",
       "      <td>1092.0</td>\n",
       "      <td>1092.000000</td>\n",
       "      <td>1092.000000</td>\n",
       "      <td>1092.000000</td>\n",
       "      <td>1092.000000</td>\n",
       "      <td>1092.000000</td>\n",
       "      <td>1092.000000</td>\n",
       "      <td>1092.000000</td>\n",
       "      <td>1092.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2.999084</td>\n",
       "      <td>107.739479</td>\n",
       "      <td>9.489334</td>\n",
       "      <td>28.945971</td>\n",
       "      <td>3.999084</td>\n",
       "      <td>11.484432</td>\n",
       "      <td>28.945971</td>\n",
       "      <td>0.338648</td>\n",
       "      <td>0.017366</td>\n",
       "      <td>4.476954e-30</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.472527</td>\n",
       "      <td>2.132784</td>\n",
       "      <td>0.647436</td>\n",
       "      <td>2.132784</td>\n",
       "      <td>0.146217</td>\n",
       "      <td>6.152015</td>\n",
       "      <td>615.975275</td>\n",
       "      <td>0.677213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.030261</td>\n",
       "      <td>19.389291</td>\n",
       "      <td>8.863510</td>\n",
       "      <td>1.507030</td>\n",
       "      <td>0.030261</td>\n",
       "      <td>0.894394</td>\n",
       "      <td>1.507030</td>\n",
       "      <td>0.050730</td>\n",
       "      <td>0.010356</td>\n",
       "      <td>6.118696e-30</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.972668</td>\n",
       "      <td>0.940847</td>\n",
       "      <td>0.731172</td>\n",
       "      <td>0.940847</td>\n",
       "      <td>0.027587</td>\n",
       "      <td>0.359200</td>\n",
       "      <td>371.942588</td>\n",
       "      <td>0.349938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>7.288074</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.071429</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-1.248642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>112.414642</td>\n",
       "      <td>4.056820</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>0.305642</td>\n",
       "      <td>0.009803</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.133333</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>297.750000</td>\n",
       "      <td>0.469529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>114.556490</td>\n",
       "      <td>7.062526</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>0.331219</td>\n",
       "      <td>0.016236</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>591.500000</td>\n",
       "      <td>0.717732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>115.701686</td>\n",
       "      <td>10.572719</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>30.000000</td>\n",
       "      <td>0.363723</td>\n",
       "      <td>0.023263</td>\n",
       "      <td>1.262177e-29</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>913.250000</td>\n",
       "      <td>0.914259</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>125.266735</td>\n",
       "      <td>49.945876</td>\n",
       "      <td>34.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>34.000000</td>\n",
       "      <td>0.508755</td>\n",
       "      <td>0.052059</td>\n",
       "      <td>5.048710e-29</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.235294</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>1320.000000</td>\n",
       "      <td>1.594346</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                cn   theta_mean    theta_std  local_density   density_2A  \\\n",
       "count  1092.000000  1092.000000  1092.000000    1092.000000  1092.000000   \n",
       "mean      2.999084   107.739479     9.489334      28.945971     3.999084   \n",
       "std       0.030261    19.389291     8.863510       1.507030     0.030261   \n",
       "min       2.000000     7.288074     0.000000      25.000000     3.000000   \n",
       "25%       3.000000   112.414642     4.056820      28.000000     4.000000   \n",
       "50%       3.000000   114.556490     7.062526      29.000000     4.000000   \n",
       "75%       3.000000   115.701686    10.572719      30.000000     4.000000   \n",
       "max       3.000000   125.266735    49.945876      34.000000     4.000000   \n",
       "\n",
       "        density_3A   density_5A       height    curvature     planarity  ...  \\\n",
       "count  1092.000000  1092.000000  1092.000000  1092.000000  1.092000e+03  ...   \n",
       "mean     11.484432    28.945971     0.338648     0.017366  4.476954e-30  ...   \n",
       "std       0.894394     1.507030     0.050730     0.010356  6.118696e-30  ...   \n",
       "min       9.000000    25.000000     0.000000     0.000000  0.000000e+00  ...   \n",
       "25%      11.000000    28.000000     0.305642     0.009803  0.000000e+00  ...   \n",
       "50%      11.000000    29.000000     0.331219     0.016236  0.000000e+00  ...   \n",
       "75%      12.000000    30.000000     0.363723     0.023263  1.262177e-29  ...   \n",
       "max      13.000000    34.000000     0.508755     0.052059  5.048710e-29  ...   \n",
       "\n",
       "       local_rings_3  local_rings_4  local_rings_5  local_rings_6  \\\n",
       "count         1092.0         1092.0    1092.000000    1092.000000   \n",
       "mean             0.0            0.0       1.472527       2.132784   \n",
       "std              0.0            0.0       0.972668       0.940847   \n",
       "min              0.0            0.0       0.000000       0.000000   \n",
       "25%              0.0            0.0       1.000000       2.000000   \n",
       "50%              0.0            0.0       1.000000       2.000000   \n",
       "75%              0.0            0.0       2.000000       3.000000   \n",
       "max              0.0            0.0       5.000000       5.000000   \n",
       "\n",
       "       local_rings_7  local_hexagons  rings_per_atom  smallest_ring  \\\n",
       "count    1092.000000     1092.000000     1092.000000    1092.000000   \n",
       "mean        0.647436        2.132784        0.146217       6.152015   \n",
       "std         0.731172        0.940847        0.027587       0.359200   \n",
       "min         0.000000        0.000000        0.071429       6.000000   \n",
       "25%         0.000000        2.000000        0.133333       6.000000   \n",
       "50%         1.000000        2.000000        0.142857       6.000000   \n",
       "75%         1.000000        3.000000        0.166667       6.000000   \n",
       "max         3.000000        5.000000        0.235294       7.000000   \n",
       "\n",
       "                id       ΔG(eV)  \n",
       "count  1092.000000  1092.000000  \n",
       "mean    615.975275     0.677213  \n",
       "std     371.942588     0.349938  \n",
       "min       1.000000    -1.248642  \n",
       "25%     297.750000     0.469529  \n",
       "50%     591.500000     0.717732  \n",
       "75%     913.250000     0.914259  \n",
       "max    1320.000000     1.594346  \n",
       "\n",
       "[8 rows x 31 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Remove rows where deltaG < -1.5 (keep deltaG >= -1.5)\n",
    "df = df[df['ΔG(eV)'] >= -1.5]\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "f512940b-e45d-4cfb-a4ab-aa99782f47eb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['cn', 'theta_mean', 'theta_std', 'local_density', 'density_2A',\n",
      "       'density_3A', 'density_5A', 'height', 'curvature', 'planarity',\n",
      "       'bond_var', 'q6_order', 'surface_cn', 'neighbor_cn_var', 'h_bond_dist',\n",
      "       'total_rings_3_8', 'global_rings_4', 'global_rings_5', 'global_rings_6',\n",
      "       'global_rings_7', 'local_rings_3_8', 'local_rings_3', 'local_rings_4',\n",
      "       'local_rings_5', 'local_rings_6', 'local_rings_7', 'local_hexagons',\n",
      "       'rings_per_atom', 'smallest_ring', 'filename', 'id', 'ΔG(eV)'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "print(df.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1821ee97-12b0-41ef-9bbf-525a45744181",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cn</th>\n",
       "      <th>theta_mean</th>\n",
       "      <th>theta_std</th>\n",
       "      <th>local_density</th>\n",
       "      <th>height</th>\n",
       "      <th>curvature</th>\n",
       "      <th>q6_order</th>\n",
       "      <th>neighbor_cn_var</th>\n",
       "      <th>local_rings_5</th>\n",
       "      <th>local_rings_6</th>\n",
       "      <th>local_rings_7</th>\n",
       "      <th>smallest_ring</th>\n",
       "      <th>ΔG(eV)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3.0</td>\n",
       "      <td>115.565384</td>\n",
       "      <td>1.707292</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.320549</td>\n",
       "      <td>0.011338</td>\n",
       "      <td>0.950000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.869249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.0</td>\n",
       "      <td>114.585619</td>\n",
       "      <td>9.408976</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.336314</td>\n",
       "      <td>0.008966</td>\n",
       "      <td>0.572803</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.430614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.0</td>\n",
       "      <td>116.300221</td>\n",
       "      <td>7.520467</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.295069</td>\n",
       "      <td>0.008167</td>\n",
       "      <td>0.714958</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.541070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>111.062209</td>\n",
       "      <td>4.915973</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0.420566</td>\n",
       "      <td>0.013560</td>\n",
       "      <td>0.871863</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.328253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3.0</td>\n",
       "      <td>114.849125</td>\n",
       "      <td>9.807015</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.272271</td>\n",
       "      <td>0.007583</td>\n",
       "      <td>0.538613</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.455718</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1311</th>\n",
       "      <td>3.0</td>\n",
       "      <td>88.009735</td>\n",
       "      <td>32.485552</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0.300370</td>\n",
       "      <td>0.026127</td>\n",
       "      <td>0.950000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.730210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1313</th>\n",
       "      <td>3.0</td>\n",
       "      <td>78.922273</td>\n",
       "      <td>29.053511</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.474257</td>\n",
       "      <td>0.001131</td>\n",
       "      <td>0.950000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>-0.097057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1316</th>\n",
       "      <td>3.0</td>\n",
       "      <td>97.291226</td>\n",
       "      <td>31.677428</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.349768</td>\n",
       "      <td>0.004020</td>\n",
       "      <td>0.950000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>-0.153311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1317</th>\n",
       "      <td>3.0</td>\n",
       "      <td>113.747866</td>\n",
       "      <td>8.663664</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.367615</td>\n",
       "      <td>0.021534</td>\n",
       "      <td>0.630537</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.432398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1319</th>\n",
       "      <td>3.0</td>\n",
       "      <td>110.387013</td>\n",
       "      <td>6.244154</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.462149</td>\n",
       "      <td>0.003764</td>\n",
       "      <td>0.797768</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.212444</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1092 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       cn  theta_mean  theta_std  local_density    height  curvature  \\\n",
       "0     3.0  115.565384   1.707292           28.0  0.320549   0.011338   \n",
       "1     3.0  114.585619   9.408976           29.0  0.336314   0.008966   \n",
       "2     3.0  116.300221   7.520467           29.0  0.295069   0.008167   \n",
       "3     3.0  111.062209   4.915973           30.0  0.420566   0.013560   \n",
       "4     3.0  114.849125   9.807015           29.0  0.272271   0.007583   \n",
       "...   ...         ...        ...            ...       ...        ...   \n",
       "1311  3.0   88.009735  32.485552           30.0  0.300370   0.026127   \n",
       "1313  3.0   78.922273  29.053511           28.0  0.474257   0.001131   \n",
       "1316  3.0   97.291226  31.677428           29.0  0.349768   0.004020   \n",
       "1317  3.0  113.747866   8.663664           29.0  0.367615   0.021534   \n",
       "1319  3.0  110.387013   6.244154           28.0  0.462149   0.003764   \n",
       "\n",
       "      q6_order  neighbor_cn_var  local_rings_5  local_rings_6  local_rings_7  \\\n",
       "0     0.950000              0.0            0.0            3.0            0.0   \n",
       "1     0.572803              0.0            1.0            2.0            1.0   \n",
       "2     0.714958              0.0            2.0            1.0            2.0   \n",
       "3     0.871863              0.0            0.0            3.0            2.0   \n",
       "4     0.538613              0.0            3.0            1.0            1.0   \n",
       "...        ...              ...            ...            ...            ...   \n",
       "1311  0.950000              0.0            2.0            1.0            2.0   \n",
       "1313  0.950000              0.0            2.0            2.0            1.0   \n",
       "1316  0.950000              0.0            0.0            3.0            1.0   \n",
       "1317  0.630537              0.0            1.0            3.0            0.0   \n",
       "1319  0.797768              0.0            0.0            3.0            0.0   \n",
       "\n",
       "      smallest_ring    ΔG(eV)  \n",
       "0               7.0  0.869249  \n",
       "1               6.0  0.430614  \n",
       "2               6.0  0.541070  \n",
       "3               7.0  0.328253  \n",
       "4               6.0  0.455718  \n",
       "...             ...       ...  \n",
       "1311            6.0  0.730210  \n",
       "1313            6.0 -0.097057  \n",
       "1316            7.0 -0.153311  \n",
       "1317            6.0  0.432398  \n",
       "1319            7.0  0.212444  \n",
       "\n",
       "[1092 rows x 13 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.drop(['id', 'filename', 'total_rings_3_8','global_rings_4', 'global_rings_5', 'global_rings_6', 'bond_var', 'global_rings_7', 'surface_cn', 'local_hexagons', 'density_2A','density_3A', 'density_5A', 'surface_cn', 'h_bond_dist', 'local_rings_3',  'local_rings_4','local_hexagons', 'rings_per_atom', 'planarity', 'local_rings_3_8'], axis=1)\n",
    "df1 = df.dropna(subset=['ΔG(eV)'])\n",
    "df2 = df1.drop(['ΔG(eV)'], axis=1)\n",
    "df1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4c091218-c02f-455f-a097-9c9269af5b66",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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lUqWazs3NjT59+nDz5k0cHBwoUqQICoWCuXPnAtCvXz8ePHjAjRs3mD17Np9++ilXr16lWrVqpjqULCEtoUIIIYQQQghhRP3792fhwoXppluwYAEAhQoVonDhwgCsXLmSmJgYXr9+zc6dOylUqBAAhQsXJjY2luXLlxsvcCORllAhhBBCCCGEMDIrK6s01yckJHD+/HkAcuXKpV0eERHBtWvXePnyJWq1WmcdwOnTp7M+WCOTSqgQQgghhBBCvIfo6Giio6N1lllZWaVb0UxLYGAgb9++BcDc3FxnnaenJ69fv051XU4jlVAhhBBCCCFEjnbQspxJ93d1UjemT5+us2zq1KlMmzYt09uMjY39oPU5iVRChTARU18cs0q72Ac8fPIyu8PIFBfHkrx85JHdYWRKSecKPH/8MLvDyJTSTi6EXXPL7jAyxfr/WufoMpOTz9WnT55kdxiZUtbRkWdPHmd3GJlWxtEpR+f9i8cPsjuMTCnlVC7Hlpsyjk7ZHcK/woQJExgzZozOsg9pBQUoWLAgVlZWREdHo1arddYVK1aMqKgoAIPrchqZmEgIIYQQQggh3oOVlRVKpVLnlZlKaEBAABs3biQwMBALCwvq1q0LoK1wAuTNm5datWrRoEEDvXUADRs2/IAjyR5SCRVCCCGEEELkaApLhUlfmREXF6fzL8CQIUPo06cPQ4cOBWDcuHEAvH79muDgYAAGDRqElZUVpUuXpkuXLtqxocHBwVhYWGjfm5NIJVQIIYQQQgghjOjkyZOsWrUK0Mx2u2jRIl69ekW9evXIly8f9erVA6Bt27asXr2aX375hW+++YZx48ZpnxEKmueNVqtWjcGDB7Nv3z5cXV2pUaNGthzTh5AxoUIIIYQQQogczcwic62TptKkSROaNGmit3zkyJGMHDlSZ9mAAQMYMGCAwe1YW1uzdetWo8RoStISKoQQQgghhBDCZKQlVAghhBBCCJGjKSylbS0nkU9LCCGEEEIIIYTJSEuoEEIIIYQQIkf7t48JFbqkJVQIIYQQQgghhMlIS6gQQgghhBAiR8vssztF9pCWUCGEEEIIIYQQJiOVUCGEEEIIIYQQJiPdcYUQQgghhBA5mkxMlLNIS6gQQgghhBBCCJORSqjI0eLi4jh69KjR93Pjxg18fHyMvh8hhBBCCPH+FJYKk77Eh8lUd9xHjx6xbNkyXF1dyZs3L0WLFqVAgQK0b9+eS5cuMXXqVGxsbLI41LQFBAQwdepUVqxYAcCzZ88oXbo0165do23btrRt25bff/89y/d74cIF6tWrp/3766+/xs3NDTc3N2rWrJnl+wM4f/48kydP5uTJkwC0b9+e/fv3o1BoToi9e/cyffp0wsPDmTlzJl26dDFKHABhYWEMGzaMTZs2AaBWq422r5RevHjBwIEDmT17ts7yN2/esGLFCvbt24daraZkyZKoVCpat26Nv78/LVq0ICIi4r3ysG3btgwePJjPPvuML774wmTHmK9cWZx+GECY+xOezl9rME2Jfp2xrVeTXPa2vFq/C58DxzO0ztg83O/x174/sbTMRdGixejWo5fBdPHx8axZtQILCws8PV/Tr/9ASpQsBUBUVBRrVq3g/Lkz2NraMWzEaCpXqWrUuAODglixei0F7O3xDwjgu5HDyZMnj166Q25HuOvhQWhoGG1btaBe3Tradbv3/sWuvfuIj4unZ7ev+KxDO6PGrI09MIiVq1drYx87amQqsR/G3d2dkNBQ2rRqRb2P6wKaz2LVmnWcOHmSfPnyMWLYUP6vlnGuYyn5B4cyf9OfFLRV4RcUwpQB3cmb20onTVx8PAs378X13DXy583DxH5d+LhqBe36vScucOvhM4LDwvmsST0a/18Vk8SeFWUmib9/AN8OHcGvSxdS2MHBFOEDOfN8DQwMZNWqVdgXKECAvz+jR482mO+ubm64u7sTGhJC69at+fjjjzO0zpgCAwP5ddVqChSwx98/gDGjR6Ua+z13d0JDQmnTupVOfHFxcRw7fpw/9+xh7erVJok7Kfacm+9BrFy9Bnt7ewICAhg7akSq18h77h6EhobSplVL7TUSYPfefezes4/4uDh6du/Kpx3amyR2Tfw5t9wIkdJ7t4Ru2LCBatWqsW/fPjZt2sStW7dwdXVl/vz5bN26lcWLFxshzPTZ29szZswYveXnz5/Hz8+P/fv3Z/k+b926Rb9+/XSWHThwAD8/P86dO5fl+0tSv359neP5+++/mTZtmvbvTp06MXXqVEaPHm3UCiiAtbU1ffr0Meo+DPH396dRo0Z8++23VK9eXbvc1dWVKlWqsHLlSmbPno27uztubm6sXbuWCxcuMG7cOOD98zB//vwsW7aMIUOG8Pfffxv9+BSWlpQe0Zt6p7dSvFcnzCwN3y+yrV+LKit/4v6E+bz+Yx81ty8mn3PpdNcZW2RkBDOmT6Z+/Yb0HzCIrVs2cezoYYNpd+/azu3bN/l24BAcHAozY/oU4uPjAdiyeSP2BQrg5OSCp+drFi+aZ/TY5yxYjNJayeBv+/Hi5SuWrVqjl+buPXcWr/iVb/v0pkWzJsyYPY/Xnp4AHDl+Aj9/fz6qWZOQ0FBWrlmHt4la0ecuWIhSqWTQgG958fIlK35dZSD2eyxdvoJ+ffvQolkzfpk9Rxv7th07efT4EXny5sHH15fpP/9istin/PoHqvz5GNvrc56+9mbu77v10vy27wgeT1+RN48VXv6BfLdwPW/8AgC4+eAJM3/byfBuHWjfsDbjl27ghZevSWL/0DKT3PwlywiPiDBF2Fo59XydP38+1kolAwcM4MXLl6z89Ve9NHfv3WPZsmV807cvzZs3Z+asWbx+/TrddcY2b/4ClMliX5FK7EuXLadf3740b96MX2bN5vVrTZm5f/8+s+fMZfGSpXh6vjFJzElycr7PWbAQpdKawQP68+LlS5b/ql8Ju3vPnSXLV9K/b29aNGvKz7Pnvru+HzuOn58/H9Wqobm+r15rsmsk5OxyYwpmFgqTvsSHea9K6JEjR+jfvz9RUVHs2bNH586Kg4MDO3bsoHLlylkeZEaZmekfTr9+/Zg2bRo7d+7M0n3dv3+fDh068PbtW53lO3fuZNq0aXqV06yWP39+GjVqRIECBQCYMWOGTqXK1taWfPnyGTWGJEmth6Y0aNAg4uLi6NSpk3bZ7du3+fLLLwkMDGT9+vV06NBBu06pVLJmzRpatmypXfa+eWhjY8NXX31F7969CQgIMObhoY6N5fnSjbxcuyPNdCX7d0FhZkaMfxAxfoGY5cpFsZ6fpbvO2M6fO0tYWBhKlRKVygaAI4ddDaZ1cz2IUqkCQKWywcvrDXdu3yI2NoZ27TrSo2dvps34hTx58hIdHW3UuL28vfnn5i1USmtNPEolJ0+fJSpKd78H3Y6gVqtRKq2xUSo13cJPnAKgnLMzg7/tx3ejhlOrRnXUajUxMbFGjRvAy8ubGzdvolIqAbBRqTh5+gxRUVE66Q65HU6MXYlKpUq8K34CgFIlS7J4wXzW/roSh0KFiImJ4fHjJ0aP/bWvP1fuPsTGWnO+2Sjz43bhOlHRMTrpyhYvwobpo9k1dyJFCtgRHRvL/eeaH697TlxErVZjY50fG+v8xMXHc/DsVaPHnhVlJsnfrod59MT4+Z1STjxfvby8dMq7SqXi1KlTeuXdzdVVr7wfP3483XXGlBS7Uif203qxu7q6GThXNfGVL1+eH8Z9b/RYU4s9Z+a7Nzdu3tLJd801UrecGrpGHj2u6TVVzsWZwQP6M3bUSGrVrGGy67sm/pxbboQwJMOVULVazahRo0hISOCjjz7i//7v//TS5M6dm9GjR2srg9HR0YwaNYq6devSuXNn2rdvz8OHD3Xes3fvXmrUqEGvXr2oV68ef/zxh3bdqVOnUKlUKBQKpk2bxv79+ylevDjt27fXxvTzzz/j4OBAnTp12LBhg86237x5w5dffsm0adPo378/AB4eHpQpUwaFQkGXLl0YMWIEhQsXxsnJiX/++Uf73oCAAIYNG0bfvn1xdnamatWq2oukh4cHnTp14tWrV7x584bKlSszcuRIdu3aRZs2bZg2bRq7du3Sbuvs2bPUqVOHbt26Ub9+fRYuXKjttnrp0iVsbW1RKBQMGzaM3r17Y2dnR/Xq1Xnx4kWan0np0qXZu3cvuXLlQq1W06tXLx48eKCXLigoiDZt2qBQKChdujQA48ePR6FQoFAoeP78OQCrVq3SLluyZAnt2rUjf/78VK9eHQ8PD+bPn4+zszNKpVKvC2ySNWvWUKJECezs7Jg4cSIJCQnadd7e3nTp0oU+ffpQv359duzQVLD8/f1p3ry5Nj5fX1+aNm2Kvb09jx490tvHjRs3+PPPP2nSpInOjYcffviByMhIChcuzGeffab3PoVCwXfffYelpeV752GStm3bEhgYyPz581NNk5US0vlys61THXVCAiTLZ9u61dNdZ2z3PdwBMDd/14L76OFDbYtJkgB/f/z9/LAwt9B7v6VlLgoXKQJAZORb1OoEBg0eZtS43T00n725xbt44uLiePT4sW66+w9QKBSYm5sne+99AEqVLAFork/BISF88VlHSpYobtS4ATzua/afPCZN7E/00qWMPem9DT6pD0CePHkoV84FgOLFixk1boA7j54DYJE89vh4PJ690knXvE51APLmtqKyo6YLaKkihRK38UxzXMmuCXcePzNi1BpZUWZAU5n19vGhdMmSRo5YX048X7XlPUW+P06R72mV97TWGVPSPiwsdM/VjMR+P1l8yb/LTCUn57t7Ur6bp3euph5fqcTzU61WExwczBedPjXJ9T15DDmx3JiKwlxh0pf4MBmuhN64cQMPDw8APvroo1TTffPNN9q7NKNHj2bJkiXMnj2bXbt28erVK+rXr4+fnx8AFy9e5Msvv6RatWr88ccffPnll3z99dfaymTjxo2pVq0aADdv3mTTpk2EhoZqKyZLly5l8uTJtG3blsuXL5M3b16dWIoWLUrnzp11llWoUIH69TU/tC5fvsz48eMZMGAAT548YeLEidp0n332GX///TerV69m586d3Llzh88//5zo6GgqVKjADz/8oN3H3bt3WbJkCZ07d6ZI4pdwkhcvXtCqVSvy5MnDtm3bGDt2LGPHjtV2/axbty6VKlXS5seyZcto3749t27dYtasWel+Lp988glr12rGCoaGhvLZZ58RFhamk8bW1pYvv/xSZ1lSpTy1ZVevXmXfvn107NiRW7du0aRJExo1aoSrqythYWFMmjTJ4EQ99vb23L9/H0dHR2bNmsWCBQsAzQ2J5s2b8+TJE37//Xe6detGt27duHHjBgUKFKB79+6AZrzRuHHjCA8PJzAwEH9/f719bN26FQBnZ2ftsoCAAA4f1nQfq1WrlsFWcYAWLVpo8/t98jBJhQqa8WfJb5Zkp9zFHDQVzWSsChdMd52xBQRoPjdFss8hLi6WsLDQVNLpXswDgwK1/79z5xbTJk8gOjqaRw9Tv0GQFfwTW7jNFCnjCdL5OyAwQK8HQPI0Xt7ezJy7gCdPn/H02XPeprhTbQza2FOU/eR5CZpzRS/2QN3jA/D19aNSpYqULlUqiyPV5xsYAuj3qvAPDjWUHAAv/0CqlyuLY3HNNdc3KETvc/MPSv39WSUrykxCQgJbtu+iZ9evjBhp6nLi+RqQ+N2gl++BGSnvgemuM6YAf02ZUShSnKspzsPsii8tOTrfE89V/fKbkXxPdn338mbm3Pma6/tT01zfIWeXGyEMyXAl9EmyLkIZmXTI09NT+8M+6Ud/hQoV8Pf359fEPuwzZswgISFBu75ixYra5doAE78Unzx5ws6dO3F3d9e2SC5ZsgSAVq1aAfDVV/pf4MnvBCWxSLyD16RJE4oWLUqZMmUAzWRGSZ49e8aLFy949OgRtra2gKaCYqhSlNb+5syZw9u3b/WOccGCBURGRurE06FDB5RKpcF40vL1118zfvx4QHO36+uvv9abIChlXBYW+mMMky/r378/lpaWODk5AZouHB999BFly5YFND+aDMX3xRdfkC9fPu3kPUllYOfOndy7d4/atWsD4OLiglqt5rfffgPefc6vX79m6NChnDt3juvXrxucrODKlSsA2m60AE+fPtUec2YmxcpIHgIULKipxHl6evLq1Su99SZnoHxnaF0Wu3jhPFs3b9K+ElJUflOTkXQlSpSkajVNt6c/d+/k8aOH6b4nszIcd3za6exsbalZoxq5c+fmxq3b/H3ILSvCSzumLIod4I2XFy9fvWL0iOEfGlaGZDT2JK99/Hn2xocf+3fN9DaySlbk+979f9OmVQtyp5iIyVj+F87XjMacsjU3o+uMKT7DZSZ74kvLfyPf07m+29lSs3rS9f0WBw8Z7rqe1XJyuRHCkAzPjpv8h31G7qjcvHmTuLg4QDN5DYCVleYL9tKlS4Cmtc3Q+mfPnuHr60uhQoW020vqelm8eHFtDEmVoKRKYmYl3TGKiXk3/ujatWt4e3vj6emp08036ZgyKrVjjIiI4O7du9pKWXrxpGfmzJk8ePCAvXv3sm/fPiIiIrStix8iZatK8r/TGu+T9Nk9ffoUeFdxPH/+PKNGjSI0NJQ6deqQO3dunfdZW1trW9pTm13Y29sbQGdGuPctn4ZkJA+Tx/vmzRtKlCiht53o6Gi9vEn63LNa9Btf8pTUbX2P9vFPd11Wu3TpPCeOGXhUTrKKvIWFJdbWSp3Vdnb2icl0K/zJz2kbG1v69vuW2NgYDuzfh6fna5ycXbIw+nfs7e3SjScpna+fbl7aJUtjZWVFm5YtsM5vzfSZs/F8Y/wJIOztDMdulyJ2O3s7/FLEnvL41qxbzw/fjaVEcdN0MytoqzK43F5lbXD5oi37mDGkF6WLvps9tqCtCm9/3RYBextlyrdmuQ8tM6GhobgdOUZoWBhXrl3H20czmZLbkWP06dXDKDH/L5yvdvbpxwKa3jlJva+0701Mk9Y6Y8pombEzEN+H/t75UDk631O5Rtra2ujGYvAa+S6NlZUVbVq1xNramp9+mcVrE03wk5PLjamYSRfZHCXDLaG1a9fWTtKSfOxkapLfLUtqhUu6+5XUHz0pTcr1ydMkSXkCJd/++1YMU5P8xFYoFEycOJEFCxYwdepUg2ky4n2OMa140qNQKPjjjz+oUaMGgN6zM40xeVBa8SUdt0ql0klbuHBhFi9ezG+//calS5eYN0939sSMXCiT8jL5/h0dHSmZOFbjxo0b73EU76SXh6Bb7lLL01mzZqFSqXReGelanVGFP29F3rKaym/QpRsozM1RJGv1DL56O911WW30mHEcOHRU+xo6fBQAsbHvxrQ6Ojpibm5OZGQkJ44fJTIykkIODtjZ2+ukA3BxKa+3j6bNNZNKFSuuX/HPKhXLl9PEneyaYm5ujlPZspw5d4E3Xl4AVChfjoSEBJ3zuZyLMyl9Uq8uefPmpXgx44+rrFBBk2fJ89Lc3BzHsmU5e+58stjLpxn7IbfD1Kn9EXXr1EatVnPqzFmjx14lcdbmmNjk+W5GudLFOXb5Jq+T3TzZe+ICDWpUomHNyqjVao5c1HwfVXEqTYJaTVyy46rkaPzxlR9aZiLfvuX5y5ds3bGLrTt24Zv44/HYyVNGi/l/4XytUD6V8u7oyNlz59Is7y7lyqW7zpgqlK+QSuxl0409aax2dsnJ+V5Re400dK6+u0ZWNBBfeRf9fP+k3sea67sJxs1Dzi43QhiS4UqoSqVixIgRgKZVy93d3WC6a9euAVC9enVtZSFpfF1S99OkH/m1atUyuL5kyZJ6lZGUP/gLFCiAXeJdraRukVn5jMoOHTrg6urKnDlz9FrrwPBMvIakdox58+bVGdOYFfLly8eBAwf0xqWC8VriUkr6DIKDgwFo2rQp8G4s5cWLF7UtmYBeOcpIZTmp9TH5zMRmZmZMmjQJ0LSUurkZ7v54/fr1NLedVh4COrPQFUulYjFhwgRCQkJ0XhMmTEhzv6lRJHaRViRORFCoTSNq7VhKjc0LAXixehvqhASsihTEUmVNQkwMrzfuSXedsX3SoBFKpYrAwAAiEh830aqN5lmZ27dtZtGCuezYtgWAtu06EJTYeh0RGUGRIkWpVr0GVy5fYtSIITx7pmlNDw0NoU7dejg5Ze15k1zxYsWoWb2atjU9IjKSJg0bcOfePWbMnsvMuZp879CmNQqFgoDAQCIiI7GwsKBV82aaZzwOGcGpM5pHNEVERGBvZ0ubls2NFnPy2GtUr64dHxQREUnjRg25c/ceP8+azay5mhs+7du2fRd7RAQWFha0bKGJ7+mzZ6xZt56NmzbTtUcvPu/S1SSz45YqUojalV3wD9aMDQ2PfEurj2tx4/4Txi/dwMTlGwF49NKTRVv28euug7Qa8iONvx2vnR33y+afoFAo8A8OJTwyCgtzczo01H8OZ1b70DJT2MGBo3/v076qVtYM3Zg/62ejx54kJ56vxYsX15T3oKTyHkHjRo24e/cuM2fOZM6cOQC0a9cOhUJBoE55b5HuOmMqXjzxXE0cSxuZGPudu3f5ZeYsZs+ZC0D7dm218UUmxtciWXxJlQy1Wm2yZ3Tn6HwvVowayc/ViAiaaK+Rc5g1VzPhYPu2bQxcI5Ou78O0N+YiIiKws7OlTUvjxw45u9yYisJMYdKX+DDv9YiWGTNm0K1bN9RqNZ07d9aZ6fbt27fMnj2bPXs0P3JLlCihfX7kkydPSEhIwN3dHVtbW4YN08yY9+OPP6JQKLTjTe/evQvAlClTtNtNecc1uYEDBwKwadMmgoKCdJ5R6pn4TKekky35HaGUy1L+GxAQoO1Gu2DBAhYtWqR974MHD4iNjdWODQwODsbf31/77MiU2/rhhx+wsrLSO8YxY8aQP3/+DMVjSGhoKCEhIXrLixUrxv79+/UeXpw0ljPpor9+/fpU8yP5/5Na/pL+Tt7qbCi+pOO8ePEiVlZW2lbkHj16YGtrS3h4OB06dGDXrl1MmTJF+2ywtD7nlJImlvL11X0G4IABA/juu+9QKBR888032i7ASdtft24dy5cv1y573zxMvs9SpUqlWgm1srJCqVTqvDJzE6BQm0Y4dNBU4h06NMWuwUdEPH5BtI8/wVduARB0/jr3Rs6gwpwfKDW4O9e+GErEw2fprjO2/PnzM3HyNM6eOc2yJQvo+XUfWrRsDYCTkzN58uTFMXG88Zedu1Kteg2WL13EyxfPmf7zLCwsLLCxtSU6OoofvhvF8mWLefL4MePGTzJ67OPGjCQ4JJTFy1dSolgxRg4dTLGiRbCxUVG+nOYHdZXKlRg26FvW/PY7fx08xLRJ4ylRvBi5c1uhVFozb/FSpsyYya69fzH7p2kme1zS92NHExISwpJlyylevBgjhg6hWLGi2NjYUN6lnDb2oYMGsnb9bxw4eJCpP06iRPHiREZGMmPmLN6+fUtQcDBBwcFERkZStkxpk8T+06CeBIVF8Mv6HZQqUoiJ33ShROGC2CnzU9mpFBFvoxi3+Dcio6IJCAkjICSMiLdROJcsCkCN8o6M6/0FS7b8xa6jZ5k/pp9Od11j+pAy82+QU8/X7777jpCQEJYuW0bx4sUZNmwYRYtqynu5xJa1ypUrM2TwYNatW8eBv/9m8uTJ2mE9aa0ztu++G5t4rmpiHz5sKMWKFtOcq4mtVpr4BrF23XoO/H2QKZN/1HaRf+Plxa7dmmfpqtVqdu/+k6AUE+wYL/acm+/jxo4mJCSUxctWULx48WTXSJW2tfPdNXID+w8eYtqPEylRvDi5c1uhUiqZv2gJU3/6md179jF7xk8mu75Dzi43QqSkUGfiNsiBAwfYsGED169fR6VS4eDggFKp5JtvvqFdu3badG/fvuX777/nxo0bFCxYkODgYJYsWaKd8RY0E9bMmjWLqlWrcuvWLfr376+tpF68eJE2bdoQEhJC3bp1Wbt2rc5zSKOjoxk2bBjbtm2jdOnSTJw4kYkTJ1KrVi3q1q1L165d6d+/P0eOHMHc3JydO3dSoUIF2rZty/PnzyldujT79+9nzJgxHDt2DHNzc/bt20f79u3p2rUrBw4coGXLlixcuJBvv/2WixcvMmLECGbNmkV8fDx9+/Zl9+7d1K1blx07dnDy5Em6d+9OfHw8bdu2Zd26dRQpUoQTJ04wfvx4XFxccHd3p0OHDkydOhUzMzMuXrxI27ZtCQ4OplatWvz+++/06tWLmzdvYmNjw6FDh/Qm57l8+TKLFy9mz549zJw5k+7du+u13O3atYu3b9/y9ddfa5eNHDmS9evXU7lyZfr168eAAQMAGDduHHPmzGHNmjXain2vXr348ccf6dq1Kzdu3MDGxob9+/dz9epVxo4dC0CfPn1YvXo1Fy5cYPHixXz++efs37+f3Llz8+LFC+bMmUO9evV04h4+fDi3b9+mRIkSTJ8+ne7duxMUFET37t1xc3MjV65cbNiwIc3xrE+fPsXFxYVOnTrpPAonydmzZ1m9ejXnzp0jX758FClShHz58tG5c2d69OiBQqHIdB66urrStm1bpk2bptNNOyMOWhq/u5ExtIt9wMMnL7M7jExxcSzJy0ce2R1GppR0rsDzx8abhMmYSju5EHbN+JMxGYP1/7XO0WUmJ5+rT7PhGalZoayjI8+ePE4/4b9UGUenHJ33Lx4bd9Z0YynlVC7Hlpsyjk7ZHYJBF/4v9ad3GEO9a8Z/FvX/skxVQoXIbkOGDGHr1q34+PiYrKsxwIgRI9i9ezf379/XPoooo6QSanpSCc0eUgnNHlIJzR5SCc0+UgnNHlIJ1ZBK6Id5r+64QvxbzJ8/H0dHR+0jYEzB39+fXbt2sWPHjveugAohhBBCCOMxM1eY9CU+jFRCRY6UN29ejh8/zvnz5zl06JDR9+fr68uQIUPYvn07DRo0MPr+hBBCCCGE+F+V4eeECvFvY2Njw7Zt27h586bR9xUSEsLGjRsNTlYkhBBCCCGyl8xYm7NIJVTkeNWrVzf6PrL6cTpCCCGEEEL8V0l3XCGEEEIIIYQQJiMtoUIIIYQQQogcTSYLylmkJVQIIYQQQgghhMlIS6gQQgghhBAiR1NIS2iOIi2hQgghhBBCCCFMRlpChRBCCCGEEDmawkza1nIS+bSEEEIIIYQQQpiMtIQKIYQQQgghcjSFmYwJzUmkJVQIIYQQQgghhMlIS6gQQgghhBAiR5PnhOYs0hIqhBBCCCGEEMJkpBIqhBBCCCGEEMJkpDuuEEIIIYQQIkeTiYlyFmkJFUIIIYQQQghhMtISKoQQQgghhMjRFGbStpaTKNRqtTq7gxBCCCGEEEKIzLrdtrFJ91f10CmT7u9/jbSECmEiD5+8zO4QMsXFsSQHLctldxiZ0i72AYv358z7bKM6Knjy9Gl2h5EpjmXL8s/DgOwOI1Nqutjz9uSW7A4jU/I06UH4pf3ZHUam5K/bkRePH2R3GJlSyqkcLx95ZHcYmVbSuUKOvtZ4PPHM7jAypYJjMR4/eZbdYWSKk2OZ7A7BIBkTmrNIu7UQQgghhBBCCJORllAhhBBCCCFEjmZmLi2hOYm0hAohhBBCCCGEMBlpCRVCCCGEEELkaDImNGeRllAhhBBCCCGEECYjlVAhhBBCCCGEECYj3XGFEEIIIYQQOZrCTNrWchL5tIQQQgghhBBCmIy0hAohhBBCCCFyNJmYKGeRllAhhBBCCCGEECYjLaFCCCGEEEKIHE1aQnMWaQkVQgghhBBCCGEy0hIqhBBCCCGEyNGkJTRnkZZQkaM8evSI2NjY7A5DCCGEEEIIkUlSCf0PuXz5Mr1790ahUKBQKLCyssLHx0cv3blz57RpzMzM+OWXX3jy5Ek2RKxv2rRp7Nq1y2jbv3HjBo6OjigUCvr06WO0/QghhBBCiKyjMDMz6Ut8GOmO+x9Sp04d7O3tuXv3Lv/88w8xMTGsXbuWH3/8USfdH3/8QbVq1bh16xZFixZl0qRJ2RSxLk9PT3bt2sXjx4/p3r27UfZRo0YN6tWrx9OnT42y/ffl4X6Pv/b9iaVlLooWLUa3Hr0MpouPj2fNqhVYWFjg6fmafv0HUqJkKQCioqJYs2oF58+dwdbWjmEjRlO5SlWjx56vXFmcfhhAmPsTns5fazBNiX6dsa1Xk1z2trxavwufA8cztM7YvJ//w62zGzE3z4WqQCk+ajks3fe88DjF2b0z6DlRE2dY0BvO7JmOrYMjPi9vUaf1aIqW/T9jh467uzv79u7F0tKSosWK0aNHD4Pp4uPjWbVqFRbm5nh6etL/228pWbJkuuuM7aHHHQ79tR0LS0sKFy3Bl936pZo2LDQEt/078Xz9nFHjf9Euj4uL4+wJV/7eu5UFv24zesz+IeHM2eFGIRtrfIPDmP51R/LmzqWTJi4+gfm7DnPwyh3y57Zico921KvkBEB0bBwLdh8hJjYOz4BgWtWqxJcNaxk9bgD/4FDmbf6LQrYqfINCmNq/C3lzW6WIPZ6FWw9w6MI/5M+bm4l9vqBelXLa9ZvdTvOH6xni4uMZ8GkLvmpR3ySxBwYGsXL1Guzt7QkICGDsqBHkyZNHL90ht8Pcc/cgNDSUNq1aUu/jutp1u/fuY/eefcTHxdGze1c+7dDeNLEHBbFi9VoK2NvjHxDAdyOHpxL7Ee56eBAaGkbbVi2oV7eOXhp//wC+HTqCX5cupLCDgynCB3L2tea++13279uNpWUuihQtRtcevVONfd2q5ZhbmPPG8zV9+w/WfrcCfD9qMI8ePtD+/XXfAXzeuatRY3d3d2ffvj1YWlpSrGgxuvfomWrsq1f9mvi7wJN+/XXzNjQ0lL/+2serVy+ZOPFHg9sQwpikGv8fY2FhQbt27XB0dARg9erVxMfHa9cHBgaSO3dubGxstOn/LZYvX05sbCxXrlzh8uXLRtuPubm50bb9PiIjI5gxfTL16zek/4BBbN2yiWNHDxtMu3vXdm7fvsm3A4fg4FCYGdOnaD/XLZs3Yl+gAE5OLnh6vmbxonlGjVthaUnpEb2pd3orxXt1wszScBmyrV+LKit/4v6E+bz+Yx81ty8mn3PpdNcZW0xUOIc2DMaxSivqd5zAtaPLuX91T5rviYoM5tTuyYBau8xt4zAiw/yo134cDiWqcnD9AMKDvYwae2REBNOnTaP+J58wYMAAtmzezNGjRw2m3bVzJ7dv3WLgoEE4FC7M9GnTtGUmrXVGjT8ygnkzvqdO/SZ83X8kf25dz+ljBw2mvXz+BL9MHsGeHRuICA/TLn/84B7L5k1hzbJZeL95bfSYASZt2ItN/jx836UVT7z8mLXdVS/NOtezuL94Qz6rXHgFhjB61U48/YMBWLr3ODtPX+P7Lq3o1awuP289yPEbHiaJfcqa7ajy52Vsj4489fRhzh979dL8tv847s9ekTe3FV7+QXy35Hfe+AUCcODcNXwCQqhXpRzBYRHM2/KXdp2xzVmwEKXSmsED+vPi5UuW/7paL83de+4sWb6S/n1706JZU36ePZfXnp4AHDl2HD8/fz6qVYOQ0FBWrl6Lt4HeQcaJfTFKayWDv+3Hi5evWLZqjcHYF6/4lW/79KZFsybMmD1PG3ty85csIzwiwhRha+Xka01kZAS/TP+RevUb8c2AIWzfspHjR90Mpt2zaxt3bt+g/8BhODgU4Zfpk7Tx+fn64OvjQ8FCDhQs5EAhh8I0aNTE6LH/NH0qn9RvwIABA9myZTNHjx4xmHbXrp3cun2LAQMH4eDgwE/Tp2pjP3fuLJMmTmD7tq2Eh4cbNWahERERQZ8+fRg9ejTNmzfH1VX/ewJg+vTp2t6IyV+//PLuRmvFihV11lWtavyGBWOQSuh/kJmZGcOGaVp2Xr9+zV9//aVdt3HjRvr375/qe729venSpQt9+vShfv367NixQ7suICCAYcOG0bdvX5ydnalatSrHj2tahWJjY+nVq5f2hNm2bRs1atRAqVQya9asdGOOjIzk6tWrmCV2f1i6dKlemoMHD2JhYYFCoWDKlCl06tQJlUpF48aNCQ4O1qa7fv06TZo0oXv37tSqVQuFQoFKpaJBgwaZOm5jOX/uLGFhYShVSlQqGwCOHDZ80XJzPYhSqQJApbLBy+sNd27fIjY2hnbtOtKjZ2+mzfiFPHnyEh0dbdS41bGxPF+6kZdr086jkv27oDAzI8Y/iBi/QMxy5aJYz8/SXWdsT24fJjoyhNz5bMmT3w4Ajyu703zP1cNLiQz10/4d6PMYf093cuW2BqBQiSrExUTiftl4XclB05U+LCwMlVKJKvFG0mE3wz+uXF1dUSqVAKhUKry8vLh9+3a664zp8vmThIeFYq20QamyBeDkkQMG09ap35TuvYfoLXcqV4nh3003apzJvfYL4vL9Z9jkzwuAbf68uF69w9sY3bHrjkUKsumHfuyZOoQidiqiY+O4/0pzU+LQ1TsoFJAvtxWVShcFYOsJ491o08buG8Dle4+wsc6niV2ZD7eLN3kbHaOTrmzxwvw+ZTi7Z31HkQK2mthfaCpDlcqUYGyPjkzt34W6lV1Qq9VEx8YZPXYvL29u3LylU05Pnj5DVJTu9e2Q22HUajVKpRKVSkVcXBxHj58EoJyLM4MH9GfsqJHUqlkDtVpNTIzx5xzw8vbmn5u3UCk11weVUsnJ02f1Yj/odiQxdmtslEpN7CdO6aT52/Uwj7JhuExOvtZcOHeGsLBQrFUq7XfrscOHDKY97Po31onfrUqVCm+vN9y9fVO7nWm/zGPt79tY+/s21mzYSsFCxm2JTsp33d8FhvPdzfUQKr28vQXAJ580oO833xg11uxgZq4w6et99OvXj1u3brFo0SKaN2/Op59+yq1bt/TSnTlzBoC8efOiUqmwttZcJ7p06QLAP//8g7+/P6VKldK+hg4d+oE5lz2kEvof9c0332gL9ooVK7TLHzx4QJUqVQy+Jzo6mubNm/PkyRN+//13unXrRrdu3bhx4wYAn332GX///TerV69m586d3Llzh88//5zo6GgsLS3p3ftdd5f4+Hj+/PNPwsLCmDRpEm/evEkz3o0bN/L999/Tpk0bAHbt2oWXl26rUrt27ShcuDCgqWhu27aN6tWrc/r0aVatWgXAq1evaNasGQ8ePGDz5s389ttvANSsWZOzZ89m6riN5b6HOwDm5u9aEh89fKh3lzjA3x9/Pz8szC303m9pmYvCRYoAEBn5FrU6gUGD0+9amhUS0vkxZ1unOuqEBEhIeLesbvV01xmbz4ubAJgly0/fV3dISDB8d/7xzUMUdaytsyw+TvMjPipC0yKUO68NAAFeDzAmj/v3ATBP1oPhoYEy4+/vj5+fn046AA8PjzTXGduj+3cA3d4ITx55kJBKy4iFpeV7LTeGW081ra0W5u++TuPiE/B4oXtNa1GrIgB5c+eiSpliAJRysAcgNjYetRqCwyNR5dNUZh+8Nn6L3O3HLxJjf5ffcfHx3H+u24Lc/KOqibFbUbmspjtfqcIFAShbTPOjW61WExQaTo/WDSlTtJDRY3dPLOvJr3txcXE8evxYL51CodApU0nnSanErolqtZrg4GC+6PQpJUsUN3bouHtorgPJzzHDsT/Qi93d4772/17e3nj7+FDaRF3lk8vJ15oHHvcA3XL/6OEDA9+tfvj7+eqkg3ffzRfOn+aHMUMZNrAPf2xYS2Sk8Vuj7yfmTfJy//Dho9TzXe93wbu8/Tf1dPtf9/r1a3bu3EmhQpprY+HChYmNjWX58uU66WJjY6lUqRJ+fn5EREQQHBzMqlWrqFmzJs7OzgBs3bqVK1eu8Pz5c+1r4MCBJj+mrCCV0P8opVKpnXjnxIkTeHh4cOrUKZo3b57qe3bu3Mm9e/eoXVvzg9vFRXPXO6ki9+zZM168eMGjR4+wtdW0YoSGhuLv7w/oXvB69uxJmTJlAM0PgBcvXqS6X7VazeHDh2nZsqW2BTc2NpZff/1VL23SPjp37kzu3LkpXbq0NjaA/fv3ExISQtmyZTEzM8PFxQWAU6dOERQUlKnjNpaAAE2+JR/8HhcXS1hYaCrpdO/KBQa96xJ3584tpk2eQHR0tM74leyUu5iDpqKZjFXiD9u01hlbRKjmx79C8S7fE+JjiYoM1ksbGeqH9/N/cKzaWme5bSFH8ioLEuT7lCDfp8TGRgFgZmbcrt4BieeameJdWYiLiyMsLEw3XUCAXjqAoMDANNcZW1BSWVakLPMhRt93ZvkGa87HlPnlF5J6FzevwBBqOJXAKbGy9lG50gCcuHmfqMSbNxYmmPTCL0iTr3qxB4cZSg6AV0AQ1V3K4Fi8sHbZa98AJv66hQcv3/Do5Ru9llRjSCqn+te9IL10ihTHFxj4Lo2Xlzcz587nydNnPH36nLdRUUaK+B3/VM4xvdgDDcSemCYhIYEt23fRs+tXRow0dTn5WvP+362652JQUACBAf48vO9BTEwMr1+95M9d2xg3ehhvIyONHLt+udfEbjjf0zs//tcozBQmfWXUuXPnUKvV5MqlO1fA6dOndf62sLBg8eLFFChQQLts+/btfPWV5jxPSEhg27ZtVKhQARcXFwYPHvyvmTg0M+Q2yH/Y8OHDWb58OWq1mpUrV5I7d+40u8ZeuXIFgPPnzzNq1ChCQ0OpU6cOuXPnBuDatWt4e3vj6enJhg0btO+LizPcNSv5l2tMTOo/WlxdXWnVqhUKhYJWrVrh7OzMo0ePWL16NZMmTcLKyirV9ybtI2n7SWmTYlKrNWP4cufOTd68eTN13ClFR0frdXlNK8YkFy+c59nTdxeThBSVsNRkJF2JEiWpWq0Gjx8/4s/dO/mkQSOcnF0ytH2jSWvsrQnH5T67ewz/N+/uDqtTafE05OqRZdRtO1ZvuYWlFW36rOTiwfkc3TwacwvNF49NwTIfHnAyFy5c0JlEKyvKTEa3kRWuXjzNi2ePku3b+ONOs1qCWp1+omRe+QXyzMufzePfTbj0Y492WOWyZOPRi9qxoEmtpMYUn/Cesfv48+yNL5umDtdZXsBGSZ1KLpy96cEV98fsPnGRXm0aZWWoeuIzWtbj005nZ2dLzerVuHzlKjdu3eLgIVe+/LxTVoSYekxZEPve/X/TplULcudO/7slK+Tka82lC+d49vRdK3NWxK6yseW3P3YR4O/H9WuXOfT3X7x+9YLDbn/z2eddPjjmJBcvXOCpzu+CjF0jc+K1NCdK7fdeyt98r19repeknHPEM8UY76Qha0lCQkI4cuSIdgja8ePHtT0HHz16xKNHj9i0aRNubm5pDin7t5JK6H+Ys7Mzbdu25eDBg2zcuJEpU6ak2T0jqcJWuHBhFi9erLdeoVAwceJE4uPjWbJkCdu3b9d5X1rSSrN27VpsbGy0fecdHBx49OgRvr6+bN++Xaebb3rb79KlC/Pnz+f+/ftERERw8+ZNACZMmJBqRTG9405p1qxZTJ+uOyZt6tSpdO+V9viLS5fOc+KYgYkdkuWNhYUl1tZKndV2dvY6cSZJao0GsLGxpW+/b4mNjeHA/n14er7O9kpo9Btf8pQsorvMxz/ddVnt2d1jPLi+T2958vw0M7ckdx6VzvoXHqcICXjJzTPvbrhEvw3j6Z0jlK3SkkIlqvDpoI0AuP6uGa/hWK1NlsZ+6eJFjh07ph97sv9bWFhou94nsbPTjHU1VGbSWpfVrl06y5kThsZi6Zb5/CnK/L9JQZUmb1Newgqo8htMv2D3UX755jNKF353p9temZ/Z/T4HYPPxS5y/94SWtSoZJ+BkCtpq8lWNbvAFVNaGkrNo+9/8PLAbpYvodrfNncuSzxrVRpkvD98v28RLbz+D789K9qmWUxudv+3s7fDz8081jZWVFW1atcTa2pqffpnFa8+0h4ZkBXv7jJ1j9vZ2+KaI3c7WltDQUNyOHCM0LIwr167j7eMLgNuRY/TpZXiG2g+Vk681ly+d5+Qx/Un91Jn+brXD3NwcWzs7bO3scHIpR4vW7Rg7YhDeb/QnjvoQFy9d4LihfE8WkiZ23Xy3T4w9xaltlOv4v4mpH5uS2u+9adOm6SzL7PPt9+zZQ40aNbS9+ho2bIinpyeenp6cOHGC1atX8+zZM4YPH679PZuTSHfc/7iRI0cCmpbCr7/+Os20FSpUAODixYt4e3trl7u7a8ZHdOjQAVdXV+bMmZNqK+H7un37NpUqVWLDhg2sWrWKVatW4erqqr3gGpqgKC1KpZJTp05Rvnx5Ro8ezR9//MFff/3FlClTUn1Pesed0oQJEwgJCdF5TZgwId3YRo8Zx4FDR7WvocNHAboXL0dHR8zNzYmMjOTE8aNERkZSyMEBO3t7vYuci0t5vX00bd4SgGLFS6QbjzEU/rwVectq9h106QYKc3MUye4MBl+9ne66rNa062wGz7uvfTX6QvOFkhD3rnW+QLGKmJlbEBMVzoNr+4iJCudteCCejy/xz/FV/HNcM+Y4JiqM5/dO6Gw/2O85Lz1O41LzUwoU1f9MPsSYsWM55OqqfQ0frmmhSq3MHD92jMjISBwcHLA3VGbKlUtzXVYbPPpHth24oH31HzpOL/7Sji6Ym1vwNjKCMydceWuCcVfvo1pZzRjCmGQ9PizMzChfojBHr7vzKtlMsX+e/YeGVZxpVLWcZpjBtXs624qNi2fXmeuUdrDniwY1jR57VSfNoyZiY9+1mpibm1GuVFGOXb3Nq2Q3fvacukyDahVoWKMiarWaI5dv6m2v6f9VIV+e3JQqYvyu8xUrlE+M/V2+m5ub41S2LGfOnedN4pwBFcuXJyEhQWfMXHkX/Rtwn9T7mLx581K8eDEjRw4Vy2vOpdg4Q7Ff0MZeoXw5vdjLuTgT+fYtz1++ZOuOXWzdsQtfP02l/9jJU0aLOSdfa0aO+YF9h05oX4OHjwEgLtl+yzo6YW5uztvISE4eP8LbyEgKORTGzt5eJx2As4HvVjs7exo0bELxZI9vyQpjxnzHwUNu2tew4SMAiI199/2kk+/Hj2l/F2jyVreXmYtL1l/H/8sy+nuveHHN90TKGxrFiqV9vUneFRc0N82KFi3KRx99xA8//MC9e/do2LAhDx78O4ZZvS+phP7HREdHE5VszEuLFi2oWLEiXbp00Q6YhnfdVZN3pe3Rowe2traEh4fToUMHdu3axZQpU3j9+jUBAQFcvXoVgAULFrBo0SLt+x48eEBsbKzOF2l8fLze34ZMmzaNTz/9VGdZ/vz56dlT81ysf/75B7dkM/IlbSe1f6Ojo2nTpg09e/ZkzZo1rFq1io4dO+psP6kLTtK/aR23IVZWViiVSp1XRrrjpvRJg0YolSoCAwOISJx+v1WbdgBs37aZRQvmsmPbFgDatuugHUcTERlBkSJFqVa9BlcuX2LUiCE8e6bpRhUaGkKduvVwcnJ+73jelyKxVV1hoalIFmrTiFo7llJj80IAXqzehjohAasiBbFUWZMQE8PrjXvSXWdsjtXakDufLRFhfkS/1YyzqVhH073q2rGVnNgxnuvHfqX8R5/rVF4BrG2L0rTrbO223kYEcXTLGIq71KNBp8lGj71Bw4YolUoCAwO1ZSZpMq9tW7eyYMECtm3TPDezXbt2BCaWmciICIoUKUL16tXTXWdMdT9phrXShuBAfyIjNGMqm7bSnP97tm/g10Uz2LPjd236lOf3u+VJ3e0TMtQT40OUcrCnTvky+CeOAQ2Piqb1R5W5/ugF36/dzfh1mnL78LUPC3YfYcX+kzQbt4AGo+fi8fLd5GrxCQnM2PI3CQkJLBr8FblzGX9ypVKFC1KnkjP+IZqxcOGRUbSuU51/Hjzjh+V/MOnXrQA8evmGRdsO8OseN1qOmE6jwVO4/9wT38AQukycr62QhkW+pYCNNZ82rJ3aLrNM8WLFqFG9mracRkRE0KRRQ+7cvcfPs+Ywa+58ANq3bYNCoSAg8ZywsLCgZYtmmmdrDhnGqTNnte+3s7OlTcsWJom9ZvLYIyNp0rABd+7dY8bsucycq7lGdmjT+l3skZFYWFjQqnkzCjs4cPTvfdpX1cqaVvP5s342euxJcvK1pn6Dxsm+WzXnbcs2mufD7ti2iSULZrNj2x+aY2r3KYGBmvGVkZERFC5SlKrVa+Lv78ewgX3ZtGEN0VFRqNVqYmNjadq8lVFjb9CgIUqliqBk+d46Kd+3bWHhgvls36Y5b9u2a68d/xwRGamXt0nXzdQmfsuJTD0mNKO/95K6ykalGHPesGFDAgIC2Lhxo/Y8SOLv78+pU6fo3LlzqsebJ08exowZQ7Vq1bIg90xPuuP+h5w/f56ffvqJW7duUaZMGXr37k3u3LkZMWIENWrUAMDLy4vdu3fzzz//aP+eNWsWXbp0wdHREdfEO6C3b99m4sSJTJ8+nZYtNa1rX331FQcOHCA8PJyffvqJe/fucfHiRU6dOkXTpk11xolu3LhR54fjxo0badCggXbQdnR0NN999x179+7Fzk7T9aVmTU3LwIULF3QqgAMHDmT9+vVERUVpZ8zdvXs3H330kXaq6/Pnz+Pu7k5sbCw3b95k+PDh2ju5+fPnp2bNmmzcuJHg4GDOnz+v3c/NmzepXr16msdtLPnz52fi5Gns3rmdK5cv0vPrPrRoqZkAx8nJmTx58uLopHnY/Zedu+Ln68vypYvw8fFm+s+zsLCwwMbWlujoKH74bhQNGzfFwaEw48ZPMmrcoKlwOnRoCoBDh6YEnLpMxOMXRPv4E3xF06066Px17o2cQYU5P2Bpq+TaF0OJePgs3XXGZpVHSevey7lxcg3P3U9Qu/UoKtT+AoCCxSthaZWPAsUrprmNmKhwnt49ysv7Z6jWsC/O1duZpJtQ/vz5mTx5Mjt37eLypUt8/fXXtGyl+VHk5OREnjx5cEp8RnDnLl3w9fVl6ZIl+Pj48PPPP7+b2CuNdcaUL781YybOYv/uP7h+5Rxdeg6gSQvNj8MyTuXIkycvZRw1rViPH7pz8sh+AJ4/fcilcyf4vzoNCPD34eJZzaOh1Go1B/ZsoWHTttjY2hkt7p/7fsbPWw4yY8vflHawZ1KPdvgGhWJnnY8qZYoRERXN2NW7iIyOITLZpD3OiTPLnrz5gBM371O2SAG+79IK6zxZ05MkI6YP6MrMDX/yy4bdlCpSkAl9vsA3KAQ7ZX4qO5Yk4m0U3y//g8ioaCKTPULEqUQR8ljlwsY6H9PW7sDt4g2cSxZlxfffYp03j0liHzd2NEuWrWTxshUUL16cEUOH4B/gj42NStvaWaVyJYYOGsja9RsICw9n2o8TKVG8OOHh4aiUSuYvWsLJU6cpW6YMs2f8RL58+UwT+5iRLF7+K4uXr6REsWKMHDr4XezlnLWxDxv0LWt++10T+6TxlDBBS21G5ORrTf78+Rk/+Sf27NzG1csX6PH1NzRvqanIOTq5JH63aj6Dzzt3w9fXhxVLF+Dr483Un+dgYWFBvrz5KFykCIcO7OPq5Ys0bNyML77qTt68xi0/+fPn58fJk9m1cyeXLl+i19e9adkyKd91fxd07pyYt0uX4Ovjw4yff9Hm7YMHDzhyWNNF+cmTJ5w9e4a6dT/G0oQzi/+XlC5dmi5dunD37l0AgoODsbCwYOjQoQwZMoSdO3fStWtX7Y0b0DwFok6dOjqtpWfOnKFfv3506dKFCRMmkD9/ftzd3TP0qMN/I4Xa2LeJhfgXUavVdOvWzeBzPpPGxxrLwycvjbZtY3JxLMlBy5zZhadd7AMW78+Zl7hRHRU8STYRSE7iWLYs/zwMyO4wMqWmiz1vT27J7jAyJU+THoRf2p/dYWRK/rodefE4Z3YpK+VUjpePjP8II2Mp6VwhR19rPJ5k7ThMU6ngWIzHT0xzczWrOTlm7SR7WeV5/0/TT5SFSq/7K8Npw8LCGDhwICqVCg8PD3788UeaN2/OkiVLmDRpErNmzdI2jgA0btyYzp076zwD9OnTp/Tt25dr167h4OBAjx49aNeuHXXr1s3S4zIVaQkV/ynnzp3j8OHD3Lx5kwoVKpCQkIC3tze9e/fm5cucWUkUQgghhPive5/HppiatbU1W7du1Vs+cuRI7fwsyZ06dUpvWdmyZfUe65KTSSVU/KfcvXuXmJgYihcvru36W7p0aVQqldG71wohhBBCCCGkEir+Y/r168fr16/p2bMnZcuWxcLCgpCQEJo0acKoUaOyOzwhhBBCCJEJpn5Ei/gwUgkV/ym5cuXil19+ye4whBBCCCGE+M+SSqgQQgghhBAiR/s3jwkV+qTdWgghhBBCCCGEyUhLqBBCCCGEECJHkzGhOYt8WkIIIYQQQgghTEZaQoUQQgghhBA5m0LGhOYk0hIqhBBCCCGEEMJkpBIqhBBCCCGEEMJkpDuuEEIIIYQQIkeTR7TkLNISKoQQQgghhBDCZKQlVAghhBBCCJGjySNachb5tIQQQgghhBBCmIy0hAohhBBCCCFyNBkTmrNIS6gQQgghhBBCCJORllAhhBBCCCFEjiZjQnMW+bSEEEIIIYQQQpiMQq1Wq7M7CCGEEEIIIYTILJ8fepl0fw5z/jDp/v7XSHdcIUzk5SOP7A4hU0o6V2Dx/px5r2pURwUHLctldxiZ0i72AW8e3M7uMDKlaLmqPHjyKrvDyJRyjiW4/cg3u8PIlKrOhXj05EV2h5Epzo6lcH/8JrvDyJSKTkW599gru8PItEpORfB8eCe7w8iUYi5V8HO/kt1hZErBirV59uRxdoeRKWUcnbI7BPE/QLrjCiGEEEIIIYQwGWkJFUIIIYQQQuRo8oiWnEVaQoUQQgghhBBCmIy0hAohhBBCCCFyNnlES44in5YQQgghhBBCCJORllAhhBBCCCFEjqZQyJjQnERaQoUQQgghhBBCmIy0hAohhBBCCCFyNIWMCc1R5NMSQgghhBBCCGEy0hIqhBBCCCGEyNHkOaE5i7SECiGEEEIIIYQwGamECiGEEEIIIYQwGemOK4QQQgghhMjZZGKiHEU+LZEloqKiePr0aXaHIYQQQgghhPiXk0qoyBJ//PEHs2fPNtr2vb29adu2LQqFgtKlSxttPxcuXEh13Y4dO7CxsUGhUDBt2jSjxSCEEEIIId6Pwkxh0pf4MNIdV2SJxYsX8+zZM2bPno2dnV2Wb79w4cJ88cUXuLq6Zvm2k6xevZqLFy9Sr149g+u/+uorVqxYwdmzZ40WQ5LAoCBWrF5LAXt7/AMC+G7kcPLkyaOX7pDbEe56eBAaGkbbVi2oV7eOdt3uvX+xa+8+4uPi6dntKz7r0M7ocSfn/fwfbp3diLl5LlQFSvFRy2HpvueFxynO7p1Bz4nHAQgLesOZPdOxdXDE5+Ut6rQeTdGy/2fs0MlXrixOPwwgzP0JT+evNZimRL/O2NarSS57W16t34XPgeMZWmdMgUFBLF2zgYL2dvgFBPLDiMEGy83fh49x1+M+IaFhtGvZnE/qfqSz/u3btxw8eoKoqCgqVyxP9cqVTBK/h/s9/tr3J5aWlhQtWoxuPb42mC4+Pp61q1ZgbmHBG8/XfNN/ICVKltJLd/XKJVb/upx1GzYbO3QeeNzh7307sbS0pEjREnTu3tdguvj4eDasWYK5uQVenq/4uv9QipcoDYCfrw9rV86neMnSPLrvTvevB1ChcjWjxw6avN+3b48277v36JVq/GtWrcTcwgJPz9f07z+QEiVLAhAYGMDSJYu4e+c2JUqWYsKEHynk4GD02O+732X/vt2a2IsV56vuvVONfd3qZVgklps+/QbrlRs/Xx+OHj6Ija0tlSpXp1TpMkaP/cC+XZpyU6w4X3Xvk2rs61cvw9zCHC/P1/TpN4TiBmI/lhh7xcrVKFW6rFFiDgwKYtnq3yhgb4d/QCDjRg5J5TpzlHvuDwgJDaVdq+bUr1tbu271hj/Ysecv7d+1a9Vg9rRJRok3pYCgYBav+4OC9rb4BQQxYdi35M2TWy9dXFwcbqfOsW2fK1uWz9FZd/XWXTbu+osBPTpTtYKLSeIGCAwM5NdVqylQwB5//wDGjB5lMO9d3dy45+5OaEgobVq34uOPP9aui4uL49jx4/y5Zw9rV682WexCpCQtoeKDHT58GHd3d96+fcvatYZ/sGcFc3Nzo2177969jBw5Mt10ZiYabzBnwWKU1koGf9uPFy9fsWzVGr00d++5s3jFr3zbpzctmjVhxux5vPb0BODI8RP4+fvzUc2ahISGsnLNOrx9fEwSO0BMVDiHNgzGsUor6necwLWjy7l/dU+a74mKDObU7smAWrvMbeMwIsP8qNd+HA4lqnJw/QDCg72MFrfC0pLSI3pT7/RWivfqhJml4ft0tvVrUWXlT9yfMJ/Xf+yj5vbF5HMune46Y5u5cBkq6/wM7d+H5y9fsWT1er00d9w9WLhyDQN696RV08ZMn7uAV55vtOs933gxdNwk7Gxt6NnlC5NVQCMjI/h5+o/Ur9+A/gMGs23LJo4fPWww7Z+7tnP79k2+HTgEB4fCzJg+mfj4eJ00YWGhrFi6CNRqg9vI6thn/zSeuvUb0/vb4ezc+hsnjx0ymHbf7i3cvfUPfQeMoFDhIsz+aTzx8XEAzPtlAsFBgXz9zVCcy1Xkl2nf4+9n/PM2MjKCn6ZPoX79Bnw7YBBbt/zBsaNHDKbdvWsHt27fZMDAwRR2KMxP06do837JogVER0djZmbGo4cPmDb1R9RGzv/IyAh++WkS9T5pyDcDhrJ9y++cOOpmMO2eXdu4c+sG/QYMo5BDYWb+NFGn3Fy/eompk77jk4ZNaNu+k9EroJGREcz8aSIff9KIvgOGsWPL75w4avhG695dW7lz6x/6DRhOIYcizPxpgrbcJMU+bdJY6jdsQpv2nYxWAQWYtXAZSqU1Q7/ty/OXr1i6ysB15p4Hi1as4ds+PWnZrDHT5yzUuc5cu3ELh0IFta/WzZoYLd6UZixZhco6PyO+6cmzV54sWrtRL829h4+ZtnAls1es57WXt3a5j38AKzdtZ+xPc7l5777Ry3dK8+YvQKlUMnDAAF68fMmKX3/VS3P33j2WLltOv759ad68Gb/Mms3r15rfBvfv32f2nLksXrIUz2Sfx/8KhcLMpC/xYSQHxQfbtGkTZcpovqxXrlyp92PQw8ODMmXKoFAo6NKlCyNGjKBw4cI4OTnxzz//aNP5+PjQs2dPWrRoQadOnVAoFOTJk4fChQvj5+dncN9xcXGMHz+eTp060apVKyZNmqS3/yReXl60aNGCNm3aULZsWRQKBVFRUezZs4d+/foRHR3NX3/9ReXKldm8WdNycu7cOWrWrEmZMmXo168fb9++zYosS5OXtzf/3LyFSmkNgEqp5OTps0RFReukO+h2BLVajVJpjY1SSVxcHEdPnAKgnLMzg7/tx3ejhlOrRnXUajUxMbFGjz3Jk9uHiY4MIXc+W/Lk17SMe1zZneZ7rh5eSmTou8850Ocx/p7u5MqtyYdCJaoQFxOJ++VdRotbHRvL86Ubebl2R5rpSvbvgsLMjBj/IGL8AjHLlYtiPT9Ld50xvfH24fqtO6iUSgBsVEqOnzlHVLRuuTlw+BhqtRqV0hoblZK4uHiOnDwNQHR0NJN+mUs5JyeaNqhv9JiTO3/uDGFhYShVKlQqGwCOHDZckXNz/Rtl4nEqVSq8vd5w5/ZNnTRb/thIYGCAMUPWunTuFOFhoSiVKlQqWwCOH/nbYNqjbn9hrVQBoFTa4OPlyb07N3n18hnPnjwib778ADg6lyc66m2q28lK586dNZD3hitDbq4HUSbFr1Lh5fWGO7dvERAQQNfuPZk1ex5z5i1EoVDw8uULwsPDjBr7hXOnk+W9JvajRw4aTHvE7QBKlSZ2lcoGb6833E0sN69evmDerOl07tqTkqWMW/lMctFA7McyEHtSmU+K/fXLF8yfNY0vu/YyeuxvvH24fvO29vtJe51J8f309+GjKa4zcRw5obnOPHz8lNbNm7Bt/a/aV+MGhnsgZTVPb1+u3br3Ln6lNUfPXtS7TlZycWLq6CF673coYM+Qr7tS0dnRJPEm5+XlxY2bN7XXPpVKxalTp4mKitJJ5+rqlvjbQIlKpdK2fAKUL1+eH8Z9b/LYhTBEKqHig7i7u1OqVCmGDNFcrF++fMnevXt10lSoUIH69TU/aC9fvsz48eMZMGAAT548YeLEiQAkJCTQvn17tmzZwrJly9i9ezcFChQgX7583Lt3j4IFCxrc/6BBg1i0aBFr165lwYIFzJw5k+XLlxtMO2HCBE6ePMn27du5c+cOVapUAeDzzz+nY8eOAHz66afcvXuXnj174unpSZs2bXj69Ck3b95k/Pjx3L9//8MzLR3uHg8AMLd41woXFxfHo8ePddPdf4BCodBpIXb30MRXqmQJANRqNcEhIXzxWUdKlihu7NC1fF7cBMDM/N0x+L66Q0KC4RsEj28eoqhjbZ1l8XExAERFBAKQO68NAAFeD7I4Wn0J6VTYbetUR52QAAkJ75bVrZ7uOmO6d/8hAOYW78pDXFw8Dx/rThjmfv+hXrlJeu8Bt2O8ePUaLx8f+gwdxZwlK4iMNP6NF4AHHu4AmCcrM48ePtS7qRTg74+/n59OOoD7Hh7a/589fZIqVU3TjRXg4f27gO45++ThfQOx+xHg56uTDuChx13iYjVlLjQkGEBbUX3xTPe8N4akvLNIViYeGsh7f39//Pz8dNIBeHi4Y29vT4UKFQEoU6YsKpUKlUpF/vzWRo39wf3EcpMsTx8/fGAw7/39fPXKzYP79wDYvHEt0dFRXDx3hhGD+7B7hwm6cCfuO/Oxa45988Y1ibGfZqSRY3e/r7n+Wpjrfj89fPIkRTr960zSe89cuMiq3zbRte8g5ixazus3xuvdktK9B48A3bIeFxfPgyfP9dJaptITBsDCwvSj2TwSf39Y6Fzj43ic4reBx/37enmf/LeLpaWlkSPNRmYK077EB5FKqPggK1asYPDgwfTr1087LmHp0qV66ZIu2E2aNKFo0aLaltNnz54BmtbSa9euAeDk5IS5uTlly5YlICAg1TGYL1684LfffqNs2bIUKFAAFxfNuIx169YZTP/06VPi4+Np0qQJb968YcWKFWl28V23bh3h4eHUrVsXlUqFs7MzNWrUyEi2fBD/AE3rjZlC9wIXGBSk83dAYACKNNJ4eXszc+4Cnjx9xtNnz3mb4m6pMUWEaroQJu+ukhAfS1RksF7ayFA/vJ//g2PV1jrLbQs5kldZkCDfpwT5PiU2VhO/mZnxumVnVO5iDpqKZjJWhQumu86Y/AM0lXWzFF2EAlKUG/+AwFTLzfGz5wD4btggOrZphdvxU6zZtMVYIevGmVTuk32xx8XFEhYWmiKdv146gKAgzfuDAgPx8LhH/U8aGjNcHYGJMSUv73FxsYSniD0wQNPSn/LcDgoKoFiJUtja2eP56gWer18SHW268p6Upwoz3fhTy3tFimEJQUGBOn9HRb0lNDSU1m3a6ZW1rJZa3qdablLmfWAAkZERXL96CXv7AoyfPINixUuyZdN6zp89ZZLYk8dkKHZD6VLGbmdfgPGTf6ZY8ZJs3bSOC0aKPek6k3JSlsDAYL10+tcZTZozFy4THx+Pr78/h0+cYuCo73n89JlR4k3JL1BzrUsZv39ibP9mAf6aa1zKbqCBgSl+GwQY+G0QqHuOCvFvIBMTiUwLCAggIiKCEiU0rW7du3dn/fr1nD17lhs3bqRZYUu6QMbEaFq7rKystOvi4uKwsLDQjrWwtbU1uI1r166hVqvx8fFh1KhRANSpU4d8+fIZTN+7d29tbDVr1mT9+vVp3hG8fv16mvtPTXR0NNEpuvYkP770JKSowKSaLj7tdHa2ttSsUY1LV69x49Zt/j7kRufPP8twHO/j2d1j+L951xKlTqXF05CrR5ZRt+1YveUWlla06bOSiwfnc3TzaMwtcgFgU9A0XeXSlNb4ZCOOXU5LhstNGumSxmxZmJtTv87/sWzNb5y/dIVRg/pnSYzJXbpwnqdP393BT62VPKX0jnPrlo307pP18SZ35eIZnmdx7LlyWfHD5Nn8seFXFs2egoWlprwXLV7yw4I14OKF8zx9+q7lKivKTnJnzpymZKnSdPmqW6biS8vli+d4lsV57+PlRXx8PGbm5piZmVG7bn0uXTjLlUvnqN+g8YeGrHX54tkUsX94vvt4vSE+Ph7zxNg/qlufSxfOcPnSOeplYewZiSWj6ZbN/YWAwEA8Hjxiz4FDPHvxkt82b2fmlAlZFWam4vq3i8/wb4OMf//+r0l5g0z8u0klVGTaqlWrCA0NZdCgQQCEhr67e7t06VI2bNiQ7jaSKppOTk5069aNbdu2cf36dWrUqMHDhw9p1qwZDRsabtFIem9kZCQLFy5Md9Kgfv36ER8fz8iRIwkPD6d79+6ULl2a2rVrG0yf9GUVFxdncH1qZs2axfTp03WWTZ06lW96fJWh99vba8ZQppzwIGVl2N7eDl8/f51ldsnSWFlZ0aZlC6zzWzN95mw83xhvEoJnd4/x4Po+veXJj8HM3JLceVQ66194nCIk4CU3z7wrK9Fvw3h65whlq7SkUIkqfDpIM2mE6+9DAXCs1sYIR/B+ot/4kqdkEd1lPv7prjMmezvNZ5+y3NjZ2Oil8/X3N5gmPk7z4yU8MpIyiV26Q8LCjRAtXLp0nhPH9Ce/SR6+hYUl1tZK3Vjt7PXSAdja2nH1yiW83rxh355344YjIsK5cP4s9eo3yLLYr1w6y+njBia/SRaUhYUl+a11u6La2RdITKYbvI2t5px3dC7PtJlLAJj78wSePIJ6nzTNsriTXLp0gePHjuotV6eIP2Xe22vzPuW16d2M6BERERz8ez8/Tp76XjffMuryxXOcPG5gwqp0YrezT4wd/byPS5zgJzIiQpPWTvM5hYXqtkh+qCupxK5f5nXLja02dl22tnbEJVY43sWuSRsWGpJFUeuyT5r9Xq8M2OilS3mdSUqjUlqjUlpTtnQpWjVrzITpM3mTbPIfYyqQ9B2ZIjPtbVT6if9lMvrbwM7eXm8ejfe9mS6EKcgtA5Ep0dHR3Lx5kz179rBq1SpWrVrFzp07adJEM8Pdtm3b8PX1fa9tbtq0ia+++or58+czfvx4ZsyYgaura6rduSpUqKCNJfmjWzySjQ1Lbvfu3QwYMIBr167h4uJCfHw8p06dAgzPeluuXDkAXr16pV2WkZnwJkyYQEhIiM5rwoSM3+GtWF6z39hklV9zc3OcypblzLkLvPHSjJ+pUL4cCQkJOuOHyrk4623vk3p1yZs3L8WLFctwDO+radfZDJ53X/tq9IWmEp6QOK4ToECxipiZWxATFc6Da/uIiQrnbXggno8v8c/xVfxzfBUAMVFhPL93Qmf7wX7PeelxGpean1KgaHmjHUdaCn/eirxlNRWzoEs3UJibo0jW6hl89Xa664ypUnlNd/TYuHfjWc3NzXEuW4bT5y/imfgjr2J5FxIS1DrlpryLEwBlS2ta3YKDQzA3N0ehUFCsSGGjxDtqzDj2HzqmfQ0ZPkoTf+y7MlPW0RFzc3MiIyM5cfwIkZGRFHJwwM7eXicdgLNLOUJDQrh96wY7d2xl546tgKZSdOXyxSyNfdjoSez6+6z2NWCYZqKP5HlfxtEZc3ML3kZGcvq4G28jIylYqDC2dgV00gE4uVTU+dvL8xX/XL1IwyatKF3WKUtjBxg95nv+PnRE+xo2XDMzeNK4VADHZHl//PhRnbxPng7AxaWc9v8bf1/P8BGjKVy4CJGRkVy9cjlLYx8xZjx7D57UvgYPGwNAbLKYyjpqhnS8jYzk5PHDvI2MpFChwtjZF9BJB+DsUoHixUtiYWFJREQ4sbGx2nHVhYtm7TVz+JgJ7Dl4SvsaNGxsYuzvynIZRydtudGPXbfMO7mU14s9aehLkSyOPUnFxOtMTKzu95Ph64zu91N5Z/2ybGFhwWft21DKRHMWVCqniSEmVvc66VK2FCcvXMHTy3SzyL+vCuU1v3liU8Tu6FiWs+fOJfttUF7/t0E50z1GRoiMkkqoyJTVq1cbbEFMahWNjo5m4cKF2uVJF8PU/gUYMWIECQkJ/PnnnyxdupThw4frdJdNaplM+rdSpUo0btwYgG+++Yb169fz66+/cuiQ4Rk1Dx48yLZt26hUqRKTJmmeR/Z//6d55mTSxEdeXl48efKE69ev069fP8zNzbl27RpXr17l+PHj2i66nomPQjHEysoKpVKp83qfFoHixYpRs3o17RiOiMhImjRswJ1795gxey4z52rytUOb1igUCgICA4mIjMTCwoJWzZvh7x/At0NGcOqMZnxfREQE9na2tGnZPMMxfCjHam3Inc+WiDA/ot9qZsesWKcLANeOreTEjvFcP/Yr5T/6XKfyCmBtW5SmXWdrt/U2IoijW8ZQ3KUeDTpNNkn8isQfcorEH6OF2jSi1o6l1NisyfsXq7ehTkjAqkhBLFXWJMTE8HrjnnTXGVOJYkWpVa0KAYnjgyIiImnasD637rkzbc5Cfp6/GIBP27RKLDdBhEdEYmFhrn08Qqf2mlbmR0+fERIahlqtpl3LZkaPHeCTBo1RKlUEBQYSEaFpfW3VRvNs2x3b/mDxgrns2KaZcKVtu44EJZ4fkZERFC5SlGrVa9KsRSudii1AoUIOjBozzqix1/ukCdZKFUGB/trYm7fSTHa2a/sGli/6hd3bf9ccU7tOBCfO2hsZGY5DkWJUqVZLu63QkGAWzZ1K1eof0X/wGKPGneSTBo1QKlUEBgYSkdii1qpNWwC2b9vMogXz2L5NMza4XbsO2mtTZGQERYoUpVp1zdALN7dDHD92lGlTf6Rnj6/o1eMro48Jrd+giabcBAVo875F6/YA7Ni2iaULZ7Nz+yYAWrf99F25idCUm6rVa5Inb16aNGsJwLMnjwgLDcHMzIzmLdsaOfbEMh/0rsy3bN0BgJ3bNrJs4Sx2pRl7rcTYW2ljD02MvVlL4zwXukSxotSqXlU7jjwiUnOduX3PnemzF/DzvMUAdGzbUnudiYjQfD+1bq65zoydNI1ps+dre/K88fKme+dORok3pZLFivB/1SoRkDgGNCLyLc0b1OXmvQdMnreMaQtXatMmtTInqNV6N6DjE4fDZLSLbFYoXrwYNapXJzDoXTlo3KgRd+7e5ZeZs5g9Zy4A7du1RaFQEBgYSGREBBYWFrRo0SJZ7JrjUhs4rpxOYaYw6Ut8GOmOK97b2rVrmTBhArVq1aJChQq0b6/5wn/8+LHOI1cWLVpE8eLFadasGefOaSpE586d486dO2zfvh3QVPr+/vtv2rdvz7Zt2wgODmbXLk1XOisrKxwdHVmwYAHVq1dn9+7d2vfs3buXTp06sX37dgYPHszhw4eZMGEC/fr145dffjEYt1qtpkePHmzcuBFfX19mzZpF06aarm6jRo3i9OnTnDt3jgULFrB8+XLMzMzYsmUL48aNo02bNgwdOpSmTZsSGhqKSqXi/v37lC9vnFa5cWNGsnj5ryxevpISxYoxcuhg/AP8sbFRUb6cprWzSuVKDBv0LWt++52w8HCmTRpPieLFCA8PR6m0Zt7ipZw4fYayZUoz+6dpqY6VNQarPEpa917OjZNreO5+gtqtR1Gh9hcAFCxeCUurfBQoXjHNbcREhfP07lFe3j9DtYZ9ca7eziTjPQq1aYRDB025cOjQlIBTl4l4/IJoH3+Cr9wCIOj8de6NnEGFOT9gaavk2hdDiXj4LN11xjZh9HAWrlzNghWrKVG8KGOGDMDPPwBblYoKia3kVStVYMTAfvy6YRPh4RHMmDiOksU1rSbNGzUgODiUo6fP4OnlTY/Onfiig3F/iCfJnz8/EydPY/fO7Vy+fJGeX/elRUtNpdjRyYU8efLi6KQ5hi86d8XX14flSxfi6+PD9J9nZ8tslUny5bfm+0kz2bd7M9cun6drr29pmlgJcHQsR548eSnrqGmJ+OzL7vj5erNq2Vz8fL358acFWFhYEBkZwZWLZ/jn2iU6fNaV+o2am+y5xPnz52fS5Kns3rmDy5cv0uvrPrRsqZkozNHJOTHvNS1IX3b+Cl9fH5YtXYSvjw8//TwTCwsLnj55wupfVxAbG6szJr50GeM9rxIgX/78/PDjDPbs2sqVSxfo3quftvKYVG6S8v7zzt3w8/Vm5dL5+Pr6MGXGXG256T9oBADbt/xOnrx5GTPuR8o66vcsydrYrbWxX710nu69+tFML3ZNDJ06d8PP14dfl87H19ebKTPmaWPvN2h4YuwbyJs3H6PHTTZq7ONHD2fhitUsXL6aEsWKMnrIQPwCArC1UVGhXNJ1piIjBvZj1W+bCAsP56dJ764z5ZydOHTkGINGj6N18ybUr1ubcgZaSY3lxxGDmLfqN+b++hslixXm+0F98fUPxFalpKKL5tErnl4+HD+vacVXq9Vs3XeQNk0aYGFuzpWbd3j8/CUAB4+dxk6lpHQJ4/U0Su6778aydNkylixbRvHixRk+bCj+/gHY2NhQPrG1s3LlygwZPIi169YTHh7OlMk/UqK4pqX5jZcXZ86c0R7X7t1/0rx5M+muK7KFQv2/dhtE5FgrVqxg2LBhesuVSiWBgYFpzmSbE7x8ZLib8L9dSecKLN6fMy8TozoqOGhZLv2E/0LtYh/w5oHxu/EaQ9FyVXnw5FX6Cf+FyjmW4Paj9xtK8G9R1bkQj568yO4wMsXZsRTuj403bt2YKjoV5d5j0z1mJKtVciqC58M72R1GphRzqYKf+5XsDiNTClaszbMnxn8EkzGUcTTdTYP3ETJ/pEn3p/puiUn3979GuuOKf4XAwEDmzp3LmjVriIqKIjo6Gj8/P0aOHEloaCjBwcHZHaIQQgghhBAiC0h3XPGv4O3tzcuXLylRooR2/GSBAgUoUaIEzZs3xz5xdkAhhBBCCCFSknGaOYtUQsW/QsWKFfn999+ZP38++/fvx8LCgqioKKytrbVjRIUQQgghhBA5n1RCxb9G79696d27d3aHIYQQQgghchoTTeYmsoZ8WkIIIYQQQgghTEYqoUIIIYQQQgghTEa64wohhBBCCCFyNIVCJibKSaQlVAghhBBCCCGEyUhLqBBCCCGEECJnk4mJchT5tIQQQgghhBBCmIxUQoUQQgghhBA5msJMYdLX/6odO3akm+batWsfvB+phAohhBBCCCGEYMGCBemmCQ8PZ8+ePR+0H6mECiGEEEIIIXI2hZlpX/9hZcqUYdGiRR+0DZmYSAghhBBCCCH+g44ePcrnn39OZGSkdpm5uXm678uTJ88H7fe/XY0XQgghhBBC5HxmCtO+3kNERAR9+vRh9OjRNG/eHFdX11TTzp07F4VCofP6559/3ns7GdWiRQsuX75MuXLlUKvVAKjV6nRfjRs3/qD9SiVUCCGEEEIIIYykX79+3Lp1i0WLFtG8eXM+/fRTbt26ZTDtnj17KFWqlPbVrFkzatas+d7beR8VK1bk4sWLVKxYUVsRTU3evHlp3749v/322wftUyqhQgghhBBCCGEEr1+/ZufOnRQqVAiAwoULExsby/Lly/XS3rlzh9atW/P8+XPt69ixY++9ncxQqVQcOHCApk2bkpCQkOorPDyc/fv3a+PILKmECiGEEEIIIXI0hcLMpK+MOnfuHGq1mly5cuksP336tF7azZs38/PPP+Pg4EDbtm3Zt29fpraTWWXKlGHdunVZtr20SCVUCCGEEEIIId5DdHQ0oaGhOq/o6Gi9dK9fvwb0J/vx9PTU+VutVrNt2zbi4+Px9fXF1dWVTp06MXz48PfazocqXbp0htK5ubl90H5kdlwhTKSkc4XsDiHTRnXMuQ9lbhf7ILtDyLSi5apmdwiZVs6xRHaHkGlVnT+si1F2cnYsld0hZFpFp6LZHUKmVXIqkt0hfJBiLlWyO4RMK1ixdnaHkGllHJ2yO4T/Le85WdCHmjVrFtOnT9dZNnXqVKZNm6azLDY2NsPbvHHjBt7e3ty7d4/ff/8dV1dXli9fTr9+/d5rOx/q1atXuLm5ERAQQGxsrN440dDQULZv366tGGeGVEKFMJHnjx9mdwiZUtrJhSdPn2Z3GJniWLYsbx7czu4wMqVouaoctCyX3WFkSrvYB9x45J/dYWRKDecCuD9+k91hZEpFp6L88zAgu8PIlJou9jk638OuHsruMDLN+qO2vH54N7vDyJTiLpWJWD0pu8PIlHwDf+Hag6DsDiNT/q+cbXaH8K8wYcIExowZo7PMyspKL13x4sUB9CpyxYoV0/lboVBgb2+Pvb09lSpVokuXLqxYsYJhw4bx4MGDDG/nQ+3Zs4fu3bsbvdIr3XGFEEIIIYQQOZrCzMykLysrK5RKpc7LUCW0QYMGAERFReksb9iwIQEBAWzcuJHAwECDxzRkyBDs7OyoWrVqmtvJSt999x0xMTHpPqLlQ0lLqBBCCCGEEEIYQenSpenSpQt372p6HAQHB2NhYcHQoUMZMmQIO3fupGvXrmzZsoUGDRpga2vL7NmzqVy5Ms+ePaNLly5UqKAZ0pXadrKSj48PpUqVonPnzuTLl09vvVqtJjg4mC1btnzQfqQSKoQQQgghhMjZFP/e+SvWrVvHwIEDGTx4MB4eHri6ulKjRg3q1avHwYMHqVevHmZmZtSuXZstW7ZQp04dunbtSv369XUewZLadrJS/fr1GTJkCJ999lma6Tp27PhB+5FKqBBCCCGEEEIYibW1NVu3btVbPnLkSEaOHKn9e9GiRSxatOi9t5OVkiZcatu2rd7jYJK7e/cuTZs2zfR+pBIqhBBCCCGEyNnMZKqbrPD9999z7949ypUrR5kyZfTWq9VqQkJCuHPnDiNGjMj0fqQSKoQQQgghhBCCU6dOoUjs2vzy5UuDadRqtTZNZkklVAghhBBCCCEEoP8YGGOQSqgQQgghhBAiZ/sXT0yUk1SvXp0pU6ZgY2OTamtnWFgYU6dO/aD9SCVUCCGEEEIIIQRbtmzRPhImLU5OTh+0H6mECiGEEEIIIXI0hUxMlCWSV0A9PT3x8/OjevXqgOYZooUKFUKhUFC+fPkP2o98WkIIIYQQQgghADh8+DCVK1emZMmSfPrpp9rlAQEBfPHFF1y7du2D9yEtoUIIIYQQQoicTSFta1nh6NGjtG/fnvj4eEB3kqKKFSuycOFCqlevzqlTp7QtpJkhn5YQQgghhBBCCCZOnMjHH3/MvHnzWLt2LXZ2djrrS5cuTf78+Zk0adIH7UdaQoUQQgghhBA5m5nMjpsVQkNDuXr1qvbvdevW6ay/ceMGb968ISIi4oP2Iy2hOdSlS5fo3bs3CoUChUKBi4sLmzZtIiwszOSx3LhxA0dHRxQKBX369DGYZs+ePXz88cfaeJs0aUL79u0pV64cXbp04ciRIyaNefXq1SiVStauXauz/M2bNzx//tyksQghhBBCCPFvYGFhwYULF7R/Jz2mRa1Ws2XLFjp06ACA2QdOBCUtoTlU3bp1KVCgAJs2bQKgS5cufP3119kSS40aNahXrx5Pnz5NNc3nn39OYGAgly5dAmDq1Kk0btyYp0+f0qhRI3bt2sWgQYP49ddfTRKzm5sbYWFhuLq68u233wIQFxdH165d+emnnyhdurRJ4khNYGAQK1evpoC9Pf4BAYwdNZI8efLopTvkdhh3d3dCQkNp06oV9T6uC0B8fDyr1qzjxMmT5MuXjxHDhvJ/tWqa9Bjc3d3Zt3cvlpaWFC1WjB49ehhMFx8fz6pVq7AwN8fT05P+335LyZIl011nLIFBQSxds4GC9nb4BQTyw4jBBvP+78PHuOtxn5DQMNq1bM4ndT/SWf/27VsOHj1BVFQUlSuWp3rlSkaNO0m+cmVx+mEAYe5PeDp/rcE0Jfp1xrZeTXLZ2/Jq/S58DhzP0Dpje+Bxh0P7dmBpaUnhoiX4svs3qaYNCw3Bdf9OPF+9YPSEn7XLE+Lj+X3NYszNzfHyfEWv/sMpVqK00WO/736X/ft2J5b34nzVvbfBdPHx8axbvQwLCwveeL6mT7/BlChZSieNn68PRw8fxMbWlkqVq1OqdBmjx//Q4w6H/tqORVLed+uXatqw0BDc9u/E8/VzRo3/Rbs8Li6Osydc+XvvVhb8us3oMSfJiXnvHxzK/E17KGinwi8whCkDupE3t5VOmrj4eBZu3ofr+evkz5ubid904eOq72ajjIuL5+9zV9l86CS7504wSpyGBAYFsXz1eu330/cjhxq8Rh48fJS77onXyFbNqV+3tnbd6g2b2LnnL+3ftWvVYNa0H40eu39EFPNO3qRg/tz4hUcxteX/kTeX/k/hxWdus+naQ+3f9UsXZtnnnwAQG5/AQfcXbLr+kD19Whk95pQeetzG9a/tWFpa4lC0BF90659q2rDQEA4f2IHnq+eMHD9Tuzw6OoqNqxdw5cIJbGzt6Td0AhUq1zBF+EalkDGhWaJz5840aNCAKlWqULZsWR48eEDVqlV59uwZkZGRqNVqFAoFjRo1+qD9yKeVg1lYWBj8f3YwNzdPN42hGMuWLcv8+fMBWLVqlckqoXPnzmX8+PHMmzcPgNjYWPr06cPZs2dNsv/0zF2wEKVSyaAB3/Li5UtW/LpKL83de/dYunwF/fr2oUWzZvwyew6vPT0B2LZjJ48ePyJP3jz4+Poy/edf8PbxMVn8kRERTJ82jfqffMKAAQPYsnkzR48eNZh2186d3L51i4GDBuFQuDDTp03TDoZPa52xzFy4DJV1fob278Pzl69Ysnq9Xpo77h4sXLmGAb170qppY6bPXcArzzfa9Z5vvBg6bhJ2tjb07PKFSSqgCktLSo/oTb3TWyneqxNmloavCbb1a1Fl5U/cnzCf13/so+b2xeRzLp3uOmOLjIxg3k/jqFO/MV9/O4LdW9dz6thBg2kvnTvJLz+OZM/234kI1+398dfuzdy9dZ3eA0ZRqHBR5v40jvj4OKPH/stPk6j3SUO+GTCU7Vt+58RRN4Np9+zaxp1bN+g3YBiFHAoz86eJOmX6+tVLTJ30HZ80bELb9p1MUgGNjIxg3ozvqVO/CV/3H8mfW9dzOpW8v3z+BL9MHsGeHRt08v7xg3ssmzeFNctm4f3mtdFjTpJT837Kqi2orPMxtmcnnnp6M3fjn3ppfvvrKB7PXpE3jxVe/kF8t+g33vgFAnD38QsmrtjEz+t28Mrb32hxGjJr4VKUSmuGfNuX5y9fsXTVOr00d+55sGjFar7t04tWzRrz0xzda+T1G7dwKFRQ+2rVrIlJYp/segVV7lx817g6TwJCmXPihsF0l174UESZV/vqUElzs+KOVwATD13mp6PXeRUUbpKYk4uMjGDBz99Ru34TevYfxZ5t6zh9/G+DaS+fP8GsycPZu+M3IiJCddbt3rIGuwKFKONYHi/Pl6xeMsMU4YscYsKECTRo0IDbt2/z119/ERwczL1793S639rY2DB79uwP2o9UQv8j1Go1M2bMoFatWvTq1YsmTZpw+fJlnTTXr1+nadOmdOvWjZIlS7Jy5Urtutu3b9O7d2969uyJg4MDLVq04MWLF1kSW8eOHbV3UefNm6edhSsuLo7x48fTqVMnWrVqxaRJk4iPjyc2NpZevXppu/Zu27aNGjVqoFQqmTVrlna7Xl5etGjRgjZt2lC2bFkUCgVRUVFcv36dli1bMnv2bGbM0Fx4+/fvz5YtWwDo27cvlStX5q+//iJv3rwoFAqKFSvGnTt3iImJYfjw4ZQsWZKbN29myfGn5OXlzY2bN1EplQDYqFScPH2GqKgonXSH3A6jVqtRKpWoVCri4uI4dvwEAKVKlmTxgvms/XUlDoUKERMTw+PHT4wSryHnzp0jLCwMlVKJysYGgMNuhn8Yurq6okw8VpVKhZeXF7dv3053nTG88fbh+q07yfJeyfEz54iKjtZJd+DwMdRqNSqlNTYqJXFx8Rw5eRqA6OhoJv0yl3JOTjRtUN9osaakjo3l+dKNvFy7I810Jft3QWFmRox/EDF+gZjlykWxnp+lu87YLp87SXhYKNZKG5QqWwBOHjH846ruJ03o1mewwXXH3P7CWqkCwFppg4+XJ+53DP/QzCoXzp0mPCwUpVKFSmUDwNEjhitxR9wOoFRp4lOpbPD2esPd2zcBePXyBfNmTadz156ULGX8ymeSy+cN5f0Bg2nr1G9K995D9JY7lavE8O+mGzVOQ3Ji3r/29efK3YfY5M8HgI11ftwu/ENUdIxOurLFC7Nh2ih2zRlPkQK2RMfGcv+5poJf2akUvwztZdQ4DXnj7c0/N2/rfD+dOHOOqCjda+TBw0e110iVSklcXBxHT5wC4OHjp7Rq3oSt61dpX41NcK18HRzO5Ze+2OTJBYBtnly43n/J21jdm1QePkF0rFSag/3bal8ty5UAoEoRe2a2rWP0WFNz5fwJvXP11JH9BtPWqd+Urn2G6i2PjY2hRdsv+LL7t4ybtojcefISEx1lYAviv8rKyoqjR48yZcoU7O3tUavV2t/mlpaW9OzZkytXruDi4vJB+5FK6H/EvHnzmDJlCsOHD+ePP/7A2tqaxo0b4+HhAcCrV69o2rQpzs7ObNu2DXNzc4YOHcqNGzcIDAykYcOGxMTEsHnzZsaPH8+xY8cYOHBglsSWJ08eSpTQXOCfPXvGy5cvARg0aBCLFi1i7dq1LFiwgJkzZ7J8+XIsLS3p3ftdd6v4+Hj+/PNPwsLCmDRpEm/eaO62TpgwgZMnT7J9+3bu3LlDlSpVAKhVqxaffPKJTgwbN27U/n/Dhg3cvXuXTz/9lGHDhgGaCnHFihXJlSsXHTt2ZMKECR80LXVaPO7fB3Rbl+Pi4niUohLpcf8+CoVCJ13Sext8ovlCz5MnD+XKaS4SxYsXM0q8hmiPIVnr98OHD/VaMf39/fHz89NJB+Dh4ZHmOmO5d1/T/crcInnex/PwsW5Xc/f7D/XyPum9B9yO8eLVa7x8fOgzdBRzlqwgMvKt0WJOKSEmNs31tnWqo05IgISEd8vqVk93nbE9un8X0O0x8eShBwmptHxbWFjqLQv09yPAz0ev18VDj7tZGKm+B/fdAd3y/vjhA73yHuDvh7+fL+bmFinefw+AzRvXEh0dxcVzZxgxuA+7d2w2atxJHt2/A+hec548SiPvLfXzPq3lxpQT8/7OI80NXIvk15n4eDyevdJJ17x2dQDy5raisqOmJa5UkYLa9ZbZ0APKPekameL76eGTJynSPdC7Ria998yFi6z+bRPd+g5kzqJlvH7zBlO47aVpRbZINo4tLkGNh0+QTrpjj16z+Mxt2q49yFS3q7wM0u1tYWmefT+dHz1IOlffffZP0zpXDZQRS8tcFCqs+T0Q9VbTtbL3wO+MEG02MFOY9vU/zNLSkmnTpuHr68uDBw84f/489+/fJyQkhE2bNuHo6PjB+5BK6H9ATEwMM2dqxgJUqqTpFlixYkWioqK03VEXLFhAaGiotmI1aNAgKlSogI2NDX5+foSFhXH8uGZsmK2t5u7bkydZ17JWoEAB7f+9vLx48eIFv/32G2XLlqVAgQLauy1JM3Qlv7D27NmTMmU0d67VarW2hfbp06fEx8fTpEkT3rx5w4oVK7RfiBnpPgwwdOhQzMzM8PX15eBBzd31kydP0q1btw884tT5BwQA+gO+A4MCdf4OCAjQDhbXpgnU/TIF8PX1o1KlipQuVUpvnbEE+Gu6h5kliy8uLk5v4qyApGNNcRxBgYFprjMW/4DAxH3q5n1AUJBeOr28T0xz/Ow5AL4bNoiObVrhdvwUazZtMVbI7y13MQdNRTMZq8IF011nbIEBfgA6+RoXF0tYWGhqb0ljG7qfX3BQQBZEmNZ+/fX2ayj2gAD98wIgKDCAyMgIrl+9hL19AcZPnkGx4iXZsmk958+eMmrsAEGpxh9i9H1/qJyY975BwYkx68biH5x6WffyD6K6SxkcixcxSkwZpb1Gpvx+Ckz/Gpl0HT174RLx8fH4+vtz5MQpBo36nsdPnxkxag3fcM3NwJRlwD9CtxXwxCNP4hLUeIe95YD7C7pvPs4D32Cjx5cRQYnXODOzlNfJ9z9XPe7+w5xpo4iJjuLpI/csi1H873F2dubjjz/GxcUFK6t3Y9dHjhz5QduViYn+Ax49ekRIiOYCZW1tDaAtREkTBV28eBHQVBQAfvjhB3744QftNu7evYulpSWrV6/WdltNSpsVopN1d7S1teXatWuo1Wp8fHwYNWoUAHXq1CFfvnwG35/8yy4mRtOlqXfv3pw9e5YbN25Qs2ZN1q9fj+V73qkvVaoUrVu35tChQ6xZs4YOHToQFRWFTWIX09SOJTpF983kJ216ElJUAlJNF59+ujdeXrx89YqlixZkeP+ZceHCBZ2JqTJ8DGmky+g2slJWxJ007snC3Jz6df6PZWt+4/ylK4walPrkESaV1g2YDN6cyQpXL57h+dNH2r+z4vM2VZm5fPEcz54+TrbfjI1TTis+Hy8v4uPjMTM3x8zMjNp163PpwlmuXDpH/QaNPzRkHVcvnubFs+R5b9xx1lkpp+e9JhZ1+omSee3jz7M3PmycPjrLY3lfWXGNXDp3JgGBgXg8eMTeAwd59uIlGzZv45cpE7MqTMMxqTOW7xu6NsEvPIq73oFs++cRjwNCWXnhHks+M93wiiTXLp3mxdN3EyRl5TWuaPHSVKxSi2eP7/P3ns3U/aQ5ZZzKp//GfzOZmChTvL29Wbp0KQDDhg3j2LFjaaZPSEjgyZMnrFy5kiVLlmR6v1IJ/R8WExPD7t27td1Q4V0LYFJXpaRKWVKl6datWwa3FRYWRu/evenSpQvffPMNZ8+e1fYPzwpJFRgHBwdcXFy4c0fT5SQyMpKFCxe+1zTQSXH169eP+Ph4Ro4cSXh4ON27d6d06dLUrl07nS3oGjBgAIcOHcLV1ZXNmzfTsGHDNNPPmjWL6dN1x0ZNnTqVPj27Z2h/9okPBU6Zv3aJLdDav+3t8PPTnZDCNkWaNevW88N3YylRvHiG9p1Zly5eNHjRSn4EFhYW2psgSexSOVZbW9s01xmLvZ2twX3apbjpYG9ni6+/v8E08XGacys8MpIyJTXdzEPCTD+BRWqi3/iSp6Rua0q0j3+667La1UtnOHPcVW958ry3sLAkf4oykxZb+wJ62wCwsbUzlDzTLl88x8njh/VXpIjd2lqps9rO3l6TDP344hInT4pMnPjBzk5zLGGhGW8Jzqhrl85y5sQhA2tS5r3SQJrsldPzHqCgTWJsKb5C7W0M5/eirX8xY3APShctZJR43keq10hbmxTp7PSvkYlpVEprVEprypYuRatmjZk4fSZvvLyNFnOSgvlyA/plwD5xeRKbPFbY5LHCuaCK9hVLMXLfOV4FZ881/Nql05w1cK4mz/7MnqsqGzu69x1OXFwshw/sxMvzZc6vhIpMad26tfZ396FDh7T/Nza5ZfA/bM+ePYCmGT3px39Sd8jIyEhA83gVgKpVqwKwe/dubTfIpPRv3ryhZcuW+Pj4MHXq1CyP8+LFiwQldtP5/vvvUSgUVKhQAdBUjl1d3/1QfZ/xgLt372bAgAFcu3YNFxcX4uPjOXXqVKrpU3YdStK+fXuKFStGQkICP/74I23btk1zvxMmTCAkJETnNWFCxqfPr1BB8yUQG/tubJ+5uTmOZcty9tx53nh5adKVL09CQoLO2KdyLs7a/x9yO0yd2h9Rt05t1Go1p84Yb+bfMWPHcsjVVfsaPny43jE4Ojpibm5OZGQkx48dIzIyEgcHB+zt7XXSAbiUK5fmOmOpVF7T7Ts2TjfvncuW4fT5i/w/e/cdFcXVBnD4txRRpKOCYEER7MauscXejWkaS4waWyyxxMTeSzTGrrHEns/ee+8VewcBsQGiSK8iZb8/FlYWFkFgISTvc84cZefu3JfL7N25c8v4Jl4oVSjnTEKCUqPsyzmXAaC0g+oRMiEhoejr66sWtipqq7OYM8L2q1YYl1Y1iINdbqPQ10eRrNcz5Pq9dPdlt0EjJrD14CX11nfIKEA1tCyJg6MT+voGREdFcv7UEaKjPvxg7MJFbLG0KqRxDABH5wrZGvvQn8ew59AZ9TZwyM+A5vle2rEM+vr6REdFcebUMaKjoihSxBYr60Kpzmkn5/IUK1YCAwNDIiMjiI2NVc9LtrXL/rncA0dMYMuBy+qt7+BRqeJ3cHR+X/an0y/7nJLXyx6gcuKK0++SjSbS19ejbEl7Tl67g0+yGz97zlyhYdWKNKpeCaVSyXEX3S6ylZ4K5VT1b8rvpzKlS3Pu0hV1Y1JVR2p+P5VzKpPqeAYGBnzRvg0li+v2RilAFTvVjYh3yUYRGegpKFfEgpMePlobmob6enxbtQylrXLnhsyPwyexab+LeuszaAwAcbHvF7EqWfr9Z/XC6cMf/Vlt2FR1TVO0mG4ff5YjFIqc3f4lQkJC1IsPJf9/eltWSSM0D0s+HDblyqkvXrxg1KhR2Nvbkz9/fkaNUl1kJM3jfPDgAUZGRurXf/31V/T19QkNDaVNmzasX7+eESNG4O7uzpUrV9SNqWnTprFtm2r1zejoaPXxkoaIfGioSPIvo6T/h4SEMGKEaojRoEGD1P+vWLEijRs3BuCHH35gzZo1LF++nMOHD2s9lrZjHzp0iC1btlCxYkXGjx8PQM2aNTXSJH9f4cKquW8vX75kx44d6g+Yvr4+ffqonpnXpk0b8uXLl+bvCKqht2ZmZhrbxwzHLWZvT7WqVdVzbCIjo2j8WSPuP3jIjFmzmTVHNY+3fdu2KBQKAoOCiIyMxMDAgJYtmgPw5OlT/lq9hg1/b6RL9x581blLjq6O27BRI8zMzAhKjA1UZQewZfNm5s2bx5YtqucItmvXjqDEeZ5RkZEULVpUPTf5Q/t0obi9HTU+qUxgsrJv2qg+dx+6MuX3+cyYuxCAjm1aJZZ9MBGRURgY6NM68REDX7ZX/Z6eT54SGhaOUqmkXctmOos5JUXifGlF4oV0kTafUWPbYqptnA/A85VbUCYkYFS0MIbmpiS8e4fPht3p7tO1Txs0xdTMQjVHL1J1MdisVUcAdm1dx7IFM9i9db06fdIwzJQL0LRs9xXBQaqL+KioCGyK2lPpk5o6jb1+wyaYmZkTHBxIZGLsLVq3B2Dblr9ZPH8227eqnuncum1H9bzmqMhIbIvaUaVqdQoYG9OkWUsAnnp5Eh4Wip6eHs1bfvimV3ao26AZpmYWhAQFqMu+aWLZ7966juULprN723p1em31p+pn1XeSUpmQrSNlPiQvln3JokWoXclZPQc0IvotrT6tzu1HXoxZvIFxf/4PAM8XL1mwaR/Ldx6m1eBJNO4/Tr06LqgWMwLVMNOcKu/i9nZUr1pFPb8zMiqKpo0acO+hK9Nmz2XGHwsA6ND2fR0ZGRmFgYEBrZs3BeCX8VOYOnsu/okjeV76vaJrp690HntJS1PqlChCQITqeikiJo5WZYtzyyeAUQddGHdI9cSAATvOMerAFV6Fq27We4dE8EPt9zc/45Kud3Kw3JPUSfysBgcHJvusfgHAnm1rWbFwGnu2rVWnT1qwKPnCRbeuX2T8iJ68SBySHx4WSo06jSjlKL2g/1UHDhzg22+/pXPnzuzbp3p+b6NGjejRowc9e/ZMtfXo0YOGDRtmOV8ZjptHubi4aDxTc/ny5Xh7e2NoaEhQUBCnT58mMjISOzs7AMaNG0dsbCxz5sxhz549BAcHc+TIESpUUPUQVK5cmT179jB69Gju3bvHsmXL+OOPP6hZsyYODg5UrlwZb29vwsLCWLhwIW3atCEiIoLbt28THh7OpUuXANXcwDt37qRqKOzZs4e1a99XjCNGjKBcuXK4u7tTpkwZjh49SqtWmg993rp1KwMHDuTYsWOMHTuWPn36MHPmTGJjY1m3bp063YYNGzQuhjZs2EDDhg1RKpV0796dDRs24O/vz6xZs2jatCm3bt1SPw/00qVL3L59m2rVqrF06VIGDx7M6NGjWbZsmUbPaN++fZkxYwbdu3fPyp8tw34dOYLFS/5k0ZKlFCtmz9DBgwgIDMTCwoJyzqovw8qVKjL4xwGsWrOWiIgIJk8YT/FixYiKimL6b7OIjo4mOvr9qqylSznkSOwAJiYmTJw4ke07dnDVxYXvv/+elol/3zJlylCgQAHKJK6s1qlzZ/z9/Vm8aBGvX79mxowZ6oWnPrRPV8aO+In5y1Yy78+VFC9mx8+D+vMmIBBLc3PKJ/Y0V6lYnqED+rB83d9EREQyfdwoSiSuPtz8s4aEhIRx4tx5fP1e0b3Tl3zdQfcNCVA1OG06qC70bDo0JfDsVSIfPyfmdQAh11RD7YMv3eThsOmU/300hpZm3Ph6MJEeT9Pdp2sFTUwZOf439u3cyM2rF/m2R3+atFQ1Jko7lqNAAWNKOarO/cfurpw+pnqEyLMnHrhcPE3NOg0xMDTk82+688b/FX8t+Z03/n6MnTZf5+dMQRMTRk+Yzu4dm7nmcpluPfqoGzCOZZwpUMCY0o6qXvavOnXljf8rli2ei7//ayZNn6OOr++PQwHYumk9BYyN+XnUBEo7OmnPNFvjN+XncbPYv/N/3Lx2kc7f9adJC1XZlypTNrHsVfE/9nDlTOIjIZKXfWDAa65cUC1ep1QqObB7E42ats32odCpY8+bZT9tQDdmrt3BzDXbKVm0CON6d+J1UAhWZiZUcixBZPRbRi1aR9TbGKKSPf7EqbjqO93ndYC6V1SpVPL3odO0b1gba/OMD1/PrDEjhrLgzxXMX7qCYvZ2DB80gDeBgVhYmFO+bFIdWYGfBvRl5doNhEdEMm38KIon1pFlnRw5dPwkA0f8SqvmTalftzZltfSS6sK01rWYefIWM07cpKSVCeOaV8c/IhorYyMqFVWdqxVtrdhz/yndN57i84olaVzGngq2qn3eIREcd1etYqwENtzwoEOFkqmG9OpKQRNTRoybzf6d/+PW1Qt0+m4AjVt0AKCUYznyFzBWNya9PB5y5sT7z+rVi6eoUacR5hZWvIt5y9QxA6jXqCWFbewY8uu/5DmhHzF1S7xXuXJldccAqDoADhzQ/piu5NIbGZgehTKnb+MIkUd16tSJ7du3pzlsNz3PHnukn+gfyKGMM17JFh3KSxxLl+alu+6eK6pLdmWrcMhQd0OPdaldrDu3PXUzl1TXqjkVwvVxzjwyIrtVKGPHLQ/drgSsK9WdrfN0uYdf1zbHNm8wrdUWHw/dPsZIV4o5VyJy5fjcDiNTCg6YyQ331Cva5wU1y+pubYaseLtrQY7ml//r3F8sLDeEhIR8cIHOjJJbBkKkQalUMn/+fB4+fEhAQADVq1fPdANUCCGEEELokEIvZ7d/qYSEBEaPHk2pUqXU0/aSGzNmDNu3b89yPjIcV4g03Lp1i5EjR+Lq6oqjoyM9e/bM7ZCEEEIIIYTQmTlz5jB37lyUSiWrV69mzpw5Gvvnzp2Lra0t9vb21K+f+UcX/Xub8UJkUYUKFWjYsCGHDh2icOHC6vm1QgghhBBC/ButXbsWpVJJkSJFtD4Vw8TEBEtLy1SPI/xY0hMqRBoKFCjA+fPnczsMIYQQQgiRHj2ZMpUdYmJi8PT0xDFxAcmUTp8+ja+vL2FZfJay9IQKIYQQQgghhMDKyop3796lej0yMpIFCxbw+eefA3zU4we1kZ5QIYQQQgghRN72L14sKCd9/vnnVK5cmdq1a1OiRAmUSiXe3t7cunWL2NhYlEolCoWCdu3aZSkfaYQKIYQQQgghhGD8+PFcvHiRM2fOcPXqVfXrSY1PAAcHB2bNmpWlfOSWgRBCCCGEECJvUyhydvuXypcvH8eOHWP27NnY2dmhVCpRKpUA5M+fn759+3L16lVsbW2zlI/0hAohhBBCCCGEAMDAwIBRo0YxatQovLy8eP36NQULFqR8+fLky5cve/LIlqMIIYQQQgghRG7RkwGeuuDo6Kh1pdxhw4axaNGiTB9XGqFCCCGEEEII8R/06tUrFi9eDMCQIUM4efLkB9MnJCTg5eXFsmXLpBEqhBBCCCGEEOLjtG7dmvv37wNw+PBh9f91TRqhQgghhBBCiLztX7xYkC6FhISoFx5K/v/0KLJY3tIIFUIIIYQQQoj/oL///puWLVvSsWNHxo0bR7Vq1WjUqBElS5ZET8s824SEBJ49e8bFixezlK80QoUQQgghhBB5m0IWJsqMpUuXEhsbS6dOnfjkk09o164dBw4cSPd9bdu2zVK+8tcSQgghhBBCiP+gkydPolQqMTIyAmD16tUZet+6deuylK80QoUQQgghhBB5m55ezm7/EkWKFOHRo0d06NABQP3vhyQkJFCjRo0s5SvDcYUQQgghhBDiPyhfvnyMHTsWc3NzAJ4+fcoPP/yQZvqEhAQ8PDzw8/PLUr7SCBVCCCGEEELkbbI6bqZ8/fXXTJ06VWO12w0bNnzwPUqlMsur4yqUGV2HVwghhBBCCCH+gd4eW5Oj+eVv1SdH89OVsLAwGjRowIMHDz7qfQqFgvj4+EznKz2hQuSQ8BtHczuETDGt2ZpbHoG5HUamVHe2xt3LO7fDyJSyjsW57RmQ22FkSjWnQhwyLJvbYWRKu1h37nn653YYmVLFqQiBDy7ndhiZYl2pHq/dbuZ2GJliU74G191DcjuMTKtV1gJvT9fcDiNTijtV4ImXV26HkSmlHR0Jvnsut8PIFMtPPsvtELST1XEzxczMDBcXF06fPk1AQADTpk1j8uTJaaZXKpW4u7szd+7cLOUrjVAhhBBCCCGE+A9avHgx48aN49KlS7Rv3549e/bQs2fPdN9382bWbhzKLQMhhBBCCCGE+A9asGABUVFR3LlzB4B9+/Zl6H3Hjx/PUr7SCBVCCCGEEELkbQpFzm7/ElFRUYwZM4a2bdsCMHDgwAy9r1evXlnKV4bjCiGEEEIIIcR/kK2tLZ9++ilubm64ublx9uxZLly4QFpr1yYkJODq6sqmTZtYv359pvOVRqgQQgghhBAib9OTAZ6ZUa5cOb744guN1xo3bqzzfOWvJYQQQgghhBD/QWPGjEFfXx+lUvlRW1ZJT6gQQgghhBAiT1P+i+Zp5qRq1apx4sQJlixZQmBgIDdv3qRGjRppplcqlbx48YLnz59nKV9phAohhBBCCCHEf9Rnn33GZ5+pnv9aq1Ytzpw588H0MTExODo6ZilPaYQKIYQQQggh8jaFzDLMDitXrkw3jZGREfv3789SPvLXEkIIIYQQQghB9erVAXj37h2XLl3i4MGD6n1ubm6Eh4drpMssaYQKIYQQQggh8jaFXs5u/2KrV6/Gzs6ORo0aMWjQIPXrlpaWfP/991nuBQVphAohhBBCCCGEALZs2UL//v0JCgpKtQqura0tq1evpnv37unOG02PNEKFEEIIIYQQQjBjxgy6devGjh07OHHiBIULF9bYb21tjYmJCVOmTMlSPrIwkRBCCCGEECJPk0e0ZI+EhAQ2btyo/jlfvnwa+0+ePMnr16+JjIzMUj55tif0yJEjVK1aFYVCgUKhYPDgwRr7161bh4ODAzVr1uT48eO5FGXGxMfHc+3atQyl3bt3L+3ataN06dI0aNCAdu3a8csvv3Dy5EnGjh2r40h1b/369eq/6dmzZzN1jJUrV2JmZsaqVasylN7T0xMnJycUCgW9evVKN/3ly5czFZcQQgghhBD/ZIaGhmzevFk9FFeR2Lj39/dn5syZfPPNNwAUKFAgS/nk2Z7QNm3aUKJECSpVqgTAsmXLqFmzJr179wagd+/ehISE4OzsTMuWLXMz1HRNmDABIyMjateunWaa6Ohounfvzp49e/j222+5fv061tbWAJw5c4auXbtSt27dnApZZ77//nv13zCzjh49Snh4OEeOHKFfv37ppndycuLTTz/l8ePH6aZduXIlV65coV69elmKMT0BIWHM/XsXhS3NeRMcyqT+3TDOb6SRJi4+nvkb93Dk4g1MjAswrk9nPq1SXr1/z+nL3PV4Skh4BF80qUfjmpV1GnNKHm73ObxvKwaGhtjaFeebrn3STBseFsrR/dvx9XnG8DEz1a/HxcVx4fQRDu7ZzLzlW3IibADcXB+yb+8uDA0NsbOzp2v377Wmi4+PZ9WKP9E3MOClrw8/9B1A8RIlU6W7fs2FlcuXsnrdRi1HyV7ubvc5vHcbhknl3u2HNNOGh4VyZP92fL2fM2LsDPXrCfHxrP9rIfr6+vj5etOj70/YF3fQeewFy5amzOj+hLt68WSu9ptIxft0wrJedfJZW+K9ZgevD5zK0D5dc3e7z8G92zE0NKSoXXE6ddNej8XHx7Pur0Xo6xvg5+vN930HUyyxbN/4v2bVsrkUK+GA5yNXun3fn/KVPtFp3IHBoSxYs4nC1pa8CQxm3OAfMC6QP1W6uLg4jpy9zOb9R9my+DeNfVv2H2PL/qPExcfxQ6eOfNO2uU5jfh97CItXbaCQtRUBgUGM/mmA1tgPHD/NfTcPQsPDad+iCQ3r1AQg5t07/ly3iXfvYvHz96dpg0/p2KpZjsSexMPtHkf3bcHAMB+2dsX5qmvfNNOGh4Vy7MBWXno/Y+iYWVrT3L5+kb9XzmXB6r06ihiCgoNZunI1haytCQgM5NdhQ7RejB46epyHbo8IDQujbasW1K9bJ1WagIBA+g4exorF87G1KaKzmNWxBwWxYsUKrAsVIjAggBEjRmiN/cjRo7i6uhIWGkrr1q359NNPM7RP1wJDQpm/diuFrSx4ExTC+EE9Mc6v/fN6+LwLmw4cZ9uCaRr7lmzcyab97ztnPq1WiQVjh+o89hzxL18sKKf06dOH7777jp9++omSJUvi4eGBubk5ERERACiVShQKBW3atMlSPnn6r1WwYEHatWunrkAGDhzI9evX1fstLS0pWLBgboWXIUuXLuX3339PN12/fv3Ys2cPVatWZdOmTeoGKECTJk3YtWuX+k5FXqanl/VTcs6cOYwZM4Y//vgjW/Pds2cPw4YNy0poGTZp+f8wNynIyB5f8cTnFXPW70yVZu3e47g98ca4gBF+AUH8Mn8NL98EAnDH3Yvf1m7np64daN+oNmMWr+O5n3+OxA4QFRXJH9N/pU79Jnzfdxi7Nq/h3MlDWtNevXSamROHsnvbOiIjwtWvP3Z/yJI/JvHXklm8eumTU6ETFRXJjKkTqF+/IX37D2TLpr85deKY1rS7dmzl3r079BswCBsbW6ZPnUh8fLxGmvDwMP5cvABSTO7XVex/TBtFnfqN+b7fUHZuXsPZNMrd5eIZZk4Yxu6t6zXKHWDfzo08uHuTnv2HU8TWjjnTRhEfH6ezuBWGhjgM7Um9c5sp1uNL9Ay13x+1rF+Dysum8WjsXHz+t5fqWxdS0Mkh3X26FhUVyexpY6hbvzE9+/3E9s1rOXPysNa0e3du4sHdW/TuP5QitkWZPW2Mumz/mDmWkOAgvv9hME5lKzBzyq8EvHmt09inLf4Lc1MThvXuylNvX+avTn2j5KGHF5MWrGTW8nX4+GnGc/jMRfwDg6hTrRIhYREsWLsZP/8AncacZObCZZiZmfBTnx489fZh4V/rU6W55/qIucvX8GPPrrRu0pDJfyzC29cPgL/+t429R04wtG8Pvv28LfOWr+HclYyNSsoOUVERzJ8xktr1m/Jd3+Hs3rKK86cOak177dIpZk8cwt5ta4mMDNeaJiI8lDV/zkLXNc3seYswMzVlUL8feP7CmyUrUt8wuv/QlYV/rqBfr+9p2awJ02fPxcfXN1W6PxYtJSKLQ/o+xty5czE1M2NA//48f/GCZcuXp0rz4OFDlixZwg+9e9O8eXN+mzULHx+fdPflhClL1mJmasLwXt/yxOclc9ekvjn7wPMJExet5rcVf+Oj5Xv/2l1XbAtbq7d2n+n2prpQiYyMpFevXowYMYLmzZtz5MgRreni4uL49ddfsbGxwdLSkuHDh/Pu3TuNNBUqVFCPGlQoFFSpUiVbYx06dChdu3YlODiYu3fvEh0dTXh4OEqlUt07WqJECWbPnp2lfPJ0IxSgZs2a6iGcMTExfP311/j7p32xPXfuXNq2bcsXX3zBgAEDiIqKUu9bvXo13bp1o2XLlhQpUoQJEyaQkJAAwNmzZzE3N0ehUDBlyhT2799PsWLFaN++PaA6acaMGcOXX35Jq1atGD9+vPpi1M3Njbp169KxY0dsbW2xtbUFVA3Q0aNHo1QqWbZsGZUqVeL06dOpYr569SqbNm0CoH///ujr66dKU79+fT777DOtv7OLiwuWlpYoFAqGDh3KDz/8gI2NDcWKFWPPnj0cOnSITz/9lAIFCtCpUydiY2PV73316hWdO3emV69e1K9fn23btqn3BQYGMmTIEHr37o2TkxNVqlTh1ClVz0NsbCw9evRQf0C2bNlCtWrVMDMzY9Ys7XdwU3rx4gXNmjXD2NiY7t27Exf3/iI4rbhu3rxJy5YtmT17NtOnT1enP3nyJLVr16Zv377qobdWVlZ069ZNI8+EhAQmTJiAubk5FSpU4P79+wDs3r2bPn36EBMTw759+6hUqZLGePns5OMfwLUHHliYqm6gWJiZcPTyTd7GaFZCpYsVZd3UEeyYM46ihayIiY3l0TPVl+Hu01dQKpVYmJpgYWpCXHw8hy5cT5WXrly9dIaI8DBMzSwwM7cE4MzxA1rT1qnflG49B6V6vUzZivz0y1SdxqnNpYvnCQ8Px8zcHHNzCwCOH9PeoDh65CBmZmYAmJmb88rvJffv3dFIs+l/GwgKCtRlyGpXL2ord+0XtXUbNKFrr4Fa9508ug9TM3MATM0seO3ni+v927oJGlDGxvJs8QZerNr2wXQl+nZGoafHu4Bg3r0JQi9fPuy/+yLdfbrmcvEsEeFhmJmZY55Y7qfSKPcTycrWLLFsH96/g/eLpzz18sS4oAkAjk7liHkbneZxsoPvK3+u33PF3EyVp4W5KccvuvA2JkYjXUVnR6YOH6D1GOXLlGJY766MH9yH2p9URKlUEvMuVmva7PTy1Wtu3H2AuampKnYzM05euJQq9gPHT6NUKjE3NcXCzIy4uHiOnr0AwInzl1AoFBgXKEA5J0cAdh48qvPYk1y/dJqI8DBMkn1ezx7fpzVt7frN6NJrsNZ9SXZt+ouQIN3eAHj56hW37tzFPLHeMzcz4/S5C7x9q1nuh46eQKlUYmZmirmZOXFxcRw/fVYjzcEjx/D08tJpvMn5+flx+86d97Gbm3P27Fnevn2rke7okSOJsZthbq6KPena5kP7dM339Ruu33fDwjTx82pmyvGL11Kd85WcSjNtmPYe9UdPntO+SX32/jlLvTWvV1PnsecYhSJnt4/Qp08f7t69y4IFC2jevDkdO3bk7t27qdKNHTuWM2fOYGZmRkhICIsWLWLq1PfXQrdu3SIgIICSJUuqt5RTErNKoVCwadMm1q5dS7Vq1dSdXAqFguLFizNhwgRu3rypbs9kVp5vhAJ07txZvUKTt7c3nTt31miwJJkxYwa//vorv//+O+vXr2ft2rWMHz8egDVr1tCvXz969uzJ8ePHKVq0KDNnzmT79u0ANG7cmE8+UQ2LunPnDn///TdhYWF4enoC8OOPP7JgwQJWrVrFvHnz+O2331i6dCmg6qF98eIFu3bt4s6dO9jb2wMwZMgQatWqBcCgQYN48OABTZs2TRV3UgMUUKfXZvjw4Vpfr1u3LhUrVgRUQ3eTGmi+vr50794dHx8fLl68iI2NDTt37mTfPtWXYExMDM2bN8fLy4v169fTtWtXunbtyu3bqovRL774goMHD7Jy5Uq2b9/O/fv3+eqrr4iJicHQ0JCePXuqY4iPj2fXrl2Eh4czfvx4Xr58mebvkWTz5s3MnDkTMzMzNm/erH4m0YfiqlGjBg0aNNA4zs2bN2nbti16enqsXr2auXPnAtCxY0c2b96skfbw4cPUrl2br7/+Gjc3N/X58dVXX/H555+r3/fgwQO+++67dH+HzLjv+QwAg2Q3G+Li43F76q2RrnmdqgAY5zeikqNqCGjJokUSj/EUhUKBfrIe3vuPn+okXm08H6ka78lvmHh5upGQopcwiYGh4Ue9rkvubq4A6Ou/743z9PBI1cMZGBBAwJs3GukAHrm5qf9/4dwZKlfR7XDK5DwfPQDAwOB9TF4eHyh3g9TlGxTwhsA3rzWOAeDh9iAbI9UuIZ3Gi2WdqigTEiDx5iCAZd2q6e7TNY/EctfXKPdHWs6ZNwS+8ddIB6qyjUu8+RcWGgKgbqg+f5r+NIHMeuChagBo1DVx8Tzyep4qrWEavdOliqu+z5RKJcFh4XTp0AqHYkV1EK2mB+6q797k52lcXDzuKeq5B+6eqrpQ/31d+PCR6r2xsbEolUpCw8IxS7yw93r6Qtehq3m6J35ek9UhTz5QT+pr+bwmcblwgvKVs/bg+Ixwc3MHwMAg+TkTh+djzcak2yP3xHLXT/VeUDVm/V6/xqFECR1HnDymR4Dm5zQuLi7VVBy3R49Sx5743g/t07X7Hk+AFGUfH8+jJ6nPWUMD7Z/XMy63WPy/HXQcOJppf67jhZ9uR1oIFR8fH7Zv306RIqprNFtbW2JjY9XthCSxsbFUr16dGzdu4O7uTocOHQA01kjZvHkz165d49mzZ+ptwADtNwmzqlevXty4cYOIiAh8fX2Jiori+fPnTJs2DSsrqywf/1/RCAWYNGkSXbt2BeDcuXOMHDlSY390dDSzZ88mf/78VK5cGQsLCwoXLszq1asBePpU9cWVdEfL0lJ1V9Ir2V26pCGbXl5ebN++HVdXV06dOsXz589Zu3YtpUuXplChQjg7OwOoj/3kyRP8/PzUY6fnzJnzUb9b8hgsLCw+6r1Jkr6ov/76a4oUKUKZMmUAVbkMGDAAfX19SiR+GSRVyNu3b+fhw4fquarOzs4olUrWrl0LqMrs+fPneHp6qssrLCyMgIAAjTwBvvvuO0qVKgWoLlaeP099kZPSqFGjqFu3rro8kxr86cWVsqd469atxMbGqn/npOPt2bMnVZ5t27bl888/Vzdkk/LMSf5BocD7ieBJAkLC0nyPX0AQVcuWxjHx4s8/OBS9lO8PTvv92S04UHUOKJLNz4iLiyU8PDTHYsiswEBVr6We3vvyU8UeliJdQKp0AMHBqvcHBwXh5vaQ+g0a6TJcDUGBbwDNc0db7Bk7hubXQ0hwzvTmfkh+extVQzMZI9vC6e7TtaA0zveIFOWeVLYpP5vBwYHYFy+JpZU1vt7P8fV5QUyMqndGTy/1yJfs8iYoWBV3inM4MDjko47j+8qfSQtW4Pn0BY+feROdoldMFwICE2NXfDj2gMDgVOWdlKZ6ZdXN2QtXbxCT2JuUvLGqa8GBqlFbilR1zcfVkyHBgXi43aN2fd3PZw0IDAJS1w+BwcGa6YICtfxtVGkSEhLYtHUHPbp8q8NIUwtMvDZJeT4EBQVppgtMHXtSmg/t0zX15zXVd3vGz5czV28RH5/A68BgDp+7Qq/RM/B45p3+G/MKPb2c3TLo4sWLKJXKVKvMnjt3TuNnQ0NDdVtGT0+P1q1bA6g7khISEtiyZQvly5fH2dmZgQMHarQRdMXX15fnz5/z5MkT9QjR7JBnFybSZu3atTx9+hQXFxcWL15MixYtGDduHACurq5ERkZiYGCg7jF0cnIiJiaGsLAwpkyZQuvWrbGxsWHkyJHqhpi2HtUmTZqgp6dHsWLFANi1axdKpZLXr1+rj12nTh31fNSePXsyY8YMTp48ySeffKIxpDUjkjc8s6uy0zYHMum1pC/jpBV7L126xPDhwwkLC6NOnTrkT5wEf+PGDV69eoWvry/r1q1TH0dbmYFmxZlyfPuHYkz6N2nITHpxpWRkZKQRV9J49qSGc0by/BgxMTHqMkwZQ0Z87Afc53UAT1++ZsO0nzN9jKy6fuUcz5++b7AnJGi/k/9P5HL5Ek+evL8TntHY0yvjzZs20LNX2ouMZIfrV87z7Enycs/63z2nz52PomUqQob2ZbNrV87zLJvPmXz5jBg9cTb/W7ecBbMnYWCoulixK6a7nqLs+lsXsrSgdpWKXL55lxv3Xdlz/AzdPm+dLcdOS0Zj/1C6kQP7YJQvH1v2HFTPBS1ub5ct8Wlzw+Ucz594ZCi2j7Fr81906Zm9w/HSEp/Rco9PO93u/Qdp26oF+fNn/HsxO2S0vFOOYMjoPl1LSMj6bN9VM0bzJjiEh55P2X74FF7eL1m5dR/zxgzJhgj/e9K63kt5zZc0bzhlJ4mvlnnSyXl5eWFoaKhej+TUqVPqkYSenp54enry999/c/ToURo2bJil3yWlt2/fMnPmTFavXq0xzdHU1JQ+ffowdepUTExMspTHv6oRmj9/fvbu3Uvt2rV58eIFJ06cUDdCkxoecXFxjBo1Cju71F80ly9fZsGCBRw+fJibN2/i6+urfl9yKRsvSWmioqKYP39+qgbetGnTMDAwYPr06fj7+9OuXTsePXpE8eLFM/R7NWnSRD1s9NatWx9cRTc7JP0+Sf/a2tqycOHCVOkUCgXjxo0jPj6eRYsWsXXrVo33ZSQPXcSVUv/+/VmzZg137twhPj6e27dvq+f26iLOWbNmaYzfB5g8eTIj22ds9eLCluZaX7c2N9X6+oJNe5k+qAcOdjYax3gVoHln2trCLEP5Z8YNlwucP61t3uT78jMwMMTEVHcxZJaLyyVOn0z9GKfkf3oDA0NMU8RuZWWdKh2ApaUV16+54PfyJXt371C/HhkZweVLF6hXP/u+KK67nOf8qdSLGyQ/b1Xlrv3c0cbSulCqYwBYWGZ96E1Wxbz0p0AJzaGeMa8D0t2X3a65XODcKS1zB9Mpd6t0ytbRqRxTflsEwJwZY/HyhHoNUk/RyC6FLC1U/0lxDltZaK+D0mJklI8OzRthZlqQsXOW4v3yVfYE+AHWVonfwynK0ipF/WltZYl/QIDWNFYW5kwaqbr43r7/CFdv3aVJ/dQruGaXmy7nuHA69UJhqT+vGa8nb1+/yGs/Hw7vfT+1JCoynOuXz1CrXpOsBaxFIeu0yt1C42drayv836QsdwtCw8I4evwkYeHhXL1xk1evVRe3R46fpHcPzTUaspuVdVKdrRl7yms6a2tr3rx5o/nexDQf2qdrhZLO7RTxf8x3u7mpCeamJpQpUYx2n33Kz7OX4PM65xYt1LWcfk5oWtd7Ka8vk6+1klHR0dFs3ryZ+fPnq3tCGzVqhK+vL76+vpw+fZqVK1fy9OlTfvrpJ+7cuZPZXyOVmJgYmjRpou70Sf6ZCQsLY+HChZw+fZrz589j+hHXFyn9a4bjJrGxseHAgQOpWudlypTBMHF+WfJhmF5eXsTExLBs2TJGjx7Nt99+S7Vq1T6YR8qhEOXLqx6LERMTo7HalVvi3LBdu3YxefJkzp49i42NDVFRUVy5cgXI2Kqs3bp1w9FRtWjC+vXrtaaJj4/P1hMQ3v9eV65c4dWr9xcVrq6qOXMdOnTgyJEj/P7772n2QupCenGlVKJECU6fPk3+/PkZMWIEFy5c4Ny5cxpzVjMioyv3jh07ltDQUI3tY57hWjlxRc93se97lPX19SjrUIyTV+/gk+zCes/pyzSsVpFG1SuhVCo5fuWW6hhlHEhQKolLdte2oqPuelQGjpjAlgOX1VvfwaMAzYrXwdEZfX0DoqMiOX/6CNFRObci4ocM/3kU+w+fVG+DfhoOQGzs+9760o6O6OvrExUVxelTx4mKiqKIjQ1W1tYa6QCcnMsSFhrKvbu32b5tM9u3qS4OIyMjuXb1SrbGPmjEBLYevKTe+g5RlXtcXPJyd3pf7qfSL/fCRWyxtCqkcQwAR+cK2Rp7Rtl+1Qrj0qobdsEut1Ho66NIdjc55Pq9dPdltyEjxrPj4AX11n/IrwDEJiuzUupyj+LcqaNER0WpyzY2RdmWSVG2fr7e3Lp+hUZNWuFQuoxOfgeASmVVx36X7HOqr6+Pc+kSnL5yHZ9XH3dx+lmdGhQ0LkAJO93PCa1U1gmAd3HJ60l9nEs7cPbyVXwT57pVKutEQoJmXVg+cRGiJLGxcew7epIS9kX5vKXuhrQOGD6JjfuvqrcfBo0BUM8HBihZ+n09eeH04XQ/r+FhIbjeu8G+7evYt101IikqMoJb1y7o5HeoUK4sAO/iNM+ZMqVLc/7iZV76qVYeLl+uLAkJCRo9h2WdnYiOfsuzF95s3raTzdt24p/YoDt55qxO4k2ufLlygOb3kr6+Po6Ojly4eDFZ7OVSxe5ctmy6+3StsrPqvNU85/VwLlWC0y43P/rzamBgwDetm1DKXvef13+rjF7vJY2cTHkDJGmNGG3GjRtH7969GTLkfS+1kZERdnZ21KpVi9GjR/Pw4UMaNWqEu7t7msfJjD/++IOrV6+iVCoxNjbGysoKS0tLTExM0NPTQ6lUcvfuXY0FQDMjTzdCw8LCCA1NPRa+SpUqbN68WaPRYGFhQffu3QEYPXo0CxcuZMOGDaxbtw4jIyN14zGpUZU0xjo4OFjdjZ7WnYyKFSvSuHFjAH744QfWrFnD8uXLOXxY1TP0119/cf78eRo0aMCgQYPQ19dXN3QLF1bNWfLz8+Pq1ata50oaGxuzf/9+HBwcuHr1KsOGDdNY1dfLy4tu3boR+YFlzpMqzKR/kw9LSXotabhq0s/du3fH0tKSiIgIOnTowI4dO5g0aRI+Pj4EBgaqH4czb948FixYoD6eu7s7sbGxGpV0fHx8qp+1SR5X0v9Txv6huLSlDwgIoFWrVkyfPp3FixezYsWKVMMWkvJKK0/Q/Ft5eXlx8+ZNrb+DkZERZmZmGtvHDMctWbQItSs5ExCiOrcjoqJp9WkNbj/yYszidYxbugEAzxe+LNi0l+U7DtFq0AQa9xujXh33m+YNUCgUBISEERH1FgN9fTo00t0d/pTqNmiGqZkFIUEBREWqnivVtFVHAHZvXcfyBdPZvW29Or228lb9nDSEOiFTvdKZ0aBhY8zMzAkOCiIyMfZWbdoBsG3L/1g4bw7btqhWRm7b7nOCE4fIR0VFYlvUjk+qVqdZi1YaDVuAIkVsGP7zKJ3G/mmDppiaWRAcFKgu92aJ5b5r6zqWLZjB7q3r1emThpGmLPeW7b4iOHGVzaioCGyK2lPpE92voKhInEeuSFx4o0ibz6ixbTHVNs4H4PnKLSgTEjAqWhhDc1MS3r3DZ8PudPfpWr0GTTA1Myc4KEB9zjRvpVrIbMfWdSxdMJOdieXeqt2XhCSulpxUtpU/qaE+VlhoCAvmTKZK1Vr0HfgzulTCzpZaVSoQGPy+rmnRoA53XD2YMHcZkxesUKdNasQlJFui/01gMN2HT+Dkpauq90dGYW1hTodm2TssTJvi9kWp+UklAoNCAIiMiqJ5w0+5+/ARk+YsYur8JQB0bN0chUJBYFAIEVFRGBjo07bZ+5Xk4+MTmLt8NQkJCcwc+zNGRvm0ZacTdRo0V9WTwcnryS8A2LNtDSsXTmXvtrXq9Ala6slGzdprNGwBChUpyoDhk3QSczF7e6pX/YSgxPmJkVFRNGnUkHsPHzJt9h/MnKP6rH7epnViuQcTGaWaCtW6eTNsbYpw8uAe9ValkqqHZ96sGWnmmW2xFytGtapVCUqcmxoZGUnjzz7jwYMH/Pbbb+rH5bVr1w6FQkFQUJB6GlfLFi3S3adrJexsqFW5vPrzGhkVTcv6tbnj5sG4+SuZtGi1Oq22zyvAkGnzGTd/Ba8DVN9bvq/e0PPLrD3r8b8so9d7SdecKad4NWrUiMDAQDZs2KAx3W7Hjh0YGxvz22+qZzJfuXJF3bGVXIECBfj555/VC6dml02bNvHnn38SGhpKeHg4AQEBBAYGEhYWRlxcHK9evWLJkiXs2rUrS/nk2UboyZMn+eWXX9iwYQPLly9P1Rjt0KFDqudvLlmyhN69e6Ovr8/UqVO5ePGievXTnj17Ym5ujp6eHk5OTkyaNAljY2OuXbuGvr4+V65c4eHDhwAcO3aMBw80V4rcunUrX375JREREYwdO5YXL14wYsQIQDX/sXnz5nz++efs3r2bNWvW4OSkuos7adIkKlSowJYtWzh+/DglS6Z+0D2ongl07949Zs+ejYuLCxUrVuTTTz+ldevWzJs3jz/++IP69etrfe/Vq1fV8R45cgRPT0/1okkAy5Yt49y5c+qloo8fP46Pjw8WFhYcOXKEWrVqcf/+fcaNG0e5cuVo2bIl1tbWfPvttxgbGxMREcHw4cPVj1NJWsUr+TzRDRs2qBcOSvpZ27zQ5Gk2btyoEXtG4rp16xYXLqjuAF+6dInbt29z6dIlvL29+fzzz1EoFOjp6WFhYUGHDh0ICgrC3d2dS5cuAaoh2Q8ePGDLFtWzt/z8/NQ3KIYPH06dOnW4ePEi8+bNS7fHPCum/fgdweGRzFyzjZJFizDuh84Uty2MlZkJlcqUJDL6LaMWriXqbQyBoeEEhoYTGf0WpxKqYebVyjkyqufXLNq0jx0nLjD35z4aw3V1raCJKT+Pm8WVC6f4a8ksOn/XnyYtVI8zKlWmLAUKGFPKUbVA1GMPV84cV618/OyJBy4XTxMXG8trPx8O7FKtDK1UKjmwexMhwbpfAMLExIRxE6dw4fxZliyaz3ff96ZFS9WXtGMZZwoUMMaxjOrz+3WnLlSpWo2li+fz4vlzps6YnWpV2ZxU0MSUkeN/48qFU6xcPJtve/SnSUtVuZd2LJdY7qq79o/dXTl9TPXYnOTlDvD5N92p9ElN/lryOz4vnjJ22nyd/15F2nyGTQfV0FObDk2xaliLyMfPiXkdQMg1Vd0UfOkmD4dNp/zvoyk5sBs3vh5MpMfTdPfpWkETU34d/xuXL5xmxeLf6dKjH01bqm5cODqqzvfSief7F990o9InNVixZA7eL54xYdo8DAwMiIqK5OypI6xesYAOX3RhzOTfKWBsrPPYJw7tR0hYOL+vWE8JO1tGDfie4kVtsDQ3o6JTaQB8Xvmzaa+qHlQqlWzad4SgkFDy5zfCwsyEGUvXMGr2IrbsP8bCSb9gUlD3cQOMGzaQkLAw/li2muL2RRk5sA/FitpiaW5GBSdVL+8nFcsxvF8vlq3fxJ7DJ5g55mdKJM77vHD1Br8v/YuSxexZNW8mJYul3SuhCwVNTBk+7ndcLpxk9ZKZdPruRz5robp5UcqxHPkLGOOQ+Hn18njI2ROqleufP3Hn6sVTGj2oOWn0z0MJDQ1jwdLlFLe3Z/jgHylmVxQLC3PKlVWd55UrVWDIj/1YuXY9+w8dYer4MRTP4fLV5pdffiE0NJTFS5ZQrFgxhgwZgp2dHRYWFpRN7NGsVKkSgwYOZPXq1Rw4eJCJEyeqe7I+tC8nTB7Sm+CwcGb/9T9K2Nkwul93itvaYGluSgUn1eKPPq/82bhP9WxrpVLJxv3HCExc2LC8owM3HrjTa8xMlm7cRSXn0pR3dMix+HVOoZezWwY5ODjQuXNndWdJSEgIBgYGDB48mEGDBtGrVy/1Y1Zu3bpF7969WbNmDba2thQpUoTGjRtTqlQpzp8/j5OTE+PHjyciQnXjytXVNcOPPswoQ0NDBg4cmOZQ2yJFijB48GD1I+oyS6HMqe4FIXJJdHQ0rVu35vz586n2DRo0iD///DNH4gi/kXPPn8tOpjVbc8sj91dGzYzqzta4e+XNlf/KOhbntqdun/mnK9WcCnHIMGeGqGW3drHu3PPMm3OkqjgVIfDB5dwOI1OsK9XjtZv20SX/dDbla3DdPSS3w8i0WmUt8PbUPp3ln664UwWe5OCzRrNTaUdHgu+eSz/hP5DlJ9qfS5/bIq/szdH8Cn76RYbThoeHM2DAAMzNzXFzc2PChAk0b96cRYsWMX78eGbNmsXXX39NzZo18UscGp6kSpUq3L17lydPntC7d29u3LiBjY0N3bt3p127dtStm7E1RzKqdOnSDBo0iG+++YZixYpp3IRWKpUEBgaydetW5s2bp366SGb8qxYmEkKb/fv38/jxY548eUKxYsWIi4vj2bNnfP3117x4kXPPhBNCCCGEELqh/IjeyZxmamqa6tn0AMOGDVOvfguoV7/VpnTp0qke66ILnTp1YtSoUYwePRpQDTs2NDREoVAQERGhHuKd9ESQzPrn/rWEyCa3bt3CwMAAOzs7DA0NKVCgAGXKlCF//vx06dIlt8MTQgghhBDiH2HSpEnUqVMHZeKc4rdv3xIeHk5YWBgJCao1OipXrszkyZOzlI/0hIp/vXHjxhEZGUnnzp0pXrw4+vr6BAcHM2zYMPViVUIIIYQQIg/L4Ue0/FsVLFiQc+fO8fvvv/Pnn39qPCfUwsKC/v37M3HiRAoWLJilfKQRKv71zM3NWbp0aW6HIYQQQgghxD9evnz5mDhxIhMnTsTDw4OAgADMzc0pX758hh9ZmB5phAohhBBCCCHytH/ynNC8zNnZGWdn52w/rvy1hBBCCCGEEOI/qEuXLlSvXp3q1atTo0YN+vXrl2ZaHx8fxo8fr/Uxix9LGqFCCCGEEEKIvE2hyNntX2LChAncuXOHmJgYVq9ezapVq9JMW6xYMezs7BgyZEiW85VGqBBCCCGEEEL8B7m6ulKtWjVcXFyoVq1auukHDx5MZGQkt2/fzlK+0ggVQgghhBBCiP+gkydPsnz5ckxNTTP8nokTJ7Jy5cos5SsLEwkhhBBCCCHyNlmYKFOePXtG7dq1P+o95cqVw8PDI0v5yl9LCCGEEEIIIf6DIiIiMvW+mJiYLOUrPaFCCCGEEEKIPE35L1osKCe5u7sTFxeHgcHHNQufP3+epXylJ1QIIYQQQggh/oOsrKxYv379R73nxIkTGBsbZylfaYQKIYQQQggh8jaFXs5u/xINGjRg5MiR3LhxI0PpX7x4weDBgylXrlyW8v33lKAQQgghhBBCiAz74YcfCA8Pp2HDhowaNYp79+5pTefh4cGUKVOoUaMGXl5edO7cOUv5ypxQIYQQQgghRJ6mROaEZkbDhg3p1KkTO3bsYN68ecybNw8rKyvs7e0xMzMjNDQUHx8fQkJCAFAqlRQvXpyvv/46S/lKI1QIIYQQQggh/qNWrVrF7du3efz4MQCBgYEEBgaiUChQKpUaafX09Fi/fj0FChTIUp4yHFcIIYQQQggh/qPMzMy4evUqLVq0UL+mSFxtWKFQqP9vZmbG3r17adKkSZbzlEaoEEIIIYQQIk9TKvRydPu3sbS05OjRo2zcuJFGjRphYGCg7gUtXrw4o0eP5sGDB7Rv3z5b8lMoU/axCiGEEEIIIUQeEnL7dI7mZ1GtaY7ml9NiY2MJCAjA0tKS/PnzZ/vxZU6oEDnkhadbboeQKSWcyhN9ZlNuh5EpBZp0556nf26HkSlVnIrg+vhlboeRKRXK2OXpcj9kWDa3w8iUdrHu+D26k9thZErRclWJurAjt8PIFOOGnQi6dyG3w8g0qyoNue4ektthZEqtshZ5uq5xeRSa22FkSt1y5rkdgnb/wt7J3GRoaEjRokV1dnz5awkhhBBCCCGEyDHSEyqEEEIIIYTI05QKeURLXiI9oUIIIYQQQgghcoz0hAohhBBCCCHytH/jirX/ZvLXEkIIIYQQQgiRY6QRKoQQQgghhMjbFIqc3f7j5s2bl6X3y3BcIYQQQgghhBAAbN26lQMHDhAYGEhsbCxKpVJjf1hYGPfv32fkyJGZzkMaoUIIIYQQQgghmDRpEjNnzvxgGqVSiSKLvcHSCBVCCCGEEELkabIwUfZYtmxZqp5PXZBGqBBCCCGEEEIIlEolrVu3ZsiQIRQsWFDr/pCQEKZOnZqlfKQRKoQQQgghhMjTlMhiQdmhY8eOtGnThrZt234wXZUqVbKUj/RbCyGEEEIIIYTgt99+Y+nSpbi7u6eZJiwsjHHjxmUpH+kJFUIIIYQQQuRpMic0e9jb2wNQoUKFdNNu3bo10/lII1QIIYQQQgghhHrl2/QWJ5LVcYXOeXp6smTJEo4cOYKxsTF2dnYUKlSI9u3b4+LiwuTJk7GwsMjtMNUuX75MvXr1cjsMIYQQQgiRU7LYKBLvyeq4ItetW7eOwYMHU6hQIbZt28ann34KwOvXr+nfvz/79+9n8uTJuRzle3fv3qVPnz64ubnldihZEhQczJ8rV1HI2pqAwEB+GfYTBQoUSJXu8NHjPHBzIywsnLatWlCvbp1UaQICAuk3eCjLF8/H1sYmJ8InIDSC37cdpYiFKf4h4Uz9/nOM8+fTSBMXn8DcHcc4dO0+JvmNmNi9HfUqlgEgJjaOeTuP8y42Dt/AEFrVqMg3jWrkSOwA7m73Obh3O4aGhhS1K06nbr21pouPj2fdX4vQ1zfAz9eb7/sOplhxBwDe+L9m1bK5FCvhgOcjV7p935/ylT7ReeyPXB+wf+9ODA0NsbMvxrfdeqYZ++qVSzAwMOClrw+9+gykeImSGmne+L/mxLFDWFhaUrFSVUo6lNJp7Hm53AuWLU2Z0f0Jd/XiydxVWtMU79MJy3rVyWdtifeaHbw+cCpD+3QpMDiEJavWUcjKioCgIEb9NBDjAvlTpTt4/BT33dwJDQunfcumNKhTC4Dot29ZsX4jBvoGJCgT8H8TyIgf+1DI2krnsQeEhjNnyyGKWJjhHxLGlF5fYpzfSCNNXHw8c7cd4bDLHUwK5GdCj47Uq+SkkSbqbQx7L94k6u07qjqVpGZZ3Z7nAIHBocxft4XCVha8CQph/MBeWss9Li6Ow+eusPnAMbYunKH1WP6BwXw3cjIb5kyiaJFCug5dzcPtHkf3bcHAMB+2dsX5qmvfNNOGh4Vy7MBWXno/Y+iYWVrT3L5+kb9XzmXB6r06ivi9vFzXeLrd49j+zRgY5sPGrjhfdumXZtqIsBCOH9jGS5+nDBk9W2PflF968dTTVf1z555DaPfV9zqLW+QdX3zxBWvXrv1gB1NERAS9e2v/3GSUDJ4WaTp+/Dh9+/bl7du37N69W90ABbCxsWHbtm1UqlQpFyPU9OjRIzp06EB0dHRuh5Jlv89biJmpGQP79eH5C2+WrPgrVZoHD11Z+Ody+vXqSYtmTZg++w98fH1TpZu7aAkRkZE5Ebba+HV7sDApwK+dW+Hl94ZZW4+kSrP6yAVcn7+koFE+/IJCGbFiO74BIQAs3nOK7edu8GvnVvRoVpcZmw9x6nbO3FiIiopk9rQx1K3fmJ79fmL75rWcOXlYa9q9Ozfx4O4tevcfShHbosyeNob4+DgA/pg5lpDgIL7/YTBOZSswc8qvBLx5rfPYZ04bT70Gjfih/2C2blrP6RNHtabdvWML9+/epk//IRSxseW3aeOIj49X77953YXJ43+hQaMmtG3/pc4boHm13BWGhjgM7Um9c5sp1uNL9Ay139u1rF+Dysum8WjsXHz+t5fqWxdS0Mkh3X269tuCpZiZmjKkb0+evfBh0V9rU6W55/qIectWMaBnN1o3bcSUOQvw9n0JwPJ1Gzlz8QpD+vZkaL/ePH72XOsxdGHC6p2YFzTmly5t8Xrpz+zNB1OlWXPoHK7PfCmY3wi/wBB+/nMTLwOC1ftfvA6k56y/sDYzpW/7xjnSAAWYumQ15iYFGd6rC0+9XzJvzeZUaR56PmHSwlXMWrEBHz//NI/12/L1hEdG6TLcVKKiIpg/YyS16zflu77D2b1lFedPpS5/gGuXTjF74hD2bltLZGS41jQR4aGs+XMWuu97ybt1DUB0VAQLZv5MrXrN6NZnBHu3rOJCGuV+/dIpfp80hH3b1xAZoVnugW9eEeDvR6EiRdVb3YYtdRp7TlCil6Pbv9WmTZvSHeFoYmLC33//naV8/r0lKLJEqVQyfPhwEhISqFWrFjVr1kyVJn/+/IwYMYIXL15QunRpFAoFvXr1IiQkhNatW6NQKHBwcADg7du3dOnSBYVCgUKhIDIykm+++QYzMzPOnTtHhw4d1PsGDx4MwP379ylVqhQDBw4EIDAwkCFDhtC7d2+cnJyoUqUKp06pegvc3Nz48ssv8fb25uXLl1SqVIlhw4Zx5coVLC0tUSgUTJkyBR8fH2rWrIlCoaBx48YABAQE0Lx5c3W8/v7+NG3aFGtrazw9PQE4evQoTZs25YcffqBly5Y8e/ZMZ2Xv9+oVt+7cxdzMFABzMzPOnLvA27cxGukOHT2OUqnEzMwUCzMz4uLiOHH6rEaag0eO4enlpbNYtfF5E8zVR0+xMDEGwNLEmCPX7xP9LlYjnWPRwvw9ug+7Jw+iqJU5MbFxPPL2A+Dw9fsoFFAwvxEVHewA2Hz6ao7E73LxLBHhYZiZmWNubgnAqePav+RPHN2HqZk5AGZmFrz28+Xh/Tt4v3jKUy9PjAuaAODoVI6Yt9FpHie7XL54LlnsFqoYjx/Smvb40QOYmatiNze34JXfSx7cuwOA94vn/DFrKp26fEeJkjlzUZ5Xy10ZG8uzxRt4sWrbB9OV6NsZhZ4e7wKCefcmCL18+bD/7ot09+nSy1evuXn3/vu6xtyMU+cv8jZGs645eOwkSqUSc1MzzM3MiIuL59iZ8wDcfeBKRGQUr/zfoFAosDI35+Ur3V6IA/i8CeKqmxcWpsnqmav3iI55p5GutF0R/h43gF3ThlLU2oKY2Djcnqsa0G/fxTLiz01UdLCnVe3KOo85ie/rN1y/76YudwszE45fvJqq3Cs6lWbqsLR7uQD2nDjHoyfPdRZrWq5fOk1EeBgmZhaYJX5ezx7fpzVt7frN6NJr8AePt2vTX4QEBWR7nNrk1boG4Prl00SGh2FiZq4u93MntJd7rfrN6NxzSBrHOcWoqUuYt2qferMubKuzuEXeknzkXWhoKKdOnWLr1q0cOXKE169fa02XGdIIFVrdvn1bPaS1Vq1aaab74YcfqFKlCvXr11e/ZmFhwTfffKORLn/+/PTv31/98/jx4wkKCiI8PJyXL1+yYcMGTExUlXnFihUBqFy5MlWqVGHp0qWAanjAwYMHWblyJdu3b+f+/ft89dVXxMTEUL58eUaPHg2AnZ0dDx48YNGiRXz66acavbXFihWjdevWGrEVKlSIbt26AaqhN6NGjSIiIoKgoCACAgI4d+4c7du358svv2Tt2rUEBQXx1Vdf6Wy8vKubaklsfYP3PSpxcXF4Pn6sme6ROwqFAn19/WTvfaT+v9+rV7x6/RqHEiV0Emda7j7xAcBA/331EhefoL7wS9KihmrVNeP8+ahcSrUSW0kbawBiY+NRKiEkIgrzgqqLTHcf3V/YAng8egBolr+XxyONXkKAwIA3BL7x10gH4OH2gLhYVYM7LDQEQH0R8/yp5t8wu7k/Ug2tSh7TYw93rbEHvPFHX98gxfsfArBxwypiYt5y5eJ5hg7sxc5tG3UaN+TtcgdISHGTJSXLOlVRJiRAQsL71+pWTXefLj185AGAQbI6JC4uHo/HTzTTuXsm1jXvP9Ou7qobdE6lHUhISGDs9N/xfPKMFy9f0rlje53Hfs/rRWLsyeuZ+NT1TE1V/W+c34jKpYoB4GCrGrK669x1nrz0x+dNEF9NXMTktbuITHGzTxceeHglxp6s3OPjtTYmDdPoWQdVY9bv9RtKF7fL/iDT4emu+rwaJKtDnni6kZDi85pE38AwzWO5XDhB+crVszfAD8jLdc3jR/cBzdiferqmWe4GaZT79UunmTaqD2MGd2b7338SHRWR/cGKPM3f358ePXpgY2NDy5Yt6d69O+3bt6dYsWJ8/fXXvHz5Mv2DpEMaoUIrr2S9ZxlZdCh5QwjAwCD1F6ee3vvTrX79+pw8eZJr167RpUsXrKys6NlTNXdt1SrVfCo3NzcaNWqkPvbTp095/vw5np6eWFqq7gCGhYUREPDhu6cfE5uPjw+DBw/m4sWL3Lx5k08//ZRp06YRHx9P7dq1AXB2dub27dvcunXrg/lmVkBgoCqmFBPsg4KDNX4ODApMtTJZUpqEhAQ2bd3Bd12+1UmMH+IfEgakjv9NaNpfcn5BoVQrU5wydkUAqFXWAYDTdx7xNvHi3kAvZ6qroEDV+aRIttR7XFwsEeFhKdK9AVL/nsHBgdgXL4mllTW+3s/x9XlBTMxbVVo9zXMxu6UVe3iK2AMT06WKPSiQqKhIbl53wdq6EGMmTse+WAk2/b2GSxfO5krseaHcMyK/vY2qoZmMkW3hdPfpUkBQEAAKPc2yDAwO0UwXGJSqrgkMUtU1Q/r1wrFUSZ55+zBg5Bga1K5Jq6af6S7oRP7BquGFKc+DgFDtwz0B/IJCqOZUEkd71dz4o9fuATCx5xd0alyb/Zdvs3jXcR1F/N6bxLLTS1HuAcGhGT5GQkIC63Yd5IdOHbI1towKDlQND05+7qjqmoz/DgAhwYF4uN2jdv1m2Rrfh+TluiY4KCmmlLFnvNyDA9/g5fGA2Hcx+Pk849CuDUz7tQ/RUTk7bUcXlApFjm7/VsHBwTRs2JDNmzfz7t07lEqleouPj2fv3r3Uq1dPo1c0M2RhIqFV8oZnUOKFSnZq1qwZenp6Gr2sQ4YMYdmyZdy5c4fz589z/Phxfv75Z/X+Gzdu8OrVK3x9fVm3bp369bi4uGyLy9TUVB1T9eqqO7PXrl0DYMGCBdja2hIeHk6dOnUID0/7YicrElJcjKaZLj7tdHv2H6RNqxbkT7FIR05I+MgeYu83QTz1C2DjmD7q1yZ0b4dRPkM2nLiingua1Eua3a5dOc+zJ+/vXickaL+jnNKH/k758hkxeuJs/rduOQtmT8LAULUok12x7O2VvnrlIk+zOfbXfn7Ex8ejp6+Pnp4etevWx+XyBa65XKR+w8ZZDVktL5d7puh/4OL0Q/t0KMN1zQfS6evpY2dThJLF7Dlz8QrHzpynrJMjX7VrneZ7skO8MmOxJ/H2D+Sp3xv+N/5H9WvPXqkaI4b6+jSuWp45Ww5x5rYrY7vrtmEXn5D1UTTbDp/k82YNyW+UM3X8DZdzPH/iof45o+dOenZt/osuPT88VDer8nJdc9PlLC+eJiv3NHo8P4aZhSUL1x0iOMCfuzcvc+rwTl76POXs8b20+aJ7lo8v8r5Zs2apO3zs7OwwMjJCqVQSGxtLZGQkr1+/5sWLF0yaNImVK1dmOh9phAqtateuTcGCBYmMjMxQj9/HPisoqSczuXLlytG8eXNOnDjBH3/8QYUKFbCyer/CokKhYNw41eIpixYtUj8gNzufY6QtrqTjf/755+phux8SExNDTIq5PUYfcaFgnbiqZMrfK2Vs1tZW+L/R7AW2srQkLCyMo8dPEhYezrUbN3n1WnXH+ujxk/TqofsvmMLmqnlOKf8shcxNtKaft/MEM3/4Qj1EDsDazITZfb4CYOMpFy499KJljYo6ifeaywXOndKyeE+yX8DAwBATU1ON3VbWhRKTaf6iFpaqv5+jUzmm/LYIgDkzxuLlCfUaNM3O0Ll65SJnTh1LvSNF7KamZhq7raxVDXolqWOPS1x0IypxMSsrK9XvGR6m2UuQVXm53DMj5qU/BUoU1XztdUC6+3TJOql+TfFZtbI0T5HOEv+AlHWNBQC/LVyK19PnbF+zDIfixVi7eTtbd+/XeSM0rXrGOo16Zv72o8zo0wmHZD3McYkX9OHRb3FMHIURGqH7he0KJZZvynPY2sJcW/JUQsMjOHj6ImHhkVy5dR8/f9XfZv/piwzo8kW2xprkpss5LpxOPb9cmerzapYqTVpuX7/Iaz8fDu99vyhTVGQ41y+foVa9JlkLOJm8XNfcunqOixko94IfUe76+gZYWBbCwrIQpZwq0LjlF0z++Xte+3lnS8y5SamQAZ7ZYe/evRw6dIg2bdqkmebQoUMMGaJ9znFGyV9LaGVubs7QoUMBVU+gq6ur1nQ3btwAPq6RBWk3DH/66ScADh48SOfOnTX2dejQgSNHjvD777+TP3/qpez10hiu+TGxaYurfPnyAOzZs0f9WnR0dJqLE82aNQtzc3ONbdYs7UvSa1OhXFkAYpP18Orr61OmdGnOX7zMSz/V4j3ly5UlISFBYx5LWWcnoqKjefbiBZu37WDzth34v1EN3zl55myGY8iKT0qr5l29Sxa/gZ4e5YrbcuKmK95v3ves77pwi0aVnfisSlmUSiXHbjzUOFZsXDw7zt/EwcaarxvqZs7QkBHj2XHwgnrrP+TXxLzfz/Er5eiEvr4B0VFRnDt1lOioKAoXscXSqpBGOoAyzhU0fvbz9ebW9Ss0atIKh9JlsjX2oT+PYc+hM+pt4BDVyIHY2PcxlXYsg76+PtFRUZw5dYzoqCiKFLHFyrqQRjoAJ+fyFCtWAgMDQyIjI4iNjUXfQNVLZ2tnn62x5+Vyzyjbr1phXLo4AMEut1Ho66NI1usZcv1euvt0qWJZ1aNK3iU7D/T19XEqVYqzl1zw9XulSlfOmYQEpbrRBlDOSVWmt+89VD+OpctXn2OULx9R0W91Hvsnjqoep+T1pIG+HuVK2HHixgO8/QPVr+8+f52GVcryWdVyqnrmmmpenVMx1UIswWGRGOjro1AoKF5E94+WqezsqIo9VrOOdy5VgtNXbuDzKu2VcAGiot/yxPsl63cfYv3uQ7wKUNWpR89f0VnMA4ZPYuP+q+rth0FjANRzIwFKlnZO/LxGcuH04XSHd4aHheB67wb7tq9j33bV6KaoyAhuXbuQrbHn5bqm37DJbNh3Tb31GjQWSFnuZdXlfvH0oY8eVmthVYg6DVtgXzxnFqET/3xGRkYfbIACtGvXDjOzjN/80EYaoSJN06dPp2vXriiVSjp16oSHx/shIdHR0cyePZvdu3cDULp0aUA1p/Lt27ds3KhayCR5AynlBa827dq1o3Tp0tStW5caNd4/FzIwMJDr168DMG/ePBYsWKDe5+7uTmxsLIULq+5wh4SEEBAQwMGDBzVi8/b2Jjg4mF27dn1UbEl3enbu3Mnw4cPZvn07w4cPp0iRIlrTjx07ltDQUI1t7Nix6f7uSYrZ21O96ifqYdCRUVE0adSQ+w8fMn32HH6bMx+ADm1UKxAHBgURGRWFgYEBrZo3w9bGhhMH96q3KpVUPYhzZ2l/xlx2K2ljTZ1ypQhInAMa8TaG1rUqcdPzOb+u2smY1apzxsPnNfN2HufP/WdoNmoeDUfMwe2Fn/o48QkJTN90kISEBBYM/Jb8+dJe2CI71WvQBFMzc4KDAoiMVP0OzVt9DsCOretYumAmO7euB6BVuy8JCVJd7EZFRWBT1J7Kn7w/b8NCQ1gwZzJVqtai78Cf0bX6DZtgZmZOcHCgOvYWrVWLxGzb8jeL589m+1bVkuqt23YkOPEci4qMxLaoHVWqVqeAsTFNmqmW6n/q5Ul4WCh6eno0b9lWp7Hn5XIHUCTONVckNtqLtPmMGtsWU22j6vP6fOUWlAkJGBUtjKG5KQnv3uGzYXe6+3SpuL0dNT6pTFDiHNDIyCiaNazHXVc3psxZwPR5iwHo2LoFCoWCoKDgxLpGnzbNGgNQtkxpXvsHEB+fgJ6eHgaGBjSsm/ZidtmlpG0h6pR35E3iHNCI6Bha1a7CLY9njFqxlbF/bQfAw/sV87YdYdnekzT/eTaNhs7g0QvVghpdm9UFwO3FS0IiolAqlXzVKPVK8NmthJ0ttSqXV88BjYiKpkX92txx9WD8/BVMWvj+kVxJDf+ExPlYAEWLFOLKjtXqrVoFZwCWTflV57EnqdOgOaZmFoQEBxCV+Hlt2uoLAPZsW8PKhVPZu+39o3qShpEm/95t1Ky9RsMWoFCRogwYPkmnsefluqZ2/dTl3jix3PdtW8OqRVPZv32NOn1SuScfghwU8Jqxg79l+4alxMS8RalUEhcbS4Om7XQev64pUeTo9m8VGxvLkCFDOHv2LI8fP8bf35/g4GBCQkJ4/vw5N27c4JdffsnyIxFlOK5Ik76+Pps3b6Zr166sW7eOFi1aYG5ujo2NDWZmZvzwww+0a6eqtAYMGMCxY8e4du0anTp1ol69epw6dQo/Pz8OHjxIixYt+N///qc+9rx58xg5cmSqPPX09Bg0aFCqBp61tTXffvstBw4cICIigmnTpvHw4UOuXLnC2bNnadWqFS1btqRHjx7s3LmTzp07s22b6pEJY8eO5erVq+zZs4e3b9/SqFEjHjx4wIMHD7h8+TLly5dXN6b9/PzYvHmzxrDbnj178urVKxYvXsxff/2Fq6srK1aswNjYWGu5GRkZfXTPcEqjfh7GwqXLWbh0GcXt7Rk2eCABgQFYWJhTLrH3onKligz5sR9/rV1PeEQEU8aPoXix7O2tyqwZvb9gxqZDTN90EAcba8Z3b4d/cBhWpgWpXMqeyLcxjFy5g6iYd0Qle6SCU+KCIWfuuHP6ziNKFy3Er51bYarlIe66UtDElF/H/8benRu5cfUSXXr0o2lL1Xnu6FiWAgWMKe2ouuj74ptuvPF/xYolc3jj/4oJ0+ZhYGBAVFQk166c59YNFzp80YX6nzVPs6c+e2M3YfSE6ezesZlrLpfp1qOPuvHoWMZZI/avOnXljf8rli2ei7//ayZNn6NetKvvj6pREFs3raeAsTE/j5pAaUcnHceed8u9SJvPsOmgGoZn06EpgWevEvn4OTGvAwi5dheA4Es3eThsOuV/H42hpRk3vh5MpMfTdPfp2rjhg5m3bBXzlv1Fcfui/DyoH28CArE0N6e8s6pXp0rF8gzr35vl6zYSHhnJjLG/UqKYakXWscMHs3DFGuYsXYFRvny0aNSA/j1zZl7Z9D7fMON/+5jx915K2hZi/Hefq+uZSqWLE/k2hl+Wb0ldzxRT1TNt6nxCUFgkh1zu4PMmiD5tP6Nrs0/Tyi5bTfqpD7+v/B+zV/5NSTtbRvf/Dv/AYCzNTanolHhT95U/Jy+rbr4qlUo27T9K28/qYZXBYbu6VNDElOHjfufAzr+5dfUCnb77kc9aqBpypRzLkb+AMQ6OqlE9Xh4POZv4GJHnT9y5evEUNeo0wsAwZ24saos9r9Y1BU1MGTp2Dgd3beD2tfN83f1HGjVXlbuDYznyFyhIydLlAFW5n0tW7tcunaR67c8oYGxCkaL2nDy8g9vXL/Bpo1a0/6YnBYy1D2UX/z29evVi3LhxLF++/IPpJk+enKV8FEpdPWdCCKHhhadbboeQKSWcyhN9ZlNuh5EpBZp0557nh4e2/VNVcSqC6+OsL4GeGyqUscvT5X7IsGxuh5Ep7WLd8Xt0J7fDyJSi5aoSdWFHboeRKcYNOxF0L3uHkOYkqyoNue4ektthZEqtshZ5uq5xefRxqwn/U9Qtl/s3QrR56a77aQzJ2ZWtkqP55ZS4uDi+/fZbjWloKbVo0YIDBw6QL1++TOcjw3GFEEIIIYQQQmBgYMCuXbvYsGEDNWvW1Ojlr1SpEsuWLePo0aNZaoCCDMcVQgghhBBC5HH/5md35oYePXrQo0cP3r59S1BQEObm5hQsWDDbji89oUIIIYQQQgghUsmfPz92dnapGqDVqlXL0nGlJ1QIIYQQQggh/oPOnj3LuHHjUCgUTJ8+Xf2Ei7QkJCTw5MkT7t3L2hxcaYQKIYQQQggh8rR/82NTdKlLly68SXymfPfu3fH3T3+xL6VSiSKLw59lOK4QQgghhBBC/Ac5OzujTHwWcZkyZdT//9CWHaQnVAghhBBCCJGnKRXSt5YZhw8fZtOmTSiVSrp3746VlRXjxo3DwcFB6/Nvk4bjzp49O0v5SiNUCCGEEEIIIf6DTExMGDBggPrnGTNmMHr06HTfl9WVcqURKoQQQgghhMjTZE5o9njw4EG6aZYvX87w4cOzlI/0WwshhBBCCCGEwN3dPd00PXv2lOG4QgghhBBCiP82mROaOffu3ePOnTvqnwMDA/n777/TTK9UKnn+/DkrVqxgypQpmc5XGqFCCCGEEEII8R9UtGhRRo4cyenTp9Wv9e7dO933FSpUKEv5yi0DIYQQQgghRJ6mRJGj279F4cKFOX78OKNGjVI/fiUjj2kZMWJElvKVnlAhhBBCCCGE+I9SKBTMmjWLqKgoNm/eTPv27dNMZ2xsTNOmTfnqq6+ylKc0QoUQQgghhBBCRyIjIxk8eDCWlpbcv3+fkSNH0qZNG61pN2zYwNGjR0lISKBEiRLMnj0bfX39jz5OZsyfPx+lUsnixYuz7ZhpkUaoEEIIIYQQIk/7Jy9M1KdPH9zd3bl9+zazZ8+mY8eOXL9+nU8++UQj3dGjR+nVqxd37tzBxsaGokWLolAomDNnzkcdJ7P09fUz1AANDQ3F3Nw8S3n9c/9aQgghhBBCCJGH+fj4sH37dooUKQKAra0tsbGxLF26NFXaefPmAVCkSBFsbW0BWLZsGe/evfuo4+ja1KlT2bdvX5aOIT2hQgghhBBCiDztn7pY0MWLF1EqleTLl0/j9XPnzmn8nJCQwKVLlwA00kZGRnLjxg1evHiRoeNkh5UrV7J27VqCg4OJj49XL1gEqkWL/Pz82L9/Px07dsx0HtIIFUIIIYQQQoiPEBMTQ0xMjMZrRkZGGBkZabzm4+MDoJ7XmcTX11fj56CgIKKjo9NMm9HjZNXq1asZNGiQ+melUolCodnAVyqV+Pv7ZykfaYQKkUNKOJXP7RAyrUCT7rkdQqZVcSqS2yFkWoUydrkdQqbl5XJvF+ue2yFkWtFyVXM7hEwzbtgpt0PINKsqDXM7hCypVdYit0PItLxc19Qtl7U5dUKTUpGzPaGzZs1i6tSpGq9NnjyZKVOmaLwWGxuboeOlly6jx8mqhQsXavR8Aql+Bhg8eHCW8pFGqBA5xMPrRW6HkCnOjiWIcNmf22Fkikndz/H0ep7bYWSKk2NJbnkE5nYYmVLd2ZrAB5dzO4xMsa5UD79Hd3I7jEwpWq4qhwzL5nYYmdIu1h1fj/u5HUam2DtXJuT26fQT/kNZVGvKJdeI3A4jU+pXMOH+49e5HUamVC5jw8PHfrkdRqZULFM0t0P4Rxg7diw///yzxmspe0EBihUrBqRuyNnb22v8XLhwYYyMjIiJidGa9u3btxk6TlY9ffqUNWvW0LBhQwwMDBg3bhxffvkltWvXBuDGjRscOnSIWbNmZSkfWZhICCGEEEIIkacplYoc3YyMjDAzM9PYtDVCGzZUjZRIakQmadSoEYGBgWzYsIGgoCAMDAyoW7duqrTGxsbUqFHjg8fJTtWqVaN3796UKVMGBwcHJk+ezNixY0lISKBkyZJ8/fXX7N69m4MHD2YpH2mECiGEEEIIIYQOODg40LlzZ/WczpCQEAwMDBg8eDCDBg2iV69e6qGto0aNAlTzSENCQgD48ccfMTIy+uBxspOdnR0eHh5MnjyZ77//nsKFC9OsWTNq1qzJ0KFD6dChA2FhYUyfPj1L+chwXCGEEEIIIYTQkdWrVzNgwAAGDhyIm5sbR44coVq1atSrV49Dhw5Rr149ANq2bcvKlSuZOXMmenp6jBo1it9++y3d42Sn7t27U65cOfViRLVq1eK3335jz549/Pnnn+p0rq6uWcpHGqFCCCGEEEKIPE35Dx7gaWpqyubNm1O9PmzYMIYNG6bxWv/+/enfv/9HHSc7dezYkZ9//pkFCxagr69PrVq1sLa2ZseOHXz55ZfqHtpWrVplKR9phAohhBBCCCGEAGDu3LkMGTIEUA0nBvjss894+PAh+/fvJ1++fHTvnrUnJ0gjVAghhBBCCJGnKcnZR7T82yU1PpMrWrQoAwYMAODevXtUqVIl08f/5/ZbCyGEEEIIIYT4R3n+/DnNmjXL0jGkJ1QIIYQQQgiRp0lPaObo6+vnSr7SCBVCCCGEEEKI/yClUolCoUCpVH7U+5JWz80saYQKIYQQQggh8jTpCc28j22AZgeZEyqEEEIIIYQQ/0FWVlY8f/6chISEDG9eXl6YmZllKV/pCRVCCCGEEELkadITmjlnz56lePHiH/WeUqVKceHChSzlK41QIYQQQgghhPgPqlSpUqrXlEolu3bt4tixY8TExPD3338DcPLkSd68eUPXrl21vu9jyHBcIYQQQgghhBBERkbSpEkTvv32W9auXcvZs2fV+5o3b463tzfffPMNcXFxWcpHGqE65uLiQs+ePVEoFCgUCpycnNiwYQMhISFs2LABJycn9b4ePXpw+fLl3A45x5w9exYrKysUCgVTpkzJkTy3bduGhYVFjuYphBBCCCF0S6lU5Oj2bzV69GjOnz+PsbEx9vb2GBhoDpz99ddfuXDhAn/88UeW8pHhuDpWt25dChUqpO7G7ty5Mz179gSgZ8+eeHp6MnPmTAAmT55MmTJlci3WnNa4cWMqVqzIxYsXcyzPb7/9lj///DPL49hzipvrQ/bt3YWhYT7s7Ozp2r2H1nTx8fH8teJPDAwM8PX1oU/fARQvURKAt2/f8teKP7l08TyWllYMGTqCSpWr6DTugJAw/ti4jyKW5vgHhzK5b2eM8xtppImLj2f+5gMcvnwLE+P8jOv1NfUql1Xv33j0HP87cp64+Hj6d2zBty3q6zTm5NxcH7J3724MDQ2xs7On2wfLfRn6ieXet+8AipcoAUBQUCCLFy3gwf17FC9RkrFjJ1DExiZH4vdwu8/hfVsxMDTE1q4433Ttk2ba8LBQju7fjq/PM4aPmal+PS4ujgunj3Bwz2bmLd+i85gDg0NZsGYTha0teRMYzLjBP2BcIH+qdHFxcRw5e5nN+4+yZfFvGvu27D/Glv1HiYuP44dOHfmmbXOdx62KPYQlq9ZRyMqKgKAgRv00UGvsB4+f4r6bO6Fh4bRv2ZQGdWoBEP32LSvWb8RA34AEZQL+bwIZ8WMfCllb5Uj8BcuWpszo/oS7evFk7iqtaYr36YRlverks7bEe80OXh84laF9uhQUHMySlWspZG1FQGAQo4YNokCBAqnSHTx2goeu7oSGhdGuVXPq162tsT86OprDJ04THf2WyhXK8UnlijqPPTAklHnrt1PY0oI3wSFM+LEHxvm1ne/xHD7vwqaDJ9k2f7L69fV7j7J86z6NtKYFC3D0rz8wyKFn/j1+dJfj+zdhYJgPG7sSdPy2f5ppI8JCOHFwC34+Txk0ao769XlTB/PwjotG2io1GjB8wiKdxQ3wyPU+B/fuwNDQkKL2xejcrbfWdPHx8axduQgDAwNe+nrTs89gipVwAOCVny8bVv9J6TJlef70MVbWhejZdzD6+rq9tH7k+oADyWL/tluvNGNfs3IJ+gb6+Pn60KvPIIolXhdMm/grd25d10hfo1Zdxk+ZrdPYRd6wd+9ejh8/TvPmqu/QTz/9VGN/fHw8UVFRrF27lrFjx2Y6H+kJzQHJ7yAYGhqmuS/lnYb/gtx4QK6eXt447aOiIpk+dSL16zeib/8f2bzpb06eOKY17c4dW7l37w79BgzCxsaW6VMnER8fD8CmjRuwLlSIMmWc8fX1YeGCrN25yohJf23F3MSYkd0/54nva37/355UadbuP4XrU2+M8xvhFxDML4vW8/JNEAAHLt7gdWAo9SqXJSQ8kj827VPv07WoqEimTZ1E/foN6df/RzZv+h8nTxzXmnbnjm3cvXeH/gMGYmtjy7Rk5b5owTxiYmLQ09PD08OdKZMn5MgS6FFRkfwx/Vfq1G/C932HsWvzGs6dPKQ17dVLp5k5cSi7t60jMiJc/fpj94cs+WMSfy2ZxauXPjqPGWDa4r8wNzVhWO+uPPX2Zf7qjanSPPTwYtKClcxavg4fv9ca+w6fuYh/YBB1qlUiJCyCBWs34+cfkCOx/7ZgKWampgzp25NnL3xY9NfaVGnuuT5i3rJVDOjZjdZNGzFlzgK8fV8CsHzdRs5cvMKQvj0Z2q83j58913qM7KYwNMRhaE/qndtMsR5fomeo/TvIsn4NKi+bxqOxc/H5316qb11IQSeHdPfp2qz5SzAzM2Vwv948e+HN4hVrUqW5/9CNBX/+Rb9e39GyWWOm/j5fXe4Avi/9GPLreKwsLfju269zpAEKMOXP9ZibFGREz0488fFj7tptqdI88HzKhMVrmPnXRrxf+afap1AoMC1YAHPTghjlM6Re1Uo51gCNjopg0cwR1KzXnC4/jGTf1pVcPL1fa9obl08yd8ogDuxYTWTk+3pGqVTy1PMh+vr6FDQxx8TUHH19farV/kynsUdFRTJ72lg+bfAZvfr/xPZN6zhz4ojWtHt3bOLB3Vv07j+UIjZFmT1tLPHxqiGIs6eOQaFQ0KlrT3r8MJDD+3dx9NBencf+27RxfNrgM3r3H8K2Tes5nUbse3Zs5v7dW/Tp/xNFbIryW2LsSqUST3c39PX1MTE1w9TMDH19fWrXbaDT2HOCEkWObv9W5ubm6gYoaD4PVKlU8ssvvxAZGYmvr2+W8skbV+P/QXFxcYwZM4Yvv/ySVq1aMX78eOLj4wkODuaLL75QD+EdMmQI169fx9TUlAkTJhAWFgbA+fPn6d69O126dMHa2ppOnToRFPT+Iv7x48d06NCBjh070qxZMxQKBSYmJjg4OKjTrFy5kqpVq9KzZ08aNGjAkSPvK7oVK1aoY5g/fz4tWrTA1NSUr7/+mnfv3qnTpRdHRnh7e/Pll1/SsmVLWrRowaBBgwgPV32RBQQE0Lx5cxQKBQ4ODvj7+9O0aVOsra3x9PQE4OLFi1SvXp1SpUrRp08foqOjU+Xx6tUrOnfuTK9evahfvz7btm3L8PF15dLFC4SHh2Nmboa5uQUAx49p/7I5euQQZmbmAJibW+Dn95L79+4SG/uOdu0+p/t3PZkyfSYFChgTExOj07h9/AO5+tATC9OCAFiaFeTolTtEx7zTSFe6mC3rJ/3Ezlm/ULSQJTGxcTx6rqrQKpYqzsjunzO5b2fqVnJGqVQSE5u1uQcZdVFd7uYfVe5m5ubqcg8MDKRLt++YNfsPfv9jPgqFghcvnhORrKGnK1cvnSEiPAxTMwvMzC0BOHP8gNa0deo3pVvPQaleL1O2Ij/9MlWncSbn+8qf6/dcMTczAcDC3JTjF114m+JcrejsyNThA7Qeo3yZUgzr3ZXxg/tQ+5OKqnPmXazOY3/56jU3797H3MwUAHNzM06dv5gq9oPHTqJUKjE3NcPczIy4uHiOnTkPwN0HrkRERvHK/w0KhQIrc3NevnqdKq/spoyN5dniDbxYlboBlFyJvp1R6OnxLiCYd2+C0MuXD/vvvkh3ny69fPWam3fuqcvdIqnc36Ys9xOqcjczxcLcjLi4OI6fPgdATEwME2b8TlknR5o0zLmRFr6v33Dt/iPMTVXnu6WpCccuXedtijqyklMppg/9QesxHOxsOblmHifXzOf4qrlUr+BMo5qf6Dz2JDcunyIyIhSTZPXM+RN7taatWa8533z/U6rX/Xye8VX3QazYdpkl/zvN/LXHyF+gIFVrNdJl6Fy5eFZdRybV8aeOH9Sa9sTR/ZgmpjEzt+CVny8P790hNCQYH+/n+Lx4Rnx8HBaW1gC89svaRXn6sZ8jIjwMM7P3308nj2u/yXj86AHMzN9/P73ye8mDe3fw9X5Bt+/7snXPMf7eup81/9tNgQLG1Kz9qdbjiP8ee3t7Wrduzb59+7h37x6RkZHs3r2bOXPmUKFCBZYsWaK+Ls4KaYT+Q/34448sWLCAVatWMW/ePH777TeWLl2KpaUl27Zto1SpUgCEhYWRL18+xo0bx4wZMzAzM+PRo0c0b96cEiVKsHXrVr777jt27tzJuHHjAAgPD6d58+YcPXqUjRs3smPHDvT19bGzs1M3rLZv386PP/7IF198wYYNG6hevTrt27fn1CnVMKu+ffuqY3306BEHDx6kcOHC7N69m927d6tf/1AcGREfH0/btm05duwY+/btY+vWraxYsYLPP/8cpVJJoUKF6NatmzrtqFGjiIiIICgoiICAAHx9fWnTpg1Pnjzhzp07jBkzhkePHmnkERMTQ/PmzfHy8mL9+vV07dqVrl27cvv27XSPr0uP3FwBNIb2eHp4qHvakgQGBBDw5g0GKYYAPXJzxdAwH7ZFiwIQFRWNUpnAjwOH6DTue4+fA2jckY+Lj+fRM80etea1VEOCjfMbUam0aghrSdvCAJS2Vw1bVSqVBIdF0L11I0rZFdFp3EkeubkBmvF7aCn3gIAA3rx5k6rnwc3NFWtra8qXrwBAqVKlMTc3x9zcHBMTUx1HD56P7gOaowy8PN1ISBF/EoMUozPSe10XHnh4qfJMfs7ExfPI63mqtIZp9NaVKm4PJJ0z4XTp0AqHYkV1EK2mh488gNSxezx+opnO3ROFQoG+/vuvXVd3VX3rVNqBhIQExk7/Hc8nz3jx8iWdO7bXeexJEtJprFvWqYoyIQESEt6/Vrdquvt0yfWRO4BGvRcXF4eHl1eKdB6J5a6f6r0Hjp7gubcPfq9e03vQcH5f+CdRUalvUma3+55PVbEbaNaRbk+0nO9pjJAa1LUjJsaqocdRb99y192Lup9U0EG02nm53wM0v5+ePXZNu54xSF2f2NqVoGmbzupjuD+4ia1dScwtC+kg4vc8Hj1MjOl9+T/2eKTlu/UNAW/8U9Xx7o8eYmpmTqHCRXjp682C36fy8N4tjAua0LxVB53G7p4Yu36y8+Kxh3uasaccGuz+yJWi9sVo0/4L9b4H9+9gV6w4llbWOo09J0hPaPaYPn06Z8+e5auvvqJatWo8ePCATp06MXbsWDw8PNSjugYM0H5TOKOkEZrDNm7cSOvWrdXbxo2ph5w9f/6ctWvXUrp0aQoVKoSzszMAq1evBsDIyIjp06cDsHnzZn7//Xd+/fVX9ft9fHyIjY1VNxgtLVV3Kb0Sv5zPnz/P8+fPsbGxwdTUFCsrK3XP3sOHqgouadGeihVVQ5MqVKhAQkKCev5q8qHD3bp1w8jISP2MoadPn2YojozYtWsXDx48oFSpUhQoUABra2uKFCnC2bNn1fM6k4bX+vj4MHjwYC5evMjNmzf59NNPWb16NREREdStWxdzc3OcnJyoVq2aRh7bt2/n4cOH1K6tmifk7KzqeVu7dm26x9elwEBVI1eRbPhwXFws4eFhaaTTrBCDgt/3ON+/f5cpE8cSExODp4e7rkIG4E1wKAB6Cs143oSk3QvoFxhMVedSOBazVb/m4x/IuOWbcH/xEs8XL1P1pOrKx5e7ZjUaHKzZ0//2bTRhYWG0btNOY0iLrgQnxaVIGX+ozvPOrDdBwUDqczgwOOSjjuP7yp9JC1bg+fQFj595E/1Wt73+AAGJIzvSiz0gMCjV3z8w8fce0q8XjqVK8szbhwEjx9Cgdk1aNdXtkMSPkd/eRtXQTMYo8YbRh/bpUkCg9nIPCgpJlS5luQcl/m1On1etRzDyp4F0aNOSY6fOsGpD6u/k7PYmMcaUdWRgSJiW1Noln1Zy5Y4rVZxLqxulOSE46A2gOUwvLi6WiI+oZ/RSNO5uXztHVR0PxQUICkyKXbOOjEhRx2tLBxASFIienh4/j5mGiYkpLpfOMXvaWHr1G0IJh9I6jl1Vv+ulKPeU30/a0gEEBwWmmgZ13eUitevk3EgA8c9Xp04ddu7ciZmZGUqlMtWmp6fHoEGDGDZsWJby+e9NQsxl3333ncaqrFOmTGHqVM1hbzdu3ECpVPL69WuGDx8OqE6IggULqtN07dqV3377DVdXV2JiYjQahc2bN+fmzZtYWloyZ84cDhxQDcVLWkrZyMhI42dAfVfDwsKCiIgI3BJ7g0xNTTXec/Xq1TR/t6Qvo6ThuOnFkRHXr1/XiCN5LC4uLjRq9H7YjqmpKbVqqRb6qF69OgA3b94E3jeAtbl27RoAly5dYvjw4YSFhVGnTh3yp1gkQtvxs9OVy5d4+uR9Az0hxYVdWjKSrnjxElT5pBqPH3uya+d2GjT8jDJOzpmO9UPiEz5u3qP36wCevvTn78maw7UKWZhRp6IzF+64cc31MTtPX6FHm+y/QLly+RJPdFTuAOfPn6NESQc6f9s1U/Gl5/qVczx/+n5oeEKC9p6If7KMlmV6CllaULtKRS7fvMuN+67sOX6Gbp+3zpZjpyU7zhd9PX3sbIpQspg9Zy5e4diZ85R1cuSrdrqNPcM+NM8wF+b1Q/aUe9LcUAN9ferXqcXSv9Zy0eU6wwb2y5YY0xKfTed7kvM37tKwhm4Xm7t19Qwvnnqof9ZFPXPn+jlGTFqa7ce9duUCT58kryOzp44vUKAAxUqWwriAMbduuPDX0nk4lHKkdJmyH3zfx7h65QJPnzzOcEwfmw7g+tXLTJw2J/2EecC/uXcyp7Vv356nT5+yceNGrly5QkBAANbW1jg5OfH999/j6OiY5TykEfoPlNQgjIqKYv78+VoX0tHT0+PXX3+ld+/e7Nmzh3v37lGlyvsvodevX/P5558zbdo0OnTowK1bt9THbdKkCQ0aNODy5cu8ePEChUJBYGAgvXv3xsHBQT3fEt4P6Usa6pGRxZOSL77yoTgyIqkiTX7nLimWlIs8aWtoJr3/Qw3fpHhsbW1ZuHBhmuk+1JBNLiYmJtW8y6SG84e4uFzi9MkT2gJU/9fAwBBTUzON3VaJQ2hSlmvyeC0sLOndpx+xse84sH8vvr4+OmuEFrZUxadEM55C5tqHoi7YepAZA7riUFRzuG3+fIZ88VltzAoW4Nclf/Pi1RudxOvicplTWspdmU65W6dZ7u9XNI2MjOTQwf1MmDg5Q+dAZtxwucD504e17NGM3yRF/P8khSwtVP9JUTVYWZh/1HGMjPLRoXkjzEwLMnbOUrxfvsqeAD/A2irx750ydkvzFOks8U8xhN8q8ff+beFSvJ4+Z/uaZTgUL8bazdvZunv/P6YRGvPSnwIlNIc2x7wOSHefLr0v95SfP4tU6VKWe1Ka+DjVd0lkVBQOJVQjecLCdT9vu3DiuZHyq9Da4uM/o3Hx8Vy+85BBXb/IhsjSdvvqWS6d0T5vMomBgSEFM1nPPPNyw8AwH/bFs78n8dqVC5w9dTTV6ynreBNTze8oK2vVsOCU32UWlla8fRvN1HEjqFK9FkNGjGXGpF+4d/sGB/ftZOjI8dkY+0XOnEq9IGHyc0f1/aQZu6V14vdTivcl/34C8PJ0x9DQkOKJK/4KAeDp6cm5c+do2rQpQ4YMYcgQ3UzjkuG4/0Dly5cHVI2Z5IsBJfVOJrl58yaVKlVCqVRq9KbeuXOHjh07UqhQIX74IfWiBvr6+hw5coSmTZsybtw4Zs2axbp161izRrWyoKmpKU5OTgDqBmlUVBRAqqGsH5JeHBlRo0YNjTg+FIu2oY5ly6ruSHp7e6tfS9loSCrvK1eu8OrV+4tWV1fXdI+vzaxZs9RzAJO2WbNmpfu+ET+P4sDhE+pt8E/DAYiNfT9fy9HREX19faKiojh96gRRUVEUsbHBytpaIx2As3O5VHk0bd4SAPtixTP0u2RGlTIlE+N+f6dcX1+PsiXtOHn9Ht7JLlB3n71Kw0/K06haBZRKJcev3kkdc83KFCyQn5JFdTPEb8TPv3Lw8HH1NuQn1fCSuDTK/VSKco9LVe7v74JvWL+Gn4aOwNa2KFFRUVy/lvZIgswaOGICWw5cVm99B48CNM8bB0dn9PUNiI6K5PzpI0RHRWZ7HFlRqazq0VTvksWsr6+Pc+kSnL5yHZ8UK4Om57M6NShoXIASdrqfE1qxrKquTBm7U6lSnL3kgq+fqk6pWM6ZhAQlccnmbpVzUv3et+89VD+OpctXn2OULx9R0W91HvuH2H7VCuPSqnoi2OU2Cn19FMluBoZcv5fuPl2qUE51E+1dsgXL9PX1cSpdinOXrqjLvUI5ZxISEjTmzCWVe2kHVV0VHBKKvr4+CoUC+6LvpwToSmUnVUMrNi75OaOHs0NxTrncwucjbrjdcfPErog1NtYZu0maWX2GTmXtnpvq7fuBqoZWbOz7aRIlSpdV1TPRkVw6c5Do6IzXM7evntXZqrhDfh7HzkPn1duAIb8AmnV8KUenxDoyirOnjhIdFUXhIrZYWRdKVceXcS6Pz4tnhIQEYW1dCD09Pb7ponr03tvoqGyN/aefx7L70Fn19uOQkYBmuZdyLKOO/cypY0RHRVEkMfbk6VSxa14XXHO5RK1/0VBceU5o9mjSpAkDBgzQGG2oC9IIzQHJe+FSTh5Pvi/p/xUrVqRx48YA/PDDD6xZs4bly5dz+PD73o4///yTr7/+mkmTJgGwZ88ebty4AcCpU6eIjY3F09OT33//nWPHVHfRwsPDefbsGaB6XuYnn3zC//73P5YtW8b333+v0chKOm7S/M0HDx6gUCiYMGFCqt8j6f8p/81IHEk9lWkNHencuTNly5bF29ub2NhYfH19CQ4OpmHDhuoyStn4Sq5Pnz7o6+tz48YNrl+/zqlTp9RDdJOWlu7evTuWlpZERETQoUMHduzYwaRJk/Dx8Un3+NqMHTuW0NBQjS0zz1Fq0PAzzMzMCQoKJDJS9WXeqk07ALZu2ciCeXPYtmUTAG3bdSA4cW5aZFQkRYva8UnValy76sLwoYN4+lS1SEpYWCh16tajTBmnj44no0raFqZORScCQlVzVCKi3tK6TlVuuT9l9NL/MX75ZgA8X7xkwZYDLN99lJZDpyUOINQAAQAASURBVPLZwEk8euaLf1AoncfNVTdIw6OiKWRhSsdGtdPKMlu9L/egZOXeFkgq9z/Ymlju7dp1UK/2HJWs3AGOHj3MqZMnmDJ5At91/5Ye3b/NkTmhdRs0w9TMgpCgAKIiIwBo2qojALu3rmP5guns3rZenT7l5/b966r6SKlM0PmjZUrY2VKrSgUCE+cTR0RF06JBHe64ejBh7jImL1ihTpvUiEtInJsC8CYwmO7DJ3DykqqRHxEZhbWFOR2aNdRp3ADF7e2o8Ull9TzDyMgomjWsx11XN6bMWcD0eYsB6Ni6BQqFgqCgYCKjojAw0KdNs8YAlC1Tmtf+AcTHJ6Cnp4eBoQEN69bSeexJFIkjXBSJC7UUafMZNbYtptrG+QA8X7kFZUICRkULY2huSsK7d/hs2J3uPl0qbm9HjapVCApWzauNjIqiaaP63HvoytTZ85jxx0IAPm/bUjXaJyiYyMgoDAwMaN28CQBftm8DgKfXE0LDwlEqlbRrpftny5aws6F25XIEBCfWkdHRtKxXi9tunoxbuIqJS94/akbb+Z7cuRv3aFQj51bFTVK7fgtMzCwIDQ4gKvGxK5+1+AqAA9tWsWbxZA5sX61On1S/pLVw0e3r56hWu7Fug05Ur2ETzMzMCQ4OJDKxjmzeWrWg0I4t61k6/zd2bt0AQKu2XxAcFAhAVGQktkXtqVy1BkXti2NsXJDXr1RDuvPlywdA7U91W+fUb9g4MfYgdewtE2PfvmUDS+bPYsdW1XPpW7ftqL4uUMVuR5WqNTSOd+3qpX/Fo1lE9koauZW0LoyuSCNUx1xcXJg2bZr65507d7Jx40ZCQkLYuHEjO3fuVO+bMWMGV65cAWDr1q18+eWXREREMHbsWF68eMGIESMICQlhypQpDB8+nKCgIPUwVaVSSc+ePbl79y7t27fHwcEBU1NTYmNjWbRoETY2NgQEBODt7U1ISAiHDx9m3rx56OnpoVAoMDY2pmbNmuoG2nfffceSJUvYvHkzPXv25Nq1a2zbtk393KC//vpLHfeGDRu4ceMG9+6p7n4fPXoUb2/vdOM4e/YsDx48AOD48eM8fvx+3kMSAwMDjh49SsOGDfniiy/o0qUL3333HXv2qJ47GRwcrF6N18/Pj82bN2u8v0KFCmzatAl7e3vatGnD+fPnadq0KZ999hnm5uY8evQICwsLjhw5Qq1atbh//z7jxo2jXLlytGzZMt3ja2NkZISZmZnGlpmhmCYmJoybOIUL58+xZNE8vvu+Fy1aqobnlSnjRIECxjiWUd3R/6ZTFz6pWo2lixfw4vkzps6YhYGBARaWlsTEvGX0L8NZumQhXo8fM2pM9g0VSsvU/l0IDotk5rqdlCxamLG9vqaEbSGszEyo5FiCyOi3/Lr0f0S9jSEwNILA0Agio99SpnhRChjlw8K0IFNWbePnhevYePQ8f/7aD9McWnTDxMSE8RMnc+H8ORYvmk+P73vRMrHcHVOV+7d8UrUqSxYv4MXz50yb8RsGBgY88fJi5fI/iYmJISQ4mJDgYGJiYnAopdtFKwAKmpjy87hZXLlwir+WzKLzd/1p0kK10mqpMmUpUMCYUo6qXqTHHq6cOa56tt+zJx64XDxNXGwsr/18OLBL1dBWKpUc2L2JkBQLLmW3iUP7ERIWzu8r1lPCzpZRA76neFEbLM3NqJjYc+Tzyp9Ne4+o49q07whBIaHkz2+EhZkJM5auYdTsRWzZf4yFk37BpKCxTmNOMm74YEJCw5i37C+K2xfl50H9KFbUFktzc8o7q86VKhXLM6x/b5av28jew8eZMfZXShSzA2Ds8ME4lXZgztIVLP5rHS0aNeCnfr1zJPYibT7DpkNTAGw6NMWqYS0iHz8n5nUAIdfuAhB86SYPh02n/O+jKTmwGze+Hkykx9N09+namBE/ERIaxvylKylub8eIQQOwtyuKpYU55RN7qKtUrMDQAX1YsfZv9h46yrTxoyhRTLWScrPGDRnUtxfnLl1h9d+b6N7pK77q0DZHYp88qBch4eHMWrWJEkVtGNO3GyVsi2BpbkrFMqrV731evWHjftUzipVKJRsPnEi1eNGFm/doWFO380G1MS5oypDRc7l28Tjr/5zOl90G0bC56mZXScfy5C9QkJKlVb1uTzwecOHkXgBePH3E9UsnNHoXA/xfEhL0hjJlc+b3KGhiyq8TZnLp/GmWL5pD1x59adZSdYO3dIo68otO3aj8SQ1WLP4D7xdPmTB9LgYGBhQsaMKoib/h/9qPTetXsnfnZnr3/4nGzXQ7hL6giSmjJ0zn0vnTLFv0B9169KFZS9U561jGmQIFjCntqDr3v+zUlSqfVGf54rl4v3jGpOl/aEyp8n/tR3BgAGXL58yzcUXekbQI6dKlH56j7e6etYUuFcqceHq6+McZNWoUf/zxR6rXK1SooF4hV2QvD68XuR1Cpjg7liDCRftDyP/pTOp+jqeWx3zkBU6OJbnlEZjbYWRKdWdrAh9czu0wMsW6Uj38Ht3J7TAypWi5qhwyzL5FUXJSu1h3fD3u53YYmWLvXJmQ26dzO4xMs6jWlEuuEbkdRqbUr2DC/ce6f6auLlQuY8PDx365HUamVCyj+6kOmXHHUzdrR6SlqpPuVwLPLTt27GDXrl2MHj2aqlWrphrJFRUVhbOzs3rUYGbIwkT/QR4eHqxZs4ajR4/SpEkT1XP1goMZOnSoxhxUIYQQQgghxH9H6dKq0UehoaHs2LEDIyMjChUqpNGTHhISQmho1h79Jo3Q/yAvLy+CgoIoWbKkeh6Dra0tNjY2dOnSJZejE0IIIYQQ4uPII1qyx7Nnz9Q9n0qlkrdv36rXUUmiVCqzvM6FNEL/g1q3bs3cuXP56aefcHZ2Vq/6aW9vz7hx43I7PCGEEEIIIUQuSTlbUxezN6UR+h+kUCgYOXIkI0eOzO1QhBBCCCGEyLJ/82NTclLDhg1ZsWIFxsbaF/eLj4/Hy8uLr776Kkv5SCNUCCGEEEIIIQQbN26kePEPP0++dOnSnDt3Lkv5yCNahBBCCCGEEHmaEkWObv9Wz58/Z8KECerHRqalevXqWcpHekKFEEIIIYQQQtCxY0dCQkJYvnw5gYG6e1ScNEKFEEIIIYQQeZrMCc0e9vb2hISE0KZNG53mI8NxhRBCCCGEEEIwf/58DA0NmTJlygfTnTlzJkv5SCNUCCGEEEIIIQTNmzfn9OnT/Prrr+zZswc/Pz8SEhI00rx8+ZJvv/02S/nIcFwhhBBCCCFEnvZvXiwoJ+nr66v/v3//fp3lI41QIYQQQgghhBAolUoUCoXGz9okT5MZ0ggVQgghhBBC5GmyMFH2SavhmZ1kTqgQQgghhBBCCDp06EBkZCQJCQlat/j4eNzd3TE3N89SPtITKoQQQgghhMjTEtJPIjJg48aNFChQIM39CoUCJycnXF1ds5SPNEKFEEIIIYQQQmBqaqrxs5eXF2/evMHc3JyyZcuip6caSGtra5ulfGQ4rhBCCCGEECJPUyoVObr9m719+5aJEydStGhRnJ2dqV+/PpUqVcLKyoqRI0cSERGR5TykJ1QIIYQQQgghBDExMTRp0oRr164BmosUhYWFsXDhQk6fPs358+dT9Zp+DOkJFUIIIYQQQuRpShQ5uv1b/fHHH1y9ehWlUomxsTFWVlZYWlpiYmKCnp4eSqWSu3fvMn369Czlo1DmxBq8QgghhBBCCKEjl93CczS/euUz3wv4T1a+fHmGDh3Kd999p7Wn09/fnx07djB//ny8vLwynY80QoXIIU+y8EHNTaUdHXn+2D23w8iUkmXK4vr4ZW6HkSkVytjl6dhfu93M7TAyxaZ8DaIu7MjtMDLFuGEnfD3u53YYmWLvXJlDhmVzO4xMaRfrnmfrd1DV8Q8ev8rtMDKlUhnbPB37Y6+nuR1GppRxLJXbIWgljdDsUaVKFe7du5duumrVqnH79u1M5yPDcYUQQgghhBB5mixMlD0iIiKYO3cuz549Iy4uTmOfUqkkICCApUuXEhISkqV8ZGEiIYQQQgghhBB06tSJUaNGMXr0aACMjIwwNDREoVAQERGhXqho+PDhWcpHekKFEEIIIYQQeZosTJQ9Jk2aRJ06dVAqlSiVSt6+fUt4eDhhYWEkJCSgVCqpXLkykydPzlI+0ggVQgghhBBCCEHBggU5d+4cU6dOpUiRIhr7LCwsGDVqFJcuXcLMzCxL+chwXCGEEEIIIUSeliBLrWabfPnyMXHiRCZOnIiHhwcBAQGYm5tTvnx59PSypw9TGqFCCCGEEEIIIVJxdnbG2dk5248rw3GFEEIIIYQQeZrMCc2cLl26UL16dapXr06NGjXo169fmml9fHwYP3487969y3K+0ggVQgghhBBCiP+gCRMmcOfOHWJiYli9ejWrVq1KM22xYsWws7NjyJAhWc5XGqFCCCGEEEII8R/k6upKtWrVcHFxoVq1aummHzx4MJGRkdy+fTtL+UojVAghhBBCCJGnKZWKHN3+LU6ePMny5csxNTXN8HsmTpzIypUrs5SvNEKFEEIIIYQQ4j/o2bNn1K5d+6PeU65cOTw8PLKUr6yOK4QQQgghhMjTlPKIlkyJiIjI1PtiYmKylK/0hAohhBBCCCHEf5C7uztxcXEf/b7nz59nKV9phAohhBBCCCHytAQUObr9W1hZWbF+/fqPes+JEycwNjbOUr55rhF65MgRqlatikKhQKFQMHjwYI3969atw8HBgZo1a3L8+PF0j/f8+XNKlixJ8+bNSUhISDd9XFwcffv2VeevTXh4OD179vxgGl1KSEhgw4YNNGnSBEdHRxo3bkyHDh2YPHkyp06dYsaMGbx584bx48ejp6eHQqHAwsICT09P9THc3Nz48ccf0dPTY+LEiQQFBeX47wHw/fffU6RIEW7duvVR73v58iXPnj1T/3zw4EEsLCyYNGlSNkcohBBCCCFE3tSgQQNGjhzJjRs3MpT+xYsXDB48mHLlymUp3zw3J7RNmzaUKFGCSpUqAbBs2TJq1qxJ7969AejduzchISE4OzvTsmXLdI93584dXrx4gY+PD6GhoVhaWn4wvYGBAd26dWPNmjVppjE1NaVXr178/fffH/GbZY83b97w9ddfc+HCBYYNG8aBAwcwMTEBYOfOnXTs2JG+fftSuHBhZs6ciYeHBzt37iQ0NJQvv/wSFxcXTExMKF++PMuXL8fLy4vp06fn+O+R5MCBA4SEhHDx4kWqV6+eoffExcXRpUsXpk2bhoODAwCnTp0iNDSUgwcPMm3aNB1GnD2CgoJYsWIF1oUKERgQwIgRIyhQoECqdEeOHsXV1ZWw0FBat27Np59+mqF9uo8/mGUr/8La2prAwEBGDh+qNf7DR4/x0NWNsLAw2rRqSb1P66r37dyzl5279xIfF8d33brQsUP7HIv/kesD9u/diaGhIXb2xfi2W0+t6eLj41m9cgkGBga89PWhV5+BFC9RUiPNG//XnDh2CAtLSypWqkpJh1ISuxaBwSEsXrWBQtZW/2fvvqOiuN4Gjn+XBZG2S7FRFBHEEmusib3Enl/UxNijJkajscbElsSoSWzBxNiNvbeoxBKwRazYK0VQUBBE6V2p+/6x7MqySxFZCHnv55w5iXPvzDw7zN6dO7cM0TGxzJg4FlOTilr5jpz4h3v+gSQkJdHnvU60a9UcgLT0dFZt3kl6egYRkZF0bvsOH3Tvord4c4tOSGLJ7mNUsZQRGZ/I3JH9MK1orJEnMysLt70e/H35NuYmFflu+Ae826C2Rp7Ul2m4X7hB6st0mtR2pHkd/V4rALFxcaxYt0l93qdPHq/zu3r0+El8/QJISEykd/eutGmtOYnFixcv+PvkP7x48ZKG9evSuOFbeo9dxaxOLVxmjCHJL4hgN93vt6v+2QCs3n2bCjZWPNm4n+dHThcpTV/KexkPyrLmqPs+jIwqYGvvwMdDRurMl5WVxaZ1y5EaGvI0/AkjPxuPQ42aAMz//mvu3Lymkb9Zi3eYPXeRiD0ffn5+uLsfxMjICHs7e4YMHZZv7OvWrsHQ0JDw8HA+G/05NWrUUKcnJiby11/uPHkSyuzZ3+k15tLyX5qxtjR9+umnbN26lXbt2jFx4kSGDRtGo0aNtPIFBgaya9cuVq1aRWxs7Bs37JS7llAAMzMzevfurS6wx40bx7VrrwoCKysrzMzMirSv3r17s3jxYvbs2VNoBVTFwKDw01YWLaBZWVkMGDCA8+fP06dPH5YtW6augAJ89NFHWtMpm5mZMWDAAAB8fX0ZOXKkOk0ikWBvb18qsedn3759zJ07l88++6xI+TMyMhg5ciTnz5/XWD9z5kxmz55d4At4/03c3NywkMkYO2YMIaGhrF6zRiuPj68vK1as4NNRo+jatSsLFi4kLCys0LTSsHjpr8hkFowbM5qQ0FBWrtGextvH14/fV65m9KgRvNelMz8tWkJYeDgAJ06dJioqmhbNmpKQmMjqdet59vx5qcSemprCz/O/5d227fl0zJfs2bmFf0566sx7cP9u7t25xWdjJlClajUWzJ9NVlaWOv3Gtcv88O3XtG3fiV59+um9AlqeY/952WpkMnMmfjacR0/CWPbHFq08d/3u47ZmI1+MGEyPTu344ZffeRIeAcAf2/fi7nGSSaOHM/B/vVi6ZiNnva/qNWaV7zb8idzMlK8H9SLoaSSLdh3VyrPx2Fn8HodjVtGYiJh4vlq1k6fRcer00OcxjFj4BzYyC0b36VgqFVCAhb+uQCaz4MvPR/E49AnL12o/YL3n689vq/7g85HD6NalI/MW/8qT8Kfq9PCnEUz45lusrSwZNvDDUquASoyMqDlpBO+e3YXD8H4YGOl+rm7VphkNV8/n/iw3wra78/aeZZjVrllomj6V9zI+NTWFhfNn8U7bjowcM4G9Ozfzz0kPnXkP7d/FvTs3+XTMRKpWtWXh/NlkZWWiUCh4GOCPVCrF3EKGhUyOVCqlRes2IvYCYp8/7wfatmnHmDFj2blzBydP6u71t3//Pu7cvcOYsV9QtWpV5s/7QV3GX7hwnm9nz2LP7l3FnpRG+O9o164dAwYMIC0tjaVLl9K0aVMqV65MkyZNaN++PY0bN8bGxoZ69erx448/EhMTg4ODAx9++OEbHbdcVkIBmjdvzpYtW5BIJKSlpfHhhx8SGRmZb343Nzd69epF3759GTt2LKmpqSQmJjJq1ChmzJjBxx9/rM77/Plzhg0bxnvvvUe/fv2QSCSYmJhQrVo1oqKiNPbr5eVF3bp1kcvl/PbbbzqP/ccff1C9enWsra2ZPXu2RrffJ0+e0K9fP7p168Z7773H+PHjSUpKAiA6OpquXbsikUioWbMmkZGRdO7cGRsbG42usyp//vknZ8+eBWD8+PE6Yxk0aBDOzs4a67Zu3Urz5srWhAMHDrBw4cJ8z6NKeno677//vla36Hv37uHk5MS4ceMAiImJYcKECYwaNYratWvTqFEjTp9+9ZR58uTJ6n0EBQUxfvx4zM3N2b17N/v376dnz57MnTuX/fv3q7fZsGEDQ4YMoVu3blSpUoXvvvtOfU5Hjx7Nzp07AWWreIMGDbhz5w69e/dmwYIFTJs2Tb2f+Ph4Ro4cSfv27Xn//fcZPHgwz549U6f16NFDfe6XL19OvXr1sLa2ZuvWrYWenzcRERHBrdu3kctkAMjlcry8vHj58qVGPk8PDxQKBTKZDLlcTmZmpvrcFpSmbxERz7h1+w6yXPGfOXuOly81Z1H72/O4VownT58BoI5rbcaNGc20KZNp9nZTFAoF6ekZpRL/pQtnSU5KRCaTI5dbAnDyxDGdeU94HkEmlwMgl1vyLOIpPndvA/AkNIRfFs5jwKBh1HAsnQpFeY396bPnXL/jgzznHWWWMhmnzl/kZZ6Z946c+AeFQoHcwgJLmYzMzCw8vZQPnE6eu4hEIsHUxIS6tZVl3J9HdVfAS1JYVCxX/IOwtFCOjbEyN8Xjyl1epKVr5KtlV4Vts8dyYP4kbG0sScvIxD9EWZF7mZ7B1FU7eaumPd1bNtR7zCpPnz3nxu27yGU5510u4/S5C1rf1aPHTyrPu8wCS7mMzMxMTvyj/K1JS0vju58WU6e2M53a6fcGPC9FRgaPl28ldP3eAvPVGP0xEgMD0qPjSI+KxaBCBeyH9S00TV/KexkP4H3Bi+SkRCxylTWn8ylrTnoeVpc1MrklzyLC8bl7m/AnIQz5ZDS7D51g654jbNh+EBMTU5q3fFfEno8LFy6QlJSETC5Tx37iuO5yztPjb41rLCIigrt37wDQtm07Rn36qV5jLQsKRekuJSkwMJD+/fszbdo0unfvrvM+XyUiIoIPP/wQmUyGo6Mjf/zxh0b6s2fPMDQ0VN9fSyQSJk2aVODx169fj4uLCwqFAoVCQUxMDHfv3uXixYvcu3ePuLg4dZqBgQFbtmzR2XvjdZTbSijAxx9/zNy5cwFlZe7jjz/WObvTTz/9xDfffMPixYvZsmULmzZt4ttvv0Umk2m0/IFyPGWfPn3YuXMnK1as4M8//6RSpUqYmZnh6+tL5cqVNfJ7eHiwZMkSEhMT+eabb7QqqQA2Njbcv38fZ2dnFi5cyNKlSwFly2WvXr04fvw4f/31F3v27GHt2rX873//Q6FQUKlSJYYMGaLOO336dJKTk4mNjSU6OlrrOKrKF0CLFi10njOpVMrEiRM11pmYmPDXX3+pWz2/++47jh8/rnN7lQoVKrB161Z1S+tbbymffDds2JBGjRqxcuVKAPr27cvRo0dZt24d+/bt4969e/Tv3189rfPkyZPV+1y0aBFPnjwhJSWFx48fM2DAAGxtbTWOu3HjRj7//HNGjBjBiRMnsLW15eeff2bfvn0AGhXEzZs34+PjQ+PGjenZs6fWZxgyZAhbt25l27ZtHDx4kJMnT9KxY0devnyJpaUlH330EQDh4eE0atSIVatWERcXx4QJE4o1i1hR+d+/D4DU8NVT/czMTB4+fKiVTyKRIJVKtbYtKE3f/HKOYyjVjP9Bnvj9CojRMafLkEKhID4+ng/7fUCN6g76Dh2AgPt+gOb5fxgYoNFKCBATHUV0VCRSqWGe7X0B2LF1PWlpL/G+cI5J40by594deo68/MbuE6D8sTXUuOazCHj4SCuf8pp59dPle1+5bUZGBgqFgoTEJGQWynIp6FGoXuMGuBukPIZhrpgys7LUFUyV95orh5CYVjSmoZPyWq5ZrRIAB85eI/hpJGFRsfT//nd+2HSAlJdvNvV9UfjdD8iJXfO7GhgUlCdfoNZ3VbXtEc+ThDwJI+LZc0aNn8LiZatITX2h99hzyy7kAZVVqyYosrMh1wNgq9ZNCk3Tl/JexgME5pQVmmXN/SKXNYH3fbG1r06PPv3Uab73bmHnUB0raxsRez7u+/sDmt/ZwMAHWrFHR0cTFRWlFbtqe9Asb4WylZaWRrdu3XB0dGTp0qVIJBK6du3KixfaZalCoeDjjz8mMjKSihUrEhoaytixYzXmwdm1axd2dnY4Ojqql8J6FMpkMq5cucJ7772nXqfq1Zl7jhuZTIa7uzudOnV6489driuhAHPmzGHw4MEAnD17VqOlC5TjVBYtWkTFihVp2LAhlpaWVK5cmQ0bNgBoFOCgnJBHNTDXxcUFqVRKrVq1iImJ0eriCbBw4UL69FGOVcvKyiI4OFgrz4cffoiZmZm62VrVJfTAgQP4+Pjg5OSEiYkJNjY2VKlSBS8vL/WxVF1/w8LC+PLLL7lw4QI3btzQOfYjKNeNg6WlZSFnTpOdnR2HDx/G1NSU7OxsBg8erPOz5GZtbc2IESM0PpO/vz/t27dXn9dHjx4REhLCgwcP1N2dExMT1ZXo3F2bXV1dOXLkCDdu3FD/HfP+fR49Ut6Uqp74qvYZlOemKa+8+7l69SoeHh6YmppSs2ZNjIyMcHFxISAgQF2hVRXQ9vb2dOzYEScnZYtQcnKyzocNJSVGdW7ydOnOOzlUTEyMVrdvVZ6C0vQtJiYGAIlBnuPHxWnl047xVZ6IiGcsWOJGUPAjgoMf8yJPK4G+xMYoz79EkqtSkZlBUlKiRr6YGN1/p7jYGFJTU7hx7TI2NpWY+f2P2DvUYOe2jVw87yVi1yE6Ji4nbs14YuLitfLljVmV5+2cLqDnr1xXP+TKXVnVl8g4Zc+VvHFFJyTlu01EbDxNazvibF8VAM+rdwH4fkRfBnRsyeFLt1h+oPCJ9d5UdIyyTND6rsbGa+XT+q7mnPd/zl0AYNrEcbzfsxvHT59h/Vb9P3B5HRXtqyormrkYV6tcaJq+lPcyXnl87c+QmZlBcp6yRleZBMqyRut3+fJFWrRqq49wNZTv2LV/X5VlfFKh+UD7d1j4d/jzzz8JCQmhSpUqAFSrVo3Q0FAOHjyoldfHx4fly5dz/vx5AgIC1A1Iqp6QABcvXiQ0NJTHjx+rl8aNGxcah5WVFZ6enuzYsYP27dtjaGiIIqfJt3r16syYMQMfHx91vedN/Sceg2zatIlHjx5x+fJlli9fznvvvcfs2bMB5QDulJQUDA0NmTJlCgC1a9cmLS2NxMRErX0ZG7+aTCIzM1PjD6BrzGje8aF5u9Pkprq4VJU71ThWi5wuaLmPf/nyZdq3b69eb2FhoW7dzG+CntwVz9jYWPXxiurtt99mx44dfPjhh8TFxdGvXz/q1atX4DYTJkxg9erV3L59m3PnznHixAm++uordfr169d59uwZ4eHhbN68Wb1eV0tily5d1HHkZ+7cufTo0YOqVasybdo09ZPj122ZLOzcf/LJJ1rb5P7BT09P10ovKUWZpRnQevJZ1DR9yypi/NlZBeeztrbi7SaNuXL1Grfu3OHY3x581L9fSYSo4Yr3BR4Fv2qByM4u2rkr6O/0PCKCrKwsDKRSDAwMaNm6DZcvnefq5Qu0adfxTUNWK8+xFzWeouabNu4zjCtUYPeho+qxoNXt7UokvoJkKYoWu8qTyBgeRUSx/dsv1OseP1Pe7BpJpXRsUo8lu49x5pYfs4a+X6Kx5lUS5101NtRQKqVNqxas/GMTFy5fY/K4z0skxhKRp8JQ5DQ9KY9l/BXv8zzWKGuKeu0UPc7rVy7y3fxfXju2wpTn2L0vXSI4+NVD9qKX8WV3D1CWFOX0tSmqhqcKFSporD979ixDhw7VWNew4ashG1ZWVrz77rvs379f3SPx/v37HDx4EAsLC1xdXfnggw+YOnWqxv1uQSQSCUOGDGHIkCFkZGQQHR2NlZUVFStqTxT4pv4TldCKFSvi7u5Oy5YtCQ0N5eTJk+pKqKoCmZmZyfTp07GzK/imxMXFhcGDB7N7925u3LhB06ZNCQwMpEuXLhqVwvwoCugkrir45DnjC1T/zv1ETfXDYmRkpLFtUSZN6tSpE5cuXQLg5s2b9OjRo9Bt8urXrx8///wzs2fP5u7du4Uet27dunTt2pWTJ0/yyy+/UL9+faytrdXpEomE2bOVE578/vvv7NmzB9B9noryGQ0NDbl06RK//fYbf//9Nzdu3CA8PLzA867L65x7XQo6XlpamrolRiX3w43CWNvY6DxG3vNjY2Oj1SJrnZOnoDR9s8n5+2vHb6kZj401UVHR+eYxNjamZ/duWFhYMP/nhYSFa3ZvLClXvC9w5rSO7ue54jc0NMLCQqaRrP47ofk5La2sycxSPhRJTUlR5rVWdrtM0vHg602U59hzs7HOuTbzXDPWVnKtfJF5hiKo8lhbypkzbQIA+w57cOXmHTq1aaWniF+pLFf+sOctEmzk5jpyw6/7PPnpswHUzNXalplT9iS9eImznfLhYUKy/ru0qr6reYPP+121sbbWOu+qPFmZythTUlOpWaM6AIlJ+bcCl4W0p5GY1NAc2pH2PLrQNH0pj2X8Ve8LeJ3WHnuoyFPWmOe50bWyqaTKqbHe0spa499BDwIwNDKies7MsyWpPMfuffkSp0+d0lqf+9JRlvGasduougXnKZeKOgGnUDT53e/lvefr0qWLRktlXqrKZ94W9vCcyRoLEhQUhJOTk7q35fbt2wFlr72bN29y8+ZNtm3bxqVLl167ccrIyEhrWFxJKvfdcVWqVq2q8ToSFRcXF3Wl4tChQ+r1QUFBWheOyrZt2xg4cCBubm7MnDmTH3/8EQ8Pj2LPeKsq6OLj4wHo3LkzAM2aNQPQ6EaRmpoKQNOmTTX2UZRjf/nll9jk/Ljl99LZFy9e4J9rTIAus2bN0tkSmB/VGNOjR49qTPAE8P777+Ph4cHixYsLfYpSlM+4evVqZsyYwcCBA7XO0evs53XO/etauHAhcrlcYynKZE8q9XLeu5SR8Wqck1QqxdnZmfMXLvA0IkKdLzs7W+OJuGudOoWm6Vv9eqr4X7VOS6VSXGrV4tyFi+r46+uIsa6rq9b+2r77Dqampjg46Gem5klfzeTQsTPqZdyEr3Lif3X+azkru+a/SE3lzOnjvEhNpUqValjbVNLIB1DbtR4ODjUwNDQiJSWZjIwMpIbKH5ZqdiX7Gcpz7Lk1qKN8VUl6puY141qrJl6XrhAe8VydLztboa60AdSrrTnRWkZGJn95nqKGvS3/66b/V7Q0dlaOX87IFbuh1IC6New4ed2HJ5Ex6vUHz12jXaM6dGhSF4VCwfGr9wCo7VANgLjEFAylUiQSCdWraN7o6kP9usrvW3qe72rtWk6cvehNeMQzdT6t72ptFwBq1VS+1icuPgFpTuz2ttX0HnthqvXvjmktZaU47vItJFIpklw3ePHX7haapi/lsYyf+NUsDhw7q17GTpim9RmcnGsjlRryIjUVr9OehZY1uV29fIGWeurOWp5j/+qrrzn2t6d6mTBxUk7sr3pjOTs7I5VKSU1N5fTpU6SmplKlalVsbGw08gG4upbOfUBZyVaU7lLU+73Tp0+TmZmZ79KuXbtifd5bt27h7+/P3r171RXf2bNnExwcjJeXF5MnT0YulxMUFMSCBQve6NzqQ7mshCYmJpKQkKC1vlGjRuzatUuji6ylpaW6KXvGjBksW7aMrVu3snnzZoyNjTUKcNX/T5o0iezsbA4cOMDy5cuZOHGiRutY7q4ceX8EdHWRUY1X9Pb2xtjYmB9++AFQTqxUp04dnjx5QkZGBuHh4cTFxdGuXTs6duwIoFX4FcTW1paDBw9SqVIl9u7dy+LFizW2v3XrFkOGDNE4P/mdy/Xr19OmTdFmOuzduze1atWidevW6sodKMckqLq9Ll26VGP24ICAADIyMgr9fKrzqfqvh4eH+r+LFy9Wn9u4uDj19PSqyaOePn3K/v37USgUWvt599136dKlC0lJSURGRpKamsqjR49wdnbWmAxK13/z/n9es2bNIiEhQWOZNWtWgZ8zNwcHB5o2aaIeu5GSkkLHDh3w8fFhwYIFLF68GFCed4lEQmxsrLrLebecAeUFpembg709TZs0Vo9PSklJoVOH9tzz8eWnhYtZuMQNgD69eiKRSIjRiLEL0dExfD5+Al7nzqu3t7a2ome30om/TbtOyGRy4uJiSElRTl3/Xg/l+Ie9u7ex/NdF7NujfAdwj14fEJfzOVNTUqhma0ejJm9jYmpKpy7K9xQ/CnpAUmICBgYGdO3WS8SuQ3V7W5o3bkBMzljElNRUurZ7hzu+95mz5Hfm/boCgA96dM25ZuJJTk3F0FBKry4d1PvJysrGbc0GsrOz+XnWVxgbV9B1uBLlWK0Sreo5E5UzBjT5RRrdWzbiZuBjpq/dw6w/lGPMA588Y+leD1a7n6LrV4toP+kn7ocqW/cHd1G+H9c/9CnxyakoFAr6t2+u99ir29vRrEmjV2VNaiqd27fhrq8f8xYt5adflgHwv17dcs57HCkpqRgaGtKjq3JSin59lJO+PQgKJiExCYVCQe/uXfUee26SnPH7kpwHJlV6dqDZ3uU03fErACHrdqPIzsbYtjJGcguy09MJ23qw0DR9Ke9lPBRc1uzbvZUVvy5k/x7lRIHde/UlLlb5MEZZ1tjTsEkzjf1du3JR7683+S/E3q5de2XsOX93gB45Ey/u3r2TX5e6sWf3LgB69e6jnmchJTUVW1tbmjRpot6X6j4muwyH75R3b3q/p+LgoJysLm/viIJek5iRkcHEiRPZv3+/xmSkZmZmODk50aFDB5YtW8atW7eoXLkyAQEBrx2XvpW77rinTp1iyZIlXL9+HVdXV4YMGaLu3grKljdVAa6yYsUKJBIJBw4cYN68eXz00UcsX76cxMRENm3apM63cuVKJk+ezO7du4mPj1e/FsTY2BhnZ2eWLl1K165d1U3dADt27NCYvWrHjh3qJxoffPAB/fv3Z+bMmVSsWJHIyEj++ecfGjRQzpJoaGiIp6cnkyZNom/fviQmJjJs2DCWLVsGKCtWqkHJERER7Nq1S11Byk/79u3x8fFh5cqV7N69m3Xr1mFvb4+5uTkNGzZkw4YN2NjYEB0dzbZt2/Dw8OCzzz7jq6++4t13X00tXqFCBQ4dOsSMGTMK/ZsYGBgwfvx4rWZ+GxsbBg4cyJEjR0hOTmb+/Pn4+vri7e2Nl5cX3bt3V08QBbBmzRp++OEHTE2VrzrYt28fETlPhA8ePEivXr0YMWIE58+fx8DAgNq1azNnzhymTJnC1atX1d0YVq5cyZdffsmMGTNYvXo1Dx8+5Ngx5fTrPj4+eHl50bFjR/bu3cvkyZMZNGgQhoaGtGvXjuXLl1OhQgXi4+PVExQ9ffqUkydP4uXlpY51/fr1LFqk+4XUurpivK6vv/6a5StWsHzFChwcHJgwYQLR0dFYWlpSJ+dpd4MGDRg/bhwbNmwgKTmZ77//Xl2QFZRWGqZPm8rvK1azbMUqHBwcmPTleKJjorG0lKtbOxs2eIsvvxjL+o2bSUpOZu53s6nu4EBycjJymQy3337njNdZajk5sejH+UV+9++bMjM3Z8Z3P3Jw/y6uXr7EkOGfqStgzi6umJiYUstZ+Rn6DxhMVOQzVi93IzLyOXN+XKKe0Gr0F8on1nt2bsHE1JSvpn9HLefaIvZ8zJ48Drc1G/ll9Qaq29sybdxnREXHYiWXUT+n1a3xW3WZ8vlIVm/ZSVJyCj/P/IoaOeM+z1+5zvnL16lZ3Z6Jn32CuZmpXuPN7cfPPuKn7X/x0zZ3HKtV4tth/yMyLhFrCzMa1KpOyss0vl6zm9S0dFJzvbqltoNyYqKerRoTm5jCscu3CYuK5bNeHRjcRXvyOX2YOXUiv65ax68r11Hd3o6p48cSFRODlaWcejkt1I3eqs+ksZ+xdtM2kpKTmf/tdGrk9Ezo0rEdcQkJnPI6x9Nnzxk6oD/939fvw5bcqvTsQNX3lb2Lqr7fmRivK6Q8DCHteTTxV5Wvo4i7eAPfyT9Sb/EMjKxkXP/wS1ICHxWapk/lvYw3M7dg+nc/cWj/Lq5fvsjg4aPp0q03oF3W9Mspa9Ys/4WoyGd8/+MvGjOzRj6PIC4mmjr1GojYC2Fubs5333/P/n37uHzlMsM/GUG3bt0BcHGpjYmJKc4uyvJywADlDKrLl/9O5PPn/PjTz+rYAwICOJHzFoSgoCDOnz9H69bvFGk40r+ZQlG6Y0KNjSu88f0eKN/TuWnTJq15ZVTDAP39/blz5w4DBgxQ3+vOmjWLGTNm0Lu38trdtGkTn+p47Y6TkxNDhw4tkThLmkTxuoPp/h9YtWoVEyZM0Fovk8mIjY3V6rMtCEURXMgMvv9WtZydCXn473uCVhSOLnXwe6ifsaT6Vt/FrlzH/tz/RlmHUSxV6zUj9fz+wjP+C5m2G0B44L2yDqNY7F0bcsyofHYV7J0RUG7Ld1CW8T4Pn5V1GMXSwKVauY79YZD+H3jog4tz6bz7+nV53Cqd94mr9GxaMpX2Fy9eUL9+fXr16sWqVavo27cvN2/exN/fHzMzM6pWrUpkZCRr165l7NixrFu3jsmTJ6snJE1PT+ett97i/Pnz/Prrr2zcuJFvvvlGPbTu008/ZfHixVStWrVE4i0p5bI7rj7FxsayZMkS/vjjD16+fElaWhpRUVFMnjyZxMRE9bhOQRAEQRAEQRD+HRSK0l1KiomJCR4eHgQHBzN+/HhSUlI4d+6cugdYhw4dsLa2pnHjxpw8eZIJEyaQlpbG8+fPef78OXFxceo3S6jeajF27FjatWvH4sWL+fnnn/91FVAoh91x9e3Zs2eEhoZSvXp1ddN1pUqVqF69Ol27dlVP/CMIgiAIgiAIgvCm6tatq573JC/V8DCVguZT6dmzJz1zxgnr29KlS5k2bVqxtxeV0Dzq16/Pli1bcHNz4/DhwxgaGvLy5UssLCzUY0QFQRAEQRAEQfj3yC6n7wn9N9qzZw9HjhwhJiaGjIwMrUmTEhMTuXfvnqiElrQRI0YwYsSIsg5DEARBEARBEASh1MyZM4eff/65wDwKhaLYr65UEZVQQRAEQRAEQRAEgdWrV2u1fOqDqIQKgiAIgiAIglCuifd9lAyFQkGPHj2YMGGCztfjKRQK4uPjmTdv3hsdR1RCBUEQBEEQBEEQBD744AN69uxJr14Fv/O5UaNGb3Qc8YoWQRAEQRAEQRDKNYVCUqrLf9WCBQtYuXIlAQH5vyM+MTGR2bNnv9FxREuoIAiCIAiCIAiCgL29PaB8Y0hh9uzZU+zjiEqoIAiCIAiCIAjlWrYYE1oiVDPfFjY50ZvOjiu64wqCIAiCIAiCIAgApTI7rqiECoIgCIIgCIJQrikUpbv8V/Xt25fY2Fiys7PzXRITE+nfv/8bHUd0xxUEQRAEQRAEQRDYuXMnJiYmBeYxNzdn27Ztb3QcUQkVBEEQBEEQBKFcU/DfnbG2NOWugCYkJHD9+nWioqKQy+W8/fbbVK1aVStfcYhKqCAIgiAIgiAIggBAZGQk06ZNY//+/WRkZKjXGxgY8L///Y8VK1ZgZ2f3RscQlVBBEARBEARBEASBuLg42rVrx8OHD7UmKMrKysLd3Z0bN25w5coVdatocYhKqCAIgiAIgiAI5Zp4RUvJWLhwIQ8ePMDKygo7OzuMjY1RKBRkZGSQkpLC8+fPCQ0NZc6cOaxbt67YxxGVUEEQBEEQBEEQBAF3d3eOHTtGz549881z7NgxJkyY8EbHEa9oEQRBEARBEAShXBOvaCkZxsbGBVZAAXr37o1MJnuj40gUpfE2UkEQBEEQBEEQBD3Zfzm7VI83oPV/sy2vbt26dO3alY8++ggHBwdkMhlGRkZIJBISEhKIiopiz549HD58mMDAwGIfR3THFYRS8ijoYVmHUCxOzi6EPvAv6zCKpUbtevg+jCjrMIrlLRdbkq79XdZhFItFi15cC4gv6zCKpUUdS2Lvni/rMIrFulE74m/9U9ZhFItl084EBwWVdRjFUsvZmWNGdco6jGLrnRHAUvfy2R4xra+EB0EhZR1GsdR2duTrNallHUaxuI0zLesQdBLNaiVj5MiRzJ49mzVr1hSY74cffnij4/w3q/CCIAiCIAiCIAjCa/n666/p168fCoUi36Vr167MnDnzjY4jKqGCIAiCIAiCIJRr2QpJqS7/VYaGhhw4cICtW7fSvHlzDAxeVRcbNGjA6tWr8fT0pEKFCm92nDcNVBAEQRAEQRAEQfjvGD58OMOHD+fly5fExsYil8sxMzMrsf2LSqggCIIgCIIgCOWaGBOqHxUrVsTOzo7AwEDu3LmDo6MjLVu2fOP9ikqoIAiCIAiCIAiCQP/+/UlNTeXFixe0atWKJUuWMHHiRFavXq3O07p1aw4fPoyNjU2xjyPGhAqCIAiCIAiCIAi4u7sTFhbG0qVLWbJkCfPnz2fVqlUaExN5e3szefLkNzqOaAkVBEEQBEEQBKFcE91xS4axsTGenp44ODhw4cIF5s+fj0SinIipRo0aHD16lAoVKtC1a9c3Oo6ohAqCIAiCIAiCIAjUrFkTBwcHnj17xuDBg8nOzgaUY0MPHjzIW2+9VSLHEZVQQRAEQRAEQRDKtWzREloizMzM6NKlC4GBgYSHh6tbQZcuXUrTpk0B+OOPPwgLC3uj44gxoYIgCIIgCIIgCAK//PILFy9eJDw8HACFQsGkSZMYN24c4eHhTJkyhXHjxr3xcURLqCAIgiAIgiAI5ZpCISnrEP4TOnXqhI+PD9u3bycpKYlevXqpx3/u3bsXV1dXNm/ejIWFxRsdR1RCBUEQBEEQBEEQBDIzMwGYM2cOUqlUI+2rr74qseOI7riCIAiCIAiCIJRrCkXpLv9V7du3p06dOrRv316vxxGVUEEQBEEQBEEQBIHAwEAUCgXR0dF6PY6ohL6hjz76CIlEorG4ubmVdVhFEhgYSKtWrZBIJHTs2LGsw2HlypUYGRkhkUjYsmVLsfZx9OhRLC0tmTNnTskGJwiCIAiCIAj/cV988QUSiYTt27fr9ThiTOgbiI2N5ciRIxrrpFIpQ4cOLaOIXo+rqys9evTg6tWrZR0KABMmTGDJkiU8efKk2Ps4ffo0CQkJHD16lPnz55dgdKUrNjaWNWvXUamSDdHRMXw1dQomJiZa+Tw8PfH18yMxIZGePbrzzjvvqNMyMzM5dfo0Bw4eZP26daUZPrFxcaxat55KNjZEx8Tw9eSJOuP/2/MEPv7+JCYm0av7e7zbupVWnujoGD7/chJrlv9KtapVSyN87vv5cMR9P0ZGRtjaOzBwyEid+bKysti4bgVSQykR4WGM/Gw8DjUcNfJERT7n1PFjWFpZUb9BYxxr1tJb3NHxibhtO0hlazlRsQnMGTMY04rGGnkys7L4dYc7HhdvYG5akdmffsw7jeq+Ss/M4uiFa+z4+wx/Lpmlt1h1CfS/i+dfuzE0qkA1u+r0Hzw637xJiQkcP7KHp08eM2nmQp15bl27wLZ1bvy2wV1PESvFxCXw6+bdVLa2JCo2nm/HjcTUpKJWvszMTP4+682uI8fZs+wnnfuKjIlj2LQf2LpkDrZVKuk1boCY+ASWbtlHZStLouLi+e6L4ZhW1BV7Fn+fu8zOo6fY++sP6vVb3D1Zs+cvjbwWZiZ4/vELhnnGEpW02NhY1q5di02lSsRERzN16tR8y0k/Pz8SExLo0aOHRjlZUFppMKtTC5cZY0jyCyLYbb3OPNU/G4DVu29TwcaKJxv38/zI6SKl6duzxze5d2ErUsMKyG0cafbehHzzHloxgKiwe+p/t+z5NU06Kr/fL1Pi8Lm4nbjIIN4b9rve4wbw9/PF3f0gRkZG2NnZM2TocJ35srKy+GPtaqSGhoSHhzF69Fiq16gBQGxsDMt//w2fe3epXsORWbO+o0op/EY5VjWgfWNDMrMgOiGbk9czC8xvaS6hVT1DklIVBEdk8SxWsx9pvRoG9GtXgQU7X+oz7FIhXtFSMubPn098fDxHjhyhWbNmWuNCVd5++21u3rxZ7OOIltA3sHv3bpYtW4a/v796CQwMxNbWtqxDKzLVu3/+LQwM3uySnDlzJrNnz2b9et0/5uXFL25LkclkjB0zhpDQUFatWaOVx8fXl+UrVvLZqFF07dqFnxcuIixMOZ32/fv3WbR4Cct+X054+NPSDp/FS5chs5Ax7vPPCAl9woq1f2jl8fH1Y9mqNXw+cgTvdenEj4t+ISxnOvDc3H5fQXJKSmmEDUBqagoL5s/mnbYdGDVmAnt3buGfkx468x7av4t7d27y2ZiJVKlqy4L5s8jKenVDcOPaZeZ+O4027TvRs08/vVZAAeas3Yncwoxpw/oRHP6MJVsPaOXZ9NdJ/B89wdTEmIjoOL7+bRNPo2IB8HkYwuxV2/hpw16ePNNvN5y8UlOT+fWnabRs05lho6dwcPd6zp0+qjPv1YunWfT9BNz3biIlJUlnnuSkBDauWkhp3JPMW7EBubkZU0YO4tGTpyzduEsrj++DYOYsW8/CtVsJi4jMd18L1mwhKSVVn+FqmLtqC3JzM6aOGEBwWARum/Zq5fF58Ijvlm/k5z928ORZpFaaRCLBwswEuYUZxhWMeLdJA71XQAHc3NywyFVOrs6nnFyxYgWfjhpF165dWbBwofrddgWl6ZvEyIiak0bw7tldOAzvh4GR7jYBqzbNaLh6PvdnuRG23Z239yzDrHbNQtP0Lf1lMse3jqNWw+6802cWN06tJOD6QZ15k+OekhQXjrmVHeZWdlhY2ePSuBcAwXc9ObbhU26eXk36i8RSiT01NYX58+bQpk07Ph/zBbt2bufUyRM68/65fy937t5mzNhxVKtajfnz5pCVlQXA778tJS0tDQMDAx4EBjD3h+9Q6HmgoLERfNrLmLtBWRy+mE73FhVoXif/71rdGgaMfd+Y2w8zueSbqVUBNTGGjzpW0GvMQvkzevRoUlNT2bFjB1WqVKF79+588sknfPrpp+qle/fu3Llz542OIyqhb2DLli1MmTKFbt26MWfOHJ4+fUqtWgXfZPr7++Pk5IREImHgwIFMnjwZR0dHKleuzJo1a/D29qZr166YmJjQuXNn4uPj1dsmJyczZswYBg0aRMeOHVm2bBkAGRkZDB8+XN0deP/+/bRq1QpTU1M++OADnj59ysSJE7G2tqZ69eocP35cK6709HQmTZqEpaUlTk5O7N69WyP96tWrdOnShXHjxtGmTRv1hXf79m1q1qyJRCJh5MiRXL58GVdXVxo1aqQujN3c3OjVqxd9+/Zl7NixpKa+usFyd3enbt261K1bl2nTppGdnV3g+fPy8kIulyORSJg7dy6HDx/GwcGBPn36EBgYSO/evVmwYAHTpk0D4PLly1hZWSGRSJgwYQIjRozA2tqaJk2aEBISot7vw4cPef/99/nggw/o0qULEokEc3NzatasCcDFixdp2rQpffv2RS6X07p16wLjfBMRERHcun0bmUwGgFwux8vrLC9faj6l9PDwRKFQIJPJkMvl6pZPgLp16zJj+jd6i7EgEc+ecfP2HeQy5dTdcpmMM2fP8/Jlmka+Y54ncuK3wFImIzMzk5P/eGnkOepxnAdBQaUVOgDeF86SnJSITCZHLrcE4NSJYzrznvA8gkwuB0Aml/Ms4ik+d28DEBYagtvCuXw0aDg1HJ30HndYZDRXfQKxNDcDwNLCHM9LN3mZlq6Rr5ZDNTbPncL+xTOxrWRFWkYG9x8rb7wbuDjy85e6WwT07drFf0hOSsRcZolMbgWA14m/dOZt2aYLg0Z+WeD+Duz8g/hY/Vekw59Hce2ev/p6t5SZc+LCFV6maV7vb9WuxbzJnxe4r0Mnz3I/OKTAPCUp/HkUV+/dR25hDoCVhTnHL17TumYa1Hbix0mf6txHTbtqnNq4lFMbf+XEejferu9K++aN9R67qpyUa5STXlrlpKeHh1Y5eTqnnCwoTd8UGRk8Xr6V0PXalf7caoz+GImBAenRcaRHxWJQoQL2w/oWmqZvwfeOk5aaQEUzK0zMrQG4f+3PfPP2Hr2JITP/YcjMfxg88zTmVnYA1GrUg1Y9p5VKzCoXLpwnKSkJmfxVGX/iuO4HjZ4ex5DJXpXxERFPuXf3DjExMQwaMoyFi35h8S+/IpFICA0NITlZ90OxktLIWYpZRQkpLxWk5FzqrerpfoBRxVLCJ92MOXUjg+dxuivHPVoYITf771QFxMREJWPLli1s3bqV0NBQ4uLiOHXqFDt37mTr1q3q5eTJk298nP/OlVfK/Pz8uH79Ounp6Tx58oT9+/fTpUsXvvmm4Bv/evXq0aZNGwDOnz/PxIkTWb9+PdHR0UyaNInjx49z8uRJmjdvzpkzZ9iwYYN62379+nH48GG2b9/O119/zdSpU/nrr78wMjJixIgR6nzR0dFcuHCBypUrc/jwYfr378+cOXNYsmQJYWFh6gpabo8ePWLMmDHcunWLqKgohg4dypUrVwAICAigc+fONGnShDVr1mBra0uvXr1ITU2lSZMm6tmzwsPDcXNzIzk5meDgYDIzM/npp5/45ptvWLx4MVu2bGHTpk18++23ANy8eZOPPvqI7Oxs7t27R//+/YmIiCjw/HXs2JHGjZU3OLdv32bbtm0kJiby4MEDXF1d6dmzp0b+1q1b89ZbbwHg7e3NihUr6NOnD3fu3GHhQmUXvqSkJLp27Yqnpyc7duxg//79SKVS7OzsePDgAQBDhw7FyMgId3d3Ll++jLm5eYFxvgn/+/cBMDR89XQzMzOThw8fauWTSCQa3STu52wLYGRkpLcYC+LnHwCA1PDVD2NmZiYP8sTvdz9AK34//1fxRzx7xrPnz6mZ0/WptATc9wU0438YGKB++q0SEx1FdFQkUqlhnu39ANix9Q/S0l7ifeEsk8eN5M+9O/Qa970HysqLxnWTlYX/I83u7V1bNgHAtKIxDZyVXYcdbSur040My2aUxoMAHwAMc53P4Af+ZOc57ypSw/yv78vnT1Kv4dslG2A+fAKVD0lyt/xlZmXprEwa5dPaBcoKYcTzKGpVtyv5IPNx78EjQMc1oyv2fK6L8YM/wNxU2QU29eVL7gQE0bpxfT1Eq0lVTuYtZ4pSTqq2LSittGSnZxSYbtWqCYrsbMj1gNaqdZNC0/QtMuQ2AAYGr85/1JN7ZGdrf18f3TuO+6qB7HPrxVWPpaS/TNZIN5CW7m/VfX9/QPM7GxgYqFXGR0dHExUVpdWq7+/vh42NDfXqKa9zJ6dayOVy5HI55uZv9t7EwjhWVcaS+3l99SoG6OrU1qu1ERWMJDRylvL1wIp0flvzO9zYWUrQ04If/Av/fykUCnVjkur/cy8lQVRCi8nQ0JA//viD77//nh49eqi7kbq5uXHihO5uHbm3BejWrRsuLi64uLgAyh/QkSNHIpFIcHJStpyoflDPnz/PqVOnaNq0KUZGRri6ugKoK6mGuX6Ix40bh5GREY6OyhvMHj16ULlyZXUrbd4faYA6derQoEEDnJycaNu2LQqFgo0bNwKwZMkSUlJSaNmyJaAcS/r06VM8PJRPDlWf/c6dO2zbto27d+9y+/ZtMjMzWbRoERUrVqRhw4ZYWlpSuXJldcwrVqwgKyuLzp07Y2RkRJs2bbC3ty/03KuOFxQUxL59+/Dz81M/vdbVb111bt5//31kMpn63D56pLwBO3fuHCEhIVStWhULCwusra2xsbHhwYMH+Pr6kpGRQVhYGNeuXWPIkCE4ODgwa5b+xsrFRMcAIJFofj1jY+M088XEaHWnjo2N1VtcRRUdo4zfIG9scXnij9URf06e7Oxsdu7Zz7BBA/UYqW6xMcrWs9zxZ2ZmkJSUWGg+gLjYGFJTU7hx7TLWNpWY+f1P2DvUYNe2DVw676W3uCPj4gHtLvbR8fl3cYuIjqOJqxPODmU/hCAuRtnNU2KQ97wnvNZ+4uNiCPS/S8s2XUo0vvxE5XwvDQzynPe4osednZ3N5gNH+XTA+yUaW2GiYuMB7Ws4poBrJq/cQyi8b/vRyLWWulKqTzHRur9/ecvAgsrJf2sZmltF+6rKimYuxtUqF5qmbymJzwHN36nsrAzSUuO18j1/coeszDTio4K57bUe91UDSU/TrIiWppicsluS69rVVcbrygcQF6d5jbx8+YLExER69Oyt9yFOcjPl/nOPfTSUSjDLM4zb2Ajq1ZASn5zNFo90IuOz6dWqAo1qKe+RLEygZjUD7gbrfshXXomW0JLh6OjIqlWr2Lx5s85lw4YNzJo1642H0ImJiYrJ1dVVXREECA4OZvjw4Vy6dImjR49SrVo1pk+frrHNsGHDGDZsmNa+dP0RVevScrp0qSYP8vf3Z8qUKaSlpdGqVSvkOV0Bdcm737z7zE+VKlXUnyn3sbdu3Yq3tzdhYWG0atWK9HTNLlutW7fG1NQUU1NTKlWqxI0bN0hJScHQ0JApU6YAULt2bdLS0khMTOTGjRsAWFlZFRhPfjp16oSBgQEODg6vtZ3qR0IVv7GxcuIW1ct5AfVTHktLS4yMjBg8eDA7duxg9+7dXLt2jYMHdY99KQlZhXRJVsmvhaisFdalWp0vK/98hw4fpWf396iYZ1IdfbjifZ5Hwa8ezBQ5/gLyPY94SlZWFlKpFAMDA1q0bsPlS+e4cvkC77br+KYh5xPP6/0ihj2P5tHT52ydN1Uv8RTm+uWzhAQHqv9d1PNemAO7/mDQiIK76pakrBKYCWPv36f4X5d2VDTW//WeW1HLmqI6d/0O7Zo1KtF95qeo10ve1q2ipv1rFDS2thTG3ao89j1F9FN/9b8VOlo8dTExs2HYt+dISXhG6P1z+HnvIj4yiPtX9tGove4u3iXN+9JFgoNfDesoiTI+t3PnzlLDsSYfDxxcrPgK8lZNKfaVXt3LGRSxjmsjkyCVSsjOVqAAfB9l0aiWIQ2cpNwNzqJbCyP+vlxwK7zw/9eWLVvo0KFDofmK0nBUEFEJLSG1atXi6NGjODo6UqFCBWJjY7XGXhZnHGHupnCAChUqqMeC6ouq4FVVcFXHbtu2LbNnz853u7yVSdV2mZmZTJ8+HTs7zW5mquPkrvy9juJWXvPG16lTJ9q2bculS5cIDQ1FIpEQExPDqFGj1GNCN27ciLm5OWvXruXhw4d069aNhw8fYmZmprXftLQ0rYq+8WvcXNrYWGvEp5L381rb2BAVFVVgnrJQ1PhtbKyJjNIcs2dtZUViYiKeJ06RmJTE1es3ePZc2ULmeeIUI4eX/MzTV70vcOa09jjp3OEbGhphYaHZzcrKxkaZL892VlbWZObc3KbmTKhkba3Mm5T4eq16r6OypXJsXN6AbFTr8/ht11/8OG4oNe2q6C2mgty4fJbz/2iPtc193RgaGmFuoTt+XW5du8DziDD+dn81MVBqShLXLp2hxbud3izgfFSy0iwnVWws839AmFtCUjJH/7lAYlIK3jfvERGp/E4c/ucCYwf1LdFY86qsjl1zfX7XTEEys7K4dNuX8YP7lkBkhbNWff8KLWe0y0nrnDwFpf1bpD2NxKSGZk+FtOfRhaaVtMe+pwi84a61XpGrwDGQGmFsonndG0gNMbWojKlFZSo7NKReywEcXP4hCTGheolTl8uXL3H6lPb4tbxljUWessbGOr9rzFr9/ykpKRw7epjvvv/htX7ni6qBk5QWdbVv1XM3uGZmKUjNM7GtNKe2WtFY+d/EFOVnMK0ooV4NAyrJDejQ5FU3aBNjCQ2cpPg8KgcPZgogZsctGUWpgCYkJDB+/Pg3Oo7ojvsG8o4hsLKyom7duvTp04eOHTtq9Z+eO3dusY9Vr149QNkF9e7du+r1fn5+xd5nbrkLWdVkSJ07d9Y4tru7u0alOCAgQGMfebuhuLi4qMclHjp0SL0+KCiItLQ06tSpA6DxSpbX6WdeUt1epFIpHh4edO7cmdmzZ7Nw4UI2b96s7o4McPjwYdasWcPBgwcxNzfn2bNn+Pr66tzfwoUL1eNDVItq/GlR1KurPN8ZGa+eUkqlUpyda3H+wgWe5oybrVe3LtnZ2RrXYJ06rpS1+nWVf9eMXA8XpFIpLrVqce7CpVzx19GO37U2qS9e8Dg0lF1797Nr734ic24ST53x0ku8E7+axcFjXurliwnKMdMZGa9a+p2cXZBKDXmRmsqZ08d5kZpKlSrVsLappJEPwMW1Lg4ONTA0NCIlJZmMjAx1l3Bbuzd7aliQhjmzYqZrnHcD6jjac+rqbcJy3ZweOuNNuyZv0f7tBigUCk5cvqW3uPIzdsocdhy+ol4+HT8TgMxc171jLdec857C+X/+5kVqwbMkJyXG43f3On/t28xf+zYDkJqSzM2r5/X2ORq6OgOQkaF5vbs61eAf7+uEPct/JlyA1BcvCX7ylC0Hj7Hl4DGeRSu7+nme89ZbzCoNayuHaGRk5i5rDHCtWZ3Tl28S9iwqv0213PZ/gF0VG6ralE4lrl5d5WuFtMtJ50LLSdec356C0spStf7dMa1VHYC4y7eQSKVIcrV6xl+7W2haSev48SLGLL6vXtr1nwdAVuar8q+SXX0MpIakpyUTeMNdZ5dbU1kVnBv3wqqKs17i1GXqV99w9O8T6mXCxMmAZlnj7OyMVColNTWV06dPkpqaSpWqVbG2sdHIB+Dq+uoa2bplIxMnTaVaNVtSU1O5dvVKica+90w6X69JVS/7vZQPuA1z3b2HR2eTrVB2wW3mKsXYCCLjs8nMUmBqLEFqAKqORzEJ2ZiZSKjtIKVrMyO6NlPeo5kYS3irZum1rAvl37x58zh8+PAb7UNUQotpz5491KlTh4YNG+Ll5QUox0S2bt2ajh07Frit6gdP9d/cXT5U61Stg6p/9+jRAxcXF7Kzs+nfvz+7du3il19+UXdpzf0jmne/efeZNz9ASEgIWVlZZGZmcv36dWrXrs2oUaMA+PJLZde2a9euMWzYMA4cOMD48ePVs7dmZOju0mFpaal+Z+qMGTNYtmwZW7duZfPmzRgbGzN27FgAPD09CQ4OZufOneqJicJ1vKpDJb/j5f5cus5Hfv8FGDhwII0bN2b79u2sXr2aTz75RKOS+/PPP+Pv70+/fv0YMGAA5ubm6kp0XrNmzSIhIUFjeZ0xpA4O9jRt0oTYnHEnqSkpdOzQgXs+Pvy8YCGLFi8BoE/vXkgkEmJjY0nN6fb83nvvaX3ukhxEXqT47e15u0lj9diqlNRUOrVvxz1fX35ctIQFS34F4P2ePZStzrGxpKSmYmhoSPeuXahWtSonj7qrl0YNlBNLuS3U/V7FktamXUdkMjlxcbGkpChvorr1UI7V27d7Kyt+Xcj+PdsA6NHrA+JiX/2dqtna0ahJM0xMTenUpTsAj4IekJiYgIGBAV269dZb3I62VWjZwFU9BjT5xUu6v/M2t+4HMXP5VmavUr50+kHoU37b+Rdr/vyb7l/OoeOY2erZcQF1K252KV83rdp2xUJmSXxcNKk5571z974AHNq7kXXL5uG+d5M6f7aO73H7Ln00KrYAlarYMnbKHL3FXcOuGi0a1lOPAU1OfcF7bVpy2y+Qb39dy5xlr15PpOvc2laphPf+DeqlaX3lg6TVc/U/u3UNu6q0bFiX6DjVNfOCbu+24Jb/A2YvW8/3K149iCvsujh7/S7tm+l/VlwVBweHnHJSOSY3Jaec9PHxYcGCBSxevBiA3r17q8tJ1fCQbjnlZEFppUWS84BKkjM5VJWeHWi2dzlNdyjLyZB1u1FkZ2NsWxkjuQXZ6emEbT1YaJq+1WrUk4pmVqQmRZH+QjkjbN1WHwNw89RqvPbN5ObpNSTHP2Pf0t5c8VhKZvoLFAoFWVkZuDbrp96XajKj7Ozi9Yp6XW3bdUAmk6v/7gDdeypfGbNn9w5+W/oLe3bvBKB37/fVv2WpqSnY2trRuElTADw9/+b0qZPM/eE7hg0dyPChA/U+JvROUBbJLxRYmEmomPNmlct+yvP2XnMjBncxpmszI9Iy4HqA8rzaVzLAzETZNffK/UyuB2RpVGwBYhOz2XsmXecxyxMxJrTkrFu3jlatWuHq6oqzszO1atVSL05OTqxevZqvvvrqjY4hKqHF1LlzZ/r27UtERAS9e/emf//+3Llzh+XLlxe4XUBAABcvXgTgwoUL+Pr6snr1anX66tWruXfvnrpie+nSJe7fv49UKuXYsWN07tyZ8PBwZsyYgaGhIcOHDyczM5Nt27ap97F27VouXryobjH18PDA399f492ZmzYpb+aMjIyYNWsWo0ePZtSoUfTu3Zt27drh5eWFqakpoJyRdvPmzdSqVYsDBw7g5ubG6NGjsbW1xc/Pj0uXLqljvXz5ssbnXbFiBaNGjUIqlTJv3jwuXLignh23W7duLFu2DGNjY9q2bUtSUhKNGjWiW7dupKam8vSp9vstvb291S2Qx48fx8fHR5324MEDjh1Tdu/z8fHBy8sLb29vdR4PDw98fHw4evSoOo+3tzfx8fH8/fffLF26FAMDAyQSCaampjRv3lxdyY+Li6Nly5b07duXW7dusW/fvnzH4xobGyOTyTSW1+2m8/XX00hISOD3FStwcHBg4oQvsbezx9LSkro5rZ0NGjRg/LgvWL9hI0eOHmPO999RPWd87NOICPb/qZwuX6FQ8OefB4jLMzGQPk3/ajLxCYksW7ma6vb2TP5yHPZ2tlhayqlbpzYADRu8xYQvPuePTVv469jfzP12JtUd9NdSWFRm5hbM+O5HLp77h9W//8KQ4Z/RpZvyBsXZxRUTE1NqOSs/Q78Bg2nU+G3WLHfjSehj5vz4i7rV87MvJvJe9z7s2bmZi+fOMHX69+rt9GX+2CHEJSbz88Z9ONpWYfaoAVSvVhlrmTkNnGuQ8uIl03/fTOrLNGISkohJSCLlxUtq58zIGvY8mm1H/wGU1822Y/8Qk6DfVw6omJlbMGX2Yi6fP8WGFT8zYNgXdHjvfwA4OdelookpNZ2VD36CAn3xOql8fUtIcABXLpzWaq0oTXMmfkZ8YhKL1m3D0a4aM8YMo7ptFazkFryV09oY9iySHX95Aspzu/OwJ7Hx+uueXVQ/jB9JfFISC9fvpIZtVWaOHkKNajmxuygncQt7FsWOw8oJ9xQKBTuOnNSavOj8jbu0a14640FVvv76axISElieU05OmDABOzs7LC0t1Q8JleXkODZs2MCRo0f5/vvv1fMIFJRWGqr07EDV95U9jqq+3xnrdi1IeRhC2vNo4q8qX4MWd/EGvpN/pN7iGTiOG8L1D78kJfBRoWn6Zmwio9vwlQTf+ZuzB76jefcp1G3xIQCV7N/CyNiMSnb1qWBijsymOr6XdnJoxQBunVlHk45jqFBROcN85JO73L+q/K2KDvcn+K6nRuuqPpibm/Pt9z9w/txZlv/+K8M/GUm3bj0AcHapjYmJKc45E0Z+NGAgjZs0YcXy3wgNCWH+TwswNDQkOCiIdWtWkZaWRnxcHPFxcaSlpVHTSb/vgn6ZDls802jibMiAjhXwuJLOtfvKymZYVDYv0xWERysbINwvpHPZL5NuLYxo4ixl56l0nkb/x2tOQonYsGED48eP5/r16wQFBfHo0SNCQkLUS2hoKOnp6URGFtzTpzASRWk+6haEf6np06fzyy+/aK2vX79+vt1uX9ejIO1ZicsDJ2cXQh/4F57xX6hG7Xr4Piz4tT//Vm+52JJ07e+yDqNYLFr04lpAfFmHUSwt6lgSe1d/3Xf1ybpRO+Jv/VPWYRSLZdPOBJfyO4FLSi1nZ44ZlX033uLqnRHAUvfyeSs4ra+EB0Gl927dklTb2VHdElneuI0zLesQdFp/qnSP93nX0j1eaWnQoEGRhvvNmDHjtYab5SVaQoX/9wIDA9m4cSOenp6kpaXx8uVLIiIiGDBgAKGhpTd5giAIgiAIglA8qtfmltbyX/Xo0SM2btxIYGAgwcHBDBo0iL179/Lo0SMePXrE/v37GTly5BtVQEHMjisIBAUFERsbq57ZGKBatWpUrVqVQYMGlXF0giAIgiAIglA6mjZtqp4XBuCHH36gd+/enDx5EicnJxwdHfnss8/o378/ffr0KfZxRCVU+H+vR48euLm5MXHiRFxdXdUz5Nnb2xf4ShpBEARBEATh30EMMCwZdnZ2BAYGsnPnTh49esSyZcvo0qULzZs3Z+jQoTx69IjExER+/PFHUQkVhDchkUiYNm0a06ZNK+tQBEEQBEEQBKHMDB06lLp166pne27RogULFizg0KFDrFq1Sp3vTV8TKcaECoIgCIIgCIJQrolXtJSMDz74QP36FalUSosWLbCxsWH//v3I5XL1a7q6d+/+RscRLaGCIAiCIAiCIAgCAG5ubkyYMAGAmjVrAtChQwd8fX05fPgwFSpUYOjQoW90DFEJFQRBEARBEAShXMv+D7dOlgVV5TM3W1tbxo4dWyL7F91xBUEQBEEQBEEQBABSUlJwc3Pjvffeo0uXLur1p06dYsmSJWRmZr7xMURLqCAIgiAIgiAI5Zqi1AdqSkr5eKUjMjKSDh06EBgYiEKhwMHBQZ3WtWtXnj9/Tvv27Tlx4gTm5ubFPo5oCRUEQRAEQRAEQRCYNm0aDx8+pH79+rRt2xZjY2ON9KFDhxISEsL8+fPf6DiiEioIgiAIgiAIgiBw5swZfHx8uHfvHufOnaNSpUoa6ampqcTExLB37943Oo7ojisIgiAIgiAIQrn2X35tSmmSyWQ4Ozur/616XyhAUlISn332Genp6URHR7/RcUQlVBAEQRAEQRAEQaBevXo0bdqU0aNH4+TkRGxsLL/++isPHz5k3759xMXFIZFIqFOnzhsdR1RCBUEQBEEQBEEo17KzyzqC/4aFCxfSsmVLvvrqK/W6b775Bng1+ZNEImHq1KlvdBwxJlQQBEEQBEEQBKGMBAYG0r9/f6ZNm0b37t158OBBgfl79eqFRCJRL5UqVSI9Pb1Y+8rL1dWVkydP4uTkhEKh0FgAzM3NWbJkCcOHDy/eh80hWkIFQRAEQRAEQSjXyuuY0LS0NLp160a/fv1YunQpPXr0oGvXrty/fx8TExOt/JGRkdy4cQNHR0f1uuHDh1OhQoXX3ld+WrRoQUBAAB4eHnh7exMdHY2NjQ21a9fmww8/RCaTvfHnFpVQQRAEQRAEQRCEMvDnn38SEhJClSpVAKhWrRrHjx/n4MGDDB06VCv/3r172bt3Lx07dnzjfRVEKpXSp08f+vTp8/ofqghEd1xBEARBEARBEMq1bEXpLiXl/PnzAFSoUEFj/dmzZ3Xm37FjB927d8fJyYlPPvmEW7duFXtfKomJiXz11Vc0atSI9u3bs2zZMrKysl77s7wO0RIqCIIgCIIgCILwGtLS0khLS9NYZ2xsjLGxsca6Ll26FFgJVFUYpVKpxvrw8HCtvA8ePODq1asAPH78mMePH7N792527NjBwIEDCQsLK/K+VNLT0+nYsSN37txRr7t48SJXrlxh9+7d+W73pkQlVBBKiZOzS1mHUGw1atcr6xCK7S0X27IOodgsWvQq6xCKrUUdy7IOodisG7Ur6xCKzbJp57IOodhq5XovXXnTOyOgrEN4I9P6SgrP9C9V29mx8Ez/Um7jTMs6hP+U0h4TunDhQubNm6ex7ocffmDu3Lka606fPl3gfrp3786JEyeKdMyaNWvy7NkzwsPD8fb2Zt26ddy7d48JEybw4YcfkpGR8VqfAWDdunXcvn0biUSCQqFQ/3ffvn2MGjWKbt26vfY+i0JUQgWhlAQHBZV1CMVSy9mZoODgsg6jWJxr1SI88F5Zh1Es9q4NCQv0KeswisXBtQFPHviVdRjFUr12fa4FxJd1GMXSoo4lF/2SyzqMYmlT3xyfh8/KOoxiaeBSjaXu5XRGFJQV0GNGb/a+v7LSOyOAbQX3MvzX+qQDvDy2tqzDKJaKvb8o6xD+FWbNmqXxGhNAqxW0KBwcHIBXrz9Rsbe318prZGRE1apVqVq1Km+//TZffPEFw4YNY8+ePcTExLzWvlTc3d0BMDU1pXbt2mRlZREUFERqaiq7d+/WWyVUjAkVBEEQBEEQBEF4DcbGxshkMo2lOJXQdu2UvW9evnypsb59+/YA+Pv7s2fPHp1jNKVSKTNnzsTW1pYqVaoUui9d/Pz8+Oijj3j69Ck3b97kzp07hIeH07dvX/z9/fPdLm9F93WJSqggCIIgCIIgCOWaIltRqktJGThwIDVr1lSP54yPj6d69er069cPgI4dOzJ48GA2bNhAYGAgdevWZfz48URHRwNw9+5dFi9ejEQiKXRfusTHx7N27VosLCzU6+RyOevXryc+Pj7f7Ro3bvxGn1tUQgVBEARBEARBEMqAiYkJHh4eBAcHM378eFJSUjh37hxmZmYAdOjQAWtraxo3bkylSpVwcXFh+/btNGzYkOnTp1OlShWGDx9epH3pIpfLsba21lpvY2ODpaWl1vrs7GwuXbpEYGDgG31uMSZUEARBEARBEIRyrSRfm1La6tati4eHh860ffv2afz76NGjxd6XLpGRkVqz6eZWUNqbEJVQQRAEQRAEQRCE/8d0jfFUzZSri0TyZrNqi0qoIAiCIAiCIAjlWmm/ouW/JL+K5ptOPlQQUQkVBEEQBEEQBEH4f0gulzN79mwqVaqEgUHh0wVlZmbi7e3N5s2b3+i4ohIqCIIgCIIgCEK5ll2eB4WWoUmTJvHNN9+81jafffYZp06deqPjitlxBUEQBEEQBEEQ/h8aMGBAsbb79ddf3+i4oiVUEARBEARBEIRyTYwJLZ4GDRoUa7v+/fu/0XFFS6ggCIIgCIIgCIJQakQlVBAEQRAEQRAEQSg1ojuuIAiCIAiCIAjlmuiOW76IllBBEARBEARBEASh1IhKaAnx8vJi1KhRzJo1C09Pz7IOp0gCAwNp1aoVEomEjh07lnU4rFy5EiMjIyQSCVu2bCnWPo4ePYqlpSVz5swp2eAEQRAEQRCEf61shaJUF+HNiO64byguLo7PP/+c69evc+DAAZo1a1bWIRWZq6srPXr04OrVq2UdCgATJkxgyZIlPHnypNj7OH36NAkJCRw9epT58+eXYHSlKzY2lrVr12JTqRIx0dFMnToVExMTrXwenp74+fmRmJBAjx49eOedd4qUVhr8/PxwP3QIIyMj7OztGTp0qM58WVlZrF27FkOplPDwcEZ//jk1atQoNE1fYuPiWLFuE5VsrImOiWX65PE6z/3R4yfx9QsgITGR3t270qZ1S3Xaus3b2XvwL/W/WzZryqK53+o1blXsK9dtpJKNDdExMXwz+UudsR87fhIfv/skJCbpiH0b+/LEvnDud6UU+4ZcsU/QHbvnCXz975OQmEiv7u/RpnUrrTzR0TGM/nIya5f/SrWqVfQeO0Cg/108/9qNoVEFqtlVp//g0fnmTUpM4PiRPTx98phJMxfqzHPr2gW2rXPjtw3ueopY08P7dzhxeCeGRhWoaleDDwaOyTdvcmI8J4/uJiLsEeOnL1GvXzrvS3xvX9bI26hZW6Z897ve4ga47+fDUfd9GBlVwNbegY+HjNSZLysri03rliM1NORp+BNGfjYehxo1AZj//dfcuXlNI3+zFu8we+4ivcb+7PFN7l3YitSwAnIbR5q9NyHfvIdWDCAq7J763y17fk2Tjsrr7GVKHD4XtxMXGcR7w/R7vlXM6tTCZcYYkvyCCHZbrzNP9c8GYPXu21SwseLJxv08P3K6SGn6FhZ0kysnt2BoVAGrKjVp/77u856R9oLje37k/o3jmMkr0Xv4T9RwbQFAQsxTPHbOpbKdM+HBd+jY7ytq1G6u17ijE1NYfOgMVeTmRCYkM29QN0yNK2jl2+Z1g21eN8jMymZst9YMbtdEIz01LZ1DV3xITcugqZM9zV0c9Bq3IOgiWkLfQFpaGj179uTIkSN4eHiUqwqoikQiKesQNBgYvNklOXPmTGbPns369bp/EMsLNzc3LGQyxo4ZQ0hoKKvXrNHK4+Pry4oVK/h01Ci6du3KgoULCQsLKzStNKSmpDBv7lzatG3LmDFj2LljBydPntSZd/++fdy9c4exX3xB1WrVmDd3LllZWYWm6cvCX1cgk1nw5eejeBz6hOVrN2rluefrz2+r/uDzkcPo1qUj8xb/ypPwp+r067fuULVKZfXSo0snvcb8KvblyGQWjFfHviGf2Nfx+cjhdO/SkfmLl2rEfiNP7N1LKfZFS39HZmHB+M8/JST0CSvWan+H7/n6sWzVWj4f+QndunTix0VuhIWHa+X75feVJKeklEbYAKSmJvPrT9No2aYzw0ZP4eDu9Zw7fVRn3qsXT7Po+wm4791ESkqSzjzJSQlsXLWQ0nrO/iI1md9/nkrzd7sy6NNp/LVnHRf+Oawz7/VLp3CbO54j+zdoxK9QKHj0wBepVIqZuRxzCzlSqZSmLTvoNfbU1BQWzp/FO207MnLMBPbu3Mw/Jz105j20fxf37tzk0zETqVrVloXzZ5OVlYlCoeBhgD9SqRRzCxkWMmXsLVq30Wvs6S+TOb51HLUaduedPrO4cWolAdcP6sybHPeUpLhwzK3sMLeyw8LKHpfGvQAIvuvJsQ2fcvP0atJfJOo1ZgCJkRE1J43g3bO7cBjeDwMj3e0ZVm2a0XD1fO7PciNsuztv71mGWe2ahabpW9qLZPatHEe9Zj3o+vFszh9ZwZ1Lus/72cPLsbCqRjXHt4h9/pgjW2aq0/av/pKUxGi6fDQDO6fG7Fn+OYmxEXqN/dtdnsjNTPimb0cePoth4cEzWnkOX/PleXwS79atSVzKCxa7nyE8NkGdHhoVz/Df92BjYcbn77X6T1VAFdmluwhvRlRC38DcuXO5cuUKw4cPp169ekXaxt/fHycnJyQSCQMHDmTy5Mk4OjpSuXJl1qxZg7e3N127dsXExITOnTsTHx+v3jY5OZkxY8YwaNAgOnbsyLJlywDIyMhg+PDhSCQSJBIJ+/fvp1WrVpiamvLBBx/w9OlTJk6ciLW1NdWrV+f48eNacaWnpzNp0iQsLS1xcnJi9+7dGulXr16lS5cujBs3jjZt2nDnzh0Abt++Tc2aNZFIJIwcOZLLly/j6upKo0aNUOR0VXBzc6NXr1707duXsWPHkpqaqt6vu7s7devWpW7dukybNo3s7IK/1V5eXsjlciQSCXPnzuXw4cM4ODjQp08fAgMD6d27NwsWLGDatGkAXL58GSsrKyQSCRMmTGDEiBFYW1vTpEkTQkJC1Pt9+PAh77//Ph988AFdunRBIpFgbm5OzZo1Abh48SJNmzalb9++yOVyWrduXaS/d3FERERw6/Zt5DIZAHK5HC8vL16+fKmRz9PDA4VCgUwmQy6Xk5mZyenTpwtNKw0XLlwgKSkJuUyG3NISgOP5dFP38PBAluuzRkREcPfu3ULT9OHps+fcuH0XucwCAEu5jNPnLvDyZZpGvqPHT6JQKJDLLLCUy8jMzOTEP2cBCHwYTI+undi9cY166djuXb3F/Cr2Z9y8fVd93VjK5fyjI/ZjuWKX58R+8h8vdezdu3Zi18a16qVjO/3eiL+K/c6ra14m45+z57Vj9zyZc11bIJfJc867l0aeox7HeRAUpPeYc7t28R+SkxIxl1kik1sB4HXiL515W7bpwqCRXxa4vwM7/yA+NrrE48zP9UunSUlO0Ij/3El3nXmbv9uVjz6ZqLU+Iuwx/YeOZ+3eS6zY/g+/bjpORRMzmrRor8/Q8b7gRXJSIhYyOXK5JQCnTxzTmfek52FkcjkAMrklzyLC8bl7m/AnIQz5ZDS7D51g654jbNh+EBMTU5q31O/3NvjecdJSE6hoZoWJuTUA96/9mW/e3qM3MWTmPwyZ+Q+DZ57G3MoOgFqNetCq5zS9xpqbIiODx8u3Erp+b4H5aoz+GImBAenRcaRHxWJQoQL2w/oWmqZv/jc8eZESj4m5FWYWyvN++/x+rXyZGek06ziEDv+bxKBJG6hQ0YyMdOXvcNTThzx/4oexiTkAdjUbkpGWyq0L2vspKWEx8VwODMXSTNlDxNrclL9v3udFeoZGvreqV+Obvh2ZP6gb79RxRKGA9Azlw9uX6ZlM3vQXb9WoRo+mdfQWqyAUhaiEFtOLFy9Yt24doKxY1q5dm7feeotff/1VXfnSpV69erRpo7ypO3/+PBMnTmT9+vVER0czadIkjh8/zsmTJ2nevDlnzpxhw4ZXLRn9+vXj8OHDbN++na+//pqpU6fy119/YWRkxIgRI9T5oqOjuXDhApUrV+bw4cP079+fOXPmsGTJEsLCwtQVtNwePXrEmDFjuHXrFlFRUQwdOpQrV64AEBAQQOfOnWnSpAlr1qzB1taWXr16kZqaSpMmTWjfXnmTER4ejpubG8nJyQQHB5OZmclPP/3EN998w+LFi9myZQubNm3i22+V3RJv3rzJRx99RHZ2Nvfu3aN///5ERBT8FLFjx440btwYUFaAt23bRmJiIg8ePMDV1ZWePXtq5G/dujVvvfUWAN7e3qxYsYI+ffpw584dFi5UdoNLSkqia9eueHp6smPHDvbv349UKsXOzo4HDx4AMHToUIyMjHB3d+fy5cuYm5sXGOeb8L9/HwCp4auny5mZmTx8+FArn0QiQSqVam1bUFpp0PUZAgMDtVoxo6OjiYqK0sgHyu9UQWn64nc/AABDqea5D8xTqfG7H6h1flXbnrvkzdpN2xg06gsW/7aSsKf6fTKeOyZAIybdsQfoiF257blL3qzbtI3Bo8ay+LcVhD19Smnw988574aasT94qBm7v47YVduCsjIb8fw5NfXcZTuvBwE+gOZ1E/zAn+x8Wu2lhkb57uvy+ZPUa/h2yQZYiKAA5YMdaa74Hz/0yzd+Qx3xV7OrQeeeH6v3EeBzg2p2jsitKukh4lcC7/sCmmXNw8D7WmVNTHQU0VGRGp9Rtb2tfXV69OmnTvO9dws7h+pYWdvoNfbIkNsAGBi8iinqyT2ys7XP+6N7x3FfNZB9br246rGU9JfJGukG0vyvKX3JzlP5ycuqVRMU2dmQ6+GyVesmhabpW3jwbUDzeo8I0T7vhkYVsKpcHVC2WisUCroP/h6ArMx0AFKT4gAwMbMEIPKJ/n5n7zxW/pYY5uoxlpmVjX/Yc418ztWU161CoSA2OZXhHd7Gqaqysv2n912Cn8cSHpNAv8Vb+X73cVJepust5tKmUChKdRHejKiEFtOtW7eIi1MWPqtXr8bDw4PQ0FCmTZvGH3/8UeC2hjk/lt26dcPFxQUXFxdAedM1cuRIJBIJTk5OAOqKx/nz5zl16hRNmzbFyMgIV1dXAHUl1TDXD/C4ceMwMjLC0dERgB49elC5cmVq1aqlsc/c6tSpQ4MGDXBycqJt27YoFAo2blR2Q1yyZAkpKSm0bKkcN+bq6srTp0/x8FB2eVJ1ob1z5w7btm3j7t273L59m8zMTBYtWkTFihVp2LAhlpaWVK5cWR3zihUryMrKonPnzhgZGdGmTRvs7e0LPfeq4wUFBbFv3z78/PzUrXy5b07znu/3338fmUymPrePHj0C4Ny5c4SEhFC1alUsLCywtrbGxsaGBw8e4OvrS0ZGBmFhYVy7do0hQ4bg4ODArFmzCo2zuGKilS0gBnm6SsfGxmrmi4nR6k6tylNQWmnQ9RkyMzNJStLsfhgTE6OVDyAuNrbANH2JjlHuW2KQ99zFa+XTOr9xyjznLl0hKyuLyOhojv/jxdgp3/Aw+JHeYs4dE2h3aY+NjdPKlzf2mJyy7Pyly+rYT/zjxRelHLtEohm7Ki51vljt61qVJzs7m5179jN80EA9RqpbXEwkoHndZGZmkJSUkN8mOsXHxRDof5eWbbqUaHyFiYuNAjSHZ2RmZpD8GvEb5Cl7b109SxM9d8UFiInRVdZkkJyk2S01Nidf3mssLjZG63fj6uWLtGjVVh/hakhJfK4VU3ZWBmmp8Vr5nj+5Q1ZmGvFRwdz2Wo/7qoGkp2lWRP9tKtpXVVY0czGuVrnQNH1Liled91fXTFZmBi+S43XmDwm4yu7lo8lIf0HEY+WY3Eq2zpjLKxP9LIiYZ8FkpL8AwECqv6lWIhOUf2+DPL9PUYnaQw/CYuKZsf1vAsKjCHwaRWqa8oGBxy3lQ7s5H3dlwLuNOHzNj9+PXdBbzIJQEDExUTHlnjxHLpdTs2ZNunfvzoEDB9i+fTvvvPMO06dP19hm2LBhDBs2TGtfusZBqtalpSm7o6kmD/L392fKlCmkpaXRqlUr5Dldi3TJu9+8+8xPlSrKiTyCg4M1jr1161a8vb0JCwujVatWpKdrPj1r3bo1pqammJqaUqlSJW7cuEFKSgqGhoZMmTIFgNq1a5OWlkZiYiI3btwAwMrKqsB48tOpUycMDAxwcHi98QyqHx5V/MbGxoCykqSiesJlaWmJkZERgwcPZseOHezevZtr165x8KDu8SMlobAuySoFjY3U97jJvC5duqS+XqDon6GgfEXdR0kqibhXLPmZmNhY/AMecPDI3zwKCWXTjj0smKO/BxeFxVTUfMuXLFDHfujIMR6FhLJ5x25+njO7pMLUKauosWfln+/g4aP06v4eFSsal1RY+bp++SwhwYGv4iqha/XArj8YNKLgrrol4eaVM4Q+yh1/yZcXt6+dZeqclSW+3yve53kc/OpBatGv+6J/xutXLvLd/F9eO7bCPPY9RfTTVz05FEWMycTMhmHfniMl4Rmh98/h572L+Mgg7l/ZR6P2n5Z4nCVGx0PhIqWVsIBbp3j+JPd5f73vayVbZ2rWac2zEF+8j2+gXvOe2Do2YMCXa/jnwC8c/GMKUkPl5EDWVZ1KNPbcsrOL3vJWycKc1q6OnPN7xJUHT9jvfZcRHZsREql8aGcoNaBTA2cWH/Lin3sPmf1hZ32FLQj5EpXQYspd+YuNjaVmzZrqlsbIyEhiY2O1xl4WZxyhqjKk+m+FChXUY0H1RfWjrvqMqmO3bduW2bPzvxnNW5lUbZeZmcn06dOxs7PTeZzclb/XUdzKa974OnXqRNu2bbl06RKhoaFIJBJiYmIYNWqUekzoxo0bMTc3Z+3atTx8+JBu3brx8OFDzMzMtPablpamVdFXVXSLwtrmVVea3PJ+XhsbG6KiojS3zclTUJo+XPb25tSpU1rrc38CQ0NDLCwsNGOyVnYR0vVZC0rTF5ucY+Z947WVlaVWvsjoaJ155DIL5DILatV0pHuXjsyat4CnEc/0FXKumJTnJe/5si5C7Nb5xD67lGKvZJPzNy0sdhtrIqO0Y09ITMTzxCkSk5K4cv0Gz54rWyY9Tpxi1PAhJR7vjctnOf+P9rjD3Ofe0NAIcwtZkfd569oFnkeE8bf7LvW61JQkrl06Q4t3S3ZyqFtXvLh4RvfESSqGhkaYvUb8uT0O8sfQqAL21WsVa/uCXPW+gNdp7fHl2udes6yxslF1C9a8xiytrDX+HfQgAEMjI6rnzJpbkh77niLwhrvWekWumAykRhibaD5cNpAaYmpRGVOLylR2aEi9lgM4uPxDEmJCSzzGkpT2NBKTGraa655HF5pW0gJvn+Ku9yGt9bmvBKmhESZmuh/qm8ls6PLRdLIy07n2z3Zinz/G1rEBdjUbMmzaNgD2rxpPBFC/eU+d+ygJleXK+428ZXwlC+37kIoVDOnfugFy04p8teWIuvKZkfPgI/lFurrbbkLqS63ty6syeHYtvAHRHbeY3n33XXXFIjxndsYKFZRPwho0aEDHjh21+o7PnTu32MdTTXwUFBSkMTGLn59fsfeZW+5CTTUZUufOnTWO7e7urlEpDggI0NhH3m5yLi4uGBkpx6kcOvTqByAoKIi0tDTq1FEOis/dqvw6fexLamZfqVSKh4cHnTt3Zvbs2SxcuJDNmzeruyMDHD58mDVr1nDw4EHMzc159uwZvr6+Ove3cOFC5HK5xqIaf1oU9erWBZQTTuWO0dnZmfMXLvA0Z9xsvbp1yc7O1mj1dM05pwWl6cNX06bxt4eHepk4caLWZ3B2dkYqlZKamsrpU6dITU2latWq2NjYaORTxVpQmr7Ur6vs5p6e8erBiFQqpXYtJ85e9CY8p0JWv66r1vmtW9tFa3+Ghob07dMTx+r6n32wfl3lecl73bjUqsXZi97qyuS/Ofb0TO3Yz124lOuar6MVex3X2rx48ZLHoU/YtfdPdu39k8icBzCnznjpJd6xU+aw4/AV9fLpeOWMmZm5zr1jLVekUkNepKZw/p+/eZFa8Gy9SYnx+N29zl/7NvPXvs0ApKYkc/Pq+RKP/7NJ89h06IZ6+WSccpx+Rsar3i01atVRxv8ihYtnjvLiRdFnG751xUtvs+JO/GoWB46dVS9jJyjnOMh93Ts5184596l4nfbkRWoqVapUw9qmklZ5UttVc1LBq5cv0FJPXXE7fryIMYvvq5d2/ecBr8YXAlSyq4+B1JD0tGQCb7jr7HJrKquCc+NeWFVx1kucb6Ja/+6Y1lKOo4y7fAuJVIokV6tn/LW7haaVtPdHLeLbPwLUS89hyte3ZeW63qtWV573tJfJ3PV2J+2l9nlv+E4/QLu1M/b5Yx7eO0vD1h9QtXpdvXwGgEaOygf5GZmvyj9DAwPq2lfh5J1AnkTHa23TpZEL5hUrULOK8kGfq62yy3NsciqGUgMkEqheyVJvMQtCQUQltJhkMpm6VVA1HjEsLAypVKrVDTcv1Q2U6r+5uxOp1qlaB1X/7tGjBy4uLmRnZ9O/f3927drFL7/8ou7SmvumLO9+8+4zb36AkJAQsrKyyMzM5Pr169SuXZtRo0YB8OWXyu5h165dY9iwYRw4cIDx48erZy3N+6OuYmlpqX435IwZM1i2bBlbt25l8+bNGBsbM3bsWAA8PT0JDg5m586d6omJwnW8dkElv+Pl/ly6zkd+/wUYOHAgjRs3Zvv27axevZpPPvlEo5L7888/4+/vT79+/RgwYADm5ubqSnRes2bNIiEhQWN5nTGkDg4ONG3ShNicsW4pKSl07NABHx8fFixYwOLFiwHo3bs3EomE2NhYdbfnbu+9V2haaWjXvj0ymUx9fEA9adTuXbtYunSpegbm3r17q8erpqakYGtrS5MmTQpN04fq9nY0a9Lo1blPTaVz+zbc9fVj3qKl/PTLMgD+16ubssU8No6UlFQMDQ3p0VXZWjXt27nMXeSmbrF7GvGMIQP66S3m3LG/3aSReoykMva23PX1Y/4iN3765TcA3u/VXUfsygdOX387l3l5Yh88oL/eY3ewt+ftJo3V41dTUlPp1L4dd319mb/oF35e8isA/+vZ41XsqSk5sXehWtUqnDp6SL00aqCcjGzpwp/0HjtAq7ZdsZBZEh8XTWqK8ua1c/e+ABzau5F1y+bhvneTOn+2jjKofZc+GhVbgEpVbBk7ZY7e42/Z5j3MZZYkxEWTmvPalQ7vKf/uR/auZ+PyHziy79UkeerfmHy6/d+6dpamLTvqN+gcbdp1QiaTExcXQ0rOuX+vRx8A9u3eyopfF7J/z1YAuvfqS1yscqx5akoK1WztadhE89Vq165c1PurWVRqNepJRTMrUpOiSH+hPO91W30MwM1Tq/HaN5Obp9eQHP+MfUt7c8VjKZnpL1AoFGRlZeDa7FW5oupunJ1dvJ5FxSHJmW9BkjOhWJWeHWi2dzlNdyi/ryHrdqPIzsbYtjJGcguy09MJ23qw0DR9q9+8J6bmViQnRPIyVXnem7ZTnvcLR1dxZPMMLhxdzYO7Z9j4U3+ehyknG3qRHIdr4y7YOr6l3ldqUiwH/5iKU/136T5Ev9/VmlWsaO1aQz0GNOllGj3ersON4DC+3nqMGdv/5nl8Mv2XbMMzZ+xn0os0KsnM6NeqAQCD2zYBwD8skviUFygU8GHrBnqNuzSJiYnKF1EJfQNz5sxh2bJlnDhxgvHjx/Po0SM8PT0L7HYbEBDAxYsXAeVrLHx9fVm9erU6ffXq1dy7dw8vLy9AOdbu/v37SKVSjh07RufOnQkPD2fGjBkYGhoyfPhwMjMz2bZtm3ofa9eu5eLFixqvufD399d4d+amTcobIiMjI2bNmsXo0aMZNWoUvXv3pl27dnh5eWFqagooZ6TdvHkztWrV4sCBA7i5uTF69GhsbW3x8/Pj0qVL6lgvX9Z8UfmKFSsYNWoUUqmUefPmceHCBfXsuN26dWPZsmUYGxvTtm1bkpKSaNSoEd26dSM1NZWnOmbm9Pb2VrdAHj9+HB8fH3XagwcPOHZM2UXOx8cHLy8vvL291Xk8PDzw8fHh6NGj6jze3t7Ex8fz999/s3TpUgwMDJBIJJiamtK8eXN1JT8uLo6WLVvSt29fbt26xb59+/Idj2tsbIxMJtNYXqc7LsDXX39NQkICy1eswMHBgQkTJmBnZ4elpaW68tugQQPGjxvHhg0bOHL0KN9//716fGxBaaXB3Nyc77//nnPnzvH7smV88skndOveHVC2kJuYmODirHyKP+Djj2nSpAnLf/+dkJAQfvrpJ/VkUgWl6cvMqROJT0jk15XrqG5vx9TxY7G3s8XKUk69OrUBaPRWfSaN/Yy1m7bhfsyT+d9Op4aDclKtOrVduH3Xhy+mTuePLdupX9eVOjpaGvUT+yQSEhL5deVaHOztmJITu2We2CeOHc26TVv5Kyf26urYnbl19x7jpn7DH1u2U68UY5/xlTL231auobq9PVO+/AKHnNjr1lG2UDdsUJ8JX3zOuk1bOHzMg3nfzlTHXpbMzC2YMnsxl8+fYsOKnxkw7As6vPc/AJyc61LRxJSazsrvbVCgL14nla9vCQkO4MqF0xotqGXB1MyCCTPcuHrhBFtW/Ui/IeNp1/UDAByd61HRxAzHWsoWnuBAH86fcgcg9NF9rl08qRF/dORT4mOjcKnTqFRiNzO3YPp3P3Hp3BnW/L6EwcNH06VbbwCcXVwxMTGllrPy+uk3YDANG7/NmuW/8CT0Ed//+ItGeRL5PIK4mGjq1Cudm3JjExndhq8k+M7fnD3wHc27T6Fuiw8BqGT/FkbGZlSyq08FE3NkNtXxvbSTQysGcOvMOpp0HEOFispZ2iOf3OX+VeWrXaLD/Qm+66nRuqoPVXp2oOr7yodXVd/vjHW7FqQ8DCHteTTxV5WvcIu7eAPfyT9Sb/EMHMcN4fqHX5IS+KjQNH2raCrjo3Er8bvuwbFt39Lhgyk0afsRANVqNKBCRTOq1XgLM5kNGekv2LZ4MH9vn8OzUD/6jVE+zEt7kczdS4fw3D2f1t1GMXDCOowr6m/WfJWfhnQnLuUF8/edomZlK777qAs1KllhbW5KQ0dbTIwNsTIzYc7u40ze+BfbvG6wdmx/LEyU9yC9mtXlmw86cPJOIMuPXWB015YMaddU73ELgi4ShajKCwLTp0/nl1+0J6KoX79+vt1uX1dwKb+7sKTUcnYmKNekQ+WJc61ahAfeK+swisXetSFhgT6FZ/wXcnBtwJMHJTNUoLRVr12fawHxZR1GsbSoY8lFv3/3jKn5aVPfHJ+H+h9/rA8NXKqx1L383kpN6yvhmFH5fGdk74wAtp0t6yiK55MO8PLY2rIOo1gq9v6irEPQ6bstpfu6mZ9GVijV4/3XiJZQ4f+9wMBANm7ciKenJ2lpabx8+ZKIiAgGDBhAaOi/e+IHQRAEQRAEQShvxOy4wv97QUFBxMbG4ujoqJ5cqlq1alStWpVBgwaVcXSCIAiCIAhCYRSv8RoboeyJSqjw/16PHj1wc3Nj4sSJuLq6qmdwtbe3L/CVNIIgCIIgCIIgvD5RCRX+35NIJEybNo1p06aVdSiCIAiCIAhCMYhZbsoXMSZUEARBEARBEARBKDWiEioIgiAIgiAIgiCUGtEdVxAEQRAEQRCEci1bTExUroiWUEEQBEEQBEEQBKHUiJZQQRAEQRAEQRDKNYWYmahcES2hgiAIgiAIgiAIQqkRLaGCIAiCIAiCIJRriuyyjkB4HaIlVBAEQRAEQRAEQSg1oiVUEARBEARBEIRyLVuMCS1XREuoIAiCIAiCIAiCUGpES6ggCIIgCIIgCOWamB23fBEtoYIgCIIgCIIgCEKpEZVQQRAEQRAEQRAEodSI7riCIAiCIAiCIJRr2dmiO255IlpCBUEQBEEQBEEQhFIjWkIFQRAEQRAEQSjXxLxE5YtEIaaSEgRBEARBEAShHJuyIrlUj7dsonmpHu+/RrSECkIpCXkYUNYhFIujSx38g8LLOoxiqedsT5Tf1bIOo1gq129JyrpvyzqMYjEb+zPBQUFlHUax1HJ25u6DyLIOo1ga1a7CvYfPyzqMYmnoUhWfh8/KOoxiaeBSjQdBIWUdRrHVdnZk29myjqJ4PukAx4zqlHUYxdI7I6DcXje1nR3LOgSdFGJMaLkixoQKgiAIgiAIgiAIpUa0hAqCIAiCIAiCUK5lixGG5YpoCRUEQRAEQRAEQRBKjWgJFQRBEARBEAShXBNjQssX0RIqCIIgCIIgCIIglBpRCRUEQRAEQRAEQRBKjeiOKwiCIAiCIAhCuSa645YvoiVUEARBEARBEARBKDWiJVQQBEEQBEEQhHJNNISWL6IlVBAEQRAEQRAEQSg1oiVUEARBEARBEIRyTYwJLV9ES6ggCIIgCIIgCIJQakRLqCAIgiAIgiAI5ZpCIVpCyxPREioIgiAIgiAIgiCUGlEJfQPt27dHIpFoLW3bti3r0IokMDCQVq1aIZFI6NixY1mHw8qVKzEyMkIikbBly5Zi7ePo0aNYWloyZ86ckg1OEARBEARB+NfKzlaU6iK8GdEdt5jS09O5du2azrSPP/64lKMpHldXV3r06MHVq1fLOhQAJkyYwJIlS3jy5Emx93H69GkSEhI4evQo8+fPL8HoSldsbByr1/2BjY0NMTExTJsyCRMTE618f3sex9fPn8TERHp278a777RWp/15yJ0/D7qTlZnJsCGD+OD9PqX5Ebjv58Nh9z8xMqqArZ09g4aO0JkvKyuLDWtXIjWU8jQ8jFGjx1G9hqM6/Zsp43gQGKD+9yejxtB/wCC9xR0TF8+yDdupbGNFVEwcsyZ8jqlJRa18mZmZeHpdYLe7BztXLtZIu3bHh637/2LM0AE0queqt1jzik55yS9nblPZvCJRyS/5oVtzTCtoF/PLzt1l2/VA9b/b1KzGiv7Kh2cZWdkc8wth241ADo7sXmqxx8bGsnbtWmwqVSImOpqpU6fqvOY9PD3x8/MjMSGBHj168M477xQpTd8C/O9x1H0fRkZG2NpVZ8CQUTrzZWVlsfmP35FKDYkIf8Ino7/EoXpNAKIin7N+tRsONWry4L4fQz4ZQ70GjUsl/vt+9zjqvl8Zv70DHxcQ/6Z1v2NoaMjT8CeM+OxLHGoo438WEc7WDauo5VKHkEcPsbapxIjRXyKV6vdW476fT865r5AT+8gCYl+ONCf2kZ+NV8c+//uvuXNT8ze9WYt3mD13kV5j9/fzxd39IEZGRtjZ2TNk6PB8Y/9j7WqkhoaEh4cxevRYqteoAUBsbAzLf/8Nn3t3qV7DkVmzvqNK1ap6jRsgLOgmV05uwdCoAlZVatL+/Qk682WkveD4nh+5f+M4ZvJK9B7+EzVcWwCQEPMUj51zqWznTHjwHTr2+4oatZvrPXazOrVwmTGGJL8ggt3W68xT/bMBWL37NhVsrHiycT/Pj5wuUpq+ledrRhByEy2hxXTjxg26du3KwYMH8fb25tq1a+zatQsDAwM++uijsg6vyCQSSVmHoMHA4M0uyZkzZzJ79mzWr9f9o1JeLF76KzKZBePGjCYkNJSVa9Zp5fHx9eP3lasZPWoE73XpzE+LlhAWHg7AiVOniYqKpkWzpiQkJrJ63XqePX9eavGnpqbw87zveLdNBz4dM549O7dy+qSnzrwH9+/m3t1bjB47gapVbfl53rdkZWUBypvyyOfPqVylKpWrVKVK1Wq069BJr7H/+Pta5BbmTPp0GI+ehPPb+q1aeXwDHzL319UsWrWRsIhn6vXPo2NYvW0P0+Yv4bbv/VIfn/K9x1XkFSvwdccmBMUksvifWzrzXQ55jq3MVL28/5ay0n8vIobZf19h/skbPIlLLs3QcXNzw0ImY+yYMYSEhrJ6zRqtPD6+vqxYsYJPR42ia9euLFi4kLCwsELT9C01NYVF82fSuk1HRnw+kX27NnHm1N8687r/uROfOzcZNWYSVarZsmj+TLKyMgH45edZxMfF8smnX1K7Tn1+nvsN0VH6/94q45/FO207MHLMRPbt3MyZkx6649+fK/6qtiyaP0sd/6J5M5FIJAwYPILhn47j78MH8DzmrvfYF86fxTttOzJyzAT27tzMP/nEfmj/Lu7ducmnYyZStaotC+fPJisrE4VCwcMAf6RSKeYWMixkcqRSKS1at9F77PPnzaFNm3Z8PuYLdu3czqmTJ3Tm/XP/Xu7cvc2YseOoVrUa8+fNUZeTv/+2lLS0NAwMDHgQGMDcH77Te9mT9iKZfSvHUa9ZD7p+PJvzR1Zw59JBnXnPHl6OhVU1qjm+RezzxxzZMlOdtn/1l6QkRtPloxnYOTVmz/LPSYyN0FvcEiMjak4awbtnd+EwvB8GRrofkFi1aUbD1fO5P8uNsO3uvL1nGWa1axaapm/l+ZoRChYYGEj//v2ZNm0a3bt358GDB/nm7dSpk86emBcvXgTg2bNnGBoaaqRNmjSptD5KkYlKaDFZWVlx6NAh+vXrR+vWrWnevDkPHz6kTZs22NnZ5budv78/Tk5OSCQSBg4cyOTJk3F0dKRy5cqsWbMGb29vunbtiomJCZ07dyY+Pl69bXJyMmPGjGHQoEF07NiRZcuWAZCRkcHw4cPVF9r+/ftp1aoVpqamfPDBBzx9+pSJEydibW1N9erVOX78uFZc6enpTJo0CUtLS5ycnNi9e7dG+tWrV+nSpQvjxo2jTZs23LlzB4Dbt29Ts2ZNJBIJI0eO5PLly7i6utKoUSN1gebm5kavXr3o27cvY8eOJTU1Vb1fd3d36tatS926dZk2bRrZ2dkFnncvLy/kcjkSiYS5c+dy+PBhHBwc6NOnD4GBgfTu3ZsFCxYwbdo0AC5fvoyVlRUSiYQJEyYwYsQIrK2tadKkCSEhIer9Pnz4kPfff58PPviALl26IJFIMDc3p2bNmgBcvHiRpk2b0rdvX+RyOa1bt9YVXomIiHjGrdt3kMlkAMjlcs6cPcfLl2ka+f72PI5CoUAmkyGXy8nMzOTk6TMA1HGtzbgxo5k2ZTLN3m6KQqEgPT1DbzHndenCOZKSErGQy5HLLQE4dVz3Tflxj6NYyOQAyORynkU8xefubfV+5v78C+u37Gb9lt38sXkXlavo72lt+LNIrt/xRS6zAMBSZsHJ8968TNM892+5uvDD1PFa21etZMP4TwZRv7az3mLMT1h8MldCI7E0qQCAlUkFPO6H8iIjUyOf//M4/vdWTY6N7qVeutWpDkBDWxsW9GpV6rFHRERw6/Zt5LmueS8vL16+fKmRz9PDQ+uaP336dKFp+nb5ghfJSYnIZHLkcisATp84qjPvSc+/Xl3vMkueR4Tje+82T0If8SjoAaZm5gA4165L2ssX+e6nJHnnxG8hs1R/X/OP/zAWOXlkckueRYTje/c2CfFxhD0JISz0MVlZmVha2QDwPCK8lGKX54r9WL6xy+SqskYZu8/d24Q/CWHIJ6PZfegEW/ccYcP2g5iYmNK85bt6jf3ChfMkJSUhy1VOnjiuuwLt6XEMWa5yMiLiKffu3iEmJoZBQ4axcNEvLP7lVyQSCaGhISQnJ+k1dv8bnrxIicfE3AozC2sAbp/fr5UvMyOdZh2H0OF/kxg0aQMVKpqRka78Xkc9fcjzJ34YmyivebuaDclIS+XWBe39lBRFRgaPl28ldP3eAvPVGP0xEgMD0qPjSI+KxaBCBeyH9S00Td/K8zVTGhQKRakuJSUtLY1u3brh6OjI0qVLkUgkdO3alRcvXmjlTU9P58qVK0gkEiwsLJDL5ZiYmODg4MC77yrLrF27dmFnZ4ejo6N6+eyzz0os3pIiKqHFVLduXQwNNZ+g7d27t9CuuPXq1aNNG+XT1fPnzzNx4kTWr19PdHQ0kyZN4vjx45w8eZLmzZtz5swZNmzYoN62X79+HD58mO3bt/P1118zdepU/vrrL4yMjBgx4lVXx+joaC5cuEDlypU5fPgw/fv3Z86cOSxZsoSwsDB1BS23R48eMWbMGG7dukVUVBRDhw7lypUrAAQEBNC5c2eaNGnCmjVrsLW1pVevXqSmptKkSRPat28PQHh4OG5ubiQnJxMcHExmZiY//fQT33zzDYsXL2bLli1s2rSJb7/9FoCbN2/y0UcfkZ2dzb179+jfvz8REQU/Ae3YsSONGyu7p92+fZtt27aRmJjIgwcPcHV1pWfPnhr5W7duzVtvvQWAt7c3K1asoE+fPty5c4eFCxcCkJSURNeuXfH09GTHjh3s378fqVSKnZ2d+knU0KFDMTIywt3dncuXL2Nubl5gnG/C7/59AAxzdWHLzMzkwcOHWvkkEglSqVS9zj9nW8ecLjcKhYL4+Hg+7PcBNao76C3mvAL8fQEwzBXbg8AA9VNYlZjoKKKjIjXyAdz39wPg0sWzzPjqSyaMHcn2zetJTU3Ra9y+AQ+04s7MzCIg6LFWXqN8nqADWmVDabgbEas8dq7eBJnZCvyfx2nkO/UgjGXn7tJr/TF+8LxGaJzmjYeRtPR/FlTXrdRQ85p/mOea9y/gmi8oTd8C7/sAmvEHBd7Xeb3HREVq5AMI9PchM0P5kCgxIR5AXVENeaR5DvQh8H7O99Xw1bl7mE/8ur6vAfd9sZDJqVS5Ck/Dn/Db4nn43r2JqZk5Xbu/Xyqx5z6nBcWet2tw4H1fbO2r06NPP3Wa771b2DlUx8raRq+x3/f3BzTLm8DAQK3Yo6OjiYqK0jrv/v5+2NjYUK9efQCcnGohl8uRy+WYm1voNfbw4NsAGuczIuQe2dmasRsaVcCqsvIhV/rLZBQKBd0Hfw9AVmY6AKlJyjLKxMwSgMgn+v/eZhfyUNaqVRMU2dmQ68G4VesmhabpW3m+ZoT8/fnnn4SEhFClShUAqlWrRmhoKAcPavcuuH79OkuXLiU1NZXExETi4+MZNmwYH3/8sbp348WLFwkNDeXx48fqRXXv/G8iKqElxMfHB39//yJ1xVXdoHbr1g0XFxdcXFwA5U3XyJEjkUgkODk5Aahvws6fP8+pU6do2rQpRkZGuLoqx5mpKqm5b3rHjRuHkZERjo7KLnY9evSgcuXK1KpVS2OfudWpU4cGDRrg5ORE27ZtUSgUbNy4EYAlS5aQkpJCy5YtAeVY0qdPn+LhoXz6pupCe+fOHbZt28bdu3e5ffs2mZmZLFq0iIoVK9KwYUMsLS2pXLmyOuYVK1aQlZVF586dMTIyok2bNtjb2xd6/lTHCwoKYt++ffj5+albPKR5Ctzc5+b9999HJpOpz+2jR48AOHfuHCEhIVStWhULCwusra2xsbHhwYMH+Pr6kpGRQVhYGNeuXWPIkCE4ODgwa9asQuMsrpiYGAAkBppdpWPj4rTy5e1OHRv7Kk9ExDMWLHEjKPgRwcGPeZGnVUmfYmKiAZDkrhBlZpCUlFhoPoC4uBhiY6IJvO9Peno6YU9CObB/N9OnTuBFrpb0khaVc/7ynvvouHi9HbOkRCYrn5ga5LkmolM0/+7/PAgnM1vBs6QXHPELYciO0wRExpdWmDrFRCuvg7yxx8bGaubTec3HFpqmb7Gq61iieb0n57neY2OiAO3PGRcXg311R6ysbQh/EkJ4WChpacq/m4GBdplW0lRxFTX+3PkA4mNjMDAw4KuZ8zE3t+DyxbMsmj+LkZ9PoEbNWnqNXVWG5D6numPX/hsBxMXGaP1uXL18kRat9D/B4JuXk5rX98uXL0hMTKRHz956H2qTFK/sJp77OFmZGbxIjteZPyTgKruXjyYj/QURj+8BUMnWGXN5ZaKfBRHzLJiM9JwyTM9jiIuion1VZUUzF+NqlQtN07fyfM2UBkW2olSXknL+/HkAKlSooLH+7NmzWnlbtWrFuHHjqFhROVdFZmYmBw8eZODAgQDcv3+fgwcPYmFhQbNmzZg/fz5JSf/OVu6y/6b/R+zdu5f27dtTrVo1AO7evcv06dM18gwbNoxhw4ZpbatrHKRqXVpON0DV5EH+/v5MmTKFtLQ0WrVqhTyna5Euefebd5/5UT2JCQ4O1jj21q1b8fb2JiwsjFatWpGenq6xXevWrTE1NcXU1JRKlSpx48YNUlJSMDQ0ZMqUKQDUrl2btLQ0EhMTuXHjBqDs2lwcnTp1wsDAAAeH12vhUxW0qviNjY0B5RdZRdXNwtLSEiMjIwYPHsyOHTvYvXs3165d0/l0SiUtLU3rHKuOURRZhXRJVsnOKjiftbUVbzdpzJWr17h15w7H/vbgo/79ihzH67h86QKPgl893CisW3VR8sktrdi0fT8x0VHcuH6Fv4/+RdiTEI57HqVvf/1M/lXUuP+NsovYNWjzoE5EJb/E51ksu28+4GFMIqsv+fJ7X/2OfytIUc973qf9RU0raVe9z/FY43ov2rEL+pwVKhgz4/tFbN+8ht8WzcHQSHkzYudQ482C1eGq93keBb8ab1QS31dA2SXM0QlTE1NuXr/MHyuXUtPJmVoudd4o3tyueJ/Pc+6LGnvRr4/rVy7y3fxfXju2wnhfukhwcFCumErmvKucO3eWGo41+Xjg4GLFV5CAW6d4/sRf/e+8lbDCVLJ1pmad1jwL8cX7+AbqNe+JrWMDBny5hn8O/MLBP6YgNVRe89ZVnUo09mLR8UC7SGklrDxfM/8f5He/l/eer0uXLjorlCqqymfeB2Lh4drDGfLmOXnyJDKZTN1QtH37dkA5hO/mzZvcvHmTbdu2cenSJfX9/b+FqISWkL179zJ16lT1v2NjY7XGXhZnHKGqMqT6b4UKFdRjQfVFVXipKriqY7dt25bZs2fnu13eyqRqu8zMTKZPn641VlZ1nNyVv9dR3Mpr3vg6depE27ZtuXTpEqGhoUgkEmJiYhg1apR6TOjGjRsxNzdn7dq1PHz4kG7duvHw4UPMzMy09rtw4ULmzZunse6HH35g1LCiFfI21tYa8alYWVlq/NvaxpqoqOh88xgbG9OzezcsLCyY//NCwsKfFun4xXHl8kXOnNIea5z7MxgaGmFhIdNIt87p7qb9Wa2RSqVYWVtjZW2Ni2sd3uvRm2mTvuDZU/2NMaukuqby1OdsLPN/2PNvUdlM+VRUkSd4GzPNmX0tTYyxNDGmdmU5feo7Mtn9Ak/iS3cSorysbfK7DjS/4zY2NkRFRWlum5OnoLSSdvXyec6e1jHRVp7r3dxCs3ubtU2lnGyan9PSSvmdd65dl7kLfgdgyU+zCHoA77btXJKhA8pKqJeO+PN+X/ONH+34X758wbzZU2n0dgsmTJ3FT3O+5u6t6xz9608mTfu2BGO/UKzYrXJiz/vlVp17laAHARgaGVE9Z9bcknT58iVOnzqptb6wctKmgHJSJSUlhWNHD/Pd9z+81kPPogq8fYq73oe01ueOSGpohImZ7rLSTGZDl4+mk5WZzrV/thP7/DG2jg2wq9mQYdO2AbB/1XgigPrNe+rcR2lKexqJSQ1bzXXPowtNK2nl+ZopCyXZOlkU+d3vzZ07V2NdYfMTdO/enRMndE8wVZg9e/aoW0EBZs+ezejRowkNDeXQoUNs2bKFoKAgFixYoPf6w+sS3XFLwM2bNwkODubDDz9Ur+vYsaPWAOa8F+XrqFevHqDsgnr37l31ej8/v2LvM7fcBZVqMqTOnTtrHNvd3V2jUhwQEKCxj7xdOVxcXDAyMgLg0KFXP15BQUGkpaVRp47y6XjuV7K8zkDvkuo6IpVK8fDwoHPnzsyePZuFCxeyefNmdXdkgMOHD7NmzRoOHjyIubk5z549w9fXV+f+Zs2aRUJCgsbyOt1369erC0BGrgllpFIpLrVqce7CRZ7mjJutX7cu2dnZGi1AdV21XwfS9t13MDU1xcGh8K7OxTX5qxm4//2Pehk38SsA9Tg3gFrOLkilUl6kpnLm9AlepKZSpWo1rG1sNPIB1Hatq3UMa2sb2rXvhEOu17eUtLfqKLvGp+eKRyqV4lrLkTOXrhIeUXozDL+uRnbKm470XC3khgYS6lax5FRgmM6KppHUgIFNXKhlLdNKK0316qquec3z7uzszPkLF9TXfD0d17xrTjlSUFpJmzD1W/YfPa9exkz4Rhl/5qv4nZxrI5Ua8iI1lbOnPXmRmkrlKtWwsq6kkQ/AxbW+xr8jwp9w85o37Tt1p2Ytl5KP/6vZ/HnsnHoZO+FrQPP7mjt+r1zxW9tU0vq+urjWIyz0MfHxsdjYVFLOEj9IOU/Byxcl231+4lezOHDsrHoZO0E5x0HG/7F31mFRdF8cP0NICtgKFgZ212tgdzeKid3oa2C9dovd3d2Kgh2oqBjYkoqCgNKxsMR+f3+sc90FrPeVncXf/TzPPro7d3a/M9yZueeec8/5gfb8X7SnZLjXlFN7/+DebaqdRaG4E/6eTC4XLrHXmLGORKR+3kuWLEm6urokk8no6tXLJJPJKH+BApneJ21svvbvPbt30NhxE6hgwUIkk8nI88H936q9g8MSmrHVm73a9FWWQEtL+RoRVaBIedLR1SN5Ujw98zhN8qSM95xKdZXROOm9nZFh78jv+U2q9FcnKlAk4/1fExTs2oqMSyjXr0bde0KCri4JKl6naM9nP9z2u8nOfeb/gf863hMRI/rSj4F/tERNLpfT6dOn1YxQExMTsra2pkaNGtHq1avpyZMnlC9fvgxjdm2AG6G/gSNHjlCjRo1+2s0tDpLEf1XDJsTPRO+g+L5169ZUqlQpUigU1LVrVzp48CAtX76chbSqDrzSf2/670zfnogoMDCQ0tLSKDU1lR4+fEilS5cmBwdlnbjRo0cTEZGnpyf17duXTpw4QaNGjWLZW9M/1EUsLCyoT58+RETk5OREq1evpj179tCuXbvIwMCAhg8fTkREbm5uFBAQQAcOHGCJiTILQRD51u+pHldm5+Nb/xIR2dnZUZUqVWjfvn20ceNG6t+/v5qRu3DhQnr9+jV16dKFevToQaampsyITo+BgQGZmZmpvX5llrGwlRVVq1qFrWdLSEigJo0a0vMXL2nB4qW0eJkzERG1b9tG6bWNjGRhzy1bNKPw8AgaOmoM3bjlzvbPnTsXtWnZ4qc1/Ffq2zYmMzNzioyMoIQE5UCkZRtlndIjh/bSmhVL6MghZchIm3adKDJSuQ5WJkuggoUsqXLV6hQe/pnGDHegvbu2kjwpiQBQSkoKNW2edbUri1oVoppVKlDElzWgCbJEam77F3m99KZ/lq+jOSs3srap4nWWSZa8tC+G4M+GVv8OiuXKSXWK5qfweOVawnh5KrUqU4QeB4XTFJd7NP28coAx/NhNmnLOg0LjlMbBh+h4GlT7a19O/aI5s+PKKgoXLkzVqlZl654TEhKocaNG9OLFC1q0aBEtXaqsw9qunXLdUqRan2/xw21ZTb0GTSinmTlFRYaz/t68VUciIjp2eBetX7WQjh/eTURErdp1oWjW3+OpQCErqlSlBvuu2JhoWrVsNlWuWouGjPxbM/ptm5CZmTlFRX29Xpu3ViYUOnZoN61fuYiOH1aWKmrVtjNFifoTEqhgISuqVLUGFbIqQsbGJhQWqoy4EMPLate1zVLt9TPR3qK18l5z9NAeWrdyMR37gXZVPO/fyfLSLCINbBt9uU8q+ywRUas2bYmI6PCh/bRqxXI6fOgAERG1a9eBPRNksgQqVMiSqlStRkREbm4X6OqVyzRn9kzq28eO+vWxy/L1feVrtiFj01wUH/OJkmTK9WbVbJXLJG67bKBzu5zotstG8n12nXYs6EphQcpkQ4nxUWRTpRkVKlaBfZcsLpJObp1A1uXrUSv7WVmqW0T4kitC+JKMK3+bRlTjyFqqtn8lEREFbjlEUCjIoFA+0jfPSYrkZArac/KH27Ka7NxnNIEC0Ojrv473RGxtlffJ9BnhxcSfr1+/psOHD2cYu1+4cIEKFixIVatW/eZ3W1tbU58+fXhioj+Vo0eP/jArroi3tzer43P79m16+fIlbdz4dWC7ceNGev78Od24cYOIiO7evUtv3rwhXV1dOn/+PDVt2pSCg4PJycmJ9PT0qF+/fpSamkp79+5l37F582a6c+cO85i6urrS69ev1Wpn7ty5k4iI9PX1adq0aTRkyBBycHCgdu3aka2tLd24cYOMjY2JSOnV3bVrF5UoUYJOnDhBzs7ONGTIECpUqBC9evWK7t69y7Teu3dP7XjXrVtHDg4OpKurS3PnzqXbt2+z7LgtW7ak1atXk4GBATVo0IDi4uKocuXK1LJlS5LJZPTxY8bwUQ8PD+aBvHjxIr148YJt8/X1pfPnlan5X7x4QTdu3CAPDw/WxtXVlV68eEEuLi6sjYeHB0VHR9OFCxdoxYoVpKOjQ4IgkLGxMdWsWZMZ+VFRUVS7dm3q3LkzPXnyhI4ePfrd9bj/lSkTJ1BMTCytXreBChcuTONGjyIrK0uysDBn3s5KFSvQ6BHDaduOXXT2/AWaM3M6FSlcmAwNDcjczIycV62h2fMW0PGTp2nJ/HmZhg5nFaampjT1n3l059YN2rDGmfr0H0TNWypDrEqWsiEjI2MqWao0ERF17dGbKletThvWrqD3ge9o9oKlpKenRybGJlSwUCG6cO40TRo/ko4fOUDd7OzJ2Dhrj2PmuBEUHRtHyzbtpKJWBWnyCAcqXKgA5TI3o/I2ytIrwSFhdPCUsq8BoIOnz1NkdAzFxsXTFXcP8nv3noiIzl+5Se8+ZG2JClXmta5FUYlyWnD5ERXLbUrTm1enorlMKbexAVUspAzDqlAwN3l++Ex99l+lNbeeUaVCeah8QeW2D9HxtMdTOVsKItrz0IciEjST0GrSpEkUExNDa9eto8KFC9OYMWPI0tKSLCws2IRPxYoVadTIkbR9+3Y65+JC//zzD5tB/t62rMbENCdNnrGI7rpfo81rl1KvfkOpact2RERUsmQZMjIyphIllddt5+72VLFKDdq8bhl9eP+OZs5bQXp6eiSTJdCNq660ffMq6tC5F02dvZSMvtyDNaJ/5kK6c+sabVqzjHr3G0LNvugvUUqp31rU38OeKlWpQZvXLqcP79/SzPnOyuvVxJSm/LOIPoWF0IHdW+j08YPkMGwsNW7WOsu1T5m5gO7eup5Bu3ivEc99lx69qVKV6rTpi/Z/5i9XS+r3KSyEoiLCqUy5ilmqWcTU1JRm/DOb3G/dpLVrVlK//gOpZcvWX7SX/nKfVHrCu/ewoypVq9K6tavofWAgzVuwiPT09CjA35+2bNpAcrmcoqOiKDoqiuRyORW3ztqEUIbGZtR95Hp69dCVzu+dQY06jaeqDZSJGQsWrUg5DE2oYNEKZGKWh1KSE2nv0t50Yd8sCn3/iroMW0VEylqjz+6eIrdD8+ivlg5kN2YLGRhmXeZ5kfxtGlGBDspIrwIdmlJu21qU4BdI8rBwin6gLD8XdecRvXScT+WWOlGxkfb0sNtoSvB5+8NtWU127jOcb2NnZ0fFixdnta2jo6OpSJEi1KWLMnKgcePG1Lt3b7WKGUQZQ3GJiFauXEkVKlSg3bt3k0KhIIVCQVFRUWpLBrUFAbw6LYdDU6ZMoeXLMyaiKF++/DfDbn+VQD/tC4X4GYqVKkOv/TVnSP1OypW0os+vHkgt41+Rr3xtStjy+9bSaRKT4QspwN//xw21kBIlS9Iz309Sy/hXVC6dn577aW/I+PeoVKoAvfALlVrGv6JiqYLk6x/444ZaSumSxWjvt3OmaDX9GxGd18+asPuspl2Kd7btN6VLZt2ymP/CwDmavf/tnvP76pa/efOGJkyYQNbW1uTr60vbtm1jeUl69uxJV69epfPnz7P8MgkJCZQ/f3568OABK0VIpHS4TJo0ifz8/KhmzZrUvn176t+//09Vn9A0PDER5/8eHx8f2rFjB7m5uVGTJk0IAEVFRdG4ceNYGRoOh8PhcDgcjvai6cREv5OyZct+c8x59OjRDJ+ZmJiwkGxV2rRpQ23aSJ/c62fgRijn/x5/f3+KjIykYsWKsXVMBQsWpAIFClCvXr0kVsfhcDgcDofD4fxZcCOU839P69atydnZmcaOHUs2NjYsy5yVldV3S9JwOBwOh8PhcLQDvsIwe8GNUM7/PYIg0MSJE2nixIlSS+FwOBwOh8PhcP54uBHK4XA4HA6Hw+FwsjWKbLwm9P8RXqKFw+FwOBwOh8PhcDgag3tCORwOh8PhcDgcTrYmO2fH/X+Ee0I5HA6Hw+FwOBwOh6MxuCeUw+FwOBwOh8PhZGt4dtzsBfeEcjgcDofD4XA4HA5HY3AjlMPhcDgcDofD4XA4GoOH43I4HA6Hw+FwOJxsDRQKqSVwfgHuCeVwOBwOh8PhcDgcjsbgnlAOh8PhcDgcDoeTrVHwEi3ZCu4J5XA4HA6Hw+FwOByOxuCeUA6Hw+FwOBwOh5Ot4SVashfcE8rhcDgcDofD4XA4HI3BPaEcDofD4XA4HA4nWwO+JjRbwT2hHA6Hw+FwOBwOh8PRGAJ4ADWHw+FwOBwOh8PJxnR3DNDo7x1fU0Kjv/enwcNxORwN8dbfT2oJ/wrrkqXIz/+t1DL+FaVKWmfr8/7QO0pqGf+KmmVyUdTTm1LL+FfkqtKI7r2JkVrGv+Kvsub00i9Eahn/igqlCmXr+8ykTTKpZfxrnEcaU9L5zVLL+FcYthtBvv6BUsv4V5QuWYzO65eRWsa/ol2Kt9QSOH8APByXw+FwOBwOh8PhcDgag3tCORwOh8PhcDgcTrZGAYXUEji/APeEcjgcDofD4XA4HA5HY3BPKIfD4XA4HA6Hw8nW8BIt2QvuCeVwOBwOh8PhcDgcjsbgnlAOh8PhcDgcDoeTreGe0OwF94RyOBwOh8PhcDgcDkdjcE8oh8PhcDgcDofDydYA3BOaneCeUA6Hw+FwOBwOh8PhaAzuCeVwOBwOh8PhcDjZGoWC1wnNTnBPKIfD4XA4HA6Hw+FwNAY3QjkcDofD4XA4HA6HozF4OC6Hw+FwOBwOh8PJ1vASLdkL7gnlcDgcDofD4XA4HI7G4EboH4RcLqfZs2dTu3btqH///tS9e3favHkzOTk5ZenvxsXF0YABA0gQBBIEgYiInjx5QiVLliRBEGjgwIG/5Xc+fvxI7969+9f79+/fn/Lnz0+PHz/+LXo4HA6Hw+FwONoBoNDoi/Pf4OG4fxCjR4+mJ0+e0IMHD0hXV5eSk5Np1KhR5ObmRkuXLs2y382ZMyf179+f9u7dyz6rVq0a1atXjwICAn7Lb6SmplKvXr1o3rx5VLx48X/1HefOnaPo6Gi6ffs2Va9e/bfoyioiIyNp0+YtlDdvHgoPj6C/J4wnIyOjDO1c3dzo5atXFBsTS21at6K6deuybampqXTl6lU6cfIkbduyRZPyiYjo1atXdPr0SdLX1ycrSyuy79M303ZpaWm0ZfMm0tPTo+DgYBo8ZCgVLVqUbY+NjaUzZ07Thw/vafr0mVmuO7ufe5/Xz8j1zGHS19enApZFqFvvId9sGxcbQxfPHaHgD+/Iceoi9rlcnkR7tqygB3evkUWuPDR49DQqV7FaluqOiI6hlTsPU77cFvQ5MppmjBpAxoaGGdqlpqbShVv36MC5S3Rk1Ty1bev2H6cDZy+x93WrVaRV08ZlqW4R39fP6OLZg6Snn4MKWBahLr2GfrNtfGw0XTp3hD4GvaUxTkvUts2ZNJDe+r5i73sOGEPtuvbPMt0ib169oHOnj5G+vj4VsipMdvYDM22XlpZGO7asI109XQoJDqKBg0dR4aLFiIho3j+Tyeuxp1r7GrX+ohlzlmT2Vb+N7HqvISIqVkCHGlbRo9Q0ovAYBV1+mPrd9hamAtUpp0dxMlBASBqFRqqHH5YrqkNdbHPQogNJWaY5PDaBlp66TvnNTelTTDzN7dWSjA1yZGi398Yj2nvjEaWmKWh4y7+ot21Vte0yeTKduv+CZPIUqmZtRTVLFc4yzel5/eol6zOWllZk36dfpu3S0tJo6+aNpKunR8HBQTRkyHAq8qXPREZG0No1q+jF82dUpGgxmjZtJuUvUCDLtZuUKUGlnIZR3Ct/CnDelmmbIoN7UK561SlHnlz0YccxCjt39ae2cTiahHtC/xASExNpz549pKOjQzo6yj9rjhw5aNOmTVShQoUs/31dXd2f+uzfkJKSQgMHDiR3d/f/9D1Hjx6lOXPm0ODBg3+LrqxkufMKMjMzo+HDhlHg+/e0YdOmDG1evHxJa9etp8EODtS8eTNauHgJBQUFExHRmzdvaMnSZbR6zVoKDv6oafkkkyXQvLmzqUF9Wxo2bDgdOLCfLl++lGnbY8eO0tNnT2nY8BFUoEABmjd3NqWlpRER0e3b7jRj+jQ6fOggxcfHa0R7dj73MlkCrVgwiWrXb0J9h4ynk4e2082rLpm2vX/nGi3+ZyydOrKTEhJi1bYdP7CVcufNT9Yly1JI8HvasmZ+lmufs24nmeU0pfED7Sgg6CM57ziUoc0L3wD6Z812WrR5LwWFfMqw/cHTV1QwXx72ateoXpbrJiJKlMXTqoV/U616zch+8AQ6fWgbuX/jvHveuUpLZ42hM0d3UEJ8nNq2iM+hFP4phPLmL8Ref9m2zHL9MlkCLZo3neo2aEQOw8bQkQO76dpl10zbnjp2kJ4/fUyDh42l/AUK0aJ50ygtLZUAkK/3a9LV1SXTnGaU08yMdHV1qfZfDbJce3a91xjoEw1qa0DP/NPo7J1kalUrB9Us8+3nZtmiOjS8gwF5+aXS3ZepGQxQIwOi7o0zGoO/mxkH3cjcxIgmd25MfqERtPjk9Qxtznq+pLDoOKpXtjhFJSTS0tPXKTgyhm1//zma+q05THlymtDQFnU0aoAq+8wsql/floYOG0EHD+yjK9/oM8ePHaGnz7xo2PCRVLBAQZo3dxbrM2tWrSC5XE46Ojrk6+NNc2bPJCDr1iQK+vpUfNwAqnfzIBXu14V09DP3I+WqX4MqbZxHb6Y5U9C+01T98GoyKV38h9v+BKCARl+c/wY3Qv8QkpOTKS0tjR4+fEjt2rUjb29vIiLS19en0aNHE5HSmOvXrx8Lmz127BjVqVOHjI2NqVOnTvTx40caO3Ys5c6dm4oUKUIXL15k35+YmEhOTk7k4OBAVapUodKlS9Phw4d/WWdoaCj17NmTBg4cSPXr16cjR46wbadPn6YqVapQp06dyNDQkHr16kVEREOGDKEDBw4QEZGDgwNVrFiR4uLiMny3o6MjOzZ/f38aNWoUmZqa0qFDh+jYsWPUpk0bmjNnDh07doyIiKZOncrab9++nerXr0+mpqbsfIkcPnyYqlatSqNHj6aCBQuSIAiUL1++LAtzDgkJoSdeXmRmZkZERObm5nTjxk1KSlKf2XZ1dSMAZGZmRubm5sz7RkRUtmxZcpoyOUv0/Qy3b9+muLg4MjM3I3NzCyIiunTRLdO2bq4XyFzlWENCQujZs6dERNSggS05DBqkEc1E2f/cP7hzjeLjYimnmQWZmeciIqIbl85m2rZO/abUa+DoDJ+npCRTi7bdqLv9UJoyZxUZGhlTsjzrvCpERMFhn8nz+WuyyGlKREQWZjnp0u0HlCSXq7WrWLoEzXPM3LP7JiCQ2jepT6c3LGav5vVqZqluEc+71yghLpZMzczZeb95+UymbWvVb0Y9B4z5xvdcpSlz19GKbWfYK0++glmmW8Tj9k2Kj4slMzNzdr1euXQ+07aX3M6Rmbk5ERGZmZtTaMhHevHMi4I/vCf7/kPo8KmLtPfwWdqx7yQZGRlTzdp1M/2e30V2vdcQEVUuqUsmhgIlJIESvlxidcplbljktxCof0sDuvIohcKiMh/8tq6lT+YmWTusC4qIpns+78nCRBkdktvUmC48fkOJySlq7SoUKUiTOzemeb1aUt0yxQggSk5RGm9JyankuPMMVShakFpXK5OlejPj9m33L33GXKXPZD7p4uZ6nszMvvb3kJCP9PzZU4qIiKBe9n1p8ZLltHT5ShIEgd6/D6T4+Ixjk98FUlLo3do99H7bke+2KzqkJwk6OpQcHkXJnyNJJ0cOsurb+YfbOBxNw43QPwRzc3Oys7MjIiJXV1cqX7482dnZ0Zs3b6hjx45EpDRIBwwYwPYJDw+n27dvU758+ejs2bPUtWtXmjVrFi1btoyCgoJo4sSJrO2wYcNow4YNtGLFCrpx4wb5+flR3759KSgo6Kc1yuVyat68Ofn7+9Pu3bupd+/e1Lt3b3ry5AnFx8dTv379yMbGhs6cOUMXL15kntQ9e/aw79i1axe9ePGCcubMmeH7HR0d2f+XLFlCHz58oISEBHr37h316NGDChUqpNZ+yJCvg9nQ0FBydVU+hDZu3Ej37t0jImUIb+/evals2bK0YcMGmjZtGhERjRkzJstCnF+/eUNERHp6X2fEU1NTyc/PL0M7QRDUPM5vvuxLpPx7S8Wb16+JiEhP9+uAysfHl80gi4SHh9Pnz59JV1cv0/2JiPT0NLdqILufe1/v50REauczwPc1KdKdd5HMzq2+fg7KX9CKiIiSEmUEgAYMn5QFar/y3Cfgix6V856WRm8C3mfU943+cP3eY1q77xh1GulE8zbsovchYVkjNhP83nw57yra3vq++s55z7x/eN65RvOmDKapo3vS0b0bKFGmGY+c95uXRKSu38/HO8P1GhH+mcI/f8pwvXq/eUWFrApTm/ad2bYXz73IsnARypU7T5Zqz673GiKiYgWU/V2hsrSsSH4d+pJaQY22f+lTDn2BKpfUpUl2htS0urrWKiV1yf9j1q9Re/ouhIiI9HS+Dh9T0xT0Okj9eitZUPl3B0CR8TLq16g6WRfITURExz2eUUBYJAVHxFCXpXvon0MXKSEpOcu1i3ztM1/vNz4+Pt/sM3rporpev35FefLkoXLlyhMRkbV1CTI3Nydzc3MyNc04NvndKNIZ/OnJVacqQaFQ61i5/qr6w21/AtwTmr3gRugfxM6dO1kSIIVCQUePHqXKlSvTihUrWBvVh+zIkSNJX1+fihVTrudp3bo15cuXj0qUKEFEpDbwfvv2LSUkJNC9e/coVy7lTH9aWhoFBgb+tL6jR4/Sy5cvqXbt2kREZGNjQwBo586d9OnTJ4qPj6fjx4/TxIkTqW7dujToF2eldVQeijY2NnTu3Dl69OgRM6bThwernou+ffuSmZkZ5cmThx0vEbF1rqVKlWLfS0R06tSpX9L2K0SERxARkSCoX56RkVHq7SIiWCKor20is0zXrxAR8eUYdL7qS01NyeDBzqwdEVFklPqxaorsfu6jIj4TEZFOhvMe861dvsnrF49p6ZzxlCxPogCVNYpZwecv5zf9OQ2P+nnd1+8/prQ0BYVFRNGFmx400GkB+bz78Ft1fouoyC/nXaXfpKamUPwvnPeoiM/k7/OCUpLlFBL0js6f2EPzJg+mRFnCb9ebnsiIcCIi0hHS95vYH7YjIoqKjMhwf/W8d5tq16mfFXLVyK73GiIicxOlFtWxrJ6uQCbplkIb6BOVK6pL0fEK2u2aTJ+iFdS2Tg6qXEJ5znMaERUvqEPPAjKf9PidfIpRTozopDuPn2Mz9tOgiGhy2neBvIM/k8/HzySTK40n1yfKSK1ZPZtTj3qV6aznK1pz/nYWK/9KxJd+LOioX6/p+3tm7YiIoqLU7/VJSYkUGxtLrdu0y3APkwJDqwJKQ1MFg4L5friNw9E0PDHRH0JSUhKlpKTQrl27aPTo0TRnzhw6f/48paSk0KRJk6hKlSrUvHnzTPfVSXeDFd/LVULhXFxc6M2bN6Sjo0MjR45kn6emfj+JgioPHjwgIqI7d+7Q+PHjKTY2lurUqUOGhoZkbW1Ntra25O7uTitXrqRbt27RyZMnf/q709OsWTMiol9OQCQ+QJKTlbOyBgYGRPT1OMX1HqIhnhlyuVzt3Kl+z8+Qpvi52exveVmkwOPuXQoI8GfvFYqf0/az7TRFdjv3D+/dpMAAH/Ze8ZP6fwbLwsWpfKUa9NbvDbmc3E9/NWhO1qXK/rbvV0XxG2aUty1wos9R0fTS9y0dvXCV/D98pC2Hz9CKqZmHvv4XHt27Qe/fqpz339AfzCxy0epd5ykq/BM9fXSXrl44Th+D3tKNS6epTec+//n7Vbnv4U5vA75OMv5sv/mV/uV5/y79M2/ZL2v7Edn5XlOhuC5Z5f36vNX5SXslj5lAuroCKRQgENHLt2lUuYQeVbTWpWcBadSylj5duPd979jv4leu1bw5Tekvm2J069Vbuu/7gY55PKMBjWtQ4Cel4a+nq0NNKpakpadu0LXnfjS9W9Ms0exx9066PvN7+/utWzepaLHi1NOu97/S99v5Xj6O35SrQ1tR8Iy12QpuhP4hhIaGkouLC40ZM4Zq1qxJLi4u5O7uTl27dqXw8HA6d+7cN43Qn0FXV5c2btxIz58/p2vXrtHmzZuJiH5pEb7YtmDBgrR69eoM211cXGjgwIF06tQpevjwIbVv3568vLz+1czi94zEX9H6999/05kzZ+jRo0dEpCw9o6+vTzNnfjtz4uLFi2nu3Llqn82ePZsG9Ms8Y2N68uTJraZBJP0x5c6Thz5//vzdNprC495dunrlSobPVQ9BT08/Qxh1HjFUL103kuo4stu5f3jvJrlfu5Dh8/Tn3TSn2S9/t7lFbrJ3GEupqSl08dxRCgl+n2VGaN5cyjVXlO6857H4ed3mOU3JPKcplSpamNo1qkt/L1lHQWEZkxf9Dh7fv0m3r2VcM6nab/T09MnkF867rq4eWeTKSxa58pJ16fLUuGVnmv13fwoL+f3e3Acet+n61YsZPv/R9ZrrS6RI+rt+rly51d77+3qTvr4+FSla/HfIVSM732sqWutSrbIZh12qj7jUNJAs3RJs3S/WqqGB8t/YBOVBGBsKVK6oDuU116FGVb+GeBsZCFTRWpdevP39hnc+cxMiyniPzJvTJENbwxx61PWvimRubEh/7z7HjM+ULxMC8YnJLGw3Jv1B/0bu3btLV69czvB5+us1Z7rrVewzGZ8HX/t7QkICnXc5SzP/mf1Lk81ZifzjJzIqqr78SB4W/sNtHI6m4eG4fxBbt25lHjwiIltbW3J2diYiIgsLi//03YMHD6Z9+/bR7Nmz//VDu1y5ckRE5OHhQaGhoezzV6+UoX6XLl2ikydP0saNG0lPT4+ePXvGBvq/aoj+rpCY6tWr04ULFyg0NJQmTZpEwcHB9PDhQ+ZpzYxp06ZRTEyM2ktcS/ozlCurPE8pKV9ntnV1dalkyRLkfvs2fQwJ+dKuLCkUCrV1LGXK2PzqIf4W/v57Ep2/4MZeY8Yqy2KkpHztjyVLliRdXV2SyWR09eoVkslklL9AAcqTJ49aOyIiGxvNJ6sgyn7nfsT4WXTg7D32GjxqKhERpaqcz2IlbEhXV48SZQnkfu3CL4d32jZtS0REhQoX/UHLf08lm5JERJSsElmhq6tDNtZF6dq9RxQU+mvGpJ6eHnVv3YSsrQr9uPG/YKjjbNpz5gF7DRylvL5TVfpNsRJl2Hm/fe38L593i9x5qY5tC7IqYv1btRMRjf17Gp08f4O9RoxRLllQvQ6tS5b6ol9G169epESZjPLnL0i58+TNcL2WslGfnHhw7w7VyqJQ3Ox8rzlyPZkmbZKx17EbyogZPZWRWHC4ghRQhuDWsNElA32iT9EKSk0DGRsIpKtDlPbF2RMRoyATI4FKF9al5jX0qXkNpSFqZCBQheJZ4/GqXMySiIhSUr/e+/R0dKisVX66/NSHPoRHZ9inWeVSZGqYg4rnV44dbAopwz8j42Wkp6tcA1skr0WW6CUimvD3ZHK5cIm9xoxV5o9QvV7V+8xl1mdy58mj1o5Ivc/s2b2Dxo6bQAULFiKZTEaeD+5n2XF8j4JdW5FxiSJERBR17wkJurokqHg9oz2f/XAbh6NpuBH6B/H8+XMaNmwYJSYmss/ev39P+fLlo2HDhhERqQ2axf+LISfie9UQW/EzMWnP1q1bac6cOSxk98OHDxQdHa0WtiL+P/2/ffr0oVy5clF8fDx16NCBjh07RrNmzWLJjSZNmkShoaE0cuRIsrW1pWLFilHevHmJiChfPuVD6+PHj3Ts2LFMPbApKd8PRxKPJf2/39vm7e1NnTp1ooMHD5KzszNt3LiRKleu/N3fMTAwIDMzM7XXr8yQFi5sRdWqVqXIL+tOZAkJ1LhRI3r+4gUtXLSYlixVhri1b9eWBEGgyMhIkiUkkJ6eHrVo0SLDMQHI0rTxmWFr25DMzMwpKjKSEhKUg+/WbdoQEdGhQwdo5QpnOnzoIBERtW3Xnq25TJDJqFChQlS1alX2XayfaiAENruf+zoNmlFOMwuKioogWYJy7VbTVp2JiOjUkZ20efU8OnVkJ2uvyOTcPva8TTMmDKD3b32JSFlLtEadhmRdMmu8oERERS0LUK1K5SjiyxrQBFkitaxfm7xe+9D0lVto1prtrG2qqDnduR0zbyVNX7mZwsKVf7vg0M80oEubLNOsSu36zSmnmQVFR4Wz8974y3k/c2QHbVszl84e3cHas/OuEiIaGR5G00bb0dE960kuTyIAlJqSQg2atsty/fVtGyuv16hISviiv2XrDkREdPTQHlq3cjEdO6xcH9+6bSeKivx6fRQsZEmVq9ZQ+74H9+9keWkWkex6ryEieuqfRvGJoJwmAhl+qaxy75Xy+duipj71bmZAzWvokzyF6KG3UpNVXh0yMVKG5t5/k0oPvdPUDFsioshYBR25njWJfornz0V/2RRla0DjkuTUunoZehQQRJP2nCenfRcoLDqeui7bS25f1n7GJcopr5kJdalTkYiIejeoSkREr4M+UXRCIgFE3f6qmCV6M6OBbSMyMzOnSJU+06qNcrLt8KH9tGrFcjp8SJmRv127Dmy9v0yWQIUKWVKVqsqayW5uF+jqlcs0Z/ZM6tvHjvr1sdPImlDhSz4L4Usit/xtGlGNI2up2v6VREQUuOUQQaEgg0L5SN88JymSkyloz8kfbvsT4ImJshfcCP2D6NOnD1WuXJkGDhxIw4YNo8GDB5OPjw95enqSlZUVpaamskQ7RESbN2+mO3fu0LNnylkwV1dXev36NW3b9rX48c6dygHriBEjyMjIiJKSkqhr167Uv39/MjQ0pKtXr5IgCGoZbDds2EBeXl50584dIiK6e/cueXl5kYWFBbm6ulKtWrXo+fPnNH36dCpbtiy1bKmsgxcYGEiVKlWizp07U1xcHB07dowZu+vXr2dlUQwNDTO90W/f/nWgumnTJpLJZOz90aNHKeSLF+vkyZMUEhJCW7duZdv37NlDbm5u9PGjsq7j8ePHKSoqitzc3CgqKooqV65MgiCQjo4O5cmTh/r3759h3efvZNKkiRQTE0Nr1q2jwoUL09gxo8nK0oosLCyo7BePW8WKFWnUyBG0bfsOOudynmb9M5OKFFbWWvsYEkLHjh8nIqUhdPz4CYrSYAIOU1NTmvnPP3Tr1i1as2YV9es/gFq2bEVERKVKlSYjI2Mq+SXZU48ePalK1aq0du0aeh8YSPMXLGRJo7y9venSl1JB/v7+5O5+64eTDf+V7HzuTUxz0oTpS+ie+xXatm4R9eg7nBq3UBoT1iXLkqGRMTMm/X1e0vXLyvIt7wJ86P7tq5SakkLmFrkpWZ5Ec6cOpx0bltA7f28aMznr64TOHuNAUbFxtGTrPipqWYCchvahIgULUC7znFS+tNIbGBT6ifafUfYHALT/7EWKiFYmEylXsjg9fOFNA6cupPX7T1BFmxJUrmTxLNdNpDzv46Yto/u3L9PO9QuoW58R1LC5Mit58ZJlydDIhIqV+HrexfItgQHe9ODOFUpNSSEjY1PKX8iKrlw4RnMmDqBzx3ZR++4DyMjYVCP6nWbOpzu3rtHGNcvJvt9gatZSOSgvWcqGjIyMqUTJ0kRE1KVHb6pcpTptWutMH96/o1nzl6slefsUFkJREeFUplzW16cmyt73mqRkot1ucqpaUo96NM5BrveTyfON0tgM+qygpGRQcLhyEvf07WS69yqVWtbSp6oldenAlWT6GC7NIHiBfSuKSkikeUevUPF8uWhm92ZUNG8uym1qTJWKFSIjAz3KZWJEsw5dJMcdZ2jvjUe0eXhXymmknIxtW6MsTe7UiC4/9aG152/TkOa1yd62msb0m5qa0ox/ZpP7rZu0ds1K6td/ILVs2ZqIiEqm6zPde9hRlapVad3aVfQ+MJDmLVhEenp6FODvT1s2bSC5XE7RUVEUHRVFcrmciluXyFLt+ds0ogIdlGtnC3RoSrlta1GCXyDJw8Ip+oGy3FDUnUf00nE+lVvqRMVG2tPDbqMpweftD7dxOJpGgKZdJBxONuLz58/UuHFjFjKsyrJly2jy5J+vB/nW3+/HjbQQ65KlyM8/ez6kSpW0ztbn/aG3dJk7/ws1y+SiqKc3pZbxr8hVpRHde/Pr2YS1gb/KmtNLvxCpZfwrKpQqlK3vM6IXMjviPNKYks5vllrGv8Kw3Qjy9f/5LP3aROmSxei8vjRLT/4r7VK8pZaQKS36PNLo710+UOPHjTjfhHtCOZzvsGfPHtLR0aHQ0FBKTk6m+Ph48vT0pAIFCtD79xlrGHI4HA6Hw+FwOJzvw7PjcjjfwdPTk0xNTSl//vwkCALp6+uTjY0N6evrU8+ePaWWx+FwOBwOh8Mh4us0sxncCOVwvsOqVato6tSp1LNnTypQoADp6OhQVFQUbd68mWxtbaWWx+FwOBwOh8PhZDu4EcrhfAdLS0u1ZE4cDofD4XA4HO0DUPy4EUdr4GtCORwOh8PhcDgcDoejMbgRyuFwOBwOh8PhcDgcjcHDcTkcDofD4XA4HE62RsETE2UruCeUw+FwOBwOh8PhcDgag3tCORwOh8PhcDgcTrYGCp6YKDvBPaEcDofD4XA4HA6Hw9EY3BPK4XA4HA6Hw+FwsjXga0KzFdwTyuFwOBwOh8PhcDgcjcE9oRwOh8PhcDgcDidbA/A1odkJ7gnlcDgcDofD4XA4HI7G4J5QDofD4XA4HA6Hk63J7mtCvb29ac2aNRQTE0MHDhz4Zru0tDSaMmUKJSQk0Nu3b6lPnz7Uv39/tt3Hx4emTp1K1tbW9OLFC1q/fj2VLl1aE4fwS3BPKIfD4XA4HA6Hw+FIQEREBC1btozq1KlDmzZtooSEhO+2nzFjBu3atYs2bdpEDg4ONGDAADp//jwREcnlcmrZsiUVK1aMVqxYQYIgUPPmzSkxMVETh/JLcCOUw+FwOBwOh8PhcCQgT548NGXKFBo5cuQP2yYnJ9P69espX758JAgCFSxYkIiIVq9eTUREx48fp8DAQMqfPz8RERUsWJDev39PJ0+ezDL9/xZuhHI4HA6Hw+FwOJxsDRQKjb5+NwYGBj9s8/jxY0pISKAcOXKofX779m1SKBTk7u5ORJRh+82bN3+f0N8EN0I5HA6Hw+FwOBwO5xeQy+UUGxur9pLL5RnaNWvWjPT09L752rp160//ZlBQEBER6erqqn2elJREERER39weHBz8q4eX9YDD4WRbkpKSMHv2bCQlJUkt5Zfh2qUhO2sHsrd+rl0auHZp4NqlITtrz27Mnj0bRKT2mj179n/+vk6dOn2zzcGDB0FEqFKlCgDg+vXr7Lc/ffqEli1bgoiwatUqAMCAAQNARGjbtu2/1pVVcE8oh5ONkcvlNHfu3Exn3rQdrl0asrN2ouytn2uXBq5dGrh2acjO2rMb06ZNo5iYGLXXtGnTsvQ3CxcuTEREgHomYENDQ8qdO/c3t1tZWWWprn8DN0I5HA6Hw+FwOBwO5xcwMDAgMzMztdfPrOv8VV6/fk2HDx+mtLQ0qlGjBhkbG1NSUpJam/r165Ouri7Z2toSEWXY3rBhw9+u67/CjVAOh8PhcDgcDofDkZDU1FS1f0UaN25MvXv3pu3bt5OxsTGNGTOGQkJCSKFQUHR0NBEROTo6EhGRnZ0dFS9enK0NjY6OpiJFilCXLl00dyA/CTdCORwOh8PhcDgcDkcCZDIZnTt3jk6fPk1ERB4eHnTs2DFWL7RRo0aUO3duqlKlChERLViwgPr370+DBg2idevW0YEDB6hDhw5ERGRkZESurq4UEBBAo0aNooSEBLp16xaZmJhIcmzfQ09qARwO599jYGBAs2fPzpLwj6yGa5eG7KydKHvr59qlgWuXBq5dGrKz9v9XjI2NqUOHDsyQTM/Ro0fV3uvr69P69eu/+X1ly5YlV1fX36oxKxCQfuUqh8PhcDgcDofD4XA4WQQPx+VwOBwOh8PhcDgcjsbgRiiHw+FwOBwOh8PhcDQGN0I5HA6Hw+FwOBwOh6MxuBHK4XA4KvBl8pojJSVFagkcDoeTLVAoFFJL4HB+K9wI5XA4//d4e3vTqVOniIhIEIRsZ4impaURUfYzoAMDA2nLli3svZ+fn4Rq/v/gg1ppUD3v2e2a5dqlITU1lXR0dCgpKYmePXsmtRwO57fAjVAOR8vJbg/L7IanpyeVK1eOZs+enW0NUV1dXUpISCBHR0eKjIyUWs5PI5fL6dChQ7Ru3Tpq1qwZeXt7Sy3pX6HaV7JLv1EoFKSjo0NyuZxCQkKklvNLpD/H2eWcEyknjHR0dCg5OZkSExOz1b2Ga5eGtLQ00tPTo/j4eGrRogXdv3+fiPgkEif7w41QDkdiFAoFBQQE0Lx582jkyJE0ZMgQcnJyogcPHlB4eHi2eViKD0QAlJycLLGanyMuLo62b99OhoaG9OLFC3J2dqYTJ04QUfYzRNeuXUsPHz6koKAgqaX8NAYGBvTw4UOaPn066enpUbt27Ygo+w2uYmNjWWixIAgSq/kxANiAvEGDBlS9enV6+vSp1LJ+itTUVBIEgVJTU+nTp09ElD3OOZHSmNDV1aW4uDiqXbs2tW3blmJjY7OFfq5dGhQKBenq6lJ8fDzZ2trSnTt3SBAEioyMJB0dnWx3r+RwVOFGKIejBZiZmVGjRo2oV69eJJPJaMeOHdSgQQNq1aoV3b9/X+sflqJXRSaT0dixY6lr1640atQoOn/+vNTSvkvOnDlp1apVdOPGDSpXrhx5eHjQ6tWr6fjx40Sk3YZoamoqEX0NxXVwcKAFCxZQVFSUlLJ+CQMDAzIyMiKZTEYfPnygHTt2MAMpuwyuHjx4QJ07d6aaNWtSx44d6cmTJ1q91lU04tLS0ggAJSUlkYmJCSUlJUkt7YcAYB6hVq1aUf369Wns2LHsWtB2dHV1SSaT0ejRo6lx48bUs2dPunPnDtuurfcaIq5dCsR7YWJiIs2cOZNy5MhBlpaWNGzYMOrevTvFxsaSjg4fxnOyL7z3cjgSs2DBAvr48SM1atSIGjVqRNu2bSNXV1dq3LgxPXnyhFq2bEn79+/X2kGi+KCUy+U0Y8YMypcvH5UsWZK2bNlCTk5O5OHhIbXEb5KamkrGxsZUu3ZtatasGVlYWNCdO3do9erVWu0RTU1NJT09PUpISKDevXuTp6cnFSxYkEqXLk3Hjh2jJ0+eSC3xm6iey6ioKBo5ciS1bt2avL29admyZbR161YiItLR0aGIiAipZP4UT548oYULF5KTkxNVrlyZXFxc6J9//qHo6GippWWKaMQlJCRQrVq1aMSIEdSoUSN69OgR1alTR2p530XVAzpnzhwKDw8nf39/2rBhAw0fPpzi4+OllvhNALB+v3DhQoqLi6PVq1dTv379SKFQ0NWrV+njx49aOdnItUuHIAikUChoyJAhZGFhQffv36etW7dS5cqVyd3dnT58+EBE2mtEczg/BBwORzKGDh2KUqVK4e7duxm2yWQydOvWDYIgwNzcHMePHwcApKWlaVpmBnx9ffHgwQO1zzw9PVGrVi323t7eHpMnTwYAREZGalTfrxAbG4t69eph/fr1WLFiBUqXLg1BEFCvXj0cP34cCoUCANi/UpGamqqmIS4uDmXLloUgCKhWrRr27NmDoKAgBAYG4syZM2wfbUDss0lJSWrvRa5evYomTZpAR0cHNjY22Lp1KwDg6dOnmhX6ixw5cgSdO3cGALx69Qpt2rTBoUOHAACBgYEApO836ZHL5WjWrBkEQYCRkRF69erFtmnDvSUzxH4cHx8PBwcHrFy5EklJSdi5cycEQYAgCBg4cCBiYmIkVpqRlJQUAEBycjIA4J9//oEgCChdujSsrKyY/uLFi8Pd3R2A9vQZrl16EhISULduXXTs2BHv3r0DoLzv5MyZE3fu3JFYHYfz3+BGKIcjER8+fMCOHTtw4cIF7N69G7dv32bbVI0H0RDNnTs3Xr9+LYVUNe7fv49cuXKhUaNGaobopUuXIAgC5syZgxUrVmDNmjVsm4uLCwICAqSQmymqg+1Vq1bBysqKvXd1dWXGXYMGDbB//37I5XLJDboPHz7g1atXAJQDrN27d8PS0hIlS5aEIAgwNDREgQIF0L9/fzg4OGjNgOrp06eYPn06Pn36BACIjo5G586dYWdnh0WLFrF2ly9fRrNmzaCrq4tSpUph1KhRcHR0RHx8vNYci6gjMTERALBhwwYIgoDNmzdj+vTpcHFxYW23bNkiicbMUD1/CQkJ2Lp1K0aOHMkG4suWLWPbpe7n30Imk6FGjRoQBAEVKlRAeHg4AGDHjh3sOEaMGIH3798jPj5eYrVKREMoLi4OZcqUgY+PDzw8PGBkZMQ0C4KAAgUKQBAENGzYkO0jNVy7NKSfCJLJZGjQoAEMDAzg6OiIwMBAyOVy2NvbIyUlBZ8+fcLy5ctx6NAhPH78WCLVHM6/gxuhHI4EqA4KZTIZrl+/ji1btqh5RMUZXADo3LkzBEFA//79kZSUJNmgPC4ujmkxMjJCu3btcP/+fQBAVFQUrK2tYWJiAltbW3z+/BkAEBISgqlTp+Lt27eSaAaU5zstLQ1v3rxhn4mDjmnTpkEQBMybN49tO3fuHCpXrswGvIsXL2bHIxWrV69Gz5498eTJE9StWxfu7u6IioqCt7c3Bg0ahCpVqrDBlY6ODvbv3y+pXgDw8vKCjo4O9PT0MHXqVISFhWHw4MHQ1dWFnp4eBEHAxIkTWfsrV66gefPmMDQ0hCAIWL9+vYTqM+fy5cuoX78+rl+/jps3b0IQBBgbG2PkyJGIiooCALx48QJ///23VhjP4qA2LS0NsbGx7HM/Pz8MGjSI9ZkVK1ZIJfGnuHPnDrp168YmXdq1a8ciLLZv3w5dXV0IggBra+tMI0s0jXje4+PjUbNmTZibmzPD+eXLl9i5cyf2798PT09PhIeHY968eejevbvafV8quHZpUPXefvz4kX2+bNkymJiYQBAEVK1aFXZ2drh06RJiYmJQqVIlNgnZpUsXhIWFSSWfw/lluBHK4WgYmUyW4bOkpCRcu3YN+/btUwuxER+MYWFhqFu3LqytrSWdsU1LS0NoaCg2btyIYsWKQU9PD+3atYOHhwcAZciTubk59PT0ULt2bSxYsACDBw9G/fr14evrK5lukXnz5mH37t2Qy+VYt24d4uLicPr0aeTIkQMlSpRQ895u3rwZgiCgTJkyuHjxooSqlYgGT6FChTBs2LAM29+8eYN169ahcuXKMDQ0RNu2bSVQqc7Jkydha2uL3LlzI2/evJg0aRLmzp0LNzc3TJgwAQYGBhAEAePHj2f7PHnyBJcvX4arqyv7TEpjTqFQqP3+gAEDIAgCJk2aBADo06cPBEFAzpw50aBBAzg4OKB+/fpo0aJFpte6JhEH5AkJCRgwYAAaN26Mli1bYs+ePUhNTcWbN28wZMgQCIIAPT09zJs3D3fu3NEq41mVyMhIbNq0iYVTtmrVihmiK1euhCAIcHZ21rTUDKie9169esHU1BSCIMDKyootqwCUkxWvXr1CSEgIevfujW3btkklmcG1S4N4zcXFxaFly5YoXrw4pk6diqCgIKSmpuLQoUMYN24cli1bhrlz50Imk6FcuXIQBAF169bFlClTkDNnTnh6ekp8JBzOz8ONUA5Hg/Tr1w/ly5dH586dMXLkSMycOROHDx/GpUuX4Orqir1792LBggVqYbfig/Xs2bPIkycPM/ikQDSK09LSsHHjRhQpUgR6enpo27YtXr58iaioKIwbNw5FixZlHjlBELBy5UrJNKsyZMgQ2NjYoFSpUpg/fz4A5YCkYcOGbH3QnDlzACjDjseMGaNmDGkSf39/3L59m006uLu7Mw/hoEGD4O/vn2no5Lt375i37uTJk5qWnYEPHz7AwcEB+vr6yJEjBypVqoTIyEhERUVh0qRJzBB1cnICkNH4kHqdojg4dHV1xeLFizFlyhSsXbtWzTPet29fdhximN+LFy+kkgzgq265XA5HR0esWLECq1evhoWFBYoUKYIrV64AAJ4/f45Ro0Yx7ceOHZNSNgD1NcR3797FmTNnEBQUBLlcjqSkJKxfv54Zoh06dMDHjx9x4cIFnDhxgn2H1Ia0XC7HwIEDsWfPHgCAnZ0di6wQ1676+PjAxsYGgiBg9erVbF+u/d+THbWL9/jU1FQMGzZMLarFwcEBPj4+rK2HhwfMzMxQpEgRFkocHR0NQBnV8+TJEykOgcP5V3AjlMPREN27d1dbjyK+xLBEc3NzWFhYwNTUFOPHj1d78ABKb2jJkiVx9uxZSfSLD8qoqCisW7cOALB8+XIUK1YMurq6aNOmDV69egWZTIYbN27AwcEBkyZNYolaAOke8uLvOjk5sZnx06dPs+0nTpxA1apVmSFRpUoVWFpa4sKFCxm+QxOEh4ejWLFiyJEjBw4ePAgAOH36NPO6CYIAe3t7eHt7Z9hX1BkZGYlly5ZJFkas6rEPDw+Hg4MDcufOjZw5c2LWrFmIiYnB58+fMWnSJBZqVrNmTa1aOyxy9epVdt6bNWvGBn2qns7Tp09j7dq1cHZ2ZglENE1AQADu3bun9pm/vz8qV66M0NBQAMDIkSOZF1cMH/bw8IClpaVaJIBUqIZTOjg4sHDDIkWKwNHREQEBAUhOTsa6detQokQJZvRnNnEnJYGBgcifPz927drFPmvdujUMDAwQHBzMPnvy5AkOHDjA3kttxAFcuyZRXb8qejoBYM2aNeyeM2jQIHh5eQFQXrN169aFrq4uatSowb7nypUr6Nu3Lw/H5WQruBHK4WiAHTt2oGXLlsiVKxdy5MiBNm3aIF++fMiXLx9y5coFQRCQI0cONeN06NChePjwIYCvD8j58+ezNZiaRDU7ZZ06dWBnZ8c+d3Z2VjNEnz9/nul3SDUwVP3dQYMGIXfu3NDR0UHlypWxc+dOtu369euYNWsWypQpg5o1a6rNkGuasLAw1KtXD/Xr18fevXtx5MgRdhynTp1ifaRPnz7w9fVFQEAA/Pz82P7x8fFITEzEwYMHJTFCxYFVbGws+vTpg6ioKLx58wYODg4wNjZGrly54OTkhNjYWMTFxbGQ0KVLl2pc649IS0vDwoUL0bp1a+jr60MQBEyZMoVtFzP+Ss29e/eQM2dOtXXagDJrtSAIGDZsGBYtWoS1a9eybWfPnsWbN2+QmJiolhhN6ms1OTkZ9vb22LhxIxITE2FnZwc9PT2Ymppi+PDhiIiIQFxcHBYsWABBELBkyRJJ9H4PLy8vdl8/fPgwAGWUwpAhQwAAnz9/hoeHh5rHXBvWJQJce1bz/v17hISEsPukTCZD9erVIQgCatSokSHEXBAEjBkzBnfu3EFcXBw+fPgAZ2dnNG3aFABw69YtTJ48Ge/fv9focXA4/xVuhHI4WcyHDx+Yd+fdu3fo27cvLl++jJSUFLx//x6enp64ePEizp07h/Xr12P+/Pn4+++/0a9fP5w7d07tu5ydnTXuKRIN0ISEBDRo0ICVBNm7dy/bvmLFChQrVgyGhoawtbXFokWLkJCQoFGdmSFqFw2FT58+4dq1a2jQoAF0dHRQqVIl7N69G4Dy+MLCwhATE8M8RIB0A/K3b9/C09MThQoVgoWFBZYuXQq5XA4AOH78OBucDB48GNu3b8e2bduQnJyMtLQ0rFu3DiNGjED79u01Hk6s6smqVq0a6tWrx7b5+PioGaKzZ89GREQEdu/erbYuS2qPivj7qslB/Pz8MHr0aHbeVTP7Al+PWwrtERERaNOmDUsY1rNnT7Ww/b/++gu6urqoWrUqG3yHhYVhxowZGcrgaLq/v3//nk22iQQHB6NEiRJsHV94eDgGDBgAHR0d5M+fHzdv3gSgTBKlmoBLqmtVNCbS/37fvn1Zf5k3bx4mTZqE8+fPIzw8HNWqVWMTj1ImheLaNcuHDx9QoEABVKpUiU0WeXh4YPDgwSwSp0+fPoiLiwOgNETFpFuFChVi1/W5c+dQuHBhtG7dGj179pQ08R+H82/hRiiHk4Xcvn0bTk5OrGYgAJbN9MaNG9/dVywDAXwd2EoV5ieTyTB69GjMnTtXbf3Y+fPnASiNvU2bNiFv3rwQBAEbN26URKcqogEaFxcHKysrtG/fnm07d+4c6tWrB0EQULlyZezbtw9PnjzJcH6lMChUZ+U3b96MQoUKwcDAAEWLFv2mISoIAnbs2MH227ZtGws71mSfEc+5TCZDkyZNIAgCy5YshsL5+flh4MCBsLCwgIGBAapXr46goCD2HdoQSgkAbm5uKF68uJq3/NmzZ2qG6OrVq/H582fJvUBJSUkIDg7Gzp07kSdPHujq6sLOzo55Nzdu3AhLS0sW1jpu3Dh06dIFlSpVkrQWa0hICAoVKgR9fX21yRJvb2+W8fPWrVsAlOHl9vb2EAQBo0aNyvBdUntv4+Pj0b17dwwfPpzVufX29sbYsWNRokQJ1K1bF8uXLwcAllCmYsWKaNSoESpXroyAgACN32+4ds1rF/t2xYoVcerUKTx+/Jj9/uHDh5nBaWdnxwzR+fPnZ1i/KpfLcejQIZw5cwYfPnzQmH4O53fCjVAOJ4tYs2YNpkyZAkEQ0KNHD7x584YZEKIhev36dbV9fvQwlMpD5OzsjGbNmrH3c+bMYWGJqiFFzZs316pSDwkJCejevTvGjx8PR0dHNe+Qq6srM0QtLCxgZWWFy5cvS6j2qxGXmJjI+sqTJ0/QqVMn6OnpoWjRoliyZAnz7F6+fBnLli1Ty/wo8uTJE40OTsRBYWJiIkaMGIGdO3fi6tWrrNTNkCFDmLEWHByMrl27alXSKlVevXoFY2NjCIKAkiVLqnnbnj17hlGjRrHQ3I4dO7KEJ1IhXoMKhQIDBw5kJXB69OiBp0+fQi6XY/HixexvIb6kPvfBwcGoWbMmateujTNnzqhFfohr6C0tLeHu7g5AOfCuVKkSZs2aJZVkNVQjLTp27Ag9PT3o6Oggb968Ge6DLi4usLe3R5kyZSAIAmxtbREXF4eAgACMHDlS432Ia5dGO6AsFXP+/HmYm5ujRo0auHTpErs3HjhwgBmi/fr1Q1BQEO7du8cmfAHtCX3mcP4r3AjlcLKAcePGYerUqQgICMCHDx+wf/9+PHz4EGlpacyQFA3Ra9eusf2kDkP8FhMnToQgqBe179ixI1atWgXgq9c2JCQEwNe6nFIzc+ZM2NvbA1CGLIoDXX9/fwDAtWvX0KdPH1SoUEFtrZwUpPfcli5dmp3XBw8esMFW0aJFsWbNGrWaj+m/Q1MEBQWpJYQBlEl8rKys8PLlSwDK7KtWVlaoXbu2WiKfQ4cOaU0IrmoZltDQUISEhGD//v1o3749BEFAsWLF1AxRb29vNGjQALly5frmGmhNEx0djebNm2PVqlVwcHCAubk5dHV10a1bNzx//hypqal49eoVZs+ejSVLluDUqVNsX6m8WIByDd/ly5dRtGhRmJqasoQy165dQ7Vq1SAIAvLmzcsiR9q0aaOWVEwKFAoFM/wTExOxbt06rF+/Hi9evICdnR309fVhbm6OhQsXsn22bNnCjP/q1auza/vWrVtqNWa59j9TO6BuPC5btozpatKkCS5evMi279+/n4XmlihRQq3urTY8Vzmc3wU3Qjmc30yPHj0waNAgtc/S1xoU/y/W6btz5w58fHxYQgIpycyQ2blzJwRBQL58+VhpE0dHR7x69QphYWHo2rUr7OzsMHXqVE3L/S5Lly6FIAgoWLAgChYsyB76FStWZOUcUlJS1GbDpXzIy2Qy2NnZYcGCBVi2bJmap/zRo0do3749DA0NkTt3bjRu3FjSMKzg4GAULFgQVlZWahMpR44cYaUzHj9+DADYunUrS+YTHR2NiIgItUyVUta+VcXFxQV//fUXS2hy/fp1NGvWDIIgoGjRomqG6Pr16zPNTiwVU6ZMQdWqVdn71atXI1euXCw0V7X+sCpS9PfAwECWrTctLQ0bNmxAvnz5WAi5mBH6+PHjLKw7R44caNiwIbZv365xvSLR0dFqyyTi4+NhbW0NQRDQrVs3pKam4uXLl+jVqxcziFS9zefOnYO9vT0ztC9fvowJEyZoZD0f1y6NdhHxmS+TyXD+/Hm8efMGXl5eLEw+vSG6fv16CILAQok5nD8RboRyOL+R06dPo06dOsyo+Z5nStUQNTU1xYQJEyT3hKqu6Tt58iSeP3+OhIQEBAUFqSV7qFKlCs6dOweZTIYKFSqwkFYLCwts2rRJ0mNQ5dKlS6yMg/jKnTs3BEFAixYtMrSX+vyvWLECzZs3B6BMYLFnzx7s2bMHHh4eSElJga+vL6tpKmX2XkCZZKh48eKoU6cOXF1dcfHiRQDKMiE2NjYwMjJCgwYNcOXKFcyZMwdXrlzBp0+fYGtri1KlSqFJkyZqxqumSR/S5ufnx/rIX3/9xSYprl27hlatWkEQBJQrVw6zZs1CYGCg5H0l/b2ld+/eEAQBR48eZZ85OzujQIECEAQBjRo1wvbt21l5GalITk7G5MmTsW/fPoSGhmLQoEEICgrC9evX0a5dOxaCK04EyOVyHD16FCdPnmTrQwHNX6uvXr1ClSpV0KlTJ7ZWb9++fbCwsICRkRGKFy/OkoOJBpGRkRH09PTQtGlTFiUyfvx45MiRAwsXLoS9vb1GJpK4dmm0i4gTPampqayPi1FFV69eRaFChSAIAho3boxbt25BJpPh1q1batey1PcbDicr4EYoh/MbmTp1KiwtLdmD71uI6/0A5aysvb295N4g8SEXHx+PunXrsvVwCxYsQFJSEhITE3Hnzh08e/YM06dPx61bt1C+fHm2zub69euws7ODs7OzpMeRnvv37+PUqVM4ffo0Xrx4gaioKGzevBmdO3fONKRVSvbs2cMMenNzc2YUWVpastqsixYtwoYNG9g+Ug5OHjx4ADc3NxQpUgQlS5Zka1PXrFmD2rVrQ1dXF8WKFcOuXbuQmJjI+oulpSUKFy6MMWPGIDk5WZJjOH78OMuM/PjxY3h4eODw4cOoVasWq1kqGqI3b95knjojIyO1REpSoLr+Vkx6tnjxYgiCgLp166qtrXR0dGTefymNflUmT54MY2NjVKhQQS3J0KVLl1iWX0tLS7Uaw6pI0V9cXFzY+fX19WUG0Zs3b9CiRQsWOrl+/XokJyfD39+fHYvqPdHf3x+TJ0/G4sWL1coqce1/nnbga5SHXC5HfHw8BgwYgPr16+Pq1auszY0bN5ghWrNmTQwfPlxtsoiH4HL+VLgRyuH8BhQKBZKSktC4cWMULlwYERERAL7tCb116xa2bNkCQPlwFAdVUhmi4u+mpKRg8eLFGD9+PKuLmC9fPsycOZOtnYmJiUGRIkWYgdSwYUM2MNi/fz9bW6mpgWJmYc7pw58B4OnTpwgODsajR4/QtWtXlklRKlSTyYh4eXmhZs2ayJEjB3R1daGrq4vixYsjZ86cqFChApKTk9XqUkqdERRQZm40MDCArq4uKleurGYARUREYOXKldi+fTvzmDdo0ABhYWHYt28f+vTpI5kRffXqVZiZmWH69OmoV68eW8N6+fJlVKpUCYIgoFatWjh58iQAYPjw4ejdu7dafUEpEM9XcnIyatWqBVNTU9y/fx/u7u6wsbGBrq4uateuzQy4ixcvok+fPmqJTaRC7DfLly9nmZOPHTumFmopGqJ6enowNzdH7969WeiulLx79w67du3CsmXLUL58eXTs2BHh4eEAlMmqxLDtEiVKYMeOHYiPj8e6devUJoykgmuXlvj4eBQsWBC1atXCsGHDMq3dfP/+fZiammpNdnkORxNwI5TD+Q+4u7uzsL6kpCTUqVOHFZYWUR2wi0bpsWPH2PoUEanDbWJjY9GqVSu0aNECgYGBCAoKQv/+/WFgYIB8+fJh2rRpLLHM1q1bYWtri8qVKzNv4qVLlzB8+HCNlgRRDXOSy+VqRnx6A+3atWvo2LEjBEFQS0IkxXlX9TqPHTsWQ4cOhZeXFwBlOOutW7dw48YNdi5PnjyJ5s2bZzp40TTpJ1bi4uJw8eJF5kGsXLmymgdrwIABbMKiQYMGiI+PB6CciJk+fbpaVIAmuXHjBgRBgJ6eHubOnau27cqVK6hSpQoEQUCFChXQs2dP9O3bF58+fZJEq4jqZFFKSgpq1qyJ0qVL48GDBwCUyU6srKxYds1u3bqhSpUqauWgpLzPiNfk33//jVKlSkEQBOTKlStDmPDdu3dZNIY2ZNtWva906dIFgiBAV1cX/fv3ZwbR8+fPmUFUoEABNGvWTG3ds9Q1TAGuXQpSU1MxZMgQtXwE9+7dY9tVkxU6OjqyZH+A9GMCDier4UYoh/MfmD17tloyIUdHR+jp6aFYsWJqs5kpKSlqg/clS5awciDa8KBJSUlha1VMTEywePFipKSkIDAwEP369YOhoSEsLS0xcuRIVij+1atXyJs3L06ePIlLly5hwoQJkqyzSUhIgKOjIxo0aIAuXbqwtWSZcenSJebZAqQ59+LAKjk5GY0bN2aDk1KlSsHFxYX1k0ePHuHp06e4fv06unfvjs2bN2tca3rEcy6TyXDo0CFs2rQJPj4+AJSeRdEQrVq1KjvPjx8/xsKFC1GpUiU8evQIgNI7N2HCBJalWAouX77MitabmZnh2LFjatuvX7+Oxo0bI3fu3LC0tMSrV68kUqpEdeKicuXK6NWrV6YlJnbs2IFevXrB0NAQRYsWVctoLdW9JrOJCwDo1KkTM0TFkO2QkBCkpKTg77//xvr169k+UmkX+3xSUhI8PT3x7NkzzJkzh4Vn9+vXjxlE3t7e7BpYs2aNJHpV4dq1g1evXsHFxYVlvO3WrRuLlgK+9m3VSS6pjWcORxNwI5TD+Q907dpVbf2nmEVWEARUqlQJS5cuzbDPvHnz0L9/f42X0/ge8fHxuHv3Lrp168ayyTo7O0Mul+Pdu3cYOnQoO659+/YBUBoi9vb2qFChArp37w5fX1+NaFV9OMvlcgwdOhRLly5lBb1z5MiB27dvq+2T2QBWioe8+DePj4/Hrl27sG/fPoSEhLD6jaVLl4aLiwsAZS25Hj16ZPAGST1pkZiYiCFDhqBdu3bQ19eHmZkZpk2bBgA4c+YMateujRw5cqBEiRIYNGgQGyi2adMGDRs2xL59+zB48GDJC6x7eXlhx44dLKFPzpw51eqtJicn49OnT/D19cXHjx8lVPqV5ORktg4uR44c6NSpE9uW3qP8/v17NY+Q1EZcYmIizp07h9u3byMgIIBt79ChAzNEDx8+jJ07d8LDw0MrMlarhj43bdoUBgYGePjwIT59+oTp06erGUSiYb1lyxatWLPNtUs/uZtew9GjR9nEV48ePb4ZBaIN2jkcTcCNUA7nX5CWloa4uDhYWlqqZbADgBEjRjCDTV9fHz169MChQ4dw4cIFDB48GO3bt2feME0Prr4XrgooZ507d+7MQptE48fb2xt58+ZVCxUClDUVw8LCNJJx8/nz53j27Jma9qdPn6Ju3bqszZAhQzBx4kR2LNpIQkICSpcuDUEQWEmb8PBwtg6xdOnSLGmFn58f3Nzc2L7aMDhZsGABJk+eDEAZtlqiRAnMmDGDbb9+/TrKli2rlsFXoVBg06ZN6NKlC4YNG6bRxCAiqiUSxJBgQBkWLIZpm5mZMUNUtTyOtpCYmIg9e/awur2CIGDWrFlsu7YNalWjFcSszoaGhhg3bhyePn3K2onn39DQEEZGRmp9XipUQ59fvnyJ8uXLw8bGhoXNBwUFYcaMGcibNy+bEDhx4oRWJJTh2jWvPSQkJEPG7cw4fvw4M0Tbtm2LZcuWaV2CPA5HU3AjlMP5F4iDupYtW6J27dpqg+qgoCCMHTtWrSyIIAiwtrZG586d2UNWk55QhUKBW7duYfHixRmMZlGH+ACVyWTMEC1cuDD++ecfXLp0CW/evGH7aDqB0qNHjyAIAvLnz88MUdXPBw8ejPXr12P9+vXsb7N//35Wp1IbEHUtXrwYRYsWZf3i0qVLAJRJfCpWrMgyg3bu3FltDai2hGdNmDABFSpUwLt377B161YsWLCAbbt//z4AZRKf9GFxYj+Tag0ooAzHbt68OSpUqMDqTSoUCty+fZuFhurr68Pe3l4rat5+62/u7e2N0aNHsz40b948DSv7MWJ/l8vlGDZsGJYuXYqZM2dCT08POXPmxMiRI9UM0XHjxqFbt25aUeJJ1B4XF4fu3btj1KhRGD16NBISEtS2f/jwAQsWLICJiQkEQcCOHTsk0yzCtWuemJgYLF26FJ8/f0ZsbCzOnDnz3fbnz59n167U2jkcKeFGKIfzH5g+fToEQcD06dMRFhamtu3MmTNwdnbGmDFjsHbtWjx48EAtkY6mefHiBUsD365dOyxdupSVdxARDdGEhAT07NmTPSj379/P2mjaGIqPj0ffvn1ZvUMbGxs2eA0NDWUGXdWqVZm2yMhILF68WNI1hyLpz1d8fDzevn3LEm0IgsAyyspkMpawRXU9nFRk9reeN28eBEFA/fr14ejoyD5/+vQpli1bhrS0tAxeCW3w4Hp4eKBatWrMI5c+QdWdO3fQtWtXCIKAokWL4vnz5xKqVV9/u2nTJvzzzz9Ys2YNC7F9+/YtRo0axY7FyckJ169fl3SyIiAgAP7+/sxoAJRJhvr3788y4LZs2RK6urowNjbGiBEj2MQFALUsuVJPuiQnJ6NBgwYsKqRBgwYs9FNVm4+PD8qWLavWl6SGa9c8ZcuWRceOHVGtWjU4OTl9t61cLkfHjh21RjuHIxXcCOVw/gXioPr169ewtrZGwYIFsWHDBrUkRd9CysGVWBpBfOXLlw/jx49XWwsn8vnzZ1haWma6rlXTfPz4US0Dq42NDfNy7t69G3ny5GGG0ejRozFgwABUrVqVJcKRCtX1cHv37sX+/fvh4eEBAPD19VUzRMVEVWvXrsW2bdvYd2jagEtMTFQrcSOXyxEYGMjCm58+fcrKrdSuXRsXLlzAvXv3sHbtWkyePFktJE0bjE8ACAsLw4ABA/D69WsAUMtWKRr7KSkpiI6Ohru7u9paSikQz5s4GSSuWxVLIh04cAAKhQI+Pj5qobnfS8qV1Xz8+BGWlpYoUqSIWijzxYsXIQgCypUrh/v372PatGmYOnUqjI2NYWFhgY4dO2Yol6QN/SYqKgrHjx9Hx44dYWhoCFNTUyxZsoRNsIjXthg2KiK18Qxw7ZpEvN+Ja7WrV6+ulnToW6iui9aG887hSAE3Qjmc/0BiYiILvS1evDi2bt2qZohmVq9SSlxdXVGkSBEULVoU+fPnZyUqBEFAx44dMWPGDISHh+P9+/fw8/NTq4ko9UM+MTERp0+fRs2aNZkhKnqr1qxZg7x586oZ2NpQ2gFQerJ69+7Nkj7p6upi0aJFAJTJh0Tvm1jaRzXsWdPnXExOJRr4MpkMjRo1QsGCBTFkyBBmQK9du5Z5bAVBYFkftSGUMjMiIiJQpkwZ9OnTB2/fvsXUqVNZyLkgCFi0aBE7Nm0hLS0NI0aMYKG2Li4u7JqtV68eHj58CEDpwS1WrJjkWUE/fvyI3Llzo3z58ti3bx+uX78OmUyGwMBAdO7cGXPnzsWFCxfQsWNHAIC9vT07/2JotBT8KCrFz88PrVq1YksqVqxYwUpVpUfT93quXYnUCZQAMO+tIAjo378/Xr9+rVa3OrN9MnvP4fw/wY1QDucnyMwYED+LiIhgD8uiRYtixYoVLJtmZg8hqdm+fTtu3ryJ48ePo2fPnjA0NFQz3goWLIhChQqpZZiVOklFdHQ01qxZA5lMhpMnTzJDtEyZMqx0xqNHj+Do6Ig5c+bgxIkT7DukHqAsX76cJY85e/YszMzMMG7cONbu/fv3aN68uVoiHykICAiAsbExBEFAly5d8PTpU0yYMIElGRIEAW3atMHdu3cBKGvd9urVC+bm5qhUqZJWlJBJz927d/HgwQMEBQXB3NwcgiDg/v37GD16NGJjYzFhwgR2bB07dsxQ7kRq6tati8aNG7OJmPPnzyN37twQBAETJkwAoLxGxDqhgDTXqtjXg4ODcfXqVZiamqJ06dI4deoUALBEUJs2bUKxYsWwdetWzJ8/H3v27FGrYappvLy8sG7dOoSGhma6XTwuX19ftG7dGoIgoGzZspg7dy4uXryo8bXxqnDt0qJaagtQGs2urq7sftK3b19WvoonHuJwMocboRzOD1A1YtIXqxcHfJ8/f0a3bt2QI0cOWFhYYPjw4Sybn7aQlpaGlJQULF68mIXfenl5oUuXLpg2bRoqVKjAPFrps+BKgXhu4+PjUbNmTeZBSUlJwalTp9Q8oqrew8y+Q0pGjhyJChUqIDk5GSdOnGCerZSUFLYezsnJCVu2bGH7SGE4v379Glu3blUrIfD333/D398fe/fuRZEiRSAIAlq2bIlbt26x/T5+/KgWfqYN5xwA3rx5gwIFCuD8+fMAlH398ePH8PDwQPHixfHu3Tts2rQJ3bp1Q+3atVmorhR8yzsieleGDBnCwqFdXFwgCMqi9+mzcUodrQAAGzduhK6uLgRBQLVq1XDixAk1I1QcpDdv3lytTI+mtT958oSVulmzZk2GNf0i4t/Cx8eHZfGVOvSZa5cW0YsbGxuLhg0bYty4cez6PHr0KNPap08fvHnzBnv27FFLMsfhcJRwI5TD+Q6qg8Ply5cjb968GTLfiQ+k6OhorF27Fo0aNWLlHiZOnIi1a9fi2rVrask6pOTDhw+YM2cOjh8/jtGjR7Nssx4eHqhbt65aQhypBrXiOZXJZGjcuDEzNteuXYuoqCgkJiaqeUQtLS0xd+7cn1qLkxUkJSUhKioK7u7uePv2rVrt2MmTJ0MQBPz111+YP38++/zFixdYuHAhAKiVDJHaiLt+/TobRBUqVAienp4AgL1798LS0hKCIKBz5844duwYoqKi1PaV0uOfPvQ9KSkJq1evxsSJE9USJbm7u0MQBDRo0ACtW7dGYGDgN8P8shrVe4KqdrEP7N69G2ZmZtDX18eIESNY+zlz5qBDhw5ITU3VmiiLhIQEHDlyBM+ePUNQUBDKly8PQRBQo0YNHD9+HHK5HPfv30fNmjVhaGgoaeItuVwOZ2dnVK1alSXAWbly5Q8NIi8vLxgbG0sa6s+1awcJCQmwt7dHt27dsHLlSly4cIFtO3z4sNpkS82aNZlXlMPhfIUboRzON0hvDPTp0weCIGSaqCd9W1dXV2zbtg1z5szB0qVL4eXlpRVGqOgNXbBgAfr164d3794BUD7s379/r5bIR2pjSCaTYcCAAdi4cSPGjRvH1q+KobYymQxubm5ssCtVpsGnT59i1KhRLGy1UKFCqFKlCg4dOgRAGVImehFr1KiBx48f49atW1izZg0mTpyItLQ0yc81oG7EXbt2jQ2iOnfuzNYG7927F9bW1hAEAaamplpVS1PUfvv2bezbt499vm/fPrV12q9fv2aeuhIlSqhNGGiShw8fYuDAgWph7+kNSj8/P/Tr14+VoujWrRt8fHzQqVMntYzVUiH227S0NHTv3p1lCgeAZ8+eoVy5cswj6urqCoVCgXfv3ql5naUOlxeTg+XPnx+rVq36rkEkk8nw5MkT9plU1y3XLv39cuzYsRg2bBh7f/fuXTx79oxleD58+DAsLS21Jrkfh6ONcCOUw/kBc+fOhYODA4YNG4aLFy9+t622eCV+xMmTJzFy5EgAmWvWhuPYuHEjmjRpwt7PnTsXgiDAzs6ODUJiYmLQs2dPrFu3ThKNz549Q9WqVWFvb49q1arByspKbX3t/PnzERkZia1bt6JYsWLMeBO3p88Kqg2I51bVI9quXTuWiXLz5s0QBEHyRDiZ4ebmxvSKIefbtm3DwYMHAUDNyB49erRk3glvb2+1kL179+6xbemvvRcvXmD27NkoXrw4m8jYu3fvN9trCnFNXFJSEqKjozFu3Dg0b94cV65cYW1evHjBDNHSpUujR48eaka/1JEWALBo0SKW7flHnjlVuPZfJztrVyU5ORl9+/ZFwYIFUbt2bXYc+vr6qF69OssJ8fHjRwQFBbH9tOG5yuFoE9wI5XC+w5o1a9hgUbVe2a8kRtDkgyf9A/pbv52amor169fj5cuX8PDwgFwu14S8X2LOnDkQBAHLly9nn/Xo0QNz584FoBz8ymQyNQ+zJgcoXl5e6Ny5My5dugRAWVrA29sbdevWZesqBUFgBsPly5dRr149WFtbo3Tp0lppgIpkZoh27doVHh4eePr0Ka5evZqhrRSo9u8nT56wOriip7N9+/ZYuHAhxo4di8TERDWvs5S6PT09MWrUKBQqVAh6enro1avXdw1RAIiLi0NAQIBaaQepB7Xx8fEoUKAArK2tMXDgQLXSNuL5DQgIQOHChSEIAjZu3CiV1AzIZDJUr14d69atw8OHD9m6wwIFCmDVqlUZ1v9rE1y7Zsksk+/JkyfVJhwFQWARCwMGDMjQXuprlcPRRrgRyuF8A4VCgc2bN2PUqFHs4TJ06FC2/Ucp5jWNqCc5Ofmnkqx069YNBQoUUPNcSEVm53Lv3r3s4T579mxERkZi5syZ8PLyQlhYGDp37ozatWtj0qRJbB9NPeg9PT2RI0cOtG7dmiWkEImMjIS9vT3MzMwgCAJy584NX19fAMrJi8+fP7OZckA7ZvYzO2+irmvXrkFfXx+CoKwrq9pftEE7oPS4ubu74+nTpzh69Cj69++PnDlzshDuHDlyMCNPmwaDK1asQO7cuX9oiGZ2fUh9HGlpaaw8lRjarBopolAomO65c+eqhctLrR0Azp07B2NjY7YmPjk5GZ06dWIZwhctWoRXr15p5QQd1645xHtcQkICFi5ciBEjRmDPnj3w8fHBvXv3MGPGDCxevBgXLlzA06dP0bdvX4wYMUJi1RxO9oAboRzOF1QHRqrZHsPDwzF58mSWOfbvv/+WQt53EbXHxcWhQYMGMDExQZcuXfDmzZsMAz7xoTp69GisXLlS41rTo/qQP3r0qNpAdtKkSWyQW7duXZw6dQpxcXEs/EksVyFmnNUEr1+/Zms8BUHA+PHjWZZP8VxHRUWhffv2bHZcNZusajupQyl/9Pvi9tOnT0MQBDg7O2e5tp9BVferV68gCAIKFy7MsiQnJyfj5cuXmDBhAho2bMgmkFQTFEmJ6v3F2dn5pwxRbSC9Hn9/f9y/fx8FChSAIAiwtbVl68xVUU1gpS0TFwcPHoQgCOjduzcr85SYmIgePXpAEATkzZsXI0aMQGBgoMRKM8K1Zz2qfT0xMRGOjo4YNmwYateuDUEQ0KpVK5YI78WLFwgNDYVCoYCdnR12794tlWwOJ1vBjVAOB+oPnK1bt2Lw4MHo2LEjDh06hNjYWISFhcHJyYkZotOmTcOTJ09YEgIpEQ2K1NRULF26FC1atGC1P9u1awcvL69MB7OqNdqkGhiKvyuTyVimWz09PbZeFQDu3LnDDIqjR4+iYsWKLDzaw8MD8+fPx7Rp0zSiNzU1FUeOHMHq1atZoirREBVDEcVz/fnzZ5as6MiRIxrR9zOI+uLj4zFu3DiMGDECL168+O7aYG9vb7i5ubHPpTYkRF1hYWGIiIhA1apV0b9/f/Y3EPUlJycjOTkZy5cvx6pVqyRPDvat6Illy5apGaIeHh4aVvZjRO1paWkZ6qleu3aNGaKNGjWSLEv1t8isv/r5+aFgwYLIkycPxo8fz6JHnj17huLFi6NAgQI/zAGgCbh2zfLhwweEh4cD+Kr/0KFD6NSpEwDlpHTDhg0xZcoUAMqMvy9fvmSRL1JmfeZwshvcCOVwVDhw4AAcHBywZMkS5MuXDyYmJiyzXUBAAKZPn85CcwcOHCi5p0J8SMbFxaFly5asBMitW7dYCGWbNm3w+PHjDPuISO2Nk8vlWLZsGaZOnQpHR0cWRjl48GDWNiEhAU2aNIGOjg4EQUCTJk2YQbFv3z523Jo4FvH8ubu7swyP6Q1Rsc348eNhYmKC58+fZ7mun0G1wLpYSkgQlIXgXV1dM9SdzAypDVCR8+fPs4yx3/LQqvYHqcqwiKh6/JctW4Y1a9aolXVQNUQHDhyIK1euZCiBIxWq95nu3bujcuXK6Natm5q+69evM0O0Vq1amDFjhlYYo6oTXStWrMCyZctw9OhRAMDQoUNZREW/fv3w8OFDPH/+HKtWrYKrq6uUsgFw7Zrm/v37KF68OEaMGMEMUUA5MW1gYICTJ09i48aNavcbUe+FCxfUkrVJPTbgcLID3AjlcPB1/VKbNm1YCZCtW7eiSZMmrDxFWloaQkJCUKtWLdja2v5ScqKsJDExkRW1t7S0hJ+fHwDgxo0bzBDt0qULrl27prYWURuIi4tD27ZtUalSJbx+/RpxcXGYM2cOM0QHDRrE2u7evRvt27dHxYoVWdjl5cuXMWbMmExDALMKcXClUCgyNUSDgoJYm3Xr1qF169ZakWxD9GTFx8dj9+7d2LdvH4KDg1loc9myZXHhwgWtWYv1Pd68eYMyZcqw8+7g4MC2adtabeDrgFQmk6Fp06YwNjZmtW/FUj4AsHTpUmbI5cuXD3fu3JFKcgYSExPRs2dPNGnShF2f7dq1U8toev/+feYR2rJli4Rq1ZHJZOjTpw9GjBgBPT09CIIAJycnREREoEuXLjAyMmJ9SUdHh2VTBqQ3Jrh2zRAWFsaibPLnz4+JEycyQ/TmzZvQ19dH0aJF0aNHD7aPODGdfrJFWybqOBxthxuhHA6UA9fExESULl0aTZo0wbFjxzBlyhTmwfL29mbr+o4dO8YGutpgiL5+/RqTJ09G9erVWYIQ0Si7fv06G/BaWFhoRYiWSGpqKjp06MAGIcOGDUNkZCRiYmLUDNFu3bqxDLTe3t4oXrw4du/ejSNHjmDSpEl4//69RvR+a2CR3hB1dHREfHw8wsLC0KJFC+zYsUMj+n6GhIQElCpVSq2e46dPn1it1TJlyuDGjRuIjY2VWKk6qjVMAWVmZHd3d0ybNo2d99WrV7Pt2miIpqSkYOzYsdi0aRPu3r2Lxo0bs9IlqoaomBVaqrq36RHP++LFi5mn59q1a2oh/58/f2Z/I3t7e60JSRS179y5kyWLefToEaytrTF8+HAAykRiu3btwqBBg9CjRw+tWc/HtWsO8Tl+8+ZNjB07FiYmJsiVKxf+/vtvfPr0CTKZDN26dYOenh7y5csHR0dHHDp0CLNnz0aPHj20YpKRw8mOcCOU83+HapmG9Dg4OEAQBJQqVQp79uwBoAxd3LFjh9osLSDdQDez35XL5bh27RoqV64MQRBgbW3NEjucPXtWq5LKiKSmpsLd3R3jx4+HhYUFzM3NMWrUKISHhyM6OhpLly5lnlzVAcqQIUNYOKDo9c0qXr16hWPHjrH3qv1G1ShKb4j2798fLVu2VDMupPZKAMrafKpJlcRSK58+fWL1HIsUKYLu3btrlddcPHdXr15lIX0A8O7dO4wfP54djzbWLhX59OkI6VpxAABTTklEQVQTOnfuzPrT+PHjUaJECXa97t69GzKZDI8fP8bJkyfZftpQ0xFQhlCWLFkS58+fh6urK3r37g1zc3MIgoC2bdvi/PnziI+Px+fPn9k+UmlPPzk4e/Zs5MqVCxERETh9+jQWLFgAQNmvVNffqq7x59p/neyo/e7duyhfvjybzPT19cXgwYOZITpx4kQkJCTgwYMHaNWqFfPeiktDVq1apVG9HM6fBDdCOf/X3L17F+7u7uyBeOPGDZQuXRqCIKBYsWKYO3cupk2bhiZNmmD79u0Sq1VfV7ZlyxYsXryYGQtyuRyXL19mhqiNjQ2eP3+O27dvS1bXMTU1NYMxk94YCw0NxejRo2FmZoacOXNi9OjRiImJwcePH1GuXLkMHiGFQoFPnz4hPj4+S7V7enrC2NgYpUqV+ilD9NatW7C3t2cGkao3SCoDNP3fOioqCj4+PujatSvTKa5piouLg7W1NQRBwIYNG6SQ+10uXbrENJ86dYp9HhgYqGaIDhs2DC4uLtIJ/UL6v/m7d++YxitXrmDWrFk4cOAA2rZtCx0dHeTOnRtjxoxRC+2TOqxPDN0GlJM/Yt9Yv349Tp48CU9PT5asLU+ePGrhw1JPuiQkJLBJCbHck7W1tVoSM39/f0ybNk0rIlpU4do1g7e3N6ysrNjzMigoCIAyedKQIUNgYmICc3NzTJ48GTKZDD4+Pli7di2qV6+OLl26YOfOney7pO7vHE52hBuhnP8bGjZsiK5du7L3kydPhpGREXR0dJArVy6MGjUKgHLtYdWqVdWKUNevX1/yB6aqAWpra8vCbMuVK4enT58CUBqily5dQq1atSAIAvT19XH37t0M36Ep3r9/j2HDhmHPnj2Ii4tjn4sPbNHbEhISwgzR3Llzo2/fvrh27Rpbj6vaVhMkJSVh/PjxyJMnDwwMDFCtWjW1DLffMkRPnz4NMzMzrUhQoVo31t/fn4Vop6Wl4dmzZ+jcuTPr39euXQMArF69Glu3bmXfIeXASjUENzk5GU5OTmyCxczMjK3dBpSGqBiaa2RkhICAAKlkA1DPWK3Kjh07sHTpUnh5eaFixYpswF68eHEIgoB169ZJITdTUlNT0b17d3To0IF95urqioSEBNSvXx+rVq3CkydPMGjQINSvXx+bNm2SUK0S1euyf//+EAQBkydPRkJCAus7JUqUwJEjR3DixAksW7YM/fv3R1JSkuRGBNeueR49eoSVK1eysislSpT4piE6ceJENvEpl8vVrm2pJ4s4nOwKN0I5/xdMnDiRDbjFkhStWrWCs7MzWrVqBVNTU+ZFAYCHDx/in3/+Qf/+/TF16lT2wJF6rVlycjKmTp2K7du3w8fHhz3gy5QpwwxRsYyIIAhYtmyZpHoDAgJQo0YNCIKApk2bYvTo0QgICEBkZCQAdSPn48ePmDhxIktgIfUsc3JyMtzc3NgA5WcM0ZMnT+L48eOZttEk4u/Gx8ejcePGMDMzg4GBAc6ePQtAqff58+esSLy4llVM+CSldjHjqmjI3blzBwcOHEBaWhqeP3+Otm3bZmqIurm5oWbNmnj58qUUshmqJXC6deuGbt26Yc+ePWo1Su/fv88yQM+YMQNXrlyBr6+vVJIZ6e9vHh4eGDRoENzd3dU+L126NCwsLNCwYUPs3bsXSUlJbJvUoaCJiYnw8PDAyJEj0bRpU6b9xo0bqFKlCgRBgK6ubqYRC1LBtUuLagTRtwzR/PnzY/DgwTh37pzahLTUEwAcTnaGG6GcPx6FQoELFy5g/fr1LHSsWbNmrDzC06dPMWPGDOZZ/FZNR6k9oYAydLVRo0YswdDEiRNZNs3y5cvj/v37iImJwdu3b7ViXRkArFmzRm0NTcmSJdGqVSucOnUKHz58UGvr7++PkiVLYuXKlRKpzcipU6d+yhAF1MuASD07npSUhBEjRmDEiBHo3r078xKKRrJCoYC/vz+aNm2qNespfXx80LdvXzx48ADA1zIsxYoVw+HDhwEADx48QJs2bZghev78eQBK74TqekQpUC071KZNG3a/KVy4MBYtWsQyyT569IhNthQpUoQdLyC9ERcfH4/FixezOsIPHz7EzZs31bSpTl6IfxdA+gF5XFwcatWqherVq6Nv374ZMj2/e/cOPXr0QL169VC7dm3JJ7pU4dqlI/1SFlVD1NfXF2PGjGHPLzFXBIfD+e9wI5Tzf0N8fDxWrlzJkt1069aNbfP29saUKVMgCAImTpwooUp10j+gX7x4wQZ/N2/exKJFi/Dy5UvmbSxQoACGDRumFvoq1aBW1P7ixQvUrl0bbdq0QZ48edTCnGvXro2///4br1+/hp+fH/z8/NRCKaXQntlvHj9+/JuGqDYMojJj//79GDt2LADlIEssP2BgYMDWVIphrps3b5ZQqZL9+/fD2dkZ5ubmyJ8/Px48eIC5c+eiWLFiMDAwQLly5VhysCdPnqB9+/ZqXlypS8uolsDZunUr1q5di6SkJHTr1g2CIMDKygoLFixAaGgo5HI5pk2bBhsbG63yCMXHx6N8+fIwMzPD+vXr4efnhzdv3mDatGlq95SYmBjMnj1bzQCVGoVCwdYGi/d41etUNLIVCgWSkpJYNAYg/YQR165ZMotoSk5OzmCIismKXrx4gaJFi/IkRBzOb4YboZw/mvQGQkREhJohOnjwYLbNy8sLNWrUwJAhQzQtM1PEB3RqaqpaspKVK1diwYIFuHfvHsqVK4fY2Fhs3boVhQsXhiBoV30+kenTp2PPnj3w9PSEg4MDWwMnzi4XKlQIJiYmrBQLII1xJw5OkpKS8ObNGxbiDKgbolWrVsWZM2c0ru9XWLt2LQRBwNChQ+Hp6YmJEydi4MCBEAQBJiYmmDlzJjw9PZGcnMz2kWpQuGbNGvTu3ZtNQri5uWHfvn0AlGWGGjRoAB0dHZQrVw4HDhxg++TKlQs6OjqslJLUJCQksOzDnTp1AgAEBwczT7SlpSVWrFiBT58+IS0tTW1ALvVkRkpKipphLwgCcuXKhUWLFql5p1X7i4jUYefi/0NCQrB7925mSNSvX18tKZuq8SGeb21IGsa1aw7V3ApLly7F5MmT8ejRI7ZN1RAtU6YMnj9/ziZj0n8Hh8P5b3AjlPPHovqgUB3sRUdHY9WqVcwQHTp0KNvWr18/zJo1S6M6M0PULpPJYG9vj/r166NixYpYt24dC/m8ffs2DAwMMGvWLIwZMwYPHjzAvXv32HdIPagFvh7H9evXWfjztWvXMGDAAEyaNEktS6vUJWRU11HWr18fefPmhbm5OZYuXcraiIZojhw5UKpUKQwaNChDoXIpyGxm/+LFixAEAfPnz8e+ffswbtw4AEC9evUyzTIrFQsWLED9+vXV1kwCykGiiKurK2xtbZkhevz4cZw4cQIrVqxAcHCwpiV/kyNHjrBSN6ampqxGbGhoKLp16wZdXV2Ym5ujRo0a8Pf3Z/tpw7UKAM+ePYO/vz/Gjx+PBg0aqK3jmzBhAmunDXrF6zUpKQmvX7/GkydP2LadO3eiTJky0NHRQePGjdWSs2kDXLs0iP02ISEBzZo1Y7kgSpQogbNnzyI1NRVpaWlqyf10dHRY4jaAG6Aczu+EG6GcP55Vq1ahUaNGcHR0ZGuyYmNjsWrVKuTIkQOCIKBz586YM2cOxo8fL1nyoaSkJLUHXHJyMsaNG4cNGzbg8OHDKFasGPLnz8/Wel65coUZEwUKFNDqmdrHjx9j0KBBOHLkCMaMGQNvb28AyvU27du3VyvDIqX2xMREODo6Yvjw4Rg8eDAbhIj17QDlOsWyZctCEIQM5WOkQHVmf9WqVZg8eTJcXFyQnJzMDOShQ4eiQ4cOuH//PpycnJhnWmrevHmDmjVrssFq+nXXqn3h0qVLbP2qIAgoXbq0miEnBen7qvi+R48ezBDduHEjAOVEWIsWLSTvN97e3rh3716m3ilRf3JyMpKSkrB+/XoMGDAAurq6KFWqFO7fvy+J5vSIehMTEzFs2DCUL18egiCga9eubCJu27ZtKFOmDAwMDFCrVi1MmTJFbTJSKrh2aUlJScGMGTOwf/9+pKWlsegWa2trnDlzBmlpaUhNTcXRo0ehq6uL5cuXSy2Zw/lj4UYo549m06ZNyJUrFxu49ujRA69fvwagNERXr14NHR0d1KpVC6dPn5YsC+7r169x4sQJtXVXnz59QqVKlVhI6KRJkzB58mQAXzOITpw4EUWLFtWK8gg/YufOnejRowf8/PzYZ8HBwWrZTKU2nl1cXJhnPDY2FjVr1mR9Z8mSJazduHHjtKIMi0hiYiLGjBmDfv36oVSpUqyvi8k17OzsWFKo4cOHZwink4rz589nKCOUHoVCwTQ+f/4cS5cuRd++fdUmXaRA1WALDAzEq1ev1Lyy4lpQU1NT7Nq1C4mJiXBzc8O2bdtYG033m8ePH8PMzIx5wL/1t0+v6/bt23BycmKTR9pAWloaBg0ahA0bNuD9+/cYMGAAcubMqba+ef/+/ShUqBCrb6otcO3SERMTg/r167O634sXL4alpSW7P546dQoBAQHw8fHB6dOn2X5SP5s4nD8RboRy/ijSPyg2bNiA0NBQNa9hly5dWP3JuLg4LF26FHPmzPnmd2Q1Dx8+hIGBgVo5lZSUFPj4+EBXVxddu3bF7Nmz1bwnZ8+ehZeXFwCw5AmAdj8oz58/j5EjR35zuxSGXPrfXL16NcuefPfuXQwZMgSTJ09mfWfQoEG4efMmwsPD2T7acM63b98Oe3t7AMDbt29Rq1YtteLwx48fZ8egWgdUambMmAFBEHD9+nUA3z6XYWFhWLFiBSsFIvU5Tx8uL9YVrlq1qtqgWzRE9fT0YGtrK+mEi0wmw8qVKzF69GgMGjQIHz9+/K6O9Gv3VCfItAGFQoHWrVtjxYoVAJRh3TNmzACgTMQVGRkJhUKBrl27al1CGa5dc6S/xwcGBiJ//vwQBAGXL1/Ghg0bEBERgfr160MQBOTOnRvt27fXuns8h/Mnwo1Qzh+D6sNm7dq1GDVqFBo3bsyMtAsXLrCBePfu3eHr64v4+HjIZDLJkiV4eXkxTYULF2alV0Q6dOjAEiSIZRLCwsIwa9asDN4jqb1xP8OCBQtw+PBhXLlyJdMEJ5pE9HanpaWxdbbe3t4oWrQo5s+fj3PnzmHKlCmIiIhAo0aN2N/JxcVFStmZsnLlSlhYWODatWvYvHmz2jrWy5cvQ6FQ4ObNm7h8+bKEKjMyc+ZMCIKARo0aZSjXA3zt056enmoh0dpAUlISunbtih07duDSpUusbEz6cjdiXdN169ZJqFY5sSWuuz19+jSGDx+OkJAQANl3kF2rVi0UL14cY8aMwbx589jnbm5uLEOrthoTXHvWI4b3p6amIj4+nn2+fv16bNiwAffu3YOVlRU+fvwINzc3lC5dGqamplqVsZrD+ZPRIQ7nD0ChUJAgCEREtGzZMnJ0dKTt27fTzZs3afny5RQXF0dt2rQhFxcXIiI6ceIENWnShLZv305GRkYkCAIBYN+hKUJCQqhw4cJUsmRJCg4Opv79+9Ply5eJiAgAde/enUqXLk0+Pj7UoUMH6t+/P9nb29PBgwdJV1dX7bs0rf1XUCgURESUnJxMo0ePJrlcTvr6+pLpSUtLI11dXZLJZNS/f39q3bo1zZ8/n2xsbMjT05OmT59Orq6udPXqVfr48SNVq1aNNm3aRLt27aJ27dpJplvUnh5ra2uKiYmhkSNH0p07d2jKlClEROTr60vu7u6UmJhIDRs2pObNmxPR17+H1BQrVoyIiHx8fGj79u30+fNnIlLqU72m379/T/nz5yci5XUhJeK5e/LkCb169YqqVq1KLVq0oHnz5pGdnR0REc2ePZvu379PRET29va0a9cuGjNmDBFJp19PT4/Mzc2JiKhTp07UqlUrmjVrFoWEhJCOjo7W9InMkMvl7P+q569Tp04UGBhIR48eJUNDQ4qOjqZPnz6Rj48Pu07y5MnD9tPR0fyQh2uXRjsA0tPTo/j4eOrUqRN17NiRZs2aRUREo0ePplGjRpGpqSnFx8fTzJkz6dixY7Rjxw66d+8ejR49mn0Hh8PJQqSxfTmc34fqLOvTp0/h5OSEe/fuYdy4cciVKxd0dXUxZMgQxMTEAFB6hgRBQI0aNSRLQiTi7e2NLl26oG3btsibNy9LMuTm5gZAud5s3bp1sLW1VSudoA1hTv+GmTNnYuXKlVLLAKAMTxw5ciTatWvHzvvbt2/Z9iFDhkAQBOTNmxe9e/dm3lJA+vp2iYmJuH37NsLDw5GSkoKwsDC0bNkSOjo6KFq0KBYuXIhz585h8eLFGDBgAFtDrG34+vqyNdvW1taYMmWK2t8AAI4ePYo2bdqorSWWAtGrIv7tHzx4AEEQ0Lt3b1bb9v79++jSpQsEQcDx48cBKP9WIpruN56enpgyZQoWL16MM2fO4OrVq3j69CnziLq5uWHMmDHMa6VN3rYXL17g7Nmz7H1MTAymTp2KPn36wNnZGY8fP0ZsbCyLUjA1NYWlpSXKli0LExMTHDt2jGv/P9OeHrlcjubNm6NgwYKsHJhYOxkA7t69y56pxsbGapl+tela4HD+VLgRyvljmDp1KszNzdG1a1cAQEBAACZNmgQLCwvo6upi+PDhSExMxMePHzFjxgy1UB0puXbtGtzc3DB8+HCYmJgwg0gsaZKSkgI/Pz9s2bIFGzduxPnz59m+2e1BqVp2Q2rtJ0+eRJs2bQAAT548gaenp9r2ixcvwtraGoIgYOfOnVJIzJS4uDj89ddfEAQBTZo0wdGjRwEoy5iI9TRVS2uohoZqI+vXr2elEvLmzYtq1arhyJEjrARLlSpVJE9CJN4rYmNjYWtri7CwMHh7e6NAgQIQBAGjR49GcHAw0tLScPPmTVhZWWHv3r2Sar537x6MjY3ZINvAwAA6OjrImzcvihUrBmtra/Tr1w/FihVDr1698PnzZwDSX5eAcp28iYkJChQowJYoVKlSBebm5ux4bGxscOXKFURFRcHOzg5FixaFIAjImTOnpH2ea5cW8VpVKBSQyWTYtWsXYmJisHDhQnYMqoborFmzUKtWrWyR3I/D+dPgRijnj+Dy5cts0F2iRAncvn0bgDJpz8SJE5E7d24YGBigWrVqcHd3Z/ulLwmhScTfdnNzw+7du6FQKDB8+HCYmZkxQ1Q0ODMbGGrDYDE7s2XLFhgaGuLkyZMZEt48fvwY/v7+ePXqFS5dusT2kbrAukKhgJOTE7p164ZixYpBEARUrlwZ+/fvB6D0zs2dOxelSpVCixYtWAZIKbX/CDFLtWiIiq98+fKhYcOGePbsmaT6VOvH1qlTB6VLl2bbVq1axfQOGzYM7969w6dPn1CzZk1J19++e/cOpUuXhq6uLvLly4eCBQuqndv0rxw5csDe3p6VsJKSxMREjBo1CkWKFGFGz+TJk7F69WoAymymYmmQKlWqwM/PD/Hx8fD19cX169dZNnFA8/dIrl0a7SLiPS4+Ph59+/ZF586d0bt3b6SkpCAhIQGLFy9mfV617q1qpAh/rnI4moMboZxsSXrvZUhICHx9fVGhQgUIgoDy5cvD1dUVABAUFITp06dDEARUq1ZNMs/nvXv3MGHCBNy5c0fNIwgAs2fPxvPnzxEbGwsHBwdmiBYuXBiHDx+Gi4sLC6Hj/DqZGWBeXl4wNDRErVq1sGvXLnZ+AwICMG7cuAwDcqmTa6SkpCAgIIBlX7179y7q1KkDQRBQsWJF7N27Vy2TqWhYA9ljYPXy5UvMnz8fEydOxPTp03H16lW15CZSoFqDtXPnzmwA26pVK/j4+ABQJtsSP69RowYaNGjAQnGlIDY2lpU+OnjwIOzs7ODj44OrV69i165d2LlzJ2bOnInhw4fD3t4ef/31FypWrIgyZcqgX79+amHnUh7D5cuX0bBhQzYhoVoiadu2bShbtiz09PS+6cGSqs9z7dIuVUhKSkKNGjXYNVm2bFkcOnQIycnJkMlkWLRoEfT19dkEnmrGam2dqONw/lS4EcrJdqg+KPbu3au2hiwkJAQ2NjbMEL1y5QoA4OrVq+jWrZtkIbgPHjxgoXGFCxfGX3/9hVOnTrHZ4wcPHuDWrVsAlGtwHBwc2BpR1fVlnF9HHBSlpKQgPj4e4eHhSE1NRVxcHJo3bw5BEGBlZQVbW1usXLkSDg4O6NSpk+QGEKBeHqN+/fooXrw4LC0tERERAQC4desWK7Zes2ZNrFy5Eq9evcr0Ozj/jqSkJDg4OGD//v3w8vJidVj79OnD2ty8eRObNm2Cs7Mzzp07xz7X9LlPTU3F8uXLcePGDfbZ3Llzv7uGXLwXxsXFsbqy2sKpU6fY2sMSJUrgzJkzbNv69eshCALatm0LQPsmWrh2zSE+12UyGa5evYo9e/bAy8uLGaMVK1bErl27IJfLAYCV3XJ2dpZSNofzfw83QjnZlqVLl0IQBNSvX1+tVmZYWBgzRKtUqQJHR0e1kD5Nh+D6+vqytYXGxsYwMjKCIAgwNzdH8eLFsWTJEuzbtw/jxo1jxe4VCgVLcCKGQ3F+HXGALZPJ0L9/f1SrVg3m5ubo1asXPD098f79e1SpUkVt7Zw2lNMAvmqXy+Xo1asXKleuDCsrKwiCgHr16rG6jTdv3lRLXHXq1CkJVf83VI02bTGeb9++DSsrK/j6+gJQemzz5s2LkiVLfjc6QdP6/f39ceTIEVSpUgXdu3dna8oBpbd2/vz57L1qkiXVNXRSlaoSEfu86u+fOHGCGUSlSpXCiRMn2LYePXpgzJgxGteZGVy7NIj9Nz4+HkWKFIGJiQlbhnDjxg02SVexYkUcPnwY8fHx2LdvH3bt2sW+Q1vuNRzO/xvcCOVkG1S9lxEREejbty8sLCxYncHAwEC2PTw8nIXmNm/eXLIQ3LS0NLi6uuLcuXNYt24dHBwcMHHiRNSsWVPN6KlSpQrKlSunZiwvWbJELeRJG2acsyOJiYno2bMntmzZghUrVqBMmTIQBAF58uTBgwcPEBwcjFWrVqFNmzbo168f9uzZw/aVejAuk8mwZs0aLF68GABw7Ngxlgikdu3azBB1dXWFIAhak3n4T+Ls2bMsdE80RM+cOYORI0cCAKKjoxEUFKRWc1OKesMdO3bEvn37sGDBAuzfvx9Lly5VixJZsGCB1tVaVUU18/OdO3fg5eXFtp04cYKFiJYvX54l4+ratatWZGPl2jVLeHg4tm3bxt7L5XIMHz6cPU9r1qzJnpfu7u7MELW2tkaXLl0QGhrK9uXPVQ5HOrgRyskWqA7qtm7dygaDd+/eRf78+Zkh+u7dO9Zu7969aNWqVYbSCppGfMgHBwdj9+7d2Lp1K+RyOTZu3Ii+ffuyxCCCIGDQoEEAlCGAoldUSu1/AidPnkSNGjVYsfKDBw+ytZS1a9dGZGQkAGUfU/WSS33OExIS1AxOcY3q8ePH2ecNGjTAhw8f8Pr1a9y7d4/tK7X27Epmk1Xh4eGoWrUqC028ePEipk6dytas1qlTB4ULF4aVlRUePnyocc33799HrVq1WDbT9KjeO1UN0ZSUFBbWrS3ExcWhUqVKEAQBRkZGat4qVc+chYUFxo0bxxJyaQNcu2Z48+YNtm7dipIlS6JDhw7s89evX+P8+fMs6qhWrVrsnn///n2UK1cOgiBg7dq1UknncDjp4EYoR6s5cuSIWuY6MQS3TJkyLKHAlStXmCHapEkThIaGIjY2FjExMWrrAaVGoVAgJCQEK1euxOHDh9nnFy5cwIIFC1CiRAnUrl07w5o+zn/j9OnTEAQBc+bMAaA0NPbt24dq1apBEAS12nDahJubG0qXLo2cOXMiX758WLx4MTNEjx07xtYmmpubs2zQADdA/y2qSYjWrl2LrVu3snXaZ8+eha2tLfT09FCuXDns3LkTCoWCDWxLlSqFIkWKoFmzZoiJidGYJzQ0NBQNGjRgERPi76r2gfRali9fDgcHBwwePFgtKYtUqGp1cnJCz5490atXL+bVUvV4nTx5Es2aNcOQIUPw+vVr9rnUWasBrl0TvHz5EnZ2djh16hSOHTuGhQsX4uDBg2x7YmIiTpw4wTKH16pVi2l0dnZWKyHDQ3A5HOnhRihHa+nevTtsbW3ZbGZwcDC6du3KBn4VKlRggyhVj2iuXLmwYsUK9j3a9rAJDQ3FmjVr1MpnAMq1rKtXr9a65CDZHXd3dzawEhO0yOVybNiwAQYGBrh69aq0Ar+QWT+Njo6Gvb09BEFA/vz5MXv2bGaIbtu2DYIgYPny5ZqW+schnnuZTIZGjRrB0NCQheCKyc0A5SB3y5YtmDFjBrsP2draIjQ0FOfOncO4ceM0qvfu3buwsbHBnTt3AHx/AkKsA5qUlISSJUtqRei2ODmYlJSEd+/eYffu3QCU9/qhQ4ey63br1q1snwMHDuDu3buS6FWFa9csb9++RYcOHdQm3ABkyOasUChw4sQJFi1SoUIFrF69mkcWcThaCDdCOVrJrVu3MGLECGzfvh3Hjx9n3tDo6Gi4uLiw8Ljy5cuzdZSjRo2CIAgoV66cVng+v0doaCjWrl2rNtsMAMnJyRIpyr5ERESwkNpvMXr0aDawEo224OBgVKxYEQ8ePNCEzEwJCwtTC6NUNUTF0NCwsDD07t2bGaJLlizB+/fvcefOHTWPOh9Y/TdSUlIwduxYbNiwAZcuXWIh2xUqVICLiwtrN3LkSNaX6tatywbBV65cwfjx45GQkKCxia+ZM2dCEAScPn36h23d3d2RmpqK9+/fq4VuSz1JFxcXhwYNGiBXrlwwNTVl5zooKEjNIHJ2dsbz588l1Zoerl1zuLq6qmWkBoA7d+7g4MGD6NevH/r06YOdO3eyJIVubm5sYjr9c5bD4WgH3AjlaCWJiYkAAD8/Pxw4cACHDh1ihmh8fDyOHTvGwikrVKiA9+/fY/369Th58iQbvEuVjOhn+fjxI3bs2IElS5Zg//79LMkM5+d5+PAh+vXrxxJNpB9Qi33g/fv3cHR0ZAOrbt26oVWrVjhy5IjGNYtERkbi5s2baNiw4TdL8IiG5adPn9CrVy/o6+sjZ86cqFSpklrSGW6A/nc+fvyILl26wM3NDYDS2BS9KeXLl2dZh+Pj47F48WK0aNGCeWUuX76McePGqf1NNMGsWbMgCAKmTZsG4NsGpZeXF/r27ctKVIhIZYCqrtMfNmwYatWqxTJUt2/fnv0NPnz4gLFjx7Lr9uTJk5LoVYVrl4bDhw/DxMQE06ZNg5OTE+zt7WFkZMTyKYh1TceMGQO5XI6IiAh07NgR69evl1o6h8P5BtwI5Wg1CoUCPj4+2LNnDw4cOKBmiJ44cUIty2zTpk21ag3oz/Dw4UPkypWLhUNxfh5PT0+YmJigatWqajP16ct8JCYm4siRI0hISMDBgwcxduxYODo6qmV31PRg/OnTpxg0aBDGjx+PWrVqwc7ODmfPns20rdinY2Ji0LZtWwiCoLa2ifPvSF+Wwtvbm91Lrl27hunTp2P37t1o0qQJdHR0ULBgQUyYMAHJyclQKBRo2LAh6tWrh507d2LYsGH48OGDxo9h3rx5LJmMGFau2pfFvvP69Wut8Qap1iWdMGECC/ncu3cvihcvDkEQ0KJFCxYh8Pz5c1haWn631qmm4Nqlw9/fn2XDT/+qWLEiKlSogDJlysDCwoIl3FK9JvlEHYejfXAjlKM1TJ48GVOmTMHKlStx8eJFuLu7IygoCCkpKXj48CEOHDiA48ePs/C3xMREPHr0CE5OTpg0aZJavbvswpkzZ3Do0CGpZWQ7fH19UbJkSQiCABMTE9jb26utV0rfBw4fPsySzKRH0/3lwYMHaNasGS5dugRAOTiKi4vD06dPv7mPOIA8deqU2lri7NTXtZG4uDhs2LCBJTFbu3YtFi9ejEePHqFmzZpITk7GokWLWH3WjRs3sn0vX76M9u3bw9HRET4+PhrVLf7dHz58yK4DIyMj3LhxI0Pbjx8/omvXrlrhzRKRyWSoXr06q3krsmfPHpZUpn379jhx4gR8fHxw8+ZN1kZqY4Jrl47bt2+jUqVKKFeuHGxsbDB16lTs27cPSUlJiIqKwq1bt1CpUiW1LPkAv09yONoKN0I5WkGXLl3UZjZ1dXUhCALMzMxgY2ODcuXKoUKFCmjYsCFOnz7NwnXTk108oCLaVBIku5CWloYLFy7AxcWFJe3R19dHnz594OHhwdqpDjzWrl2LevXqsVqOUg1K3rx5AxsbG5w5c+Zf7c/7y39H1QM6cOBA1K9fn20Tz+mtW7cgCALGjx+PWbNm4erVq9/MJCvlPScyMhKdO3eGvr4+BEGAoaEhli1bBg8PD0RFReHly5ewtbXNkARNas6ePYv27duzBFDDhw9n23bv3g0bGxtWuuratWtsmzb0ea5dWqKiohAfH88StKny9u1bdO7cGR8/fuSGJ4eTDeBGKEdyJk6cCFNTU2ZMiMkEBEGAjo5OhtCbmjVrwsXFhWXN5fz/IQ78P3/+jM6dO3/TEBUTPd2+fRuCILA1T5pGHBAtW7YMTZs2BZD9Jkz+BMRzLpPJcPToUbx+/ZqFZaelpbG/0507d9j9plSpUmplfMQBudSDXPH3/fz8YGtri9y5c0MQBBgYGEBfXx+VKlWCjY0NnJ2dM+yjaTJbn5+cnIyVK1dCT09PrUYyAGzcuBGCIGD16tWalJkpXLt24u3tjRcvXrD3ERERmDhx4jfX13M4HO1DAADicCQiPj6evLy8qEGDBrRo0SJ6+PAhLVu2jEJDQ8nX15fi4+PJ19eXEhISKC4ujvz8/CgiIoJsbW1p0KBB1LRpU6kPgSMxERERNHToUDp9+jTp6elRz549afTo0VS3bl0iIgoNDaVBgwZR/fr1acaMGZJqbdasGUVFRdHjx4+/2y44OJgEQSBLS0sNKfvzAUCCIFBCQgLVqVOH4uLiyM7OjsLCwmjmzJlUunRp1jY0NJSWLFlCJ06coKlTp9Lo0aMlVE6UmppKenp6GT5XKBSko6NDQUFBdPjwYbp8+TIFBQWRQqGgnj17Uv369ally5ZE9PX4NY2oMTExkXbv3k3h4eFUq1YtatCgAZmamtLKlSvJycmJ0tLSaMSIEbRx40by9vamDx8+UPPmzdW+g2v//9D+IxQKBT1+/Jj++ecfsrS0pIoVK5KXlxd17NiRunXrRkTS9XcOh/MLSGoCczhQn51ftmwZFi5c+M22qampSElJQWBgoCakcbIJ4eHhLKRbX18f9vb2ePnyJWJjYzFq1CgcPXqUtZUitEyhUCAyMhLW1tbIly8fPD09v9v+8OHDP1V2g/NrJCUloUmTJmqRFYaGhvjrr7+watUqXLhwAYDyPhMTE4NPnz6xfaX2fMbHx2PEiBFwd3dX+zx9f05ISMi0dqKUJCYmYsCAAejbty/y5MkDQRDQp08fJCYmIioqCitWrICRkRHLdp6Z51kquHbt5dy5czA3N4eDg4PaPVXq/s7hcH4O7Zvi4vzfIQgCKRQKIiKaPHky6erq0uzZs9l2uVyu1lZPT4+KFi1KRMrZTg4nT548tG3bNurcuTOlpqbS6dOnydHRkZo2bUpNmzalHj16EJGyv0g1sy8IAuXIkYPCw8Pp2rVrlJaWlqGNeB1ERkZSiRIlNC3xj0Q8p0RESUlJNG3aNLp48SLNmzePKlSoQDlz5qT79+/T33//TR06dKDatWtTw4YNKTg4mPLly0dE0nlVUlNT2f/Xrl1LW7ZsoTlz5lBKSgr7XOzP4r3Q2NiYjIyM1O6NUnmERA07d+6k/7V35+Ex3fsfwN8nM2GSkNgJN0RDUVs8dqERItS1XC5BiCBqLVpc1L4VSYVWCRqaCCrETqUotZRUxFprLQnJVZIgZE9m5vP7I8+cm9D2Vn+9mQnv1/N4mCXjM+M4c97n8z3fr52dHTZu3IgzZ86gbt26cHR0hE6nQ5kyZfDRRx9h0qRJAIAhQ4bA1dVVfQ1z/X9l7ZZ/eNitWzfs2rUL/v7+aNasGQB2QImKE8vfy9AbwcrKSj1YnDp1Kuzs7DBv3jwAQMmSJdXHXvxi5JcNmZQvXx5r165Fv379kJWVhSNHjmDAgAEWMTxLURSUKVMGTZs2BQDMnDkT27ZtKxQUcnJyYGVlhYcPH+L06dPF4iDQ0pmGE+r1eiQmJkKj0aBTp07o1KkTZs6ciZiYGGzatAmtW7dGr169YDQaERsbi759+6JevXrq65hjuzEYDNBqtcjIyEBERAQqVKiAIUOGICAgANbW1i89/8UaLWHfaKrh6dOn2Lx5My5cuIBTp07B19cXn376KQDg0KFDMBgMcHV1RXh4OCZPngzA/CcYWXvx4OHhATc3N/W2JWz3RPQHmaP9SvRbCg4BCggIkPnz54tI/gQ0pklmiH7PtWvXpGzZsoUm1zD38CzTdh0ZGSnVq1dXhw0vW7as0OQajx49ki5dukhoaKiZKn19mP7NMzIyZPjw4eLq6iq1a9eWyZMnF3qeXq+X1atXy9WrV2Xu3LnyxRdfvPQa5pKeni5NmjQRRVHEw8NDLl++LCKWPanVr02Gs3r1alEURerVqyejRo1S779165YsWrTopeebaygoa7f8IbhE9Pp4eaYDov8h+S/dKFNH1MrKClOmTMEnn3yCJk2a4KOPPsLgwYOLsFIqjkQECQkJCA8PR7du3QBYxuQapr+/ffv2aN++PaKiopCSkoJ//etf2LhxI+rXr4+yZcvi8OHDGD16NIYMGQKAQ8teVXZ2NnQ6HYD8joher8fUqVPRsGFDDB48GL169UJQUBBcXV0xcOBAGAwGaDQaxMfHIzc3F2PGjFGH4FrCdrN582bk5uZCo9Hg2LFjWLduHT7//HNotVq1dktiqiknJwe3b99GxYoVUalSJXh7eyMiIgInTpzAkydP0K5dO5QpUwY3btzAnTt38OzZM9jb26vbujk+d9ZePIbgEtFrxMwhmN4gBc+yPn/+vFBn88WOg+l2cHCwvPvuuxZ95p8sS8HtqqjP7Ofm5sq///1v9XbB7dr054cPH8qMGTOkZcuW6uQ4JUuWlPfee082bNjwqz9L/93Vq1dlzZo18uzZM/W+5ORkcXV1VSdcmT9/vkydOlVE8jukJi1atJCgoKAirffXvPhvbjAY5Oeff5YPPvhA3VYKdrAscRtJS0uTVq1aiZ2dnXTp0kV27NghIiK7du2SNm3avLTk1sqVK81c8X+wdiKiosNOKBUJKTAhzJIlS7Bp0yY0bNgQQ4cOhZeXFxRFKdT1MS2l8M477+Do0aPQaDQWeeafLE/B6+WK+sy+oij4+uuv0atXL7z11ls4fvw42rRpgxIlSqgTcFWuXBkzZ87ElClTcPLkSWg0Grz11lsoX748ypcvD8AyunDFSWxsLDp16oRp06bB3t5evT8nJwd37tyBv78/unfvjqpVq2LEiBEAgKioKJQoUQLu7u4ICQlBo0aNzFU+gMLXr2ZlZeHx48dwdnZG7dq1MX78eBgMBqxZswYzZsyAjY0NPvzwQxiNRovYJ5pqFxFMmzYNtra2qFChAg4ePIgHDx4AAHr37o1q1aohNDQU3377LRwdHTFs2DD4+/sDMP8SMqydiKiImS//0pui4LUqmzdvFhcXF6lUqZI6Lfz+/fvVx3/rzD6vVaHiIDk5Wdq2bSuDBg2Sd955p9D1hf+Nadu3xO6WJbtw4YLY29uLoihSrVo1OXLkSKHH//GPf4iiKFKhQgW5ePGiiOQv6bN06VI5ceJEoeea67M37d/S09Nl+PDhUq9ePdFoNOLn5yeHDx8Wg8Egd+7ckVGjRolWqxVFUcTd3V1u3bpllnoLMo1SycvLkzt37sj69etFRGT//v1qB65BgwaydetW9WeePXsm6enp6m1z7d9ZO79Xich8GELpf6rgQd2OHTtk7NixkpiYKFFRUeLm5iaKokidOnVk7969ZqyS6P/PtK23a9dOFEWRZs2ayYMHD8xc1estPT1dZs2aJb1795a6deuqYfPo0aPqc86cOSPNmjUTRVHE3t5eunfvLh4eHlKjRg357rvvzFh9YVlZWeLj4yNffvmlbNy4UXQ6nSiKIi1atJA9e/aIiMjt27dlwIABoiiKLF261MwV/2ebT0tLE09PT6ldu7bUq1dPnjx5IiL56zi2bt1a/f/wxRdfyL///e9fHabO2t+M2omITBhCqUjMnTtXnRE0PDxcRAqfsa1Xr558++23Ly2yTlSc5Obmqgd/NjY2MmLECLX7Rn+tx48fy9OnTyUjI0MyMzNl/vz54uzsrAZRU0c0MzNToqKixMPDQxRFEY1GI4qiyLJly8z8Dgo7cOCA1K1bV729f/9+qVChgiiKIt26dZOcnBwREQkKCpJ169apzzNXmDCNcMnOzpb+/fvLO++8o362w4YNk7S0NBER2bt3r7Rv3169FjEqKsos9RbE2omIzI8hlP7nHj9+LOPGjZNq1aqJVqsVT09P+fbbb0Uk/4xt27Zt1S9KS5gchOhVmIbFmSZEOnr0qCxYsEDs7OzExsZGhg8fLj/99JOI5A+Hy87OZhfi/yk2NlZ8fHzk4cOH6n2JiYkSFBQkTk5OahA1dToNBoOkp6fL2rVrZePGjer+x/SYJYiIiBBFUcTHx0eysrJEJH//WKpUKVEURb1soeDlDeZeDiQzM1OWLFmi7rfDwsLUffmgQYPUoZ9btmwRRVHk888/N0u9BbF2IiLLwBBKf7nfOsDevXu3uLi4iKIo0q5dO/VA8NChQ2JtbS2tW7fmLLhUrJhCwPPnz6V58+ayevVq9bHp06eLra2t2NjYyPvvvy+xsbFy5swZtaNFf87Zs2fFzs5OGjdurIZ70z7nxx9/lDp16kiVKlXUIHr48OHffK2iDHEF94u/9vfeuXNHvVZ+9OjR6nayfft2URRFDh06VGS1/hHp6enqEGhPT081+BQMRP7+/pKQkCC3b9+WY8eOqT9r7uDP2omIzI8hlP5SBQ+0fvrpJ4mOjpaTJ0+q9xUMou3bt5ejR49KQkKCLFy4sNBEC0SWzrStZ2RkSI8ePcTT01P++c9/ypUrV9TnzJgxQ+2Itm/fXtzd3eX69evmKrnYu3Xrlrr/sLOzEx8fH3X/cufOHenZs6esW7dOli1bJjVr1hRFUaRq1aqydetWCQ0NleTkZLPVbrrUwNTlzM7Olh9++EEuXrwo9+7dExGRcePGia2trVhbW8vw4cNFJL/D3rJlS4mOjjZP4b9h69atUr16dSlXrpxUrFhRFi9erAai0NBQsba2FkVRxMnJqdB3gCUEIdZORGR+DKH0P7FmzRpxc3MTOzs7URRFunfvLlevXhWR/DP7b7/9tnrdXGBgoPpzDKBUnBgMBvH19ZWFCxeKSH7AuHz5cqGgOXv2bKlTp47Y2tpyuPn/g8FgkAMHDsj+/fvFx8dHvcZ82LBhEhkZKT179lTXRnz48KHMnTtX6tSpo3aHtmzZYrbao6OjpUKFCvLjjz+KiMiTJ0+kWbNmotPppHTp0tKoUSOJjY2V5ORkGTx4sDg4OIiiKNK2bVvp3bu3hISEmK3233Pjxg0ZMGCAWFtbS+XKlWXu3LlqIPrss88s+hIL1k5EZF4MofSXCwkJEV9fX3n48KGEhoaqyyd06NBB7UTs3r1bFEXhEFwq9nr37i3Ozs7Spk0bady4sZQuXVoURRE/Pz9JSkoSkfzrFQsup8FrQv8c074iOTlZXXrF2tpanJyc5JNPPin03LS0NJkwYYIoiiKfffaZOcoVkfwZbU3d27Jly0pMTIwEBASIj4+PDBs2TB1aaW1tLZcvX5bMzEw5ePCgDBkyRCZNmiQ7d+5UX8tStpuCXbUbN26It7e3lChRQipXrixLliyRJ0+eyOHDhwstD2IpnbjiVPuLf29xqp2I6L9hCKX/lxs3bkhqamqh+4YNGyY9e/ZUv/x27dqldkT9/f1FJH8IY2BgIIfgUrHyawd0CxcuVLttL/5asGDBH3oNenUpKSlqENVqtTJs2DA5ffp0oefMnz+/UBfRHJ/9rVu3ZMOGDdKtWzdRFEVsbW1l6tSpIpK/H9yxY4e6rI+bm5u6zMaLijqA3rhxo9AETiYFP8MzZ87Is2fPJC4uTry9vaVUqVJSqlQpcXNzK7Q8UVF/7g8ePJBLly69dH9xqD02NlamTJny0v3FoXYiolfBEEp/mqnL8OKBdo8ePURRFFm0aJE8e/ZMRPKH4JYsWVLq1KnzUmhlAKXiwHRAl5mZKUFBQTJ9+nR1+OfGjRtl+vTpMmvWLNm9e7d89913MmjQIJk6darFdK9eRwWDqLW1tQwYMEAuX74sBoNBUlNT5dGjR+pzzX1AHhMToy4To9Pp1MCckZEhO3fulGbNmomdnZ16fag5t5tz586JtbW1+Pj4FLq/4GcYHBwsNWvWVAP1zz//LJ07dzb78jc3btyQSZMmyc8//1zo/uJQ+7lz58TGxkZcXFwkLi5ORPK3g+JQOxHRq2IIpT/FaDTKoEGDRFEUmT9/vkRHR8v9+/dFRGTdunWi1WrFxcVFli1bpp7Znz9/vrRo0eKlEEpUXGRlZcnAgQNl9OjR6hqO3t7e6tIJN2/eFBGRpKQk6dKli2zevNmc5b4RUlJSpFevXmqXsWvXruLr6/tSCDGHgkEyLy9Pzp49qwbRUqVKSUxMjIiIpKamyvLly8XOzk4uXLhgpmrznTt3TsqUKaPOvpqdnf1SgF+3bp26/f/www+F7l+zZo16uyiDtOnvWrVqlURERPxmDZZYu4jI+fPn1aH8iqLIzJkzX3qOpdZORPRnMITSn5aXlyenT5+WHj16iI2NjQQEBEhqaqrEx8dLy5YtRVEUqVWrlsybN0/0er3MmjVLhgwZwi9IKnZMB+GhoaEyYsQIEclf/7ZOnToyZswY9XkbNmyQdu3aSalSpWTdunVmqfVNlJSUJP3791cP4FetWmXukiQ7O1tE8rcd03Irer1ezp49Kx06dFBn+D137pyIiFy/fl0aN24sN27cMFvNN2/eVC+d8Pb2loSEBBHJ79aa7N+/XxRFkZIlS8qJEydE5D/rVxYc1WKuznOHDh1k5cqV6u2CSyJFRUVZZO3nzp1T14Pt0aOHLFu2TOrWrVtoePnOnTstsnYioj+LIZReSXJycqEDkvPnz0utWrVEURSpWLGiBAQEiF6vl2vXromHh4f6xerq6ioTJkxQvzQZRKk4eHGoeGBgoGi1Wjl79qxs375dFi1apD5mWo9y1qxZEhwcrN7Pbb1oXLt2TcqWLVtoEqKi/ux//PFH+fLLL9Xbqamp8v7770ufPn3k6NGjaj0Fg6iiKLJ+/XoZPHhwoQ6eOZjWmvTz85O7d+/Ktm3bZNy4cdKxY0f56KOPZO/evXLq1Clp27atur0bDAaL2MaNRqM8fvxYnJycZO/evSIismnTJvH19RU/Pz8JCgqSU6dOSYcOHdRrXS2h9rt370q5cuVEURTx8vKS69evS3x8vHTp0kWd4dZ0wrdZs2by3XffiYhl1E5E9P/BEEqv5NtvvxV3d3cREQkPD5evvvpKnj9/rg7NLV++vCxZskRyc3Pl8ePHcvHiRVmzZo1s3bpVDaA8U0vFSUZGhgQEBMiTJ09k7969oiiKVK9eXcaOHas+5969ezJnzpyXfpbbetEwGo1y8OBBNXyIFP1nf/nyZTVUmiZDeu+999T7ypQpI2FhYeo6oQWH5gYGBsrBgwcLvR9zGTdunOzcuVN69eqlDv00/apXr56Eh4er1/pb0vZtMBjk/v37aoiePXu2VK5cWa1do9HI4MGD1ctBTN9H5nb//n1xdHSUatWqqV1xEZGgoCBxcHBQu9G5ubkW+bkTEf1ZDKH0Su7fvy/W1tZSv359admypdopysnJkX79+qlBdOnSpfL48eOXft5SvviJfo/pIM9oNMqYMWNEURQZOnSopKenq5OAWFtbS1hYmGzZskUCAgJkwIAB8uTJEx4gmklubq76Z3P8G6xYsULdNkyTxCxfvlwuXLggf//739UlWr766ivJzMwUkfzJiry9veXMmTPq65grgJo+s1WrVqnrOJcoUUI0Go14e3tL//79xdnZWQYMGGCxHTiDwSANGjSQsmXLSs+ePSUxMVF2794t3bt3FxsbG7G1tZVvvvlGRCxrhMLRo0dl4MCBasgUyf+u/Pvf/y6TJk0qNKSYiOh1wRBKr+TBgwfqup9dunQp9Fhubq54e3uLoihSpUoV6dKlS6Gz+0TFgenESnZ2tnz//fcyZswY8fDwkOjoaBHJH3ZbMGyYfn3xxRfmLJvMzGAwSHJysowdO1bdJjp37qw+3rVrVzWIRkREqCfpCs7gawkePHgglSpVEmtraxk2bJgcP35cfSw5OVm6detWKDRbCqPRKJmZmepSOO+++64a6i5evCjDhw8XRVFk7ty5Zq70ZVlZWWoX1BSOjUajLF68WFq3bq12b3mCi4heJwyh9EpOnTolLi4u6jCn7t27F7pG1Gg0ip+fnyiKIu3bt2fnk4qltLQ0qV+/vjRp0kR8fX0lLS1NfUyv18vt27dl/Pjx0qxZM3F3d5fQ0FD1cUvqsFDRKNip+uWXX2TUqFEvDc0V+U8QtbGxkY4dO8rdu3fVxyxpu9m+fbssX75cXSZERNRhxAcOHLC44FxQdHS0eqK0Q4cOcvXqVRERSUhIEDc3N1m+fLl5C/wNv9btzM3NFWdnZxk/frwZKiIi+t9iCKXf9eKZ17y8PLl7966sX79eqlSpos7mZzpIv3btmhw/flx69+6tdpQYRKk4MRqNMnv2bFEURbRarZQoUaLQbJsFZWVlqUMrRdipeBOZ9nOpqakyatQoyczMlPj4eHUY94td8vbt21t85zwnJ+elpbT0er3cv39fpk+fXiicWhq9Xi9BQUHqcidt27aVLVu2SHx8vPTv37/QdcOWzPS9uXXrVmnTpo3Zl+4hIvqrWYHoN4gIrKzyN5GLFy/i5MmT0Ov1qFmzJrp27YqPP/4YVapUwb59++Dr64vMzEzcvXsXbdq0wfbt26HVaqHX66HRaMz8Toh+n4gUuj1p0iTs2LEDLi4uyMvLQ2RkJL755hv1cb1eDwAoWbIkdDqd+hqm/y/0ZjAajdBqtcjIyEDnzp1x4cIF2NjYoEaNGpg+fTpGjx4NABg/fjxCQkIAAEOHDkVYWBg++OADAC9ve5agRIkScHBwAADk5ubi008/haenJxo1agRnZ2c4Ozubt8DfodFoMHz4cCxZsgR2dnY4deoURo4ciY4dO6JPnz7o3r27uUv8Q0zfm/Xr18ft27eRnp5u5oqIiP5ailjiNyCZnYhAURQAwOLFi7FkyRKkpaWhadOm2LZtG2rWrImkpCRERERg8eLFePToEbRaLXr27InIyEgzV0/0xxkMBmg0Guj1ejx//hy2trZqsNyyZQtmzJiB+Ph4eHh4YObMmXB3d2fYJBiNRlhZWSErKwt9+vRBVFQUdDodRowYgbFjx6J27dq4d+8eAgMDsXr1agBA//79MWfOHNSpU6fQa1iy48ePw8PDAxqNBkuXLsWECRPMXdIfFhcXh+joaNjY2KBSpUpwc3MDUPj7rTi4e/cu3nrrLXOXQUT0l2IIpd8VGRmJPXv2wMvLC3PnzkV8fDyaNm2KLVu2oFatWkhOTsaBAwcQERGB8uXLIywsDFqt1txlE/0hphCQkZEBHx8fxMfHo0mTJvDz84OHhwcAICIiAtOnT8e9e/fQokULNGnSBPPnz0eFChXMXD2ZQ8HgmJ2djREjRsDT0xN6vR7Tpk1DSkoKFi1ahGnTpgEAUlJSMHHiRGzatAlLly7FxIkTzVn+K0tPT8e5c+dgbW2NNm3aACge4fm3FKcAaqrV9Htx/tyJiF7EEEq/SkSQlZWFoUOHYsyYMXB3d0dISAgmTpyIjIwMtGzZEuHh4XBxcYGVlRWMRiMURYGiKNDr9QyiVGxkZWVh5MiRSExMRGxsLNLT09GtWzd88MEH8PLyAgDs2bMHQ4cORWpqKoKDgzFq1CgzV01FLTExETqdDhUqVFBDwc6dO7FgwQKcP38eiqJg8+bN8PPzQ7NmzXDs2DG1o75ixQrY2Njg/fffB1C8gtCLGISIiOivwKRAv0pRFOTl5eHcuXPw8PDAzp07odfrsWbNGsybNw9nzpyBt7c3evbsiffffx/VqlUDkH9wxQBKxcmGDRvQsGFDhIeHq9c379+/HwaDAVZWVujQoQN69uyJvn37ok6dOmoALc5Bgl5NXFwcWrVqBb1ej9jYWNSsWRMA8OTJE1y6dAmDBg3C5s2bMXDgQMTFxSElJQU6nQ4ZGRkwGAwYP368+lrFPcQV59qJiMhyMC0QgF8/MHJwcICnpydiY2Px1ltvYe3atVi+fDlWrFiB/v3749KlS6hevTocHR3Vn+FBORU3Fy5cwNGjR2FrawtHR0e0a9cOly5dQlRUFKytrXHr1i3069cPgYGB6mQtxT1I0KuxtraGtbU1SpcujRs3bsDGxgZVqlRBgwYNoNPpsGXLFmRmZmLBggXIzs5G//79kZKSAm9vb9y7dw/Ozs7Ys2cPSpUqxX0kEREROByXULijExYWhufPn8PJyQm9evUCAKSlpeH58+do3rw55s2bh9TUVDg4OCA9PR0TJkyARqNhV4iKhV8Lj4GBgZg2bRqCg4Nhb2+Pv/3tb8jKykKvXr2QnZ0NKysrnDhxQr0ejtv6mycnJwe3bt3ChQsXMGbMGBiNRly9ehXOzs5Yv349pk+fjuTkZDRt2hRTpkxBz5490aRJE1y/fh3Vq1fHL7/8gt69e2PLli3mfitEREQWgSH0DVfwoHzlypXqsDGdToeAgACMGzcOAPDTTz+hcePG0Gq1qFChAr7++mu0b98eAHgNKBULpm09OzsbkZGRsLOzw9tvv4369esjJiYGTk5O8Pb2RsuWLTFkyBAEBQVBURS0bt0aI0aMMHf5ZAGmTp2KkJAQpKamwsnJCSdPnkT16tVx7949lCpVCsHBwdDpdAgLC8P169fRtm1bhISEIDY2FufPn0dQUJC53wIREZFF4HiyN5SIFAqg3333HRISErB9+3YMHDgQ2dnZmDBhAlauXAkAaNiwIfr06QO9Xo/69eujXbt26msxgFJxYFpOY+TIkdi+fTv69OmDRo0aYcOGDWjZsiWqVq0KjUaDdevWYcCAAWjSpAmWL1+uBlCj0Wjmd0BF7cV/87Fjx+LAgQNwdXVFQkIC2rZti7i4ONSoUQOlSpXClStXMHXqVFy/fh3vvvsuDh06hDp16sDOzg5WVlbQ6/UWuS4oERFRUWMIfUMVHE44b9489O3bF9evX0fv3r0xZ84c+Pr6AshfZH3FihUAgG3btuH48eM4ePAgNBoNDAaDWWon+iOSkpLw+PFjAFAP/IODg1G1alXs2bMHa9euha2tLS5fvgwAyMjIwNtvv43s7Gxcu3YNf/vb31CmTBn19XgN6JulYOc8PDwcO3bsQEpKClq1aoWgoCA0adIEiYmJcHd3R3JyMkqWLIlZs2Zh9OjRaNWqFQICAqDT6XDkyBF8//33+OCDD6DVajmUm4iICByO+8aZPHkyMjMzERwcDAA4efIkOnXqBL1eD1tbWwQGBmLkyJG4ffs2FixYgE2bNkFRFPTr16/QIusGgwEajcacb4XoN8XExGDGjBlYsWIF6tWrp94/YsQIXLt2DT/88AO2bt2KmzdvYvbs2RARJCQkQKvVYt++fShfvjz69OljxndAliArKwujRo1Camoq9u3bBwBYt24dhg0bhmPHjmHy5Mk4f/48ypUrB39/fyxcuBCpqalo164dOnfujCZNmuDSpUuYOHEinJyczPxuiIiILAdP7b9BLl26hGXLlmHNmjX48ccfAQDt2rXDN998g169eiEzMxOLFi3C559/DhcXF8ydOxf+/v4QEVy/fh21atVSX4sBlCzVo0ePMG3aNNjb28NoNCInJwdAfjfUwcEBp0+fhru7O+7fv4/Zs2cDyJ8hNyQkBFWrVsXw4cPVAMohuG+OP9o5v3LlCgCgVatWWL16NWrXro0nT56gRo0asLa2RsWKFfHRRx/hzJkzOHHiBMaOHcsASkRE9AJezPcGqVq1KmbMmAGNRoNVq1YhKCgIkZGR6NixI2xsbJCTk4OoqCgEBQVBo9Fg3LhxaN26NR4+fIhdu3ZBo9FwaQqyeDqdDiEhIUhMTMSZM2eQnp4OV1dXlCxZEgMHDsTKlStx8uRJlC1bFu7u7jAYDDh79izy8vIAFB52y239zVCwc16+fHl1yOzNmzdx7do1AIC9vT2mTJmids7j4uLQvHlzNGvWDB9++CFGjx4NID/Ajhw5En5+frCyskKJEiXM9r6IiIgsFY+w3gALFizAL7/8gooVK2LBggUoX748Nm/ejB07dmDYsGEAgDZt2uDjjz9Gly5dkJSUhOXLl8PHxwdubm7Yu3cvtFot9Ho9D8rJ4jk4OMDFxQXu7u5wdHTExYsXceHCBWRmZsLV1RUrV66Era0t9u7dCy8vL7Rr1w4ffvih2unnNXtvlj/TOb948aK63EpgYKAaQA0Gg7r96HQ6BlAiIqLfwGtCX3P9+vVDZGQkunbtivXr16Ny5crYuHEjrl69ii+//BKpqanw8/NDaGgoAODMmTMICAjA7t270bx5c5w+fZrrgJLFi4uLQ3x8PFxcXFC6dGnodDrY2NgAAE6cOIGkpCRUr14dzZs3h9FoxOHDh/Gvf/0Lubm5yMvLw7Rp07gMyxvq2bNnSElJQWJiIu7cuYP69eurnfOLFy+idevWyMnJQY8ePTB9+nS1c/7gwQMsWbJE3TdyH0lERPTHcTjua+yHH36ATqeDg4MDDhw4gGHDhiE0NBS+vr5ISkqCnZ0dli5dig0bNkBEEBYWhpYtW6Jbt25IS0tDVFQUh+CSxYuNjYWHhwcyMzPh6OgIEUH58uXh4uKCcuXKwcnJCdeuXYO9vT10Oh3q16+PLl26oGnTplAUBenp6XB2dgYAbutvIAcHB7V7npmZiYsXL0JE0KhRI7VzPmHCBOzduxfHjh1Deno6jEYj1q5dC+A/nXMGUCIioj+OndDXWHZ2NnQ6HU6ePImuXbsiIyMDXl5eCA8PR6VKlZCYmIiwsDB8+umnSEtLg7+/P0aMGIEaNWqgYsWKUBQFer2e64CSxbp48SI6duyIp0+fAgCsra3VaztNTEPJAaBLly4ICAjAO++8o06uxU7Wm4edcyIiIvNiCH1NFezo7Nu3D/v27cPGjRuRk5OD9957D6GhoahUqRISEhKwadMmLF26FE+fPkX//v2xefNmHpSTxTMYDAgLC4OiKDh79izOnDmDXr16ITExUR1e+fTpUxgMBjx48EC91q9NmzZYunQpWrRowa7nG+hVOufjx49H/fr1odFokJyczM45ERHRX4Qh9DW3ePFi7Nq1CyEhITh9+jSmTZuGtLQ0dOnSBRs2bEDFihWRlJSEvn37AgCOHDnCzicVG6ZO/cOHD7F7926ULl0aAwcOBADk5OSoASExMRGZmZnIyMhATEwMPD09UbduXXOWTmbAzjkREZFlYAh9TYkIkpKS0LVrVzRr1ky9fumbb76Bj48P0tLS0LlzZyxfvhyVKlXC2bNn4enpCY1GwyG4VCw9fPgQERERKF26NPz9/QHkd0s5sRYB7JwTERFZEobQ18iLQ8NMS1KICNavXw83NzdoNBp8//336NmzJ9LT0+Hh4QF/f3/4+PgA+M9BO1Fx9OjRI0RGRsLOzg5Dhw4FgEIBlGH0zcbOORERkWVgCH0NRUREoGTJkujVqxe6deuGAwcOwNPTE/PmzUOTJk2g0+nQr18/bN++HSNGjMCqVat4hp9eG48ePcK2bdtgZ2enroPL8EkvYueciIjIfBhCXwMFO6DR0dFwc3NDiRIlkJCQgFu3bqF9+/bQ6/Xo0KEDfH198c9//hNr1qxBgwYN0KlTJy7DQq+dX375Bfv27UNSUhJq1KiBnj17wt7e3txlkYVh55yIiMg8mDqKuYLhMSYmBnFxcWjQoAE++eQTlCtXDm3atMGOHTtgbW2No0ePYujQoShfvjx2794NLy8vaDQaGAwGBlB6rTg6OqJhw4YICAiAXq9nAKVfVblyZfTt2xfp6en46quvAECddMj0ZyIiIvrrsRP6mpgxYwaCg4Ph5eWFrl27ws/PD0ajEYqiQFEUXLhwASEhIXj27BkcHBywYsUKaLVanumn19a2bdtgNBrRv39/c5dCFo6dcyIioqLFEPoaiI2NhZeXF1JTU2FtbY22bdti06ZNcHR0hNFoBABYWVm9NOkQZ8Gl11lubi5KlCgBgOs50n8XHR0NLy8vrFixQh2aS0RERP8bPCorhl48b1CvXj3ExMTA29sbiqLgypUrCA0NRXJyMqysrNROZ8GOp4gwgNJrzRRAATCA0n+VkJCAkJAQBlAiIqIiwE5oMVNw+GxOTo66rqdOp0NcXBwmTZqE3bt3o2rVqhg/fjxGjhwJe3t7DrklIvod7JwTEREVHYbQYqTggdGXX36JEydO4ObNm6hXrx4mTpwIV1dXJCQkYPz48dizZw+cnZ1Rt25dTJ48GR06dDBz9URERERERByOW6yYAmhISAjOnj2Lxo0b4/Hjx9i0aRM8PDzw/fffw8nJCStWrEDv3r0RHx+P7OxsuLu7m7lyIiIiIiKifOyEFjP37t1D165dERwcDHd3d5w6dQpTpkxBdHQ0KlSogOjoaLi4uCAqKgrBwcHYtWsXtFrtS5MSERERERERmQM7ocVMTk4Obt++jbCwMMTFxcHNzQ2BgYFo3bo1UlJScOjQIQBAu3btsHfvXmi1Wuj1egZQIiIiIiKyCAyhFqxgk9r05ypVqqB27drYvXs3QkND8eDBA7i5uWHOnDkoU6YMHj58CAAoVaqUOhkRZ8ElIiIiIiJLwRBqoQrOgpuXl4e0tDQAgL29Pd577z08e/YMX3zxBdasWYPExER4eXmhcePGqFChgjnLJiIiIiIi+l28JtQCFQygYWFh2Lx5My5dugRPT0/07t0bffr0waBBg/D1119Dq9WiR48eqF69OoxGI4KCgjj0loiIiIiILBbHaVogUwBduXIlzp8/j/79+yMhIQGRkZGIiorCw4cPsWnTJrRs2RInTpxAeno6MjMzsWrVKmg0Gk5CREREREREFoudUAvx6NEjVK5cGUajEYqiIDExEf369cP8+fPh6emJw4cPIzAwEMeOHUO1atWwdetWtGzZEgAXWSciIiIiouKDacUCnD59GoMHD0ZMTAysrKygKArs7Ozw888/Y8mSJcjLy0OnTp0wZcoUtG3bFvfv38eRI0fUnzcFUBFhACUiIiIiIovGxGJmCxYswOHDhxETE4N+/frhypUrAPKH5Do6OuLo0aMYMGAAAKBTp06YNm0aSpcujcTExJdeyzSMl4iIiIiIyFIxhJrRmDFjkJGRgYkTJ+LRo0cIDw9HYmIiDAYDypYti1mzZsHGxgY7d+6Et7c38vLy0LlzZ3h5ecHR0dHc5RMREREREb0yXhNqJv369UPJkiURHh5e6P6CM+OmpKRg3bp1mDNnDvLy8tCqVSs0btwYBoMBq1ev5uRDRERERERU7DCEmsHJkyfx4YcfYv/+/XB0dPzd2WxzcnJw+vRprF+/Hrm5uXBxccHChQs5Cy4RERERERVLXKLFDGJjY3H16lXk5OQAwG8GyYyMDIgIPDw88O677xZ6HgMoEREREREVR7wmtIgZDAacP38eubm5SE5OBpA/BPfX3L9/H5999hmys7MLPUdEGECJiIiIiKhYYggtYhqNRl1SZe7cuXjw4MFLs9oaDAYAQEJCAqpWrQqdTget9j9Na86CS0RERERExRVDaBEydTNr1KgBALh06RLWrVuHpKQkAIDRaCw0zPbChQtwcHAwT7FERERERET/AwyhRcjUwezduzfs7e3x4MEDhIaGYvHixbh79y6srKzUADp37lxcu3YN//jHP8xYMRERERER0V+Ls+OayWeffYbZs2cjPT0dDg4OqFy5MkaPHg2NRoOzZ8/i0aNH2L9/P7RaLYxGI6yseL6AiIiIiIiKP4ZQM0lLS8OmTZvw8ccf4/nz5+r9tWrVQqtWrfDVV19Bq9VyFlwiIiIiInqtMISa2e3bt3HixAk8fvwYlSpVQtOmTVG/fn0oisIASkRERERErx2GUAvFIbhERERERPQ6YsqxAL92HoABlIiIiIiIXkdMOhaA634SEREREdGbgiGUiIiIiIiIigxDKBERERERERUZhlAiIiIiIiIqMgyhREREREREVGQYQomIiIiIiKjIMIQSERERERFRkWEIJSIiIiIioiLDEEpERERERERFhiGUiIiIiIiIigxDKBERERERERUZhlAiIiIiIiIqMv8HsfHwIDDISlkAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import pandas as pd\n",
    "\n",
    "mpl.rcParams[\"font.family\"] = \"Times New Roman\"\n",
    "mpl.rcParams[\"font.size\"] = 14\n",
    "\n",
    "rename_map = {\n",
    "    \"cn\": \"Coordination Number (CN)\",\n",
    "    \"theta_mean\": \"Mean Angle\",\n",
    "    \"theta_std\": \"Angle std\",\n",
    "    \"local_density\": \"Local Density\",\n",
    "    \"height\": \"Nearest C mean height\",\n",
    "    \"q6_order\": \"Hexagonal order\",\n",
    "    \"neighbor_cn_var\": \"Neighbor CN variation\",\n",
    "    \"local_rings_6\": \"6-membered rings\",\n",
    "    \"local_rings_5\": \"5-membered rings\",\n",
    "    \"local_rings_7\": \"7-membered rings\",\n",
    "    \"curvature\": \"Curvature\",\n",
    "    \"smallest_ring\": \"Smallest ring\",\n",
    "}\n",
    "\n",
    "df_renamed = df2.rename(columns=rename_map)\n",
    "corr_matrix = df_renamed.corr(numeric_only=True)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 8))\n",
    "fig.patch.set_facecolor(\"white\")\n",
    "\n",
    "sns.heatmap(\n",
    "    corr_matrix,\n",
    "    annot=True,\n",
    "    fmt=\".2f\",\n",
    "    cmap=\"coolwarm\",\n",
    "    vmin=-1, vmax=1,\n",
    "    center=0,\n",
    "    square=True,\n",
    "    linewidths=0.4,\n",
    "    annot_kws={\"size\": 10, \"family\": \"Times New Roman\"},\n",
    "    ax=ax,\n",
    ")\n",
    "\n",
    "ax.set_title(\"Correlation Matrix\", fontsize=14, fontweight=\"bold\", pad=14)\n",
    "ax.set_xticklabels(ax.get_xticklabels(), rotation=45, ha=\"right\", fontsize=12)\n",
    "ax.set_yticklabels(ax.get_yticklabels(), rotation=0, fontsize=12)\n",
    "\n",
    "cbar = ax.collections[0].colorbar\n",
    "cbar.ax.tick_params(labelsize=11)\n",
    "for label in cbar.ax.get_yticklabels():\n",
    "    label.set_fontfamily(\"Times New Roman\")\n",
    "cbar.set_label(\"Pearson Correlation Coefficient\", fontsize=16, fontfamily=\"Times New Roman\")  # ← added\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"correlation_viridis.png\", dpi=500, bbox_inches=\"tight\",\n",
    "            facecolor=fig.get_facecolor())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "cf1368f4-a29e-4c43-bc4c-b19e6deb131a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as mpatches\n",
    "import matplotlib as mpl\n",
    "\n",
    "mpl.rcParams[\"font.family\"] = \"Times New Roman\"\n",
    "mpl.rcParams[\"font.weight\"] = \"bold\"        # makes tick labels bold\n",
    "mpl.rcParams[\"axes.labelweight\"] = \"bold\"   # makes axis labels bold\n",
    "\n",
    "target = \"ΔG(eV)\"\n",
    "corr = df1.corr(numeric_only=True)[target].drop(target).sort_values()\n",
    "\n",
    "rename_map = {\n",
    "    \"cn\": \"Coordination Number (CN)\",\n",
    "    \"theta_mean\": \"Mean Angle\",\n",
    "    \"theta_std\": \"Angle std\",\n",
    "    \"local_density\": \"Local Density\",\n",
    "    \"height\": \"Nearest C mean height\",\n",
    "    \"q6_order\": \"Hexagonal order\",\n",
    "    \"neighbor_cn_var\": \"Neighbor CN variation\",\n",
    "    \"local_rings_6\": \"6-membered rings\",\n",
    "    \"local_rings_5\": \"5-membered rings\",\n",
    "    \"local_rings_7\": \"7-membered rings\",\n",
    "    \"curvature\": \"Curvature\",\n",
    "    \"smallest_ring\": \"Smallest ring\",\n",
    "}\n",
    "corr.index = [rename_map.get(name, name) for name in corr.index]\n",
    "\n",
    "colors = [\"#D85A30\" if v < 0 else \"#1D9E75\" for v in corr.values]\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "fig.patch.set_facecolor(\"white\")\n",
    "ax.set_facecolor(\"white\")\n",
    "bars = ax.barh(corr.index, corr.values, color=colors, edgecolor=\"none\",\n",
    "               height=0.65, zorder=3)\n",
    "ax.axvline(0, color=\"#888780\", linewidth=0.8, linestyle=\"--\", zorder=2)\n",
    "ax.set_xlim(-1.1, 1.1)\n",
    "ax.xaxis.set_tick_params(labelsize=15, colors=\"black\")\n",
    "ax.yaxis.set_tick_params(labelsize=15, colors=\"black\")\n",
    "ax.set_xlabel(\"Pearson correlation coefficient\", fontsize=16, color=\"black\", labelpad=8, fontweight=\"bold\")\n",
    "\n",
    "for spine in ax.spines.values():\n",
    "    spine.set_visible(True)\n",
    "    spine.set_color(\"black\")\n",
    "    spine.set_linewidth(0.8)\n",
    "\n",
    "ax.xaxis.set_ticks_position(\"bottom\")\n",
    "\n",
    "for bar, val in zip(bars, corr.values):\n",
    "    pad = 0.025\n",
    "    ha = \"left\" if val >= 0 else \"right\"\n",
    "    x = val + pad if val >= 0 else val - pad\n",
    "    color = \"#0F6E56\" if val >= 0 else \"#993C1D\"\n",
    "    ax.text(x, bar.get_y() + bar.get_height() / 2,\n",
    "            f\"{val:.2f}\", va=\"center\", ha=ha, fontsize=14,\n",
    "            color=color, fontweight=\"700\")\n",
    "\n",
    "neg_patch = mpatches.Patch(color=\"#D85A30\", label=\"Negative correlation\")\n",
    "pos_patch = mpatches.Patch(color=\"#1D9E75\", label=\"Positive correlation\")\n",
    "ax.legend(handles=[neg_patch, pos_patch], frameon=False,\n",
    "          fontsize=13, loc=\"lower right\",\n",
    "          prop={\"family\": \"Times New Roman\", \"weight\": \"bold\", \"size\": 13})  # bold legend\n",
    "\n",
    "ax.set_title(f\"Feature correlation with {target}\",\n",
    "             fontsize=13, fontweight=\"700\", color=\"#2C2C2A\",\n",
    "             loc=\"left\", pad=14)\n",
    "ax.grid(False)\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"target_correlation_bar.png\", dpi=500, bbox_inches=\"tight\",\n",
    "            facecolor=fig.get_facecolor())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "900befc7-49fb-4b67-96d5-db9fa76da2ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import pandas as pd\n",
    "import pingouin as pg\n",
    "\n",
    "mpl.rcParams[\"font.family\"] = \"Times New Roman\"\n",
    "mpl.rcParams[\"font.size\"] = 14\n",
    "\n",
    "rename_map = {\n",
    "    \"cn\": \"Coordination Number (CN)\",\n",
    "    \"theta_mean\": \"Mean Angle\",\n",
    "    \"theta_std\": \"Angle std\",\n",
    "    \"local_density\": \"Local Density\",\n",
    "    \"height\": \"Nearest C mean height\",\n",
    "    \"q6_order\": \"Hexagonal order\",\n",
    "    \"neighbor_cn_var\": \"Neighbor CN variation\",\n",
    "    \"local_rings_6\": \"6-membered rings\",\n",
    "    \"local_rings_5\": \"5-membered rings\",\n",
    "    \"local_rings_7\": \"7-membered rings\",\n",
    "    \"curvature\": \"Curvature\",\n",
    "    \"smallest_ring\": \"Smallest ring\",\n",
    "}\n",
    "\n",
    "df_renamed = df2.rename(columns=rename_map)\n",
    "cols = list(rename_map.values())\n",
    "\n",
    "# Build partial correlation matrix\n",
    "pcorr_matrix = pd.DataFrame(index=cols, columns=cols, dtype=float)\n",
    "for i, x in enumerate(cols):\n",
    "    for j, y in enumerate(cols):\n",
    "        if i == j:\n",
    "            pcorr_matrix.loc[x, y] = 1.0\n",
    "        else:\n",
    "            covariates = [c for c in cols if c not in (x, y)]\n",
    "            result = pg.partial_corr(data=df_renamed, x=x, y=y, covar=covariates)\n",
    "            pcorr_matrix.loc[x, y] = result[\"r\"].values[0]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 8))\n",
    "fig.patch.set_facecolor(\"white\")\n",
    "sns.heatmap(\n",
    "    pcorr_matrix,\n",
    "    annot=True,\n",
    "    fmt=\".2f\",\n",
    "    cmap=\"coolwarm\",\n",
    "    vmin=-1, vmax=1,\n",
    "    center=0,\n",
    "    square=True,\n",
    "    linewidths=0.4,\n",
    "    annot_kws={\"size\": 10, \"family\": \"Times New Roman\"},\n",
    "    ax=ax,\n",
    ")\n",
    "ax.set_title(\"Partial Correlation Matrix\", fontsize=14, fontweight=\"bold\", pad=14)\n",
    "ax.set_xticklabels(ax.get_xticklabels(), rotation=45, ha=\"right\", fontsize=12)\n",
    "ax.set_yticklabels(ax.get_yticklabels(), rotation=0, fontsize=12)\n",
    "cbar = ax.collections[0].colorbar\n",
    "cbar.ax.tick_params(labelsize=11)\n",
    "for label in cbar.ax.get_yticklabels():\n",
    "    label.set_fontfamily(\"Times New Roman\")\n",
    "cbar.set_label(\"Partial Correlation Coefficient\", fontsize=16, fontfamily=\"Times New Roman\")\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"partial_correlation.png\", dpi=500, bbox_inches=\"tight\",\n",
    "            facecolor=fig.get_facecolor())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "d2ba2c93-0262-423f-a981-de0b328f7878",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pingouin as pg\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.patches as mpatches\n",
    "import matplotlib as mpl\n",
    "\n",
    "mpl.rcParams[\"font.family\"]    = \"Times New Roman\"\n",
    "mpl.rcParams[\"font.weight\"]    = \"bold\"\n",
    "mpl.rcParams[\"axes.labelweight\"] = \"bold\"\n",
    "\n",
    "target   = \"ΔG(eV)\"\n",
    "POS_COL  = \"#0F7B6C\"   # teal\n",
    "NEG_COL  = \"#B5192B\"   # crimson\n",
    "POS_LABEL_COL = \"#084D43\"\n",
    "NEG_LABEL_COL = \"#7A0D1B\"\n",
    "\n",
    "rename_map = {\n",
    "    \"cn\": \"Coordination Number (CN)\",\n",
    "    \"theta_mean\": \"Mean Angle\",\n",
    "    \"theta_std\": \"Angle std\",\n",
    "    \"local_density\": \"Local Density\",\n",
    "    \"height\": \"Nearest C mean height\",\n",
    "    \"q6_order\": \"Hexagonal order\",\n",
    "    \"neighbor_cn_var\": \"Neighbor CN variation\",\n",
    "    \"local_rings_6\": \"6-membered rings\",\n",
    "    \"local_rings_5\": \"5-membered rings\",\n",
    "    \"local_rings_7\": \"7-membered rings\",\n",
    "    \"curvature\": \"Curvature\",\n",
    "    \"smallest_ring\": \"Smallest ring\",\n",
    "}\n",
    "\n",
    "# ── Compute partial correlations ───────────────────────────────────\n",
    "features = [c for c in df1.select_dtypes(\"number\").columns if c != target]\n",
    "data     = df1[[target] + features].dropna()\n",
    "\n",
    "records = []\n",
    "for feat in features:\n",
    "    covariates = [f for f in features if f != feat]\n",
    "    result = pg.partial_corr(data=data, x=feat, y=target, covar=covariates)\n",
    "    records.append({\"feature\": feat, \"r\": result[\"r\"].values[0]})\n",
    "\n",
    "pcorr = (\n",
    "    pd.DataFrame(records)\n",
    "    .set_index(\"feature\")\n",
    "    .sort_values(\"r\")\n",
    ")\n",
    "pcorr.index = [rename_map.get(n, n) for n in pcorr.index]\n",
    "\n",
    "# ── Plot ───────────────────────────────────────────────────────────\n",
    "colors = [NEG_COL if v < 0 else POS_COL for v in pcorr[\"r\"]]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "fig.patch.set_facecolor(\"white\")\n",
    "ax.set_facecolor(\"white\")\n",
    "\n",
    "bars = ax.barh(pcorr.index, pcorr[\"r\"], color=colors, edgecolor=\"none\",\n",
    "               height=0.65, zorder=3)\n",
    "\n",
    "ax.axvline(0, color=\"#888780\", linewidth=0.8, linestyle=\"--\", zorder=2)\n",
    "ax.set_xlim(-1.1, 1.1)\n",
    "ax.xaxis.set_tick_params(labelsize=15, colors=\"black\")\n",
    "ax.yaxis.set_tick_params(labelsize=15, colors=\"black\")\n",
    "ax.set_xlabel(\"Partial correlation coefficient\", fontsize=16, color=\"black\",\n",
    "               labelpad=8, fontweight=\"bold\")\n",
    "\n",
    "for spine in ax.spines.values():\n",
    "    spine.set_visible(True)\n",
    "    spine.set_color(\"black\")\n",
    "    spine.set_linewidth(0.8)\n",
    "\n",
    "ax.xaxis.set_ticks_position(\"bottom\")\n",
    "\n",
    "for bar, val in zip(bars, pcorr[\"r\"]):\n",
    "    pad = 0.025\n",
    "    ha  = \"left\"  if val >= 0 else \"right\"\n",
    "    x   = val + pad if val >= 0 else val - pad\n",
    "    col = POS_LABEL_COL if val >= 0 else NEG_LABEL_COL\n",
    "    ax.text(x, bar.get_y() + bar.get_height() / 2,\n",
    "            f\"{val:.2f}\", va=\"center\", ha=ha, fontsize=14,\n",
    "            color=col, fontweight=\"700\")\n",
    "\n",
    "neg_patch = mpatches.Patch(color=NEG_COL, label=\"Negative correlation\")\n",
    "pos_patch = mpatches.Patch(color=POS_COL, label=\"Positive correlation\")\n",
    "ax.legend(handles=[neg_patch, pos_patch], frameon=False,\n",
    "          loc=\"lower right\",\n",
    "          prop={\"family\": \"Times New Roman\", \"weight\": \"bold\", \"size\": 13})\n",
    "\n",
    "ax.set_title(f\"Partial feature correlation with {target}\\n(controlling for all other features)\",\n",
    "             fontsize=13, fontweight=\"700\", color=\"#2C2C2A\", loc=\"left\", pad=14)\n",
    "\n",
    "ax.grid(False)\n",
    "plt.tight_layout()\n",
    "plt.savefig(\"target_partial_correlation_bar.png\", dpi=500, bbox_inches=\"tight\",\n",
    "            facecolor=fig.get_facecolor())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7c151a82-5f4f-41c2-a9be-c868dc492127",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}