{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get CAISO Ancillary Services"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import gridstatus\n",
    "import pandas as pd\n",
    "import plotly.express as px"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "iso = gridstatus.CAISO()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ancillary Services Prices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>Time</th>\n",
       "      <th>Region</th>\n",
       "      <th>Market</th>\n",
       "      <th>Non-Spinning Reserves</th>\n",
       "      <th>Regulation Down</th>\n",
       "      <th>Regulation Mileage Down</th>\n",
       "      <th>Regulation Mileage Up</th>\n",
       "      <th>Regulation Up</th>\n",
       "      <th>Spinning Reserves</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-10-15 00:00:00-07:00</td>\n",
       "      <td>AS_CAISO</td>\n",
       "      <td>DAM</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-10-15 00:00:00-07:00</td>\n",
       "      <td>AS_CAISO_EXP</td>\n",
       "      <td>DAM</td>\n",
       "      <td>0.12</td>\n",
       "      <td>8.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.90</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-10-15 00:00:00-07:00</td>\n",
       "      <td>AS_NP26</td>\n",
       "      <td>DAM</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022-10-15 00:00:00-07:00</td>\n",
       "      <td>AS_NP26_EXP</td>\n",
       "      <td>DAM</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-10-15 00:00:00-07:00</td>\n",
       "      <td>AS_SP26</td>\n",
       "      <td>DAM</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
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       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>2022-10-15 23:00:00-07:00</td>\n",
       "      <td>AS_CAISO_EXP</td>\n",
       "      <td>DAM</td>\n",
       "      <td>0.13</td>\n",
       "      <td>6.49</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.75</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>2022-10-15 23:00:00-07:00</td>\n",
       "      <td>AS_NP26</td>\n",
       "      <td>DAM</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>2022-10-15 23:00:00-07:00</td>\n",
       "      <td>AS_NP26_EXP</td>\n",
       "      <td>DAM</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.51</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>2022-10-15 23:00:00-07:00</td>\n",
       "      <td>AS_SP26</td>\n",
       "      <td>DAM</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>2022-10-15 23:00:00-07:00</td>\n",
       "      <td>AS_SP26_EXP</td>\n",
       "      <td>DAM</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
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       "  </tbody>\n",
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       "<p>144 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         Time        Region Market  Non-Spinning Reserves  \\\n",
       "0   2022-10-15 00:00:00-07:00      AS_CAISO    DAM                   0.00   \n",
       "1   2022-10-15 00:00:00-07:00  AS_CAISO_EXP    DAM                   0.12   \n",
       "2   2022-10-15 00:00:00-07:00       AS_NP26    DAM                   0.00   \n",
       "3   2022-10-15 00:00:00-07:00   AS_NP26_EXP    DAM                   0.00   \n",
       "4   2022-10-15 00:00:00-07:00       AS_SP26    DAM                   0.00   \n",
       "..                        ...           ...    ...                    ...   \n",
       "139 2022-10-15 23:00:00-07:00  AS_CAISO_EXP    DAM                   0.13   \n",
       "140 2022-10-15 23:00:00-07:00       AS_NP26    DAM                   0.00   \n",
       "141 2022-10-15 23:00:00-07:00   AS_NP26_EXP    DAM                   0.00   \n",
       "142 2022-10-15 23:00:00-07:00       AS_SP26    DAM                   0.00   \n",
       "143 2022-10-15 23:00:00-07:00   AS_SP26_EXP    DAM                   0.00   \n",
       "\n",
       "     Regulation Down  Regulation Mileage Down  Regulation Mileage Up  \\\n",
       "0               0.00                      0.0                    0.0   \n",
       "1               8.01                      0.0                    0.0   \n",
       "2               0.00                      0.0                    0.0   \n",
       "3               0.00                      0.0                    0.0   \n",
       "4               0.00                      0.0                    0.0   \n",
       "..               ...                      ...                    ...   \n",
       "139             6.49                      0.0                    0.0   \n",
       "140             0.00                      0.0                    0.0   \n",
       "141             2.51                      0.0                    0.0   \n",
       "142             0.00                      0.0                    0.0   \n",
       "143             0.00                      0.0                    0.0   \n",
       "\n",
       "     Regulation Up  Spinning Reserves  \n",
       "0             0.00                0.0  \n",
       "1             4.90                1.0  \n",
       "2             0.00                0.0  \n",
       "3             0.00                0.0  \n",
       "4             0.00                0.0  \n",
       "..             ...                ...  \n",
       "139           4.75                1.0  \n",
       "140           0.00                0.0  \n",
       "141           0.00                0.0  \n",
       "142           0.00                0.0  \n",
       "143           0.00                0.0  \n",
       "\n",
       "[144 rows x 9 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = iso.get_as_prices(date=\"Oct 15, 2022\")\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 31/31 [02:47<00:00,  5.41s/it]\n"
     ]
    },
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Time</th>\n",
       "      <th>Region</th>\n",
       "      <th>Market</th>\n",
       "      <th>Non-Spinning Reserves</th>\n",
       "      <th>Regulation Down</th>\n",
       "      <th>Regulation Mileage Down</th>\n",
       "      <th>Regulation Mileage Up</th>\n",
       "      <th>Regulation Up</th>\n",
       "      <th>Spinning Reserves</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-01-01 00:00:00-08:00</td>\n",
       "      <td>AS_CAISO</td>\n",
       "      <td>DAM</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-01-01 00:00:00-08:00</td>\n",
       "      <td>AS_CAISO_EXP</td>\n",
       "      <td>DAM</td>\n",
       "      <td>0.15</td>\n",
       "      <td>6.34527</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.70</td>\n",
       "      <td>1.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-01-01 00:00:00-08:00</td>\n",
       "      <td>AS_NP26</td>\n",
       "      <td>DAM</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022-01-01 00:00:00-08:00</td>\n",
       "      <td>AS_NP26_EXP</td>\n",
       "      <td>DAM</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.75473</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-01-01 00:00:00-08:00</td>\n",
       "      <td>AS_SP26</td>\n",
       "      <td>DAM</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4459</th>\n",
       "      <td>2022-01-31 23:00:00-08:00</td>\n",
       "      <td>AS_CAISO_EXP</td>\n",
       "      <td>DAM</td>\n",
       "      <td>0.15</td>\n",
       "      <td>9.15403</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4460</th>\n",
       "      <td>2022-01-31 23:00:00-08:00</td>\n",
       "      <td>AS_NP26</td>\n",
       "      <td>DAM</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>4461</th>\n",
       "      <td>2022-01-31 23:00:00-08:00</td>\n",
       "      <td>AS_NP26_EXP</td>\n",
       "      <td>DAM</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.98700</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.24</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4462</th>\n",
       "      <td>2022-01-31 23:00:00-08:00</td>\n",
       "      <td>AS_SP26</td>\n",
       "      <td>DAM</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>4463</th>\n",
       "      <td>2022-01-31 23:00:00-08:00</td>\n",
       "      <td>AS_SP26_EXP</td>\n",
       "      <td>DAM</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
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       "<p>4464 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          Time        Region Market  Non-Spinning Reserves  \\\n",
       "0    2022-01-01 00:00:00-08:00      AS_CAISO    DAM                   0.00   \n",
       "1    2022-01-01 00:00:00-08:00  AS_CAISO_EXP    DAM                   0.15   \n",
       "2    2022-01-01 00:00:00-08:00       AS_NP26    DAM                   0.00   \n",
       "3    2022-01-01 00:00:00-08:00   AS_NP26_EXP    DAM                   0.00   \n",
       "4    2022-01-01 00:00:00-08:00       AS_SP26    DAM                   0.00   \n",
       "...                        ...           ...    ...                    ...   \n",
       "4459 2022-01-31 23:00:00-08:00  AS_CAISO_EXP    DAM                   0.15   \n",
       "4460 2022-01-31 23:00:00-08:00       AS_NP26    DAM                   0.00   \n",
       "4461 2022-01-31 23:00:00-08:00   AS_NP26_EXP    DAM                   0.00   \n",
       "4462 2022-01-31 23:00:00-08:00       AS_SP26    DAM                   0.00   \n",
       "4463 2022-01-31 23:00:00-08:00   AS_SP26_EXP    DAM                   0.00   \n",
       "\n",
       "      Regulation Down  Regulation Mileage Down  Regulation Mileage Up  \\\n",
       "0             0.00000                      0.0                    0.0   \n",
       "1             6.34527                      0.0                    0.0   \n",
       "2             0.00000                      0.0                    0.0   \n",
       "3             0.75473                      0.0                    0.0   \n",
       "4             0.00000                      0.0                    0.0   \n",
       "...               ...                      ...                    ...   \n",
       "4459          9.15403                      0.0                    0.0   \n",
       "4460          0.00000                      0.0                    0.0   \n",
       "4461          0.98700                      0.0                    0.0   \n",
       "4462          0.00000                      0.0                    0.0   \n",
       "4463          0.00000                      0.0                    0.0   \n",
       "\n",
       "      Regulation Up  Spinning Reserves  \n",
       "0              0.00                0.0  \n",
       "1              1.70                1.7  \n",
       "2              0.00                0.0  \n",
       "3              3.00                0.0  \n",
       "4              0.00                0.0  \n",
       "...             ...                ...  \n",
       "4459           1.50                1.5  \n",
       "4460           0.00                0.0  \n",
       "4461           2.24                0.0  \n",
       "4462           0.00                0.0  \n",
       "4463           0.00                0.0  \n",
       "\n",
       "[4464 rows x 9 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = iso.get_as_prices(start=\"Jan 1, 2022\", end=\"Feb 1, 2022\")\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ABShAAQpQgAIUoAAFPq2AaQMsbftR28ZV1Gqg135vkb9CW/Xl5uCGaZY3mGlfruWL3JDuTVCpdCEVumjbUYKedaN9SbT+YvvPv48wY/FGFXQYDbC0N5fJ+UJakTdsVW7cTwVPcs6PlKCBmwRGTWqXU6tiZKuNbKcpULGdGuOB9dMsq7bk7JxOA6ZDswjvEZyzdAtmL9mkLpFDyAvkyY5smdIh1+cZgx2iLL+Xc2x6DJujzqHp17G+egOYhGXDJy9VK1Jmju6KkkXyhttnOUepcJWOanXPrhUTLKsm5EDnxp3HqJU8A7o0DPZlWAuwbJkPW/soB5TLQeUjerdArUof364nX55lC5S4ygq9sEpYAZasDGvTe5IKJOUA//DmTlZ7WQd0UWV8ElB933Z4iDPkZFXf0ElL1Ba9wd2aqLmT57h9vylqe9jKOYPVgd4RjTs0VznjqkGHkWormmxJs7VoZ1fJlkDZGihvTmzadax6+cCkIf8fVEt7YQVY8jt59uQZlFKueAG1AlBWnOXMnsGyslB+J8/7l6VaRhiayIsk5IUSEYWhtowztABL7+eHLZ93tvRFu0ZC2nL1e6vA/fDG6ZatffIzCTStz827/c8DFZaXK54fU4Z1DPNW2uep9jcUXp+0/6Ogeb0K6NXuez3d57UUoAAFKEABClCAAhSgQBQQMG2ApR3+rL35T+ZCWyGwaEoffPPVx0O1tS/X8iV1yrCPZ61I0bZ/JU3siZ0/jFc/W7x6JybPW4ugKwys59hogKW1I9ut5EDi+w+e4snzF2p7nrx97fi22fCMH9fSX+tDpLX62ooTOWxbAi4p7fpOVgcn7109CamttulZ91/uP3PRRvis3R3i8ZVVLbIFUdtOp23tkbfRpUz28WwaKRL+SXCjHZqvGYfVZ+3takFXfUkwIgHJhoUjVHAgxTrgsWU+bO2jFtxJyNe+aXVdbzHTAix5K1yjWqXx/MUrXL1+G/KmNClamBKRQ1QdX1gBlsyxhHRBAwtt/uUsItlOJ9vqIhp3aJ+TWvCotWHLZ6lsISteq6sKfOXvRd5Ep60+lIDl1I65iBfXw9JUeAGWrLwbNW0ZDhw7H+LWskWuUa2yalWgXCdvj4zonDM5g2/YJJ9g2+tsGVNo14R3Bpatnx+2fN7Z2r+Ad4Ho2H+qehZkRWW7JlUtVfNX+Bg+agG89osHj56hRO1uIQ5yD3pPuaZWq8FqBaOshJNAPayi/R8OEt5vXjJabadmoQAFKEABClCAAhSgAAWil4ApAyxttZWsMlgb5PBs+TI6Zf5ada6UdvZOWAGWTLOsHgh4985yILB21o2cDyVbm0IrRgMs+fItr4XXVj9Zt31syyz11rfw+it1tDeEaQdTy+oHGYeshJIVUbYW+ZJ88cpfuHbjjjpjS3sTnHxBPLRhutriqK2uCKtNzTmiPmurrbRtX9r8WYcC1gGPLfNhax//+OsOarQYpIYiz42cufTNV5+rs80kqAivaAGW9TWyVXB031ZqS6KUiByi6vjCCrAkuJFtrNbbteSQ72I1u6oAVYLUiMYdmu3Pv/6BJl3GqO27smrJlqLVkcPFg67AkTcNyhvrxg9si8plClmaCi/A0i56/PSFOrBc3lgobyCU7bJStJVh8uKDvGVbR3hwuLzRUFaHjerb0vJ2UlvGFNo1oQVYkfH5Yf15Z0v/5L79xyxQ2yPl7YGThra3rG6V+vKMSMhnvQJL+1zSnhHre8lbLmX+JbyXc8jkPLKwysWrN1Cv3XD168jYomnLuHkNBShAAQpQgAIUoAAFKBD5AqYMsLTVG2FxSkBxdPMMxI7lHu6Xa+svdPLGs10HTkFWHFkfkq7dy2iApW1/kWBMDkDOkjGN2oYzYfYq9eXQ1gBL+qEFIXJmzJbdxzB32RYsnNTbEqQYeczkC6Wc7SVn1yyfOVBtqZPVFbJlKKyDuD9LmwL5vswWYYAR9OwtWalx8PgvarVc0O18QcelfRm2ZT5s7aO0L1tBZ/tsxt7DZ9W4pEhgJyvDrN+AF9RQC7AkqGrVoJI660fO6gn6hjS5PqIgxzrAiirjCyvAEls5Y876jW+y9VW2hWor7iIad2jPo7ZCR87W2rR4lE2P7Mipy7D6f6veQqtgvQLQlgDLup3rf99F1WYD1Y/P7l6gwk0tpPl5zwL1mRJa0cJWW86Wi2iwoQVYkfH5oTfAkpVXgycsUuG2hIayFVCe/aClfoeR6ozAX/cvVqG3VrTAWLYfy9btoEUC0Na9JkKuCXogfGgustW0Vc+J6u/V3s+4iNz5ewpQgAIUoAAFKEABClDAsQKmDLA6D5yutv60b1INcePEDiYsP5cVPzNHdUHJb7/SFWDJ6ijZahbeFyWjAVbVpgOCbRXUOj1grDe27DmmK8CSt37J27/k8PfNu4+qFUVBz5cK65GT1RQuLi5hvr1LzoiSs6KG9myGulWKW4KyM7vmI45HrDCfZFsCDNmyKG8ZlNU2W/YeU2eJWW/5sg54bJkPrU5EfQzaeQnU5EBoOSBe3pYW0dlh4R3iHrTdiByi6vjCCrC0cML6gG5tFaB2QHdE4w7twZE5+K5Glwi3j8kWwZiurpCVUEWqdVZNdWhaLUSTst1UtqIF3e4YVoCltRnWA92s2zh1xtdWn9HI9FlqaEHjoG6NUb96qRDV5L5ymL8UeRuivHnTniJbVAtX7ajeyCcrjqRExueHngBLQrQ+I+eqz1nZjjh+YBv1RlbrImfkyf+hsHHRSGTLlNbya+0zSs4nlL8vrchbRlt0H6/OzZKz7+QMvLCK9lkrv9dCdXtcWZcCFKAABShAAQpQgAIU+G8FTBdgyUqhItU6qS1+stXPumgHa2tnwOjZQnjo+C/oOGCaWlkye0z3YCsK5IucbNMzGmBpK4VObp9jOST6xcvXaNtnslrBoGcFlny5lC//2iqioG9EDO9xlC2Do6YtR7/ODUK8rl4CghY9JuD8pWtYPXeIOtRdDqWWw6lDO6dIVjPJShw5fNmWAEPbdiYr2+TLa53KxTGsV7Ng3bUOeGyZD1v7KIf+58qeUW3T1Ir2prSItl86KsCKKuMLK8CS8+AkGJIVeLJdVCvaOWzageW2zH9oz+XWvcfQf4w35ID7ueN6qP8MWmTLoAS8skJLAqUO/aeiSZ1y6Nuxfojmpnmvh/eK7Wq1j6z6kRJWgOWzZrd6s2KPNnWQyurMOHlDoazAkr+tX/YtUudsyTbb6s0HqaB42Yz+6pnXivwtDhznjT2HzqjVed3b1LH8ToIyMZSwTg7Cl7ef2lJOn7+K5t3HqW11sr1OSmR8ftgaYIlb54Ez1GeBhJR9OzUItm0w6Bh27j+F3iPnBhu7jFcO+pdz+WTuZJWdFPl7k3PVJPCL6LB77dmQFZJyxlxQc1sMeQ0FKEABClCAAhSgAAUoEPUETBdgbdhxBEMmLlZfFOULo3WRbS+yvUm+gEpYJCuOClZqr1YRBD3EXepZf6GTL15yOPWp81fU4cMVShWErFrase+kWtUlW9uMBljaSgVZVVGiSF5IoLP9x+Pqy5wUPQGWXK+FC/LftQPgI3o8JcCq136Eukz6ISFVymReuPzH3zh+5pLqS9AziSSYqNCwj/r5d998qfotZyJpZ2ZpwZmtAUaPYbPVF30pq+YMRu4vMgXrsnWAZct82NpHWUVz+MQFtbJMvgy/eu2HzXuOqfBw0eQ++Obrj4f+h1YcFWBFlfGFFWDJ+VASlErp2Kw6Mn2WCifPXcHarQdVgLxx8UgVbNg6/9a28hZICYy1c6ck5Mn8WWo8ePRUnc8mf4dSZNvp8ClLIat6wjoDSQsjtVVLMtdyrpWcjyWhadO65fFtgZxIlzo5JMCaOHe1alue6xxZP0Ps2O6QwEzri/X2Vu0tllJHAjIJZR4/ea62/968c1+Fb6vmDlEvYtDK5d//Rt22w1TwdWTTjDDPWpNtixIUqzD4tR+WrdurPr92rRiv+islMj4/bA2wJAiUQFAbq0sofxQSrMmKLAnwytbrqT4jmtYpp7ZGy2ekuARdQSZNyBZl+Z3Mx7cFcoVoNXXKJGpVqXzm5i7VQv1etu2m/59B0ApFCuRS/4cCCwUoQAEKUIACFKAABSgQfQRMF2BpX4Jky1y61MlCnSntrJyJg9ujWKEvUaBiu1ADrIqN+qovS3LmlVZkVdGsxRuxctN+y8/kC2iNCt9CApuTP/+Glj0nYGDXxmp1ghRtq5u2jUY7w0YOPZ42opO6Rs78ka2PEhZoRQ6KliBLvqgf3zobngni4tXrN2H2N+hgtZVm8qV/aI+mNj2xEjTIm/+27zuhVkMELTLGTi1qoF61ksHOuZF+T56/RoUHQYsEfHJ+jYRQtvZZVmTIGxPDWj1nHWDJ/SKaD802oj7KOT6zlmxSq7+0ImPu1rpWuNuY5FrtXCTtEPqwsCNyiKrj04IW6zfMyTjlnKK+o+ap/9SKrFAc1beV5QywiMYd3sMpIda2H49jjs/mYHMjdeRFBXWqFFdhR77ybdVB6vvWTAlzC6z8PUuYtG/tFIyftVId7B60yBlO5Yrnx627D7B++yG1fVQLkLXr5NmU51q2H1sXCcXGz16p7hH0GZLVabJVzvplAFpQJmfeSZthFc0/aJu9O9RTYatWIuPzI7TPu9D6FDTACqvP2vlg8vvb/zxAl0Ezgj0jEgyOH9QWCeLFsTShfXaH1aZ8lkiwLc9ErpLNw3ts1JsQ5XlloQAFKEABClCAAhSgAAWij4DpAqxPNTWy/UferiWrD5IlTRTmFho9/ZEvZvJlT1ZXpEqeRAVWRsvAcQuxefdPWO893ND2mjdv/fHw8TMVPqVI6hVsa11ofRIP2V4lY5AgIazDrI2OJ6J6tsyHLX2UQEzmVc5OS5YkkdoiFhVKVB+fBK3yvKROmTRYKBGZdhL83r33UG3dTZEscYRvh4yMe/u+fI2HT57jfeB7tZ0wvLPetPvJ38ytu/eR0DM+UiRNpFZ5hlZku5wEzT+unhRiq6L19fJmzifPXsDdzU0FgzFihGwzMj8/IsPOug3Zevjvgydq1Zj12YSOuB/bpAAFKEABClCAAhSgAAWilwADrOg1X5HSWwlg5M1o1lt0IqVxNkIBCtgtIAHx1+XaIOgqTLsbZQMUoAAFKEABClCAAhSgAAWisQADrGg8eUa7rh1cLlskK5YqaLQZ1qMABRwkIIfOy9sMfab1Q/482R10FzZLAQpQgAIUoAAFKEABClAg+ggwwIo+cxVpPd1/9Bye+75E5dKF4O7uFmntsiEKUCByBGRLqGwLDHoGVOS0zFYoQAEKUIACFKAABShAAQpETwEGWNFz3thrClCAAhSgAAUoQAEKUIACFKAABShgGgEGWKaZag6UAhSgAAUoQAEKUIACFKAABShAAQpETwEGWNFz3thrClCAAhSgAAUoQAEKUIACFKAABShgGgEGWKaZag6UAhSgAAUoQAEKUIACFKAABShAAQpETwEGWNFz3thrClCAAhSgAAUoQAEKUIACFKAABShgGgEGWKaZag6UAhSgAAUoQAEKUIACFKAABShAAQpETwEGWNFz3thrClCAAhSgAAUoQAEKUIACFKAABShgGgEGWKaZag6UAhSgAAUoQAEKUIACFKAABShAAQpETwEGWNFz3thrClCAAhSgAAUoQAEKUIACFKAABShgGgEGWKaZag6UAhSgAAUoQAEKUIACFKAABShAAQpETwEGWNFz3thrClCAAhSgAAUoQAEKUIACFKAABShgGgEGWKaZag6UAhSgAAUoQAEKUIACFKAABShAAQpETwEGWNFz3thrClCAAhSgAAUoQAEKUIACFKAABShgGgEGWKaZag6UAhSgAAUoQAEKUIACFKAABShAAQpETwEGWNFz3thrClCAAhSgAAUoQAEKUIACFKAABShgGgEGWKaZag6UAhSgAAUoQAEKUIACFKAABShAAQpETwEGWNFz3gsa4nkAACAASURBVNhrClCAAhSgAAUoQAEKUIACFKAABShgGgEGWKaZag6UAhSgAAUoQAEKUIACFKAABShAAQpETwEGWNFz3thrClCAAhSgAAUoQAEKUIACFKAABShgGgEGWKaZag6UAhSgAAUoQAEKUIACFKAABShAAQpETwEGWNFz3thrClCAAhSgAAUoQAEKUIACFKAABShgGgEGWKaZag6UAhSgAAUoQAEKUIACFKAABShAAQpETwEGWNFz3thrClCAAhSgAAUoQAEKUIACFKAABShgGgEGWKaZag6UAhSgAAUoQAEKUIACFKAABShAAQpETwEGWNFz3thrClCAAhSgAAUoQAEKUIACFKAABShgGgEGWKaZag6UAhSgAAUoQAEKUIACFKAABShAAQpETwEGWNFz3thrClCAAhSgAAUoQAEKUIACFKAABShgGgEGWKaZag6UAhSgAAUoQAEKUIACFKAABShAAQpETwEGWNFz3thrClCAAhSgAAUoQAEKUIACFKAABShgGgEGWKaZag6UAhSgAAUoQAEKUIACFKAABShAAQpETwEGWNFz3thrClCAAhSgAAUoQAEKUIACFKAABShgGgEGWKaZag6UAhSgAAUoQAEKUIACFKAABShAAQpETwEGWNFz3thrClCAAhSgAAUoQAEKUIACFKAABShgGgEGWKaZag6UAhSgAAUoQAEKUIACFKAABShAAQpETwEGWNFz3thrClCAAhSgAAUoQAEKUIACFKAABShgGgEGWKaZag6UAhSgAAUoQAEKUIACFKAABShAAQpETwEGWNFz3thrClCAAhSgAAUoQAEKUIACFKAABShgGgEGWKaZag6UAhSgAAUoQAEKUIACFKAABShAAQpETwEGWNFz3thrClCAAhSgAAUoQAEKUIACFKAABShgGgEGWKaZag6UAhSgAAUoQAEKUIACFKAABShAAQpETwEGWNFz3thrClCAAhSgAAUoQAEKUIACFKAABShgGgEGWKaZag6UAhSgAAUoQAEKUIACFKAABShAAQpETwEGWNFz3thrClCAAhSgAAUoQAEKUIACFKAABShgGgEGWKaZag6UAhSgAAUoQAEKUIACFKAABShAAQpETwEGWNFz3thrClCAAhSgAAUoQAEKUIACFKAABShgGgEGWKaZag6UAhSgAAUoQAEKUIACFKAABShAAQpETwEGWHbO2z+P/exsQV/12O6uiBPLFU98/fVV5NUUMKlACi8PPHjqh/cfTArAYVNAh0B8j5iAiwt8XwfoqMVLKWBOgRguQLJEHvj3yaf9d0FzanPUziDgFd8dr98G4o1/oDMMJ8wxpErs4dTj4+Ao8F8KMMCyU58Blp2ArE4BBwswwHIwMJt3KgEGWE41nRyMgwUYYDkYmM07nQADLKebUg6IAp9cgAGWneQMsOwEZHUKOFiAAZaDgdm8UwkwwHKq6eRgHCzAAMvBwGze6QQYYDndlHJAFPjkAgyw7CRngGUnIKtTwMECDLAcDMzmnUqAAZZTTScH42ABBlgOBmbzTifAAMvpppQDosAnF2CAZSc5Ayw7AVmdAg4WYIDlYGA271QCDLCcajo5GAcLMMByMDCbdzoBBlhON6UcEAU+uQADLDvJGWDZCcjqFHCwAAMsBwOzeacSYIDlVNPJwThYgAGWg4HZvNMJMMByuinlgCjwyQUYYNlJzgDLTkBWp4CDBRhgORiYzTuVAAMsp5pODsbBAgywHAzM5p1OgAGW000pB0SBTy7AAMtOcgZYdgKyOgUcLMAAy8HAbN6pBBhgOdV0cjAOFmCA5WBgNu90Agywot6UvvZ7iz2HTiNn9gzIkiGNTR0cNH4RPkubAq0aVAr1+jdv/dG8+3h0aFoNRQvmtqlNXkQBWwUYYNkqFcZ1DLDsBGR1CjhYgAGWg4HZvFMJMMByqunkYBwswADLwcBs3ukEGGBFvSm9d/8xSn/fE3061kfTOuVs6mDt1kOR6/OMGNqjaajXSyiWv0JbjBvQBlXKFrapTV5EAVsFGGDZKsUAy04pVqfAfyPAAOu/ceddo6cAA6zoOW/s9X8jwADrv3HnXaOvAAOsqDd3799/wAvfV/DwiIVY7m42dZABlk1MvMhBAgyw7ITlCiw7AVmdAg4WYIDlYGA271QCDLCcajo5GAcLMMByMDCbdzoBBljGpnTt1oPYeeAU5oztjjgesSyNTPNejwePnmJM/9Y4cfYyJs9fi5t37uO13xtkzZgGzetVQNWyRdT1fm/80brXRLRtXAV3/32Eo6d+RcIE8TC4exO06jkR7ZtWQ5H8OfHvwyfoN3oBrv99F0+e+SJ50kSqjY7Na8AtpqtqSwKslMm8kCKZF3YfPI03bwPwfbUS6NqqtromtBVY0q9Jc1fj5LkriB3LTW0t7NW+HrwSxjeGwlqmFWCAZefUM8CyE5DVKeBgAQZYDgZm804lwADLqaaTg3GwAAMsBwOzeacTYIBlbEqv/nkLtVoNCbYl7/mLVyhctSN6tquLFvUqqnOsJBzKkyMzYsdyx4Fj57D9xxNYPnMgvsqVBb4vX+Obyh1UByQ0yp/nc3gmiIve7esF2+536+59SDBWMO/n8EqUANdu3MXsJZvQrXVttG5Y2RJgXbl2E4Xy5cC3+XNh39Gfcf7SNfRoWxct61cMEWA9ePQMJWp3w1e5sqJuleJ48twXC1dsR45sn2He+J7GUFjLtAIMsOycegZYdgKyOgUcLMAAy8HAbN6pBBhgOdV0cjAOFmCA5WBgNu90AgywjE/p922Hw93dDctnDlCNrNlyACOmLsPhjdORxMvT0vCHD7Il8DUeP3uBKk36o1e779VKLC3A+r5aSfTv1ABubjFVnfDOq3r1+g2ePvdVK7LixY1tCZtkBZYc4j5pSHvLfRt1Go2Hj59hz6qJIdqcOGc11m47hMMbpyGOR2xVZ/WWAxg5dRmObJqBxIkSGIdhTdMJMMCyc8oZYNkJyOoUcLAAAywHA7N5pxJggOVU08nBOFiAAZaDgdm80wkwwDI+pVv2HMOAsd7YvmwsMqRLiRotBqm3Bk4Y3E41KkHTpLlrsPfwWbWFUCuy9U/eBqgFWBMHt0fFUgUtv7cOsN4FBsJ7xXas23YI9x8+tVwnq6e08Cy0M7CmzF+LRat24sL+RfD3fxdsVVezbuNw5per+DxLekt70p879x5i3YJh+CLrZ8ZhWNN0Agyw7JxyBlh2ArI6BRwswADLwcBs3qkEGGA51XRyMA4WYIDlYGA273QCDLCMT6kETcVqdkWDGqVQvkQBdQ7Vkqn9UCBvdtVo/Q4jceefB+jXuSFyZc+AJF4JUa5+L9SvUVpXgDVj0QbMX75NbQeUc6rknKsxM37A3XuPDAdYsnoshmsM1Q/r8mWOzEgQL45xGNY0nQADLDunnAGWnYCsTgEHCzDAcjAwm3cqAQZYTjWdHIyDBRhgORiYzTudAAMs+6Z03KyV2LDjCCqXKYRT537DjuXj4OLigpev/FCwUnt0b1MHrRpUstykaPXOugMsCZvkbKwFE3tZ2pGVX7f/eRhugCUrwgID32Pr0jEhthAOHLcQJ36+jB3Lx8MjtrulXdnuKP1noYAeAQZYerRCuZYBlp2ArE4BBwswwHIwMJt3KgEGWE41nRyMgwUYYDkYmM07nQADLPum9Pfrt1Gz5WDVyIAuDdGwZhlLg7IiyzVGDPRs9z0CAwOxYecR7DpwSr09UM8Wwsnz1qrzqcYNaIMkiT1x5OQFzFu2VR3AHnQLoZyh1U/O0orpis27f8KKjfswvFdz1K5cLESAJQe+S/++++ZLtGtSFfHiekAOpl+yehcWTuqNhJ7x7INhbVMJMMCyc7oZYNkJyOoUcLAAAywHA7N5pxJggOVU08nBOFiAAZaDgdm80wkwwLJ/SuWwdHnj37Ets4IFP8fOXMKIKUvVuVJSZJWWvIWwU4saaN+kmmWVlvUZWH5v/JGvfBvLGw7v/vtIHdp+7uIfqp3cX2TC+8D38PCIBZ9p/dTPZJXWP/cf4ckzX8uAZOVXl5a14OoaA9ZtykVHT/2KUdOWW/onPytaMBemDu8cbFWW/UJswdkFGGDZOcMMsOwEZHUKOFiAAZaDgdm8UwkwwHKq6eRgHCzAAMvBwGze6QQYYDl2SmVL3t+3/4VXogTwjB/Xrpvdu/8YMWLEQPKkicJsR95S+O/DJ0iZzMvydsGIbvrc95UK05J6eaq3KrJQQK8AAyy9YlbXM8CyE5DVKeBgAQZYDgZm804lwADLqaaTg3GwAAMsBwOzeacTYIDldFPKAVHgkwswwLKTnAGWMcD69/fi74AXOJGmtrEGWIsCNgowwLIRipdRAAADLD4GFLBdgAGW7Va8kgIiwACLzwEFKGCvAAMsOwUZYBkDTP23j6p497NmxhpgLQrYKMAAy0YoXkYBBlh8BiigS4ABli4uXkwBBlh8BihAAbsFGGDZScgAyxigFmCdTF0bad345gljiqxliwADLFuUeA0FPgpwBRafBArYLsAAy3YrXkkBEeAKLD4HFKCAvQIMsOwUZIBlDJABljE31tIvwABLvxlrmFeAAZZ5554j1y/AAEu/GWuYW4ABlrnnn6OnQGQIMMCyUdH35Wu8CwxEIs/4wWowwLIR0OoyBljG3FhLvwADLP1mrGFeAQZY5p17jly/AAMs/WasYW4BBljmnn+OngKRIcAAK4ji3X8foXrzQahfvSR6tK2rfvPa7w36jpqPA8fOq3/O/UUmzBzVBUm8PNU/M8Ay9hgywDLmxlr6BRhg6TdjDfMKMMAy79xz5PoFGGDpN2MNcwswwDL3/HP0FIgMAQZY/1OUFVYNO47C9Zv/oGX9ipYAa+HKHVi37RCWzxwIj9juaN9vKjKkS4mRfVowwLLjCWSAZQceq+oSYICli4sXm1yAAZbJHwAOX5cAAyxdXLyYAjwDi88ABShgtwADLEBtDew0YBpSJE2MFy9fI03KJJYAq3broShXPD9aN6yssPccOo0ew+bg0sElcHFx4Qosg48gAyyDcKymW4ABlm4yVjCxAAMsE08+h65bgAGWbjJWMLkAV2CZ/AFwwPAfP30Bd7eYiB8vjs2tv/Z7C3f3mIjp6mpzndAuDHgXiMDAQMSO5W5XO6ysT4ABFoAxM1bgzxt3MH9CT/QdvSBYgJW/QjuM6ttShVhSfvvjb9RpMwzHt82GZ/y4uPfET5+4nVfHdnOFRyxXPH3pb2dL/231VDd8VAdOpeFbCP/bmXD+uydP5IGHz/zw/oPzj5UjpIC9AvFixwRcXPDSL8DeplifAk4vIAFW0oQeuP/00/67oNPDcoBOK5Aonjv83gbiTUCg045RBpbSy8Opxxd0cCXrdMf9h0+xcFJvFMqXQ/3q8IkLGD7FBwfWTXWIw/v3HzD/h63Ytf+U2j0lJY5HbHRsVh3Nvi8f7j393vgjX/k2mDm6K0oWyWtX/2Yt3oT9P/2MTYtH2dVOaJUHT1iMjTuPWH6VN2cW9GxXF/KfZi+mD7BWbd4PnzW7sXb+MHgmiKtWV2krsD58+ICcJZpjztjuKFboS/WsXP/7Lqo2G4h9ayYjZfLE+PCpvxS7AC7Ap79vJP+lxDg3V7X4V45G+CxW8IPxI/lWbM7kAi4u0f/vxeRTyOF/QgH5e5Hyyf+37ROOkbeiQGQK8H9jIlOTbTm7gPp7Uf8j49wj1f631LlH+XF0EmAFBLxDquRJsHreELVDydEB1uotBzBy6jLMG98TX+XKgmcvXuL42Uv47Y+bGNqjabjsEn5d/fMm0qRKhgQ6Vm2F1uiDR8/g+/IVMn2WOtKnWgKsV6/90Lt9PbVDbNHKHdix/yTO7/WGu7tbpN8vOjVo+gCrXP3eSJ8mOTL/78Hb/9M5tQRR2zYoK7BG92uFssXyqXm1XoHFQ9yNPe7aFsK9qaoih7uXsUZYiwI2CHALoQ1IvIQC/xPgFkI+ChSwXYBbCG234pUUEAFuIXS+50ACrA5Nq2PopCXqRWclv/0qRIAlq6RGT1uOU+evIFP6VOjUoqblu/W4WSsRM6Yrrv/9D85e+B0lCudB55Y1kTZVsjCx+oycp0KrBRN7hXrNtr3HcfD4L4gbJzZ2HzwNr4TxMahbYxQtmFtd36jTaAzs2gifZ0mPiO5fv8NI1ae9h8/i5p37qFetJDo0q67OxpZA6edf/8CQ7k3w54276DdmASqXKYRVm/ar+8i52nWrllD/XYIzn7W7sGT1Ljx55qtWq719G4DlMweEOgYJsGQxjewEk/L79duo2XIwdq0Yj3Spk6vfrd16EEvX7YGc5V2z4neoX6MUUiT1wu1/HqhxnT5/FbFjuaHQ1zlUOxJ8ifHEOavx1617KPPd16hfozRyZc+g7iFjbdOoMo6euogr126ibtXi2LD9CLwn9VbjlXL01K9qDAsn98Fb/wBMX7geO/adQCLP+Pi+WgnUrFhMXRteH+z9KzB9gLVmywE8931lcdy8+yd4JUyAKmUK4ftqJSFnYJUvUQCtGlRS1/AMLHsfuY/1tQBrfYpyKBQ7ZeQ0ylYoEIoAAyw+FhSwXYABlu1WvJICDLD4DFBAnwADLH1eoV19+eoHvPsPdmB+meN/S7StOiUB1tAezXDp6l/Yc+iM2k730+mLli2EEnJUaNgHObJ+hqZ1y+P0+SuY7bMZ672HqwBJXpAmoUq31rWQOUMaTJm3FgW/+txyHnVoBjv3n0LvkXPRuHZZFC+UB1kzpVUhlVZkd9XEuavRrklV5P48E9ZuO4hff7uOo5tnqktyFG+GZTMG4OvcWSO8v1wroVu7JtUQxyMWeo+chynDOqgwbNm6PTh0/BcsntoXF6/8hXrtR6htiRJa3f7nIUZPX245dmjTrqMYNH6RGlfhfDmw68ApLFq1E5cPfTxWx7pYB1gSVs1cvBGHN85AjBguKjwbNskHw3s1R4Z0KTB32RZ4xo+nXjTXpvckuLq6olvr2njh+wrrdxzGkO5NIeeFyVzIVkTp/56DZ7Bx1xHsXztFrZyTsUppWLMMUqVIjGLf5EHdtsMwondzVChZUP2u44BpKlzs16mBur8EXd3b1lH1h0/2Qfsm1VClbOEw+yChor3F9AGWNWDQLYTyO+8V27F++2H1FkJ5aNv1ncK3ENr71DHAigRBNmGrAAMsW6V4HQUABlh8CihguwADLNuteCUFRIABlv3PQbcBAXj5/2sv7G/QxhamjXFDvLghL9YCrDw5M6N03Z4Y1qsZ4sXxsARYx85cUmHGvrVTkDLZx103VZsOUAFK7w71VIAk2wC1F6Zt2HEEP2zYq4IwWanks2aX5aa5v8iE0kW/Vi9gk1VW85ZtxZ17D9Xvi+TPqdrLkiGNOh7opzMX1blcUmSrX4na3bDzh/Fq55V1gBXW/aWuXPvDrIGWs6f6jp6PJIk81b1CC7C0F71J3aLVO2NEnxYoUTgvGnceg3Spk6mdXVJkdVTz7uPCDbCOnbmIb776Av8+eIKLV29g/KC2lnO7ZBWZjKVRrTKqPQmSxs5ciRPbZ6NZ13FI4uWJAV0aIVmShBa/OT6bsX3fCUwe2kH97N27QBW6bVg4Atkzp1NjlW2ZRQvmstSRs8L/vn1PrXZ7+PgZitfqho2LRqpVYHKW2MCujZE3Z2Z1vZzZdf/RU8wY2UWtcgutDzY+buFexgDLisc6wHr1+g16jZiLIycvqCtzZsugDn3THgZuITT2GHIFljE31tIvwABLvxlrmFeAAZZ5554j1y/AAEu/GWuYW4ABlv3z770sEG/efPpDxFo1iQmPUBbPaAGWnBe9cOUOrNt2SIU7Y2b8oA5xl1Bj6oJ1ltVPIiDbDWXb25RhHUMEWLLbacr8ddizaqIKTKSuVvLnyY4aFYoGQ5RrJNyZuWgD3N3csGb+0BABllT4+GK2FihXvEC4AVbQ+0s96wBLVlW9C3yvztqKKMCq2KgvOjWviYqlCqowq1vrOqhV6TvVf1sCLAmlqpYtjB37TsI/IAAr5wyxbOWT9uTg+qSJ/z+gknanjeiEv27eQ78x89Xh+mlSJkWrhpVQp3JxtcVx/9FzyJYpbTDD9k2rqQDQeqxykfRBdqT9uHoSfjz6s9qSuWrOYNy4dQ+Vm/RXq+iCvoVRMhKZVxlfaH2w/y8AYIBlo6JsM5QD6iRJDFoYYNkIaHUZAyxjbqylX4ABln4z1jCvAAMs8849R65fgAGWfjPWMLcAAyznm/+gAdZrvzcoVrObWpHz5993VYB18Ph5dBowHce3zlYvTJMiq3M+z5JOrd6xXoFlHSCFJvba763aGRW0bN17DP3HeOOXHxdixcZ9wVZg3f33EcrW6wWfaf0gIVh4K7AcFWDJgpiUyRKr7Xu2BljaGViPnjxHjRaD8HXubCocki2EEipVK1dEbaMMrQQGvlch049Hz0Lelrh92Vhs3HlUraaSxTihldACLLlO7lXmu3zYsucntVJOQkTJRgpX6Yh1C4bhi6yf2dyHDOnsPzqIAZadnyMMsIwBMsAy5sZa+gUYYOk3Yw3zCjDAMu/cc+T6BRhg6TdjDXMLMMByvvkPGmDJ6FZu2q/OfkqeNJEKsJ4+90XZer1Rv3pJtGpYGWd/uYrOg2ZgztjukFVbRgKsVr0mIvfnGVGp1DdImTwJ/rxxB6On/6AOKZdD0WULoYQt8yf0wlt/f3Xm1rHTF7F39WS1gum/CLC27DmGUdOWo33TqkjqlVAdvi6rm2w9A0tbCSUBkpxtteCHbVi+fq9ylABJQrr12w+pM7Ymz1uL2pWLqS2LV/+8pQIoOXPM781btZVx3IA2qFCqIJ6/eIUfj5xFvtzZkDlD6lBXYMmcyrbOIRMXq4f3zK55auWXlBbdxyPgXSAmDG6nFvn8fv2WOtS+aZ1yYfZBVmzZWxhg2SnIAMsYIAMsY26spV+AAZZ+M9YwrwADLPPOPUeuX4ABln4z1jC3AAMs55t/6wBLDm0vXbcH3NxiqgBLyuETF9SRPLJCS4ocrt65RU313yXAksPU//+FaWcwZf5atYUwrLJi44/qAHTZIqeV4oXzqIPKJTjTDnHXfifb6CYObgc5Q0uKBFgSdH2V6+Mh7uHdP7QthIHvP6g3D0qAdPDY+Y+HuF+9gXrthiPoGViyhVDGKQegi8uMhRvUirRkSRIha8a0kIPdJRAKrVgf4i7XSNjUbcgsFUCVK54fU73Xq22MWpHVZbLKrPPA6Thw7Lz6sXg0qFHa4itbOuWsLG0u5ByteeN7qDOtwlqB9fKVHwpWao8GNUqpVXNaEf9hk30sRy3Jz9s2roIuLWuF2wd7/woYYNkpyADLGCADLGNurKVfgAGWfjPWMK8AAyzzzj1Hrl+AAZZ+M9YwtwADLPPOv2xp+/fhE3glTGA5x8leDTlH68XL12r1Tyx3N0tz2iHuc8d2h+8rv2BvKLT3nkbry/hl65+8rU+KvCjuyMlfVZBmT5ED7R8/eYEE8eMGc33z1h8vfF8HO8Rdu49sTZQ3EkrI6Bk/lJP5dXZI7iWruRJ7JUBMV1dL7fD6oPMWwS5ngGWPHgAGWMYAGWAZc2Mt/QIMsPSbsYZ5BRhgmXfuOXL9Agyw9JuxhrkFGGCZe/4/1eit30L4qe4b3n3OX7qGnsPnIEfWz+D31h8nzl5Wb0kslC9HVOhetOoDAyw7p4sBljFABljG3FhLvwADLP1mrGFeAQZY5p17jly/AAMs/WasYW4BBljmnv9PNfo//rqjthcWLZjrU90ywvvIlr1jZy7h4ePnSBAvDvLmyoLUKZJEWI8XhBRggGXnU8EAyxggAyxjbqylX4ABln4z1jCvAAMs8849R65fgAGWfjPWMLcAAyxzzz9HT4HIEGCAZaciAyxjgFqAtShpSZSPm85YI6xFARsEGGDZgMRLKPA/AQZYfBQoYLsAAyzbrXglBUSAARafAwpQwF4BBlh2CjLAMgaoBVhTExdB3fhZjDXCWhSwQYABlg1IvIQCDLD4DFBAtwADLN1krGByAQZYJn8AOHwKRIIAAyw7ERlgGQNkgGXMjbX0CzDA0m/GGuYV4Aos8849R65fgAGWfjPWMLcAAyxzzz9HT4HIEGCAZaciAyxjgAywjLmxln4BBlj6zVjDvAIMsMw79xy5fgEGWPrNWMPcAgywzD3/HD0FIkOAAZadigywjAEywDLmxlr6BRhg6TdjDfMKMMAy79xz5PoFGGDpN2MNcwswwDL3/HP0FIgMAQZYdioywDIGyADLmBtr6RdggKXfjDXMK8AAy7xzz5HrF2CApd+MNcwtwADLeeff3z8Az168glei+Ijp6mrTQAMD3+OtfwDieMSy6frwLnrz1h+uMWLAzS2m3W2xgagtwADLzvlhgGUMkAGWMTfW0i/AAEu/GWuYV4ABlnnnniPXL8AAS78Za5hbgAGW883/hd+uY+naPdhz6LRlcF/lyooJg9oiZfLE4Q74xNnLaNVrIo5tmYWEnvHswmnUaTRyf54RfTrWt6sd68p37j1Eufq9LT/2Shgf1cp/i66tasMtpm1BXaR2iI2BAZadDwEDLGOADLCMubGWfgEGWPrNWMO8AgywzDv3HLl+AQZY+s1Yw9wCDLCca/793vjjuxpdUPLbvOjYrDq8EibA9Zv/qECrVYOK+CLrZ+EO+OUrP9y8cx/ZMqe1edVWWA3euHUPHh6xkCKpV6QiawHWshkDkCxJQvxx/Q66DJ6BXu2+R/N6FSL1XmzMNgEGWLY5hXkVAyxjgAywjLmxln4BBlj6zVjDvAIMsMw79xy5fgEGWPrNWMPcAgywnGv+JTSq3KQ/Vs4ZjC+/yBTq4MbNWql+/tfNf3DszCXkzZkFY/q3RrrUyVTYNWCMt6rv6hoD9TuMRInCebD38FkVbNWrVhIdmlWHR2x3/HnjLvqNWYDKZQph1ab9qs2W9SuibtUS6r9Piz0XdAAAIABJREFUmL0KmTOkRs2K32Hb3uM4fPICPOPHxda9x5E9czp0alEDBfN+rq71ffkaE+asxu6DH1eN5c2ZGVkzpVWhlHXRAqzdKycgbapk6tfdhsxS2x5lHFIkyJu+cD127DuBRJ7x8X21EqhZsZjq98mff8PUBevw1617SJrYEzUqFEXrhpXx4cMHrN16EEvX7VH9kX7Xr1FKBXAy1oHjFqJf5wZYvn4vHjx6hmRJEqFQvi9Qp3JxSxc7D5yuPMoVL4B//n2EsTNX4OS5K/gyRyZ1Xbni+dW1Kzftxw8b9uLh4+dInyY5OjWvgeKF80Tbh5EBlp1TxwDLGKAWYPVMmAc9EkbfPyBjo2etTynAAOtTavNe0V2AAVZ0n0H2/1MKMMD6lNq8lzMIMMCyfxbfXTiND+8C7G9IZwtuXxcJUUNCmPIN+iCWu5tajZQre0Z8li5FsNVU7ftNxaWrf6nQRLYJzl6yGbk+z4jR/Vrh8u9/o27bYbiwf5Gqk6N4M2RKnwrtmlRTAVHvkfMwZVgHFC2YGxev/IV67UegZJG8KrS6/c9DjJ6+HMe3zVZBVccB05D780xo27gKfNbsxsS5q1Wfvi2QC7sOnFL3Wu89XI1hwFhv/PzrH6pPEujMWboZ7u5umDGyS4QB1mu/t6jcpB86NquBWpW+U9cPm+SDK9duonvbOnBxccHwyT5o36QayhTLh6/LtVF9qlTqG/x9+z5OnruMgV0bY8f+k6re8F7NkSFdCsxdtgWe8eNhZJ8WlrEmT5oItSp+h9ixP54RJoGXBGlyD83u0IZpSOgZH9WaDUCeHJnRuHZZ3Lj1L3qPnIu9qyfhwaOnkO2V4pgxfSqcv/Qn3r0LRIMapXQ+AVHncgZYds4FAyxjgAywjLmxln4BBlj6zVjDvAIMsMw79xy5fgEGWPrNWMPcAgyw7J//560q48OLZ/Y3pLMFz4Xb4ZIgYYhaslJq/vKt2LLnmPpdHI/YarVTw5qlVSglAdZXubKoVUdS5KysUdOW48imGfjtj5shAqwfZg1Uq7Sk9B09H0kSeaJ3h3qWUOfSwSUqwJFStHpnjOjTAiUK5w0RYP105iIWTvp4dpW2Uuz41tmIFctNhUqyeqpauY+h3JylW3D1z5vhBlilin6FmK4xceaXK8if53OM6ttCjVVWX+Ur30aFUrKSS8rGnUdw/9FTjOnXGgUrtUeXlrXQuHYZdb1WJFSS8KxRrTLqRxKAjZ25Eie2z8aVP26qsO70znmIG+djHVmFVaJ2N2g+Y2aswKMnzzBlWEecPPcbWvaYgKXT+1uul3BMzurKkDaFOmds3vieagWXrQfs63w8PunlDLDs5GaAZQyQAZYxN9bSL8AAS78Za5hXgAGWeeeeI9cvwABLvxlrmFuAAZb98/96xgh88Htlf0M6W4jbeQgQJ26YteQthLJNbt+Rn9VqogUTe6FI/pwhAqw//rqDGi0G4eD6aXj4+Fm4AZassHoX+B5DezQNNcCq2KgvOjWviYqlCoYbYGnhz/51UxAQ8E6tGtu+bCwypEtpc4AlAZxsc5y3bCsmDWmPCiULqrpaOPZ5lvSIHcvd4iPnZUm4JNv3ZBxSJJjr1ro28n2ZTYVvEmglTRw8FJw2ohPu3X+sAqygYZ3Ul7O3vDwToH+Xhvi2WmfItWIsgdngCYstwZ/WiRJF8qJJ7bIYO2sl1mw5oH4s2w17tK2DNCmT6nwCos7lDLDsnAsGWMYAGWAZc2Mt/QIMsPSbsYZ5BRhgmXfuOXL9Agyw9JuxhrkFGGA51/y/eesPt5gxVbATtEg406BmabWNznoFlpxPJWdZnd/rjWs37n7yACtZ4kRqVZSEUMUKfWlzgKWdgeW9Yjumea/HqjmDkfuLTHju+wqFq3TEugXDwjy0Xpx+v35bHW4vK7gObZiO79sNVyvAZMufddG2S1oHWEdP/Yp2fadgVN+WmLl4I35cPVnZHz5xAb1GzFWrt8JaYfX8xSv8euU6psxfi2yZ02HcgDbR9mFkgGXn1DHAMgbIAMuYG2vpF2CApd+MNcwrwADLvHPPkesXYICl34w1zC3AAMu55v/U+SuYOGc1Oreoqc61krOVfjxyBrK9bcnUfiiQN7sKsGQ1khyQ/uffdzFu5kqkTplErU4K7QysoFsIHbECSw5JlwPSz1+6prY1vvZ7o1ZV5c2VxaYzsOTcr/5jvbH/6DlsWTIKqVIkQYvu4xHwLhATBrdDEi9P/H79ljpjq+x3+dTWSjnUXc63Wr3lgDrQ/fjWWViyZpc6oH3O2O4q+Lr77yOs334IPdrWDXW1mTw57wIDUaJWNzx55qtWcmnbMiVEK123pzogvlvrWuohO/PL7wh4906dT/bi5WuULPIVXGO4YND4RYgXLw6GdG8SbR9GBlh2Th0DLGOADLCMubGWfgEGWPrNWMO8AgywzDv3HLl+AQZY+s1Yw9wCDLCca/7lDX3y5rtDx3+xDEy2xfXv3EC9VU+KBFhnL/yugiIp8iZALej57Y+/UadN8EPcrQOswPcfVNhy8eoN1Gs3PNi2OtlCKOGZbOeTN/JJiNamURX4rN2N42cuqW2MUmSrYvFa3XBg3VTIwej/Pnyi3lp49c9byJoxLd5/eI/Y7u6qX9YltLcQyoqqpl3Gwu/NW6yZPwwvfF9h2GQfHDl5wVJdDm6vX70UmnYdq96oKEW2GUp/ZeWXbLmc6r0ey9btsdTJnyc7fKb1C3Ws2kVyXtfsJZssY9F+LoGcBHPavWQeZJWVnKHVedAMi79sORzWs5kK3qJrYYBl58wxwDIGyADLmBtr6RdggKXfjDXMK8AAy7xzz5HrF2CApd+MNcwtwADLOedfVgY9feaLGDFiIHGiBMEGqW0hbFizjFpBlCBenP8cQfqhbbV7//4D2vWdjDw5s6BD02p29U2CLdmql9grQbCtfLICKjAwEIk844doX/ry+MkLJIgfFx6x//8MLaMdkdVYcs6XzIN22L2sGnv89IU6c0ve7hjdCwMsO2eQAZYxQAZYxtxYS78AAyz9ZqxhXgEGWOade45cvwADLP1mrGFuAQZY5pt/6zOwooLAwpU7sGPfCXWIuxzC/ujJc2xcNDLEgepRoa/sQ0gBBlh2PhUMsIwBMsAy5sZa+gUYYOk3Yw3zCjDAMu/cc+T6BRhg6TdjDXMLMMAy3/wfO3NJnQuVLVPaKDN42UJ45vxV+L7yQ9LEnij0dQ7Ei+sRZfrHjoQvwADLzieEAZYxQAZYxtxYS78AAyz9ZqxhXgEGWOade45cvwADLP1mrGFuAQZY5p5/jp4CkSHAAMtORQZYxgAZYBlzYy39Agyw9JuxhnkFGGCZd+45cv0CDLD0m7GGuQUYYJl7/jl6CkSGAAMsOxUZYBkDZIBlzI219AswwNJvxhrmFWCAZd6558j1CzDA0m/GGuYWYIBl7vnn6CkQGQIMsOxUZIClH/B2wEt8c3e9qtgzYR70SJhHfyOsQQEbBRhg2QjFyygAgAEWHwMK2C7AAMt2K15JARFggMXngAIUsFeAAZadggyw9AMywNJvxhrGBRhgGbdjTfMJMMAy35xzxMYFGGAZt2NNcwowwDLnvHPUFIhMAQZYdmoywNIPyABLvxlrGBdggGXcjjXNJ8AAy3xzzhEbF2CAZdyONc0pwADLnPPOUVMgMgUYYNmpyQBLPyADLP1mrGFcgAGWcTvWNJ8AAyzzzTlHbFyAAZZxO9Y0pwADLHPOuyNG/dz3FY6fuYTyJQrAxcVF1y0CA9/jrX8A4njE0lWPF0cNAQZYds4DAyz9gEEDrLrxsmBqkiL6G2ENCtgowADLRiheRgGegcVngAK6BBhg6eLixRTgGVhO+AyUrNMd9x8+VSOL4xEbRfLnxIAujZAsSUKHjvby73+jbtthuLB/EWK6uoZ7r0WrdiJNyiQoV7yAuu7E2cto1Wsijm2ZhYSe8SK1n826jUOhr3OgbeMqlnYvXvkL9dqPwJld85QRi30CDLDs8wMDLP2ADLD0m7GGcQEGWMbtWNN8AlyBZb4554iNCzDAMm7HmuYU4Aos55t3CbCa1C6HMsXy4cGjpxgxZSmSJ02EeeN7OnSwegKsLoNnIHvm9OjQtJrq08tXfrh55z6yZU4bYfildxASYH3z1Rdo16Sqpeqvv11H/Q4jcXrnPMSNwwBLr6n19Qyw7BRkgKUfkAGWfjPWMC7AAMu4HWuaT4ABlvnmnCM2LsAAy7gda5pTgAGW8827BFjdWtdG1bIfd9Ss3LQfc5duxtHNM9U/f/jwAWu3HsTSdXvg+/I1alb8DvVrlEKKpF54//4DfNbuwpLVu/DkmS8K5cuBt28DsHzmAAS8C0SjjqMwYXA7pE+TXLU1x2cz4seLg8a1y8I6wOo7er7aUijtZEqfCh2b10C54vmx59BpDBq/GLFjuSFV8iTIkjENmtergAFjvLFyzmC4usaAbEecMHsV9h4+i/jxPFC7cnG0aVRZhVvb9h7H4ZMX4Bk/LrbuPY7smdOhU4saKJj381An05YAS8KsIvlyYv9PP+OPv+6gStnCGNK9Kbc02vjnwQDLRqiwLmOApR+QAZZ+M9YwLsAAy7gda5pPgAGW+eacIzYuwADLuB1rmlOAAZb98773xW34f3hvf0M6W6jsmT7UGkEDLAmr+o6aD5cYLhg/sK26fsf+kxg2yQfDezVHhnQpMHfZFnjGj4eRfVpg066jGDR+EXq0rYvC+XJg14FTkO1+lw/5wN8/AHnLtsaGhSNUaCRlwFhveCVKgF7tvg8RYK3Y+CMyZ0iDxAkT4NCJXzB1wToc3zobb976o+fwOUiXOhlqVCiKeHE9VHAWdPthn5HzcPXPW6ofT569wNiZK1Uo17Bmafis2Y2Jc1er0OvbArlUHyU8W+893HCAlaN4M+TMlgEtG1TCw8fPMM17PQZ0aaj6xxKxAAOs/xnJUsKnz33hlTCBrqV9DLAifsisr2CApd+MNYwLMMAybsea5hNggGW+OeeIjQswwDJux5rmFGCAZf+8J7uwBA/fvbG/IZ0tPPyyOZLEDLn9TQKs5Em9VED0x/XbqtXpIzsjXeqPq6YadRqtVlA1qlVG/fOVazdVQHRi+2w07zZe1Rvdr5X63enzV9G8+zhDAZYczP779VsqiHrw6BlmLt6INfOHqqDIegth0NVbEpTlr9AOEwe3R8VSBVU/xs1aiVPnfsOmxaNUgPXTmYtYOKm3+t2NW/dQuUl/FY55JogbQtGWFVgSYP0wayDy5syi6o+evhy+r/wwbkAbnbNizstNH2C99nuDhh1HqeV7WmlQoxT6dWqolhTuP3pOPfTW5dxeb8Ryd+MZWAb+bhhgGUBjFcMCDLAM07GiCQUYYJlw0jlkwwIMsAzTsaJJBRhg2T/xjW7sw4tAf/sb0tnCDxlKI4Gre4haEmDlyZEFub/IiNlLNqNymUIY2qOp5bqi1Turg8uTJg5+qPu0EZ1Qo8UgdGtdB7UqfaeuNxpgybbDdn2nqPCq5Ld5kTJZYniv2I5VcwYj9xeZwg2wbt99oAKpnT+Mt2xV3P7jCQyfslQdum4dYEk4VqJ2N+xfN0Vtg7Qucjh83hyZ1RZGrZy/dE0FeT/vWYDYsdxhHWCt3nJAbaPcs2qizlkx5+WmD7Bk5ZU8mNXKF1H7Yo+fvaT+AGTv7Ve5smLf0Z/Rf4x3iGWCkhbLKzu5Akv/Hw4DLP1mrGFcgAGWcTvWNJ8AAyzzzTlHbFyAAZZxO9Y0pwADLOeb96BbCM9e+B1Nu45VbyGU7XdSarceimrliqhzq6xLrxFzVdjUs13dEAGWnIGVp3RLrJ47BLk+z6h+H9YWwsPHL6iQ6vi22eqsKikSEgULsDKlQ4dm1dXvgq7AevXqDQpX7YjZY7qheOE86vezFm/CzgMnVailN8AaPGExAgMDMaZ/a8twd+4/haGTlqhATOtb0BVYUuf2Pw/gM62f8z0gDhiR6QMsa9Prf99F1WYDsWXJaGTOkFoFWMMn+1gOorO+ngGW/qeSAZZ+M9YwLsAAy7gda5pPgAGW+eacIzYuwADLuB1rmlOAAZbzzbv1Ie7rtx9WYc288T1QtGBuLPhhG5av34s5Y7vji6yf4e6/j7B++yF13tSWPccwatpytG9aFUm9EqqD3mWLoZyBJaVx5zH4OndWtKhfEecvXsOg8QtRrfy3Ic7AOvvL72jZcwI2LhqpVkXJuVuyLU8LsKQPEq7NHN0Vr16/wb37j4OdgSWro+LFjY2hPZqpI4W6D52NssXyq2BNb4C159AZ9Bg2W72FsVC+L3D33iN0HjgdeXNlUeeAaQHWsF7NUKnUNzh66qI6B0zuVa9aSed7QBwwIgZY/0O9c++hekOCBFYVS36j3i4gRf656+CZKjmOFcsd+b7Mpt5oIG8lkMIAS/9TGTTAKh8nHRYl4x+rfkXWsFWAAZatUryOAgADLD4FFLBdgAGW7Va8kgIiwADL+Z4D6wBLRihnSElotdVnNNKmSoap3uuxbN0ey+Dz58muVhu99Q/AjIUbcPD4eSRLkghZM6ZVB7trK5UO/HROhWHyZkE5R0uO7/m2QG4V9vz2x9+o02YYLuxfhBguMVRo9OORs+oeJYvkxYFj5y2rt+TcKvm9HBkk507JgelaXflOL7+X7/vXb/6j6stKLDmPSt546LN2t3q74YKJvdTv5ND14rW64cC6qUieNFGICZWD7Kcv3KC2MGrlu2++VOd8eSWMr34kq8Pkv8u4pMjxRX07NbDkC873lETuiBhg/c9T0t75y7fh519/R7FCedTeXTe3mLh49YZ6/aYsR/zn/mMVcslDNrBrY1XzjX9g5M5IBK25xnBBjBguCHj36d8+EVkDvenvi+y/r1LNfRc3JfZkrBJZTbMdCoQQiOXmCv93gfjwgTgUoEBEAjFdXQC44F1g9P3fmIjGyN9TILIEXFwA95iueBvwaf9dMLL6z3Yo8KkF3GLGUG+AC3zv3P9SFtv940IHlv8XeBcYiMdPXiBB/LjwiP3xLC05eF2+18qxPFIk9Dly8ld1lI9WtHqhhUXWvo+ePFdnWCfy/BgUWZfHTz/e3y1m6PMj51vFiuVm2YZoz/wFBLzDvw+fqL7Imw+DFu0MrIzpUqn7yblYLLYLMMCysnru+wql6/bE4O6NUbVskRCSG3cegexTlbRXEtsnvp/2ED354I/tFgO+fu9sn+UoduWtgJfIe2ON6lWROCmwNU2lKNZDdseZBBLFd8czX384978qOdOMcSz/pYCH/Eu3C+D3ll/I/8t54L2jh4B85UoY3x1PP/G/C0YPHfaSAiEFZJXvm4D30fr/iLdlXmWlGUvEAnK4ec/hc5Aj62fwe+uPE2cvq7f9FcqXI+LK0fgK60Pco/FQ/pOuM8AKhb1io76oUaEoWjesHOK3sk+1Xd/JlrcIcAuh/uc26BbCQrFTYH2K8vobYQ0K2CjALYQ2QvEyCoBbCPkQUECPALcQ6tHitRTgFkI+A8EFXvu9wbEzl/Dw8XMkiBdHnROVOkUSp2eSs7+K5M+JJF6eTj9WRwzQ9AGWJL9Xrt1C6aJfI2GCuOrQNzlIbdmMAerQuJWb9iNbprTq0Lnnvi/Re8Q8texw8dS+aj4YYOl/LBlg6TdjDeMCDLCM27Gm+QR4Bpb55pwjNi7AAMu4HWuaU4BnYJlz3jlqCkSmgOkDrItX/kKH/lMth6gJbt+O9dGkTjnlPGX+WixatdNinvuLTJg4uB3SpEzKAMvgk8gAyyAcqxkSYIBliI2VTCrAAMukE89hGxJggGWIjZVMLMAAy8STz6FTIJIETB9giaO8LeDZi5d4+coPKZIlDnGw25u3/uqNA/HjxkFCz3jB6LkCS/+TyABLvxlrGBdggGXcjjXNJ8AAy3xzzhEbF2CAZdyONc0pwADLnPPOUVMgMgUYYNmpyQBLPyADLP1mrGFcgAGWcTvWNJ8AAyzzzTlHbFyAAZZxO9Y0pwADLHPOO0dNgcgUYIBlpyYDLP2Al/2foOw/W1VFHuKu34819AkwwNLnxavNLcAAy9zzz9HrE2CApc+LV1OAARafAQpQwF4BBlh2CjLA0g944s091P53DwMs/XSsYUCAAZYBNFYxrQADLNNOPQduQIABlgE0VjG1AAMsU08/B0+BSBFggGUnIwMs/YAMsPSbsYZxAQZYxu1Y03wCDLDMN+ccsXEBBljG7VjTnAIMsMw5744Y9XPfVzh+5hLKlygAFxcXXbcIDHyPt/4BiOMRS1c9Xhw1BBhg2TkPDLD0AwYNsHK4eWFv6qr6G2ENCtgowADLRiheRgEADLD4GFDAdgEGWLZb8UoKiAADLOd7DkrW6Y77D5+qgcXxiI0i+XNiQJdGSJYkoUMHe/n3v1G37TBc2L8IMV1dw73XolU7kSZlEpQrXkBdd+LsZbTqNRHHtswK8YI2ezs9eMJibNx5xNJMpvSpUK38t2hUqwxiubvZ2zzrA2CAZedjwABLP2DQACttzHg4maa2/kZYgwI2CjDAshGKl1GAARafAQroEmCApYuLF1OAAZYTPgMSYDWpXQ5liuXDg0dPMWLKUiRPmgjzxvd06Gj1BFhdBs9A9szp0aFpNdWnl6/8cPPOfWTLnDbC8EvvICTAevXaDz3bfQ/fl6/x62/XMXPxRuTNlQVThnWM9Pvp7Z8zXM8Ay85ZZIClH5ABln4z1jAuwADLuB1rmk+AK7DMN+ccsXEBBljG7VjTnAJcgeV88y4BVrfWtVG1bBE1uJWb9mPu0s04unmm+ucPHz5g7daDWLpujwp0alb8DvVrlEKKpF54//4DfNbuwpLVu/DkmS8K5cuBt28DsHzmAAS8C0SjjqMwYXA7pE+TXLU1x2cz4seLg8a1y8I6wOo7er7aUijtyKqnjs1roFzx/Nhz6DQGjV+M2LHckCp5EmTJmAbN61XAgDHeWDlnMFxdY0C2I06YvQp7D59F/HgeqF25ONo0qqzCpm17j+PwyQvwjB8XW/ceR/bM6dCpRQ0UzPt5qJMpAZaMeVTflpbfX7/5D+q1G4F+nRqgVqXvIFsYF6/eiVWb98P3pR9KFf0K/Ts1hGeCuBgzY4Uab8OapdV1LXtOQPum1dT9bt29j94j5sFnen/sO3JWV7+c6cljgGXnbDLA0g/IAEu/GWsYF2CAZdyONc0nwADLfHPOERsXYIBl3I41zSnAAMv+eb9/+QPev7O/Hb0tpPwy9HOmggZYEtz0HTUfLjFcMH5gW3WLHftPYtgkHwzv1RwZ0qXA3GVb4Bk/Hkb2aYFNu45i0PhF6NG2Lgrny4FdB05BtvtdPuQDf/8A5C3bGhsWjlChkZQBY73hlSgBerX7PkSAtWLjj8icIQ0SJ0yAQyd+wdQF63B862y8eeuPnsPnIF3qZKhRoSjixfVQwVnQ7Yd9Rs7D1T9vqX48efYCY2euVKGchEg+a3Zj4tzVKvT6tkAu1UcJz9Z7D7c5wJILewybDY/YsTC6Xyus234IE2avRu8O9ZAymRemL9yAVCkSY8bILljwwzYcP3sZPtP64cJv19Ggw0gV+onX1r3HVNi3afEo3f3SO99R+XoGWHbODgMs/YAMsPSbsYZxAQZYxu1Y03wCDLDMN+ccsXEBBljG7VjTnAIMsOyf963dAuD/0v529LZQdZob3OOFrCUBVvKkXiog+uP6bXXB9JGdkS71x1VTjTqNViuK5AwoKVeu3VQB0Ynts9G823hVT0IdKafPX0Xz7uMMBViyWun367dUEPXg0TO1bW/N/KHImS0DrLcQBl29JUFZ/grtMHFwe1QsVVD1Y9yslTh17jdLUPTTmYtYOKm3+t2NW/dQuUl/FY7JiinrEtoKLLlmmvd6dfaW9Kl+h5EqlBvao6mqvu/oz+g6eKZq869b/yiz83u9MWfpFly7cUe5HN82G+NmroCHRywV4Emwpqdfeuc7Kl/PAMvO2WGApR+QAZZ+M9YwLsAAy7gda5pPgAGW+eacIzYuwADLuB1rmlOAAZb9837aOxABbz7Y35DOFgq2iomYHiErSYCVJ0cW5P4iI2Yv2YzKZQpZghm5umj1zupw96SJgx/qPm1EJ9RoMQjdWtdR2+rsCbBk22G7vlNUeFXy27xImSwxvFdsx6o5g5H7i0zhBli37z5QgdTOH8Zbtipu//EEhk9ZijO75oUIiiQcK1G7G/avm6K2QdoaYPUYNgdx48RWK6nERFZ7yYowKffuP0bp73ti46KRyJguJfKUaaX63nvkPMwY1QVdBs3A8N7NMX6WrAyrg2KFvtTdL53THaUvZ4Bl5/QwwNIPyABLvxlrGBdggGXcjjXNJ8AAy3xzzhEbF2CAZdyONc0pwADL+eY96BbC/2PvTMCkqs70/1ZVb9DQQLPIvrmggEKI4gJGoyJERWNGTKITYqJG48QFTYLRMbaJGp2M+39M3GKCo+OCMRE1uBvBjSiKgogiIvvaQDdNQ9NV9X/OLU/36dvVVXdf3/s8PgldZ32/c7ff/b7vvLtoGX546e+0XQhF+J04zjj/Wpw2eYKWt0p//Pw3f9Bg0xUXntkOYIkcWGNPOBeP/uHXOPig4drvHYUQ/vPNRRqkEl5KIleVOEYde05bgLXvYFx0zre131QPrIaG3Tjq1P/A/9x4GY49aqz2+//701N47pW3Nail93SyArBWrFqP715wHX49YzqmnniUBu4mjD9Y86QSh9wV8dXZt2u7N1448xZUd6/Cex9+iuf/7/faeFav3wQB1uQczY4rSiuPAMumNQmwzAtIgGVeM9awrgABlnXtWDN+ChBgxc/mnLF1BQiwrGvHmvFUgAArenbXJ3Gf/cw/ce1/P4g/3nw5jj78EC2n00OzX8Ddv5uBkQcMxdoNWzD7mdc0D6S/P/8Grr/9Ifz0h6eid3V3LdG7CDEUObDE8YOLb8TXDzn9j/MfAAAgAElEQVQAP/7+SXj/o8/wnzffj9OmTGyXA+vdD5Zpyc6FB5PwihJ5t26446EWgCXGIODaXTdcioZduzWPJzUHlgjZ61JZgWsvPwfbdtRjxrX/gxOPOUwDa2ZBkboLYV19Az5aukILZzzy66Nw09UXIJlMaEDqr/94Hbdf9zMt/PL622dh/aZaPHFvDRKJBP78+Fz8/u5HceH0U3Hxj7+Djz9diWk/qdHCIUUIojjMjitKK48Ay6Y1CbDMC0iAZV4z1rCuAAGWde1YM34KEGDFz+acsXUFCLCsa8ea8VSAACt6dtcDLDFDkUNKQKun/3wDBvXvg9vum41ZTzzfMvnDxh6oJSnf07QXd97/JF5983306dUDBwwfpCV2F6F74nhl/kINhomdBUUerfKyUkwcf4gGliTUWfTyA0gmklqS9Bdff1erd9yEr+GVN95v8d4SeavE75+uWIOvjd4fV11ytgaERF2x06D4XeSgErsFikN4Yt101U+0HQ8FTBK7G977+59rv23euh3H/ttleOWJ27BP7x7tDCoA1l+fe137uwidFOM+5YQjNY+00tIS7e+7Gnfjqt/d3zJeUeau6y/BvkMHaL/LuQmgJaCfSI5//JmXazs9iuTy4jA7riitPAIsm9YkwDIvoAqwRO21Q88x3whrUAGDChBgGRSKxagAAAIsLgMqYFwBAizjWrEkFRAKEGDFdx00p9PYWluHqq6V6FRRpgkhEq8LjyThdSQOkbfq9bc/xEN3XdUilKyXDxbp1dxSuwOpVBI9unXNK/TWbbn+S0tSeX8X4YHl5aUtYYhuW2tHfQN2727KC8Lc7jvM7RNg2bQeAZZ5AQmwzGvGGtYVIMCyrh1rxk8BAqz42Zwztq4AAZZ17VgzngoQYMXT7h3N+v3Fn+GK6+7GqAOGonFPk5YLSuz2d+ShoygUFehQAQIsm4uDAMu8gARY5jVjDesKEGBZ144146cAAVb8bM4ZW1eAAMu6dqwZTwUIsOJp945mLULp3vjXYmzeugNVXTrjawfvjwF9e1EkKlBQAQIsmwuEAMu8gARY5jVjDesKEGBZ144146cAAVb8bM4ZW1eAAMu6dqwZTwUIsOJpd86aCjipAAGWTTUJsMwLSIBlXjPWsK4AAZZ17VgzfgoQYMXP5pyxdQUIsKxrx5rxVIAAK55256ypgJMKEGDZVJMAy7yABFjmNWMN6woQYFnXjjXjpwABVvxszhlbV4AAy7p2rBlPBQiw4ml3zpoKOKkAAZZNNQmwzAtIgGVeM9awrgABlnXtWDN+ChBgxc/mnLF1BQiwrGvHmvFUgAArnnbnrKmAkwoQYNlUkwDLvIAEWOY1Yw3rChBgWdeONeOnAAFW/GzOGVtXgADLunasGU8FCLDiaXfOmgo4qQABlk01CbDMC0iAZV4z1rCuAAGWde1YM34KEGDFz+acsXUFCLCsa8ea8VSAACueduesqYCTChBg2VSTAMu8gARY5jVjDesKEGBZ144146cAAVb8bM4ZW1eAAMu6dqwZTwUIsOJpd86aCjipAAGWTTUJsMwLSIBlXjPWsK4AAZZ17VgzfgoQYMXP5pyxdQUIsKxrx5rxVIAAK55256ypgJMKEGDZVJMAy7yABFjmNWMN6woQYFnXjjXjpwABVvxszhlbV4AAy7p2rBlPBQiw4ml3zpoKOKkAAZZNNQmwzAtIgGVeM9awroBdgJVuAta8lEL1wRl0HZS1PhDWpAIhUIAAKwRG4hADowABVmBMwYGERAECrJAYisOkAgFWgADLpnHCArCadgJlXWxO1qHqBFgOCclmDClgF2Bt/TCJZQ8n0W9CBsNOzRjqk4WoQFgVIMAKq+U4bj8UIMDyQ3X2GWYFCLDCbD2OnQoEQwECLJt2CAPA2roogWWPpDD0lAz6H+3/CzgBls1Fx+qmFLALsDa9m8DyJ1Loc2gW+01Lm+qbhalA2BQgwAqbxThePxUgwPJTffYdRgUIsMJoNY6ZCgRLAQIsm/YIA8Ba/WISq19KonpUFgdO9/8FnADL5qJjdVMKEGCZkouFY64AAVbMFwCnb0oBAixTcrEwFQABFhcBFaACdhUgwLKpYJgAVqpTFofX+A+wHq//DDO2vtGi/NJBZ6EqVWbTEqxOBfIrYBdgSQBMDyyusDgoQIAVBytzjk4pQIDllJJsJy4KEGDFxdKcJxVwTwECLJvahglgiamOr2lGSSebk7ZZXQ+w3h5wBgaVBiRBl825sXrwFCDACp5NOKLgKkCAFVzbcGTBU4AAK3g24YiCrQABVrDtw9FRgTAoQIBl00pmAdaujYBICj3g2DSSpQnTvVeUpdC5PIXa+ibDdaUHiagwYnoaPUf5u5MaAZZh07GgAwoQYDkgIpuIjQIEWLExNSfqgAIEWA6IyCZipQABVqzMzclSAVcUIMCyKatZgPXF00msfyOJfb+TwT6Hm0+obhdgDZuaQb+J5vu1KVOb6gRYTqrJtoopQIBVTCH+TgVaFSDA4mqgAsYVIMAyrhVLUgGhAAEW1wEVoAJ2FSDAsqmgWYAldjMTu5oNOiGDQZPMgyS7ACsIeXwIsGwuOlY3pYBTAKtqeBajL/A/h5ypybMwFTCpAAGWScFYPNYKEGDF2vycvAUFCLAsiMYqVIAKtFGAAMvmgrAKsKyCJLsAq7JfFmMu8/clnADL5qJjdVMKEGCZkouFY64AAVbMFwCnb0oBAixTcrEwFaAHFtcAFaACthUgwPpKwp0Njdi2ox7V3atQ2bminbD1O3ehOZ1Gj25d2/xmFWBZBUl2AVZFNTBuZrPthWOnAQIsO+qxrlkFCLDMKsbycVaAACvO1ufczSpAgGVWMZaPuwL0wIr7CuD8qYB9BWIPsHY17sbZ/3E9Pl2xpkXNs04/Hlf+7GykUkmI32defw9eeeN97fdDRu6Lu66/BL2qu2n/tgqwUp2yOLzGvCeUFYC1ck4S6+YntfFa7df+UmttgQDLSTXZVjEFCLCKKcTfqUCrAgRYXA1UwLgCBFjGtWJJKiAUIMDiOqACVMCuArEHWMLz6s+PzcVpUyag/z698Oa7i3HhzFvx0F1XYdzBB+D+R57FE3New0N3XY1OFWX46ZW3YdjgfvjtL39sC2CJykfdbN4TygrAknm35GKx0q/dhabWJ8ByUk22VUwBAqxiCvF3KkCAxTVABawoQIBlRTXWibMCBFhxtj7nTgWcUSD2AEsv4+cr1+LUc67G3x+8AfsNG4Azzr8Wk489DOeffYpW9PnXFuDymrux+NUHkUgkLHtgibZEKJ8I6TNzRBFgze47GUdW9DMjA8tSAcMKEGAZlooFqQDogcVFQAWMK0CAZVwrlqQCQgECLK4DKkAF7CpAgPWVgmvWb8bjT7+Kl+a9h5OOOwI/+/Hp2i+HfetCXD/zXA1iiePjT1di2k9q8Oac/0G3rpW2ANaI6Wn0HJU1ZUMnANb4mmaUdDLVraOF9R5YBFiOysvGdAoQYHFJUAHjChBgGdeKJakAARbXABUwpwABljm9WJoKUIH2ChBgfaXJ0s++xD0PzcF7Hy7DMUeOxbWX/xAlJSmM/uaPcPfvZuCYI8doJaWH1kuP3YJ++/TE9p1NptbVogcS2PxRrsqI04FBx5gDWKUlSZSVJNGw23j44cePJLBuQeswJ/w6i04mPb9MTbJI4Ud2fIr/2DCvpdScQSdhYmd6YDmpMdtqVaCqsgz1u5qQNXeqtTSwYm4CK+YCPfbL4us/o7JUINoKiI8k4tjdZD5HY7SV4eyoQJ6H6ATQtXMZ6hrMPQtSSyoQVwUqK0rQ1JzB3uZMpCXo3qUs0vPj5KiAnwoQYOnU31HfgBPOvALXzPgBTj1xguaBdcOV5+HEYw7VSuo9sMyAJFH/nTuyqP0s1+nQY4H9TkogmwHKuhhbBqlkAiWpBPbsNX7hV/sUvUy4MoGqgcb6c6PU/277FBeu+2dL0/8YejKOruzvRldskwqgc3kJGvc0wyK/wmfPAcufy6J6f+DwSxNUlApEWoHSVAJIJCL/chFpI3Jynikg7gidykuwa4/xj4qeDY4dUYEAKlBemkRzOot0xupTWQAnlWdIAtTxoAJUwB0FCLDy6HrSv8/E6d86Wst7JXJgTfnmeJx31slaSbs5sBbfk0LditxLcJ9Ds9i2FMg0J3D4b4w9/FgJIVT7FP2OvqAZVcPdWVBGWmUIoRGVWMYpBeyGEMpdPKuGZzH6AnqlOGUXthNMBRhCGEy7cFTBVIAhhMG0C0cVXAUYQhhc23BkVCAsCsQeYL2/+DMs/WwVTjj66+heVYlnX34b/3nzA5h151X4+iEH4L6Hn8HsZ/6p7ULYuVO5tkOhnV0I9QBr07s5mGV0Z0A7AEskjN9dC1jJveXkgibAclJNtlVMAbsAS+7iSYBVTGn+HgUFCLCiYEXOwSsFCLC8Upr9REUBAqyoWJLzoAL+KRB7gPXR0hW46Fe3oXZ7fYsVZv7H9zF92mTt3w27duPnv/kDXn97kfbv0SOG4a4bLkWfXt21f6/b2mjKeirAEi/E0hvLS4C137S05v3l10GA5Zfy8eyXACueduesrSlAgGVNN9aKpwIEWPG0O2dtXQECLOvasSYVoAI5BWIPsIQI2WwW2+t2YmdDI/r26YnSklwSW/UQubH27m1Gr+pubf4eJoAlgdmgEzIYNMl4Di2nTxYCLKcVZXuFFCDA4vqgAsYVIMAyrhVLUgECLK4BKmBOAQIsc3qxNBWgAu0VIMCyuSrsAKzKflk0rPcuhJAAy6axWT2UChBghdJsHLRPChBg+SQ8uw2lAgRYoTQbB+2jAgRYPorPrqlARBQgwLJpSDsAS+3azRDCRbenNFAmwgZFzi16YNk0OquHSgErAGv5YykgBex3RhrMgRUqc3OwNhUgwLIpIKvHSgECrFiZm5N1QAECLAdEZBNUIOYKEGDZXABhAFgLby7RkreLsMHVLybRf2IGQ6cGJ4Twgd7HYUrlYJuWYHUqkF8BKwDrzZm57Y8FWCbA4sqKkwIEWHGyNudqVwECLLsKsn7cFCDAipvFOV8q4LwCBFg2NQ0jwBKeWCKRu1/H/XUf49raBS3d39ZzAs7sur9fw2G/EVfALsCSGy+IXTzHzWyOuFqcXtwVIMCK+wrg/M0oQIBlRi2WpQIAARZXARWgAnYVIMCyqWCYAJaAVsKbROTCGn2BfwDr1u0f4JbtHxBg2Vx7rG5MAQIsYzqxFBUQChBgcR1QAeMKEGAZ14olqYBQgACL64AKUAG7ChBg2VTQKYAlPDuEh0exo6Ishc7lKdTWNxUr2vL7OzUppBsTGH1BMxbfU0KAZVg5FoyCAgRYUbAi5+CVAgRYXinNfqKgAAFWFKzIOXipAAGWl2qzLyoQTQUIsGzaNQwAS+bzEZBM5MPyOxSKHlg2Fx2rm1KAAMuUXCwccwUIsGK+ADh9UwoQYJmSi4WpAD2wuAaoABWwrQABlk0JwwSwxtc0Y0ENAZZNk7N6yBQgwAqZwThcXxUgwPJVfnYeMgUIsEJmMA7XdwXogeW7CTgAKhB6BQiwbJrQLMCSOwLqu3UzhFDdUU39/zanbrk6PbAsS8eKFhSwA7AE9P1kVgp1KxK+ey5amDqrUAHTChBgmZaMFWKsAAFWjI3PqVtSgADLkmysRAWogKIAAZbN5UCAZV5AAizzmrGGdQXMAqzdtdBCbcUhwLLY+IAAy7r+rBkuBQiwwmUvjtZfBQiw/NWfvYdPAQKs8NmMI6YCQVOAAMumRcIGsKQHmFGPL5vy5K1OgOWGqmyzIwUIsLg2qIBxBQiwjGvFklSAAItrgAqYU4AAy5xeLE0FqEB7BQiwbK4KqwAr1Smr7QwoD6NAycouhGrYoAiHql2SwIjpafQclbU5e2vVCbCs6cZaOQUyaSCZMq4GAZZxrViSChBgcQ1QAeMKEGAZ14olqYBQgACL64AKUAG7ChBg2VTQKsASOwGKUCWvAdbKOUmsm5/EsKkZ9JuYsTl7a9UJsKzpxlrAxreT+PypJEacnUbPQ4wBWLsA6+P7SrRz1e/dO2l/KuCFAgRYXqjMPqKiAAFWVCzJeXilAAGWV0qzHyoQXQUIsGzaNmwAa/WLSax+KYlBJ2QwaBIBlk3zs7rHCkgAa2b9EmB5bCR2F2oFCLBCbT4O3mMFCLA8FpzdhV4BAqzQm5AToAK+K0CAZdMEVgFWZb8sGtZ7H0K46d2ElpS6z6FZ7DctbXP21qrrPbCu6D4Wl3cfa60x1oqVAjIElgArVmbnZD1UgADLQ7HZVegVIMAKvQk5AY8VIMDyWHB2RwUiqAABlk2jWgVYVcOz2s5m8nArB5bcUU2GPzWsS2DRHSkIgDbmMgIsm+ZndY8VWHxPbkdANwGWPEfE1EZfIHYhZAihx2Zmdz4qQIDlo/jsOnQKEGCFzmQcsM8KEGD5bAB2TwUioAABlk0jhg1gNTcCC2pKIJLIH15DgGXT/KzusQKLbk9pnotuAqy6FcDie0q0makAS/z7qJubPZ4xu6MC3ipAgOWt3uwt3AoQYIXbfhy99woQYHmvOXukAlFTgADLpkXNAqx3alLa7oPiBVzkopKHVx5Yoj91V0Kb07dUnSGElmRjJQALb855QxFgcTlQAXcUIMByR1e2Gk0FCLCiaVfOyj0FCLDc05YtU4G4KECAZdPSZgGWhEd6gDXm0jQq+xffVa2iLIXO5SnU1jcZGrk+hFBUkhDAKDQz1JGJQgRYJsRi0TYKqOeP0U0IzCZx13tgLZ2Vg87ioAcWF2TUFSDAirqFOT8nFSDAclJNthUHBQiw4mBlzpEKuKsAAZZNfZ0CWCJUqWp48cGYBVj5cl7JPEJG+yw+KnMlCLDM6cXSrQr4AbBkOCEBFldiHBQgwIqDlTlHpxQgwHJKSbYTFwUIsOJiac6TCrinAAGWTW2DDrCkN4lIGj/6glzOKwIsm0ZndV8UkPnbROf9J2YwdGrG0DjsemARYBmSmYUiogABVkQMyWl4ogABlicys5MIKUCAFSFjcipUwCcFCLBsCk+AZV5AemCZ14w1oOW+EuGv4uhzaBb7TTO2CQEBFlcPFTCuAAGWca1YkgoQYHENUAFzChBgmdOLpakAFWivAAGWzVVhFWCJl+/lT6Raejcazmc2hJAeWDYNzOqBUUDNTUWAFRizcCARU4AAK2IG5XRcVYAAy1V52XgEFSDAiqBROSUq4LECBFg2BSfAMi8gPbDMa8YagB8ASw+amcSdKzHqChBgRd3CnJ+TChBgOakm24qDAgRYcbAy50gF3FWAAMumvlYB1ojpaSybRQ8sIf8V3cfi8u5jbVqC1aOuwKZ3Ey1ei256YG1dkmg5Nwmwor6qOD+9AgRYXBNUwLgCBFjGtWJJKiAUIMDiOqACVMCuAgRYNhW0CrBEyKCaHNrtEMLqUVkcOD2XM+iTWSnULknAaJ82JWpXnR5YTisaj/ZWv5jE6peS2mTV9Vxs9mZzYKmgjACrmLr8PWoKEGBFzaKcj5sKEGC5qS7bjqICBFhRtCrnRAW8VYAAy6beQQdY8mVc9VgRubfE3wmwbBqf1T1VQAVY6q6axQZBgFVMIf5OBVoVIMDiaqACxhUgwDKuFUtSAe0DZNcy7NqTxu4mYxvxhFW1/j07hXXoHDcVCLwCBFg2TWQVYI25NI1Fd7gfQkiAZdPArB4YBQiwAmMKDiTCChBgRdi4nJrjChBgOS4pG4y4AgRYETcwp0cFPFCAAMumyFYB1lE3NWPJfSns2Q7s3mrcG8rsLoSFAJbIw9VzVNamAuarM4TQvGasAS3/lVjP4qAHFlcEFXBHAQIsd3Rlq9FUgAArmnblrNxTgADLPW3ZMhWIiwIEWDYtbRlg3dys9Sy9SoyG8zkJsER+HxFa6PVBgOW14tHob/E9KdSt8BZgDZuawRdzcnm3xMFdCKOxljiLjhUgwOLqoALGFSDAMq4VS1IBoQABFtcBFaACdhUgwLKpYNABlgRkg07IYNCkjDZb6clCgGXT+KzuqQJ+ACxx3sjE8QRYnpqbnfmkAAGWT8Kz21AqQIAVSrNx0D4qQIDlo/jsmgpERAECLJuGJMAyLyA9sMxrxhrAottTaFif88Cq7JfFmMuMJQA1m8RdzbXVf2IG6+bTA4vrLz4KEGDFx9acqX0FCLDsa8gW4qUAAVa87M3ZUgE3FCDAsqkqAZZ5AQmwzGvGGsDCm0uwuzanREU1MG5mLgy32GEHYIkQW5l3S/TDEMJiavP3sCtAgBV2C3L8XipAgOWl2uwrCgoQYEXBipwDFfBXAQIsm/oTYJkXkADLvGasAbw5s6RFBgIsrggq4I4CBFju6MpWo6kAAVY07cpZuacAAZZ72rJlKhAXBQiwbFqaAMu8gARY5jVjDQIsrgEq4IUCBFheqMw+oqIAAVZULMl5eKUAAZZXSrMfKhBdBQiwbNrWKYBlNKG62V0I8yVxXzknqeX1MdqnTYnaVSfAclrReLRHD6x42Jmz9FcBAix/9Wfv4VKAACtc9uJo/VeAAMt/G3AEVCDsChBgfWXBHfUN2LNnL/r06m7KplYAVqpTFofX5BJQm90R0AmAJaGW3wCr2+4m7Kgow/lVI1FTPd6U7iwcLwWaG4EFNa0hhOo5VEwJ5sAqphB/pwKtChBgcTVQAeMKEGAZ14olqYBQgACL64AKUAG7CsQeYG2p3YHpl9yIL9ds1LTcd0h/nH/2KZh64lHav1+etxCXXHNnO50XvnAfystKYQZgiQTUIhG1mr8nzgBrUEkXrG7eiTO77I/bek2wu5ZZP8IKyHNHgKt0Y24nQqMJ1QmwIrwwODXHFSDAclxSNhhhBQiwImxcTs0VBQiwXJGVjVKBWCkQe4C1act2/G3uPJw6eQIqO1Xgodkv4MHH5uL1p+5Ep4oyvDTvPfzqxvsw+77r2iyMwQP6IJFIhBpgDZuaQb+JGc8XvAwhJMDyXPpQdrj+9STS6SxWzU2hangWdSu8A1hqf2agWSiF5qCpAAACLC4DKmBcAQIs41qxJBUQChBgcR1QASpgV4HYAyy9gGvWb8bk7/8CD911FcYdfIAGsK675c+Y97e78moddA8sme9KhVX58mLZXUhm6hNgmVEr3mV3bQQ+uLUEqYos0rsTBFjxXg6cvQcKEGB5IDK7iIwCBFiRMSUn4pECBFgeCc1uqECEFSDA0hn3qX/Mw3/e/IAGrKq7d9UA1qXX3IXTJk9AeXkZDh0zApOPPQwlqZRWc0Nto+HlIcKg3r0pF0J46JXNWr3PHk9h47sJ7H9mGvscmi3aVnlZCp3KUti+s6lo2Y7aX/ViEuK/wZMy2n9eH7ds/wD/ve0DSA+s73bZH7f3Zgih13YIQ387VgAf/bE191X1qCxql+Q8sCb+V+4cKnb06dEJm7c3Ilvg9NqzDdi6NIn+R2W0c0P8J45uw7PY8ZXHl/j3Edc1o6RTsR75OxUIrwJdKkqARAI7G/eGdxIcORXwSAEBsHp174RN24w/C3o0NHZDBQKpQPcuZWhsSmNPUy4XcFQPkb6CBxWgAu4oQICl6PrZF2tw1kXX44fTJuNnPz5d++WjT77A868tQLeulVi3cSsef/pVnHX68bj60h9ov6czxaGT7KJhSxYvXJVGZa8ETrwxB8AW/jmDL9/MYNw5SQw5KvfSXOgQr+6JBGC023ztL52TwSdzMjhwahIHTS3eZ7Exmf39NxvexW/Wv4uhZV2xsqkeP6w+EA8MOdZsMywfAwW2fJrBvP9uhaz7HZ/E8pdz/z793lawVUiKZCKBbDaLQmfqh49m8fkraRzxsyS2fwnt/BBHrwMS2PJpa01x3orzlwcViKoC4v4ijkLAN6pz57yogBUFxD0mwxPGinSsE0MFBPQVp4vxt6dwipQSE+VBBaiAKwoQYH0l69oNW/CDi2/AYWMPxI1Xno9UKj/Y+etzr+Oa//oTFr38gOaFFfQQwnxJ4oMSQjiqtBpL9tYyibsrp3Y0Gq1bASy+pxVUDTohg9Uv5c5NJ5O4q+fJnm2Jlj6Et6TwnJTHuJnNmgclDyoQVQUYQhhVy3JebijAEEI3VGWbUVaAIYRRti7nRgW8UYAAC8DyL9biRzNuwnETx+GaGdNbwgPzmWDeOx/hwpm34L3n70VFeRkBloV1KnNgHVneF2/t2UCAZUHDuFQhwIqLpTnPoChAgBUUS3AcYVCAACsMVuIYg6QAAVaQrMGxUIFwKhB7gLXs89X4zrnX4OTjj8DF534HyWTOu6Nzp3L06NYVjzz1MkbsOwgjDxiKHfU78Yvf/BGlJSn86baZWrmge2B9Miul5QwaMT2NnqNyDrtB8cAiwArnRcPLUfsBsHatT2Dd/Nx1gB5YXlqbfQVBAQKsIFiBYwiLAgRYYbEUxxkUBQiwgmIJjoMKhFeB2AOsf7zyDn7+mz+0s+DUE4/CTVf9BLfe8zge+L/nWn4/ZOS++P01F2Jgv96hAFiL70mhbkUCoy9oRtXw3DT8BlgztryBx3d+BgKs8F44vBq5HmDtNy0NEe4nDrdCCOu+SGLTu7ncBQRYXlma/QRFAQKsoFiC4wiDAgRYYbASxxgkBQiwgmQNjoUKhFOB2AMsI2bbvacJm7duR9fKzujerUubKmY8sBrWJbDojhSqhmcx+oLc7hv5clQVGlNFWQqdy1OorTe2CyEBlhELs0xQFdADLOFJuPyJJNKNCRjNRyV2ghE7RBXa+EA9DwmwgroaOC4vFCDA8kJl9hEVBQiwomJJzsMrBQiwvFKa/VCB6CpAgGXTtmYAlnwZJ8DKeWBNyVZjbqIWUzoPxgN9jrNpCVaPogJblySwbFbO40ocwpNw+RMlWmJ1JwGWBL3Cw0sFWHpNjfYZRVtwTvFQgAArHnbmLJ1RgADLGR3ZSnwUIMCKj605UyrglgIEWDaVtQuwVs5Javl2xO5qg36Pp3YAACAASURBVCZlio4mSh5YZyb3weOZjTiyoi9m951SdO4sED8FRCifDBn0AmCJ83DP9kRLCCEBVvzWXNxnTIAV9xXA+ZtRgADLjFosSwUAAiyuAipABewqQIBlU0G7AMtsPqooAaxplfvhiYblBFg212CUq+sBlvCA+vg+9zywCLCivJo4NyMKEGAZUYllqEBOAQIsrgQqYE4BAixzerE0FaAC7RUgwLK5KgiwzAsok7gTYJnXLm419ABrfE0zPryTACtu64Dz9U4BAizvtGZP4VfADsBqbshtFlJSmdshmgcViIMCBFhxsDLnSAXcVYAAy6a+BFjmBSTAMq9ZXGvoAZbYeXDR7Sk0rG+7s2YhfYwkcZc5sIQH1o4VCW3nznwHc2DFdSXGZ94EWPGxNWdqXwE7AGvBdSlks8CYS9Lajrc8qEAcFCDAioOVOUcq4K4CBFg29Q06wJIv+2MuTaOyf+4rn9mwRZsStatOgOW0otFtTwKsRBJIlmdxeE0a+XbWJMCK7hrgzLxVgADLW73ZW7gVsAOw3pxZok1e3dgn3Gpw9FSguAIEWMU1YgkqQAUKK0CAZXOFBB1gLby5fbgVAZZNo7O6ZwpIgDX05Ax6jcugrAt8BVhiF8Sq4Z5Nnx1RAc8VIMDyXHJ2GGIFnABYYvrqR8YQy8GhU4GiChBgFZWIBagAFSiiAAGWzSVCgGVeQHpgmdcsrjXWz0/iizlJ7DctjT6H5jwI/fTAIsCK60qMz7wJsOJja87UvgJOASzeW+zbgi2EQwECrHDYiaOkAkFWgADLpnXCCLCkV4vI9zNoUsamAuarE2CZ1yyuNfJ5CxJgxXU1cN5eKECA5YXK7CMqChBgRcWSnIdXChBgeaU0+6EC0VWAAMumbQmwzAtIgGVes7jWIMCKq+U5b78UIMDyS3n2G0YFnAJYqpdxGHXgmKmAUQUIsIwqxXJUgAp0pAABls21EWaA1X9iBkOn0gPL5hJgdRcVyAewPpmVQu2SRJuwwkJDcHIXQoZ5uGhsNh0IBQiwAmEGw4O4d+2buHXXUrwz5LvoJpIE8vBUAQIsT+VmZxFQgAArAkbkFKiAzwoQYNk0QNABltzl5qibm1tmKkMIRU4h8dXP64MeWF4rHt7+8gGs5U+kINaw0S/WBFjhtT9H7r0CBFjea26nxzM2zMWSpq24rsd4nNl1fztNsa4FBQiwLIjGKrFWgAAr1ubn5KmAIwoQYNmU0QzA2rokgWWzUloyagmOzO4IWFGWQufyFGrrmwyNnADLkEwsFFAFCLACahgOK7IKEGCFy7QCYL21ewNu6zmBAMsH0zkFsPzKSeqDZOwy5goQYMV8AXD6VMABBQiwbIpoBmDl83wiwFqOIyv6YnbfKTYtwepRVMAPgLV5YRK7a/OryRDCKK4yzklVgAArXOtBAqwruo/F5d3HhmvwERgtAVYEjMgpeKoAAZancrMzKhBJBQiwbJqVAMu8gAwhNK9ZXGsQYMXV8py3XwoQYPmlvLV+CbCs6eZULasAS3wkWXhzScsw6IHllEXYTtAVIMAKuoU4PioQfAUIsGzaiADLvIASYJ1XMhj3N6/CqNJqvDDgVPMNsUbkFcgHsFbOSWLd/CSMPvCbzYFFD6zILytOsIACBFjhWh4SYJ1fNRI11ePDNfgIjJYAq7AR07uBpvoEOvXORsDanIITChBgOaEi26AC8VaAAMum/QmwzAsoAdZtncdixq4PMKikC94eeIb5hlgj8grkA1hmw24JsCK/TDhBBxUgwHJQTA+akgDrzC7747ZeEzzokV2oChBgFV4Pyx5OYuuHSYyb2YyKaq4dKgAQYHEVUAEqYFcB3wFWNpvFytUbsGFTLYYP6Y99evfAqrUb0blTBXpVd7M7P9frE2CZl7gFYPWcgBlb3yDAMi9hbGoQYMXG1JxoQBQgwAqIIQwOQwIs5pI0KJjDxZwCWP0nZjB0asbh0fnfnAiTFOGSzB/pvy2CMgICrKBYguOgAuFVwFeA1bBrNy6ceSsWfvSppuBNV/0EU088CpdccydWrtqAp/9yY+CVDSPAyrcbopdCn7vpFczdtUrbNclLgLU9vQcfNm3BNzoN8HK67MuGAl4DLPESUfsxk7jbMBmrhlwBAqxwGVACLIbi+2M3pwCWuju1PzNxp1cCLHd0DXOrBFhhth7HTgWCoYCvAOvxOa/hrgeexC8v+j7+98kX8e//NkkDWAve/wQ/mnETXp19O/r06h4MpToYRRgBVt0KYPE9JfDrgUnd9ttLgHXx5nn4a8PneHXAt3FAabDXVaAXvYeD8xpgiXNi6xIg3ZhomWWqU7bl3/yK7KHx2ZUvChBg+SK75U7l/ZSh+JYltFWRAKuwfARYtpZXJCsTYEXSrJwUFfBUAV8B1uk//k9MPnY8Lpx+Kn7yi//G1ElHaQCrdns9jv72xXj0j9fi4AOHeSqI2c7CDLCqhmcx+oK02SnbLu8XwJL9zu47GUdW9LM9D6MNbN+5Bd279DJanOUUBSTAGjY1g34Tc+EVbubAEgBr07ut8EpvDAIsLs+oK0CAFS4Ln7j2aSzZW6sNeu3Qc8I1+AiMlgCLACsCy9jTKRBgeSo3O6MCkVTAV4B16g+vwre/NRE//t5JbQDW5yvX4tRzrsYLj/43BvQN9ou/FYCl5jow+zJeUZZC5/IUauubDC3IN2fmtmk+6ubmlvLSAyuuAEuELp7ZdX9D+tkt9JdN7+GqXR/h95VjcFbvr9ltLnb15Y6D+01Lax6DbgGsRben0LA+ofWRD2CJ5LPM4+HM8tu1PoGlf0li2KkZVI/kzlTOqOpcKwRYzmnpRUtHrJmNHZk9qMvsJcDyQnBdH1YBlnwOk811G55F9wOz6Dkqi4pe0bku0gPLh0UZ8C4JsAJuIA6PCoRAAV8B1m9vm4X5Cz7CX+78FX79X3/SPLCOP/rr+MVv/4APP/4crz15B1KpZKBlNAOwnAiHMgOwmhuBBTUlECFQh9e0eloRYHkHsG7d/gFu2f4Brug+Fpd3HxvotRzEwS1/IqUBJbcBlnzILgaw1HEEUa8wjEleB6OatDgMNig0RgKscFlQAKzVzTu1QS8ddBaqUmXhmkDIR+sUwEqWApm9QL8JGQ3uR+V4pyalheDTezkqFrU/DwIs+xqyBSoQdwV8BVjbdtTj3877NTZu3qbZYWC/3lr44K7G3fh/N16Kbx4VfI+VIAMs4TEiXsyF94jYwlgeBFgEWGG58AUFYAlvxboVbUFaWDQM2jglwPIrB1/Q9AjaeAiwgmaRwuNRAdbbA87AoNIu4ZpAyEfrFMCSMkTtuiijAAiwQr7QHRw+AZaDYrIpKhBTBXwFWELzxt1NeHzOq1jyyReob2jEsEF9cfpJR2P/YQNDYRICLPNm8jsHlpchhPTAMr8+1BqFAJZRD56+1Z2waVsjMgWiMop5YEnPLHpg2bOnqE2AZV9DN1sgwHJTXefbVgGW1/kdnZ9N+Fq0C7BkeLqcuV+pHdxSXgIs3jvdUjh87RJghc9mHDEVCJoCvgOsoAlidjwEWGYVA/wGWF6G8xFgmV8fxQCWCCkUYMvol2oCLHs2cLo2AZbTijrbHgGWs3q63ZoKsB7ofRymVA52u0u2ryhAgFV4ORBg8XTRK0CAxTVBBaiAXQV8BVjPv/YvrFq7scM5TJ82GeVlpXbn6Gp9Aizz8uoBVlWyFEsHn22+IZM1ZL8EWCaF87F4Pg8sAiwfDeJA1xJgRc3TwAFpAtEEAVYgzGB4ECrA8tK72PAAI16QAIsAK+JL3PHpEWA5LikbpAKxU8BXgHXljffi5XkL24kucmCJ461n7kZVl86BNopdgGX2ZdxMEveg58CaXTURZ9TN1+zrxfbf8kHfD4B1ftVI1FSPD/RaDuLgggCwRIiHgC36ZPJB1CsMYyLACraVCLCCbR/96FSA5eW9LVwquTdauwCrsl9W2wFXHlED+/TAcm/thbVlAqywWo7jpgLBUcBXgNWRDL/87R/RnM7g1pqLgqNUByMJMsCSydrFA9KYy4K3C6HI13HGhucjDbBmbHkDj+/8DGd22R+39ZoQ+PUctAF+MiuF2iVtdzAyC33NhBDKZO1CB7F7p9g9SfxNQCwCLGdWBwGWMzq61QoBllvKutMuAZY7uhpt1S7AUu85ok8CLKPKs1xYFSDACqvlOG4qEBwFAgmwFn38Oc666Ld4dfbt6NOre3DUyjOSMAAs/QNRUHYhJMAK9NIOxOAW35PSdv9TdzDyCmDJ5LoEWM4uhZVzklg3Pxm5FzVnVfKvNQIs/7S30jMBlhXVnKtDgFVYS3pgObfWCrW0+b0kNr6bwKhz00iUeNOn1V4IsKwqx3pUgApIBQIJsJZ/sRan/ehqPHFvDUYeMDTQ1iLAMm8emYuKAMu8dnGrEQSAJZLFi4MeWM6sPhkWKgDhuJnNzjTKVhxTgADLMSk9aWjAyj+39MMQQk8kb9OJXYAld7iVjUbVA2vQCRkMmpTx3kAx6THfs1JQp06AFVTLcFxUIDwK+Aqw3n7vY6zftLWNWvU7d+Gpf8zDjvoGvPjoLUilkoFWM4wAS+bG8utBiQAr0Es6UIMLAsASD957ticIsBxaGSrA6nNYBpm9wODJfLFxSF7bzRBg2ZbQ0wYIsDyVu11nVgGW6kks/r889Ckf/J2d/d6lBxYBln0tC7Ugn5VGTE+j56jcR7egHgRYQbUMx0UFwqOArwDr4qvvwCtvvN9OrcnHHobvnnYcDv/aQYFXMswAy68HJb8BlpcJ1WUOrCMr+mJ23ymBX89BG2A+gLV1SQLLZqVQPSqLA6e35nbraOxWc2DJEEICLGdXhQqwBEwXx1E30xPLWZWtt0aAZV07P2oSYPmhemufTgOsqHmmEmB5sz7ls9J+09KQXuPe9Gy+FwIs85qxBhWgAm0V8BVg7W1OI51u+wJaUpJCSSoVGjuFGWD59aDkN8DyMqE6AZa9UzkfwDKbw80MwJLQSvyvOARgGTY1gz3boOVtCsPDoT3F3a8tbSqT5BNgua+5mR6cAFhbPkgi3QTsM56edWa0t1KWAMuKas7VcQJgiTyPEub79VzmnCJtWyLAckvZtu0uuj2l7WYZhmcUpwDWF88ksbcugQPOKv4h02krNDXvwa/WvIzv9D4EEyoH5m2+f89OTnfL9qgAFfhKAV8BVhSsQIBl3op+ASz5oE+AZd5mftUIAsASLvm71iWw+qWkBrP6TeRLuZ31IG2qtkEPLDuKOlvXCYD11q9KkM3Qs85Zy+RvjQDLC5U77oMAq2NtZLoKUYIhhO6u04U3l2gQNAw6OwWwJBz14/nhw4b1+Nbm53FK2QDc038SAZa7y5utU4F2CngOsETI4Jp1mwyZQoQRlpeVGiprt5DIubVnz94Odz0Uubma02n06Na1TVcEWOaVjxPAknNlCKH5dSJq+AmwUuVZ7Yum2AFxx+dJDWCF4eHQmtLe1SLA8k5rKz05AbD8fLGwMucw11EBlpcfZ8KsmZNjJ8AiwHJyPVltiwDLqnLW6r21ez3O2PA8Cj3b0wPLmrasRQWMKOA5wLq85m48/9oCI2PDm3P+B926Vhoqa7XQltodmH7JjfhyzUatiX2H9Mf5Z5+CqScepf17V+NuzLz+npZcXYeM3Bd3XX8JelV3034PMsBSk4QKt2J5yK9ifrmq+w2wpnQejAf6HGd1yZiqR4BlSq52hf0EWJ32yWDb0iTG/TKNzQtzHlgEWPbsKWrnA1hiN0IZtmm/B7ZgRwECLDvqeV+XAMt7zdUenQBY4plMhBGKw6/nsp2767F42xc4ot8hjglKDyzHpCzaEAFWUYkcLTC3YRXO3fwKAZajqrIxKmBcAc8BlvGheVNy05bt+NvceTh18gRUdqrAQ7NfwIOPzcXrT92JThVluP+RZ/HEnNfw0F1Xa//+6ZW3YdjgfvjtL39MgGXRRH4DLC+9oQiwLC6Sr6pJ2DHm0jQq++d21nEjB9Y7NSmkGxPay4N46Bb/e8D306hbBfSfmMXqF+mBZc+SrbUJsJxS0p12CLDc0dWtVgmw3FLWWLt2AVb/iRnsXJdoAVgiN+DhNd7n9Ll442v4a+NKvNLnJIzo3MfY5IuUIsByREZDjUiAJdbT0KnBTnMQhRDCx+s/w4ytb2BUaTVeGHBqXhvRA8vQ0mUhKmBJgdgDLL1qa9ZvxuTv/wIP3XUVxh18AM44/1qIXRGFV5Y4hPeY8CJb/OqDSCQS9MAqsOyEB1iXQVl03qdtoTgCrEElXfD2wDMsnaRxriQTk6oeOm4ALBnypAIs0ac8CLCcW4XSpmqL9MByTl+7LRFg2VXQ2/oEWN7qre/NKsBS7yk7VrQCLNG+Hzl91OeyIyv6OSIqAZYjMhpqRAIssQOhGnFhqLLHhZwGWONrmlHicb50CbAKPdsTYHm8sNhdrBTwFWA1Ne3F3X/5O956dwnqG3a1E/6xP16Lrl06e2qQp/4xD/958wOY97e7UN29Kw771oW4fua5GsQSx8efrsS0n9S0hDcyhDC/eRo3Ae/fUoKeo7MY8YO2XxMJsDxd0qHuTD6UeQWw5M54lf2yGHNZ67olwHJuGUmbhgVgiWTkuzYmINZEHA4CrHBZmQDLX3s5AbBErsXaJbkQQr8B1m09J+DMrvs7ImrDugQW3ZHbVZzh945I2mEj8r5aPSqLA6d778FnZnZOAyw/PoARYJmxOMtSAecV8BVg/WHW3/H//vQUJn3jULz4+rs489RvorJzBR77+6sYMnCflrA956edv8XPvliDsy66Hj+cNhk/+/HpyGazGP3NH+Hu383AMUeO0Sp9vnItTj3narz02C3ot09PNO01fqNY9kwWy57NYsTJCYw4JfewsvXTLN64LYueBwATZiSLTjWRTCCVSKA5XdxFeNVbWXwwK4vBRyYwdnrrw9GurVm89J9ZdO6ZwAnXt/69aOcmChSa16QVc/D6zvV4cfgpmLTiGa3VPYf8xETr1oqWf3ivVvEbXfrhxeFTrTVispac65DSrvj0oO+brM3iYp2K9SrWqVivVs6Z0pIU9jYXPk+f/mnb80l/PuY7d2kdawpIm6q1Vftaa9W9WsuezWDZM8ARP0ugzyj99dKd66d7syneckrchhIJpNPWgd3TP82dbydcn2w5b4v3zBJWFCj/8J6WatN7jMB9g4610oxDdayvGYcG4EszRu4x+oGp95TGWkA8r8nj1D8UfxZ0eqLyWeW+gcdgevUIR5qXz4GiMfW515HG2UgbBeQzjNF3CT/lK0klkc5mkc3Yu17IOfvx/DCrdhnOX/NPFHq2LyvNwVseVIAKOK+ArwDruxdch8PHHYQLp5+Gw751Af7x8M0YPGAfPPHMa7jz/ifx6pO3oyTlzQVg7YYt+MHFN+CwsQfixivPR0p7iofmgXXDlefhxGMO1f6t98DavGOPYat8/rcE1sxLYMT3suh7WO7Cvf1zYNHdSXTfN4sxFxW/mJeXJFFelkTdrtbwpo4GsHZeAsv/lsDAo7PY99tt2/7nFUktz8/hVxcHYYYnqBSU88rXx+lrn8MbjRvw1IBv4fS1/9Bqbdovl1PMzaPP8j9pzY8u64lXBp/mZlctbcu5Cjfj94ae6UmfUerknRuSWk4qsU5lkm+z50zPqnJsq9+DQs9K4nxQD/35uPL5BL58IYEhJ2YxdHLx8zRKNnB6LtKmartjLsqg+75O9+RMe8seTWDDv9pet1tbjt5a6Fxeok1v157i95iOFP7nFbn79uFXp5mc35ll2GErfZY/2PLb97rujzv3mehyj4Wajx7QLSam8MDq0bUcW+uMPwuKNtV7yp5t0K4x8jjmFneeywrNRT6r3NnnaHyvyhkPLHmvFv3mew4tpi1/N66AfIYx+i5hvGXnS1Z1LsGepgz2NNtb53LO6vOh86PN3+KjdZ/hkk3ztB87en/p3a3cq+GwHyoQOwV8BVjHTZuBi374bZxxyjEYdew5eODWX+KIcSOxau1GfOvsmZh933U4aP8hrhtl+Rdr8aMZN+G4ieNwzYzpbaCZyIE15Zvjcd5ZJ2vjsJMDa/kTKYi8UCI+XcSpi8NsPp+KshQ6l6dQW99UVJdCYU8i54+byULlvPLtqON3CKGX+ajkXKuSpVg6+OyiNmOBtgp4HUIoe68ansXoCxhC6MZ6lPnG1LZHX9CMquFu9Ga/zXzXbfutBrcFJ0MI/QjtCK6y7oxMDSH0coMSd2YTvladCCHcsz2hPRvKw88cWE6GEMrnQDGvMORmCt/qax2xmsdTzd8ZxDlFKYRQ6Lt26Dl5ZWYOrCCuPo4pKgr4CrAEHBLQ6KIfnobzfv57DBmwjwaQRE4s8e+/P3gD9hs2wFWtl32+Gt859xqcfPwRuPjc7yCZzHlidO5Ujh7duuK+h5/B7Gf+qYUzir9dOPNWy7sQBg1giXm69aBEgJVbthJgFbrJubrAQ944AVbIDZhn+GEFWMOmZtBvor0vxmGwJgFWGKzUOkYCLH/t5QTAEjNY/VKrF7Bbz2WFlJLPKl4CrHk7VuCS9S/jrn4nYGK3Yf4aMuS9xw1gNTcCC2py3sJ+fCiRObAIsEJ+4nD4oVXAV4D1y9/+EavXb8b/3X0N5rzwJq688V7sO6Q/Pv9yHQ4YPhBP/el614X9xyvv4Oe/+UO7fqaeeBRuuuonaNi1W/v99bcXaWVGjxiGu264FH16ddf+bSaJOwFWW6jzQv9TceK6p7U/dvQFw8kFIB/0/fDA8mqOTuoVhLYIsIJgBWfHEFaAFZckxARYzq53t1sjwHJb4cLtOwGwEklg1QtJJEuATLN7HxaDBrBu3f4Bbtn+Aa7oPhaXdx/rryFD3rt6X/UDgJqRzwkPLHWHSwIsM+qzLBWIhgK+AqydDY3Y07QXPXtUaWo++ezreO3N93HQAUPxbyd9A/v07hEYlXfUN2Dv3mb0qu7WZkwEWPlNZMQD6+0BZ+CItbM9B1hehvMdsWY2Vjfv9GyOgTlhHBrIOzUppBsTbTwFzYbd9q3uhE3bGgvmwNJDFYYQOmTAPM0QYLmnrRMtE2A5oaJ3bRBgead1vp6cAFgDv5nGtk9TWDcvgboVbe93Xs3ODw8sAiznrEuA5ZyWRlqiB5YRlViGCringK8Aa/2mWvTt3QOJRHgTfxJgFQZY+fJsSajjF8ASI/bC40v0Q4Bl7+IlH8rUL4oEWPY09bs2AZbfFijcv12A5feX8WCr6/zoCLCc19RMi04ArEGTcqHJi+9J+Q6wnPSGKpYDiwDLzEorXJYAyzktjbSkAqylg85CVaqsXTXmwDKiJMtQAWsK+AqwLr76Dny5ZiO+f/rxOOn4I9Cta6W1WfhYiwArv/hblySwbFZuJyq9OzMBlo8LNmRd+wWwqkdlceB0JnF3Y7nkA1jqxhZu9GmnTRn6zRBCYyoSYBnTyalSBFhOKWmtHScB1qLbU2hY768HlpMAS30O1N9ThdoSYJ3ZZX/c1muCNQOwlqaAel8dX9OMkk7BFSZqIYTiY/yg0i4EWMFdchxZBBXwFWAt/OhT/O+TL+L51/6lSSt2Izzj5GNw8EEB3Y4qzwIgwMp/VogddcSLHwEWQwjtXDf9Alj6HZPUHT3XT1yD53eswFV9jkBKJC3x6FizdRUG9hzsUW/udUOA5Z62TrRMDywnVPSuDQIs77TO15OTAEvmfPQjh5EMIXQSYKnPgfqwfAIsZ9etel/1IyeUmdlEAWBJ+CrmTYBlxvosSwWcUcBXgCWnsHVbHZ57+W38399e1jyyRAL3s78zCd/+1kSUpHIQJKgHAZY9gHXmx3/Bqm6VHd4AnLL76r07W/JtiTa9DCHckdmDusxez/p0SrMgtJMPYDWsS2DRHSnkeyDON2YrObAKAazrR83FM03r8Hiv4zChizdA6U+b38M1DR/hxspD8MPe44JgGktjUHcOUhugB5YlOV2p5CTAGn1BM6rC8z3KFT3dbFR/Xzuyoi9m953iZpdsW6eAGwDLCwAhPCUX3ZnC8KkZ9P56tmXHZAKscC5xFWCNuTSNyv7ZwE7ECYClhqd6cb7oxVQBltiQalRZdTu9GUIY2CXIgUVAgUAALKljJpPFnx//B2754+Pan96c8z+BDyu0ArBGTE+j56jczcVsPp+KshQ6l6dQW99UdPmpXiMyx4KslA8MFG3QRAGjHljTNs7Vkpx39AXDRJcFi/oJsJjE3boV861TGaJUUZ3bPrnY4TTAmnHwc1jStBXX9RiPM7vuX6x7R36PSq4QNbwsLADrk1kp1C5JgCGExpayamMCLGOaWS2lv6+NKq3GCwNOtdoc61lQIKwASz6jyY81fnpgTek8GA/0Oc6C+qyif6YX/w76dddpgOXHfFWANbvvZBxZ0Y8Ai6cjFfBQgUAArC21OzQPrEf//ormgSV2HxQeWNOnTUZpSXQ8sGSCTvViS4AVH4DVUaJHD8/30HUVVID11u4Nnm79TYDl39KV120CLGM2IMAyppMTpfQAa1BJF7w98Awnmi7Yxu6mRjxR+xHO7HkIyksrXO8vyB0QYHVsHaMhhPQctL/CVQ8sP4COmRkQYJlRi2WpABXIp4CvAGvhR5/hf598oSUH1qRvHIppU4/FEeNGIpVKhsJiZjywCLByJlWTuEfdA0vNT+K2l1koThiTg/QLYPWfmMHQqbmdocShejMKDywCLJOG/Kp4Rx5YQYZDBFjmbE2AZU4vO6X9Alh31C7Ef9V9iJldD8ElPcMb0mxHe1nXKsBaOSeJdfOTGDY1g34Tc/camQPLi5AoeU+TofjyucyPEMIoAKw924HPHk1pnrrd9vM+fE8FWEEOyRfrnADLiSsP26AC8VbAV4AldiFc8ulKfP/bx+O0yRPRp1f30FkjyAAr3wOSFDjuIYRewSQCLHuntF8ASw9U9ABLhBCeXzUKl3cfa2+CBmtLD6zzVN3KDwAAIABJREFUq0aipnq8wVrBKybzl+lHRoAVHFvZzYGl2jjongDBUd3aSPwCWFHxCLWmettaVgGW3N1UhQ1RA1jr5yfxxZzcx+hCSdyjALDkM4L+45cTa6xYG/oPQwRYxRSz/7saQnhbzwl500kwB5Z9ndkCFehIAV8B1her1mPwgH1C422VT8QgA6x8D0gEWDkFCLDCcVEMKsASHlhebv0dle3G1cSr6gokwArO+WgXYKk2JsBy164EWO7qa6R1JwHWottTaFif0HI7ihyPbh5eeGDJPooBrCjkbpNz1W8A46YNZdt6gBXk+6kYc9Q8sAiwvFjl7IMKtFXAV4AVBWMQYOW3ovrlTb8ldBBCCAmwwnH2BRlgeZl4lgDLv/XKEEJz2hNgmdPLTmkCLDvqOVPXSYCVL82EM6Ns34rXACvfpivyvuZV7ja3tBTtEmAZV5cAy7hWLEkFqEB+BQiwbK4MAqz8Aqpf3oIAsN7avR5nbHi+ZbB+AKyOttq1uQQjXT3IAMvLsAcCLP+WOQGWOe0JsMzpZac0AZYd9ZypS4DVsY7qc2A+gFVTuwD31X0MAix7a5EeWM2oGm5PQ7O11RDCjvLGMYTQrKosTwWMK0CAZVyrvCXtAix548l3c8/XYUVZCp3LU6itbyo6cj9DCNUHF707vB8eWHqA1dG2t0VFNVlAzYHlVZ8mhxjo4kEGWF4+dMuHpSnoiQeGTvXMZnuzGZQmnNtQw0gI4d50E0qSpUgkEp7Ns1BHBFjmzECAZU4vO6UlwKpKlqIus1drau3Qc+w0aahuVHLyGZpskUIEWNYB1owtb+DxnZ8RYNlciHEEWOoOl36EqhNg2Vy0rE4FbCpAgGVTQAKs/AISYOV0IcCyd4IFBWDJkFiRW+LckX/Dkr21EC+NSwefbW+CBmvLB30vvb42pRsxbvVj+EX3r+HS7mMMjrRwsa1LElg2K9WukMzZkclmMHr5gzisrBf+MuQ0R/o00khtw1Y0pvdiQFXfdsUJsIwo2FqGAMucXnZKyw8z4rog8vJ5DbC8zANoRyezdXeuSWDNawkMnpRB530K1w4rwJIfOOXHUzd2ISzmgSXva16tW7PrwEx5OdfqUVkcOD1tpqrtsgRY9MCyvYjYABUImQIEWDYNFmSAVSifgtu7EBJgEWBZPbW2fpiAeIEYclIGYp2mOmVxeE3rA6FZr8W+1Z2waVsjMgV2tla3oBbj1idBlV/7RILWfz/yMaxu3unZy6LoyA+A9Xj9Z5ix9Q04Cc3Ur6bq+pB6S48SL73bxDgmfv4wVieb8NHgs1GVKmuzdAmwzJ3JBFjm9LJTmgDLjnod123ZdXZSRrsXFDqsAqxPZqVQuySBEdPT6Dkqd3PyMgdWRwDLSSgZBICVbsoiWZqA2w69+pxi7qzM/K3qPZvjkMSdHlherjD2RQWCpwABlk2bhBVgvVOTQroxAX1+KptytFQ3CrDOW/U0Fqea4HZ+KIYQOmVZ99t5/5YUGjclcMglaXx4Z0rbjUmEocojCABrR2aPFrLjRbhOFAGWgJLi+iMPPcASf/dKW9GX9JTMlxuPAMvcOU+AZU4vO6X9Algyd5GTsMOODk7XbQFYJ2QwaJI7ACsfrCLActaSmTTwzjUlqB6ZxYh/d9crigDLuO2cSOJOgGVcb5akAlFUgADLplXNACz5xU2N1zb7Mm4mB1ahh6GFN5dA9D2+phklnWyKkKe6UYB1xWdP4o3OWbidH4oAy3kbu9WiXJujL0hrX6SDCLCkB9bSQWe189hxQ5eoeWAJm4rrjzz6T8xg6NQMhAfWtI1zNQ83Aiw3VlLxNrt2KoFwV6jflcupZPZQAdZ+09IQXos83FHAL4Alr0cEWIBVDyy/AZbsXx9C6KRN1edAcQboP5i6HULYsC6BRXe0f4Zw42yUHm1Vw7MQzy5eHNkMsOj2JMqrE9i2tP0HIS/GYKUPAiwrqrEOFaACqgIEWDbXg1GAtXFBAhveTKJhfQJBAlj6BOs25Wiprj64jLk0jcr+rS8xahL3GVvna7k7vAZYt/WcgDO77u/UdDtsR82B5VWfrk/K5Q6CALCGTc2g38TWL+8dhRB6tZulH8lu3QghVL9S161ofeAWkEPADgGwTlz/d0+928RypgdW60lNgOXyBc7B5v0GWFM6D8YDfY5zcEbBaGrlnCTWzU+2CyXPNzozAGv9m0msfDqJsVek8flfkxDXQPV5UEIQNazQSUW2fZLUQum6j8i0hCtGGWBJmG50kyQ7WvsBsIxsimJnTm7VdQJgybykYox+J3HvCPpyF0K3VhDbpQIAAZbNVWAUYKk5duIGsPQ3FwIsm4su4tUlwBJAQzwU5nv4zJcbqyNZrOTA0nuO6AGWDCF0G7zKOcUJYB2xdrY2bXpg+XOiE2DZ072+sQ7v136Obwz4mr2GDNT2G2A5mR/PwHQ9KyJhhJFcQmYAlmxXfCARG1p0BLDc8lx888oSDWAd+bvmFoAlRBWeUfK5LEoeWARYnp0ypjpyAmCpH8kJsEzJz8JUIBIKEGDZNKMRgNXcCCyoKWnpSfV68juE0CkPrAs2v4bBJV1xdY+va/MsdHMhwLK56Hyqnt6TxbrXS9BrbBqders3CJmfrRjAkg/exUbiBsCSIYQP9D4OUyoHFxuC7d/9BFijSqvxwoBTbc9BvS4MPD6j5Tkr6ZTFxgVJLcxMemD5CbDyAUnmwDJnejU3iVsv4uZG5G3pSza+hicbV+LlPifhwM59XO2cAMsded0GWAKM7VjhA8CamXsOFcBKXtfkv6UXql8Ayw1vZgmw9BvBuLFqZIqQyn5ZjLnMmxDCOHtgqe8YbnksFlont27/ALds/0ArQg8sN84otkkFCitAgGVzhRgBWPotbqMGsOrSTTho9SOaktJrwgjAEvmDfrz5FYYQ2lyDXlXf+HYSK+cmsM/Xs1q+IrcO6a0YBoDlVVioBFhVyVIsHXy2W9K3aVc+oDm5I6A+ObJ8AA8DwJJj9ER8Hzux64EVd4B1xoa52j3Ni2sDAZY7J4rbAEtcS8RzoeceWArAkp7OeoDlZFio1FFaqVAOLDcBlpyjO6sl16o+p5ibfcm2CbCSmhR+fChRAVZHnqgMIfTiLGAfcVWAAMum5YMMsBbdnmqXc0tOVz68OOGBJfLW6L0mCgGsg1Y93JLjRj7sux2KJfP5yPlf0X0sLu8+1qb1C1dXwZ4oeV31eJxXNdLVPt1sXNrU7Rd5CbCGnpLGymdSyPdFU5Yxsoummx5YXqwjYVO3k93mWzdeAqzqUVkcOD0NdbMFP0IIC3lgub3u3Tx3zbRNgGVGrfZlCbDs6ed17WxzFmvnJdF7bBblPXK9S28ap0MIJeQQ1zvhme8XwBLPfR/fl9vIRxziPio9sJwMCyXAcnc1E2ARYLm7wtg6FQiuAgRYNm1jBGCpN5lEEjjihmaI/xWHmyGEhSCVnwBLPiiJF9QoAywV7AlbewU7bC7pDqt7DbDE9uWiz3y7+rgNsPQu6WoOrGMOe6BFI69sGnWAJW0cRIAlPwQQYBm7stADix5YxlZKMEptfCepJVSXO6GKUZkJGzaTA0v10inrnvUUYKmRAEEEWC/0PxWjyqodXRQiz9iyWakWSOdo47rG/PDAUuenDscIeHVTi2JtO50Dix5YxRTn71QgegoQYNm0qRmA1WtsFiJ5Z2mX1h35ogCwljTV4sR1T2tKGgkhdApgLdqzBWuaG3By5ZCiVvTDA4sAq6hZ8haQcMpPgKVPCuo3wJKgVz3HrKlrvJaXHlj5AJYIMa5KlRkfsI2S8pqUzwNLwn4CLGMCxx1gnbj2aSzZWxuLEEIn8+MZWV3bdtaie2UPJEQmcoeOfB9m3AZYIidTZb/2HlhyLPpdcJ2YqgqwxM7Qi+7IgR1x+OWBpd7X3PDCV69FRry17ejsB8BS50eA1fpeZceORuuqIYQdXQcZQmhUTZajAuYVIMAyr1mbGmYAVj5PkigArHxeE4USLDoFsI5f+zd8snc7Ph50FroVedElwLK50JXE/PnWsf3WW1uQAKvfxDTWz0+57oGlz1EnRkKABagPaE6F83WUAysfwHIjJ0pH61Rek/Il5SfAMnd2xx1gyU1KopwDS4IHJ/PjFVtlG3dtxbhNc/CzzgfgV32OKlbc8O9+ACwxOHHN04cQ6q+PhidhoKB6nxP3t8X3tG4sRIBlQMAiRSTA8iJhvBwKAVYwQgg7ug4SYNk/r9gCFehIAQIsm2vDLsAS3ZsJh6ooS6FzeQq19U1FR16oXRkW40QOrGIAS+/e6xTAkrm0jLzoRg1gbfpXAp8/lcKYS5vReZ+iS8GRAvLh2iuA1fvrGWx+z/0QQgKs/MvDCYDVtHc3ykorWjqQOVHkNUGGV/sJsFRPyXzQgQDL3OVDfakKeiiLuZkZKy0Blhc5D+W9VyTefnP3ei23pBeei34ALDVh/ey+U4wZw0ApvwBWRXUuhYT6DBY1gCVziUkz6L2gouSBpU+Kb2Dp2S7SEcAKurdw1EIICbBsL2U2QAVMK0CAZVqythWMACw1/Ei8uOkPPwCW/FokXMkr+9tzvc0HsFbOSWLd/PxfR5wCWLKdOAIsPQiwuYwNVY8zwJKgRSTfPf4b3ufA8jOEUCwOKx5YT2xahMt2vY/bOo/FmX1yGyYQYBk61XwtZDeJ+/r5SXwxJ3ftDzvAWrR1BbqWdsLwqn6GbSI/rHiRH09+mBHbuIv78OrmnTByPzQ8mQ4K+gGw5jaswrmbX4GTScbF9OSzitxIQvzN7RBCVVavAJaai1Xu8KuCJTeSuEsdjQCsfN6vdtepei1S4VlzNoMSmYjWbidf1XcTYO3INOFrqx/DJd0OxmXK5kPq/NRpEGA5ZNQCzagf+DraHZoeWO7bgT3EVwECLJu2DzvA0odKWZEjH8BSd59xywMrLABL3NzEl3EnX2gIsHLhD0byWhTbhdCIB5bqKTR5sr8AywsPC6GtXQ8sWV9d9/KFRl53pK5yp0n1WuLFi7iYp1MeWFsatmBbUwP271E8J5+V66xXdewCLDV8POwAa+AXD6JbcwZL9j/XsPzyvuTk9b6jzuMEsORcnQZY8l6qehZLD3Uj69dKEvegAazxNc0YsvHP2rCc1FcPsPQe/+qHGTdCbtVrkZhjSSdgc7oR41Y/jku7j8HPHdyJ2k2A1ZH3oTo/Aix7H+INX+C/KqhurCP+lO8jHwGWWVVZngoYV4AAy7hWeUsaAVjyJqPucqM25qcHlhMASw3PkxfxoAEs9WVcaO/Fy4Wa3N7pPqW+Rh6wbS7xlupyHUvY4FS7+nbk+RCkEMKOANb5VSNRUz3eLSla2lUf9L0CO04BLOEdcluvCdpc9ABLnwNQBVhuJPXNZyinANbUlU9gYXYnlg45G1VJb5LPu7HwCLByqqrrwowHYpwAVkcvbm6sS7cAlgxzUwGWhBFG7q9hBFgiSbz0khS2EmBp37poAywJz9wKRSXAMn7WRyGEkADLuL1Zkgq4oQABlk1VzQCsjh6G3ABYzY3AgpoSdJRQUv8iaUeGMAEs6Q3lBXhQX8ajBLBE7g7xMOjWESaApcIZt/QQ7YYZYIn8PA/0OU6TR3o2yNBltwDWPXWLsU+qM75dObyoWVRQkQ9sG82BJXMfeQUYi07MYgECrJxw+TyLjUgaF4C1pnmnFrJoBu4Z0a+jMvI5w+nE8fJZKB/AMhKKFUaAJeYlUlvIQwVYdvSdteFfuH7nh3il32kYWNmr5YOF2o94fpCHlx5YEmC5FYoqn1vE3Ix4hps5F+Ta1+92p/fAEs/76cYEjKxbM/07XdYJgFXoI7nT483XHgGWFyqzDyrQsQIEWDZXR1ABVrHdDZ0EWPfXfYxraxdoSubzwNKDOzUH1uXLnsRj5fWWthyX7Rjx1JDeJOLhTDx0ewEe9ADLSWjmpweWVwBL7tKUL2m8GehrJYRQH+rQkQeWF+so7ABLfeh+pyalPWDLcA63AJa4NpQmUlg55AdFr/DqeVoIYKk5cvI1OvKTe7GjosyTHERFJ2WjAAFWTjz5oqve14zISoBlRCXzZQiwzGum1lBzYLkFsM7d9Arm7lrV8jxnJoTQDa94FfDIe7pbnnxeACw9XNQDLLkxAAGWvXPFSG0CLCMqsQwVcE8BAiyb2gYVYOl399JP00mAlS/USP06UhBgrZ6Lx9IbYgGwnIQdMuzBSIiDzSXeUl0mu/UKYIlQxYb1CeQDB3EGWEaArRM2dyqEUH3o1ttND7BUaGB1nnXpJhy0+pE2QL2QHkYBVrHdN83k5HPCPm61QYCVUzbfhxkjmscFYC1p2qrldgy7B5b0ClXvaxK0GwEBZjywZF/qOvIqifvWJQksm5XSunYLYEmPKpnPKsgAy46nWb7rAAGWkatjrozTHlhePgfLWRJgGbc3S1IBNxQgwLKpKgFW/mTPRgGWvAlYSeAZNg8sJwGWmV2SbC7xluqqTZ12kVfHKB8EC31NJMAyviuaVfurAMtKWFw+ANYRwJKhzmo4slWAZTZ3EQFW2xVCgJXTwyrA9QtgLdmzFUv21uKF/qdiVJkSp2X1AlCgnh+7osprQ0c7flmdpgwRVgGWvE45DbDUPElyvOq9VHrUuPFCLnfDFv1K72Y5BhHSfUDTg9o/7YCdIAMsme/VLU8+LwCWfu3TAysXBuvG+VLsekKAVUwh/k4F3FWAAMumvkYAlvRcEYkz+03MtOvRzMt4RVkKnctTqK1vKjjysHhgEWBZW4AEWO7uQhjkEEKrYMfsSqupXYD76j7WqjkBsGRePtGe+tKmXv9UgGV1W3W/AZYXAMGsLc2UJ8CyDrCK5VMzYwcjZdVdCFc31+Ot3RvgxfXBT4AldHHS60t6WwUJYKUPX4su36jD13rtb2QZGCqjAiz5cUhWFHDnoGQuibsdgHXi2qc1iCo/SEqPM5mbSb9pkLqOnAwh3Lkuga0fJJDJAOvnJbV5RQFg6dd+3ABWNgMkcuZEoY/khk4Im4UIsGwKyOpUwKYCBFg2BTQCsOSFdr9pac11W3+4AbCku3hHeVvcCiFcOugsVKXK2iTvLBRC6DXAGp0uw+JUE9TE0maWwEuNa3DvjiW4t8830b3ITmP6HFj0wDKmdBA8sGSOJjnijnJgWV1HxpRoLaU+6Hvxgip6Vh/Q7AIsUb93fRcIDwR9CGpHAMuKV6YYt9MAS77gGg0h9Mo+ZteQ0fJuAazl21ahS2kF+nbpY3QovpaT+XzMABMCLPdMZjWks9iI1PuN3JzELw+s9fOT2u6Ajx+6EE8c+h6WDj5be55y4vACYMmNLOS1W/VuE+HiXgEs+dG4tDKLvQ05Lx09wDJzXhvRX/XA0n8AM1K/UBkBqmvWvqrlWFThrZynrBvlHFhf/D2Jjf9KYvy1zUiWAjKNhpg7PbDsrjDWpwLhU4AAy6bNggqw5MNKRy7wbgEs+aKr5j5wA2CpeW6MvDDKcJAjK/pqX6nF/87uO8W09fVJSgs1oAdYTsIOemC564GlD5HsCGBZXUdmF54KsKx6Jpnt0y7AUj24hFfSoDXVWHxPiRa+MvqCdMtwnAZYS5pqceK6p7X2jXhqFAshlOMjwDK2glSvAPXaP+iLB9F7L7DwgB8Za8jnUla8jNS156RHSUdSyPua6OvN3Rsi7YFlNaSz2DLKF/rlF8CSz22vjfgU/3Pc65Y8Xzuar4Rj4nfpESXLqh5YdkI0Zfis3wBL9c5R51g1HMi3a3axNWLkdz8Aln6ehTa+MTIHr8pYyYElvfkkiCz0juHFPOiB5YXK7IMKdKwAAZaiTXM6jWQiiaTIymnwMAKwisEiNzyw5MNK/4kZDJ3aPmyx2JgMTl8rli9XjtsAS/3S7SXA0ud4MAOwnIQdBFjxBVhWPZPMnNOirPqAZiUsTq0voNtRGwd7ArBUIEWAZdbqgBseWGa94syP2vkaMhzKKAgV5dS156THbdAAlvS0MaONXQsRYNlTUB9upramAiw7NrUDsJw8X6IIsGZsfUMzmXpPixPAkt58BFj2rgOsTQWiogAB1leWbNzdhO9eUIOf/PtUnDLpyBb7vjxvIS655s529l74wn0oLytFUAFWsWSgTgKsfJ4aBFhtX2bEAgo7wFJtGvUk7kHzwFJfGP0AWEYgsf4iqV4XxJiPX3WAtguWPqzZaQ8sswBL/SKf7yWKHljmHnfyeWCZ9Yoz16M7pQ9a9bC2y56ZF/o4AiyZNsAdK7S26gbAUvPyiZ7kdT+KHlheAizpfWgkhFDuZukkwNLvfihsO2J6Gj1HZV3xwJK76crV6kYIoQRY6vlGgMUk7m5fd9k+FQiqAgRYAP77j4/hwUf/odno5qsvaAOwXpr3Hn51432Yfd91bWw4eEAfJBKJ0AIsGT+uz0lgZaESYOVXbW7DKpy7+RUIl3zxIkSAVXx1qS8UMswhnxehGa/FvtWdsGlbIzLt089pA9I/fKovMnLEfocQOgGw1tRvwJ93fY6zOg3H8Kriuxiq57VdgCVeaL6/eJyW30Vvz44AltUQrLAArCV1a/HPpg34ac9x2r0kKIcbHlhmbeKEFqt2rNNyblV3trYjn/QmIcBqbw31emQlP54V+7oBsPTX/qABLCuerx1pWwhgCbhzSGVuF0Iz613fl34HzmIAS/VydBtgyRy0buRScxtgdbQjsJoHStgiyiGE8jlB2tHvEEI1R6LQPt91sH/PTlYudaxDBaiAAQUIsABs37ETu5uacNZFv8XlPzmzHcC67pY/Y97f7sorpxEPLBm7LbYqruzvTRL3Yh5YxRLLG1g7LUX8AFjqF30jOYGcyoFlJoRQ3a55dfPOSAEsp78wysWUDyblS9DpF8CqG1KPc096rGXtOwklC51z6gvjddXjcV7VSDOnqFb21m3v45Ydi2AUDKkPaE4ArGn/GofVLyXbJVxVbak+qBsdp14Is7DELw+sC9e9iDlNa/F878kYXVkcKJo2uMUKUQBYIkfiqC8fxthkV8wZeoZpJdQci6KyUS+jOHpg+QGwjNqjmOEb1iWw6I5USzG3AZaaJ0l2qnr76nNgWbnuWgFYAgp8rZc9gJVvAwPVe7VuRaJdEnf1vuZGjlBVCwk+OoJBxdZKod/1zy1OfBhW++tozHpPMwIsO1Y0V1fNkUiAZU47lqYCTihAgKWoOPn7v8DFP/5OO4B16TV34bTJE1BeXoZDx4zA5GMPQ0kq99BjBGDJr1AdvfSbeRmvKEuhc3kKtfVNBe0vdycZNjWDfhPb58ByEmCpF/J8Sdz1HhfyK52I5be6C6H6omAkpEo+AExBT8zFVowqrcYLA041fQ5ZAViiL7G1tNU+8w1SPrh0lKTf9MQMVFAflqIEsKR3lSpBRyGEQQBYVsGOmvD58u5ji1rc7s6HKtgWX9cvf/9oAixFdTPXkqLGcrCAGwBLeqOKYRrJS2Z3OnZzbqkfSDp6Ock3xmIw1O689PX9SuLutweWU9BMf+0X130VRhTbuEHYQ6RM7dOjEzbUNhY1r36HXVFBvdfI3aNlEveoACwRNl67JNESxieFUteRkx+D8oUQugmw9CDUTYCleuURYDkbQvhJ0zYcWNaj6HksChBgGZKJhaiAawoQYBUBWB998gWef20BunWtxLqNW/H406/irNOPx9WX/kCruaMhlyOj0DH/N0DjVmDir4FOPduXfPHS3N8m3VGsJaA0lUBpSRK79rTu4pWv1pJHgHXvAKPOAvof3r5Esd+Lj6S1xCmrnsX8Xeu1P3w4/HsYXNYF794FbFueKyP6F+OQR/dP7tf+7/YDz8OvVr6EP+xeiZv2OQIX9hhtuNv5u9bhlFXPaeXv7vsNnNX9gIJ1b9qyEOK/s7odgEd2fIrBpV3w4b7fM9yfLCjnamS8j2z/FBdteB0TO/fT9LHaZ75BSn312pqekIkKqk07WssmmstbVJwn4nxRj+FTgH2/1fZvZs6Zrp1LsbNxL7IdhBBuW57Fu3e1DeHSn4uyTP3Qevz4W60eWMK2zww+2e60i9Y/5PNHsWrvTq3clb3Gaf+ZPeQ5YLS+el4/M/gkTOzc31SXF61/XTvXxHFy1yH49TuTsOqfgN6eqi3lGO3M89m6L3H2uhe1fuX1qNDA5Xkqx/nwgEltisvx9dgPOPTiti2pq6bbV9e1Zw1qdfJX101x/Tq7yPXLlPA2C5eXJoEEsKep/YcPI01//g/g87m5kvt+de4+/NW1UPxtx4HnGWnGVplVTTtx8IpHtTY++uqeZKZBcX85a81L2JHJfSgy2oY6z1O6DoF+LZkZg5Gy4nz53ZaF+FWvcdr14eEdn2r3Q7fX08HK9UjVpoNLbN6pvLZ1OX6w7iXc0+9YnNTrwKLTVa8NRs7rog1CPKO0vfaL6756D8p3zuvbFQCrslMp6ncVfxaU1xLxHCj6EYd6r5HjWdJ/PWpOexZWrrsdzVuclyu+Oi/1ZcTz2chuuecycYhnM7OH+kwm7zFyvuI5Jd/zqHpfc/JeKp+51TnIZ2Ev1tGhF2fRYz/nwsLVMatrQn0mE3MV61U8dxtZt2bt62R58RF+b3MGe9PGrxhyLcnnB3Xu+Z4RzY73vm0f4xcb38Rve4/HxT0PKVpdfT4ShfNdk7pVlhZthwWoABWwpgABlqJbPg8svax/fe51XPNff8Kilx/QvLDEi3GxY+5XLz1T8kchotjvavupVFKDWLubCgOshfcBmz4EvnY+sE+ea/FHDwNr3wYOPhsYcESxGRT+/aQvn8W8hhzAWrJfDmAtuBOo/SxXT7Qv+tm7C/j4MeDCAc9h8cB1qB95Hm785Dn8LrMOV/Ueh1/1Nv5SPq9hHU76Mgew/tjvGzi7R2GA9bvNC3Hj5oXag714yRAwacn+5gGWnKuR8T687VNcuP51HF3ZT9PHap/51P9nTe4BWGprz4LGaqs2PWomUDXQWD0zpcScxNzAd6ZbAAAgAElEQVTUY79vAfud1PZvZs6ZyopS7Nq9Fx09KtV+lsWCO9s+bOrP1bo1wJs3A9v67MRP/i33YiwOJ21aSKdRn7UCLCNrL19b8hwwWl89r42cY/o+L1z3unauiUOcAzfPPznvNUeu5WNqgNszufNUHEbHqe9Xnnfq9aiQtlIXOc7nhrQFknKtVe8PjL+kbUtyTe1I78GgZQ9pPz475CQcXVkc9p381XVTXPfMXPvMnE9WypaVJCEIVlNz4XtMR20v/ureIn4X4Fmcu0Jj8Z846kaafzk2Ow8BsEYvz52njwychFOqhphqQtxfTv7q/iIqLv7qvlasEbH2frr+9ZY1/6xuLRWrL37/vKkOa/fuxDcMrCGpq1g/GsDa/in+YOB+aGQchcqMVq5H84efjkMqcl/mzLyym70eqeepfM6wO4+NHwLv39fairgGiUPeg+Q5/9KOlfi0bgMuGpT/YUncYxp2G38WrBoA1K3N9aXea+S9SAKs/7OwdjvSZPlzwPJcqtd2h3g+O7CqFWCJZzOzh/pMJq/d8topnlPyPW+q9zVxj9Bfe82OQZaX9xS1vnyOUNfRcwav1cXGoX+GGH9JFtX7mzkbCvcgxvy/y+dhVbdKqGNWn8lEC+JZX6zpfPeqYnPw8ncRSSLgVTpt/COJXEvSjm/e1HoO5XtGNDsfs9cj9flI9JXvmtSlEwGWWTuwPBUwqgABlqKUEYA1752PcOHMW/De8/eiorzMUAhhsRDBYr+rxjQaQlhsl0G3Qgily7vq2izD3PT5HUQoidmwJqmF2RBCGc50ftVI3Ff3MQaVdMHbA83nRpEu70bCuGQ4iXCNf2v3Bst95juZZViqXyGETrvIyzn6kQPLSAihHNfmrvW46N9bPbCsriOjF2hZTg21MLL28rVv9lxTXeSNhOnq+1RDCMU5UPP3k5EvD4oaYn138gPcsv0DrSmr81TDuIyEGqn5RfKFsRjZhVANWTOSk0/MT+prdZ5m15DR8nZDCNWdsWT4uBsJuAvNR7WHlZxx6v1F9GNkHYlyxdaSERtMWfc0PmqqxdLBZ2sbgBQ61HN6dXMDHt/5Gaycq0bGpZZRr0dWw9xqahdo92Kj61/V1qnk5vKZRM5NhMaLQ1yTxCFDCL+28n+xCc1YMvB76F5S0UYuKyGEol3xzS/dmGgTQijvRRJgOWlLmVYin61LT6rDt4c83vKTlTBfNUxY2lTdzVFoLcP48t3XnAwhfKcmpWmrHjKXprqOrK5dvYb6Zwinn4/EmO/fsAA7Ksqg3l/0IYS9v57B5veSLevW7HntVfnqrmVaFEmxD/FyPOrmPtKO8rlBlMmXJ9XsXOw8H3V0j2ASd7NWYHkqYFwBAiwAzek0spksTpn+K1w4/VSccsKRKC3NPcA88tTLGLHvIIw8YCh21O/EL37zR5SWpPCn22ZqvxvJgVUMUBX7XTVnEAGWupOMfCCQievF2CVkkYnlFwxbid9PeUnLhWL2piG1sAqwRO4f0adV8GAFYInkpHN3rdJeRsRLiROHHwBLtanTD2hSE6MAS85fn6sqn7bFdiGMC8CqWfsq7tv7JQTErakeX3QZ2gVYahL4OAEsoy+dcQBY8trvNcBSc1gZXe/qCaG+jHf0cpLvBHICYMl7jBFo9ty7m/C3tatw4DEl8BJgHbTqYW1nXXFYhQDy+mAFYFntU2+z9fOT2s6o8hAAK727NbG7BFgyb2c+m1gFWALmi0O9h7kJsFSw3G7tfrMe0w5s/TBjBWCpHw78Blj5kuWHHWDJDzvq/UV9JhM2jSrAUp8Lgwqw8l2TCLCKPmayABWwrAABFoDLa+7W8lypxzOzfodhg/vh1nsexwP/lwtVE8chI/fF76+5EAP79db+TYAF5Psaq34d0QMs+XXRD4B1XcVIXLv7Y8swyQzAkts1S68vsV6sPBjmO7v9AFiqTYMCsIwkkzcLsCqqAfklXg/WwuyBJT2ijG5XbhdgqfUFwLrm0ZPRsD4B/W6sTntgqdukG4EAxaCDmnhZvy7k+lA9fgiwUhDeFuLwC2CpHzis7G6mvox7DbAKwRL9veCtq0uQbQbe/tW7ngIsOUY7AMsswHXDc0Z+VFMBVtN2YPE9rR5YiR9txonrntaKOAWwxHkhzxE/AVbLOBwAWOp11wrAsvpRMd/zkVGAZdRbttgblv4jmN7TrFj9Yr+ra1+9v6jPZFEGWGqSfAKsYquFv1OBeChAgGXAzrv3NGHz1u3oWtkZ3bt1aVMjqACr2M6HToYQFgNYYgeaA6enIR8WnQBY6hdyIy+M6m6HM7a+odnQCkwyA7BU7zL59cxKn4UAlrpLUv2XCexYDgw83nhiTAPLv6WIXwAr306axda3Oq8oACzV48GKR4nQww7AshKGpQdYV/3lFG2HLz107AhgWZ2n2W3S/QJY8lpidZ5mzl0zZa2GEGaagWQJoHp6SIClhpM6dQ0sNCcVYFnxfNUDLKMha8XWkhE7mAFY8kX9w8s/xLLUNsshhK/Xf4mH1r+DWwZPQVVFVdFhOgGwzNxLxYC8AFjiw4w4VIBV/8M1OGPD874ALKPeaUUNhrbnpShf3iOLPl/PajvDwgGApdpHD7BEKPG6+Uno7+Xqs6MfAMvIs6MRbfWhqG4CLPVeHBeApQJCeU9xOoRQhjQbvR/rdyGkB5aRM4VlqIBzChBg2dSyGMCSsdupTlkcXpM/Ka4bIYQyB8D4mmaUdGo/SScBVr6HWfXmIiGLzMEgvVjseGCpLxhGXq6jDrDEOlt0Rwp7tiUw9rI0OvdzHmKpNnX6AU2uUP121OLv+fryG2CJh+3VzTsth6Kaveyo55hRDyp9H5evnovH0htgtL76gGblRUqtL/S6++Hv5QVYar6++6tbc2AZHad+nmZfdNXy+V6i3PLAki9vVudpdg0ZLW8FYK2fl8QXzyRxyM/S2PB2sp0HlhpOasQrzuhYOyqnz2FlFprpAZbRkDW/ANbnP/sECztttAyw5Llq9IXeCYAl2zC6/lVtnfKc0Xtg5QNYb3//I1xbm/PQz7cOrIQQCi8SAY703r76EEIr192Ozgl9viQBk8RzgxcAS85Xn6uIAMvYlS4fHBQ19QBr0KSM9qE4nxe5sZ68KWU2B5YXAMvOB76Org0MIfRmPbGXeCpAgGXT7sUAlozdLnRDcQNgFWtTwqR83i1mJTEKsCQ0cxpgGXnIcwpgSU8YI3166YGlej24Fd7nBcDKl48qiABrVGk1luyt1U4Vsy/HZs8vUd4JgCVfUo2+MBJg5SxlBGCZzckn2o0SwJLXH3E/EWGi+hBCdS35AbDM9ukEwLLqUSLPdSNeX3JtCoC1uetObQMEI/cm9Rq0em89jlj7pPYnKwDLaB39dc8OwLLap34M+sTm+QDWC999r2VjCbcBln6zELO2LHRvkQCry8AsGjclMGZGs5bwOx/AWjroLFSlykzdqgp5YAUVYDmlr5ceWOqY9aGScQJY6tydSOJOgGXqdGdhKuC7AgRYNk1QDGBJj5LKflmMucw7D6xiAEt+eXTiwm8UYKlfAKf99H5bSdzzJQwtZEqnAJacq5EHHzcBlvSwk95t6s08agBrxPQ0eo5q61HmtQeW9KRsKNuDc859CHJnySgDLLs7H+o9sO64/7vazlD6EMIoeGDZAVhO7r5l83amVbfigSVtKO4nAmDVLmmbAysuAEuGoQgd7QIsI15fTgCsJ3Yux2Vb5psGWNIL1QpMqks34aDVj2h9GgXqHeUBsrPm9YnN8wGs205/UduERRxRAFhijl2HAYkEWtI66EMIzQJfoY269vUhhEYAlpVQ33y2z7cRjHY+npCBADwdeTPZWUf6zQCc9lDvaMx6gCX6FWs6ah5YW5cksGxWSjNRvmdeJ95jpJew0esRQwjtnDGsSwXsK0CAZVPDYgBLepSouYr0XRYL91PLG92FkACrrcryZiNCD87d/Ir2oxXPmaAALGnffDfzfMDH5jLXqqsPS0547uUbUz4PrHxAzk2A1dG5Kucv4KufAMsq8DDrgeU0wLr1ru9pJtfvHEmA1Rez+05x4hR1pA27AGvHigTkDmsyX4m6U62Vl2OzE9OHEJrt06oHlprrKywAa8aW+Xh853JPAZa6S6TRF0Y3AJa89ogXfgE+xL1THOrLcs1pz+Kt3RsiBbCqhufOqJYQSl0OLLPni2hLXfsCYF2UGauFuAltBx6fAyvyeiDPZ/Xjp9VnMv21oSOA9f/ZO+/4qqpsj697E1JIQmgBQgldehekiogURbBRLKgozOjDN/Y2RYfxzYyOOjqOT58ziiKjjgjijMiIZRwLTVQQBaQTWkINpEHavXmfta/rZGWzzz17n3tvEuCcf8TcU9fZZ++1v/u31lIVlNBZiNTpe+RQ1GgAFX7dugywyooA1v0hHtpODEKLQUEdc4FpCCFXuMUKYJn6Rx7A0nrV3k6eBWJmAQ9gRWjaaAAsk8n46QyweMnfSBVYpqtoNNjgCiolZD1TAVa0V//oE4m2ZNsDWM6dzw/z4qC8EODiiXOtnc8WgOX2OSPJgaVSAZiGEOpOimjyhuGoH7aa5NwYamgPNwCL+nacuKkAFoehbibHpo/uAay+2ibj70ZXTYVtNxIFFn8/bgCWTt5LHQPIAAvHTtwQtuCGk+UpF8+HgmB5VAGWnVKmJkII+YJQNAGWHHJeWwBLlUcTX54HsHS+CPN9SH0mw8lwZzqTABb6DNg/qPLyeTmwzNuTd4RnAV0LeABL11I2+3kAq3p+HpLYk6qMnMCetwSqJZw82wDWiwUbxSDnJreEqumFU2B5AKu6xUyrENYlBRZXfdFTuQU7NMHQPb62FVi69yl/H6YAi4e+4LlksB1rgOVWqRPh0GV7uBuARYswWG2sKKdKgUUVaLnSojYAlk44HjcIb0P4d93j5bDZ1a0nG78mspXONaMRQsi/c10wxN+nLvTihuAKN12AJSt87m6oD+nsXgKBV0zxgKGvKoA1blzV4kG0Qgh1AZZuRTSdRsaVrrFQYIUDWJ2mVIjKjvLYGgsFlkrFHQuAVVEZhHifX5i+JhVY/HupCyGE9Ozhokzk9mkKsLh9KR1LtBdU3SqwwoF8D2Dp9EzePp4F3FnAA1ju7GYdVRcBlk7lw2jlwOK5LNAotArBBxeKx+d/mz39Tfi212QrH4GuaoEMf7opsDBEA6vWRWvyRrZUDeYewIouwKqsrIR5RZuhy297iRPXZAhhNAEWTVR1wVA0ARbabeH/zRL20w0h1L3PSAEWnxh7AMtdDixqp7gKjyoSCiGkSQ2fqOokJ49wWIZlxXusUHETAKUaX0yO55N4tzl9ahpgUWESfE7dcZi/T91j7ABhbQIsAq/YTrHNygCroG0hzLxkgXXr0QJYqIJCoCPnKpIVWLq20fle6Fn73BGAlJahnJLkB5b2KYTpQ6ue042fcjoCLLeA8HigFHrvfRP+K70n/LzRgLMaYG2eHydyHtYUwFLNJ0zUX3bfigewdHoRbx/PAnXHAh7AivBd1EWApVP5MFoAa295EQzev8iyIq3G1mWANTN7CeQnJbhSQ7nNgRUrgKUazM80gCUn/cbGZhJ2G6kCiybDBGDORoDlxtGXc0TYASxKpIzt9tF2mI9nm+hP3AIsDqRUsn65y69tgKWCZhEOSxEd7kaBRf09Kq5wASUcwNJRFkX0AADgNodVNAGW2/eqC7BooQqvU3rHPlhX/4CrKoRuYJSbY9wCrEAZQOlRH/yyXlXf4AaaqdoUtVtKMo65HXHbtSSkrMlrVgi3XFUFdlRqM78PoFmjZDiQdzJss+XviwCWPOmvCYDFx1PKLRQNgCUveNxyoh+sfyYOcJENc4tRPiy8Pm01qcAiNShf/HQLCMknoDFKpcDKHFYJJw5VQoN2kfZmUC3x/Pj6WTC32YXipHVBgUXKvtMdYJlWBSb/xlNgRd6+vTN4FnBjAQ9gubEaO8YJYJGDQIOn6nImk3GdHFinA8C6b8piWHHupFpRYN29ZTHsSU9xpYYih0tnQs+rEHoAS+9DU8n/axtg0WS4NgEWKhYPpxVFBHZMFVh8cuHG0a8LAEsnvEkXYMUlV8J5c9SVZHlOH93JNbevm3x8el+U+V6RACycxOB2pgEsnXaEzy23edP3yheEnEAfT1adfvNx+KD59tMGYPGwXSdQve3NODi8zgdvX7MKxi7uB38/72voPSwJohFCKAMsBFm47f04BLAOpxXC7OnRAVj0vrAf6fOzAKx9PB4a9whC1xuqJ77mqls3/a7dF6/yM8k/3dEzFx4csdQ61Kntqa4hA6xZeX2tsEFcnKgpgMUr1vH7JMASDYD1UsEm+HXeGmuRRQWwSo744PC3Puh3bwUkZ5j3w/wIfs/8e6kLAIvShYSrtC4/fSQhhDQO82ePhgLL1D/i+2ORB9UY4YUQRtbuvaM9C4SzgAewImwfugArXAd7OgMsXk0ITWmnwOp9ewWsmRNvWRsr+3w4dFytACycsLoN56NJp45jqQJY0Qqf4Xl5uv+kQjiHtHkKrOofdaQKLHJW6wrAcpv0m0KFnCaMZL1IARavPIfnNFFgYfhVm7g0V8nNOZDSAQ+6AAufQQ5/JFtxxc/ZBrC4skQFsNJvzq+m0nUzOTYdpmUFlo4Sz27CyMc1p/uQ27wHsNQWo5L1+KtTf0R5qhCydNyQCRtb5kLhjftPW4BFqumjG3yQ3ASgfmYI+tLGARZX2zi1PaffCTSoFFjRBljoH/2mYFi1vFeqytixUGDxinVOAMutfcm3C6fAwrA6yquG/n8kGwHf9JIy6N4wS1St5f0unRuVblhBM9xiSyT3oTpWJ0ekfFwkAIvGYQ9gRftNeufzLHB6WcADWBG+r7MdYMnVnuwAlgxZCGDNPbAGHi7ZBDqKJrsJhs6EkVchrA2AtbLkgCjFHa3JWziAhWEQmcP1yhmbNH/uMGCy5nY/hluYnMNpX5UCSwUNaFKjUmfJ1zAFWDJsJmf1+demQUZhGqAaqlNGqlVa3XSS6mQD1WSGK7DcJv2myYLThJGuHynA4ivyeE4TgIXPiJubJNh8cqwDsPj+eE27JO7kOKve39kMsLgSCCfnCQ1D+YRwQ6BVFwCWTjuwG1/w77rHy23etG/gCiwn6FYbCqzKH+fhrXfPs8ylM/7K3wxXqjn1RwReog2wuCKq5bBKobqqCQWWnPdKtg0HWE62cTOW8PE0mgosnkutLgMsvmDh1r4ywMpe4oec5X4BjgInfaId5azwiX9Hwx+je87KL4ZWzTsKgMW/f2oHFJoabqwyaTNO+8p9Pw8PDXesKcAi+9I5sQ1HG2CZ+keyAktVAMNTYDm1IO93zwLuLeABLPe2E0d6ACsXJh/4wLKiCmDhoN7thoBYjaPtuQs/g9fHDYNFu1fAHZXbQEfRZDfB0HGgzyaAhc5TmzGxBVgW5MEJTWiuGpVNF2BR3gWekNbuBjyAFbKMqYNWmwALFVjp/kRXAItPjnXAg1PYF3eUY6XAcpM0OSofnOIkpiGE/JtVAazCG/dVGyOiBfHDPb+swNJpB3bjC/5d9/hoAiyna9YGwMKFg7IigMunV1Xm0xl/5XdlArCsSotMgbX/+l0wp/GgiD6B4hyflaMJUzycjQCLwu1Q1YaLirS5+Ubl8cJEgUV5hKLRD8rhfPRMFEIYDYBFiigCYJTHEZPjY7uinGp47Wj4Y3TPqMBqkNpYjIsqgIUAidT4dmNVRB+NdDDv+01UX6YAi+xLl69LAAvnLpi3U9UPegArmq3NO5dngeoW8ABWhC2iLgIs7pj1uVOdsyVaSdx1FFhoYr4yhP9PAOujrf+BGQm7wVTKHUkVwjn7/wMb4srANJyPV1zUAW48hDBWCiyRT+P2UH4J2qLhMKk+C3nFq15qJeSuiIOBD5VBXGJ0KJYpwMJ29U1GNryW8yU81+EySKqXdMqtxwJgjcrMtJKNm6osdLsc7qDWlAKrMgCAKgt/fBXwwvt1s1IdiQJLOP7xqbUOsOQwDSeA1bi4Pjx0ZARMHZnp+Jr5hC8aEzfHC2ruEAnAwv4oJbN6DqzaAFgU9kuP7ASDZNPw8cUEYHEVCh5n2jfwkHyne+Z9ZU3lwKIxgPdHsQRY/PvjCqxN122Fp5sO02zR6t3IfkIl2EEPYKlUFrpJ3HVyk+Kd1qQCi2xQEwCLlHSD5lRAfHLonVAfWFsAy204Pql2ZYCF7Sh/pw9QoY6KLNyioVbn0I3GxboAsHKX+62CB/isutDMFGBRpUP6krEN8ZQk6X1OwtcXfgtTG/WA5MT6rvoF0wU+nvTdA1iuTO4d5FkgIgt4ACsi89VNBRZ3zHreEluAJZcrVymw0MQUm0/mfuvctfCnKb1h9f5v4aryb40nyDwJrI4DTYMNQqvfbF8CK+pXGofz8fAOHYBFTgfa5K3iHTEJIUR7ogoJq/3QVlMACx0oDBVCiNSgQ4Qf0o+HqxKwqpwiUmDhtccmLBI5zexCbmIFsBDeus2lpmOt2gBYmFg4UFIJAx8OWJMLvNdYAiwO05/q94UFBqMBsFQTTtn2sgKLwyR5kuAEsG5aPgQu+b4HdJsRgEbdwuc94QDLFKbrtB+3+5gCLPmbRRUW2g03hAP7pu+CmYc/sW7HjbrD9FncAii6jtvjI83pwxeE6jLAwiIs2U1DL1ln/A33zYXrW2gxDo/f0jEHuuxoKXJg1RbAUj1rLAGWW8Ci+l5UOahqEmCpcr3WJMCi0E0VDDLtX2jMsANYmNAc81/hFo0E4/yeUZ38Q9Z1QO+OwhbxWrFSYBXs8sGR9T5oe3EQ4hKrrCWr3WIFsMjfoyvLPu/n52yBZ0d/Afc36A13NO5v+jrF/h7AcmU27yDPArVmAQ9gRWj6uqjAqkmAZReqYVcdhcxNAOuHHWvgorhNYOqo8QFdx4EmgIWT07uOLncFk+oqwJLVbQiwjvbcAF0at3O9GiV/FvJEHkMuSvNAOGnRBFiqBKzhABYqD8YmLhK3azfhcwJY8gTcLgfWnH9OgB45mSLUosc5mAPr9ARY4b41Psnhk/GaAlhz+nwMy07ssZqfqYIFD+RASqdviCbAuu2T8+GCLeeATiEFbt+agDq6Q50pwJK/WRlgbbp2M9x1dIV1eScwo3uf4faTAZROO+DnOx0BFoIdtLPO4gp/Vt4OnexE/cPj4z+Cr9rvjjnA4iqzTa1yofv+UBL3aAAsarfY3yNw2LXEL9QycUn2VQhrGmC5hfh1AWD9PHs4YOgXVeCmvJU87L8mABYBnmgCLCrWQO+HFEKNuwchb5Mf5D7QbiFZt69TFRqhb4NfK1YAa+c//XBgpR+6XBeAJr2rFmZqC2ChPRFq0fZpl63w3IWfu4LpdA4PYOm2Rm8/zwJ1wwIewIrwPTgBLJLY1mQVQh2AxZ03nGy53WSARQ6eDLB4TgC8FgGsnE3LYWD97cbhQnxA13HYow2wdEIeuQJrVekhoSyJ1uSN21cGWAcG74FfDvgPTEnpCI80Gez21VY7TgZYqKwoO+4TSovaBFgLJ6+CtzI2RgSw5Am4rGCjyWxtAiyEZjhxo80N2OGTBbvk6LECWBmFqfD8a1crqyNxBdZdvf5lJcfHZ3XznLUBsOQ24gSwOAzH56xJgFVSXgJ3ZL8HU5v1g9HpHU/pH0wBljyJORMBlhPYkSdBbr/TSBRYsQJYFaWVsP/jeGjSJwjfPRuaNM4btgqW9g71u6YFWPAY3RxYfHGBA6wPpn0jEllHspFvhtAKKwEibEE/LbFhKJwQt8NphTB7+gLrMpEALA4cwiW75iGEZwLAIt+Xq6ZJsU1jEi6qbCzPM07roHr/dv2RCmCRmsm0HVGoML0feraMAUE4/E1VMnc8r1PSfp1r1zbAohxU8rgmK6NqSoHlASydVuPt41ngzLaAB7AifL9OAEsn15RqZcrutpIS4qB+YhzkFZbZ3vnpALBWDdkK91zeAYo2fwVdkjaCqSNR2wBLR5FSWwALbftU389dhX3ZNSoVwKJKY7EEWHaJQclx4mDHrQKrrgIsrj44UwCWypmPNsCi1XFsyzrgIRoKrEgBlluw/WrhZvht3tfwaavLodWPlRudhrSFRdvhziPLbfuHSAEWvz6C7jNBgaXTjvC5ayuEEPvgZRnbYqLAwtChrW/EQUb/IBxeGwI7uAC1cOBa8W+dBSS5TeoCLA4jECZhFVgEddEAWLzfSWxUBbDwXnFMiBXAomTidt9pXQBYThUwVfcuJ3EnBRYBLFIpYTqJJj1CKh6ueolWlWa5IiDaG30VFcDCe3CzSCIvBpE/kjk8ALnLq5RBeH6T5OZ2baK2ANaorfOhV2JjuH3NZeKbkAEW5TUjlVusABbNkeg6eB8I1WgjBZabvgjPwfPb6vj2eIyXA8vJ0/B+9ywQWwt4ACtC+0YDYKlWps5UgEUDECZkvf76DIjbuh5aJKwTj2viSNQGwOIJdnUGudoGWKZhmeE+hXAAi5yag4WHIDk+ERokp7v+qlThSKrV6lgALH89gGA5QNaYILS+qKqKI+Vbq2kFVjQBFnfQwq3q2ymw3LQlnsSdFFg1AbD4dXXAAwEvhOgFwfJqKgDdHFi1BbAIBJgAMF7+W6ViiSbAwtCsLTNP/xBCnXbEJ+TUlkyT87tVYMUSYFGfzPP6LO29AeYNW+0BLADQzYGls7CIBuUAy9Qvsht4eTJ8Dhkox1h206Nw35R3rMNN+hM6yAlgqVQ8sQBYdB1SghLAIpCkgkGmDosdwMLqzwhG5U0X7LgBWPy75MnNI70m9xk++GCmgIAywKK2SrbmCfrD2dQ0iTvlT6PrIBTFfonmE2vaZ8MT4z92BdPxPrkiWse39wCW6Rfj7e9ZIPoW8ABWhDb1AFZo1Zc2uxBCqspCZYYjBVh8BVdn1YWHEGIVwmVw1Dbpt12T4JMLnUEuVgBLrowmh1j0C8kAACAASURBVBCSAiua4Qc0kSeHgTtN6NQ06V8BHXbPh77+BvDPtle5/qpqE2Bl9K+EBu2D0LRPZbVEpfQeT2eAxR00HYCF0LBjwTzrPbppS7wiW10GWNQ3UCUsHs7nFmC1nxiEzOFVEFT+IOQQQp1k86qPyhRgkfoKz2XXh5kCLFI8qO4PJxzbZ/9w2ufAMgVYbquq8THG6ZoccGMfjCqEWOTAolA7niyaFA/4znXGX7lt8PE7XN/C2xYpsBC2LL5+VcQhhHRu/FZTWgZhw1/iRb4mrJBHCqzihFKYMfNvp/g3/HlOB4BlVwGR/i6HSsYCYHF7U99YkwAL3xlCnUgBlmoxiBbU7ACWLtixc5yo6iH9jou9HIiSGh6fT5Ws341DxscoAlg8vQKvdh4oDaWTQL8B+3ynLVKARVCS/ktVNHX8ctW9eQDL6Y15v3sWqHsW8ABWhO/EA1jhAZa8CkZJLnM7H4WrZqW7VmBFArCe3vkBLEgsNM5HZQewCnf7oGi/DzKHVp+wcoC1L1AMfzz+rVZIk1OTlCfVMsCi8A7TsMxw1yVnhd4nz3ODk6fSPoUweH8ombqJkk6+pgywEJT1ufPUHG2xUGDZ5amj90gJup+78DNoNgBgb0Whq2IATu+Xfo+mAqs2ABZNTtJLyiChvLHIgVUXFVixAFhOlUBlgOUEK+zajCnA4snJowWwSPFgB7DW/td38Ou8NdbPbibHut8M7RftJO667yfSpNS8qq/TNXlfGS2ApYJRck4htDFNGN0CLB7mGw5gUdgZXocAFv73uZs+gg9bTTJtFtX254qgpMaVAmDhhBj7KAJYeMCU/3rJOi4aObBMQggjHU/pxmsaYGHf8vT3l4hcYtQXqtJpxAJgkW8gQw60BQIeOWTc1F/hSnw5B5YdwOKJ6900WtU98zy21F5rEmBRfjqeDzVWAIugHL1TsiHZG/ujp674EHokNHEFtvk71VWb0wId5gB8sWCT0rdv2STZzev2jvEs4FlAwwIewNIwUrhdznaAZTdRkKXFpNihHAEFbQth/Oxk8B09AIP3vQ170lPAJNzCFGDRYPNDm2vh18e+cpVQ3Q5gbfi/OCjI9kH/+ysgqUlVa6F7xHwSm8rzYgawMKfElvlV+QB4fhJT58yurRNMoffIV+NjCbDsnH0VwLKb8DlVIXQqaKACWJ0H1oMNZXk1CrD2Nd4N+UkJriBhbQKsrPxiOOlvrgWw7u75Plz/0kjY3OIgPDPmP65gKFd+OUEANGZtACzel+A96Nyn6tusCwCLvkXeJ9C9Igz49JavRd9Hm1u1mclQTeMShfKZ2tctAIsUYPGiKE73XJsAiyt23KgeeJhvOIDFk0RzgPXojKVgV4hCt53w1A14DAEsVGDlbQzlwPIAlq41q+d/q0sAi8LNogWweN+tC7AizRNaFwEWB5L5O30ixFAX1JkqsGg+wd8lvk/yfQmo68InuVWr3qlTy6e+Hvtpu8VpD2A5WdH73bOAewt4AMu97cSRdRFg0coIlS9WPaLOPjqmUTn6s4N9AWPWcfKS0DCUQJM2WjGpaYBFgw0CHa6MmprWWecxxT52AIvi82UnhZwODElaVXIwZgBLTmgZS4Alr4ChXTAEI2/QERib866wUyTQTFZg1QWARfJ9rsAacF4KrCw5UKMAqyAjF/bWCzVXUxvrOmjkKHa6/yT0K3y96ruNTzWeMNI3hwArrbgTYAimSlHHHeHft/tCACyaIJs+J94wz8XiBAFw/9MZYNG960Ih3l/bOfumIYQEArgqkxqOCmDpvBPtTtlmR3pOCuUzrZRHY0SbchDfnO491ybA2tEzByYf+MCoeIesBNRVYHGwE0uARWMrf83YN8QKYGH/FJcM1XyWM0GBxcO9uKI5ViGE4QBW69GV0GZMAHy+qr4aqzovO7HHWBWP7eJY8TGYV5YN18S3ghZpzUBWYMUSYJHKndqp7IuRv+RUldapv4sUYAUrg+D3nZqbK9x1w4UQVlYC7FgUJ5SK6P/hfAL9fF1QZwKweMoM/i5xwaTbDQEBnglguUl1IPv2uufwAJZTq/V+9ywQWwt4ACtC+9ZFgOWkKMFH1k0o6mQeU4DFB/gmPSuh6yX7YdyOv8P3zRoZlZLnAzo6P3ObXRj2Vj2A5fQmw/+uyrdgQcmLgrBvxH4xecLNREknX7UuAixqazUNsLgtsAphQVYh7K0oihhg2QGwao7ivcdhZPEiQPiE6kg30EwFsFRAUgWwaIJcEwCLFFs46cJKWLwCl2kOrCcWXgHtjjSxwmbsvqpoKbAIYOkCFt5f2znqpgCLKkTxvHh1DWCZ5mmyAFZ8qvjmdOwr58bB4z5sOQl6JGgkhfnRYJEosM5EgEVAPRYAi1d/xvOvf6Z69Ti6JgdYKhAa7RxYVNntxpvnw4nEMuPFClWfY+fvUZ8v5/pyE+bLFw5UAIuPZw07V0L3WQFrsQG/z7eKtrkCWH/KWwdPFKy3vlECWBkDgnD4Gz84ASxTf4V/ozQuVi1iIlCpakcYPsnDKN16YZEArL8c+goeLdoAy5tdCq1TM7RvIRzA+uq3cVBeGFqYRmi156O4mACsQIkPvvx1yJ5xCQDNB1VCzvJQ8vaUTCy4U/sACxePMERe1Td4Cizt5ubt6FnA2AIewDI2WfUDPID1bbXwEHT0uQKrfmZlNTl+i3vyYfczKZBYES8MOeCOfLhh+//C8qzmrgGWzgowB1iYxP3F8t2gq1qgN26nwCInuy4psD4473tRUc3UObP7HLgDXJwLEDjJVHUSwDKdtPFryvlW6oICi5zHKV/1h6lf9xcl5LFSYawVWDUNsDisafYjwCIFSyQAq9ehYxCs6C4UWKYAy037NVVg0f6qSZQpwHr+tWmQUZh2VgEsmrzJ4R3YZuqKAqsmABZN+PCbaR2f6kqdaQKwKLk62hkXhmoaYD14w2LYkZIHbsJ2dEMI7QDW7OkLIgY71G4xb09iI4CNf42DsuOhcS0hvRKK9/sgUFY9B5aqHUUbYNF9zZ7+JhxOK4r4OfF5wi1YylUPcX9T3wiPcQJYpccBtvwtDor2+axciOH6Xl3XnKA8QWayX49bArDrnTjIujgAm18NQRBVDizTMUZetMVFFt6WMLcatqO0tpWQ1KQyJgAL7xk+bWCd++RhgMqAD7pcHzglibtpmLnK35WTuFs5qdpXQo9ZAdjyRpzw86OtwKJ2m9ioErreEITyIh/sXorfpQ/aXxaEuIRQ8QWek8/NopeuQp23SWq7CHvtimd4AEv3K/b28yxgbgEPYJnbrNoRHsAKD7BwwsoTouLE+IKit+HxRZcLpQLGzN+18RFY2rmNUVVAngTWFGBhEvcn/blaq+r8ZfNBjjvttQ2w2l0agOz3qlb9eInzSGASf3buAKNzhhN72nCVkSuweBU3089LBlhyYvVgZSV8XXoI6r/aUqz4oTIJnRfcYpUDqy4ALEwcv6NHbkwVWLECWMP3HIRj8X1tARZNxLFS6Sut1sG4BQPE+0Tlg5v2yydSOqFjpzPA4mEMdzfs6/i5xUKB5QGskNmjAbD4+3FSffG+sjYA1tyrPoNlzbaBbsgNb5x1DWCpKqepwE5tACxTwKLqBEwBllPbU13DCWDRMbxKXiwBFk8oTn0UVgO8On+ZgMu0mdrXCWDxtqRKXO/YSSt2kBVYMsDC1Bwq++LfYgmwEAjixgsioM/mtOmGEDpFitDvkQIsvnCg2595AMvpLXu/exaIrQU8gBWhfT2AFR5gYdXBnOVVsfdtfntcVKtDNUaPnEyxYvM/Gx+GN3p1MJKPcwfYFGDJK3a6TYBXiOKDnB3AontckzwcFiQWxSwHVssRlZDzRZUiipc4jwQmcbtwRyJwEqA4116B5Sb8gK7lBLD+nP8d/OHYWnh8yeXQfl/Tsw5g+Y4eFCF9WIygAWrqNTc5ZE21SskBVvrNx2Fs4iIxOaWwRdNrkoPnBLB4yPOjbT+HmW+PtACWm/bLJ1I6yptwkyheCRJvihx22ezUp7hVYOmAtnCTRt0JJy8hH60QQur/KFyG32dtKbDm5K0RlaEoLFQnzJzft5sQwroCsEwUUZHkwPr7xFWwuPXG0xZgUageQg1M3C5v0QZYvGpbz1tOraxL15cVWKaARdVP1GWAhXmkxtdv5zqE8Onc5fBk6XYrhIuroQgm8b9NL6sOsEwXSVQAi0M5bn8PYKkdlFgALKxCiFEHbhRYHsDSdCS93TwL1CELeAArwpfhAazwACujfygHAG0EsO5bdhEM2tVOhD78JfsBeOHcrkay9doAWHaDnJX4ekpA5FugLVYAS55UU+gOJVHmAIvn84mkqXMHGM9TLTH/RUHYODQbZh7+RFwilgCLJqYEQGtTgYWllzHxbLRsLL8fDvNIgYX7IFAyndRw+IrnMAFYcLJIJLI2vWY0AJabtlQbAIvapVuApQPaog2wKAGxfF7THFjU/2Ey311LqicKxlwlK+785pQwcx21WCT9FQEoSg6ts8hxOgMstH3FeQVicUhXQSD6kvIicQxtHPSVHgM4ecQHhdm+amM47btldDb86pyPxf+aThp5pVC743lOPv5uKF+T6TXl9mQHHWi/aAMsAvXhiuvgtWMBsMLlRVU9py4QJ1vJ7UiVA0u2a5eHT0Dvw2+I9jo1tZPrBT761qkPNQVYposkpxvAIj/UdCzli15/eXsaND4UCo3PHB6ENXNCRZpQ5Yabp8BaAaox3AshjGQU9471LBDeAh7AirCF1EWAxUNy2k2skhbzR3WS5uqaxSmJuwywfL/ZK5J9U0JsBFhvbr4L/jC8t1FI3+kAsGginZM2HhYkFNrGyevamvYzAVimTovdvXAHGCcWvMw4OjWrBm8Rz4ebqfPLrykrsPDcXB5PzioB0JoAWNTW5BxYeyuKXa8a67zzaAIsVeJZ+R6q5XuacQimJL8rJhdiousCmlH7H3akCI6XdbYNIQynwIo0F4sOGApXTUhXgUXtct7c6yGlLNExB5YMFHXuU9VmTEMIuQLLDhy4BVhyBS6639U//7rWANaUlE6wsHi7UWU+vG83CiwE2liJFRVQqI7EMKVIJsdO/SjvH7CfhAsiB1gc9G35mx+ObvBDWrtKAbHkbe/wHLi717/En01hEofMdsfL+ef49TG82PSa8v2bACxSokYSQqhTXAfvUQZYpgohVT9RlwCWFXLM8izGGmBRYndMWXGj//1qIYSRfKPUduuyAsu00Ae1Hw6w+MIMJsenKuMEsEyVZroKLKdvRhVCaKoUx+fVCa2XvysvhFDHi/X28SwQOwt4ACtC20YDYG2eH0qA2OWGADTpET5+PCkhDuonxkFeYZntnesMJjUBsLAqFa42cgUWASyCAeh4v3PwztMWYPFVYrlUcl0AWG4AgJMDjL/zvGa1AbAIgHoAS68D0wFYHNYU3LgfZtZ/H4ad8EFlUgqs9BcZT8YtgHXCB8ePt3AFsJwm8eGgDv6mA4aiCbAW/t8scUsyeJXvU34fOvdZ1wEWhoNjQl15iwbACkKlCB2+sH5rOC+xuWOjJwDlFmDNPPSJUFcijNpYnqesMCXfBE34EALhdjoALDm0mAMsAg2k7JWf92wEWColn24Sd6fJONlXBlimgEX1cYRb1IyVAuvJry4R6SNQHYiqHdqo+mPj2/JhdHBhxAosyvFEfagKJhHAwj7q5vrVQwhN7VsXFFgINRt81lSZIF4OjSW1o+lYqgJYqPZvPTpQpwGWqVJcBlh2ymQ7gIUKfIw+UIWpewosx6Ha28GzgGsLeADLtelCB0YDYJnIb6MFsIpzfKJsNEKmPnfa52NwMo9KgTUrr6+YyGACdwRyFFaCjnDpHSEFFgdYiwt/BY/372Ck3JEThi5qMT7srfIqhG5zYKlCCPkqcV0CWH+7aJXIB2DqtNgZkTvfiQ2rQ0kZYLnN54PXdlJg0cQyFgALk4irFItniwJLBbAimYxzgFV2MAvuXzZGWYWQt61nMlfDNUuGiGaIKgvT9quT08fOEcVr/fH4t9WuaarAOpsBFq7G4+Q7FgBrQ1kejMt5FybUbwt/bTbKaViyFFRuARZNisdDE1gGR7VAKAdY6f4EAcBMFbBuk7gTMOXjnKORBGTLFeMxbToAK71DJeTv9EFpn0KYPnSBONRUDaWjwCIfRfUctaXAOl0BVrhFzVgBrMe+mCAWumS/iGASz7MYiQLLLcBCUIE+kmkKgLoAsBC6ZX7USgBCebFEDqE0VenS92YHsDKHBcXcgVcU1lk0599xLBVYbhSLqnfq1H+SXfFdYB+q6hs8gOVkRe93zwLuLeABLPe2O60BFoEXHsfuxhROAKvZgKCIj8cNYdmJW/eJzn7Cdz1gxoohgNDg2xMPwW3ntdeaJNA9mgAsmtRm5RfDqj63WXJh08nxSwWb4Nd5a8QtUJ4RLYDVbDIsCOTGLIQQVW6o4FPlwDJ9RrcAa+HAtVaYkFs1iQ7AImc1mgDLyfkigEVt9q1z10LWmCDUdAjhkU67xevZEFdmnI9Kx0GzA1jpJeViEm86GecAq97eTnDbJyNFjjic0PCN54aZ12odTPqwv/j5xpvnw3UZnWBO40HaXVOsARavbMVvihQ/BLDsYCgdQzCcJlGmScbFt8LyF+lC42iHEJICFXNdDXggIHKjyFs0FFgUcqmby4qeE3NtYds3SWyO90/9zLTSNFiQWKg1NnGA1SY+zVV48ekAsLAwS94mv5jATrl4voAApmE7OgBLhse8XSHAMr2m3C7dhBDWBMAihdJ9UxZDdtM8Y+WrqrOsSwCLFmwTryyASc3fipoCi/pQ1XulKAeuwKKwUNNxTdWH1lQIYXpJGeQnJYg2kbGktRIQxhpgNRsQsBaoqRiBkw8lt8loASyC3LwKoamiDu9Nxz+Sn8EDWNpumbejZ4GYWMADWBGa1UmBlb3Er1wl4ZetDQVWrAAWwovfFAyzBjgOsNDhLbwxBLAu2NLZmtBuCP4qJgCrvNgHO9/2Q/mgfBiXtAgiBVh8kCOZMXey+UpYQaAMuu19A9Dh2NT1p9ZKt+4ELFyzlB17tCsmVaf/rmmfDU+MDyXX1Z3YOn0G4RRYCCXeHVOVqDmSZ3RSYNUGwCJHhdosJslPurKgRgHWvGGrIG/QUfGaIg1NwnOoFBN2AMvtZJzsdk1uMeQW9LUFWDyc+bVOVQBr9vQ3YVRmJjzddJhT87R+VyUT1lVn6iiwdAGWCtTRTR780g9LU7bBQ6lfWFUe3Xwz/Fl1obFcjl3VDkxyYMnjCE3k+Av78IGVoiIgwTo3UJ2An66dZIBlktjcA1ghNTNNhBFOBk5W5cBqPOEk5C1NFgtSt0xeEFF+PGonTv2R3AEgwHITKsTPU1cBFimUKDzeVCFUFwAWAuPnV16hBCzRBlhTdi4SIe7UN6jeK/exp2f+U4QF9wwkiMWgWAIs3bBRpwGOFtHQh8UqxDUBsHieRsqBheNaTQIsp3y+NP54AMupBXm/exY48yzgAawI36kTwNKBUzr70G1GK4Qw2gCLBlYZYGWNCa3W4MYBVo+cTCsnTmn9X8GkEe2NEu3yFVy71XVyHijUoU05wOrOM6zVFlO4o1qlsQNYsuqLr847TaidmqQTwOKDue7E1uma5EggpMOS47zaWF0BWHbvs0XjZDh07CQEbdLLOa0e1gWAhaqvfSNyagVg9Qwkwovlu42qhOKNugFYz3VYDdd/HAohRIDVKSMVTL6X2gJYFNpKCiw7gFVxAmDNb+Jhf9PjcOeURVaOJV0ww79TShqOf9P9zmMNsCj/Cr/Phfd9JtRIQxJbwKrSA66gOqlfdZVU9JxzGg2COcfWGFXmqysAy+mdykncsdhFNEMIVe8SbZN4ZT6ULk4HBFt3zDo7ABbBjppQYMkAyxSwRAKwCDKb+kZyv4vA+LVV05QAy2q3owphStcFESuwCO7oAqxJLRYK6Ir5HVfUr/QAlo3zx1NmOAEsJ9AkX0JXgeXkm9E85nBaIcyeHgpndgN8PQWW0wzA+92zQN2zgAewInwn0QBYpNKSk12qbq2uASwqHz987yFY3qaZmEhxBRYHWBjqdmxqSIFFAAtXccvbPAaXDchwDbDsVtdpULUAVnwqrG49GRbtXgF3VG7TnvTRezABWDS57HXoGCwbdFeNKrA4wHITmuTkACc2qrTCQnFfGWCZqh349WQFlvxNjN3/rlg9VYUQ2k34YgWw8L7lnEkRdifVDue2qGmAlTd1H9zSZJn4JocmtXD1nG4A1kuN18HUr0MhhAiwmjVOgA9bTdI2a7icPsp2/WMYnl0pdxkW2ymwCJg4ASw6X3FCKcyY+TdhX1TUuQFY/FmdYAc9e7QBllwMhFQ74QCW7r3yc1Dfq9u30HPi5B+ro+oeJ9upNkMInexEC194z7HIgaVS0+G1sMBDg1dbCVM9ddd7rhShOiGERzf6YMv8UPoBeYtUgcVDX8+bo84BynND4TiKOc0iAVjUnzuFF8sAKxqFWHRDCMNVWwzXCVNfRAAMz/PS0mlCGY5hew06VB1dGwCLfGwMXyeARd+2qSLUJIQwlgqstFdbK+3LQwgPpxXB4P2LhPFNn5MDLKquiz58y+GnhhCaPmcsANaDNywW4cxugC/NY6iV6uT080IItd0yb0fPAjGxgAewIjRrNACW0yoDv8W6BrBoMLcDWOgwUGJfBB2HJ4YAVv+TmfDzeRNE3qZgp0djArDIrod7HYHZw/8hJOMfdLy2RgAWOXTD9xyEBec/UGsAy83EWDnR/8hvVbxJ7xisVm1MBli6VVzCXYd+kxPA0mprbQCsgbvaikTkFEKI9xhLgEVON16npgHWoYn74bbW79c6wEpqBAI6626RAKxZDbqLHHdcfRArgIXPg5PwMw1g4eS7OBeqhZzJCiwnMKN6124BFiXYNe2T3OTAopAbhB04gcewSVP4wCfHTnZSASyqOKabHyrc92IHsIp/ug9S/to65gCLJsV2AMtNsmY6l44CnQMsfBeoIlQpAHWrEOr6eTLAMgUPKnuFU/mT0g5zDjZJSRDqJKe2J1+D2hEBsHAAixYWA4ML4Op+oRxYqr5Xt88nkBBOgcVtP6XbW9Yz4js1ta8MsHY0mHFKVT66d1OwY/fMcgghqoxav9a+xgAWLcxgFAWlBeEqY9PnjAXAIgWWaZ+LNtfJDSm/Gw9g6X6h3n6eBWJjAQ9gRWhXD2CtEI6dDsDCVeJ9I/YLgDWwsgXc/8KlIgwhrldsFFjktJAiCSXjb3W/EWhlydRJUymwuJPNc2DVJMBCFVtxblUOLK7A0g25cfoMuAPoBLDwXDorWDoAq8sNAVHJkrZYAqzlg7fAjMtaQjN/crVbI0eFVINo38Ib94t9Ygmw+AT1dAZYVx/zQeHe7qJogyq0jqt4uAKLcsCYtKVIANbd6X1OKbQQbYDF+4toAixdUB1rBRa1WZ43qS4ALNM+SQZYOkpWPq60iU9x1TdECrCof9TNDyV/L1ypZgewDv1sJ/jmZUBGYRo8d9OH8GnSHuOwHR0FlhPAcpOsOVKApVLyne4AixQ7pHhFhbNOe+eDpAnAOiW1Q3wqqPpeJ5+Efq9pgEXh4nR9XYCVOSkf4v3xkFgvSffRTvF7cEF0eVZzoTLq/kZXR4C1rn5VlVFTUMcVWE4Ai9SSqNDqeoNzVfNYAizT5/QAlnFz9A7wLFAnLOABLPYaKgIB8Pv84EePRNoKi04A/t4oPa3aL6crwMKHcEpiqtNCnRRYOJhRZSoEPKsGbxGTRJRvT355mrhEwsg/w2Xd6xtViuIOsF14SF0CWJQjwjSURfUO5NAKqj6YMSAIh7/xAwdY0bge3gMHWHgdUtXhb7gq9+G0qiTuppNF/ox0HVQ5XdmpLXQdEQfAPkdSGMRCgYWQaOj4ZJia1vmMB1gqhQafMHIF1rS4TLizeJ3RqjwVMUBD4rce/K6zCA2US37j72cTwOJhoQiwKDTJDWjm8MEtwFK1A5Mk7nIIIakGqU/C9xtNgKXbtxCAIgWW7nH04dPx9xWlwROphVohnqczwMJQ9++bNaoWamkHsLb/9xaIf7MptDvSBOZe9Rksa7bNOGxHB2CRUkdOIo/vCL8dD2DpeGihfagKn7wghL9xgIU5B92ENJsALPJfis8pgBmjQwqs0wlgyYsAn6VMhkNPNhTRBBhizjcaUzP6B+CSAXOhV72GsLjtlfov7sc9CUxHArBMF2xNAJY8Djg9YF0DWDKU1Fk0oz4MFwswTFPla7dsUn0x1Mku3u+eBTwL6FvAA1g/2upkSRlMu2UO/HT6RLh0TCiJMG4nTpbAA7/9C3yyYp34/97dO8Kzv70dmjZOF//vAazwCiwss0uOsB3A6jj0WejfJ9koT4kbgDU0mAoLO0y2FFimq4wqBRY52dgW+OScBv9rv98JT0x8xCp5Hw2gJK9MhwNYpqEzdl2HE8Cae9XnQolHm64CQL4eXQdh0j2Xd4A29VKr7ULv/WwFWOkl5bAMjhpP3uQcD6r3w9vV2ou3wLOZa+C516fCppG74Q8dPzcCWARssQrnTwuSIHt3XwGwjpx/ENYO2QG/anQuxPv84t3WJsCiiReqMye3GRo1BRZCXSoxzhswB1gYsnNpk7biu3HTL/AJhluApWoHJgBLDh2h5+MAi/IkTUnpBAuLtxu1I7Idb786k4toAax7Ai3gj3F6OcpqGmARlOBjD+UI1A2v40phVHboKLD2/eoHyHk9GQbtagcvXPIZ/LttbACWqi1Re4gUYBXn+GD9M3GikmKfO51zYFEIYU0qsAgOmoIH1RhOYYlyPirct6YBFvX3e1sfgbsn/kPA4akpHU/pe3WnMeQT0LtRLcxGM4TQBGDRsxa0LYSZl4SSjOuG9/LnVwGsLnO7CuW9/E55DiyuwDJtR1Q4A++DK7DSO1Ra6SSwcIQ8hqvGZ/lhwgAAIABJREFUPfld1jWApaNMxmfAfiNQCtCgfaVVMMMDWLpfqrefZ4HoWsADWADw5AsL4JU33xeW/cMvb6kGsF56YyksXPIp/O3ZX0JyUgL814NPQ/usTPif+2/2ABaLHbcLIbQDWDiYXj93JGAuilZd/xeGjkrSnsRxdYdw3n9Mzm4HQ0iRRJO81fu/havKv9VaVefnVAEsVSUoPIYG/2tyi+HJIbdFBLA2leXBH46thbsb9oU+iU1FZR8M1aGNVqhVCizcR2fC59StyPk7+Oo8TtZjAbB+cllr6JHQuNqtqQBWQVZh2LwdukncTRRY6Tcfh32BYldhQk62pt/5BJVCCNvEpwngYZqoVM7xoAOw3k3YLiqF0vdjAny54vDqnBMWwMLnWDhwbbW8IzSZROgxv8NaK4k7hRCawFCakCM4y09KcOxTeHXQWWndYebhT6qFz5iEEK7Pz4NXX75BvD4dgIUhO6MyM2FJXjb8+e9Tod/oRMgcHpoQ6Gx1EWAR0FcBrFlp3eClwh+Mw5PQFrz96vRnpyvA4koApwknQQkxBl4UBJxM8ucekpTp2IyoDZGyQxdg4fhzwZZz4N2xa+FvHat/z44XZRVKaV/VO40lwNJRjKhyYNUkwFo4eRW8lbHR1fciv4O6BLDkynHRBFif1p+szEcVS4D1YelkyH+5obLPVwEsNzmaVACr0/PdhP8sFxbh73pl8z1iTMPNqT+R2wz3dz2AFbLOlw/Vg2B5JQx5rMIDWDodvbePZ4EYWsADWABwPL8ISsrK4NrZ/wN3/3RqNYA1+Se/hnEXDISfXHepeA0ffLoG7p7zPGz4zyvg8/kcFVg0mKik2/RedZN74v7RSuKO54pGCCE53Ndu2Alv9OwgnK3HD48W1YMoHp6ugwm5MTQMQwhxMJ3x2vliBal5t1fg/AsCjpNNy14/Vg6j/3cCWNlNj8J9U96xgFWsABavLkSD/wObD8Ht4++PCGDRuSi23y43CE5+cQLJQwjRRjoTPqc+pjYA1rSJWJmy+iRMBbCgbamoTGinQokEYPHy4O2ONIYnFl4p7FsTAItPUGsDYK0qPQC3fTLSak+6Kh9sS04AiysDeUJlFcDSVZPgdcNNyFVtnAOsexr2Efn5+HOaAKzth4vg+deuFpexA1g8r9l9UxbDoHZNYOPWIgEK7Y6x+zb5CrnuuyGFDp0zUgWWXD6d+iYVwEIAj32Z7r3y5+ZgR6c/ixRgkZ0eqcyCh33q6nPye6H3gUUAGvgTXMFtrgRwslNtAqyVy04K0KwC0k5jCf5uF0J4cI0fdi72Q+87ApC3wSeUHrwt0blRgYWJrMenZOlc7pR9TAEWjr2Y77AmAdYH074BzAno1A50DKALsBCou1GEqkII/7JomvDv+twRgJSWVXksqb/nlVhVfa/Oc/HxGd+NHcCifgl9NEwcj4nq8TvFQgu8aIfONWW1jinAMgVJeE8EsCZs2wtLO7cRC1g6AGtZxjbhb+Nmel0TgKVTFIHbNhYKLKpCaPqceF+6CiyaywyaUwFtD84Tj+QpsHS+Gm8fzwLRt4AHsJhNx11zH/zs5iurAayBF98Kv31gpoBYuG3amg1TfjoHVi55DtLTUuDgsZKwb+W7F/yQv8MHvW8NQHpH9a67P/TDno98kDWmEtqODb8Cn5gQB8kJfjheVG573Z3v+mD/F37oOCkILUdUOQ7yAV/cF1LxjHjCOemi3cWuzH0fVp48AA+u3QmP9e8AQ5NbwP/tuwS2vuWH5gMr4ZypQVj1sB8qTvqg241B+HfWVrjjyHKYltYZZr59vrBN0x4LYdT5+cI5/CprimMrR6dl4N6F1fY70OGmU44jOxxOKwSsUDL+cCf49dHzIb7vNhhY8oX29ejETx77Fp48FgolxQ2vSe8O/5+eF/9N+yLAuuuSByA/UAZddr8O6f56sKXddMdn5DvQue5t1A/ubdQXDn7lE/aVtw4Tg7BziR/oefl9Gl1QsbPcRrf83Q9lBQDHt/sgvWMlPH3FR/B+8R7ryK/aTDkl/E/nHug6ODG6ZlIzGJpcHWC12PmKOM2MFYNhwnc94b3e30PT9ESYn7UWbtoyEG4d3Q7qN61+pYyGSXA0vwSCNp8Cv2bv8fHwk/Qe1gl4W8soTBWAAu1bfud+2F9xArI/AhhVlgXDejSGZv3tvzWdZ5f3ob4D/4722H9+DqACa0HhNnim6XCY1qB6rq5w17jj8HJxHG2q98Pb1dcXboUvIVcArH1NdsNdUz+CngmN4ePWl2k9CtkNv+lrck/AruxQCCFNePEk85qPhh/KjkHFcT8Mfr6vmKi+3XqDeK+4PT7+I/iq/W5YnDn+lHZgdxMLCraJ/oUrSsL1KStP5sKVuctEv3Vvw77WvxdnXiwukb8D4LsXqtSOA38eEPcpbxft+yccPFpmASz8JnrfGoTclT4AP0Dm4FDb4O8UFWY9u6TCzu/KRHVLOkbLwKyPwf3x/umewx0/cM9CMXkL1w5Sk+IBfD4oOmk/xtDxcr9A9uLQ4em73xNjBPZd2Jfp3it/Dhpn8G+qvl5+Ztof2w6+X93j6Dxkpz/7O8PtwW1a98z7aTwPjhXUZ+u+U/6cTnbibYl8B/7cct+puodw3wv5B/JxOQ9thuXvn6j2PZs+J/XjdG56p5te9cPRDSFfCDf0i+wAlmkfyJ+D2mm4b478Fgz1nd2ihzX2y+0PU6Y2SU+Cw8fD+4K6fh6O7dgX75y4Cx5o/W+jfteuna172g9FOT7od2cQUltVH6e+ejROKHkQqJ/XvokYJ3R9Mboe9aO8CuHzr18tzqvqM6ltIYi063t1vhk+PuO1v0idAvg82GbwurTR2IY+2sRB8yE/WA7/k9wdHjq5Sfiiz2QM17mc2Id/o/j/H5dNgWNz05X9N7UzHkLoxgek7+WB5d/BH4b3Fv3KyBcGKO3L5xxvNd0IDx1dI+774pQseKX5aO3n5P4uKbDQrs0GVJ4yX8H3zO2+p+AAzDuxHabX7wAdGrQ85ZoNU+vBybIglJaFn3s4fTN0XfTJfn7DYvFeTd+n6p3ajTHUbnv+JAC//2ojfNDjB1jaY7yYj6i+meaNzBP2a78gb0fPAme5BTyAxRqADLAqKyuh56ib4PlH74KRQ/qIPXdk74dJM34JHy/4I2Q2bwIBu1nxj+f94skAHNlaCSPu9UPTc06FDrjbD0uCsHlJELpO9EO3iep96DYxnzUqv4KV9pPltfOCsHtlEPrP8EPbofbne+enoYSTV/w13vVnMHrbu/BZUQ78Yuth+P05GTAytSW8fPhSwHvAa+M9fPiLABQfCdlgaZOtMHPPp3Bj467wk6XnQ+63QUhv/TaMnXgM2iWkwfYe1zneS3ZpIXTa9DpQmBAeUNHv1lOOIzsQ0Lnng9EweGd7OP/K76B589CgrjrO7gbu2bcSnjn8nfUzHkvvDv9Iz4v/fuTA1/BI7tdw+0Y/3FTvJ9B+FEDD/X8xviY/1x0ZveGPrYeKd4vPJm9oa/w7PS/aM7usELZ3vw7aJVYvPuBoZGkHVRvFd4rvtuk5PsDJOLYD2v7deSKMTG1lehnLngg6br221SnniF/3gjjnlK/6iwlU0BcEf6UflvYOgQ/VNxTn94X9TunZ8JrdJvnh4RbnWvdNbQ3/wAFW4i8Ogj8nEVKfbWPtG8l3pDIU9R34G97boVEHoF1CA3g1bzPMzboAbmzSVdu+9J3SAao2sePfQfhuQahdrRm2Db5KzBEAq7h9EcwY/6b294nHk92wDV534CRs3dH7FICF7Rm/J7JrSlMfLG2yRYQm4fbchZ/Bp122GT3rq0c3i/6FAJZTn/JZ0X4YvW2J6Lcezhxg/fvfnSeJeziyNQhfPFn1rdn14502vg7FRystgIXfxIh740D0sT6AK/4S6mP5O8Vv5qI+GbB++Ulh5/Q2PrjwoSpY5vRyqY/B/Zyek86F94l9QsO4BDgeKFP2Db4fiyaEGWKsW5P7hbJigKV3VUCjDj44tjM0Rv3vff8SfQN+V3jPaGuyr9Mz0u+8/er02fSc33SZDAO2LBKn0TlOttNLyd1g1skftO6Z3sfDmaH+A/t//DfvT5yelz+nyk7Hd1fC7hWV0Hm8D755OSh8C9yo35u5+1Oj/iHc90L+gXzPBY9uh2VvF1T7nk2e83hFKTT9PrQQQduRXjdBw/hE6/vA58EN/SLsF3Cs4RuG3z7W41yjPrDa9X78ruk7Vb0X8lvwWv91TlfxPu3akdMYg8fp+nnktxRNPgg3ZSzR/rbDtS16lrG/jxP25Bv1SdgfndszXbQf3f6EzkP9KPkc2L+88eaN4r2prkltCwGWXd/r9K3g7+tPHLG+b7z2+ubXCp8EnxGvSxv5TOijDerzV/Fn+rbRF53b9gKdy4l95LF0dfw1sPfZFOEHYZ+vamf72xyFOy99x/rJ1Ccjv4cAFn5vvR7uK84n+x18zvF8g7VWuzXtd/n4QgAL7dpmiO+U+Qr5gmT3R3K/gkcOfGPb//l9PsD5ldOSn9Nchq7LF22x7aF9sT/R3eR3ajdWULvFdoRt6q1zv4FHb+wu5iOqbwb7BW/zLOBZIDYW8AAWs6udAut3D86CsSNDTqmswHJK4h5Ouk2XjnYIIYWpYMgelq2326IRQkjSW1Qa/aFrMyF3f37fxSJHE14b72H9n+KsZJMvNf5WSPF/Uq8tTF95kcjnlNpyEVx82XHQTTi+sSwPxua8C1n5xbAnPUU8niqshOxAgxuG6fTIyYSuE/bD8Gb/FDlyTBJqynmE8Jo8BxY9L94Pya8JtLS5KACDO4ecdp0QGP7O6FwkjbYLIURb4zPT89JqqEkOIbu2omqjXDb++xvfE9WLaHNbIWrtmxVQsi4J5g1bBTeNbV0thJDnPiO70vUwNBXBBw/jpN9MQgizxgRFrjHr22Thqhxgld6xDzK3N4W4NzOsfYf+oXoFoki7bFUIYc9AIrxYvts4B5YskVe1Cd6WVw3ZCmuTQwosWj02STTuFEKItqHEyGRXXN1dlhF6j7gRwDLJ9xXtEEL5W1MlQcZ7xRCPkmNwSgih3MdSgl16vgHnpcA3XxYLO6uqWIVrQzzEQ/fdUCgK9Q2q79QkibuqX8jb5IPkjEpY92QI2lES90hCCHn71ek/6TmxnU85uEyozkz6QTr+T77OcGflNq0wLh7qjc+N45xpSXenEEKyd9bYABzf7oeCnaEJEvV7NEbpfjPy90JjMPXtcvvDNrp99g9AIYTLBn0Pcwd8aRSGxfsGPD9/N+QrYE6vQAlAznI/YNLo/B+fk+4HodIv2vU5pWKsbp+rE0LIk5vf0KaTeJ+q8RvnqM0aJcOBvJNhL6/r55HfUnb5Ebgu8x/aflG4i/PE3rKClMYZBFjjuze3fc5w56cQQqymiuH8uC1ZMEuZowl/4/nF0Gd0G0LIK7Fi2/06froyOT+9b0xrMfr8ueL+nq7fF+468a1xaJ2bEEI5rYNJX4T3SiG396/dCY/37yD6lcGPhuYkst/B5xzkb+N+pqGoqhBCbDsZ/YOnJHGn/gLzsZ43J2D5v3b9n24Ioc5cBtsS+bz4jOiHmuTrRNuYhhBiO8rb6BMLi3+a0tt6P/LY5FUh1O2Rvf08C5hbwANYzGYqgIU5sMaPGgSzrp0g9nSbA8tu4oPnlPOIhHuNOjmwdDp97kREMvHWAVhH1vvh6Hc+6HxtAP5UGAJY9wYzYeI3lwiA1T1lHvS4ITT515mcyJWT7I4jO1CuBQJYCHouq/e/An6Z5NdRASye04YDLNp31vKeMO77wSLJ7tguf4OCYLkRNMNncwuwyJk0eUa7tpe9xC8mE+0nBq1E07EAWP987ThkfN9UwIvbRnaAfeVFMCG1HaT46ll5lfAe7QAWfwf0LJEALO4g1y9NEEm60VlCgNVpU0soWRyqRqpyJM274+pHqADW0KQW4vsxTQRrCrDQMTuRWAozVgwRuZnGjQs5/TrfJ+6nA7AIokQTYNG3gtU/3+jVwTGvHk3gp5Wmwcz2owQY5zDIBGDFHUgQOdJwo3xWNFGjRLtfzomDwMkQdMA2PmpII9jwQYVQs5wpAItaMT1rNAAWASU8t87kr7YBVuu4FFdV1ZwAFvXDOJ4g1CGARf2eW4BFuXXoG7cDWPVbVMLWWZstgIWg+6m+7iqU4ncm+goGF+l7oYU3/P7sANZ/t+0Osxp0d9XN0ndNeTpVJ6ltgJV0ZT5MbB5KlaDb79oZI9xiZTQA1rLiULJwBAfLToRSCegALAzP7JPeOCoAC6/5Q3AGbPhL/Cn5BDmwpLEM4b2c81CnMVF+PARm6M/p5MCKFsCiheK6BrDQbryN0Thsl18s2gCLfPzVra6CwfvfNv5m5NyQdt8bPSNWL8X8bgjwH7mqmwewdD4cbx/PAlG2gAewMLQgEIDKYCVcesPP4dYbJsGlFw2BevVCq8cvvv4eLHrvM1GFsH5yItz6wFNGVQh1FFhyKfJw7/h0BFj8eWhgQ4A1ecfFYiWnQ+k8GHBn9AEWBwAoVecA65clT8G/WjcySgTrBLC4M0z73vPvLjB46wgBsKZ0CyUP1ZmAcZvRuUiBxZUyfD9ZgUWrUW7UUCcry2H6gY9hRoNuMDGlnVB2YTvlqr5YAKzfv7xTKHBwcl/SuwBWlx60Vvd5wlYVwBq4qy1ktk4AuYxztAAW2pqk9FhKvv/m9nBoUVWOAxMQnBcoBYRjE1LaWa/w6Ho/oHql09UBTEFkKRdxBwRKhQN3Q4+GbSJWduD5VG2Ctyu8Hm4EViZOe8nIKdQBWDQBIDCIF0BHH1WSuLlRYFH/cuvXm+GFc0MhluEmfxxg3dVhHAzev8g1wGqwJ030MbghwOp6QwDWzAmNI5TImFfvRJXhRaMaWjDgTANYBAAev/U9+Mp3QCgb3SZxry2A9bK/O9wc3OQIQvEdcwVWrAAW9cM4nhxe6xcKF9wIYMkFP5z8RWr/FJpE34sKYLWbEISUlkGY2/Rb2PORX/QNNQGwMocHIHd59dAsVGChKoqrZZ2elf+u43N5AGuGtkmpHZGqlo+VqnGR27ZTRqpYkMHFA1x0+7BVKHxbZ+MLTLh/TQAsWcU698TF0ODVVlbRIn7fBM5kgGXqk5ECqy4ALBzbZF8Qn5kDrDl5a0SCfLuE6tEGWHh99PFxrCdbmUBfPr7Y+QwVJ8EazykvH/Z/91zewQNYOh+rt49ngShbwANYAKKqICqr+Pbe/EcFqCo+UQL3PvJ/8Pnq9eLnnl3aw7O/uwOaNW0o/j8aIYQ6zhTd25kCsHAFCSEEAqz2/kVw7i3HxSPqDDq6CqxwAOuxtEWwILHQSMkiAywMP8x5PVlIiXHjVcQeWbEBthTmw9BdTaFfdg8BsGZ2/4eQ15sqoui6JIvWBVi0GuqmWhOvzraoxXhHgPXg9MXi2QhKmDpo1L45wNrRI1cAP3KCKHRUOCs/5sCi4yiEEFfG+txZPTGoG4C1uHgHxIMfMuKSxCotbRxgjVjfBXYtqcoxZwKwMNH4oqLt8EbzMTAyOZQrjMJnCHbwcDPM8XVi3FFoE59yWgAseleosrg65wRk7z41iTvvb8muHGAtHvEN/L3numphWPk7AYr2+KDVBerQaKv654/Jbp36FGvilZMFsxKHwtgmb0YFYKGD2/0nFaKkuxg3bqmABh2qnHz8G0LCoeOTLYCFfzNpQzRJwON0QwjJuY9WCGE4tS+fpB5OKxJhr1gRyzSUBZ+PV63TWQCIlgLr7Xp94apydfU52RdTASzTUBY+kVLZafP8ODHeRAtg8Wq5mAKAvhcVwKK2icdQ2OuOnrnw4IilRu/ULoQQlZj0veBYihsqzNqMCYpQfb55AEtufeH/P9YKrEgB1tNNhp+yeKDzhHRd2tcOYBXn+KzQwksuD6mJ3Sqw7ACWSv1N35FcWMfUP7JCCLOL4fF2KdohhE81DIEk3Ez7XVUIIYYINukBjgBLXnSV36UuwKL+LlwVdx6OGi2ApUotwvtEAljY/11/fYYHsHQ+Vm8fzwJRtoAHsDQNml9YDOXlFdC0cVXIEB4aC4B1xYH3oU9CE5jTeNApd6cDsHQ6fTxxTeXA4g/BnXwLYKUug3Ov32c5z06vxC3AemLhFdDuSBOhInq91RfwZOl2+O+9g+HqvO7Q/rLw1R/xnmSAhROp/JfTrTAODrBW/iIeIACwM3MddMjtJ1bI0dHH+HxT54WuSw6IHcDCQX7L/FAOrEdn4KQiVBJbNx8KtzuFBNA1nRRYs697U8AmUn25uSZObP72t0OWAosAFt0DX22VAdaa9tkwaFc7ZRiWG4DVOnueKJbwVvOxSoBV8PBO6LGynQCwtJnABwoV4naiCT/BDg6wENAdnpRbawDrumteNQp/pXc17IRPtInd32SeksSdtzcVwKKKhTyPxg+v+OHYZj/0v78Ckpqc2lO4AVjPbPnBCv2bcfN8aJySAKtbTxYn1w0hxAkGKsdIgSUDLPw2Ea7SBB3PHSnAUilCnfpOmgiFU2ea5MAyAVgIwrHdm6os8Jk4wNJZAOAA666jy437XTreLcAaktTcVXiSE8CiRZlYAyxSjvD2FGuAlb43VYR/4YbfSlzy2Q2w0E+Z1CJUNVQH2ob79s92gMXV4qQmPh0B1n2H/PBEs6A2wPp1gxXCB8RNd5GD2pEKYOFv6Ms6KbBmHvpEhJLaAXxdgKUTwRILgKX63lRQ3wNYTh6H97tngdhZwANYEdo22gAr8fJ8sRJll9BcB2DpdPrRBlg0sOLE6Nntlwhliiqhdm0CrOdfmwYZhWkij9O/Oq2Gh0s2wVMLroI2eY1g0MMBiE8JXxNFlUfIFmA9EHLEDzTeCC3yeohB/9GRH4lB3RTukDPgBLBQubP+mTjAfAAP3fJORACLVjbpmtSm5JUwch7u/lnkAAuhx3/eOHkKwKIJbziAxZU7MkgyBViz0rpDt71viPeH6jXM7UEbgRbfb/ZC6y9anTYAiybGVLnTNISQAKXuRIor+BBiRQtgyZBP7r6pf6Fkt/h7OFXnCwc3QYsX20OzwlCVTlR2lKaXwg9ZoWqokQCsLteHvkfccDKa1LjSmqCfKQAr3GKJrMAigGU6kZIBls4CAAEvXEm/+fAnxgCLjl+TPBwGnVyuNfnjY9vpBrBo/KbvRRdgHe51BGYP/4cRlLRTYNXfmiYWYHBDAJzQsDJmCiydhOq1HUKIfsoV7UJpB3SgbbQA1osFG40WK0RfVrjNyvlGwITGSp0QQrcKrLkH1gg/jjY7BZYKYOFYJoeM60wHuAJr8OrOMCXQBXxrU60wXn6OaCuwTAHWXakhkISbab9L/RkP8cfz4EItKiPlvL4ckpKvbKf68gCWTkvz9vEs4FkgnAU8gBVh+4gVwLKbeEUTYFGS3UFzKiA+2Z0haKB6dr8fftYqKNQWT39/ySlVSujsdQFg4er1pn7fw81FX8G8uddDSlkiUJLlcFZwA7BKE/IgsayxcG6eG/W5K0WU7AzYKbDwGUjhgUBpamqocpJpJSzukJLTYwdFyWmZeVtIoUNhi6aQDq+Jqq+1CypOAVgEc8MBLFSdoaOF7zJSgEWTT7ynOY0GwZxjVeHFsQRYZEuChDzhd6QKLHK6qXJnTQKsa3JPwJZ1fcV7JVWV/J3pKrB0ARblCrHrR+n6f9u7HTr+byhXFm4IsDDcjaBXJACr05QKC1hhn5PeMVgNYOE77T8tHpb967hQp+FmouIjsE33rhN+TWCGctWowotNFFgEsFRFSuoCwEKbUP+pA77IlnUBYKmUatQP43hydCNYBQHc5sCi8dgtwCrtUwjThy4wmhzbAaz4LxtYIdkYqpSSGVJgtbs0ANnvRTcHVm0ALJ6AH8Mi7Tas8Aj/SRNhonf1+pcxfFWdN5wCi77hx8d/BOf3awRvFW03Vn3VFsDiKiF8bjuARfmLsF1dOSMUQhgxwCoHeOqlWZa5VQu2dgDLNK0D9Uf0nd5W2Q8ueGGAUnHOfbWb6y+zqkO7BVhUZIUe9EwEWGRf8o9UC3UqqI8VmsfPTlaGEO75IA4GX5vgbmLlHeVZwLOAowU8gOVoovA72AGshUXb4c/Hv4OnFl0F5blxp6xW8LPyCinpN4cUWHYTr2gCrHCllXXNQhPjPx9rALc3KjACWNO39xO5lTIbfAvDr/va9pnleyFniSqN2dmKh2BhgkdSYKFjWDDyiEgaShPncFUi6foqgJX3XLqoRoJbtRDCHxVYScEDUOJvIQDWu2O+cQWU3ACsObcvhvEpWa6uh8/yUsEm+HXeGmti4gSw0L640cTYDcDCa2JSdEri/mmXkPSd3i+FNeL/yyGECLBQXYebDGRNFFgNR5fAuPptrLDBKSmdYGHxdus+qL3EJQI0GxgUFURp04GgvC2tPnkQ/nxgHFwxsAX44qtCeilRPk/4XZsAC53+J29YACv9Rdrhr1yBxQEWJWanXGlkD7JrdtOjIswXN1UIYawB1n1TFkN207yYACxUYG17q2oiju901LXJ8N7b+TDhu57imTnAOrLeB426BiEuMdS/yJtu6W9+nAywVN+pCcCiEMKzGWAFyith74dx8EqbdfBSg3Uir+K45KyI1B34zlQTTsqTR2E89G4JYFG/bVf9S25DugAL+4Dz5oRyC/IcWG4AFu8b9lUUWQqjBp81raZopUpfVJyE3/ucy5bC+O7NXSdxNwVYv2zRGf5Yuk3cqwyK/T6AZo2S4UDeSeV3Sn/Urg6tAFimwIPfCFcf4Rglb3Rf2DcPOC+lRgAWr3yIftPLGRdaqmcdEE/PYAewVNUleagZHu8WYFEfesXGE3Dt57db5kS/UgaTdgDL1D86XQGWXbh4TSiwVHms7D7QWAAsbG+TX6oXtk/wfvQs4FnAvQU8gOXeduJIO4BFkwuCJpSYWXW5MwFgvZqbBDdmlgine+EPU7UC5iUsAAAgAElEQVQUWDUNsEhtJdQQF5YIhylSgHX4qYZWJSheRYzDB3zn6KR9OC0ygEUTGh0FFpauH5rUwjXAIsdQV4FFAAvVXm5VX3jNksUNbAEWT9gaDmDJIMkEYPlGFUKPhEYC3uE2JLEFrCo9YH221F7wDzTBoh9NABaC335ft4frV50HWWOD0Hp00MpJV9cAlpi03vWekRLACWChY4tJ/2kju3IQGQ5g2SV1tUtKbdfNf7DpIKS9GkqijxtOjDEcNRYKrEPf+KD0mA+a9ED1jA8wb9t5M+KssFm8PgEsUn6pVvXpXmsTYFWUAHzzu1CYdKCsKkk9t3O0FFi8+iieX0dJxStRxVqBdfR7H2x5LQ7e77kRXh6xSoSIY/5BN+FJPNeXCmCRTe0AFlfCPN10mKN3owuw+NiGx3y+7hjcv2yMGNfGjQspWnTBA+8b8DjKC5n5USvIYQsClCi5LgCsX7TrA0/lr1cqk2IJsJ7q94Ur1TZ/8W4BlknYoqkCSwZYGF7spnqcDLDWHblJLIqqEqrLAAsBB/qAduk67D6e2gRYz24/CT/rlAyTyjvD9S+NVCqwOCid3fp9S4Fl+pyUY9GNAmvs/nfF+G6n+oolwOL5D9vUS3XsA3EHD2BpmcnbybNAnbKAB7AifB26ACvc5JYDLN9Nh4UyyM4hrKsKrH9kx8Hl7QJGAOvG/f1Ezoum9b6FUbNiq8DC0KDnX7ta2JVWynDQOpMBFobzIYjRXY3nnwI5huT06CqwIgVYCBMwGTaGM3zVfrd1S7haihMfrGKGWziAJatBTAEWVfrD68igZcTWjnD5uj6QldcYUJUQOFmljjEFWINXnSNCxwhSkINN7TOaCqxue14XIZ69Dh2D75s1UkIADkYRHuFGoW1z/+sdWAZHtfO3OQEsSiJOL1gXYFFYJUE+ufuuTYB1wZbOcNsnI8UtYdvodkPAChlMbFQp4BX+t/PU0N8RlGFb3b4wHjpuyBTHURuid6GaiNEz1ybAQgBH+YrwflQLNDLAcqt4kAGWjnqBT4ZpIqZzHNmWjt/iHwRdgiGYbQdoCDYikHxi/MfiGxlfv21Ek2MxTsWnWsUE6L6o/aPChKrf4m+k/q0pgLVs00FRsCCaAKvRW62rPRM9MxUn4d86guYe56SCDqRTuXgmCixUZd7RpVutAKy5A1aLKnKo6pvVoLsrb5VX4JMr9OIJZQXWypIDRosVeA6eGgIXsHALlwOrLgAstxXrqG+4ZbUfLlp3s/VOVAosCl0UPsuPKnX8t0lfhPvTNQlgjT/UGWa+PVIsosnvlAMsKgJAN6kLmXH/SAAWzxNGBVF44z1TAFagRSmMuCtOCV89BZar7so7yLOAtgU8gKVtKvWO0QZYhTfus8KXVIPNmQSwZuX1FRO5RhXfwkU/iz7A4jmEYgGwcIUy/6FQ6XHcaJVaVa0EHf1N1262Ep2aON7yapadAgtD59bMCakiUDEzNaWjq+txhxT/je3QLtxUXtWMBGBhTp/Bf+8Vqub2oxKGQs3Q1rhST8ooGWBh4nrcMAeWrM6JBGDJoW54jds+OV+oxOTNBGAhUBr3ZS8BiAhSxBJgkQM8fM9BWJ7VvBrAQgVN9lI/lB0DOLYlFBIpA6xFNy+ABYmF2o63E8CiUFOyoQpgrRqyFZ7q+7kIS6XvhWxkB7Dm5IXKhv/+2/3wi74hZVU4pz2aCiwOsPC6CKeoqho9J8IrhFgcYOW8Vh8yt4XCJk0AFvULdG6dyUmkIYQrT+yHdw6th9v3jIe9S6vye6javgyw3CoeeO47fFadyV+0ANaBsn7QImFd2HaEYcRYtASBJPZbdH9uFCV2Cqxvn/ID+H1wgoWrY34o2ghgUZi1XfUvuc+yFFhFafBEaqH1nDKglBVYsQBYaa+2tir68vtUfUc1AbA4ZJnVq0ONAaxlS49Dg8+bioW2hQPXulY0kw35AmnPW0JhoHw7nQEW9ff0PJ8eug4Ov52spcCqCYCF9yX7SPg3UyBJ/QKl6iCAxdNWkA1iDbBIGSn3+Tynbq/DoQUzO9WXLsDSSXMiVyGsSQUW9Yuqvt4DWKd0Nd4fPAtE1QIewIrQnB7AWiRk9W4UWASwGiZsgzEzP3OcbNKrojwft+46Di+0b2h7HFewqABW5y1vwKsv3yCOd5MDC0NZKn/dxmpBsQJYNCCTM2AHsDD8iJ75dARYqCgZt2BANYBFxsUcIJvK84Qzj5sMsPhnLMMNU4BVECy1KveouocZKwZbOYv47+HChOXzoMNDz4BOKN4zJeBXKbBwcrzpuq0wtDIV7ixeZ5yYnxwsrAi4on6lqK6IOdJwowk4v0cZYH006x34a72j2o63W4DF78ENwKJV4+e+3AW3ndfesU+JJcBShT5hP5PQEMS7xnDJZvceh/yXG0KD3aH8bSYAi/oFspkJwEJVpp2yI1wOrFtyPoT3ynJg5jfnwfg1vazXpQJYlK+JJ8Z3A3UiBVhcHXJ3w75aIz7dpw7Aov44lgBLFZKuAlj8u8OwLKeNbHNvMBOe9Oda34tcvIArPfCYWAAs/2OthaJVDs0+2wDWgiWHoM3ylmcNwCIlnZu+gfp7aufvHpwKpYsb1AjA+t0HJ+GcnT+zPjGVAgt/VAEs08I6bgFWv6avVOsCdMYIOsBOgWUHsDhs6lgwz7qu6pqnI8CSoT4+IPn8pHCnvFukvPNyYDmNQN7vngXcW8ADWO5tJ470AFYIYK3d5of+nUNVCB/7YoIoP69SSfDJxC0n+oky86mJuXD1te9AflKCSKzpFLeuytuhStjoBLD6fr/ICiu0U3Tw5iErHmSARYluVQosHOhK79gr1HV2pYXtmiKfqKIzoAOw5t7zIcxq0M3V9fA+eG4JvCatrskT1WgqsNC+UxYNUQIsVDXsCxRrASx0JNNGl8DhwAnoXK8hmACswpFHID9YZuWNUL0TO3imA0HpfBxg4YQNVWNOAKto6hZoldpcqOpMw0LJAR4aTBXJ2LmKhVZs+bNignHcSGn25S1LxQRX1/HmE+n7D/lg/X/6i/dKSdxJqUfX5LnF6G94D89dqFZg2U0WyOl+dusJ+Nk59a0Jud23JQMsuj9yuuVvze4do31lBZYKYKFKEp1bO4BF59cJIYwEYIVTSoYDWBS2KENcVfVErmChvGJuJqkywNJRL/DrRAKwcuNHQGbFF2HbkQywCA67eVY7BVZtAyyu9IgFwPp7+niIf6y1CL2l6oP0zfLquvS32lBgvVW8Q4wLso8S7RxYtQWw5g1bBV3Prwcby/LEAo6O0pHehxxCSHmTuHKP98G8byCA5UY5I1di/cfuqVD+rwZWWD6/pqwIjVSB9ddFcdDo8E21ArAmFHSCGa9fUK1wEN0IV2BFA2C1O9IYnlh4pfWcdR1gkZ+ukyuR+2P4b1Koq/K/yVAf9yefX267NAfwAFaEE2zvcM8CYSzgAawIm0c0ABbPUXDi1shDCGnl20kRYpfXyMQk5HB/s7cBDGgTqkIYDmDRBBMnULODfcVEDiv13TZ9AexJTzEGWH9tUGILvrjTjw4v5uzAjSa/w75+1xqYdQAWDVLpJWXimjLAwnPjRE5VbpcDLLvKLNEEWAvv+wympnaIGsCyK8NNYCsaSdxxFevud8YqARa2F9x0FFj4fu/rvQy+OJkDm9pcC10y0uHQsZMQrFRbmCagqDraNyIHCgJl1RKMy0dFC2ARBMC20eX6gIC5vH3y9osAoPDG/dA6LuWUsNBN5cege71GYT9b+k6nlaadEgpI/QU/QawAFoWG6gCstd2y4dELPgYeDiWHWcoPzQHWr7LixXcarhrR0rUHodGCqiTuBLBokioDLLt+QhdgEeih5/D9Zm81BZYMsFQhIvTMtOpL/ZEO/Kd2ECnAwr4UgSRtsQRYvPooXk8HokYLYOWkjYeWhcvEY9qpF2SARROnSAEWKW55Hh2yt6xSonYSKwVWOIA168K5sLdeqKqb0+IT3r8qifvcExdDg1dbiQk59oc4WaTNDmDhvjoqM1XHSJP89hODkDk8qOw75RBCAljy5DaWAOuD8za4zmNJD0XKEVVlPtyHj39ZY4Kwt6LYOHG8KcDaPD9O5DvD/rbZABAh4m4AlpwHcOHmaQD/SbN8PP5izwSA9eqBJLixRQmMKmkLs18JFVGQw0KjDbBESocffWduT7nPrysKrEiKdqhSLNAzqwAW+fwewDKZNXr7ehaIjgU8gBWhHe0AFq0CUBXCcPlxeJUYUunYOcw6ObB04sbx/LECWDjYYXiDSq1AE8xnfJ3h0rRhEQMszMtjB76cANbk1Z8IYIKbCcDKyi8W1zQFWBl3H4+4MhVXYMlJxHkIIQKsu9P7uLoe2oNL8/GadgCL2tqNN8+HJikJMDW1k+ucHTjho4kxgQ76PE0AFiZFv7rfW1Z59tEtWhkBLFxlD7dFC2DxXFo8TEbOiYX3YgewXi/aBvcfWQEPNuwPP2vY2/a2wwEsWd2BJzkFYN35KTxZul0LHsiTVK7AoveKKhrKZ4b7Uz/JH2BHz1x4cMTSaopFJ4BFK/Kv7iiHh5qWOULxf644BBnvtrQuGwnAktsFgtS9H4dyiuHGJxvWc/wWQwjTrdw/JgCL3in1RzoA4XQEWLz6KNrRFGBRyLmJapHsZAKwMCR09vQFVn45OaxEx9XgCizyAewUvfh3uW1Rwnu76l/yPahCCLEdJa5PE8m9VW2XK7AQpN0yeYGyOp/d86oA1lPfXyLC5rDvrijxxQxgFZYVw+DsN2H2ZxdAv+1dwo77dgBLVnboAiw6n10FVbIXV2CtGrzFdR5LOh9NvO0KQtQGwOJ5twhgkc9sUv2wNgHWO680hIqSyVYzr4kQQkzV8em282HQ3nZQr1RdbTFaAItsW5sAi+fVik9W9yhyDqxIABalWFCptzyApTOCeft4Fqg5C3gAK0Jb2wEsIvIUGuMGYKmUA2cSwLq82TCRdDy+sgjuuG6u42STXhUPIXQDsKjq28w1K0QlF9zcAKzXEsZD4jOhsAeqRmenwBJVyR46GXFlKg6w5FX42gRYmOcmqREIaIYhbjzxts4nhqonLGltB7DwfLw6YLgcWOioTx8SmlShI3JFyw6nHcBqPboqpBDtZwew6FtwmpzbASxSf8rvSAZYP9y1Eh4u2aQdumgXQogAa2/rI/CbRoOsipJ47WgBLHJe39nlhzsa28Ntel4ZYGEYzdLeGy01iYkCywlgcQUEB1iHn2oIBCNiCbDoGyMIhGpGFQwKF0JIk8x5c68XBRNoi6UCiwAUXcsUYJlW5sPrRANguVGU1CbAeqtwuzUGw6cNbOEr9jnz924X4feolpp93ZsRA6zHvrgEOm5oCaiIQsUZgV88f/efVFjh1dQGsB9xo8CifokWD8KN+xxg/aZrR/hj2XZldT5TgOUUal7bAKsgWGZc+dBUgaUCWG7Agwyw5m683EqA32ZMdWWdKqQ5km9UBlh2ar5o5sB6pyATct89HzIKQzkTVVCyrgEs1TxGNweW3cIp91ciBVg0LqLitVdRhcgRqgJY4VJ3yO2I/CovhFDH+/f28SzgzgIewHJnN+soXYClcvDpJFyBtX32D9bETrWiXtcBFob73PXOGC0F1uS2wyxlzz3XPhMxwEr0x0Hxv1LAH+eDtpcErHOjnXkIIQ36HGDZrZ7x5kGDFCkeCGBRTgDc1w5g0W+RhpVwgNVyRCXkfFEVasEB1uqffw2YsBivZ1cJJlzTJwWWP+iDlW2ugr2/CiXLt5ONRwqwMO/G2Jx3bQEWhqYOSmoOzxxfL+4jHMDCic2sCfoAa+WykyLsAEMINw3NFuGDquqDZC851xEqL9ChdJqY0PHkMHEFFi8Vj+3TDmD1qKgHNxd9ZQFCmjg4AUM7gHX4Gx9se6tKaUH3iACrflkCDNrVTvwpZ/ZncEflNm0wSdBgPDSBWwoSrBxY+B0WZBWKkBHMB4d2Tvcnws/nTbCccrqHzR1z4KGx/zJSYNGEZnFBJtxZWTUhtwttkgEWtgGs/GUSQkiqFyeAxfsYO4BFE2pylsOFEJoqsCx1TjnA1Iy+tkrJcABLXpj5rsM+uKhJK+g0+dTqZtHKgcXz8RF8c0rGzvtZ08p8pgCLJoyyAiuSyTF9A9jfq0LSZfUttRO3CiyEggt3r3AFsB6d8qbIq6ebc0alwHpi4RXQ7kgT0Yfm7/A7AqzHx38E8d1KjUMIqV8yBlj9e8Mfj6+vcYC1cWg2zDz8SbUwalOXlfoSOx9HVmDh+e3gtt21ZYBFeZN48n9+bKwAFin5VM8aa4BlB0MjBVjkL6Df+YyvE+QvvMhaPKhLAIvsm37zcRibuMh63ap5TCwA1szbXoUfsq4DUxDK+8ysgmJXAEu+JvXZHsAy7a28/T0L6FvAA1j6tlLuqQuwPn3gS/hF4wHKc0QTYOUFSmD5YwBNC1KtilZ2jxjNEMKDO9OheYd86BifDg/OnwAN8+srr89DCKMJsN5qMQ6mHvgASPGGyZJR3UUbKitmrBgi/pcG/Qf//R1M+rC/+JsbgDUvMB5S/tq6WtUkBDyqaiUEf6IBsLKX+CFnuV+oxniYhx3AwmubVJ/B/WlAfnHeddC6cRIU7Q+BsnAAq1NGKkxN6ehKgUWTGjsFFl473ueHisrQqqoTwJpy8XxRxhkTKs9o08VWgfVa4VZI/KwRtPoiUwAshBe4YZ6ygsoyoSyQNxlgZTc9KiZfOio+PBc5TDyPULtLA5D9XggkyVUJ8W+kwBqS1FyAHwJWkQIsakvyMyLAQihHeY52Xvs5PJC+1Rhg4X1ek1NkC7DIziqARVXdeNEDpxBCU4BF8JKen9oATcZ1FFi6AKvz1ABkDAglYuNh3uv/HGcpON0ArHCJZ/l75Y56uFBfJ4B1tLhMVG8tTiiFJ25dCh+2mqQcYuoKwDLNC4UPY6LAsgNYpiFRNFGlnGbUb6sAlmxwDjpNxpg5eWuE2gZD+hFaUDi+iQLr9ze+pwQ7dn6HBbfrZ1kFM2jcxvGFf3N2CiwM9S3tU2gMsEjNR31vuEWHagqsWgJY+0bsd53HkuxvArB6josHVGBFCrAo7MwOwKsAFvmGJsnjZQWWLsAqTNkOq/rcBqbfKO8bZAWWDsBqUw4iX5yOitR6f+VFIhUEAayK10O5XHGjaAL+rfH8bue2fjnkU/jrCX8oXD5I+Xs1DSGMJsCqrKyEHRX5cOhXTcVthRMAkE9w98/ehNWtJwOlEdBtRx7Asuupvb97FqjbFvAAVoTvRxdgPXXXe7bOFiVpxVXV3fdsjkiBhc76oScbislnuLBFfOyoAqzcTGieGSrDHS7vFzkpf0rpB1My+lgqqUeuegK+b9ZIaxVXFUKIg9Uvc74SEyvc5MSvCCYQeuBGAOv3n/wAF3wQKgWvA7BoYkATRp54lkqa40AbLlaezmHiSPCwEjzu0OJkq8rjrvf81cIXaWLMFVjxwUq4Na0r3NuwH9Srl6TV4sl5kavDyY4EJQBHBVZEACtvO0wuWK5UYI1IbikSsvMtHMDCVd9LLp8rdsd2cXvb3kqAlR8og+5737BgGAdYCE0AfCLhMG5Z9dJgT3mh+LcMsBC0oMMeCcDKGBCEw9+E8iWh0581JgAb/lIFYGWARVCHvoVwlS3JQUMHGPfDsFty7iiZrtwoZIBVMeF9uCZrv3YFTR62pQJYK1tdBdcf+gguTWkHbxfthOtfGnmKAqugbSHMvGQB8Hw+JgALbbM8q3nYPoXCdej53QAsUg/aKbB8cT6oDGCy3Qpo0CF0JQ6wqPok/p3aEE1C7BQMuK/cHzkpYKIFsOIOJIjiFwhu/3zNR2LSoNpqC2DRc5LylN6PSfEMNwALbYDFLOg9uFUCkMIXz2enwJLt7RZg8QWlcACLKz3kEEK3AAvhtu9kISwIHLAWnnB8KcnzwXd/jhOhhFljg9C0X/CUEEIEWDt65Nq2PbtBjvpLNwDrpYIfRHW+SHNgOSl1eQihW4B1pOgIJMbVg7TkdAsI6iiwho5Ptqr9mkAWWYHlBLBo4QQXFlOGlglFrhuAJavidQFWQUYurO48w1itw8OwP3yhGeRXVsF7LYAVnyoWxS70N4HtRQfg960uhFHpHcP6ZLzf/nNeGnCApXqnHFgO7hwCWDiG4nV18iTSzbgFWAU37oeZ9d+3nkk1LjkpsAhCcbBtZyQZYJm2o0gBFs41ppctqwbxPQWW1jTD28mzQEQW8ABWROYDsANY5ABTBxwOYOEtUCe871eRhRDixLHR4x2ExBhVSHaJD/GasQJY4QYdeXWEnvuZCb9znGzSq7IAVlGacH5x1XhOo0Hw3J5NIi8HbliZBZ+PNhXAeuXDfdDl36EQKROAde33O+GNXh3g6cILofVrHQRw0AVYkYaVoANS+o90C2DlLvdDcW6VOoomxjv+ezNc36aTNcnFZ3yx4RC4pGEXrRaPzsv2w0WWPekgGWBRG7pvymLIbJ0A9zTs42rFmICHSoGFkzhSCtB9hANYuGo/cdpLYtdwAEtWzsgAa07jgbC65CCMqd9aQBaqgCgnNTUFWLLaDO+TtyEOsCg8MdoAiyYn9P7kRoHXw40UWJEArFt35cHnKwdb1SXl3DXYJ0z66xBHgMWTWdslJOYKrJoCWPQ+7QBWs/5BSGjog6xxVWF2//ztSWuRgQMsyqNCAMuuDD2+m9oAWHhNav/YRuZe9VmNASxSJjmFy8phdKZhddy2Oknc+TeEAIuSUNckwOKg00SB5QZgYV/8j/17rBxYz017B5bBUaF2HZ+S5Ti+cLiNO793dLe18KRSWqiqMNYGwHqraKeozleTAKtg5BERWm8CX9Gm7Xe8DD3j0mBJuyk1DrDeKtoODfakicUoOwUWD1v0jQqFlNMYbwLOTAAWV30R/CR/VLft8sWgN17tArn1xlvt3S45Pw8hJJBEB+k8q1uAlT66BMae85oVph9NgIWL7efNqR42Tv1gpACLh4zXNsAKlgPkb/NDo+7BaspQ3sl5AMuxy/d28CwQEwt4ACtCs+oCLJK32l2OBjlUztBE2U0OLJTId/9dqBpZONkt/k4DzpuTV0DbzokwPDkTlhTvgl82OheSfVXqj3AmImf5IFNghRt0yKl/OXUgjGvaA6jKyGMT58I3rdXJE+Xrk6PzP9AWXszfJAAWTmo2bi2yyv3ynEJ4/NLeG2DCdz3FqSiZMldfuAFYc/JHQI83upwCsBAq7VpSVX2Mw59IJOt4HhlgFezyC5hFDoUMsMjBw2Ox8tusBt21Wjy+p9x9ZUJpQZtqMs1VFuisxgpgyZXIdAEWOoiPdxiiVGCRMoPyoVACb3xeWdHEnSoZYFHb0lVgqQAWz6OG/257aQC2zI8TKhcMT0SQteO/twCFELpVYE0rTYMnmgWtEAZS0DkBrJTR/4RLzjmsPZHik9QHfjgIn6weLZ5DlXwZJ9EDX+kpfuebrMA6XQGWql28+MxhAYJ49Ul8duqH6jLAmvBdDxGOje1+3rDVtuHJfML4aZdtYj8TuEJtgb49UiaZAiyepBdzpOhslgKr2WRoeSiUz8UuDFsGWDRuRzI5xjGNrmmn6MXfCXDzvtnExhxgPRmXa6k05BBCDozxGA6dsOItgh3dkB0ZYP0nN9eCYTgZVG1ypdTaBFgy7Ih2EndaWMPwsLjxBcaVhAl4oB1RsZ3/SZLIKVZTCiwEWC22NYH7l42xfC35naoAFldxOeW4o/NFCrDcqnWwL3p5/kg4Ft/XejQ7ZV04gOXUl+HJOcD6xy4/7HxvqnXNcAosGFUIU7qGFMziPFFUYIXzBSMFWNxnrQmARf4YQuKG+ceq5cAipWDXGwKAidl5VWF6Cdhn/Ty4olof6CmwdEZZbx/PApFZwANYkdlPW4HlBmCppLdOSdzRCRj86LniqZwAlrwi1TexKSwpzoaXMkbBxSlttSzjFmC9Xa8vDG7V1wqlMQFYVhiirzMs2r1cKLdwQo8qKFz1ExPBMaEVE9q+ap8NA39MSE2rgm4B1jU7DsLfOzaHn2ePgP7vdxEhiUc3ggjlQ9UbAizVQIfvw3RVnkvW8VlkgFV6LDSokkNBAOvIrO9hUudu8Hz2J/Di/7N3HuBVVVnf/9+bRkgjhJIQQiihBUKLIL33qgyIBSyAjVFR1BnH7ljGCuLYla5YUEAQIfReDb2HHiCQkEBIT0ju96x9XSf77JxzSxL0fd/v7ueZZzD3nLPP2X3/9n+tVXgGqb5Wt/wuEGjDWT+tPCnvmwmwVN8kBDpYBUTfHGL1FVEKOVUGwFIjUtGmiDbalNSFpQyw2EEtvwspt+74vZ1LKj66xwhgyZ2NyjmiS4mAoDsbnBGO1M0AFsNc2cyuzGbhDx8a5H/jzqtWHcBigKzeoyqwwodvRLfI4zpzPkcDhAqwdmwYJBRHrNT7Kbz05Jq+IXJeA03tpT23fgFGD5qn5ekKwOLF7+/ng/FK3iEsaxzlUBlSGSaEZgosGhcIPtwMgCU79q2Xme2SepXfk9oKgexXMnYaRpV05AOLxnvue6xYNAM7RooHd+AKtwMe77smp2JzVC2nftiMFFfu5Kve7+xeM4Dl7uaY64dDudP3U9n+2QCLFGTBG2ro5jAVYBGw4s3l/yaAxeNleUwIWYGlgrrKBljs2oDK3O+2zAoBLKrLgIQawmemWZQ8GSaRCSEldyMJy/CJAFar3dECchv5aBIwZZV9jURjCCuw/gqAxe3B1cM9WYHlKsDiOZbdLGzLv6RNcf8XAdb5safwVNBa7RuNwLYjE0LZZUZ5AJa7Sj7ZR6IlN1sXkILnMAKFot2uLnswTeDylWA9wGI/uB4n7i5tIz0XeUqgXCXgAVjlKrbSm26mAuvPBFi7m59BC98wYcft6kkqlcL/JIDlty8If1/bQ1RORNdipGwuNSFkMy/6rcIAKyUH30UE6AAWwTPaYNNpDC86BPoAACAASURBVPkyMproCG49m6Of6Jw1P/k0la6lNlFzaV1tY1ycbxGgQwVYJQ8lomuj1uLx5V0YshkAv6MzgNWiSSDuCGxYLhNCfkf2n0aLvbQguwN1VjSwei3MWgW9d8QKaGSWyJSHkiMFVnkBVs2sQJ1pZXkBFn+r+g1UzjXblYg2RL6oeh5rYgqweJPsCGDJG+PO2RYdwFKVDfwuKsAK7bYRfVsedzmipRnA4kW8DLCo7oPmRGoAi9VosikobeRlgMUqSrXsGGDtuhKBaSlb7Ka+YV1wR1Bjw6aiAiwq7096b9TuccWJuxnAYrPQ8gAshiJmJoTyRspdgNW5JFD4HzTbpFYGwCJX9Uk/WnEl0QpZLdP83LduOxNWARZFup1Rq7dp369sgBV79EtkVvE1dYB8swGWmaKXCoDntcpQYP2Yc0JTH9TdFKmbw2SlB9cHby5XPrEKXxWddVnhqyqwdp5JF0pfR/7ejBRYrOpzNofKv/O7y1EP2S+d+hzVifu2/MtCHa/CjsoGWBxchgBWrZF54uDGnUjCrCym76F3JT+fZiBdbMolmFRZAKvjtiYOD3XkPKv1ycer1TuUa53C68/BGUX4rboPpuztjk7bmhjCOiOg7u7aqDwAiw8Vae7rGR6OBTkntKbmbCwT9cMHUN6BKK8CK9jiK6IrO/OTKPcBXm+1Px0t1HRyMpqXuHx3DzqG/9TfpF3+ZwMsd+vUKCoqlxP7CKXxrzgfAgSryQhg8aGDB2C5Mzp7rvWUgHsl4AFY7pVXmatdBVi0oXYUCc7IhPDPBFi0GCQVU0UBVtUCXy1CFdnIB3v56sqMFUiswFId/boywRopsEj+Wz8xQos0KDvFlhf69G8GWHIEMrOTQvnlebF01x8A6x9Hu6P9uibilDHjsNUpwCK49TbsUZ/cPfHj91ABlpc/hKmZCrCsT/wuFG6Ufjq7BZNtSU6VC/K3EghQAZaRPwu5/m4WwGKH94kFqdhZkIo1uedRd1OdmwqwHgyOFYtqTrICq6IAizdwZgCL8qQFkxHAGlC1nvCJwiaE3BccbXB0AKskEO8FZmlqPEcAK6DQVzPra91qOZp0uSCKw5WIlirAWrq7mwBUFQFYJOHfN700UiP5uVOTBrByG2PayQSnAOurX86jxdb6ov8QICsPwOJvVVWBjgDWh5+fF8o6NZIogwIZihgpaeWNFAWVIFDnzI+LvFB3FC3UGcC6f0tHYY7NJrdG7aHnhUXosr65dt3+dmeFr6zy+ADkNn73wVOY37Kh00AClQ2wOu37RIvOF+VjN8eRE29Q6W80zzNwL+9GSlVgqRBVzpsVmn8lwGK3B67486F3VwEWm/6b+UuieyoLYLFZp6NAM1y+ZgBL/c6bCbBofHCmAFTbI/dz+jvNY2PXdPofDbDq9SsBmQyyCludex0t0bls7r6Yi5Lk7mh/pS7qnathqHqVodn2TsfFeORuH5XH3S/mDUG2V4z2emYmhI4AlqPgK/xgeTzbsj8YOzYM1vJ0ZEJ4vf1ZTLhlFejAwlY10K1IoZQBj9Vq0Bp5DS3XzV8FsLh8v3hgIeY0G+52ncrzIpmGUpAbnkt5DKByLrhmEf1ITR6A5aiHen7zlMDNKwEPwKpg2XoA1mxRgpeuNUZ4tSTw5p5MnmL+kYcWvtV1JVwZAIsXoR9KJoS0gR+wI06DGrJTbHoBIwXWvl+KkbPVT7yfmVNo+eVVgMWnfTS5pe12DWB9at1bJkR1+j4rbLChRmvSLeiTIwUWTZwBERbhRyyovg1xjxZrJpnRU44isrZ9cbUyeRceKD4EV077OHdSSrQ7Ul9TtJktWviEikz+CGBNCWnttskDPduRAkvdIFMbqr4zTIOVRl24ogosdZMiAyyGtJyvuwosVwAWQVE67WP/WmxCODogRpSvCrDoXczAkgyw6L73rSkCYE0qsZvw0ua3KM+mRbPk/lIrK1BzrN6q1240bbZbfLIrAIs3I2QiQT6wZIAVX7u6TkHjqgKL/UqYtUX6u7sA64PFp8SJvasAy2jD4C7AIvO/j+ecF8o61dS5IgDLmXK2sgDWsyv6CvjGJrdG7UE1NeQNY3kAFs8Zj/5+FJ/d0swpwDKKOuhOvioAcxdgMXB3d3PM9UMbzq1Wu/qUytYRwGKFpgyw3PlWnksXXY/A+96XNAVWxKpIndrAkQLLXYAlg4rMkiLNd6U7AMuZ+arZso7bkisAi+c2aueP9WgIVmCVF2Cxv0FnUQhlBVZFARbN+U8t6ifcK5jly+2L5prWw71AkHbUpQSn/UwuY9lcdmrmPgxf2U6Mb2Z+IWWYxABLBpvk1N2VxGuy5w5UQfzmsdotRvlWBsDiPhqXehVvLRiHfCtFK7anvwJgGZmF8ncmd72IKXG/iXqkRIfTrhwQ8/eUF2At6b8b8xrZ1wqUjMC2KyaEvJdwFMiEns8Aa97EDfiscZdKAVg8lzLAovXYjXxjgEX+dudE7tGt6z0KLFd6r+caTwlUrAQ8AKti5eeyD6w/S4FFC4nR79nN6KLeuCYWI2ZJdbLLCixXT1LpubSAIN86u2xtEe67B+wfiJxPez+SWsZ0R/MBFdwVnarHaI7k2eeRs00Y5SlDMFJZkA8sSrICwhWAxd9P9zoDWPKmpmvyZWFCWFkAi0+XjZQW8mkqvSctQILm1NUtSK+fscAv1Aa/EICdQ3ebkIjiJnYTwu0X9uJvRXvdWpBSvaonb+oGY33uBVz42Q8NDobj3YGr0CO6EKOiuvwpAEs2FzVq3wywCKB816SvoRN3XjCzE3fZB5YjgEX5sfkM/bu8AEt+hvoN7D+Jo2eqAItNBrkv0P3uAqyJGW1w8AtvoUgsvGY3geVEwLciAIs378/4xeDhQ+fx5YmuAnqQAqtXRISIOsWJ6iFzZjWnJoSuACw2UTueEY0Zh5fina6tHPp+mzcvDY0ORlQKwOJ2xN/FUEzd2NBYMm9eqiHA4nHImQKLxwVSX9GpsTNTSXqnigIs9rulRgo1CjZiBrDKE8SC2/hzWw7g7S5xTscx+TvZVNUdqOMuwJL9yFH73hs3SjSB8gIsnoe5T99MgMVlqwIsNlPntlyZAEsul+QbOf9jAZa8PiKAdajwqvAbV16AxRttUmLT2GCWKhNg0cHeguX3OgRYvNkmGErgpzIA1oSfe2hBKoxMNI0A1oqcc5iQttatgzYGWB/sqY962/tqReoqwHIXmsnj7uRlL4j8cnwLRNRvVwDWvWHh+KCw1ITQkek/f4x8APVtVhvsWhivfWfs+BJUa2r3z8TpzwBYRib83F/+LwEs7rM0L1MyUmBRW/smRg+wuA48JoTm45znF08JVLQEPACrgiX4P02BVRGARWZ4ZCfvKsDiDQ1NwrtyGwuAJYdYz7rvgpCGy0l1Yq5CNHcAFsGcD3fO1QAWm7ZQfnJUN/pvjuZG/2ZfG3zCSn9zB2ANSTqPzxtU0wGsjEMW5KTYTzkzTxr7wKLfVtRMKuN7xh2ARdLmut80MF2QMsBqNegw/Ds3hpevBRdO70MHyx6XHXBTecgbUK4/FWCNT12DmF8biI04wZ/4WwPACiFXFmZyu3BXgfU/BWDR4nVZq0NuOXHnb3UEsBjAEhgk/xOVAbBoY0zmSazAKi/AYoWJo6GTvnFL4jVMWdkHQX6XcLxKVdTJDHEJYFH/pL6k+sCSAZaZvxze0KR4d8OH6z9xGWBVj7WbARO4I5jOY6AKD4wUWFyfrgIsUgjNX5AqzOsYVHJZ/k8GWAx2ygOwDnc+g5WRw8GKH1fGeS6TygBY7gTPcBdgyeZtFQFY8maanKRTutkKrL8aYFnysrHhaJHDiHVUDqoJYXkVWANOzsdBr0LMnjFOQAfyS+lt91teJslrk3c6N8JWZBn6jXPVhPCvAFj0UQuWjwPOmAMWFWC18AsTZuq0HqQ+60piBdZLl7sheEsN2IptaHClBlpPLkZAHQNlueR3ixVYRuDZWd483n+2Px41trTVLncGsC622IMfY+/TmbPyocqJH7xAb9x4TFkTdSOAxZFAzcCkbEI4LipGgG1OrqyTZGXm3LS22LOwKTY3PomHe9ZHSIx52d5MBZaRy43/ywCLgN2NPIh1t5o8AMtZL/X87imBm1MCHoBVwXK9GQCrxoxonKiVhkGjg9CpSoTuDZ1FIaQF6ZRpQ8U9lteSy9wvP4xDxLIvE5pMKdSuqwBLXugbAawL407r/AhR3jcTYKkbSPlbeZFBf2NJsqxyMHMKzc+Qv5V8sbzTrJam+KJNbeYpiwaVUhO9TG3lt9Yue8rIi3OjBZCqwKKNX+z8ZoYAi95xxad5mpKFItk1GF6C7HOH0bRkp1uOYI0AllpGVJftfmtSKQCLI8cYOXFXlUW0Cc7f46czb+R68vK3m8LdN34ucv0KxWnusmZDDBVYbMpSEQUWtat1TZNuGsAimELAgEDZgacPlAGE7iiwVIA19kRb0KKToEnOBQhoxMlIgdUvYpNDX0Byf6NF+rlV1jJ+yqhehoZF6xRY1MZJCUbwm5IMdVhJR21ABlhmZgW8obkYNBDTl7/rMsBin3l/BsCi7/1haZooG1Up+mcBrKertTY1EzLzgcVjIPfRf42ahxM1C0CRzlRTcVWBdb7bRZAayt0IUfKc8elv2zBpcCenIN5oI/y/FWARLM5cW8UwKAiVDas/adwjn5OU3FG5yWrmDwpOaBG4yqPActV3kazAovdN3JEjxnJHh0iVBbBYiedKdDMZYL3du7VQMBoFPrjZAMvdwAcMQnk8nvHbGASfDTJVCKkAi9acZKbuClzhPBhgsXkx/90MEBopsCoCsFat6YRrx1toU5CRGkrOk8cjozxdOVAk5SsrsDY3OYEe52LQ4ZUbsJT18Q02HaUIvJObNhdtiJPqu/J6SSGCrXq/sfI7zjrXFgd+jhTRiZ98pK7h7sWRAsuZn0T5gY5MCI0Ocng/sbBbIr5ruUd7lDsmhHLU7T/LhFA+OLCkXxI+sPiAhdsCzdOUjAAWmXF+13K3zoTQo8Cq4Mbac7unBFwoAQ/AcqGQHF3iDsBypFxgM4Q9kw6g7adxIsvzLx4pY4JXmQBLntDJVKmyAdbhe47rNqry4ppt8XmRyBDNlZN5eTMiK7BYGWBUX84AliP/G/Q82a/K0ANHBcBixRdNYBQ2l/1MOAJYtEGW/UvQqc7OV73FKxudVroDsFQQwCoVr+P7hDqOkiv+i+g6I4ClbjBogcO+LliBRYo7YVbqHSicpLqaeAHsCsCia1MTYQiwWHnHUQwJ2myOvd0QYKnKGUcmhOqmgDdANwtgcbnRd3z6zZ3iP8nXjKpwkwGW2fjC7z6mIEiYh7ACi0xuyVG8DGA5X/ou8vVFKgVKzYZcwJCQnyoMsAhIqRtdarfr5ucJEEqJHdjTvyf8fY4WtQ5nfQXoolRZAOutmadEvjcDYHFZqpspRwCLITFveugZjkyLaSPV5dxlp6COniNvhCoCsFi98v7Q6dgRFWDoV8UMYHGfcxV20HtrfosqALBkHz1mESm5vlQfWgN3TsOBWqGGoI7uMVNguWueJF9PZt/nQgKEQ/iCxSGGByKUN41ZHHmX24k7sE4GWO97XdL85IT+WBekKuYkb1j5Hh4DLzyTiCdz9rgcJOSvBFgMuMsDsM4XZ4m5W/UlWdkA6/HNu3DX0k7gscAd81eqL3WucubvSwVYA6tGux35kPuXugYzGrvoHeU8q4y8LpT6RsEXnK0fuD53/nYLzp4tVfv/mQCL5uWnQtrAUlacI15fDgYwMa6hDmDJa7Kvrh/Cqxm7MLt2H/Tzj9I+3Qhg0Trywck1DYvHCGBFeQeBVJ2urK/5oQxOjZy4O3Iez+pIfo47AEv2+cruSBxFJ6U8KuoDq6IAi8qC9k8UoVRVbntMCJ31YM/vnhIofwl4AFb5y07caQSw5FMEXijJ0YmMsuRBePtdB9DxOz3AKoENL6XvQL+q9TAwJApV/byQkVVo+OayAuv6y6cwMKCe6RfeDIDFkx35U9g9+Lg4dZcTL8ZWVeuN2Gr1dCGcaRJwZYLlBfRcDMLSvduxoM1VkYURwGJFjvwORgosZwCLFxH9Mhph0P5QPNM9EY+u76Y5Kk1NtGoA6+JmL93in/MW5oVR2brTTfI7RHVPyWjR5Q7AIh8SyV/7a0oWPpWnU6U6WStEHpUNsDhc9v81gKVGiVQ3BUt/mCh8RmXUyhKnb7SJdCWSJdWBakKomrvKbZUUS3Nm3iv+RAtlFRDKAMvIFxHdV16AVTMrSHuVxn0u4rEqs4S5riuOYM0UWDQOqgta2ScUZdigz3WcXhMs8p7y+PdCFUrfFpIcWOkAi01uI7oWI2WzV6WaEMr9XvYDQ/10xW/XDBVYPA7Jke0qC2CxjxmCuuUBWDwW8Zw2fcibhu2BNyHsk5A2NKx44LboTkAJnjOWLt6GYbeVT4HlDsBSVRljNr7jsN3LAIsUkys7DxBV7y7AkuFeQvIulwAWKzQpv8oEWOxnkedPRwCLDtqMlElmCw8VYLFS02hTzM8wU2C5Ys4sv0dlACw1cpyrAMuRskd+x1Hb12LKov5atGR3ARYri/mZ7gCsdmO8xZrR3ciHfwXAktfZ5QVYKjST12OOxt1bk3PwzK+TNWW06ipDrk9dNMtmjTDq+mZd1+A1mZk6tbwAa1un45jaZqMAy2I8chNgcRswAljkuDyshd58Ud1PdPILx7aCS4Zg28yJuwyw2B2Js7W5CrDkADKuBANwBWDRGs23mk2nwOJDcQ/AMhvpPX/3lMDNLQEPwKpg+RoBLHkQdhdgJYxJxIAf7E4aCyafR6864ThScBV9U35Bf/8ofBfV3yHAosXO1P/aFRtGCi75c9UJh+TM10uKxAbz4ZAWCLD4OCwdIxNCVwHWTv+uIkqe+g7uAKyPF9yB2leCcf/4ucjxKwQv1OSXNoIDDLDkTaKzSZIXEU+s7oluSTHCaTl9KzmmJht4GWCdW+VlKDWmSd+nWYHudJMXTLRRiBldUmZRoIITqpv+P8QbmhDSxG2bVVMDWFQOJOH3yb2E5mlLkFnFVwvx7qzZ0+JF9ilG16uAhtoaAyzapMZ1y8eE8A5i8dvcpxr+jjoYUqsVfH2qOMuuVGXxzRgR+Y5NAOlGFbq5o8AiPx7748a4rcBS26FcD+Q0+5MVk+1Oz+sX4JOG252awMgFoAIsOmmX1Q7ytQR8eAyRARabHvDmhu5xF2CN3NRORBqTFYSct6xYpL+VB2ClL6si/Dyp3+MMYFHEw/3r2onbZIBFfs9IscnJaIPhrgkhA6z6Q4tx5lcv4Wts0tgfNMiWstmK00tL7UIc+cAyU4CqykpqS1tX5FUIYDGMuislF/VOnnBJgaXBI4RhYvgtbpsQqgBrdt9XsKxxlBZynOuF54Uh+1uISKHyYYZRhEBngwO38XVbLqBXl0inptBGZkHuOFT/qwEW9Y8FZ7doACvnuxDd+CAfylQmwPqqKBkrkC7qk/0ssj+6qAHFiOpt37AyNGclXtrEA5jks8Nl59uVCbDMxjyzNlURgEXPJNM61TeUKwDr4bT1uO99u5NxM1USv3P/rQniMI7XJGwSyod+zvqLHDGXrnXm70tWQ/W621+4nagMgOUoepyRAouBlGpWZ/a98vrz5yXNnCqw5Dz5cNURwHLk0iH+vAXPLZ2g+aZ0GWC1ayXG3VrXgzBsbxxWxx7F1lvsfsYYAqrzozwezcwdKA5xXFFg3UyA5UzhRofRfxXAcvfgoDIAVsKtB0WAB1YWe0wInY1Snt89JVDxEvAArAqWoSOAxTbclIWrCiyaWMmvECXvR1PRoX51zfSDFk4bG9zuMsA6/MJ+TAyONf1CFR7xhRNDYjHz+hGMD2qG16rfan5/kV1NRO+1JidamKnJp+4cOl1+AG9GzACWK/63+Bm8MGNzMf5vOb/KBli8SSWTx/an6wtYVGV8BnzXh2pQyQxgsWNReXGYc9GCfdO9QJuSBkNLhB8QObkDsGjhGjQnUgewePPMoeCN/NWoFcwLSdWnmLp5V82EunbIwqjoLmLx61NiQ5HVgmeDW+PJ6qXOVc0ak2qWwr6PjBazjgDW9XrXEXwuWDjipkUemTKeaTWuUgGWCKG97lkBsGiT8Z/6G90CWHzSymCKwCCBJEoqODIDWHQtgT0ZYJkpo8wUWIOXxIuNMYHVq4etOjMl9T2o7b549d+GwMKoTqkt5i8M1swC+RojBRb9xqZ89O9m/Vfj6Er7Zq8iAGvRD6/g74M7OTRtYoBF30dwTAVYvOnh9y8PwFI3QgSaDybcEACLoocWXLVo9W6kwDLyI8N1Wh6ARSfydwQ2LBfAuvfsOqEI9LZlY0G3twyjH/Km0Ogww91NKpU7t/Hda8+gXe/6oiocKUn/TIAlm4DTe8kKLHd9+shgRwZYmTNDdAci8pxWmQDrx+yTmv8X9rMYPagYeWlW1BtUDN8/AhprJp1/HDYUPHQUY702O40OyX3ofzvAUs3jnQEsbvOumC1SGakAyx2TULpfBVjO8iX3B8fmegnQXF6AxcEZZIjv6FDQCGDRu7sDzmT49O2vPXH5dLg2FRkBFiOApeYp+1l0BLBaXwjCi0vGiOBAlx48XSZYkTwn6hRYfwCsUb+3xZhd8cKH3b9HNkOwl69LAOvT84PEPEV19fz4hobLKV7X30yAZeTuQt1PDPCPQkJeslsKLNnioLwKLHcBFiu2CD5llhRpSrXhRY016wgqaHUvQetLekdaE2zreEynQvUALNNto+cHTwlUWgl4AFYFi3LHD4WI6quPVsITKwMs3hQ5Mr1hNZAMsCLG5qJBnK8GsGjhtLfhGIcAq/Gx+WKDwU6faVDelJeCwQHRZb7UDGBxNEJVKq8+gL+Trlt4ozEibmzSAayEWw/gSL17dLdVJsDihRnDCqOobmbmWXQKKoc/d2ZnzxMrL9Bo4UGTF/3vjduW46PzAwUAkNVYankZASx5wWS0OTYCWMLE1CCqEIGRyHkNdACL83RmBiO/K9er6pDVCGCxyoKcitYddFYDWPw8V02FzACWkS8t+s6kXUVlfGBRP0sNyrZHwhyxDOern0VwYPVyASy1r8r10OVKNl5OnCw2leUBWATg1qWkCN9W1E+bdffRnDTL4Ih+u3/CPE2BxUBaXuS7ArB4Q/NsqhW2qIZ4v+CEUBjJSj7Vb5sRwHov5SUBLFTzysoGWG36fYO9q8aKx776xEIRGZXAa839YW4psCoCsPgk1RWAZWY+w+WiboSoPthxNV/DUVJ5HJLVoUYbqb8KYD2atEW02yoll/Bd948MARaPlWZqXHc2qfIG88qig6hxu13R92cCrIdWvW4KbmWTo78CYMk+8ljZ4465pAxHFpzdWgZgGYGAMgBr8nmMLVzxlwAsVw5kuI8ZKeMdqaFUJ+7kP9DIv6MzgMWqQ2cgid/zzwZYvAaRAZa7Zotqm6BvcRQYp7IB1uxfhyDjdKnJ+80CWDzudj4VhqcSbheHZEbRtp0BLD7opTIfN66W8E3JZehIgeUuwCpJ80aXK/WQ8PBOEKhx5YCY392RCaHRoYq6nyBVGs11RvsIMxNCnjvo4DLqfA2dEtFsq6aaELoLsGSgbsm4LHyE0hrnruwW4nCZE+8lAuvZkH3Ogm2NTqHTyYYegFXBPbTndk8JlLcEPACrvCX3x30/TSwqIwmvLIBFpj0RXUvA5iKuAKw2B34SGwzagJ587BgoqslX1w9jTq0+6Fu11DEkvb4ZwGJn7s4AlnzC/LNPG3Q8/zNuPd5NKAvMwlyrAItNdJa1OojZXba7NMGqkYTInG9Xg7PaRl+uUjXKF/9GC1fZr4YjuTvdw3XAZooywCJY8umFwS4DLHlxKPv1MQJYqj8LWoDEzm9qGFWITkHjFjYRZo2c+Jm8CXPFRJPbr2oSZQSwyNE3A9OQ0avRodUA7RQ1JL9QACRXnLm7A7CMAAB9rwqwaHFJC6GrbSYaKrB4o2cUhdARwBqcUYTJux7RANaLTVaLMPCOomjJbVIGWPTOnQZW1cAMn+rR9QQ1nh29SGvXbBJcXoD1TEkEbNVrC2ejBGhun9tJRB6k09S0RIumAuOylH1gEQhdvu8xPN8n3iVnzVRH1u9riLbIZkj0XGcKLPrm+5r/gg2bxosim/rUr5pj6UYH67gMsA6mj8KvO7/Cc4NC3VJgMTQklRL5z6gMgKUu9o3aL9c7j0Py2OQIYD18qQjVThxxy4SQvm1icHP0v7ikjDkUlblZFEIaA6fuOyI2FaE39mJV25mG+aoAi+D25tsOav4Q3d0cc3tP23gFNbvXcAqwjDYwMy7txMv5h8sEEDCa/lXl1LNLXzYEdXSvCrBoLlrcq5d4bGUrsHyCgKIsILi+DdfP2D1Gyz7y/n8EWK744+M6rgjA+qxLczGXGcFXZwBLNb1114SQ1U2uRpBzV4F1swCWI5+QrPqisaHkziuagskduC2bI0/99XadStEIYMlKM9k/q5ynfKBo9AweWwYdCcb49XcIgGUUrEgeV4wUWAyw6P6Bk/xvCsCiNSodMFIglvWPJOITyx6X1tf87o4AllEbVvcTr4a2x6tXdxnOMc4AFu1Bgs8FuQWwNty3Af+K7aKt1V09PDUCWLTOnpjRRvO5SWXCACtuUjES0s5jUfoZTXm/e+BRnQKLIzJ6nLhXcIPtud1TAg5KwAOwKtg8jAAWT6zuKLB4kiPbcZrcKDEw4EmzPABra749spDRyYsZwGJfWJTfm2EdsTk/Ba+Eti9TUvICfU5mVzx79Hc0SYkRm1ZXAZZ8EvdJ740uTbAqwCIH4jvrn9VACr0oR0+rLIDFdcBmigTcOpyOFv6aKDzyf08MRv6eKkKBRVCOwAAnnvi4PuUw51Hnq2uTpCPzJH4W1SObCaoLLIJAZH7K0dzoHoYqvAlzRT3D7dcVgEV5ha7OBgAAIABJREFUvLfgdtS/EobokWcQeWtdbZHP7+yK43i1TtmE0EiB5Qhgna6RLtofQ016h+J2j1YYYDHApOc9cvoabj/+tFgwU/k+F7VK53RX7ijFhUDhNcC/VulfaUOSeDlDA81ktsHR9ehEluuPFrcER/nk3ghg8SKTnm4GJ3mBRgAryisQk21JAuqMm9FDbMAJkKQlWjUVGD3LSIGVtXQ0uj8w2KkPIrpfNmclZ6+0eaBkBrBe/vkIBu6MExuCR+M2Y2PCaHG9DLDq/x6p80elLqLZVIfA6dezJuG6fw4m3P+dQ988v7yRJ/owmVGSGQ2/ozsAy8h8Rm4D/J6pxXmYlLoB+biBkP2hOgUh17urAEtW1VmP73UbYE0Jaa0LJiG/rxnAojHw6wOnXAZYbAJCdUrBSWbU6i2ycdckitt46kErarUsEc9wNKYYAawFaftcjpTnDsCSN7z0XvP6bsNn/exzpbtR1cxMCNOmVhP9NO7RYvgEQ8Bmih7KbVVV9rijwOK5iEz6P7i2zyUFFo/VfJhT+4Fj6F5lk8uRZ1UTQvaVxwd2ZRYagE4tTb/z+sIdgMX1yocuHOTEKD/6m6zAmt+tNWxV7Qostf05A1jcHsurwHKnPnnspUMKTs7y5TZMa5qhfwsRPrDc7aOyAqt6dgC8bFbU7V+Men30LhH4nThPVcHEke9ccc4v91Naq9B8zMkI+st5kq9ZDjAk51l01E+bB24GwJrRvosYdxlg0YFNg8dzdWVuFKWXI1dPOzBY9H1q/x+ObmXYdOV1PR0mU/orABYB1wlpaw3XC5UJsDhiL33j8w1aV+jggBVYRgCLfQ9S21rik4RftqZqAOvE4NPiW/nQn8cOD8AyG109f/eUQMVLwAOwKliGBLDUE3aeWFWA5egEjQHW+mbH0fOo3QcWn2DJ5kvpTSY4NCGUFVjrH9mNQwXpwgRHBliHCzOwMz8VfXbEapMhgTM1ETwIsvjgcNFVbKk7EvW97ZHBOPF3treF4x+fD9X9Rj6ilrU6VMaxtKrAkk/i3hu4Gg9ltcH4S+1Q4F2MyB4l8LeWSng5A15w8MKM8qKF0HsLRgrVSkCBr9iUUqosgLVu+1W8YduO1xcPsy8Imh4XpmqUD5lxTDswBORkmgDW+TVedgfffyQVYMmLQ3oGwwsjBY96mvrC6R6osyUctbKC4PdUKuLDq2v5UNkOX9lOB7DYJOmjFe/inWa1XAKEXK8MpjgDIwUW/cbO3rm9ymZt9DubeRRmWpC6B4jsZoNFqVYzgKU6zKXnOQJY1A4IABHUXN80Sby6GcD6KiEZX9b6HffsaC+gl3yPujGSfTOQKd7Qsw8IdQ7V2X+iN2LCzz00p7uU5+UdVgTUtSFloxVpey1o/UQxAiJLnSCnnC/U2mvEPXnwm15Xa1fOABaXFS3y251cgKH77FFLR7Wqi65NS9sD15sZwLrz4+4ozrMIBSkvessMAn/8gfpiyIp30HlSiAgG4GyDIQOsiHbXkbLbPnaYAawPFp9Cp21NsLnJbjwfm4KNi4eI69d1P4RPY7fhp4gBqLspUgfZVIClKl85P0dKUgZYtCjlaKD0jnTPF2mDcPWo3jeYEWTm/mzmxJ3fUx7HGe5wedPmkRze86bamQJLBlihB3YJZZy68VHrUo7OVF6AxYv2mkWbsbzdjw4VWDLAklUK7m7IZYDVOCbfafvTfJr4ROPVSLsayh2zEhVgPbPmHXzXqLYhIFYB1pL+u/F2H/vGsiIAa8f+BC3yod/0KA0001wi91XZRx63M/ax54raVp6PZYAV82lzkaeRrxu+54ufx6B6ahBCxl9Df7+fyg2w2Fcem7sbjUGySa2oz1t2i9D1rnwjP09dlzlTXfMmVIYFKsDKuWBBznkLWg3yw6WMPMPhk/rqZ5cPiwM2Z9CMHqCaELrbX7j++WVcBVhbG51Ct8ZhuLVXgABYOOSPlyLj0brZH87PzCYHCUpTXqRi/bDfOrzUPg4d/Wsb3mUGsNxRZ8r99Pk5Q3VrLncAlpynHCjEEcCSzaPThqcIta5ZOjrXHpWa1hdv97YfHDDAorIKfCFVB7D48ERttzQnyQCLfWep+RoBLAJ2X1d3X4HVNakR2mVEottu+56Eklm/4Xy3NDqFpNqpeGBApPCzSEk9cLi6zRv+dW2oEqV3v7J7Zw7+UbwJ1X1OwCe9rUu+RXnvRHPMxFYNKwSwrOmpSNteD91ah6K9JVyDmXIZ035v4Q09wEobdl7nU9IDsBwMFp6fPCVQSSXgAVgVLEgCWOpkaQawjBZbtKW1wYbDX3iLEyQZYDHQkM3IHAEsUiB0P7xEU3YQwFqRe0ZEFpQnxQdT1+G33LOYf3gUfDZU0xaDalEQwBIL8RvZMDrp5O9slxeBf80eIhYulEj9NK3/CmxtdL4MwBpwcj4OehXiYtBA2MLCIS9kSG3y+uKhaJZid8ZZ755C1G1VGgGM30+NJJRVbQm+7OWPpxf1EyCL7efp+tBmJWITqiaahHa+6q392dHCkh31Jle/iqiMUHEP5VP/SnXxrQSw3jjeF9V31hAR3VK2WMViivzE5FvDNRMq3vzKC9I+55pok6QrAEv283Xt2VMYXKOe9g1ULqrjdf4uGWA9lNMWVitQNcL4dJTrVY3qaAaw2p+O1pnQqQCL2z3LqhuOLEH4rXYlBaeOSbOR7ANNbcQKLCP4YAawCF6eCUt3CWBlngAOfeWNjU1OICw7QMBIWbWlRrdyBLA+qb8do3/qpAGsvDRgz/veYrNCgIiSrC6gzQH1dQIe1I5oAxj5RjMB9TbFJaHbXvti8be4Q5jVdVsZBZa84Cbww6eswQ1saPmIfkFIzzEDWKPf6yHyaf5WDrLX+uvgkNpfrN4WlNyw4at+72NlTDV8WO1WjK7W3HT0lAFWg77XcXp1KcAyGge/+uU8Wmytj0P1V+HRNoXYtWUw8tLsZff24JX4163NXQZYMhwiE6vWIdW103b5hWm8XPefYgGhjQDWlGlDYbEANqmbuAKwUoOyBGDmxGBBHsdVgEWbZK5H1bzZaCMl12mDFQudOquX2wGBrglBseVSYK1ed01EFowq/AmL4jcaAixWK94MgHVLVJYWnY/8xhglrWz8YvBURFdxyfYLe/G3ImN/LOozVIDlCP47AljuOqxn8EAq2X2b1qPgRgc80D8S1nfqinGE1xnOAJascHIUHY2+m8eSTYXdsPjodXzQap+AQgywjEAAHyD9tPB22C6H/a8BWNwu+WDRGcCSQQCrXeTDA3K8fegLb2SeAvq/6Y1s73zT9jg3+YTdd1x1u+LVUVIBFrcLV9VmvL6gPFz5VrUNt3y4GK8EbwbNDzQndXrL8ftSPkYuABy9b2UDrGc/H6LNtfQ+7gAsWREfvKGGNg+SKpfUw3JiEO4OwFJ9qY0+8xOGb+quHTRef/kUBgbU0/qiqwDr6dsaCtNDNcluOTgKcHkAFvvTvWEtgXdJ6RrazDm/eggW82ARevjOF/sPeT2Vnw7sftcbQXWBuMdL2xavs8+HXsWuFu/hou+APx1gNTh+A7V/7ojqLUpQPdamc1kgz+fUDub/fl6se6k8su7zACyHg5rnR08J3IQS8ACsChaqI4DVMrcWXpkzXItsZbRx63FhEXJKijD7t7vKACyeKGQVjiOARSe+w46u0ADWvIkbhPkgJRkE8AJ0yt7uQvXAp5lqURAICrH6uQywcv2u4lDMxxibWA2T/paFzfVqlQFfdxyegy1VbaYAS44kaLRZpHckUCNHeGxYMBu2UfcK8yJSMvTuEoomSRGw+toQUMeGw1+Xgir+RtoUcjhi2mhRMvNNoS7w6Fp2ukz/Jtgy9cBgRG2uI1RzHFEuK+AEgnJiNBUYfY9fNRt+PXQJL/VcLhxFDj/eQkyStLD1rWYDLR7lxHVPdeGX6ac5/iZ/Yb06h2pRJs0iB/J3zdr0NV6M8hYqjf7vdxYb805vGi9MeQOnRnWUIYzsT0SNFqMCLFaG8EmkUb2qULI8AItgENULLdpYAUjfb6TA4kUe3UOJHb/zfzsCWG8k30Cvaw+JeqZv+TpsDwb8EK8BLKP2Ii/6jADW3N3nMCQkGgk+p1H/sP3UemvMSVwIzSwDsBgC0zvKAMsMwjoDWJbXksvAIbNhcXPrtzC9cy2nah8ZYDXvfRxH1jZBodcN3PPQbEPVxCNJm1FlbxCuVV+Lb6rGIi1sAM795iVMcenkekTnWui0vakOsqmbFG6TMhwiuBxTM9AQYNH1u9/xMgRYRqpSKhNHAIsVi7IfM3lckcfxygRYbRZ/j7Ejezg0laT3kMHG6IAYtwEW3X9ulVWANhpzE+J2GCq/eJNnBrBkUOMoSi63QVmB5Q7AklXH2zJOYNR11yLlVQRg7ep1DJMHNtK6jzs+feSDjaAZWQhJ6YCoe/ORPLeKbn7ijaIa5IHnr/IArG+X9oTv+Ri8NnwZRsdFod1nrXSqL3k84G9a9d1QXLsWjrhRF9Cs5nJxiSvm4qoJoZlJvJynmQLLFZN4fg63Szp4IrW2s8AtjgAWzw/8Xt2f8cKNmvYDPDVRe1984Vy5ARaXV/USK+oV+2BZ47vMhmfxd25HZErtW1Tdab7qfEVKuK/D9qLn5/G6duco08oCWO6YLsr9lA4b5OQOwJLzlFW+RopAPoTg4DWkxHemwCoDsC6v0Cnl2TUAr5vMANZAhOHVpBGa1YQZwJLdcrCam5Sh8xrtdkmBz+XI1hxqvZs55+c1FV9P5Tc24hctCEsLX7s6nNubf3WgrQRzZX+Ci7o+/5cArA6JVWBd2VKsx2u2KzE81KNxlsaS6ceOaONI7iN6gMVrXY8JocOhyvOjpwQqVAIegFWh4gMIYKkn5DyxDrkeg/u/7akBLKPFFi8GExImCIAlb374tM5VgEW+ix7av1kMquTD5pMHVonJg5LsS4jzZBmzGcCSi8aRAqtVRjhe+mEoAotPoGPOg+K2sSO76yI37cpPxUeZ+3Dx2gUc9YMGsHjS4kiNssLIzCm2CrBIDWDp2AXndkcIGDdwcDVxokXpRFo2Ut+vVqaWCcYw8OJTKjOApU7M9DDZRxDBlv+c64OYZQ1E5B2Si1MKL1qNSz59UaN1Ca7ss8OOi1ss4qSQNtb3RsVg7Im22imP0ckW173s1JJ9I8kbNPZbpSqw6D3ouxau/gyPx/iLTe6ED/qL9zNa5NHfVaez8oKE6oSSOwCLnWmy1NtoAeQuwFpx+LJQMMmJyoX+JwcRoN9PthiLqrneKJEOU3lzYgawVBM5WYE192Ammvg9JRY3VKfTI3Zg5LxSBZYRwKL3YFNjOvHFWT9NgUVRjMhnCdUn+6yTv0v1gcULbjLNnL8gVQA7TkbRgeQNY73MHM0HFiuw3AFYlyI/wOPDQ1yCJeFfNRC+0doO2o3dWzbhtZ4xOBSZYgiw+JuGJCVjRvRwFDdpDVbsUZ/uPNDfZYDFp+NUJqTqvF4vyzCQALXh5BftY4OsyKT+zJtcLlfVDFiuHzUClysASwbw9CwCrqRs4v4qmxCaKbDmnzmFyZdj0XrzevxzQEMENrJhQcSAMmMd/8EIYBEYVyPFmvnAUgHW9iabDJVfDApkE3pSA7OZjTuARfZrlnSiCvrUSseBWqGaWbLRxxo9//C1c+h3ba1LZm7uACzVyX9y14sYM6zU4V15AVbLj0MFHKJNIG2AuV2IsXeV3V+dOmdWBGDNnNtTHLYQLI6/NQA9v7jFKcDiNUvLcZloHrhAvOOfDbDciarG8IEjyJkpSbhNGQEseeylDTlHMnYEsOgeNhl3Bs0obwYHRus/V8qY37FlsS+yrwY6hXVGAGtDlXMiorHc7kwHlkpUYFUWwDKaB3mtSYdca0ZvxIz6dncQnCe5+CAVMPuXMwJYPLbIa2dLryyHJoRGAOvOXztqwXYKJp9Hrzrh4INlVXXO4+kYr3A8dbTUB5YzgEUO8jmgz/oBB/BJwx1OD57kOu7y+xLRdtRk5pxfHQup/P5Vbw1W5J6D7D6F25u3v33e5SS3wzXtn8HRoGHlUmDJzv1XRg531GzFb/J80WtvHeQtryPU83W62BwCrLfO7NPgMLnzkIOi8FrXA7CcFr/nAk8JlLsEPACr3EVnv9ERwBqY2lj4xuGFptFiS9u4Lx8HnPHTASxePLgKsGjh/cru/drGmDZvcqLFJW8I6O/uACwj9Rgv9PmknSJTxec+JbL8++BOushNql8GNiF0BLDMFntUZrKCIaJoBUoat8blMxFiI9i3VzXcEdRYvEfipQwUTJM8aP9RIKyUUjeORs3ByD8QnX6zo3ja8L5R2BVNZzTTRVzr6X0frv59pgBatCiS1VlUN52bheLhwx01x9RG5gWuAiw2j2CARRMwJYJltEjYs2MebqtfDFlZYiSRp3tUp7NcJvKCTgZYvNnnDQEvCOkEmPwlsR8rdrZpVK9/FcCixWyOb2EZBZa6EZMB1uIzXggvuk8DWJ803I7hX3bWTvTlhRwpAGGDUBIxiKCTVo6ww05sywOwCCqvm5+n83lm5LPGEcCidlz83AW0OxJtKJdX+0NN7xfR88H6TkEA5dno46ZC3dR+ZCI2b/lQqIQoGY0lrBq4+8ApTG36NwGw5A2kKwCL64jHNcqLzEIvNU53CrBksz3qz6pCyhHAovq8ZWcjjNjTSowJ5QFY9J7Ud+l+1bzZDGDV+aIh6mWU+jw70/087h5iN782SirYMYMrjgAWO9wmBZYZwGJQUBkAi8cZAq+/JwdhZHCK5huKnE278p10zYXLJ3DbxQPwqlnsNCoqj6UM3h2ZEFYmwOJgANQ/GGARIOcNNQMqGb7LQR4qA2ARLK7XrwRdPozXmS3K5aweulH7bG4t69zcrB3KCjyKklweBRYpX1wN+sLvwe1/zJ4qGLV9rM5noaN5X/aBpQIWBs0dJ3nBGm2swJIVt86gGb1HZQEsAiFsqu4oXzWSJs3ze6peEvVCyVnURLrGXQVWzkUL9k33EmMlHeCwqas7AEv2a8eHMVyPRu8srzVloC4rH2WVr1FQgYoCrG8HdAEpqEf92k/MMZTo+wfE1tYCBJgBLFJmTdnTTVNgPTiiLljVJLdfHpPkeeh69yuY0GKxYURAs37Kpqz8e2CUDdnJFsSMKkat9mXdTxhF7J0Rv11EQZcP79nvrdq2ZID1e9wTOBh8lzjUcRTNkp6h+sCqiO9BWjvweCuPvXIZsQLrhYu7hF87SlFvXNMpmj0Ay3QZ4vnBUwKVVgIegFXBonQFYBkpZihbGSbNXnMHAo4Hl4n+RYNlZQGsIKsPWvvWEFEFKcl2/LQYdJQcAaxOl+qJKGwywHq7S5zOPwovTDgPBlhs966aQ9B1ZiZRKsCifG01wsWJNS3oJ8Y11AAWlV3H/9xS5tPYuTtdz0oes4Uay4HNyoc2vC/5d0CrqfqoMH187kLeG/NEVEJSexG44eiElG+LJoHagsTse2WA1ehQhDiRMlq886aRHapTXsUFFu0UPXPTZ2jX2l9nemkW9ckMYMnASwY6qp8NrmvadJ4LCdCi0PBptdGi+M8GWHwqSnDZrzoQfDZItB1WZDkDWDHh9+L4t15ocncJPquyR5hbMIDk+mZzM1YSyU7uw5PChP8EDiPOACv5Rg5+zLY7n+fEppxsaiAv8skMlhbCDFQdnRoTQGcF1vCixhj3tR2u0wkwmRpQmajRB9U23yr3JTR9Olr82ZHaQgVYB9a+h2F39RX3Gak5eRPxz8378VSH+8oArJYDvDFgR0vdiagK64wAFilKTrZIMYQWdFKb+ZIdbssAi/xmNUgP0yn8HAGs3qeW4I0vSk+qNzRJQo/jdoAut3V5HFcVWNT2CGCp/rjofjOAxeMajX9XvdvgZMsUjBtXs8wwlfSDF6o1KcG8Bns0pR9tGMsDsNjhdmzeOzgVsUfUqbrh4u+UAdaeSQfwavUO4t3cUWDJm5HEvbnlB1g7inB2oT8Wd9mDd4fbgx6YJdXhuzsAizaKA4eUKn7dUWDJ/Tpkmo+Yz4wAlmz+XFkAa8ZvY8QYyACL25bRnFhRgCUDg/PFOX86wHpouxX99owvF8BiyMhjGAOs+Pu94NfcGGDJBxaVAbCcBdDgdlRegEVtLi04C/kLQ0QXMVNqy/3HCGA5Clokw6STjx3TANaU5BX4ofiSS875uZ+O9IrBXR/31HVndwCWDFT7bmipuYBwFBW6vAosAlhUVuRygAFW8Z1p6NY21CWANXlbN/F+1E/HDKspnL+ryQhghfTJR/8m37gUQZieR3uTUTvW6eZAM5cenL8RwKJAC7y2YUgpXyfXkwy2CGCd8rtfqOmd5cuwKPuOY+gf38g0eEbBVQtsNptYp8lJp0x2A2A9lb5Fc+/gAVgOp1TPj54SuCkl4AFYTop1zabdeOKlj8pctXvlV/Dz9REKLHXTqJ3g/qHAMgNYLHWlh3+zdYyIYqduIGnx8Kl1r5gEKDnygUX5Tt13xFSBpX6EOwDLyPyRN4ysNHMEsNhRJr8DAyz6b14E0saRTjRkdRNNcGm/W1GUC9Tpbnf8bQSwsrxicMMSCHrGm3XalwFY3rZs8buaOE/6uxnA4gnSrKlwZDU+tebreoU/iYKn3hfR6tgMhH+jjXVB6ywtqgz/XX0HXuyTzxqsD9aZx8lRx9STQVooi4XIKbvyx+fQDMTEeelMo8xOtswA1rlxpzCmZRQssGhmhpSHGcB65Pej+PyWZuI9CHbIZlGqxN8MYKn+IOhZ9K3umBCubTwczW9U15kQcp2WB2DtTrKidj/7yRulT84eQdtP4zSAxQoJXnjxwow3L/Stct8rvO2KOKUkwESKBPq3nNiZfsY/TmJoWLTm44SgcubMamIhzD7ZjBZ73IamWxojpKAQ9/ueBZv9shN5VwEWgYtBE6oIMMnRJY36BdVR3AdxQlHU8e5EZHz3Clo/cpu41Ahgcfs1A1ikCpFPR+k5ZqbbDHHpGlroJ9x6oIyZHP1G45ftlSjxTtTv2J8NmfdSmRIs5uQIYA07kiCCWBBwD6gzHUu8B2uqOFlVKTtXpufK5tLPjl4ogKYRwDKDkgwZCCrur/o6rkdnYeAkf1118Kk2vduWJxN1mwnZebF8ku9IgcVqmXb+b+Ow316XABaN5weePqBtUt0BWDxHkjnUmrP+GF98UGeabtT2uJz/XSUWE8Lt0ExWLT04uSzkk5/jDsAqo87tlSXMXTmxWZDqU8/ovWWAxZEHjQAWzycEvylyrxplzp3yVR2y0+FIlZHXtUMfVwAWHWy0CpiljfNG3yb/TQZYWTlXUePrOK3dq5tLvk/1gcWHOM4ib8r5MqioCMBSIwK6ArB065X6Bej8aNnIyvJ7qgosOfgDXeesLVUGwBJ9ZrXdcberAGtfZoa2frt/wjyHEMoMYLkTcZH7KR/GyGXoDsCS+8vwVfFivUbJVYB1vttFQx+L/D58WEZq/y+Hty8DsMKG5KFpdx+XANbf13UX78d+IdnSQP52Hh/kvQR9S/+m84RDdWcAVNR9UTYm7NpSYYCVcOtBvJKxUxdESnbJIdeTvE4+V/8FXPQdiI7Hu7kMsFjJZqbA2vmyDyw+JWj/kt7PrAww5UMyPuSWg/HwWoHbDI+9ES9eQ9f00kisHgWWs1nA87unBCpeAh6A5aQMV29KxL/e+go/ffWa7sp6kbVgsVgMARZPrAx2zACWrGJ5e9MQNDoY4RRg7WkwBs0CQ5CRVVjmzSnfrw+cuikAy8j8kb+zz9nGeOS3HqDQ6q3zXhLvxQosXmAyoOCXNgJYtIlj/110HW3maHF8bK59wccbVhVgcbQ/uoZhEp/20OREcIGepSYzJ7jqdbJySP1NNg/tMzteU1jRdY4AFi1mzsSnYMbh23SqEncAlgx3eOE3cXNLDDhAUVTsAIvMF6kMw0/PQa2WJTrTKDNnnDQ5c9QkeRFEp/1PtWmOQVXr6QBW1QJfsXDlzTovoAlGvNPVrkqjRdPB56tqkflk9Yzs5+brWZPE9VMe/14EDzACWHI7l+vDzAeWI4Al7q9fIMx3HSmwZNicetCKoqGlAGte8gk0+riZKcBilSEvflSARU5gSXVFfSzWpzompK3VNTMGWLWeuSYcknNdUxuP+cNMj4IXkC8sIygpA6x6mdm4PThFawdswjExo40IauBMgdUk/2M8PzRNQARHIexl5WO3CYm4PNMxwNqcdxEvJy3Bp4vWocVdzwsFluyMljbVrgKsZ1f01Xx/sH8/I7WYI4DV4XS05pOKKsMRwJKjhtXyeQnT/e7U/JK5CrAIpBPAInAm+z2ivI0AFtUpm83cmv0gdgR+JepuxIt6gCUDls1P/Y7p+XZfa9R2zJypVxbAonfnBf72f/1eLoDFc2SXXAsWZoaLtj8/rqHDtie391HR9vD2sorWmUmUCrDYf6ARLFEBFikdWvQvDRoiRww1i5rInV0GWNa37ZEH2aei3I6uHrXgyCwvLIs7iNldt5cBWAw8XPEPxfPy0k+Gioi5rAg1U2DJJp2z9j0h5hdqnz0DvxDm4s7gCn2rDCnov/2m13UKsNRDJAZYRvNDmYn+jz+weuqdPS3RcHtHpMVdwYixZf1j8v1GPrC4z/DYxwCr+TAvhHY1VmDJ65Xkulcw5nHzPClvFWBxe+T3clbGDKbJBJYOT2hcMZvr6ZmqCSHBDkoMsIwUoGoZUzvPvwotgNCksT/cdIDF7fyOtBYiCrCczPo419eCZzcY+uQbvCRe82FaWQBLbUfUz8lnJvmHpMT5cF+U/dXS7/J4VF6AReuCh9otFj5xHSnjtLZflI3n1u7THeI4U0LJCir+rkOdz4j1DJtji3b1hw8/+rd8kCn/vTIAlurfketebc9mJqRsMcFzP5eNbBXDa7OYf+Shbda34hJaa3gAltko7Pm7pwQqrwQ8AMtJWRLAeu2D2djPIVB2AAAgAElEQVS0+L+GV5ICSzXFqgjAktVHlGGLx/Lxqv8OzazIEcCiCf3Hg8l/OsBiNQn5omqR944oJ9pkkB8sWmC+FtoezZPn68pP3lDyxMLmfLSpzvErEJtQCmNMEyMl3pzLAEB+KKlQnh29SBdpRV0syNeTYmHC4B/KbADUipaVQ+pvDLBoczN2TSft9I7qcWj1f5oqsGhjvb3TcSw4cocOYKnKJA1MBTXHjRUhugh78qKANz/TF0aizuVBoqxu5FvE+9AGI/JSWYDlKGqdGcAaGFtbbERl+EplIqsA+F3e3HoUX7SIEmqdzWGjkPJG6cLdyJ8Wmbd9MH+yKOLyACzafB2ukyLAAwEditRIyQhgySf6fNI2428bsKKW3XxPBR6yzy8VYDGs4U2mqsCi53F+DR7PxS035oOjGNF75g5I1wDWxKDYMn3FEcBq9YfKiU5kSTFktFGpTIBFvo+o7RKYdLRBlgELASy/ac8g9J/3iLI1C6/u/+I4WNIvIf+Fz1FSt1G5ARaZBLN5BpXvmh4HDU0IHQGsnkebCLUjJ1cBFvkAfLTuvdq9MnhQzahlBRaBd35vdwFWj6xh2BC0VChX+72uV3ew3zn6jmXDEzE7co9Wb9oGMLCxzgmxGcCizTs5dqaybRv6X+RcSxCqOnXDJZtKGgEsFRA5moJ5nOlcEohFl4NcAlgMKj4MaIvRNVuLx8sAxNmG3AxgGcESFWCpm7zyAixWBvLYpPpHvHrUiuF+C3HKcg08PvDc4U75qgCLgbYrAGve8Se0+WWEz8dinHcGV6guzACWkeNtbhsqwNrd/Az+03O14QGHWXvi/vdZUnfUWN3E1OSW7zcCWLJaZ1JJGzGuUzIDWDxvyIrb58c3dNTknQIss/GTHypHs0tNhFNH2EYAqzgfmimds/5C+VYWwJqWshnvF5xwKVoe18XEjLbCJE8+fHEHYM24tBMv5x8WbWnCz92Fap3SzQRYZL7Ph6ryulbk6x2om6/MABYFW+CDWrlBMUiS9xIUfOebPtvK+KMya4jUblWARUrxnp3M4asaDIDyLBiRpnNuTvnJY6as7pP/fqXOazgR2LtcCizKQzXdltu4esgnj0ftVjTT1vBcNjwG03+rgRU48rDqB9ADsBwOcZ4fPSVQKSXgAVhOipEA1uSX/osRA7rAz88Xt7RuigE928Pby75RIIClTnRmAIsmyPdrdAapOSgdKkjHM+lbxb//tb4v2h2pX+ZtCOr4hGdirzVX/OYIYMmmVXTSN2XYYnEP+ULYln+pzLN5UZUalIW0oGwEFPrC54YXXhi5BDl+eoWXIwWWEcBa1riucNpMeY8Pao4H09bp8pcBASucyJExnRbSIppglBxdjW4WkUHuycc9VxPQ8EoNPLShq+6ZRko3Oo0cvLSdpsiQb8hpch339/kR7GOIJlNbMVCUBVStDXgHAOxs1KyZcJ6yg00x0ZVcQqc6bwuAZRSVjpUh25PGC4DFMmVSS/mFQPjLsngBvBl72qchrEsbiu+gctrV4KzO9wyfus6eXxMBmSNEm+RFKP27gdfPaB92EbUzYkUZczJa6MntiL6PnLSTKRg7nidfNuqpsAywXkjbitk5x/HztmRMi/QVTpc/ze+BmrNK/QLJfUY+1a8IwKJTeYpyJ/sJo++cWa8XBnlF60wIZSgZEp6FzEtBYIBlFJnNFYBFeQU8noiAbe20jR1HbWQ/WLkDruC+hot1ARTIBIH6J5/qq+a2KsDihTtB0/7vdBZVSWZvn35zp7bAkturI4ClKS5SooHZNZ0qsAhgJcTtwPN94h1GIqwIwCK/cbawcAGuSX3J7yibd9D3qUEIGHbwopKuoTZBIcTfDeuEzlUi4G2xm8WUFNuw7eg1XFlURWwkqB8w7Jnabw3qZYRiVKI5wLLdALLOAV5VLLj9zAoBnwgetk5/Cs/VvFOoIEV7iLCh9ZN2kwUzgEV9f+T9M4QPLDLljOpXIhb5nJwpsPpe74XVwfbxlb6jKNuCgqs0ftm0DTb9xmMOj+Xcprm9H865hEwvG7oEhMGnqCquJBcjKLrUWS/Vac/P24ny6hg3GxkHf6owwPp7QDOkWQoRawlEiJ9dJZt5wiLytfoAOzLT8OKhRIQ0BBaftmDqyQQdPM1MsiC4QQks3hbcyLUgLxV4oMpy0Z9+9mmDjpFtxDNlFa0zJYEzgJWXZp8jKKUmeuk2POrmyMgp9bUkILgBYC0Vaolncb8nQMEAi1UARoEvGFTw+MCbQfX97WVkg0XJj/Lkjd6iT+8UJvYEAcgnkRnAYiVqXOpVfHz2GW2cGxf6LQ56FTo0K+b2LG8Y/U8H4fI6L8RejHDoLFwFWOTv7bluy8r4X5PHPfXfXL7fXBwBv19q3nSAZbMB2w5dxeiAX9DzeGNtXnIXYPG4VudqCG54leDTJp0NfR/x93K7eNAnGkkHfcsFsMhXJ0dT5nHWUTuiPL0u+QoFPR8kOlLompkQumP+ytfef6EthiyJ18zoeRw0agtGCizuL3+/0gF3nIxD6m7nAIvHanYF8VP4QNOmp4JQ8vPVY04pwKI1gt9tmehzagk6nmyApFYXsa3u37Tnyf2ZARutxfgwUc3YaL1Jc9Nvw+0m5A8WtsZzNdqhSvWyjtj5WTQ3vL78iE6FnDb8IkZ0KRsQie8xAli1RuaJAzl5TeUKwMoL+w988rrBO7eroQJZ/mYeG9iEUB7XkiPvF/OI/G7ywS3NlW8c34sFVY7i1ah2aLWomdbuOQ9HAIvV3rIZ9aGiB3BpixUZRyzwRCF0NCJ7fvOUQMVKwAOwnJTfgaOnkbB+J0KCAnDxcjp+XLIOd9/eBy9MHifuJIDVdKgVzYbaJz1KczOOYWLyegw6GoLx60YLIEMTzr2hTVHNyxcfXTkgrgv18sPVYrvs/MntPdBlT+kGn58lmzXR335vOgptA2qguLjs5PP65USs2JYmAEV4GwuGdZ2Da8WFIt+5V4+JvOm/KbWuUgM3Tvrg1SVDypQATcrrm+odSb8Ufgteqh2vu5a/k9UkUYU/oWn+J+Kaow2j0Wm0HjDJNxe2flj7z1UvlCA33aaFkpeVNHSRf3XgRj6EHyxOub6FqFroq3sfVt3I71rr4Czcs6qjLlIb3xTWowi9Y+doJ9idn7Ri64d2+TxNesP+64WUvTbs/Nz+N6PEdTs8pD7ePdUfB360X0sAq0e9d1DlRbv/tD1zSnBuW2md8bvuT34Ix34tQdUwiygDTg17WxB3hxX9Ti7BhuwULP1uNRKrTtNFy2tVJQz1/YIwuWYc+pxYKm5NnGbFqSrjEXu7BcVFFvFsap+Na29Gh2tbEHa1g04W3vMFK0KiStsuPYPa0cLdFzQlX62sQLFpJUjSqW4N/FR/gNbG+X0ZYI343Av7riZjeV4KntpyAHdaTgtzsx4X6uKxJaWLvEa9LWh5h32TvvfKWXS4sALdLcF4/NM7xN+eeeIHnC3Kglm7m7bjmM4/A91jCrCie2FstSa66vvlkVI/COwEe9aojfit5nFE+wQhKfZu3fXpN/IRcWiOcIJ+OC0Uvn97QPudyqvVK/aNMilpeFHT9j4r6nWyl+2ptTbRNk7HXcI/uv6qA1ipvVJEHX8d1RP3Vm+KZy5s1cYIupc3qI1fyUVsRJCon9cv/Y4egRF47D17/6V85TqQX57bUEKh3d/TAN9knQ+ubUOO4ERGFmbMHouzYRmITle8nEoPI4CVE7IE3R8YLP56b2gTfF2vV5muMfHcegx7q5v4+9AnDiD/jSdQf/JoYWa0q8nf0Nq/Rpl7cp8YA9uVFFT96AdYakTgynEbtkwtEePnojE7QOYToXtL300uX3oYj0cMpOlvdO+7tycgt+QGXg1vj+dr26HU8eU2HPmlBMXWEniVWEHtdsvUYlw5bn+tIq9i+BSXqpmoj2Qm28Dt9vcZxbiwy37tubAM1EuvLuq6efKT+NA6FM3P9RG/eTcqwpBnq4h/cz3wh3N9hdS1oP+wrzSARXPJ0V9LxwIaB2g8kNO9x9bhb9O6i3Gj8+me+KXGCgGZB021Yt83NlzcbUPL0VYcXFACn6r2sZN9JqnjI80Jr4XE4pVMu++1Tr6hmLplNM7/XoK+/7YioJY9b6rT3u93EPn06zIX19Z+g/pP3iHmldSW+v5A7ZMSf+P+1/Zq8wfXUye/mjiakYOsKvnwtRXhWvwkXD5kw/b/lojvpe/ePacEydtsWDXud0z3LcSrO78XAIu+4f5T7cTvjfpYxLf+PqMEF3bZ8N+7V2NjyBmsDGmPnvXt9S3394tN05Fy5xn8O8LuH0tN/H40b35drycWrZ2HMWG5Yh79qGoPrHqx7HzA6g9qA9QuOXGdr2o0DD0C6+DSfht2fErvbEXL0fo6bXx4vhjzkprfjb1PVNW9Vo0mQJcpenUdX8/jQ783raI9yO//yoUeujJSv9V33xe6eiLVxskXjmjjGfULOW3Ivoh+J5eiW3oO3k9+Usxp9L2vXP8Q34ZXxQeRnfF4DcdO8qkd0XrkuaM9EL+uMYotJfCy2fugWZL7Jl3D4yiNgasaDTe9T/6B1gLU1ren3o/kn70F0P12YnvTe6kP0vwpX8djL7W/RzPbifGJUvPhXmhiHxK1lJRQgsOLbJjXcQeuV83XANaTf6+LaN+yLg3oxrOFWei8c4k4jKB+O3iqF45mXkSrM0vx3RcPoNC7GEWvnhPzhFniOn3ftyF2bKkm1KDqGlW+tzDXhuVTSts0tWFai/BYSPVrsQC7Z5eg6TALmg0pbd/8HGqLgWcDdep/ns/M3pP6JMGu648na2ODXL7qelN9Dl9736l4DE1oK+Z/OgCABRjxmXFb4nFg6fObRN+mtP7MbvxnRyYmresOOt+w/VEUal+mazlPGWDZ4rMdtkG1Hb2RtAZxH5Q6nae+XfexXLz59SlxaPt9n534bnSpSaTcnx/4qZuoF9oXjGwXWWZNTu9I89T6N/VjFOWRPj4Zo84miHbk7+eFwdPM+xu1w+fnHtWpkA8OT8ILg+0+TY0Sz9f8G+1Bbn3ECmqP3Y43wrs5vRF/v1XMbdSvKHWZYkWNJvZx8OCPJTi51j7vUbTjTNtwFBZ3QIdHrIhoox8r5fx5bCh++DJGtq0jfqI8KSrw2O0d0ON5q9g/cF+l32nd6x8Grd3bYEPWW6fQcHYjrd1zHpQ37QMo0fhK46zaDqiPxFT9EgMPxGLC5s5aO/IALNPm4vnBUwIVLgEPwHKzCBf+thEvvTsT+9bMECosAljR/W2oP6B0w/Fl5iG8mLYD7CyUIcedQY2RWVKI5Tlny+Q6ZW93dNqm32TTRay24RuWRQ9G35AoZOYWlXnGexl7cCbBIiadut1sSOp3BhvyLuKpam3w7ys70d6/Np5Nsyu+BgVEi/eocy0Eobn2xfLg/S2EwscIYD1bvS3of3L6/noSnkjdpG3GaXPbsGCOuKSkSWu89MCdWJp9RvgyUlNqzHjtT4kfWJF9EcLsiyZwWoh802mnOP25vWoj1I63n8anbLeATr/pWqO0pH8i5jXaI96T37XWiZna+6n3UL11aDRDAwSNRpTg5C+li7PObxQj/aAVx7636BzLe/sD5NeIEvvi6OIfjh9DBmP3oiIkpmbgaugGvJKxHTeemaple3alXRmRstOi3ffrjnHI2+2HWm1tsJWUfl9YS6DlAyVofOob0WbOfPgjVobNQWh2BMhX2JkadhUfJWpX32fZgWP6Oz8i5bavUHNQFM6usoDypO9scEsKbt83CyHXeutO1ZreaUO4EhL5vpQ1OJdUqC1GaePb7mJdvDEgAS39wrC23ghw3fM78Ea1xwelCyfr1gS8eG6NcOTe/nS0TvnF30f3b8lLwe0XlqOzbwSemm4HMmxCaNTurtzIx5srV+G2NSN0VUp1sbPBWZEP/Xtp/HJh1vJKRHs8HhinKbDo9HfHm6X1zACLFVgk4U+sbwdpcnp+3/fosjoBwxr3RMnw+7SfqCwiXrNvKGRTsNaTSlCtkf2yayeBfZ9aNZgtRzEiU1LqI3PC+2BQYDSSCjPRM3kRuvvXwZrc81r7jPjndTSpFQjq5/S/2240xj1f2SMJks8RVh7J+VLet1/4DVvyLuGXbPvibkTgRZ0JI5taTtzYBfvrXsCzCfZogUYposYRtMh4GZ/F1BAqLEpyX+Z7nri8CX971+4EveeTx+H974eFWofq41iDewS8V5PPEyOAvGwUTV8MVA1C9gUgcapVO9HnTQPfp7ZdbpOyaR6rAege6icf1bZDtYOzrEg/aH8SBXjoMrUq9n1qwbWTxgvlao1s4jfqK5SvfC2balA/iznwFJbk9hIqSErHGqXgoUm1xb97n/sFBwvTxb9D8gsxe+a9QvVCz+7XfwbY+Tz1DX43uladX+hvDx3dJOqeTBq6nuklxgZrUT3ETykRZUaJzR5pLji/yT6GkXNluU/xO8ljCN375cI7EXo5EHJbkuu0V49Z8Fo6VzMLldsAXcfjEdfFzhcStTF5efZZ3HdpDdh3HkVt/LjPBtGOLmyy4MRiC3h84HLO6LoHI2OB97fNEgCLvoH6EI1vfO2WF61iXGal2eLQbugc1lhrR9xuuE0YtVu6htsRt5fta+ZgeHSxmDPfvdAXR7+zgOaAwDr2Od83GLhSLRsl64K09sF5cd9bFDkIXfwjxPxM78ztSO4D8Wd+FONAYvQdOPVcsK57UBtpPUl/aMXXfzNjJPwKq+PWF0pEnXP50vvTusIsP8qA5kdKcp9Ze/9u9J7dDoF1gPin9RthHqvJJ9nbh8fj0i6L6A/f+C7AuwHX8XBIC7xe89YyfVv+A80vtPZQ1zzy3KE+QO2buU2zcF/vH9DS1z4fUXr88kZYYcH0P/q4+gz+1p0nJ4gyoXbyyV32gwejxHUlXye3jX9ndxNjOiUyIazVU78mk++na2hdRs+6+7baoi0YJVK+xJ/9UasPUSbFxdiy+jfcWGn/zpRXjuHO4LKHnfw8/s6PanXDpmU5Il+jMUTOf8PTpfMhtc3sCxZtnUX1S3Omo3ZEbTH4XJAOYFH+jt6T8qS1sffEK3gopIV4HZ7bjOZ9tbz42rsPtsPtm9qJ9WNutQK8WKddmTUN38vf+fM/NpTOBVfP4bMVGTpYQ9cb9VHOUwZYRW2ysChSoZfSy6rtyHJsH9Z/WbqWpj4b8Ewafp5zVQA4tV3yfuJh32iM+rWvmIcIYMU1DdS+QS4bdX1Dv1Ff9nssDeP3bBIqOUqO+tvBgnR8tjBZVyYbBh7Ey/1iTfsLr3H4Ah6zqD3yoRLNTzTG07hBSZ5faJ3Nf48NmIOUzNYiuq66nlFf4ORii5jfag7LR2xP+6E25cl1FHObDV5VINbxnOhvIQ1t2lxJf6f1Vd5PQWXWAB3+VYKzCVYUZNoQ2Q2oEWfT2inP2byX4HUd5+MBWKbNxfODpwQqXAIegOVmEW7acQCP/PMDJCZ8iSp+voYmhCxtVgEWmdNRMjLnUwc+PtFVYdKSuoPRL7SuoRN3kuZXTQgTEMjMTIJNBsiMhCMbchHIm2oKfysnM2faFEqW75MBFpkAkSmQGkGHnymbELIEmBYz5F+FNyCqLwC615FJ3/pHEvGJpdTHCzsHV8uW34HKqGPjmRogICk3R6Cha8gkIy3RKkz8+N3o77JTR1IlkfllC5/qWBk5XDOtG5KUjNkp/ii89xldObKUmaEmR59kMyH+PjYZ4fq6+s63WB+0VIu0mCuZeJIvrBW550Q+dB2ZLcpOsOm76PnPLn0ZRfmjdIsSo3ZCZi8UEVM2xSMJOEWwYSm47OeG8uUFimyS6LV3C6Yd/FlsOFmlx9Hy5HDiZCLx+NFt+Oi7Umj04X0zsKWqzdQXRu5H32Dvhft1ZUvQan2zJG0RPbPnjwKYTK7VCs8FtNMAlip15yAAdP3y5tdNzVJ8f/oM3msWonD0JNzofbuWN0n8677RXPy3DLBk3yFcr7x5Nuprqm8TNh1hhcUtD16Ab0xtrPkpB9/7HhZmVeQMNrD4BAY9tl4DIGZmTIuuRwgFWXyU3SE6b6jUvi5vZtXhkdpSq7W9xZ97PPi0iJq4vO1ABHvp1ZCyCWGXf5wH+bf6Pr4Fttx+B94Js5s9qqnqo3bT1tzPVon/ZzOTgpACLHloG3rNr4EaF1pqMFk1rTOKnslwj55H4y+besi+oaj+271XQ+cnSX23gHaFyNntC263alQ0up76UszBKdh/qQPSYVfw0Vj24Ii6oCh/bNpDf2+ZehX/WTBOOM4m844+3WdodSKbLPBzyaxQTs8c3CXqnq7tsLc3vqn/McIzWpQxP6R7yLxhz/fFQrFKzuIfrR2r+U6RI5bRvERgjVRymnPa0cVgM1i6dsq0ofa67zYTPsvmaQBLHs/laItGPrC4XdNYT6aXDNbIfxJFWqXxlsuZ54a8Ww6hf+t8TNs5RzMhZIfL7JeEzYN4bF1VrTdiq9XTzEd4TuU2YeavSTVj2rV+Hm6rXyzaz/u7BgvfQOq4+cuWVNRcUkeUFbVLTmpUNTYllsc/vpbbx4aAUUh9X+9rRn0u3cMRBNkBO5sQcvnS+047MFhXnmq7VqO/0u/z+m7DuNWdDP3pyU713z35gFYWR5rtwAPFh1wy6eM2N/XAYERttkN1So6c63M74LmX/VfKawTV743Zt7LZvtw3y45Gpb566LoPR9uDkbAJJc33PxUMF4EvKEV3sSJyuN7tAtc1gZUc30JtvB04uBoGBtQzylJEf+t44acyfjnlOevMM8dwd80/TkYMnsLlQCZ8W1fkiXydmc3KJvXU1sgPFI2/PP7Q/1O/NHMGT21XBViOTAjpeZQnKX6rN7GhR/cQsa4qjwmhOpcZBezgYuLvXPnEKrwaaVcOX7h8AgsWVSnjZsKoz/H7sb9CAknUl90xIeRvl6vO8lqyaEu8/uX2RtfIZdL/h3hRN5RviyaBOt+F/Dw5aAz/jcq25pRreHzzLu0g0VF/o37+w9I03VqRTPHf7mPvB0ZJXVfJUZd5HqC56Ophq7bOlt0AyGbCzaJW4PLpcAGwoibmIaqxj2m+xzYWIX2Zv27spT7AdSQHJWBXHVS3teKLtf5LD6f12okF3lq7p7/5hdoQ/5w+aqFcJ9z2eC/hAVim1eT5wVMClV4CHoDlpEjnL1qDpo2iENukPjKzsvHsvz+Hj7cXZk77p7iTFFjqROcIYJ2/kW2oSKoMgEX+kjp+FycmweZDLiK0e1l79e+yjiOrpAjZtqIKAyyGU44AFkMktZgdAawVHQ5gRvwOnd0835+aXogT7+rNK3ii2fCIPkw8LzbZRxddJ8MnnnRYucIRnzgvmtAyT9oBliZPB8SChRYRrL6i63khzXVPEfieKanjFGBx9EnejPOmnRcctJilTeWZ6Qs0PzcESeREedPJPcGJfZ8vFuCQACJHceNF5+vLXkd67gixKOFyMFqQ0sZowI44U8BBdacCLNUPC72f9fxJzEr4UCh1uI1wOcpOiWmxNGvleaEMIzVMZOFSTBl5SvjOMnMUbgSwaKNxODJFA1iruvyILTUCMKJaA3we2sMpwFrVdia+7FhiDrDmvg/vbQmiTm90GqBVgewMnOqG21PuwxfQt6FdfSP7/CC1lDsAixdibR66BmtooObXKGFMonBeSwqy8fduQFBOjPh21V8ObxgX3miM6JTLbgEsNYQ0tf32x4bBkpeDlaFrcQMlaPRaFtQIay9c3IUh0zsJ324dH78gABZDbbMh1wxgcVvhBW5gaDayrwYa+h6kfDkiJm/AuL8wZKb85Q0bA6xj31qRvr+seQxdTxHLah6ooZWtUWRSBlhnz7bBKT87XKWNxh0tozAxOFYDDp/sS0XTfbuRl/WxAFgEHO9s+yM6brM7jncFYL2ye5+oewZYK8JfF/5C2GeSXMYENhbOyBRRr0jRO6x5ACaE283nVIDFkUN5wyEHKDECWGwWKodmlwEWg+2Tjx3FuKgYkSdDEFmVSXVEALfupkgx3nKdMyi03HoRXVumYOamr8V4QuOCHPWVoprum15qEkOgbn21DoisHQMO205KUlIYMzAzi8albqJ37k8QkTsJCFH/orFfdWz9+Y6TaLWwaZkNvgqwuA0b+bRi8HAy+H6d7zIxv/QtEXBSTqoDdiOAxcDNCJjRs4wAFpeTUZ4rcs6JqGKDM4rwcvrDoq7oOmur4+iQt9lwzlb7O7e593YORv3E8gEsihw7etA8LT95nSG3Rc5bBk8c+ZfmC4cw6Y9oaRQx+MvhdlNDzocOcjakjsWJBfY2ZwSw6Deag2nOq52XLMyKKc/OA/1xR5CxgorfU/YpSc+XI7zJfcloLOU6nRnYHsvXFbsNsIzGH8pHBstqvuUFWPycqL7FiOpnw4K0fXgyZ49Lzvm5n5YHYMlRUSlwyLcz/bWogPxORmujygZYDNULJp8XbckZwOIxj1T4EXV9TcGZGniI/T49uWC/BqUcBU0wAlgEtj/rZ25yW+ZgsLr9EPjOfevwxHz74RTNJ9SW2VG+fAglA6yGbZNwMTFIzI9UNr3q2A//jdLCE+cQ/lVDnf9PGWAJH2PVbBqAJd9uVB4NhpZo/ZeeS2P6kbleIvqrozZAv6ltj+bwLnGlqi++36PAMq02zw+eEqhwCXgAlpMinPrFj5jx3W/aVa1iG+G9lx5B3Yia4m+OANa9O+tgWOJgzWzIzJk6PUcFWKxUocXTslaHtPznRfTFqBoNDRVYcsS9W2JmwfdBu58uo2SkjHKkypAj3tHz8tOBuQfP4LXo9cYKLP8A5E21O5G/9/JqrMk7r70GgZZtrf+u/Tcv9HgyZwUWXaCepsmwQP4umqR2DzwKUoSxWkw96afrZYBFk2fbGrO0kxp1sy4DLHonjkrWNGolVhQF480BJ5FZ1W5LqCqTzACWCjIYTsgbIl580KncqPVAPKEAACAASURBVEsJ6HrusvCBxY6aVYDF5cDXsYKFFxS8eflw51ycOdtGfAerzdToVvQsmvwdtYUNkbdhd0GaiCbFyQhgWXKzsWj20yIaJT+PzURlR5q0Kdq0OFcoB1nFN+yuvg4BVt7bn2PP1cd0TVsFWBd7rsKXIYVo418Dy8OHagCLwR7fTNCMTLkqC2CxImLexA34rHEXkQ2fivLm+ek1TUWEHbmtmymw5DZScNWCpB/tmyYyPSTo4eu1E1/2WiZ8jfHGR16c0rhQcrgKHt/eDcGF1/F8311onhJuCii5LtX+Ito5AazkuwVA2hH4lXgPaqedquhNYt46vQ89P48X/S1+ol2B5S7AomdzX6DTYl7gVvNNwrXCxgjpk48W/Us9U9OYNuv4CWEiIYMc7i8MmdUTar8qWYh/zR+Zpyy4steCyzvKQiwua1XtIzdAI4BFIOWemjGgwAe8sbyy6CC8ju/D9oCvkO0VIwDA6OYVA1hzG/9DRB9VE/Wz5i/l4Z3v7f5VaD7p26uatoH++PAxbE1Ow4amJ8Stn/y2Dc/3jsfXsyaJ/5Yhxr1n1+KRT/uLxX/XW2YJBRabhcpqJtlZPbelwoeOoWcju2qEx2X5YIE2ZJObNken7U0NAVa9dimIbnsRP6/+VItuO/o9u4kqpfpDi3Hm11KARaDuk9goAbBkJ8o8hlObeK16BwEW1aQCrGO7lqJ3zXQBsJ79fIjY4KibPxkotny49MSeIjd+df2wlhcr/8zGXXqXIyUUhl3vcd0hwPphogDkRgCLDkhovDPKj8d6+n9ZdckmsUbR51jlOKYgCE+dG60BrHpdrqP5uflCvWcEkOQy5vbBhzf0m1lEXL5PVWDRODRgwAzxM60RGPyIcTFyVBmgbqRKo7G35QBvwzZAz+F2Qyr4bwfYx3G5zPZceUDbAEe0taLBnXoFFr8zAcG6uUdE/6Q86/UrMYweJ/cNFWDJjq9lZ9VlGq8EJSmIwfdbrZUCsAqu2SMaOwKhcqTFT3pv1IKSGL0j/U2GLKwadieCphnAchQJk4G4DmDlZmPLa2Wj6xl9K/fn8iiwtnU6jqdvs0eg5G9PaZyOiKQwZNxxHimbnQOsnl/cIvo6Kf9jaga6DLAoT5pD35p5SvMHK0cAVOuI+su6+Xk637E0pi7uVdbfJd+rRrPkMWfCzi2Y8LN9rKZxjOZZI4Alq6JpvCeAResyZwCLo0DT83lcprlWPpgmk29qvwTQzq22iDGc2hypaTmp0X/5fdWDg//H3nVHV1F13/3SC4QSCAkttNBb6L13EBUpgqCoYMMGghWV78MPu9jFgoLYAEF6U0RAivReQgs1kEBIIz15v7XvcCZ3JvMCir//ctdyGd6bN3fm1nP23Wcffi5jb9SJZhi4xrCnR7adi7uXtbEw+YoBLE+zv/jz4ha49RYoBrBuog0zs7KRcCUJJYODULpUCcsvCGDZT2pkcRMAS7LdkQFwMMfgZUtIltxs+IFoDNpYIJIup6C6g8trP67QEQ+G1XMEsJhlZ8qHRnx7x4jJyHt6ise3s2eR44US5mWvMyKpFIbHNsGEATXMTEYxP3jj8l4XJgxboDKn0DHQQwh5PwFSEvIycDI3BYPiVqrn8QRgieGsg3Y3ArC83RnIcwUiamge1tWOsQBY8o63HfLCvesNzS0dwJLUt2KMSGPJNdzQUk4ZdGcasQypYyE4+FL4MfzQyJoOm88qWQO/W7gevau2QvbgRy19IJu8ABlFAViHXtqHVxO3YcT+k3hn1SlsKvGjqXfk1LF2AMsejvh17Drs2x5qGrQ8UWXRqeTiCBQFYDGTWymXH67kZ5qPIe9BJkTwdW0Yfrnri4m4rVdDU49Ab0epl/2U/HVpdfrYtNIslDs8GzcCsDKnvItdGQYLUgrH7R91Y5QALgFg/7aL8GRltxKZPlx1hAlg6c6A/vsbAVj+0ycq4EFCNOW3bLPklw22oy6m/uC42Thc9R6zCjFaec0HCysph0Yf63YAS/pCHyOJB71Mo8tMGx64CjtqrVChVXpa55Drw5MOI9k6bF8WhljxP85ZO0DO74sCsAgMtb42FufimyImwAAQ/cfHo3m4Vfj9/xPAKp/zJxJ8OyCvTQo63lnAxtSzZ9L5SD9xrVDI7faz9yPjsguXthYYrqVLX0T9FwpE5e2n13zHjXfsR8dFjRR7p+dUb4vzJR3M9aLKxmcgDCyZ48L8sgNYTMqgQiR65GN8oxVm2G5uSBZ8Ugo0wpzACwFMuPc029INP9Z6DOXjhxRaFtgOqfedM8NBCCA3GehtAli7P3Eh44w37r9/DtICshSA9Wb7xpBsoHrdjx7bBKZ/5/rYqtNy+H37jjlP9bHrBGBVuP8IatY1GFgSJqUf2nBd6Nq2DLqsbmSGl3B9kL6ggxDV7Tx+mfuqArAG5kSpZ5FiZ55xLfioiVuFUh/51ltllvq863I8vK4g6QGzeBJYtBc7gHVx40LFWmyWEY4XZg1wBFs8AVj2e+ljyx7CI+PDCcDSmXDyvCYDqwgASxhjngAi3qN8agm1ZtqLE0PDE4BFJ0+y/Hlitsn9ZXxMXdMPdU8YDCxPAJv85kYAlgBUvN6+jvIzYY7xIG7K3h4KeOMYKd0903EMqHF6nYG1tPkKvD60l9k8Euo5/8gwYJ0hxl6ujgu1H7BqYOnSCB28zuDqudY3BLDkOYsCsAIGJaNZ6+BC/WUfF2yHZQuSFXDtNH70G+jj0j6XdNChKCDUDmB5AoilXnvYItdPHcB6s1QL+PkW1kqU3wuYJDpEspc59b/8xgnAcgq54/VOAJYwKnUAK6VqKrZWHuyxP2QcCYAl9bEt6Rt4bw3B0e6xKLstVCXLIWNPz1SpryE6gBVQBh7rddrDuN7M/SgJVc4Ze93fBbDIJl7TroB5bn9hO4Alaw7Z9XXWGhnWCRqlXSgAsPT9RQ/L5+din9IOdjpokPrZPuFfVlcMOgHdGUXwxreDVHtyPHsHMhOhS4XTk5HLv+3jnHPk1FLr4VXEyHRUb2SVR2C99gyYHCtj+s9VQJ3YWbyuGMDyOC2KvyhugVtugWIA6xabkACWfaOzA1hZTVIxst1csyaCV6W8/C2hhAOPNVC6EwLiSKiVRwArJVs5sqGN8uF//fCo24Ef8Nqce1U93ULGIPOlGR7fzgnAshsg8mMaCF2ORKFRf1+EtzHCGCSEho5Hg/MR6qSmdubHqJq9wKxTACy7YWUHsEQrQq7Tdb9uBGBVzF4JF/IQ+Vgk5oX7WAAsc+PfdBJt9k1Tt78ZAEvYSTrdmZv3pJU9VAYuppD/GLsUYKAXPqsY52RMtW7UCzkDjP7Qiw5kOAFY0rZ/jt+BDzL3gGyuh7d6Y2fwdJPN59Sx1N36buGGQhpCYnT+fHoTYtYafUVjkRs502XroJM4ArpIqT0jpVPdTu/B6+J/fBvRbcubLDe2I69l0QGsMm/VUG3btvcKBM9/+5YBLII7ET1X4M4KRr77uOqjTQBLGH/29xAAy842lOs8AVh0yI/8N1A9/3/vehuvLJikfkKgak3FgUr/iEXv9xk/NULo1daWhAn2k2Nx9PW2PfOrt3l6Kc/lE/AzLlRYqRx7U7hU0y6iw6UbVlxjDlaK85iwoSgAi2Oprd/TOH6mA876GUa7z6PxaFXNCmBNPbQX3Wc3V0Zi01H/LIRQbzOdgRWRsxpxvr1xomEcRo0ymLAsnO8bdl9VGh8Edtx79yqASBwbO1Atv7MDWE76VhT4l1PkUlPjTcBSH0M0jiuuKQCwJMyJ13Bt8ARgcS4+VnmlCWCZwOT1mzsBWM+v3Wee/FKTbH7Ne1EmoSAToBjndBiOdIvFjG0nVLvwYKTiPRkmgCVjUhJDcN36unE7jNjwpKpd11Mbv307hvxs6G41bbxCAVgccwTydb0bJwCr+hPpKuSFxQnAEmaK6FrJ+mAHsH6f/QJGDuqMtherYsIvBaCC9APBcwL33D8n93Ijv3JNyMn+4tYzcPtfj5hz09M8t4NOp1eexuxLOdgVeVa1oZNjKwAW66/Qxo3w1sY+qd/rSf+m2DalgFn1dwAsXStG3lXG0+rVD6o1QRxSaV895FHa077meQKwPAFe8j6T4r1wV/Jok4FFAEsABU9h31K3jA99Pt4qgCXAD+twAtCEcU7Q8sGdbdRzc13Ia5OKmWGGpp+9CPDAuT+zVQEDSw6pCIQ12Gw45k4Alow7HqZ0LpeI00eibgiayXPaASwBYVlXeu/L6NGtMGNIn1u0Mb8O62ayaOx6gfZ31QEPOxOd9hDBCY6xooBQu/14o3Gg1ylzakvicQxO+RPVc7xxyjcP//WrgwcrFmTk059bwCS7rVKU9pYTgGUPfTPXkgg3mjxt1T+SOuWgiOtmXnj23wKwdJkI/+hMJK8NAMGtxjsjlQ3Btevx+yqbupL6GtL+/eaKPURmr0+g23JApreN0x6mHwjwWieGpdyDduBfs/IsbCLabjNbti/EbpTf2AEsWXPmLo03te64L6fHWfXVhOGkjwcdwNLZck7zlO1zZXmABailzfPeRwYozzEbHGGMXz2qQu4lPpdep3znif0lffJIerRp5zw8eC6e/LGnJRS1GMByXFqLPyxugX+lBYoBrFtsxn8CYDmJufeJjzIdJD7SjQCsY1tycHSONyLa56P6QMNY7rV5tQIHKOrcOuBlpYXkqegGn1zjCcASQ1PX+pLNRgew6me8iYo5q8wqbxbAsjNiaDBuDo9VouH2cARurBS45ckKi9SZ9fAU/FgzzBHAIgDUYv+H6npd34HATYvc75QjpJ+ayEamnzxy866QXBIv5LRBE6/vlH6YE4AlwrrUooroMOgfAVhifCx5aDPmeB/CtD3ncfvv/jgU+LwJYInuld6/j+w4oq7V+10Pwdp6fg9+Xx2iAKw/eu/H0CsNFdtBN27FgJY+/7nNd5gbXcC08jSePAFY6b/9hKhamRYAiwYn+08crhmXDqHxe42VodF2TAwC/veICWA9t/0Yxte9DXmN2liqznx2Cna5XlOfCSipM7AIAlS4/ygeSN2O5ABfbKs8GJV8SpiCzjRamMlR73cBsJwSFrCeogCsXW96q3f6sufbGPtrAYCln0JLv5L+P+uHMKTnd/vbAJY9tIjPRQCL7EeGc8lptA560JgTw4qipAxDFJDEnuWU9ysKwGIfdSo1HnvOjVbgEEvwiBQ0aWLVpdMZKY0G/3MAS8BcskHoxNEIZabTk/73qbkw9ikrgHVkQ47SUiPwEr7zbcXSiw29gnktd1myYOqDyQ5g6c6iXKcDr7sf24/oTxup8arrZdA4LvfnOzi/sxSOBTyKiI756Nd4jrmO1Tv7g2LenlywWzH5jka9h7OXohE9MRcvujbh1P5sx2e8GQBrWru+aHXgWcNgD3AjrKUbcRu9UHtkHhZFHsTHpw8plg37nUY5NXh05gHfj+1JAGtZ9V7osdtgrOprvoSC6ADWG+0bqXVQH+c6gOW0LjgBWNzvsu+4jMHz25oALftcAB/WyXG0k4zO4T1MtrC9DySUkKDBPQ9kqLBVWQN3dJ2GyB1PqHnKOeiJwWAHsOx6Z079oeu8sN2EvaTfa0xiU0tooCcASw9Nk/Hn5GzaASy5RgewXpw9wBQldhJt5j2qXS5rZiaT+jyJdRcFYOlhekWJWjsBWJ5C0+R5GM7ExCKy1vP6IX2/VXOL4LB+IOcEYOj9MPDX5iar+kSDOI/gg9glm5ocw0Mta6BUlJEFUoC6B3e2Rp9tjdRnpau4UP9xKwNL1ns+c9nqqSok6kagmTynHcDS9YHQNVXpaDkV6XvaB9PLtTeFwZ0AUP33Towd+Z5rwLXzUIddLJ7GkZ21/XcALNGE05l0yl7z8vUI0tjZULJ/F1Wv9ElyqXS06O2P8s3dFn0xvU2cQFWpU/bIotYRuZedgaUDWCHdMhH/c4BFY5WHDHc9WNoEivSx2+b1Fuq2EhbvSbDeCcCy6wTeCMASUXl9D5zeoqV5IGcff54ALH0/ZT/nZd0YwNLD+24GwDrzqzVUVgew+JyybtDmpA0h2nX8ThI0SZ20DX3zfJDjnYvTk44WGWY+zh1tSiU8ds9PeGFWf9M34b2LASzHZar4w+IW+FdaoBjAusVmJIBlF2S1M7BoAHRuaeg1sBDAquJTEvPSjpmf9U+phdHfdzH/LZpLdgbWc6HNMKViC+xdmFsoK8wd69YpB4ghNo2DPikSwLIbCqxYskJJFidz41rcX30np296JkA+X1hqCQWK2AGsjHd/gTuoIORSDG47A8sOYFGcenXYMcVQs7NS+NynPgoyTzmaBb6BspcMYe2N0Y2VZpRkGxNjg2Ex4bGfId9lZBGT+HtuZl3Sf7bErbMvabyLOC1DT2i4SbZBPk+N1QstABbfh9nu+B1F11mYDTCn/yhHAEscojceXIi7F3dW7+L7WAJaRpZRvxVjVZzKJRtPwbXvCSVoSSHNJVEHlWg820cvBOomJXipEDcpYpjSWPENPo0Zi7LR+mQ9JS7dJq6qMsB1h8wuUipG4Y2myaRVPdRpnd1QZibCdvk7MXHFWNNx5BjlOwvza/WhSyg5u5Lqm0ajkhH4zJ0ms4N9R0DJns0x6/FJipGmGycci4frHcKrc0YqJmNSq3hU/LMyXrxrCWY0bYt6fmXNtr3Y8wKOnEmzaDz8UwCLz7D4tQz1fn82mYYOe19Uz0UjU2d5yIm8ntFSB5DsYK0IBgsIIEZYfMlUhF0HcFlPdsj36JuxDGXHdDe1xuwA1tTP71Snu/ZTRhljev/eCMDqWONN/HHwefMnTiEtfxfAol4a+51FB77FEOdcpdHJuVs78xPEBIxTYaIDJgRaTqp1Q7b2+nuwPvtLFUZIEKvalVCL7oWAeHYAy4mhx3YS4HXjHQfQcVHDQmLrAmB5b1mDc53fQ5m7GqJP/BIVNk6nmvp8nLd7ZywGhYPTp85Bjl84fEOg9OQOxqSZ7ES9P5wAk6krjqD7eiPbbJ2F3UEgaWVkX4wKrIdhDSrD5QeknXEhpLrbZAGJU3xu8mEFYOnMA2G9rl+6C3/61UPtk0+oR9CBDB3AatJ1lwJ0BcDSnUYJJePvPQHb3AsEbOVcTQhJw/b7D+DBBZ0s6zP7n0WYfAJgyXpjDwPhOOFveM9eTycgJyhcgWDcu/5q87oFwGL2WCcHsKiwP/8yQJOnckFNFb3cdni1cl6kyNqm32vYmQY4/X3BD5tNylNZrlzXpbtkf9xx7oFCoSz20GzWcyMAi2NNWAi83ilkiPeQfV+enW0XMyYG4yKNzKp6KQrAunrYC8uXJeKNfmuwue4dhTKTyn1MEff5dxawFaplod2jBRpm9noXf5ekkijoABZDdsRGmH/tuJmUxgnAkOcm0CphqjLmPYEAul3iWxJoOTlXPZY9eY0an+VcaDLJCmDJ3suxF9rA0OBhnWTkewL4PAFYOojKhAZtBxVO0MPn0AEsamCt/7a8Za8t1KHXP3ACsISZYmfN/H8AWAIWOdmlnkICPQFYnkKD+ao6ECh2u/SzvK+00b8NYO1rFotHhlU2113aOz59k5H4SWm1l9EmYqF90OexwFsCsCyA5/UXsms8FQVqsh+cAKz/NGtcSO9S2ssTgGXJ+FvWSGgjRd/b9DEoCZXYJ/uf2e9RM4734ZzRD66q3ZYPO4Al9XHs2jOZb68ei5anqpn7Oe2CKQNXIM8rH6MrRznWLfP0qYCm6DDdABXfG7/MzNJrrnVfec6e6GkuFn9e3ALFLXBzLVAMYN1cO3m8igCWfaOzA1jh4SfQ8c515j24wYZ4+VmyADbLiLAYwAJgUbNkVvut5m/tAJacXNLZfWXhEUPfKPtn1Mn8xOII2l/g7wBYkkmK9wh88RKqniuHo98axiafkwYw/2uc/jLCcv80q5JsePKBaEfcCMD6LfprbK5xBfvDyjgCWPrGWhSApYfz1ctujmu3T0DSsYIUvtzM+EwUYSQAx8L2DGtuZCch8HjlIBTL4okxP+GirwGoEcD66tJ2lQ2LGQJLZeUoAIvhYr0uLDGzBnoCsHSn/NDrlxUwJQAZn8FOiZ/7XT68Uh8Cs6XdNm6Zek5dT03aVwFYaSWR9ch/zD6wG6ZB+WeR7lVFAVg8eSdbxT7G+GMBMdY1/RCftjXYNd0DK6OSTzD+zLyIkznJliHlFLrGC+ioU8BbF6C3g11iQEq4ErPRSWjS3wGwaAzNb7kLckopQI8OAstYTnzyFPatznEEsDyd4PI9+D72cc33FAALIBvSy6JVFuYdiM2V78KJL/wt4X95rnw8fN+PSA40EgE4OVJ0MIdub4YhO5qZ7X28QRyS03LQ/LSRij2r7BvoUyoV5fpUN5kpeuiXbsxFDzqK3QvrmPdyArCWXtfUkfkggC//7e0H5Fm1ihWI4u6SjJ4Xlqjspg+E1INXbICZJU9ASbeW2MG+Hsk4sV+jzxWKdBNQ5jqzL2iqauNaz2aoE+Hxl//EvLTjFgCPANacsvdaxM2p11XpZDls3JKMg+UvotfBerADWE4aaWwnAi50Msii4LyxZ+siyFDmt7ctmSrFyZpQuqkytDlvN342v9A44ncLjp8pxIRhOzmlc3930Um03VJbtT3f88265RUTymnsCmNE5nTAIyfRrHpVMzsf6xBnftfvsdiRWNMMR9SZMXrYYp0mBoDF8EHOVY7xy3mZWF1pIB64tNYE14sCsGTNkLFAB+Dln/qbTA/d4ZI99vLzd2B6ozdUuAiBgSZP5qm1OjvJhZLV8hE1LN9kXLV6NgnpySWUI8b3+C36GwRv6WsANtcZZ06Cz05hf5m+ObhS8hqm9VuNZ6s1wvCSxn4hpen+ny06UuIcCthBEH7MrtYqXEiKb0m3Wi5avmKEKQkgtfXYA6b+i1zrpEflCcDSM/Lp4uw3ArBK5R3CVb8ymNp/Fw5UilPzinuaXqRtJuZHYPCJvpYQQmFaSMjuo77VMLlSwaGc3Ef2ZRmPJ8tdxuqGh3Cp8WWsqWStT34zZ04Cah6IMHVr2J8TBvwC3xNBeGlFHyzpsQtzau1Sl488Fo3bfyvQEy1b343P+29QB4YML6y1oroCk+TwwNvlwpKI/hh+aQ2GlaiFKWUMXTT7OiDAjbDXBYDltUUBWDKHBcAi6+uPSneg6dl5SM3PRl2/0lhb8Q5Vp6wXdgaWvo/H1D6JN3puxPKIAajpW8rSPzoL7v3gpjjzWmX1vRPopP/QCcASgN++zv1bAJad2cj7nku9iCl/nMEDf7ZTj/dZl42o2drbUafMzuQ7WuMjTO4dWGQGQx3YkQNZkbCQgyV5b6dwSXv/MJQvNNivyBBCSRpD4LLriEALgFX33jwFsOvg2f8XgGXvx0W9duKhTpEYELccr4e2xZ3BBZqungCsMY1qeMygyf6yjyOdRWsZqNf/IXubXYdMnpV9ceLxo4VApHy3Gx3P/4LuQZVQ2ssfO/+6pjRq5X7sJz3Jh9T99vilmF+qryWUe2HHnUp/WMBx/QDfky3oFNb51iPL8OyMAeZrcvzc+VFh/Syndij+rLgFilvg77dAMYD199vM8ouiAKyHtnqh5+4HEJGzCiPuO6pADhYuiiwMQ5NC1tCE6QWLn4hdM7SCGV2k2AEs8xQpJw0z5p2zZHKzh/DpD65n7ZHPRcyVm8ZjIws0u3QjOHZILDperWoa2DqAFR36Ccqm/gnk58OVGF/I0RcAq1H8VaxqNd58HElzLh+QxbKzsltlobOfvjFUgA6LAE7RZT5C6OmFyB7yGDa2a2NhYOkAFtuXzCSdXUGDiWyBLqsbmvej4x8U4TYBLBofLBTklpDGsuuX4+cjq5TjRjCuYXwiVkRVMUElvt+Gb1Z4ZGDJiRQd3qPTEwoBWLoo6f7Iv/DDrLqI8+ujNMbem1gTpUqWw/bMS9iSedEyFqet3YmxpepbhOOPfuuFKwe9CoU7MUzzyjUjZImU9bf7/GbeKyQzG1/Mvh/e+YG4UO0pPNXXCJOQk02dYSHJCJwALLebToA3KqyYhJ3+BiuMrCT7tWJAhvbPQJ1Ovgrw+qx6aUzu1gxbZi5HrcoNLKAc7+MaN0qJ2rOI4SEAVo2P61gYSvJ+QVl+mP31vcpY/Hzcr2i2orYFwEor9wYeHVwO74d1xm3B1QutDEUBWK/OiUHvAwUZzTgvJwxdgCPZSeo+dJyqLaiuABgpPz8wF3P9DY0uFk8AllorVp5Cv97/gU+gC4nBF9E6cSX4Pt5uFx7bsR0TA6LQPCofNS42VYaczpyhoytzuNMdy7FhUQFTRLSP9JfVASzRg+P39nAtP+9UZOeVBENatrY5aq5nHBNDLzc0ASxmZSMoyeJpTTIBrNBwC3NUHA7e4+JWL5U4on3acLPvySbi3G5z3tDek7lD/boaq+7Bs9F10GHPC4p9RkAz+3r4HNeGyhsrKsCf4T11HylgxhzdkIMry60UGwIeDJEh+EGQlH/bmQkECEKWvWMBsMTQlQy0/P/yj793BLC+PXvcUUzbCcCSdOg3A2DJOijAsQg66w66gLzH9+fhwkYXLrkeMucW34vloSXbzfDMmnV2KwBreVRlpUklhXsbgURhhxYFYNk1ySY/vBDvzB9kntDbMwtyvSaAtdt3gepPJ1YSwZtl72WYrBOCrxTm5bq+rvQXyN11uwXActJL0p2Th9OjsfcDb8WQmDTkF/WaTiHGlU/Nxk+fPwAvtzG/pY11Ueo2W6JMLRh9vrF9yQYje5dzZ83RUYUALE+gAQ9Q5q1/1NR3kcQNAm7pe7enMERhYNFOqZr3HqKeuAtZPsYBlZ0VWhSAJfuajCXJ+mlfSGU8ymFCVoVR5hjylMFQsqeJY8v/c07KHNbtJBnnUi/XrbcfWa72S9oTJWeTBePCV13mYXW9FHUZmbKr0s9YQtY8AVjCcrIDsPY+cmKUEDQ7WvOC0qcioREdJgAAIABJREFUW9zcC8J7K2aLtI0OYNmde9nPnJxrHcD61Lcbjr8VdMMMj3wGJwBLAB078OEJCP27IYT2MDe2H9t21acZZmg/+3VJr12OAJEdCEXZpzFkWENlh3kCQu3MJD00feptK/HEb52xuuFhDNtuAKD2PrX3D+0ZT+Nc+rYoAIv7mr3tudZQM1Ay+zqFED4z4gOT9V/F15pYivU6sYhFPkAO9gg0J7a6ouaFfU3juuX/QWVLOBzn29CGVTwKqo+8tAaPvdfPMt0lbJE2FwvXbb3I3ubE3uJ1HIOH7olR4bB6kXHO9fKh3HJYf9rPok+4+PxZlP/QasNJUhWuMYenBprh/7q+pdTJd/W01vNzvU+6z2quDl10mQFeQ7t0wFvFDCz7+l/87+IW+LdaoBjAusWWJIBl3+h44j0r8SheW5ONGqcfVgDWd+1+w4wWddW1NDwqewerkBIp3HQlgyA/uxGAteuHXCXirlOvhZkkTKiiACwxwvTXdwKwxOmX62KbX0C7wHAzExrZO2Ql0AgWA9mTVpAAH8yWN7dTQQY52eCljsN1JmJNrTKOABY3jsyFho4TCzMClt71rQKLNvToaQGwBDCjHhXTqTsBWDypid2Xg0c2tcWGGqfQtpMPOuXUMk/thX2iaw74bFmNbX/MUVosfBeyhKg/JEWyAXpiYBU45bk4/K232khbP3ke3pUqqFuI6CUdAeobUVCZLK32qcPhenGKEibWdWakXj7HkKrtHcMWrxx0maw5Xk8jNC/TpZwzPQQ2cMIdcGVcMxlTunMhBrOI2PI+Esooxque7YhinXve9zYBJmqzPTxqOVrHdLSk9pb2qDImA1WifJUGlte5E8hp0g6+ezerTGJ6WCTr9QRgbWlzFNNi9+LteUbIHIsYLmuyBqtsh3LCpmdB43XNr41H8KB2yO1mhLLZi7SNPTSW19lDcYS5IuwXPXSF17PNZ/edd9MA1tI1B9DsIQMEtM9dMu/YNy2qpKLktVoqbEtnZlJ7SQewti1srsYTi878k/cVUWj+Wwew9AQIbKuUkk1wLH+0yga4tvMBfJlyyGyy7qej8MiKghPRWwWw9L7QASyydlhohA/ffxIPr+unMhSKoPr3gdewtdxjGLQ9WumMBAxKUae51KqrfTICz63shYrVTqDao5FmFRt3X4X3TwXaWvyCxmm/fQ1UmKyEHLBtuD5ISASdHb+fP4PP2oUmeC0MHJknBLBW/OddVZe+PnNd++zSIQWw2svNAFgzqpdWjFCn8BlZdyXLrIwNXZtEQIf4A14KPDnpP1o9huwvFoZvj3xUbXZBAc1kyXa6v8BpYf1z044psJ/FEzOT88UOYE0dtgwvzy04xCnfPB8JOwuyQrF9M8YPxW6/hereTqAO58aCmUmqn8jgot6bhINvd32CI2d6q71DGGdOmdKEZfF+cDR6pzZRe4F+Ku/kICsx9JQS+CV2KOI2eZlh2TqAVXNZJJodNkS/9aKEhasYABbHyfzDQ28awOIBypdbn3QEsOzZBe0hQ7KO6ABWg4w3kdu2N7p0r61CX/UkFHzmogAsYdTokglOoLwdBOiR0lWNIY4le33STnYAi+vn1LuXo8OihqqvdYBRB01lfyU4etTLeB/3N+VVe3EN++S1exTwrjOa5ZntAJYO3HD9IGuDTEApRQFYEuoqzD+OO2YYliLz1t42BFjOrfXChY0Fh1Dyrk5zXQewvk7vo8aud5k4rH4oFkNL1EJdP0OmwF6++ywR/kl+qJRUIA4vOqz6us/f/X8BWALkbnw/zxJOR4DBKcufHcCq6j0GrR9qUySgZAewOCeOz/dSNph+mGNnwEl7/X8AWHYgjwfIYROTbgrA8jRfdADLfvAkGc6XNNmH+PBkrK5x1CJ1wHflvkUASLRmZQ/sU7+CY0jd/LTjePryn6adIe3F9mW0BsdscJaf5X68Rg7aPAnpc92dP3hLIUBS1/Al+Cbh9+bediZNhWbqReYNw/nrzKxrMn0/HPErnvzBOGBj0df6m0n0IZp69IX09aAYwHJcaoo/LG6Bf60FigGsW2xKJwCLBnDYkorofDRK3Z0A1t5a8xVjh4WnvqW8fS0ncDRcP/hqmHkqwJM6J3aMMLC2fZ2naPBCc9a1oVqnjUXJ/ONFhhA6AVg6Q2X0g4YAvF3g9UjNC2jljjBDoWjk1Lrsj8pXIm8IYMnmbwew7ODKjkZP4kCFMlgeVaVQRiEa0KJzw+dr1XklQpa+pYzu3Xc/oEL47GnrqUclIIhs7OKYiUEuw2CYdzimevdVwI6cWPHa24Z9pS6hcUtwJf29J1HzySEYu/Mo3vpth6kFw2te3HIIkzbs9sjAkmfQQ2Q6Dl+PvKbGKZMYztwQxxz8CnF576vwwQ5pwxWQw3cRJ0sfvkVlPrSfcDV/KhneZYJNfZjWU4wwFgEaJOQvoPTdCqhjEQBLr9sOYOmaBnZgskzuHowf9ivqnu6uACzfrmlo2SfAzGgZMTkJ1UuWMMXSKcBMZg4BO3tGTR3AEueAdRPAIjBc52IYZuT0wtW1/mpObXl0F4Yea2qmTxcWDZ9DCh2aEn0aOQKAets4AcMES8loEwBCDCmn7Fe8F79f0PY7fBFinEzK2LIvR8Kk2LB0F2o+YSQi8ARgDQqJw9EyNRWLRwe2Hz22yfysVafl2Lq0PLLzjDAZhkCk+1tjAm8GwKLTeSHiPhy6NlppuhAQ0BmBkhBCwJcbAVgUNSfwbe9rp5NkAlg7g6YXYi7umf0bLqc8r8TlCQqUX/MqvPduRtbD/8GP8TUwOfJ3PFKhvjLAVbu6gb3vZyK0ehpcT080m3761b3IWhiC2mVDEL7VAJXpeDITK8EP0SvRkzzwGjqwvsu+he/yOebctyfL8ARg2bOP8X6c8wQa7dkW+Z2dgfVjxSC1vzixgySxxOCkkhj24zD1PjrzgP/2BGDJe3F/mbs0wQSeBcBKKlMG1R8qALCEaSaN6QRgJR9zYd6KeARl+6L65QJdIzm0kd+GNjAElqWwfUX7jn0wYpI1fErmBsMrVSh9j3wknzRStnM8bI/9Cn/FdlN9uKznbsytug/jwhoUcshkn/o5pAOqHaqtGFx6mLUuLJ3jzsNv6ecwJsGQCBABdgnh1QGF3nObq4Mee5ZJBbQ1SfUIYPH62ydbGYGyBhQFYNn3bnsmOmFhy1ylnSIAFscSQ+7sAJ+s/R9mRaBdQl/VNjLHhUnC9fjh/jNx1heFJADYRnKwJCAB1xIJGXcCFPkbAbAEUOf6NufB9aj/fW3VpnJIwWuF2cUxfvBzb+WoCjhB9sWZrxjGZQBYc6bdbwGS+HsJK7UDWML4Ywj1X9O8cC0vx8Io0QEs+34rIJAAWNxLCZzJfBEWj71tdM3Cih3dih0pDHkn51ofbx8d76f6Z2XjA/i6/VZHcFvmlqwROmOP6w7DNu3FE5PvVhlYbN8SpVOx6T8FwIOADjcLhJZ57h71uF+HdUfvoCqFnt2eoIMHbmwjFh5SVk1OAxn0o38zZBjsoKS9f/gbrgfzwvtg6bVYPFOmKfxh1XITOygvPAvRQ32QHmcwpGTe6BpRrNMOYMkh2IuZDRD9TVv4uNPw7oAPHA945YX1sasfQslar9s9n3Rdj6ymVl022sUixSD35NitUsvXMWunhPDr44e/Y4ZBPgtBIRY9aQ7/bR60naQ+mTWUkt8TbPu83/pCQv6yX6p7+pbFtTio8HvzwOX6/fQBIGs4gd+Ra9sqeZCA0sB93edamM86m1P0dO0DSQ5xP3DVQuuYTsquFGBQri0GsApNv+IPilvgX22BYgDrFpvTE4DVeUYzM4yJmlQVAn8wDX3S2Fv6V0DU6e/RNjAc6zPOq1OjT7+/2zzNFzqqXVBdAKwN7+SZIBI3WZ70Vn7NEF2lQcjixBSR19V1MvQmkA1IGEdyOitGNw3FEG8/E2jjot3pRIBytMTA858hjuMUE5RhHbLot093YV79+8xq7aKKzBZFA92enp0/4GaetDZAOSgsLQftRKlZhuN77Nl3TCeAJ3bi/BPAIsBFIXBxiIV1pG+EasP1KYE/ggYrIWApvLbfHYYIPw0pCXe6FByA0Iws+OS71f0P3j0GcAH1Vy9RTizDGp3YPBIypxunnXrPN68VgyfI63eEZ5xRbIiI7FVokPmmegfW9UriX5iZclhpz8TnGRpKBLBatb7LI4NIp6oLYKZnKSQwR/ZTenBNbPb+SoGjNYPHoskQIwOgAFg66CcGuBivOoBldwCYXGDyHetRKqmbCkXa2DQGzw2vYVLoxVgUBp8AWPy/nlmRgt+Y9KgZRiYhDnTQdtU7jQcTflfPS0ck/eMMXLkYgaiheSqUkiF8NNj+qHvM1EuSfibwG9C37T8CsHqcmofDrnTMXTECXqeDzJNFATDobDDtOg0dFjq4iyrMwtthRgZRGVv25Sjy9LfIdefj8i8HLCw0Gdu8/rkj8ZjgF4W7fGKUUaufHnN8fxNzXBl3HMfNumzA3N/TTV0omed6vZ4ALGlnMunaXBuLy/Xuw57zo4FqWZgycLlibAigaQewigq/ZN0CYNnZdp4ArL2BU5HmXQvbH9iPvApZaOJfDrdNuB9bg79Un4ugOtmSnDM/NKxhZigdE1JPAd0S6muv09QtSmiAIT8bhw5cj+ufjzDXHbVW9MjHhfM5yDtsMP2cACw72EiA6fOXp6jrdSBUmDq6AyAAFg8NHnjIKtr80vdH1Gkvx3zkopEQAMvJqZWxcuWjxdju/SJSXW1ViNuZ31zmOi5G+6W4CJyal4GzfoPNIcH3YpscWJ1rYU4KKClOo6yfEj5Ix27Ub20VYKSDJzvf8FbMKCkEb5hhTnQf5XMngfbMj77DofTRyll4+hFD30cvdOC/WXPODHUkAMa6yO7Yv28Ovk9oot7BJ8CFrKw8rH7yL7xWsaXlHsJY+7V0N5TcXs0Cetvn6vtJe/B20h545+ejYp4XlmffrxgHwiwQQIFOFscS91M9iYOMo5TOl83Dl08336kOp+ioMgGBXROHvxHwqWFqNt7d7BxCaBdntycDkGeTuVo5bDfqHp+gDkhev3+kAljsLB8BsD5wRaFTQgfTEWc2ZB76qLkc6MaXw+ZgZWB2oQMofu8EYEkyACdWEefQnDnxahzpANaSsZvRfnpzE0SStUxf/2T90AXbhYVDAOuPZ4fggfwC5iifT8JK7QcwwmDzxBbRwQ67TSMsGAGwhPHFusZf2agYi3oSGHkHPSNy1fYpJrjjKXRN11ybsLujZewWFVrnFHJ6tsMFx5BXTwCWhG8LGO5JPyjTnQs/eGPPW74WQW/eNygCFn0iASZvFsCSccS1569KQwolErDvJzKevHAN94yZg1mL/8Qf9Wqi+wZnAMveTjLmJATVCYDVx5FfKTeq9irQWOW66JT11vWfsyYDS+zmt0+3RrUVjcCDQI4j7vWcL/V9y6BDUEVU9A5GhjsXZEN12loPF34z5iPXvr0fGkx/riX8Twew2F9b28ZYWG6eACxEZjmGZzqNH9YtLFruLywSOSHrqABYcohtB/dlX7L3v26Dsq/9k/0tB3f2OcqwyRk9Z2B/hTIK8Jp56A41N1IiU/Fgv7kW5ph+WOFpzsgewUQJNeKi1Tpof3buX32nFmtgFdqkiz8oboF/qQWKAaxbbEhPAJYuIMgU99W9fkaniQ/gQHYiNlcehEifEGS5c+Hv8imUTYgLIXWvSIW/WQDrh4QTqPZOHWU8dskd4VFsWn9d3QmWz+0Alhi3Qie3N9e50NOoleCvACyhlvt9a9WBkd+I8WsHsKiVdOi3XCw+ewYxFeIxsHQMtiQeVwCW0wnwtc1+ykFhaf/sORXKQvHnmDe/KzjFrtBH/c0TaoYQCoAloIpsnHaGBO/JzVIHe3ht794FABavEedN3i2vSTtTp8nT+8u1YtBIphV+3rnj1yZwIpsvDRUWMkoa4w2EpRjOON9lf/YVLE47hTyXG18kH1TXUXer9p1PWUBDvb900VQBzHSR7OAzm+D/+RSkhLXHtszXFOBRKacAwJL05LrxcEdQNSxKj8W4P+qhy+H2loyGdgCL8+Dd7jG44Ndb6TRxTA3qUQGJn5RCYlgqBjxjsAyk/eTZCwFYVy4Cr0xyBLBONLxgMhvpEHh9GYvTpw3NOSlyGm8PISSzx6dvz38EYG1KPYOj6fHotr6BSpcup6t6ViiGF8lpLx2TBaUKACxP6cJXnv0L6cu+wYjMEh4BrGdjr+EZ/1qKlcc5oztw7KtVhy6ZYYXMHjdnzRFUO2ucVN8IwKrcIx/n13khMBTwKWGEzIX7/ImGiS/jWp3e2BL3vDr1FIYiDWqGEkq4mjBRPIHa0ieeACwBe/X+I0BPBpYwraj7I1kM/yzxo7kWldxcwIZa2rWLAjbpaAwJrqX+llBfO4AlYJKeGdYTgLX4/BkzLEwHsHK7DzK16PR11hOAJeuQDmBx/vMduQeMfcoa0iiMFAGwNgW7FVPSbnDLQQXH1+nXZ+GM312ICXhcASy6HhsBoZ8GbMX2yxHKoWIYphS+F8fRleUBCjSTMGFZAyNfGG2GDOr9RDBTEmTIbxJ2unBsnpWhUKp7phI3t+8x9tAlHpCkzPwVp9L6KLDr/SGN7dsRCMoI41C+JJO2+fN5yPtxOj641hptjnUyf7d84E78r30Ty32EjXK43EAkriunwuVFmFwuFJaOPZx6rdcQS1i2nizl7etZ9+wn9VwrEm47Z4a/v7GxvwKwBMBk/zO8uk+wkbSBRUJ2hsddw+h9DiGEp2ahyblKmLysr/kbO4AlY07mamTkHkTtH68ArMUPPWnOl5lh3cx7yPvOyo5Ek5RuJoAV1jxPMSik/DrmF3zhe6XQ/s3vnQAs0VJzAmAJ1v0wP16NPR3AqjUxHQdeNBKMsDAcmtlZaTfZM8xxvKxuvV8xOYTxwvX+4OQX0DOrIJSP9xGbww5gCQhr1+zU54n87QnksifN4GHmvLSTJttNwgplHZD3FfBM7BJd0kAfvHqIZ89f+6n1WsTqPe0xMka5Hj61/CXzdrl3J8DHFkrNL+1MPn7GNU7YltSsmlNzl2NCibM5qehyYTE6BITjqVl9LABWZL98+JVwq/VBB3n5rk7aaAIi6Ew+PfzVSd/O6UCEz8+1tnm6ocs67f5RaLXgAfW3nYHlCcCSgxsnAHZn0mWs+iUFrU5GWjIBy97o9EySKZbPIIzQ6ds6ofLO2qAd9XnHg/iieUEylnYBEZgf3htTrm7Hl8kHMW53e3TZahxok4nIMUvA5mzHC9iScdECYHHdZXZrzg0pPCju9aYhpC+FdhPttD8q3omy3gHwdRmHcbIWqb8/G6M+E1F6OYTg/GMhcMbvyPpmeKIwpmSft4fhCRhqT7YhrDT9+XS7R+burqpncblEGpY3OYBRBzaqRCcsm9LvwYXZgdhV9zRe7/qrBcDSk/540jeTcXAxKQopYR1M8J73FrC6TL18dH/GqvlladDifxS3QHEL3FILFANYt9R8gBOA9dW+k4raLoUbTo2s2dj4/vc4mH0V95Ys2Hh4jSyGazc8qJyKogCs4SG18XVkF6ybmmfGcHODWnvqEkrOrqQouS3P/nsAlk4LbxUbaWoTyAZFNgZPiW8FwGIb6EyFX1IisOX4JrzVrEYhI4ibOU/rCYCw0MAQR+roh7+YABZFHymSatejElBFTsidxOypK5D8cgHjgdd272QFsEQPSfpYd4JvBGDJ6azuoHVp8IYCp9Tmf8HQpmLbkk3C0qHlNwhYa2h95ddpAtfpY8jtMdjUJOE1se/PQ8BjrysHxKnoVHUBzHQ9rtBDhsMvzBqOJRp15e40dD5EUF8cfH62LbADcj9+Hv6pdyimmO4k2Q0zzoMvOxzAxopdTXA2t3UymvxSF971stB6tOHY2gEsfqazVciAuxkA60LYYOQv/BlHdjfDVR+DsedfBhh4txEOKo6btBUdGt+u7Swi+Ho73igMjtfmrliLfesao0b3ZJTuY/SdzO+ll4Ygc6ER9kSHZM612SYDy5Oh5AnY0UGRSfFeeKZ0E0w4ukABWJLdi4DyuNzfVRgWw5HZnwSwPty8DtGHjbF2IwCL/Rnezg0vHzdOLfFWjnVUuVWIPPkmspr2wsaTL5jhO3SQnikdrUJy7Iw8uzaUfXx6ek+njIAEsA4GPoc43z6mMyW/l9BXOxtqT68BiuHCIqflD1/MwRuz5xXSWJPxPTAnCqO+MtYZPWunPLtvvxR8H39cGeViiJPxxfErgDmvFUCEf5OVMPmFSeoW+pgWJ1LP+KoDWHpadf5WACyOo0qLHkZqwhlUe3qoRYSa1wlI0f5yGpbNXGyyK+3tT4eRWjPb06NUqnkCZ1I4jt7ANvgtKmdhU8l8aPzSw6Zou35fjuk2W2pbWFt29hWvDxqejPQfS1lSydufj/8mQ+PCmgwkniqpWJTf97EK+/IaaUddYJvsy/LN3apfzuwKN/W9eD0zUL0zwLpeytziQYasjwICyHPJWqhrEbbLL4EfIwZbwrL1fU3mpd1Jo5OX/kgBgEUAhsCD9L+u3Sb1iwM3bc95tE55RdkNBOoaPJSnxuKbX8Wi9cnq8MsrAAvtAJawdWSuVm0Wh9p/jAAPDGJe/cwUldcdW3lf7tHVsvuYABbfQcB5PuP6e9fj4+BjjiAGAazMq8x0a4Q6d4jtqgSpqSPpBLLo4as6gFVnVJ7FcWQfsXCtk/1dHFm24R+9Dyj2iBzacL0/P+4RtAw6ZhluwhyyA1jSfk5rEm+ga0N5ArA+6/UZfq9ZIOxMYGbeteNqzRTwn/f65dO7lV0lAICwnn59OU+BIBL67cmx/29AfbT4qa0lfJL3LSrr5iM7jqDXgbdNVmapB5KUZqS93AqAZQE7Vo4CYgscfJcL8PJ1IS/brRiWDc5HmO/6e42BsIuVOwGhtH1euG+oOkQRMCkfbniRGs9swd8lofz+coUSkkjmbv5+RZO6yF93v6rbnv2Ta4NIbZAheedjP1max2kflzVJkgvoSWckxE6Y2XIzHcASoO7DJT0RcT4S9YJmIcG9FD/06YHkWvUV+MnCscT5SSa0bttwL3TnQyVBya5zAS/uOGHaz/ydHJLrLCcC1Q++28vybqKX6YILPQIrY1aF7up7CR/k3wIiCRtJ3pWg0KFKccrucwKwZF+wC6ELmGQHI500YHUAS0BmnU3FCIXn7x2q2oelx6G62Bd5DvHBaRYASxj68vJ29pf4DEygcdSrNbKqNLGwBuMbXkajEmURWh+o364YwHLay4s/K26Bf6MFigGsW2zFZc/mqFMk3XhZ+Fs8wn+taN5ZACxPoupiMK/f/iBO7ctGhYyzuPe+HcrAs2cEFADrt8n55ukV6z59wMicRcOt6dmxSqdJ9JI8vaITA0uMbNmsdAArLLWESQHeVS9WMQ/klJh1yGZv14GR+uV00M7A4ve6ob8wNwpbz+3BW9WCCxnA3Mxx2l9thCzcnPXwpIqpq5QRLFl+PAFYwpBxCqUk00jCMVmHkyit1Cnv9ncALP7Gnnmma/WXTAaXPesQjViK1Yu2js/uDXBdOI2Mtxfgy/xzpoYHQyUZakcHxKnoVHUBzHQ9rsqxnyoB6ov1x+HAucFqLDW5UhjA0llr29zRiHprIi749sGhwOdUaFy124ywOLtgav2MN/Ftq/OYW7eLCmkjrXt79dPqZD2l02X06W8YywJ26O+gzx2ObffrUxwZWAmNr5hABQ0PEzgZ+hhyuhri7AIoCLtQ6lEAVusmJpBob8ObAbCcxr7U90ViX5SZW0ndlg7JTKzGO16GNoRHAGuPwYrTGX68Xp+7r53NxYPVu+I/W79UiSKE6UHGyn1eK03Al+O4TpNdCujqvPslXPPLxoS7jex9coLM/y/Y0w/nN3ghpDoQeVcAAq9juXSqL233Qu2GuxH48TPqmdad+p/6PYEwhpOOKVlfMTfsAJbP77/Ab/6n0JlJevv+XQDraMA4FeYmzB65vw5g2eu0n9q+dtkf42Z+XQjAkvHdLCMCL8wy1hka1jWvlVUhcVKW9NqJzESXAmiE8SEAlt5furF9IwBL1l/WoQNYHC+SlYrffflBgpk4o/ziiSoEU4Sw9cyt8s5k6b0wd5Hqsw0XXzOdVGFiUWtm4agtYEjEoWmXLQCWjCPRcBJnWkD8Ba+9jz/cydidddl0DmRMCYDFdaFsg3wLS0fakfuXHrLtuHhdZ37QMZGMT2va9S50qTiLrc9ew4t/PAXfUm40edLQ9+PcjPs1XTHQpNBB+u+gupZQIycAy86cETaqDk6KXooelq3va+Jg2bW+eGKf/7xnAIvP6OqaasnEJU7t4p0JaNh1kgpbZLtwjlfunmdpT3Em7ckAZD92ArC4j0g76OwXTwCWf2m3RXj+cJ8NeKV6jKMmmw5gcd60PWowvCQU1c628QRgRQ4wBKKlkCUXlOVvAUzlMEjG98/hfSwAltdTExHut9syjoQF5gnAsh/MyGGebgPafysVLG/9DmY1KwCFuEfZD9HIGv98Tn91eCVsDpFnWPdyCvyzy6r1iMCDPUuzzpALnmkIU+uHFE6sJAEgCIY2OvqqaVdynuusOnkHOxAq+9HNMLB0sMOexEHvBI75rkejFEuHtuhnUe0t6x+vtQCh1zVCdfYg5+PYkAZ4+vIGtPEPxwflOuKVhUfU+OBhDosk6ame9z1qXvtK7U8HSvrh8PYRqm69T2UuS3IE2r5v3jZThfLpxVPmTjvjuyhAVAewTPthTn+USYuwJC7KGXCvydCaUqalYmCx6LaNziJLSUvEo5sOWwAs8TF0oIbzXM+Kznu+MHgOjpcv0OyU9xQgkXb3zE8MaRDRiZTxyzVvW7XTpkaofM9r9fWfY1VnIQuAZY/EuBGAJSCzzqbiAe9fr7yP97NP4mD2FQtrWN937bqgdgC9lufdAAAgAElEQVRL7AP6FlxPOOb06AadHVwx1Kpd6GlvK/68uAWKW+Dvt0AxgPX328zyCycAa9mCJJTdVs687mYBrK3HHlBGYOnSFzFiwB8KwNKz6/CGAmAte6xAO4fGTeyBHBWGwU2x1oEJyqH5NwAsMUp4uslsgxI7v6tfDJqtqG3qdPDZZKO8VQCLrJ55104o596uo8DNMuSMESYgdepZD8UYpYNBMW+eKr6+dqcpqiwbm26E2YE81tnl8xamIcdr20R9reqTzUxCoqST9TC3G4VL8Tf2zDPdfYdbdJ508IfOX5RrlgKwyOygk8zC/v0xIsjMZkkAq6jMk0LT5slhx4jJ6vd6e8i4iW31Ho4fiVbOEEGnWq1CkBzgZ2aI0g3uo5kNEPbBiyaApTtJdnHSZu7JmFvnCl7r0FaBLAz3kBLaPwN1Ohkn0zJ+9ImmvxfHdv4H7ygAiyd8fqWN0DayUdJrG2LI0ldyr9wBo5Dd38jwJs7f3wGwRPeMoaoZ7y3yuGo4ATVS3zNJrdHmx0bqtwR7P4orALA8iYU6MXr4e33MfnTeC3fV7YUPVr6lKPJy0hs7JBZTw9aj91+NTKeuWuRuTN82G2+1bwI3VcyvSxGJJgsBrJ170i1C5PaX1QXX1+d8qcAQGp5K56tMK9X+dgBL9NWcBPl5f08AVvIpF2LmeCO4khtJMcbDcq6cSuttYfyxn7HiF6wvudRcF5zaTk9A8MvFkugye0YhcFAXQhYjng5jS3c4+i8x0quz6GGFEpLs9B66zp4nAEucI+k73r+03zEkZUcpR5VsiKEljaQgBN3nfpxcCMB6/r6h+Dzc16JbJM7Foh0J6Lx2jVoH9yfeb4YPSiIJOjFzxqzHgpAO2PlqpmLUCvBBR7a1z/eY8EsvS7ZZu66Z3rZ0Zhr4hap5ybWajkypGlD12rWtuG/YAX2nCaYLLtPJsLMy9mZdxsr0M/goeR/6JeZgRv2H4PIhe9C4G8dIwpoEBbRLIdOj5wNBaOBXVn0kaxv10Va1Gm86Ji/f9RmOhBUwZ2Rf0uehzGE9LDuhpJFdkEUcM0nQor8jNW/IGOY9hIFVHx/iLJrhiUFXcCkiyRLiI/WKNp5+6KG3E+vI9z0Dr5yqJitJ6hUAa/iBaJVRj/tcnYUGq4LrrTiJ+h7sBGARBGXRQ1Jzmm/FiFYHCoW08jp9D+e8abXHALD6vfqMSgRh3/PJiNy8KkOtYToDq3yzfAto9mdtI0ypQ0wzE9iWdiHIdGTASTzROsrce8nkJOu5QoRxiCCFayEd0zVbElFxaYHOmhzO2A9mxBm/GQALZZ/GkGEGo1kP99WBUDrGry3qbAnjlcPBqQt2oPu2NiZrxpNjT4Zc7veGjaQDWE66VLI/Ldl4Cq4L/7McjG6cbjC+9HIjAGv1sJ34quxuj+w70cgTAMueJY91EYxseaqaWm+4zv6nWWNHAMv7op86DBNdRoIJCU9OAzPv2gvnVuWNFdU44pgtVaOANVh3aCoqxM1HbpueSP99HtbEPFQIwJK1gZIZr/88Sh3e7q/7H5X9VS92UFEOEZ7eXg7tdxRkq5Z2dAI7YycexYjyNdVt7WGLZM/riULsmW75m5anIhUTkcUeBnnHunXmd/Lc9jBNhmGTfaxHCfzQ6UP80qAgZJdjr3dgFbQ5v0AdgPGARaRTTtSIQc2TBVEoArg6hVGTIcuwUYl0cAKw7KGZ+nyRdxD2sspmudMImRQAi2yp2A/mWw54dRDsi+vgoPhbcqDHe3sCJOlbvNpmrNLftWf0HXt7ZbWnFANYhaZh8QfFLfCvtUAxgHWLTSkAlpyQ8XZi4EgImABYnkTVZTFeEzNSgVA6gHWoYhzW1D+iKNU5Pnm491Q0xl5sgYt7DKORRYVW/OmtDEgar9W2XwewHraKqNtf1YmBJRvM03fPx/kyyWaqc25ApE7LpjjzmTWFKMa3AmBRw6ZivGHox/l0xDslUpWILDeSyj4l0C7bHxOqdlWbuZ4eXKWu1zS3xBgVOv5zf+7D85v2awAW06p7o0qPPFTpabShfoJEMVU64kyryxNtFtkEdZZMUTpNOqDmKZxPP8UloNQ5925kPTYVvr/OBzLTkZwcjl0Zz6v6CcxUSFml3lOEzfk5je+N0Y2V4yMbdFEAloBVNLza+z6BvJqNcCZ4OE7ujlLhJ4HXjiMkbTdcjaNx+kiUcmhqxr2FfjWB7ZXK4fimywi68xGc8YXplF3MjlbZ44SBpQNYdqe0Zek3cCJnB7rf2wePb0lAi0MTTOM4+bEz6BtpsBadACx97tgBrJKRbiTsdqHxk3m4GuYMYLlDKyA/NBz51eri8Y71FO3+/uO10e/XAj0cMrD8alWwaE3JnDEBLJugvH1OiRaTDnSJY28ft9NP/nMAq82xWSrLF8uHV0NwV/QgfPjdBAVgCeh8KCIOP7fYjbpx4YUALNGCkOeXsLqbAbD4jgGTR8KVcQ0bw5YgK7MkJg5diKf3dkT9nHJ4PXKjmqOSCY5hEk7toredAFx66J3+vS6KTLbi+cMRikkTEp4Mn0Av5F+9Bv+EQ7jk280M5/MEijEBwvL00/jrTEmEzHnPEu7HOnXdsvc+uls9Bte/dglp6LXZyOInn/E9Gc5cFIBFwKn1+fnqxHdifgReetuYx3piAqlTP6UvFZ6K5IsllbOaet95M1seATYyI+jcqWyL1xlY6x6dCGaiZB8yhDo5L8dMaJCwI0OxK5lY4lTeXcq4lwy2Mk+5plPvSP4tWk3BFd14tsUKDN7RzAJgMeED+40ZQmnE69p4sm4TkJg+r6fKUitFUqvz35JhTz/BFkaLfW4JeCHCzqyDz1vS5YuyPgEYdGGlyQCjNtQ7bcdZbsF15erqU9gXNNX8nA7LrBHrFQPrXt8qKB9cVq2nwhKWtvig//8sTAvuL0NK1FJsz9KZ2UgK8MPY3FBMqXWbqbEkNoHdAZUwGb5Hnl82QtJKIrdeOsZHL0PTiNIY900vBSK0rfkRgncvRLWnhlgOEARgJci2bleSydy1Ayvm2lXhCtyXQlV/h7d2I7KvcfhFxzpwYRjqZpRD+XOlCwFYun7X1kp3oYpvSRP8/z0hFBGht6lxqLNZJNFD6doH0bP7FvQ8UQfPn2uPqGFuxPzgQkRHN/oEzjcPoXTJg98nv427cgzdR6mPf+uZh50ALOrylI0viYygPSrsruQ1I4kDtfFY9LHV4GFmJjQQTQGwWlRJtYTAEnxlIcNcpAr4b9nb7IdPotdUtlE+cq8ZNoPLDRB8txfWKUCdrvelO9MEsN5Z1Rxn8/qYPxfbqt+x7zH+27vVvsmxyz26Y3QZ8zqxJQ9sD8ThHfdYsjPyIs4ZKbSrWCR7LMHQba7pFmkKAlgUyNaLCitvm4/0BBdKVTdsqNdnnkKt+PKolFQaAmDJGqD/Vs9UKwAWgSRmC9WLnvWV7J3b24WZAL5cx3etcq6cslFFw0qY8ALK8VrZ2/i3frBCgXFhfurjhevE7MO3qwNb3a6X+dDkfElMXjIMJcqkod7FQSp0W9qW4ByBSa4nLBW8gxCXew1/ZV3C/PiKwIKCjK0CYNmzcPN3Jx4/glFVCiQIJKMo7bTWrX62sJntDD6OX2kX3ssOYK1fsg6+mwxwS4r9QOC2w6sV+5gAVk6GWx1S/dlkGj5oF6YiHLiXsX9DXH5qzR1aohZKefmZuln7msWi8a5q5v0FwBKhfydN3ew7LuOeiEUWBhazt7/WM9n0A6J8S2FaaFtUZhZhWxEWVWhDNzISgPRLLtN2l0gM/VBfP1j67aMWinXMxAUTGq1QBwnnctPUutA/uBr+W7YVwr2DVDIT/sfPp63didF3vKT2cj1kWIVLtovF+MDaeDAqutBzFn9Q3ALFLfDvtEAxgHWL7fj79GwTOIroYBiGYvReqbMSoUf7onbO56ia8ZPH8C7zlPz0UOSsCFEAVs/hy9RCnuOVB998b8xtuVM5owIw6Y9Nh4ChFZIuvNyfziLq9leVei2Gw+L+yknJd7mV49TovAEqkMZdLTgYkz4fgNNVE/Dh7b9DnDv5/c0CWDwd/7LZ2EItr4du7Eo8gdtSNlquoTYVHQYCaXNmjUJQZaDxuDxL6vqwhgXMNP5YACzJCJh1Fbi03RthLfMQcN3uE9r9QzmhSniW5eXfe6Hx0arK6J/RcjMONzmrnEIJ4ymKJXQzAJauo0FAqUPacAu7So2jEt8iwxWOls9dg//ZvSqUTC98p70dOqs2EbH6ogAsOenTBUsTfZpjV9A7lvvypJnCxTSwCL5eXv8zLpYIRPTFRFNE3hSxvA5gXfVuip3B0y2n/HYAq3PnWfBdOhvpPt7wb9AaI+o3RXZGmHJiv2zWCpG0ljwBWFpopAATB0JfR2C/VihZxY3EIy5U7ZGPlPxs8/SVbDmvg9sR8PGLlvf7/LHH8XzJq3jjeE3U/NXI2MmiA1gB7zwFUjcyJ7yrvtNZR3TYiyri2IuxJI49x+3X34xE6aouNHosD3MOLMbzJa6qWw0KroGPyheAaXJ/T2zGx7Z/jsXlDcfi57SKaNuwF2bPfEKdBt++uzFGbm2lviMIERuaaIJJkfWO4f0/PjHFTIeXiFLpv5dE9EfvuCXoH1QNX/wVWyQDi/cVluHuoNdwxac9jkYcQ504gyFEx3x544MWAIufS8iZ2z8IWZM/Q345Y23xWTNXAbeutORCYJK0g84w6dLyIySvP4PdQW87doOASTdifXlit/GmTqDDpL+WIfjiZ2adFLX1y/PB/xYOVBpLPEn2BHROu7oTnyTvxyeu2hjxxquFACypUz851wGbTeN3YkpZo085nsK/rK4cLJ42l5pthBByvNUOOFBIUJ3GOPU/5JrkoCbY95GP6ZDLPJ0/aT1e92pvOnW6k8E+ZaHjLEwT+zqnhxbTuWkVUAEL0k5g7aosJJ4ywKSgcDeajs8z90g64SMmlcLB9zOQHGcwMu0i58JwofPGjIIZQbtVNtMzpUqYzmnLgDBsz4w3+8YTgJW2ar9ap6QIGMZ/0zGbHtrREC9HKD70G6g0lljvW+2mWQAsOsXMZik6ixM370d0ZAv4DH/aPI2X8Nao4zOBvEAVPpPnlYEHR8/HN1+Pwtaap5DtnYfOMca8oV5LaP9MtH+/uXIYRffwhe7NVWiwsG3E8Rq+/6QCr0U70a67tLXGKbQ5WR2+g84ge2FVIVuaof5TD+1F99kF7BE+b83vCxhYfCYJ+RIGhNgMO8+GoGTNuywaVLxesuZVqHYRnfouwyffDVNMW2HZSEIUyZBo1+x82n0c89KOK4d1foXeCjTjeD+6Phf3bW6DyN75OL3aEI+W8SA6QjqTJ/f5c+hUxgilX77rEi5s9FJ2jext/JxgEhmJt7cIM0Ecgjp0XFnsDN2Qam5U7ZOPAzOMsEVmssz1ysPB0pfUvW+msM4fXvgPxuXH4IUyzfF4KYOR+2nyfvzv6k7198TNBzA0abSZfESAZn536OuXcOpKXZS5fL+6VtY6qVvWrZhNlbB3X99CSYA8PWOn0xexcNdllRxDwupoz+14z42rV/PVvBdGJtswO9WFy3uNQ6P8LLcl1HDzoG2YXmGfx+Yg2LEq/TTGruykxmfNQfk4sdBLrUc5qUDiUWD0A3OUtAAPQcjGatUlGGNC6lvuyXeVcWQHsKYmbseMlIMmC0xYUAP2NlTjqHrfdER08cPBL7yRcsqFlq/kwud6tBf33LkHWyM8sYE6PAy9zjCU9a3dyVCMX32nanuyB4cO7oLfalbC82Wa4fWrBgvQqew4G4K4zUMtzH6OXXvGSv5WACyRuOhyJArj1nVWbVS38opCOoutzs3H+dxrqtrPynXGm0f2K2Yaix3ASjlwDQfmGFqcUriXvdOwpbJv83OAx5ftUjYE2bIB5d1IPZyDuPDH8MiAtnixTHP8kHoMsbkp5u+/DOuKI9lX4fdDmNqXTrQ6j5brChhYEpY3ZmsAeu8eiSVN94HvFJJpNHrFjvmI63Feraev/XIb6lw0wjLL+76ALmMMJpoUsgh5uM1SzSfEfI4Z3w1AaKpVPmN/9334b+1teHnDXkzYckCtle6AYPh/+zbiH3kF0QGH0frkWbyxtD7O+N6FasMOoWXZzRiUUwpXQkqoDPEsrJPyCDqzb/sXS1Bx2kLzueQAQTKeEsg80LjgwMvTuCj+vLgFilvgn7VAMYD1z9rN/NXOxVlKvFQ3JMQh8LlnORqE9UG5j0cqx0ZOqu1VilG45NJQZC20AlhyraST1UV+5TuGgZxa5qWM3uAXL6Hl4m9UmJlkrPP0ik4AFqnr4oja66bRfvFKNo54X0GmX47lpITXykbpyTEUceS7r7rwbrQRK6+XGsdnoiR8sLeW8Z3XxTM4EAB8fXgpfowINkVOyTba6387XBUqwCcI0MO2Ttw+EkMurVYnJDRGF67ei6gdW4tsi68ubceU9ANYV64P3tr6FVZEVYF3vguVrpZBvlc+zpVJspwI89mkTp0RJeDRzQBYutEiABZZO2S1ZA9+FO4qNeGa8zncOW7kvfEZXJcvIvDlUZb2ovGdPeBejLqwCgOXLMZ959IsrA57+2ZecWHXW94Iy9mARkGfIq92UzVOkge+hIw6XZRIN1ln4hjQeAs/NVuBGVJYJ3UXWpydhxx3Pg5k1lMMLAGwZB4I4KD0XbKozgq0/V8uvC7EKqCCjI38jGu4kJuKiBIV4BVcEE4obas/vz53PDFr5HodCOVnYRnxSDwXB595nynGCNlYqWmJyOo0GXv/sjKw/CsGq3lq17u6UZ36s4rulug96Sd9ZdOCMCsnHM2jOykj9HjMVmTdPhrVW/SDz/WsPvq9PAFYbPO004eQ4+WFUt2Gqj755Ztn8HhXwyGqklgG7829C/le6Sidvxkp6KHYmRXrXTBDDXmdHu6Q7s5BAHzgv3zODQEs6SPRorKPtfL5vyDB606LqL/fpy/DZ/9WdakAyvxb5gv/9sTA4ncMM/D2c6N2yAJ1Ap1Woh7ic1rBFVULGZHtlJPKImPwRqw5T23LezgBWL9npmPfXx2RlGQYyaITuPlKK1SNrg92X1F1Hs1OQv3Y0+p9nUIpySjIzXCZOiECBrCu2eN+x7ByNdEtqBIIuA/8oq0Z4qIDWLHVa2D+tRPYnHlRPWNZL3/cH1IX3V58VK0tMo8yLgOBBPC9Cw5c1jy3GeNOtVbtTBCJ4W90Iu1FwpmcQqUFrGVWrLl7LuPShp9Rtd2dSGl9r3JOS1YFXD4FrJizlS9j2BOlcW5uAs7sMkAAAjl0biR06VqpxQhOvt18DILqZzvE4Y4W1syM+nMyscHTrYyQYSns78yVW/BXiS8tn+eN3YGHc7cplpOwNSallcSwpCFqb6fT+FIFA8CS0BI9YcGI/SfxyYotJstXBIRlHMYsysXZnEwE7iitwo7C/B9GUlB1vNClOvaEl8AC79uQ+2mYAn7DJibh2jTDeet0x3K1RpBlO7BXI8UKYGibtDEPZ+hYce5LIYh19bA3UPoafBpeRZnMCAT7XESL86vx0Lp+yuEXp/zjP06i2coCJ1NltPzhdjVOhPGqa0QylKZX3BK1t25Pr4WK9TuYIeisP2poPoIi3ArU4lnEF42+xr3rjWxueqEzy4QwZDexbRvGGJqdMjaFjWR/3yk73Bg7+H7omUklw6TOsuLB2/lRp0zAlwzYU/uzzUQWAtAIgPV4m5qKkcu+XVfpDuzJSlAszMWb4y0MLPt7tHg5V4FdS35KQqtTBtuEczYryaWSXTgV1sn3PBwWijp+VoH0I9lJ8Jv1Burv3olznd5DzB6DvSH6evxb9pbLdz2ITeuHqDki7CHpK9pHm3c1wqG9HdU8frvPb+o+h6qMwKGcKwjx8lfMmXN5qepzr5h9aPfFe/Bu1RO7Mp6zAFgp8dk49nWgAo5TSpxCSFp1SwZTglksPPCS0rjxSuyO+x4B1Rsgt/9ISzNsybyEO0vUwOmcNOR/+BNqXqyPqu/0UfenjlpeLjD6+CqsK3HRZEuR0VK1Z77JQOUNhXUkAFZohThEHzMSECgdULcbZ/LSEOlTYFfwd6nvPI7gU1nweeF5tQbnZbqQl+WGn4bncJ04sDEAVzDCoukp+/iw3QEYvHWkCWCl+vng4rvzUcmnBI7nJCEhL0O98+r0s0pMXkr8AS+cKT1arSm0i6r2cIOH3mRb2jUAybjtXb+C+Z7CquYhSbj3n4V0MTPcuWrc1vcLVUyoC0dPI/brmggsk4tog8hvFqf6CLqM6lBFZTo9t9YLZ9ZY91KvmL0ImD4Rh5q3RLUx05DvduNwzlWk5GehnHcgonxLFzBw3cCs/D4I/qIg/FbCWJ87Eo/A87mY0q0iJpVqhgeSGsM7wAWyfKV9xyQF4ZmQoQjaswwhv36Ay90GYu9tg832lDWYANGSiv2wYul7OJdyEd32PIgUb2tCDq51V8rFoP72LfBbPkfZHV6JFxUbmbZsuq8PghfPQl6fUUhrOwolru7F+W+moEJEbeQ+MQ2zUo4oXTFd31PV+87nKJuZbZHsSDkFxO/0grvXZXRJXKIORJKjjayMxaW4BYpb4N9vgWIA6xbb9MKVDJOiTkMiKAIqIwWN0ZD7tqJ1rfamg+ZJk0oMtq7eVRC9MgrNo67hnup/WQAiyRSix4fLo+uOTpXXklBz8RxzgdaNW/urOgFYby5qjhpxVtorU+wuiTqoACQW2ZTtYJodwLILT8dcOISuWX/hlQtuPNy+sGF7MfkifHx8US441PKoOxa8jdublzepy6JPIhd5Xxe61p1fGnOkcd+MHhXvk5+fBy8vb8R//AyiBxggQPszl7CpagVFj55eriCtPL8TkI5GEI1vlr8DYPF6PdS0zbUCRpol1NRNnSLDGLbrbglA8nfYQTSsS1TJR1CF6wa2dn+7OC3Hs2QmlLYWACvTnUsFJZQ4dtARwBI2AI3v6rfng1EZJSoXhL0WNe2kbfVr9LlTFHOGv3nixGKEunwwpYahARJeNhDxVzPg+9mr8N672bztlWHvYvdKIzuh6u+04YqVlzn+bZUYgEVE8W9Up/6s9v7QmSm8jkLZbSo1LRCYvw4KOrWJJ5BFB/mkT9Z9+wJGdirIcCrzU8TAJXuUMLVYn12vg58VBezIM0pI4Bm/uyyi2MKCkOQO9oxVTvfWEyJ4Enm3tO/1+a6PyaRm95lsED2MtSjh/aLe057hauvw/ZjQtJ4lVIBGOVkw70Xfp5whKUXVWRQQagowzxylHFMCjglrLiEty9CB4R7wdVh3vJr4F6Z+fqeZJSt4RgEDy1PIclHPJCFRPPVvu7WOcr7JekgOzMTT67riu15bcMfaZqo+ybbId/WUbXVXVgLCvAJRffVCj0Co6OOlRKaCGRbPrzuC06sMsIwOa7UrZU1QwLf8u8hPm2AKzze/Nh4l+jRCrcbehdhm0geeAKzclb+ayR/kWoYJvXd0OmZUL23uMRP9a6Hvr50Vu5pO40uJ/8XyqCoKMPoy5aCql04NQ6LsYeo6W1APl2R9DAttGTNQVT2uX1uVNZR6jcz2RmdcWHdcN5t12WA4qrWbmJlgCSKNv/InVqWfwXcL16NX7a4WAMtpDeFc/e+K13DFPcLCipSMbPIbBWAtMg7b9GQgToLJl+IiFNjMknjQC97++ShlRDyZ7Lrk0mtRKslgdOllTtttqHP1JFoduVu9b4Nz4y2anXrILVnXzFxHm4PJKu7vOAZs351veqvxIBkmdVBLQniYcZCFz783OdEEhuVZBMB6qV1ddX+7DuE9qzcpAEvXAZLf6qCSZATld7SBdCZcamQqSp4uAFFYZ1YR0g4C5ut7k344qh/WfZh3mwrTEm0uCXFjuNRHJ/opHUvJwuYpSQifWb/nriuPWwAsfp936hwuv78WZ8pdQk7ai5YMflzvfQKgACgp0X13IXTuM4WSY9jHgac1Scbb7XurYeTmHgqEIwuqd2BV8xZn89IUYOKT542H13dAhfqpaLR1IG6kUWnX7XOaL2yPw2v3IiH3NQt4KMDx2L0lVSi5Yg8evc0C+Or300P7aLOujQ9FRvd7zbGr7412troAWNKnwmQk+zX48l5lc+mJg+zvwX0m9rPTCI70Q9mnC0JReZ0TgMU5065PoArT1PWcbpbNzPvq2alpV3i9UdlcswXA4hwmGEamOPV83ynbznx0aV+uveMjOkDsevEj9HWBP5L5Kn26O+oHXLlkZUIKuKvv9bTXaQfyvty3dT0x+wGUDuDTDyA71JOOpd4HcgDmbv6o0xAr/qy4BYpb4F9ogWIA6xYbkQCWGE8EkkrVNDItqfC7weeVo3ojRo5+4igipqTI6mDV1RJxeGjU8kKsJz6+ZJIiaNZ6Sh5CV/50QwaFGHa6JgE/e2VFIzQ63Vq1yqWQFKQEZGLpPdtMcdW2ARUUzZdFz9yh09w9OWn83Pv9SXBFNXbUGfLUFXSUREic19BAm9upQIhXQoWcNvQbtb29Tta1Nv4A8lwuRAeG4asRwzEuuC4CfAMsl3rFn0PAq/cjr0VXeB3cZjFibrbOxENeODLbC+VyNqFpxmTz/p7CAOU94e0N5OWZbJW/ww4qarjb04OTaRGwxcgeJ8XOkBEjI6N8U2zKmm4afKLrYA9xuJnpdkMA6wYZ7ex1CIDlM/8zBexKufryIuz8oODoVQAsMhfZhywCnN0MqCP3tes92TUqmLmxUvUmNwUUeapX6mCdwmYSoFee448P61qEgMWYW/Tpw8p5ZvmnABZ/63VwB9IT/LBLAwH1EB1eczMAljgyvF7AuKLGiRiZco04hMLC0DNhFgXceAJgeF8Bk2SNy376HLpEGMyrE7NSsfHqVbx05+/4ZPkW3DHuc8vjFlWn6Sy27V0o26WEuYiQe+0ReUj/bR/OxUcrQIlhmSK2r6cMv9F6cyP9MR3Aqv99HeWMSslQmfAAACAASURBVMYpjg9Z7+1itsIG0dl0ekMUNWfESUpodBm3jyyNuJ1rcGBRdwWS0ZlikYQhTSvNwoWI+0xWC0EAAp0vdmuugAfRZNHrdgKwuK645swwhf51kPXPrNl4olI+iMoH5vjihZAo1JtuOFd0GifvfhM/1qygnBcWCWHh39RCeXTHEQvLVw4nhM0qz6aLlr/RvpEK5aUjVnZbKEZvamsJtWvcPwYMR6aT1Wl0P6U1Q0Dn1URjP2ZYaOtGvW4IYLFugtZrKt+tABnaC3XvzcOydzOUdpQUrg9hP1p1zfjdgexE9L6wxLyu8+mLmOcXbQJY9rkq4KSA2aJpZhXrJnPHCFN3Sjojc4HjPcWdrVhf3x5IRvcBT6nqkmK8kHrGpbQsWXTQiOFQseUSTfFl0UOyyy/IOHqjR1vVn7omlerX3w+jy+pGCqgQ1pbejw0fNuoWAItgXMWBKfD38ceOqf7KeU+vk4qgo1YAy9N84b0k/Dxtwgxs/co4jNABedlvOSbm3P4SKs2prq4hCLux1GkV/tr/2Fm8euxOFYIo+p26YLy9v/R5ejjjfjXPdKBa1tvY4JY47v2W/efq37puXYux51H63ZGOYdL6jz2tkw/GLsUqXMHo89GWpBmOFV//kGt+/RXW8Fen628mkzDXiYy5H2C7/xp1C2GcEmD59uxxDM8IQccF/QwA6+yIIqMrRJOMffK1d0PkdrsTp5Z7IW6Dl0VfqygAi4LqTOgkbMMbhcbzmZ2y4Up72LNc83P6K8EjUpRwvJ58p1wTN7gP3YjNzHvoB3XcN8ovrWyOpXuGz1ag/4KcWshYOhMjB3VGvxKR+LJcgYSDaIX+N6A+HgxvpQ6GZf0T2QY9k/CDIfXw37KtTbb8vm6/F2I+OgJYx/YpwJxsPfoMKlplyGOqb5z2SvHPZJ/5OaQDur/0aJFgqfR7MYBV1Kwt/q64BW6tBYoBrFtrPxDAkpABPVU4N4T2QxNQP6K+yZzxFNKnZ2/i43zgisJT7mMWsIoGAk/hJa5df2wxsFjn2KfK35RjzN/LwkzKOcMnVN0LK6Hipb4W8c/eQVWxOv0M3jqZgYG1uqBu/l/q2rlf9VLZjZThVdYw9Flk47ELFf9ToIWO0ss4rXRAWGgMfNHzZbMJitpcb+Tc2btf17a6kTPtFXsE7rDKCJj2qOXU+mZO+aTe8+u8UObUQpTb/on6yFOWNrne+/BOeJ08DN9ls80TOPtJ1T8d0vZsODxNtoNJdpBQvr9Wpze2xD2vHLDQBkDyCeNUVgcTbva5ZJzo1+tz5++ASbyHAFjeS7+1hEOmvPfb/7V3HlBSFF0bfmfzAssSJCMZEUSRJGAgGUARTIgiCmb5FFFAhR9ExRwQzKCoKAaioKgkBVGiARAEJIMEyXlh88x/bg3V29M7M92zu7PJt875jh873RWeqq7w1q1b+O2ZrGvY253shmjPSbVDrv2N6XRDTdM8UTbv4kl+xPG9cHQSZ7BndNtOu3c4Mpq3hVXAWvFGlLqpTwc9mTMfNVxerTvOjs5y7CvPOsmXuW705Ds27iTO7loCYsmng1XA8ifghCpgSdzmd7TIqC0Izbdkab9b/i7QCNY36ImyFrDMN4xJGbYs/BKLalTC/et3Z7uVMqdWX/oIRYN9FfHkjg5o260EDs3cpi5ZEEuK6ZetMCyOzAKWFuICWXbYWWhqseVgt39RYWZVxJXzYOg1Y/FXQtate/4WwHbtJNjvq7/JxKmlsUhtchIdbotH0obf8eHCKsrqShbdB0ufxJ2LWytBq0W98TjcsI86eqNvGxMhfUvPB3DXgfl4pvxFePLwr+pIc6u4yuo4WCABS1j9WPon1TzPTpuGXTHdlYhyVso41Ds/Eg/+1FYdX8xs/huiVrQyFo2PLXtXHWMXP1QiOInfQR1ESJJNFbOVqNkiyPytiHjUdJN30TumxbnGDWbmCx7keek3a19+AvGDblALpb5DH1flkvRfP7ZKtQO5Fj6+231q4WUX0h+9Bi3vuVsthKWPbv50On4b4h3zzf2DvhAgkLW48c0EsSIyl/1Awkn80mUt7lvdGuW6pGDtm1FKINRBXxRidXlgFc3k+W9WHESLmx4PWNSVr0UhMtqDt67/WgkgwqpHyXrGBQqTVvVA5PLSxvtKwGrTCfNuvg299s/Dg6UbY1i5FsbvC5cdQ8zXZymh4tReKEFKC5LmcW3o1+tw7bImiOx5BLcmTEPbktVx14LLELM6ARG3HoZ7kteiPNZ9AJcl3RJUpDfPHZa86j2CZe7PzAvsT0e8htUzM9UxX6nT+X1W4l3XKmUReN2J/tjzTz1D+A50y621v9cClnXjSfq01RVr4GDKpwafueetR6d1Xqt8s9+65o8cR9nnrg+6wA8mqg/c+BUmx57EgxkXosM4b31sbfyvzy2E61IPw7Mj1rjJ2HqDZqBG4kTA0vMp8Qcmjr3F2k6CvtRHx+3PetCarp7bS50MrNtJtTcxek8/4UJMYpZFut5E0NZ+4tC8fZsyyqrpx5+OKXFbC5lOxCR/tyGb86bH7Arpi3Eysp66dVbXuf5tUcOf8HCntupYsJM0zZc+iIBV649qhnuVe7tMViK0WJ9LH9y15xU4P7Y85lTpamTLfMPpRRd08pvmkcxUfHLyb/VO95J1USM6wZgLbLxxvs+tpPKMdsJvtqCP/HOx2nCWIFZYYo1lHjutbcQsmomItaHk5cpC37q+MfPVFtwUsAJ21/yBBHJNgAJWLhGKgKUX/jLAlK7tVgs48VnVp4sb1SrVC3jUQidtvr1J/iZXIN9Qeq+PhZP8Xd9eZM2y3tmURc4Lvc51vADVA4Y4AN+ZWFJF+8mXFZS/kZMlt+Du3gvV32ZUvhqL1szBgC8mIe6SazGjSxcc3bUBzcdVVwO8BH87dnklYMlC6Ne/5qlBT4JcXzu8+8s+GAJNTKwOte2qW09e5Llgpv7meKy3cYUiYEk8hmXVmQE1te+IoNm0TiaCWXXYldf8u3kXWx+RMPOQZ611qicGqRd2wqJtFmcLAGpclYnqlzs7OqjzYidgGZYzZ3bN7MqoBayIpXPVt6jKEV9SCQ9bpkcgI8mFxLoe1P3cu4MrwqX2+6V35kJN09oGzDd+yi2bynT9O6+gJulltroCnohI5Z/LHIJZCUVsWYuo3+YjrfsDQEwc9n8zBs2aeJ2iyjf9w4eHfG5c05O5FZ89jW6XeXfu80LA0ju2Z0WvQo0rPVg5K+tYptkJrqTn7yhmTgQs87FDbbF4fBuwdVoU6t+ciYQzt2MF+xaD9Q26T75hRRN03tUAXfrHwxXhPSZj/ib8WX0GE82CiTrmHWw5VibHOZLmrMGan5pBblor++BRPHXkN5w+tAevf+m1RLHewqqPdZnbkCFwn9PEr+WrtoaKapiKjL9jUa0VsKrjKryctNGI5tlSTXBVGa+zcR3sBKxgbVdbe8qtT7d0raj6wKu3bcfdi9tg9FULkBSbqsQWCa3azUJEp6uw+u1I1CizDNV/HaYWHuZ+MsPjhgce/LZ3LYbs/wXvbTyF82/17Y9029sQ9wgiPKko5d6B9fGDlUXS+eXG46WTf6Hq7ieVE2IRY+V2TS1U/DhhKJ4/rxIm1e2OymWq4cnDy/Fj8m5UjSyJGRPnIX7zWh8BS47p7FsSgWNbgIzkCKQd91JTi97DT6pF0/f1qytLBB3MR/K1aKG/jbdeeVNZXunbdeWdo698YevnUsct38HQC6uj9ernDd9iPpV55jbjCvO8x6wDjX1ONoT0hp7E/26HnxHXLFXdFikL3Jv3zkOfpa0M32qBBCx598/UQ9iUdhTLj23Fur1/Y/ZfSYi4J2vjypp/j9cgCh+dWq9YiWgjQazV5AjdjB09DP9D0af2q4tTdDvann4CtaOzxC15b+r+7XCPPwulz92A8+Ja49QeoGbXTGz4NAp1rstAmTPuw2SxmnEoArUqlzCcwZdFLKJOROPbhp1Q7lBpZCZ7UG7dZ4iZNUFZD4qfS3/B3F+t+LC6Ou5lFrDkHd2/7HttMhoemgltsandTIhFYMsDTytffa92/gG/1/4HPUrVV5fQ+AvaklLGoWACltvlwgeNHsLKSrWxteJBrKy5C2NxBb4+uR1zS23FmLlNUBst0LhvZjYfktZ0gwkiT/27EB+l7cBH6bVQcW4GHm59GlWqxyj/bzqIqJA+u7RPOzpndreAx/n0e44ErE3eI3prS/bFvkhfJ9xmSzP5lhslvxLU3+zi5H8xZMu3+ODrn3D+Lf+nNq78hb/HpOPojniUyViNY1FNIJsJ111SUR2TTJleGu03nqOOlIvPLDuLWonfrm/WIpX4E1zYYDNq7HhBZUuszbQLlA+vHGmcdDBbfAc6IaBv0pV4fou/FFXPqqf6bOlDJ531I+an7sWM+rchc+C1xs2NZqtebbX0Y2YjNKzrvbDErr7MLDZdPdMQsCpc6Ibb7UKDXt5Owdg8PyNY6TrQLkDMgr01zd3pSbjv4E846k7F/xLPx917U2yPcOq1FQUsv82dfySBPCFAASuXGEXA0g65ZdEvk2G5olx2kR9vW8JXwAqw4DY7eZbsSAd+ReT6bAKWOFo0X+vsa5Lv9R3yxs0XGIOXnT8ZvTtkFrDGTY1CmUN3YlONrzGsyyFFR25z0wOithCSRZEsfA5Ge31D+duxk7+bB7ucWmBpgUYELHGkK44g+3d+wqfmAg10oYpJ5oE6kNN9a5Ox+tnKTZp2Vl+StnUCYzdZcdrEzb4R9DETq5hk9TFhFiR2n/sEUo97b4cSKw7x3ZVQ06OcW4cSzIKefs/MxckiypyeFrBcG70TUwn+hAfdhswClk431DSt4ojZ39y/CZ2VEGiut6i5k4HoKCSP+sYHVTARwMp0/w8T0Ky+16muWIRMn7TcOC4lf9NHIcyWWv4ErFDFOm35JJNhWWz9vCjLv535enKfieQZMcV6HNBJ+5d49Ddn5/MkWL0FE5rMfbLVB545z1YhRfIW7PsP5pPPvAAwjnb+9AOWzrla1Wnjvhn4Z3YUGh8YjGXJr6i/ORGw7Hbjdf3p8aThjUCNDi6cPJ0e9LO163eClfWTPZvw79woeC5KwrDGF6g+reHOLw1LYElYW5m17TTVsDKyG0P8+UPUhbD2ZemuUur7kHJf0sl7s5e2ztLvaPFAf89m31D6mWDtSJ4xWyQpweb4u+oos2waNel7vcF46uw7gB3em0W18KvjnvHcG7g76XcfP5C/jJ/lI5oFqyzDT0y1cTh88oyzKgAra+xCs51ne9vXAxmwu8HYST+ox5HU6CO4/d7pSjxaXr27ccTIfLufvulWhPxAR+tC8T8o5bBavOobDcsdLG34ydMXpwTzI5Q55wsMTfsbN1VqhotaeW908xdu3jfHuDTB/LvV75STcpjnMXpjwGrFav6uXqtVEmP2r1e3U8ttjyJYPbX8I8SUm6iOPWrfefoWSX/5N48x25OuVvNXPf5b27j8+3hsNB7sfiVmVS+rrNxELJSw6UhNlGzmPRJm900E+453/vgZZu1ZgQea3oItW39D+6aJ6ui09mkm8YtAELs6wZgPSzs65+de2fy3mcvrRPiR5/X8Qywkxza9AlehFgaVaYLerjnq+3xizpUqWhGwGsaPt3XX4eSbcf00G5j6JXbG3qSsQsXaduS1TZSAlfBpNeUfzzyW2gk7dn2zWcBafs4inD71qhLu9Y2eIob+dtnXPreF26Vp/u78zSt0XUg8be+6Bn9VLOvjwsB8s7UW+nSa/iyoJT6zdfHmiz4wBCw919Fpmo8jap+15rZhnuvbzd/txiCJV6+tKGAFG5X4GwnkjgAFrNzxU0cI9YRNJsJVL8kSsB7rXBHVE3wXqv6cqludPG+MuAgXnV6Ml6bdoW6a0kEsrMy3QolgZjZrnth1Gd6+tKVfKwd/xZROdu6hdUhMTTcssORGpe/qNcI1KamYVNZrObPvWD1E7N6mBmq9YJTJ2Oapkdgb7d0VC6uAtcxrOTPlgvp44OqL8MHKfehyo+/ueqBBx5hIyc005X2v2A1U9fFP9gZSkpA8MstfUrBmYvUFYzcA+otL5zOYfwzze+bJhN1kJZQmric2euHmT0wyi5J5Zf3lM9E8vM9woq7/bhY2NF+nAqMWsDxyk+MZ5+z+hAfNVIRf7StLi8BOJqHmMliFJ/Nx3fXn3q8e1fVmTs+6u+nkyI5OV+Kr2NgrYMkx28+n/4LkiMrY12kUULkiKl3k/Z43zf0IHRp4j/mJOG0NoYhm8u6JrS7sGrMBjU8/j+iOF2P34jjsq9wT8XVKou6NGYiIynLwa/VrYRUVMrr2Qdo1vjdX+Wu/ml2wBai8F0xECTYhN/fJskizXuFuFjutfbrVItOcf7t2pCfxWsASPnLETyxdtcAkxz5k40D7HbSrL7v+wWwxI3lt2d+DcvUjbAUsuwV5sLJqCzezZUib1e+qcUj7Gumw4Rw8tugAmvepbVgu2Pl/CZYnf5adCxO+RYarFFr02ghxhi+CljloISlYWewWdmbfgtKv1o703qIpoezgXuq/skD/YOX1xm1u2lpS93X7n/0Y556ab2RNf9+BjvpZvxmd/wN3v4xrPHuxN/EETsemod7BWDXPkCDHZEsv8PoJDDQO2bVfnW7yQSAu5hSqH51q9DO6zgct2YbWa15UfxerkhrHPgkqAti1M3/9g9nx/BtnXYqbS3lFOxnf5LvRFljBjuybLZOCXYYTSMCyCt9OFr7mtrR7QQR2zYtAiyczEV0qy4rZnK/DV9+qjkhe9uc56piZCA93bu+DlWXmqiOP7/WcgZ/KHFa+2wae8d8WqG2I1d2Og5cpEcDsd0ueN1u8yr+1/zaJV/uD00fj5fdgfaD8HoxFxPHDyso1vV036E0Zqxgofs22JyUZjvmlHdX6faDPZQDWcjo5Bifv6OdEYBGhRYtn1ssAzOJrsI0XJ9+M7te2xfZRx/5lM/qWrhXUzXtXveL1xacvSZL/b9fn2Pkn1P4iz60+G6vTv8SPlQYbR1Gl3cgJkoxG8/FU66zLhezSlHzp8SuYgOW1Bq2mXIJoYdV8g+bGiFZGf283lza3ox0tRykLSysrc5366yvkb2aBzLbtnrlEJtjcQx87pIAViDj/TgK5J0ABK5cMRcDSEyP5r75FSJzuDr+6ofIvY7eAsDp5lonARcmLcffCHmrnRQeZnJj/bXUuOveWFRjRzOuUUBY1wa6klzj9WWD13LpfOasVHyKvVfQuhuWogrt6bUTs3q7+LYtsKdO2+aXVbpEEq4DlbwfOyQTOX3WYFx7pES5E1MvuBD7QJMHJoJstzdRkuZYQiPceq7QL1vrVeQlkau0vvtjRjyNy059IefpDuCvXtEvSZ4czakHg275sI7I8oH0xGObqfsQk82Bv17ZDTV+et1rlyN/ME8RQ61QLWG5P1sTP34RTT5bMN0tqoStUIdS6+DF/a8uaPKSwmEUYaeMSrBYeTia/mrFZwJJjti/NX6F+sgp9Zkut/YdqIaNFe59qshNE/NWpZieTOilLIH9/1kWEsYNarzHcVWoi48oecFeoattsopbMRszno4Iex5FIAlmT2R2JMFtDiePs82LK+eQpmOAcrM7sJsedtk/FWtcpLKt2A2pEJ6pv4eCzX/vc9KgzoheZdvVlt5ixOvXt9JZ8hPYWWHbjTLCyGjd6lW6EZ8p5j4v0WP8plpTwGI7q5W+rx36Niv1eN255tFuEBsuT69RJxD92IzIvugKRv/2o0lwd/5wSA+tccQJlv3kaK0qO9qlnLSTlRsAy+xaURW+tCosMH3sXDOyFXdFQC7mH97bCxgleYVkvVs3pnhO31vCBpm8+dCxgjc06GnhOuR1GPGKp+cj3w1SaImAlLM061uxPtAmlP5I49bEgETp2pBzBVyk7ldP7hhtfU8KhWBdV2/dpUAErJ2OMtqC0Wu5oq6YyZfahxc6eQf3YOC3rwENLMDlps2IoR38HHF6i/r9ZODOPa8F851jHNjkW6cpyKajitW4a6bHFeuusPDvt7snKn5QjAWvASOz4p6kSsKzHFjUL/XFo/236Jk65ZU/6SX0bqx27YJaS5g/QPKbpCxTkdy2azXjvVqMdnf3HU0GPv9qJ3zpdPTaIpVmtR3soQf3vGr2grag/ntAOCafqK0a1S822nWs73XCTMWW7u7shYJW5PAUxx2PRfmxzY7NC59FuDmR3+7ae513QYSU2rXoVz7a+x7AskzTUTbA1/8SjF/U2qsMuTXmw5taPkREZgX8rdoenhK9vTR2RjAtLI5KUSxARJkXoFf9YcsOf9EdTzutjbDbbtSOfEwCNHlfuW8w3hJrbktlVgU8nbzkpEkqaMs/xF/T4RgHLLx7+kQTyhAAFrFxi1AKW3tHQVlFiuj2tVQeUjoyxFbCsJu9yxKjDiYXoOfNyH8HqYMJJH4ssLZbpIox9cB4m1OyYdf1sAJ8n+nndycqgsblcaewvFY8H/03De1VjIFfZjkzdgki3G4dem+hDSRbEMgGRiY52El2+iRsNbvMKXhL87ZzkVMCyChr+dj4CLeKcDLq5bALGhDLzUjnq44Jr02pEHNjjc3zSLg2ZXEVsXYeMdt6rv+2CeXEoE1qrE1y79wP9vnlSJA6uchnOL80Lff2OWWTJyeLCSd6skw0tONkJD/7iNgtYwYQH3WZlgSFtToLeoQ+1HVm5mL81fYOmXoiI3yvX4f0qPeuC1G4yZS6vtIFKVfaqP+kFrvx/q/n9vkXT0fzsE+o5EafF0tBTMsvS004Q8cfYusAJtrA2s7QTQQK2FbcbUT9ORWazdvCcFdiyUjO29hmBLpowpye7ydFuD3bUuStbNmLHPYfIlb8g5ckP4K7m9SemQ06tvuT9P0/uxoaUg7i1QlMjvugHb8CSUhPVQs0ctGN5u/pyYsWnHbnLRkSbR12OBCw731rBjn+8eWQlXj2xxmdhPXDXHEzO3Id7M8rjw6jDaHjwGBbP+gspT39kFNvuGJDdccmI40fgLlka8c/cpb7xHReNwpYNTZWflpLLv8TmDF/rP39CktmPjZ2gJhk3+xaUjYFq5+5G3PA+cNdrjD7XXYrvok5iesIlaF6ivvI/E5PgUVY3Esx126duNOac3qn+PvKHP3DPyo3ZBO9A34s5nicblFW3N0qQsf+xRUOVU2k5dhM/P7iAZSfAWtO/ZddMLM484vNncXqfmD4E+09diPPuz8RZf+e9gCUJfrz/d9xcthESYrI2ouQ45/4VLpRKTELLTd2COhrXY4Wdpa+2ttAWVxfs+ByHkYHl1W7C2dFZ/aqTscvJOGMVYrRYd/PvzYybOzXwObd/jo8SUvBRmYvRWTvtslSS+bj7PzsvxM4fIlHjSjeqX5E1n9N9mn71y/PrqJtstbWkWASOu2SAIVrY9Ul236lOR56rVOeMAzlLvuXyoW+ntMH+U01VO6qw5LWg86BQ5p+6Hmr+351K7BVfTQ13falysPzzc7Hr5KWKUc0aq2z9IdlZEZnHjX821DcErKktV+Lyf+qj76x22TeIn7wj6HFJu3nDmrcikbTHhRb37sGJjx5Am7t6GNZskh85itq+5K6QBCzXoX2YOekpbKtaGY/c+GygrkhZRculHSIOWkOPddsxukuWD1i7dmSeZx1r1kcdES5/gcfwfWWO36mA5TTNYC5a9DdJAStgM+APJJBrAhSwcolQC1jWq6NH3TAP01p3VLGbjwoFct6pTW9lJ2vORQOwYsJwHNpxt9rpsYaal7mQdDwTta91Y+3YKMhNPxPqrkR8U6+zVKcDtXlR/cQfW7ArNgKdal+Cjw+twm01Lsbva+YhLi0dnbfu8cmCmJrLJCp19mLsrDMQkRc0QoVmbsR5L9tRwd8A6jRf/qrEPPj4sywLZGXgZEKYyyaQ7aY+HV8oFlih5sFYJA8YiajvPwtqOh9K3Kf3unBsswtV22ZNXq0Dv1mcyC8BS9e5011Uc5nNApYxWfdzi5b+zfyu3i0PtR1ZhRk9obnkUBKmtOinkrA6yJe/WS2X7Cai5rxKfBe5/lTHsMTK4X9/bFA/W9uheVEgApbVYbPdBM5fe7IucIIt+nwErAUz1HEqO399obRh87OBBA8nfdHMg3+hbFxpXJaQ3SJS2mHkhj+RfsVN2bIWjF+o7Ugij1rxM/avT8S/qxNRJnO1snotV/skzu3rddhv9H29H1NWt9bg5CILbSVU4yo3Gl4b4UzAOuPsONBRimBlPXTqED5O2Y7u0dVQp7TX4u6ZPT9hXPo/eGLlNlywYxdqnHsx6l6TdYRFlytYvE77I3kucslsHO73JVa/Fa0sHKpdlIqdP8cZ+PQRTcV4wkjVz1u/FSftyOxbUPsziv7lO2RWr4u/ypfE0tP/4r4qrVW6B1e4EFMWSKzjPTJmLc+u9JOYcXobBj03AtGnTjreJPFZ6F3TE++fWIf1v3+Hu/7cjMbdJyD1EFCxpcfYjAl0JMrpYlxD3HFkJ95071TWFTqI765q3V7G4aR6qNbOnWVRFMC5udM6ddJH6OOyItRe9Kd3fhZonHb6re49uR+zIw+gd9y5iIqIxi/Ht+FIWhKur3BBtizZxWn3u79vwLwB+sQvR9B7fQkcu/hBRCd44Nk5ArM9h/HAJXfDU9+/A3FznWaUqIK9S4FKrT2INhmg6z5G0pfvXRzj60t15G+yYdL/9lFGee3qzO53HZF8cz8sm4Q1jRois/VVRvzr1/2Ey9dtwQ3NB+JwUn3VjuyOfDr5Vq18L33yYaxLP4J7Exriw5N/o8bxJCyLaIvdB5ooRjEpXrcETqzqAvlxMsq6YAZ2zzylBKxlbTZh1IW/QIuS2Rz551LAStrpQtK/LlRu7VbHEeUoc6/lLXHrP02wJvoAnu06C+N2peDyjvcazO2+/ajl8xDz6Wt+/YuaPwTdl87tomZsdQAAIABJREFUdSd+b3ye8VPUdxNw/YadqPH8NONvdtbD1nb07y8RKFPfo25OtAbzJpv0bxGb1iBy8+psInaoafrrd7QLAgpYTnplPkMCOSNAAStn3Iy3nv5rPh6oerFyaH5kXZavl8/u/Rlj6ntvfXFiZaBN7WVHVCw0XDs3Y8v0WOzfW8fwfaITLfm/I2hSK+vGHLlqV8zWtT8RpwO1WcCalnAxEBEJd+OLEPnLd8hofSUid2yAHE+LXOt10qmDdP4SgjletVohuPbvQtTCbxC98JtsN0g5qQIfAcvPRDfQhMjphNBJHgI948+3ijwbTgHLvEiOXP5DnglY/spoFbDMIovTiWiofK1pagHLads2p2cWsKJ+nIao+dOQOmI8PDFeAUAHqxWR/rtYnNlNUq3ls+Zz2ZEt6H5iMW7Zexqj2jyoHrc7KinP2E0azelKmnL0WASsz6f/jC6bd/u1MJD+qGqlPYhPz8SuN6Zk83fjxGLHWl7zAkd+CzZZNx8vzsvjr4HamC6PtNvM+k2UxZZhPWS5zS7Udurv+UATYDvrIbu0dTn2RHdBuQuj4bnb9yhqoJvj7Bwq63SPb3Gpnf7SJaMcCVjBrNhyIjSvXf8zJm2ch/9bvAYVTqcgrc/jyDAtWnU+80LAMrPWm09y+UTq0awx3HwsPtBRVKftSPsWtF5qYFfneTWuWeMJZDlmN1cJpT/SZbNamCurz9dnGNY6dmnm5RiTmQb89V4kKrfyoM4E762z/sbpUNqvXE5asWw89h3xupMIFoIdRQ+lf7DWg54/Sr9/zZEMZZknwclmRDBLSV0WXQdikSxj8b55n/pcQPDOT2tww115L2CZnXTLpogO/vo0u3Zi187M9aaZPPHCC8paUVuaydH8Zy7oafhoclJnTuegEtfRIe+rm1GtofblJ1DlqhLGn+02tkL5ToVlt+vbqAuSxPfi3QcWKKuzFauTUfm6rNsy7eK0ExCtbcnTrQ+Sr/ZavBr90Znboa3PBhLU7cQmM0dt9Sd/k/gyOt6ImIlvwV2zPtKvuNl41K4d2f0uEcmNq933zQUFLLsekb+TQM4JUMDKOTtvx7tijDIvPjIrznDAKn9f/n9/GE4zjYEzyPXJ4pRSdnrEFPuDK71XRe/+yYWdcyJRrZ0He37OmliveWAd+tZpYOTccI56xlGnk+Mx8rJZwJrS4iG/Z9Z13s2YxFoCp08FNde2TpzMC1w731z+qsTsRNTfYObPmbiTyUUuq99n8LXGFU4ByzyIyrXnUud2Rx1yWlY9AdO+ocz8nQzmOUlXp6mP82krj5w4jTcLWMHyEkjASu37DGLHPmO7s2iO25+vpx++ewOt46uixP+8V1ZLCHRUUv9uN2k0pyltoPu2aVhSoxKWfvQdGh46bhyBND8ni4KNX76AuPRMnHPkRDbrJ7vJsT+Guh3o34K1fXOZopbNs73FKSftx/yOue+RNiwWhFo4C4flV6BvIifiq7V+o+Z8CZfbg4z21xmLKJ2eErAuaANE+F776XQBpdNKiHcmYAU7PpeTskp/Hffk7XAln1JZSX7uM7/HQ/NawLI6sdduAMyOrKWPlU2ZbLewOrQg1C4GQhWwAi26Q61T3W/qvjuQQGPnmyhUX4C6Ten5jRz72vHmVB/RyE5YCPcY409stzse6/NdhiBgBTuC6eQ4qk5XbxDqzaQvkjbhvX3LsfitiYirfZ7q4yQ4uVHWSVsy+2vM6HKHsrDXFxBIOjMXbUfzO7KOfuVVnQZi4i/Pdu3EyTzcOu6+M3gohuMfo7pFIOzY5yWfC4Hs+Nn97jNveKwvVrheQEpEJePPUZ4ktGo3C54uWTdh2o3RoaQpbXJYgzKGU3UR7OQ73bwlDmY/eHbHh51Y+kqhdD2ZBaxAQqVdO7Lz9WWd9wg3CcEuS7JrR3a/S/zahyYFrNzO3vg+CQQmQAErl61DBCy5parTr42NK1wlyj3DNxg33xidc2J5ILE8Uh98DrHvDFUTdVH+M9p3MxyqD95wAP07P2HkSpx4ik8icU6oQ//7JuOPellHV6wClr9B3+PORPxLDyGz1ZXGsRd/fnmsOPxZF4ljawkyqQ/k68a6G2MWB3IiYJmPd/kTsPzthIcyIcxlM8gmREh84RSw9MAudRGxabVqS3Ym6jkto9VBt+YvA7kIAaodd7nDZ7KT07SsE0jtFFz+ntmiPdyVzg5Z8HAqYOnJvqQlQoeUS9qQVURzWjazCCfvSFzW41bW2508FasB7kx1VCl6+jhE/u11xO6kbiX+NWMGYln1CnhkzT8q//6Od1lvljTfyBg98S1E/b5AvevUQbTkz7y7aV3kW3npvsB9dl3g5HFEHDsU0Om7U9bBnnOdPIbo2V8gcs0y5WtM+h9PuYohtyOneTEm6PElkd7jIWQ0vRSSB7nJNfb90IRQJ2ka4qHLhYzzWyPtf1n+R3Ii4jsWsE4nIX7QDSqL7nrnI0UWzWfEs5wIzRKP/gbFL1zy85/7LX4gp8hRS+cgetrYkPsjqxP7GldlYue8SNTo7Eb1DllHqfUYZF78OFnMSCHWvh+lfGFpv2VO6lWNsfrGK4ulYCgLVPV9nrnYRfmLi45FZqPm6rZBa/9gFh7d57dGxMqfkdbvJWNzK9R0dTm1nyixMBcfWOax0U7sdGJF5JSn+blgmwNO61XiC8UCy7rgjh33LJCeruaEocxXzH0MSiTAXescZLTtls0fkxNfU07qVMah2LeGIP36e5De6VZ1iUzt+6/B8bgYhXTrrE2Ie9B7s6S53cpYkNmyI9J69jd+i3ulH3DkICJOHHHU75vHUXdcHNLvHKJuOZTgcyPymTbuLlMertLlkDz4HR8xP5Q61W1jcaNz0LVrSyPvO96YgpgXp/hs9mpRV99ynXZrP2Q2bmW844Svftg6bw5kYWT0k3LRUIkEpF/TCxkXd0bk+j8Q88UbQOppyKUVTuag0iYnu/f5+DST73T6iSo+c7q8Es2MvuiSzkiv0QBRC79G+nV3+d0ktLNwtcuTtV/QdRVsbmM3djntj8QtDAWsnPTMfIcEnBGggOWMU8CnRMCSm1je2321ITKdiklF1eHHjZurrCKQeVGuz87rCZ7c/me++UMN0ntd+PONSMhOjDjyvfl/HyqrL3EQLyGggGUyx9Xn082LS+2XRx9b9FdI8zEnvZCXOOT/Kz9YA0YalgDm962TBZ8jgG06qYlLKCH6q7GI/vEr9Upa78eR0SbLH4L8TRxIxg/3Hm3Ui/1QjgGEkhd/z1otaayTq9zGb33fPNnVDsedTFZykg9ZdEeu+wNptzykbn6T9uuuf4ESAHRIvfMJJY7mVdATSBF4oxdMV6KOBOOWuwDHi/ylnxMBS0QdT2wJRJ25rUy1u+vvQUanWx0XMX7Y7XAd8Tpn1yG9651qsqmD1XeU/rt8Y9oSxVOqNJJf87Z9u6DbYUaztoha+YuaGKZ3vs3nNatjfu2o3vwNyS10yrl7gJuErPmI2LIWca8P8NbReS2Q2u+lgFn1V+ZAx9/syhvK79IfxI4aZAh76rbEENqR07Qif5uP2PEvq8elHt3ntUTkHwvV0WkR/fPa6sts/WYVD/UCQNexkzI4FbAkrvjHb4Yr6ZiK1lyHoSwWzXly/bMJ8S8/hIzOtyHtuuzO8+VZLSSJyJXadwSQnARPhWqIG/mocRlCqPWafBA4+Y8LJSoDJSq7cXBlBCo2d8MVmWX57O9CAMMSxqYdSfzJByNQrlGWIOakLgxratNYHorQodMIdMzdKmCZj/LIu0oEPyOeOXFCHqhMa5IP4Or9szDsl9UYeDwOKQ9n9Q9mASu9ax/V36fd+jA8pb03fzpdMDrhaX4m2FFpp/Uq8YUiYGlBQvqA9PY3+MxZVP80+jFHlr4RW9Yg7vVBPkUWaxn57sx1arVsEX+DnriSEM5IPoXYL0YjcsXPQZ3Z60RcRw/AU7ai+qfwadamojquLtY6W9Zmwse/a8oplBh0o/c2Z9OczOr30Um/Hz+sF1xHDhhl1Zbg1j7NLu5Q+iTZyIn+5VuV5p+Xtkfvdg1w6ao1eG/WsmyiUOw7wxC5LsvNhnlDKNRvJlt9nfG9Z/WNGTV3ImK+/thgovt969jqZE4obfLU4m99nKrLUckR1Tv6HOEOJhbp9YWTcUbXk6fpJcDOLarP1vMd69jor/8zN3o7qzBrn6D6kl9/wOnXpwNx/m8ZNzaHz2uBjHbXIfN8r39C1R/u34WYL9/0uuzw40fVnF6LTePx7xl3EaH2TXyeBEjAngAFLHtGQZ8QAUtCncwy6LLwQpRPKonvL1iLrzt0MN6zWjxYI5RBZsPGpfhkwyz0OxqD6nc+5fuIB9g6IRmH17nwd6XTGHrTTGX1dW/pRuo5LX6Z/2b1a2C2LtGik/addc3uoxh3qXfx6S/ouGRiFLFri7GwlmcDDZDmyULmhZeoRYcsOGRBnHHVrcho0T5k8rKjJAvrQItqPXjnxl9SyJk684LVkiYYm5ymYX3PKpo5mazkKG2ZhGamw5WeriwuzOKKLCBFzHIqdDhNX09MlGVXl9sR+8YTatKgQ6DjRf7idyxgTRujrBIkaCsL1eZSTqnJjvmmPkfl8Hh8BSw/cVh9R1njlWOhmVVrw2U5Fmb3rSpuV94MxPr6+dLvlXikKzylyyjhV7dVHyesj74KuHyPotmW2Z0JV/JpW07mvkjHGYq1l20+gjxgPSYaSjsKJV3rcTjzu3ldVuvxTXP8Tv2SmPMXioDlcbsRO/199d2YFx+h+CbJxjU1OWC7lWeFbczYZ5QDXi0Kuus2QsTW9WqMSRk6Ns/7I52u7v+SR32tsm2MswGOO4bSZgI9az22l5ONGfMcRBi5ZQNqzzZlUZNxaRefpHV61jYrYrwTJ82BynHanYaSyanZ+gdzeWQckX7e3JbMF5aYb4DMLVuzmGS9XMdg7qBeQxGwzAvy9Gv7qAss9HjjqV7HsYAl74hVfcTRg4j+/nNlYaeFHbOFu9kCU74L8yafPkYtccmNmCmDRjtGKiKE+HQUv0myATqtcufsG5ketzFu6/HUOt456gvPjKNK4Bv7jJFHq9hhFWmtv4ciYEkikRtXqfzLfEcE8WBuBGSeIN+TjC/mTYSciM1mKyHjgh4/Yomem8hcSYRmmSvoDRrVPspXNnyhBatYzaXWIzcbFnXvfr8MN9wywucIt/XYqjlOJ0dV9fPB1kP+xuNgx5ad+G+zlt2VngpPdGxAJNZ2ZG6j5jm3ncsOt9uN6hX8i2SOPzQ+SAIkEJAABaxcNo5O677FvJTdPrG0i6qIL6tfY/zNn7Nm8wtiMSSOuNVtXAGsk3QcY1qci6GXN1dWXzJpkDDg0BJMSdqMjyp0ROeSNdTfDMfFNz+IjI43IF58ixz2WoPoyYQWsG496sLrTfsEJKEHEOX7So4jnFnkm3earC+bz667z7nAO/ENg8Nkc7rmgVGJbYf3+z22lcsq9/u6dWHsdPKQm7xYb80Lm4BlyqQ5zZwcBXVaXs1TH030OaIW5HiRv/idClhmIcBucuK0HHbP6XL5WFyVLgvXiaPqSEDaHb677Hbx6W/VumObbRJ38ig8iED8032M46dy/Eq+22D+IezSd/K7P9Euv3lLPoMdU3NSDrtn/JUzHGlaBSzzwk33+44WimcKFIqAJa+YrQYyW12B9EuvQeyYp8J6sUQgi6Jw9klSVrOfFz3OOrE6sGsrwX63ioF2R+78xWWeg9gxMrdb3S/JeCpjmvQPeX1c3Gz1ZVidmizOctKGnfAO5Hcny4do4GOsPvOOEHxgmedm5j5f5kbiVNqpBZY5faufUqtwY8zf2nRS9SdB6lA2LGROKOJdRttrgWivRb+TIMLYoGXvYmLdSui7/RiGd3jU72uG1eKZuZ95HiovhNrvm8VVqwWMVRixfpc5EdX19+7P/6e/Aludy+dEbNb51OK8pBNso8UQYk31K+847Zd0+9ne8mLc0ak5NqYcwh/Tf0OFx7Oc5kt8Tm7XdbIhpERVOS1xOskHYaB+KVC9Ob310El79vmed281jqjK3/X3pPsLGcPlcpG0a2633VisWt7/BmKoeeLzJEAC2QlQwMplq9hz+DSOZCTjtCfraEC1yBKIMFlM+BOwzAKLDOKyoyVHsgJNDvVO2vHYaMPUVx8j7L5vjrrWWG4QaRNXRZXIWBiL1VN8KXXcTwdtYn5k+1rcu2c2+h2NRseu/icg8o7ZGkYGRTlSJiHYQtfsBDVcE19/VSeDWvSU93ysxAJd857Lqvd5Pct3S2XDb5K+CejfvS5U9XOtb27TN1uy5IdgpiYxZiulMBy/0kysAmwoCzAr11AFLDuRIVP80h1yiTEgKlXMfl1zKPVqPuKlv1GZMGVcdAUyxQ+XQ8srnaa2BHQqWBh+fXo/pvofWdCEuqgIpbzyrFVwURN0061kocYXyvO5aUehpGPug+X/G0ckcnB82i5dsz8cEQCk/coxa1kg6L46FHE7VAFL8mdeWEr6EsLdlvxZCoV6dNCOrfV33f/JOChBvtm8FnSsaZqPLqbd9xQi/t2eI6FDWw/YMTJvFsgYH/3dp2o8lXqVOnXatzhlaz3SrN8TEV7Sk37Jrk92mpb1Oc1EOz2X32UzURb1dkKfjisUCywV/6bVqv7MQfqH9C691fga6nzFys/aHv0d2db9UW64jt67GCNTt2BwRmX0r+fdTLUGswWY9Em6P9LPyRxJ+45yUofmslj7NH/z7JRhH8BdrRZcSccRM/FNRK5a7Mjvls5LMOtWf/m1+jjLidhsCCVn3AjYtUN/Fy1J3py2I+NIX/lKkNMSEfOnw+1nnDIErDsGIaN5WyDWeytiToSkxE2/IX30MPV+ykMvIurnr5He+3F4Espkw2ru/+QCAaNupo5R/a9df+akXZmfsbYj+VZSnv88Rxe/UMAKlT6fJwHnBChgOWfl98l/D9tfnSwvmo/hyQAlk4yIzWuMs9TSEQcTsMxxdBvSF4s8J41jhP4ELH9HWMy+t2TBKM6/lVNhG8soPXDpq2e1495guy3+Jml5PfENVHVyLErzlP/aTQBy2QTU69EzxiF63hRVr94Jt9d8e8kyF+b+EInrumaiedPciR3WfJonV04nK7ktq3myE8jJcm7TkPf97fYZ1kUhCmehClh27eWrryOweo33eN3VV7nRpnVofm3MfDyZmYgfPQgZl16D6O9EQNpn61shGN/Ycc8hcuUvSHnmY+Xw3i5Yj/PZOWC3i8/J7+YbrfSx0FAEFidpBHsmp+0o1HTNC8u0XgMR9fM3SO3/st9Jeqhxm5/XPKXdRv652Ee8l+dC7RtyImAF8uUWTmFSi0laWJGyOrEAyA1rq58dlebTH8FT2Wv5HI7gT6CQMcaun7LmxelxR3N6Un/Rsz4zrK7D1T+Yj+aY61OXIa8XqTreQDfPyu9O0wxVwFLj25mNICX2nk7y+WblhtG0W/qF1JSCXXLj4yPPkl6obcicqb0nDmBS8jbcl3geSsUlBMyv1VJcWzPJC6H2+/780JkTts6z5beMK7ojctUi4wRCKPNQNY9+sa/xrl1+rccUtQVWqH2wP5cfgQBb+wc9z7eb1+v45Chi/GNZNxwGavs+883GrZD60PMqilCOD+o0yyXE4PSUj+BOS0fadXcHbeuBBG79kl2dhPQhnXnYevO2bCq6dm115PvKnB4FrJzQ5zsk4IwABSxnnAI+5VTAipn0FjyVasBdrTaifpiKtLuGqBuT9JGd6AVf2e5uyhHDyIRE/NipI3r8MxelI6Lxd41e0FdUL6/WHWdHlzLyKjsjEVvXwV2lFiK2rVNXr0d/+6nqhEVocaWcUhNTux3kiM2rESXizO0D4Uksj+i5kyAOPdNuzbpZJhsgjwcxk9+Ba6/3CmJPlZpI7fFQyBYluakeEbJivhqLjHbdkHlus9xE5ejdiIN74K5QDbEfv4TMBhci45KrMeObSKxa7ULTCz24oZvXEXleBdexw4iZ8i4yL2jt42wzr+L3G4/U68cvwi1HHlpk+XnL6zQjN6xE5IIZSO/9GDylElX0sniM/H0B0u4Z5nO7kF3aTgUs194diP7qA2Rcczvcdbz+5fyF996PxL79XufOeVmvUrao1cuQeq93ZzInwXVoLyJ3boY4cXcS5NuOliPByafU48ppabPLnLya42fk1sGoL0Yrh/jSF8nueFqPh3IcX6gv5rQdhZqOPB/17adwpaUi/ab7c/K6o3dce3YgZsY4yO60O6EMomd9roRQFeJLqiPkmedc6CgueSgnApZsxkT9PBMZnXsqCztpT5465wV0xO44M0EedB07hOgz7Shq0xog6Vj425H0f5++BpRKgLtaHTUeZjZqkRfFCRpH9I/T1G1dyuFxea+Vr924bY0wesaHQFoK0h2IIzKuSL+bLsdkkk8h5ovRwMljyGzbzWt9kcch5pvxcG1bB0+12kjv1BPRU95V/YIE99n1kN7de+tcXofITX8qa3Xd/xnxJ5ZXVoyeqCjbJHMiYCk/bpPfUQ6iPXElEPXDFON7TW9/Hdwhzlfk9jn5/hAZperMXb2Oke+IIwcQ9dVYuJJOIOPym9TYKXNQuRwk7dZHgATv+BquEHFgN6J++VYJANIfpXe4HpH/bAIO7kV6r8CW/37zk5qs5lcyl81s2DzbI8LUk1gO7tqNEPX958pPnlUQTRkxHu6K1R0XV+oqetoYddOqHOsPFqwCtycyGq7M9JA3ESSNmNlfAEcPIe22R2zzKhccRfy1TAnpctlM7CeveOe9DvumqLW/ImKliHz71OUJ6X2k7Uf7pGu1RtObE/pYaCibB0rASs1ESpqzOXH0D1MQsTbLUb7OWGbbrsho3s6WT6gPxEx+W10MIr4CZXPGHELZlKGAFSp5Pk8CzglQwHLOyu+TTgUsfy9bLRGcmHPHxUSiRGwkWmyYhnXpR5QvLDk+KMF8M2GgYpkto8J1JCCXSIvV61rsqFzJgwcfcDZYFysAhaAwTgUsp1l96tmsRQ3r1Sk1PldUCOREwCoqZSvK+bQuIJ1aCBXlMheFvOdEwCoK5SrqefRnmZR273B4winYuTOhbh8+dsgHX24s3QpLPVj7H3Uio/VVyp+Vk7WLuRyhClgFycB8pNrdsDlS+ntvGHYSKGA5ocRnSCBnBChg5Yyb8VZuBCxzxygROrleXQtYk3b/jbuOLjLyEeN2Y3ud4Ka4+uGcXLWbS0z/2dfNYsezT2X8ZzkUZMHzUsDau8+FMR9EIi7Og5QUrxUW67Uga5dp5zUBClh5TTRv4rPOF0I5CpU3OWAs/ghQwCq87cLsJ8/J/DovS2L+XouTgOVz4cwZv3ihlq8oCVjSJrSrA3edhvBEOb/sgAJWXn5RjIsEfAlQwHLYIk4mnUZGZibKJvqe9c+NgGU1N3ZigqsFrCMn07A5+RAOudJVCc5zJaB0bNbxwWDF8rmtL8w3AzrEWywfO3oUGP12lrXOgP4ZKJvdR2WxLHthKlReClg7dgAfT4hCrZoeHD/uwtFjAOu1MNU285JbAhSwckswPO9bb1kL5ShLeHLEWIUABazC2w7Mm7Xhvl3XSsFsARbqcd/CSDRqxS+I+fA5dRw+askcuPbtNLJpvRHSLv9FTcCyK0+g3ylg5ZQc3yMBewIUsGwYnU5OweDn38eCJavUkxc0qou3n++Ps8p5/QbkRsAyT0idmuCaBSz76g38hOF4secj3iuUGfKcwN8bXJg4JdKIt2ePTDQ8N28dued5pothhHkpYP30cwTkf+K4/dhRF/7e6FK+zcQXFgMJFAcCFLAKZy2aF8ThcqZeOEteuHNFAavw1o/51uSCsFjUFmDFQcCSWnYdPQhP2QqqwsVfVsTh/XAnloenknOfYvIuBazC+80wZyRQVAhQwLKpqQ+//B5Tv12Iz94ehvi4GPxvyGjUrlEFzz3hPa6XGwErJzs0eSVgISMdkct/RMbFnfLVsXpR+TDyIp9a7NBxNW3iQfu2mShbNi9iZxxOCeSlgDV7XgSWLY/A1Z3cSEmBErM6tHOr/zGQQHEgQAGr8NaiXhCHeqtZ4S1R0c9ZOASs7TtcOH4cuLAJN0Zy00LMx/jCcVudXd60gJZ+bR+kd7nd7vH/zO8UsP4zVc2CkkDYCFDAskHb/b6n0al9S9zXy2ulNHfhbxj4zHtY+9N4uFwufD8/xW8McXFA7VoeyH+DBX1d67Z+n2NvemXbio6OikBMVAROpdCfki0sPw/sO+DChg0R6hc5BlarZs6Fh8qVgSqVs08wRdjYtw9Y8HMkdvzjQpVKHuw9c2ud+E7q0M6DuNiiNTEN1p6lvGJtlpchWHpybG/HDm96q1ZHqKN8EmJjPahSWerVt04TS8bgxOk0eEJAXraM9+HkFBfEUXt8PCCLChGs5AbCu3tnqN/Ewq5MGQ/atPKtU2vbCMbIXzuS5yU9+W9eBuFapkzwdnv0WN7Wpc6/MK1Vy39pxLeYfDPhCFJmqUOrcGxuR3mZbqD0JI1w1asdYzn66rReZZMEcCElrXCOMcHakWac1/2RxKu/nXC100Bt0Nw/xL3QF2K5ffKSm7Cpxf9UezKPaXbjmrCLjXPh2DFvPyD/tfYxduOa03YUyjdlV6fh6B/s0nQ6rrlcQOkSMTh+Ki2UIgd89thx7zjjbXMelEmU/jr7uCa/240zTsZRPdaFUq9OvoVA7UgXPJQ+yQorUJ6tdapPOcgJh7/v/dxxHxiobfhrh8G+qfiUQ6iw5hvsOuc6eMqcFbR9BBo3/KVpt74IdZyxa0e6//M3jupC6Xmvk3ZUMi4KaRlupGfkfP6dJx9bkEjyYr7S5XKbBWC4C8H4SaAYE6CAZVO5La/ui+cH36NELAnrN+3Azfc/g6XfvovEhJK49xGvD6qchktPfYVS7qOYk3BvTqPge4WcwJ13ZGLjJhdkIiIFHbwqAAAgAElEQVSCFkPRJzD0Ce/i/uNPI5WgxUACJEAC4SbQ7cQ7aHvqK8wr1QfzEu4Md3KMvwAJmC8KKcBsFPmkbzw+Gptjm+OvuLZFviwsQNEi8OGb0UUrw8wtCRQhAhSwglSWx+NB4w534b2XBqBdmybqya079qDbncPw4+TXUaVSeYz/MtNvDIcOe7Bxi3OTjxLxQNMLvLtuDOEjIJY0TRu7EB/vwtLf3UhOzllap08DO/e4cfiI//fPruZCg/ouXNE2AmeVzxI4lv7mDqld5Cx3ef9WsPYsbbdBvQiUKJF36TpNTzhfeL6Xr9RJburUnPudu73frpRNvmP5r6QldXl2VReuaJ/1rc6cI+0g61v31zYCMQrUjszp5R1VL6Ng7bZBPW8ZwxHs6jRc/Z+UeeMWN05bvvVwtFvdDv2lp9uTbkfhYLxhs/8+6axy3v6oOAS7sTWc9bprjwflyyFs34i1fqzfa5X0LWiRPA/LKtyO8mcnqnzImHZFO29/ZNcHCjspg/TX0g9IuzB/73b9g7TdGtXzth1JmoeOePMVKIRjflRQ7cjJNyicpU6FS6A6dTLO2PW5ko6kUSI+tHrV7ShQn23XjoRBTtuSjtuaZ7t2FEp6gbj5i0OelXmg/GbtH8y/2c2PAqXpr+07abtOxxkn7chuXNNtOhTGTr6DgnzG7ttxMl+567YsH7gFWRamTQLFkQAFLJtaFQusF4bci6vatVBPWi2wimOjYJlIgARIgARIgARIgARIgARIgARIgARIoDARoIBlUxviA6tzh4tw721d1JNWH1i5ceKek4aQZ07cc5I43yGBIkggL524F8HiM8skEBIBOnEPCRcf/o8TCIcT9/84Uha/mBOgE/diXsEsHgnkAwEKWDaQx33xHaZ997O6hbBEfCz6Dh6VZ7cQ5qR+KWDlhBrf+S8ToID1X659lj1UAhSwQiXG5//LBChg/Zdrn2XPCQEKWDmhxndIgATMBChg2bSHU6dT8NizY/DL8tXqycYNauPtFx5BxbPKqH/TAosfFAkUbgIUsAp3/TB3hYsABazCVR/MTeEmQAGrcNcPc1f4CFDAKnx1whyRQFEjQAHLYY0dP3kK6ekZOKtcos8bFLAcAuRjJFBABChgFRB4JlskCVDAKpLVxkwXEAEKWAUEnskWWQIUsIps1THjJFBoCFDAymVVUMDKJUC+TgJhJkABK8yAGX2xIkABq1hVJwsTZgIUsMIMmNEXOwIUsIpdlbJAJJDvBChg5RI5BaxcAuTrJBBmAhSwwgyY0RcrAhSwilV1sjBhJkABK8yAGX2xI0ABq9hVKQtEAvlOgAJWLpFTwMolQL5OAmEmQAErzIAZfbEiQAGrWFUnCxNmAhSwwgyY0Rc7AhSwil2VskAkkO8EKGDlEjkFrFwC5OskEGYCFLDCDJjRFysCFLCKVXWyMGEmQAErzIAZfbEjQAGr2FUpC0QC+U6AAlYukVPAyiVAvk4CYSZAASvMgBl9sSJAAatYVScLE2YCFLDCDJjRFzsCFLCKXZWyQCSQ7wQoYOUSOQWsXALk6yQQZgIUsMIMmNEXKwIUsIpVdbIwYSZAASvMgBl9sSNAAavYVSkLRAL5ToACVi6RU8DKJUC+TgJhJkABK8yAGX2xIkABq1hVJwsTZgIUsMIMmNEXOwIUsIpdlbJAJJDvBChg5RI5BaxcAuTrJBBmAhSwwgyY0RcrAhSwilV1sjBhJkABK8yAGX2xI0ABq9hVKQtEAvlOgAJWLpFTwMolQL5OAmEmQAErzIAZfbEiQAGrWFUnCxNmAhSwwgyY0Rc7AhSwil2VskAkkO8EKGDlEjkFrFwC5OskEGYCFLDCDJjRFysCFLCKVXWyMGEmQAErzIAZfbEjQAGr2FUpC0QC+U6AAlYukVPAyiVAvk4CYSZAASvMgBl9sSJAAatYVScLE2YCFLDCDJjRFzsCFLCKXZWyQCSQ7wQoYOUSOQWsXALk6yQQZgIUsMIMmNEXKwIUsIpVdbIwYSZAASvMgBl9sSNAAavYVSkLRAL5ToACVi6RU8DKJUC+TgJhJkABK8yAGX2xIkABq1hVJwsTZgIUsMIMmNEXOwIUsIpdlbJAJJDvBChg5RI5BaxcAuTrJBBmAhSwwgyY0RcrAhSwilV1sjBhJkABK8yAGX2xI0ABq9hVKQtEAvlOgAJWLpFTwMolQL5OAmEmQAErzIAZfbEiQAGrWFUnCxNmAhSwwgyY0Rc7AhSwil2VskAkkO8EKGDlO3ImSAIkQAIkQAIkQAIkQAIkQAIkQAIkQAIkEAoBClih0OKzJEACJEACJEACJEACJEACJEACJEACJEAC+U6AAla+I2eCJEACJEACJEACJEACJEACJEACJEACJEACoRCggBUKrSL2rNvtwZFjJxAdHYXEhJJFLPfMLgnkPwH5Zg4cPorEhFKIj4vJ/wwwRRIoAgQyMjMRFRkZMKfp6Rk4cPgYKpRLRExMdBEoEbNIAuEhkJyShqPHTqByxfKIEIdZlpB0KhlHj59EuTKlUbJEXHgywVhJoIgQ8Hg8OHo8CfJdVKpQFrF+xo9DR46jZIl4ztGKSJ0ymyQQDgIUsMJB1UGcE7+ej+ff+Ew9eXXHVhj51P8cvOX8kWV/rEP/4W/jdHKKeqnlhefisf/dgsYNajuPhE+SQCEhsHHrLtx4z3CVmxLxcfh99tg8z9mS39diyAvv48ixkyru2264HP/38O1+Fx15njgjJIFcEgj3mKKzt3PPAVzd6wn8MGkkqlY+yyfX23fuxVOvjcfKvzapvw8f0Bu3XtcxlyXj6ySQ9wTyY0x5eNibWLBklcp8uTIJuL7zZRjUt4f6t8zNej30PDZt220UTsacIf16ITIyIu8LzBhJIJcEBj7zLuYu/F3F8vSgO9Gja/tcxuj7+pr1W/HQ0DeMOZjM9Yb274Ubrr5MPbhzz370HTwK/+zer/594zVt8dTAPoiOCryZkqcZZGQkQAKFhgAFrAKqivSMTKSmpmHkmMk4kXQao555ME9zsnzlehw8dAxt2zRBSkoanh39KcS6ZMzLA/I0HUZGAvlBQNquTPjnL16phN+8FrBkR6/djY/gvl7X4v7br8XuvYdww91P4vnB9xiTp/woJ9MggZwSCPeYIvnq+eBzkEWGBKuAtf/gUXS8eYDakJGFeMP6tZCSmoqyiQk5LRLfI4GwEQj3mCIZf+fjGbiqfUvUqFYRy1esV4vzSWOewvkN6ygLk08mz8F1nS9B1UpnYekfa9Xi/LO3h6LZ+eeErdyMmARySkCsCTMzM3HTvU/hnp7XoEe3DjmNyu97q9dvxeZtu9Hx0mZIKFUCYyd8g7ETZmLlvHHKEuv+x0eiVMl4vDDkPuw7cBg9HhiBpwb0RterLs7TfDAyEiCBwk+AAlYB19GLb32OQ0dOKAHrj9Ub8eyoT7H3wBGVqw4XX4hhj96hjv9t2b4HQ178ANde2QYTZ8xXv4cygHw7b6l6f/X8j4Ie/ShgHEyeBIISmPfzHxj28oeGgDX4hfex9Pe1aseubs2qeOiuG9CpfUsVx8vvfImoqEhs3fGv+rbke3r4nhtxdtWK2dJYsHglHn7yLSz99l3juO0r705UO37vvvgoa4UEigyBcI4pBw4dUwsHEbKsAtar707Etz8sxU9fvcExpsi0FmY0XGOKP7Ii8IpF4v23d83289Yde9DtzmH4ZvwLqFe7GiuGBAotgWtuH4w7e3RWAlawdYusO35evlrNqWbOW4pz69VAv7tvQKumDR2Vbcq3C/H2R19hwbQ31AbmxV0fwufvDEPTxvXV+y+8+Rn2HTiCt194xFF8fIgESKD4EKCAVcB1aV5srN24Xe0+NKxfE8kpqXj6tfFof/GFGPhAD/z19zbc+r9n0fGSpmrQ2PXvQdV5mxfcwYoi4pWIYNPGjSjgEjN5Esg5Aeti44vpP6Be7eooX6Y0Fi77E6M/mIqlM99FYumS+N+Q0Wpy9eh9N6lnRo2dglbNGqrvyRoW/foX+g5+Hcu/e0/t/En4csZ8TPp6PmZ++mLOM8w3SSCfCYR7TNGWVlYBq1ufoYiPi0WVSuWxd/9hNY717dMNlSuUy2cCTI4EnBMI15hizYEce5KF/3svDUC7Nk2Mn3fvPYgpM3/Cj4tW4JqOrdUCn4EECjMBs4AVbN0iFoavjZmEu269GpdedD5mL/gV6zbusF2HrFizCTPnLcGiX9dgUN9b0OXy1tAC78Kv3kCF8mUUns+mzcM3c5fYxleYWTJvJEACOSNAAStn3PLsLfNiQyI9ePgYVv61GQcOHYVMrEonlFAWIFrAWvvTeLhcXkegl13/MJ594m50uLhp0Pxo66sPRz6ONi3Oy7O8MyISyG8C1sVGZqYbG7fuxIYtOyHWIW9/PB2T339a+XoTAavZ+fXVsUAJX33/Cz7/ah5mfPx8tmwfP3kK194xBPVrV8ct13XA8ZOnMXHGj5D4KWDldy0zvdwQCPeYEkjAOq/9nWpnXfyVxMREYdwX36tdc7EokYtEGEigMBII15hiLuup0ym4vd/zKFWyBD55Y4iPj6u/N/+D9z/7FivWbES7NhfiafHpw++lMDYV5ukMAbOAFWzdIgLW4t//gqw9JIiPxGt7/5+xyRgI6Hc/LMP385dj7YZt6Nu7G3rdeCVWrd2M2/u94LNpLxZacsxwwdTRrBsSIIH/GAEKWAVc4ebFhuxOPPbsGOX/oGH9Gsq5Z1xsNMa+MsivgCWDSL+7bsQ1l7cKWApxTC3nxmVSlNfn1QsYHZP/DxIwLzZkUSA+Q0S86nhpU1SpWB7jvvgOE98bjgsa1c0mYM1d+BtGvT8Vcye+5pec7JDL+/LfalXOwvqNO3B2tYo8QvgfbGdFucjhHlOCCVhvPdcfl1/WzGexMv2j59Cg7tlFGSnzXowJhHNMEWziN+iR4W+po04T3hqKMoml/NKUTZQregzC8AF3oNtVlxRj4ixaUSdgFrCCrVusApZsMnbo/ijmTx3lyDJXLLF6938Rc758FWlp6eqI7c/T38RZ5RIVQlpgFfWWxPyTQM4JUMDKObs8eXPEqE9x/MQp5QNLjmB07tgKD/a5TsX98aRZ+G3V3zkWsGTBPvCZ9+iIOk9qipEUBgKz5v+Kp0eOVz6w5i9aif7Dff1WiRVITgUsc/nEcqTl1X0xpN9tuKP7VYWh6MwDCTgiEM4xRTIQSMDqft/T6qiHHBeRoI98TBr7NM4/l7ffOqo8PpTvBMI5psgFPf2ffAvJyal4/9VBAcUrXWgRBsSCUVsN5zsMJkgCDgh06vm48uN2U5e2QdctuRWw9OU64veqTs2q2XxgPTd6gjqtQh9YDiqNj5BAMSNAAasAKlT8g5QoEYeTSadxz8BXDWfsYh5bv051DLz/ZohfhGdGfoKyZUrlSMCSc+FDXxqnFuByo4cOZRNLQa6mZSCBokJAdqZTU9MRGxuNEa9/AsClBF+51emeQa9CLDzEz46YnItfuJwKWIePnkDphJI4fPQ43v5oOn5ZvlpZa/F7KSot5b+bz/wYU4Su3HQoTtw73/YEZn3+CqpWPsu4wlw2XMZPmg0RrOSmqNHvT8X8xSswb9LriI+L+e9WDkte6Ajkx5hyOjkVt/YdgYzMTIwe0U99ExIiIiJQpWI5dSTq7807ccVlzVGmdEk1fj35ykfKSqv5BbyFsNA1mv94hsQyvUL5RGXxfsfDL+LHya8rf4fB1i2hClgzZi9SDt+bN2mACJcLo8dNg7hAWTB1lPJNeu9jr6F0qZJ4Yci9vIXwP94eWXwSoIBVAG3gjXHT1FElCdd1ugRPPtobJeJjIcf9hrzwvrpRTRbNcuxCOu0xLw/AXxu2q8mQ2QeW7NY9fPeN6tpya3h29ARM/mZBtr8/P/getcPHQAJFhYA+Biv5vaRlYwx+qCfq1qoGuQZ94DPv4odf/lBFkQsOFixZZVxTLj6wZCFw721d1O9zF/6OUe9PCXiE0PxdXtbqfIx47G5UqlC2qGBiPv/DBPJjTBG8YpUo1ok6lCuTgEVfv63+KUc8hr78oXLUK0G+nTdG9FPHeRlIoDARyI8xRVsqWsutvxnxa/rg/41W8z0dZGzrfXOnwoSKeSEBReCWB0ZAHLZL+5U2qq0Eg61bPpkyR90S/cFrj6k4xMdv+5seVT6r/M2txKeVd5PSG+SZF4fch9bNG6l/iw8tcRshG/wSru98KZ4ZdCd9xrGNksB/kAAFrAKodI/Ho44NxsfHIjYm2icHslsnu+mVK5Y3drYLIItMkgQKFQGxVpTLC/QutjlzYmYeGRmBsokJucqz7JiL9RW/vVxh5MsFQKAwjSlybOrUqWRUrljOuHCkAJAwSRIISiA/xhS7KpDv9tiJJCSp74VzPjte/L3gCMja5NjxJJQrUxoREd6LpHTIy3WLxHX4yAl44EHF8mWzpSVpijgsc8GSJXiapOBaBFMmgYIlQAGrYPkzdRIgARIgARIgARIgARIgARIgARIgARIgARsCFLDYREiABEiABEiABEiABEiABEiABEiABEiABAo1AQpYhbp6mDkSIAESIAESIAESIAESIAESIAESIAESIAEKWGwDJEACJEACJEACJEACJEACJEACJEACJEAChZoABaxCXT3MHAmQAAmQAAmQAAmQAAmQAAmQAAmQAAmQAAWsAm4DySlpOHrshLqBxnqzh2RNriY/ejwJFc8qk+1GJ7mt4+Dh4+paW+tthvLu8ZOnkJqart5lIAESIAESIAESIAESIAESIAESIAESIIGiSoACVgHW3MPD3sSCJatUDkSEur7zZRjUt4f6t1yvPGbCTLw7fobx+zsvPoomjeqqf4/74ju8MW6akftO7Vvi6YF3IrF0SRw6chy9+7+If3bvV7/XrVkV9/W6Fl2vurgAS8ukSYAESIAESIAESIAESIAESIAESIAESCBnBChg5Yxbnrz1zsczcFX7lqhRrSKWr1iPh4a+gUljnsL5Detg1drNuL3fC/js7aE4/9w6eOuj6fh+/jL8OHmUstSa+t1CnF21Ipo0qodd/x7APQNfwT09u+DOWzrjwKFj+HrOInTrdAlKxsfhs2nzMH7yHPwy4y3Ex8XkSd4ZCQmQAAmQAAmQAAmQAAmQAAmQAAmQAAnkFwEKWPlF2kE6HW8egFuv64j7b++K18dOwd9b/sGHIx9Xb4oo1aH7o5g2bgQa1q+ZLbbhr36MPXsP4uPRg7P9tnvvQXTq+bgSw5qdf46DnPAREiABEiABEiABEiABEiABEiABEiABEig8BChgFZK6kON+19w+GO+9NADt2jTBY8+OQdnEUhj2yB1GDs9rf6fxuznb6RmZ6NTzMXS5vI1xBNH8+4zZi/DkKx9h0ddvq6OKDCRAAiRAAiRAAiRAAiRAAiRAAiRAAiRQlAhQwCoEtXXqdApu7/c8SpUsgU/eGILIyAjc//hINKhbw0eQanl1Xzzz2J3ocnlrn1w/PXI8Zs3/Fd9/9nI2h+2bt+/GbQ8+jz43d0K/u28oBKVlFkiABEiABEiABEiABEiABEiABEiABEggNAIUsELjledPyy2Ejwx/C/sOHMGEt4aiTGIplYZYYIm11ND+txtp+rPAeu+Tr/HuJ19j0tincf65tX3yt2ffIdzx8AtoeeG5eHHIfUoYYyABEiABEiABEiABEiABEiABEiABEiCBokaAAlYB1tiJpNPo/+RbSE5OxfuvDjLEK8mS+MDauHUnPnjtMZVDqw8st9uD18dOxpRvF+LTN4eg0Tm1fEqyZfse3DXgZXS8tBmGD+iNqMjIAiwpkyYBEiABEiABEiABEiABEiABEiABEiCBnBOggJVzdrl683RyKm7tOwIZmZkYPaIfSpWMV/FFRESgSsVyplsIh6lbCd/8cBpmzV9u3EIoPq3Et9XYVwahTs0qRl4qVSiLrTv+xY33DFdHDR++50YVp4QS8bEom0gfWLmqOL5MAiRAAiRAAiRAAiRAAiRAAiRAAiSQ7wQoYOU7cm+C+w8ehdw6aA1ybFCcrXs8HrwzfgbGTph5RnyKwwevDULTxvXVv+VWQbld0Bpmff4K1m/aoY4gWkPXqy7Gy0PvL6ASM1kSIAESIAESIAESIAESIAESIAESIAESyBkBClg545Zvb6WkpuHI0ROoXLE8IiJc+ZYuEyIBEiABEiABEiABEiABEiABEiABEiCBwkKAAlZhqQnmgwRIgARIgARIgARIgARIgARIgARIgARIwC8BClhsGCRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAoWaAAWsQl09zBwJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAFLLYBEiABEiABEiABEiABEiABEiABEiABEiCBQk2AAlahrh5mjgRIgARIgARIgARIgARIgARIgARIgARIgAIW2wAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJkEChJkABq1BXDzNHAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAYttgARIgARIgARIgARIgARIgARIgARIgARIoFAToIBVqKuHmSMBEiABEiABEiABEiABEiABEiABEiABEqCAxTZAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAiRQqAlQwCrU1cPMkQAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJUMBiGyABEiABEiABEiABEiABEiABEiABEiABEijUBChgFerqYeZIgARIgARIgARIgARIgARIgARIgARIgAQoYLENkAAJkAAJkAAJkAAJkAAJkAAJkAAJkAAJFGoCFLAKdfUwcyRAAiRAAiRAAiRAAiRAAiRAAiRAAiRAAhSw2AZIgARIgARI4D9M4ODhY/jr721BCdSrXV39vmLNRrS/+EKUTUz4DxNj0UmABEiABEiABEiABAqCAAWsgqDONEmABEiABEigkBBYuPRPPDT0jaC5GfbIHUgsXRJPPDcWk99/Go0b1C4kuWc2SIAESIAESIAESIAE/isEKGD9V2qa5SQBEiABEiABPwQ8Hg8yMt3GL48/Owa79x7ExDFPGX+LjIhAZmYmTp1OQalS8YiKjCRLEiABEiABEiABEiABEshXAhSw8hU3EyMBEiABEiCBwk1g4DPvYeee/Zg2boRPRuWY4SvvTsToEQ+hQvkymPzNAixbsR6tmzfCl9N/xN4DR3D5Zc3wfw/3whfTf8Q3cxYjPSMDt91wBXrdeCXi42JUfCeTTuOtj77C/MUrsf/gUbRq2hBPPNQT59arUbjBMHckQAIkQAIkQAIkQAIFSoACVoHiZ+IkQAIkQAIkULgIBBKwlvy+Fvc/PhJzJ76G6lUqYNT7U/DRxFnq/3e/th3S0tLx3qffqMLUrVkV1199KY4eS8LHk2bhzecexhWXNUdmphu3Pfgcjp1Iwm03XoFyiQn4/KsfsG3nXiyYOgoJpUoULhjMDQmQAAmQAAmQAAmQQKEhQAGr0FQFM0ICJEACJEACBU8gFAFrxuxF+GHy64iL9VpX9R38Ov7ddxhfffgsoqOj1N9ueWAEGjWohacH9sFPS1eh39A38eV7w9GkUV31+6Ztu3HD3U8aIlfBE2AOSIAESIAESIAESIAECiMBCliFsVaYJxIgARIgARIoIAKhCFhzF/6uLLJ0ePKVj7B5227l6F2Hh4e9qY4Sjn1lEMZOmIm3P56OhvVrGr+Lby0RsQY/1BO9b+5UQKVmsiRAAiRAAiRAAiRAAoWdAAWswl5DzB8JkAAJkAAJ5COB3AhYT48cjw2bd/oIWP2Hv6WOF4qA9ca4aRj3xXcY+8rAbCWqWb0yalSrmI8lZVIkQAIkQAIkQAIkQAJFiQAFrKJUW8wrCZAACZAACYSZQDgFrG/mLsHQl8bhm/EvoF7taj4lkdsQXS5XmEvH6EmABEiABEiABEiABIoqAQpYRbXmmG8SIAESIAESCAOBcApYp06noGuf/1M+swY/dBtqnV0ZO3btwzdzF6PrVRejw8VNw1AiRkkCJEACJEACJEACJFAcCFDAKg61yDKQAAmQAAmQQB4RCCRgLftjHe597DXMmzQS1SqfhdEfTMWcn37z8YH1zMhP8Pfmf3yOED761DtITUvHmJcHqBzKjYPPj56AX1f9beRYfGK9MOReNKh7dh6VgtGQAAmQAAmQAAmQAAkUNwIUsIpbjbI8JEACJEACJFAECKSkpuHQkeMom5iAkiXiikCOmUUSIAESIAESIAESIIGCJEABqyDpM20SIAESIAESIAESIAESIAESIAESIAESIAFbAhSwbBHxARIgARIgARIgARIgARIgARIgARIgARIggYIkQAGrIOkzbRIgARIgARIgARIgARIgARIgARIgARIgAVsCFLBsEfEBEiABEiABEiABEiABEiABEiABEiABEiCBgiRAAasg6TNtEiABEiABEiABEiABEiABEiABEiABEiABWwIUsGwR8QESIAESIAESIAESIAESIAESIAESIAESIIGCJEABqyDpM20SIAESIAESIAESIAESIAESIAESIAESIAFbAhSwbBHxARIgARIgARIgARIgARIgARIgARIgARIggYIkQAGrIOkzbRIgARIgARIgARIgARIgARIgARIgARIgAVsCFLBsEfEBEiABEiABEiABEiABEiABEiABEiABEiCBgiRAAasg6TNtEiABEiABEiABEiABEiABEiABEiABEiABWwIUsGwR8QESIAESIAESIAESIAESIAESIAESIAESIIGCJEABqyDpM20SIAESIAESIAESIAESIAESIAESIAESIAFbAhSwbBHxARIgARIgARIgARIgARIgARIgARIgARIggYIkQAGrIOkzbRIgARIgARIgARIgARIgARIgARIgARIgAVsCFLBsEfEBEiABEiABEiABEiABEiABEiABEiABEiCBgiRAAasg6TNtEpEzhZgAAADiSURBVCABEiABEiABEiABEiABEiABEiABEiABWwIUsGwR8QESIAESIAESIAESIAESIAESIAESIAESIIGCJEABqyDpM20SIAESIAESIAESIAESIAESIAESIAESIAFbAhSwbBHxARIgARIgARIgARIgARIgARIgARIgARIggYIkQAGrIOkzbRIgARIgARIgARIgARIgARIgARIgARIgAVsCFLBsEfEBEiABEiABEiABEiABEiABEiABEiABEiCBgiRAAasg6TNtEiABEiABEiABEiABEiABEiABEiABEiABWwL/D69BAij0ZiLIAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "region = df[df[\"Region\"] == \"AS_CAISO_EXP\"]\n",
    "region.set_index(\"Time\", inplace=True)\n",
    "\n",
    "columns = [\n",
    "    \"Non-Spinning Reserves\",\n",
    "    \"Spinning Reserves\",\n",
    "    \"Regulation Up\",\n",
    "    \"Regulation Down\",\n",
    "]\n",
    "fig = px.line(\n",
    "    region,\n",
    "    x=region.index,\n",
    "    y=columns,\n",
    "    title=\"Ancillary Services Prices for CAISO, Jan 2022\",\n",
    ")\n",
    "fig.show(\"svg\", width=1200, height=600)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Additional Ancillary Services Data\n",
    "\n",
    "There is also data about the amount of AS procured"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>Time</th>\n",
       "      <th>Region</th>\n",
       "      <th>Market</th>\n",
       "      <th>Non-Spinning Reserves Procured (MW)</th>\n",
       "      <th>Non-Spinning Reserves Self-Provided (MW)</th>\n",
       "      <th>Non-Spinning Reserves Total (MW)</th>\n",
       "      <th>Non-Spinning Reserves Total Cost</th>\n",
       "      <th>Regulation Down Procured (MW)</th>\n",
       "      <th>Regulation Down Self-Provided (MW)</th>\n",
       "      <th>Regulation Down Total (MW)</th>\n",
       "      <th>...</th>\n",
       "      <th>Regulation Mileage Up Total (MW)</th>\n",
       "      <th>Regulation Mileage Up Total Cost</th>\n",
       "      <th>Regulation Up Procured (MW)</th>\n",
       "      <th>Regulation Up Self-Provided (MW)</th>\n",
       "      <th>Regulation Up Total (MW)</th>\n",
       "      <th>Regulation Up Total Cost</th>\n",
       "      <th>Spinning Reserves Procured (MW)</th>\n",
       "      <th>Spinning Reserves Self-Provided (MW)</th>\n",
       "      <th>Spinning Reserves Total (MW)</th>\n",
       "      <th>Spinning Reserves Total Cost</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2022-10-15 00:00:00-07:00</td>\n",
       "      <td>AS_CAISO</td>\n",
       "      <td>DAM</td>\n",
       "      <td>710.75</td>\n",
       "      <td>5.92</td>\n",
       "      <td>716.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>690.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>690.00</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>450.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>450.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>713.67</td>\n",
       "      <td>3.0</td>\n",
       "      <td>716.67</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2022-10-15 00:00:00-07:00</td>\n",
       "      <td>AS_CAISO_EXP</td>\n",
       "      <td>DAM</td>\n",
       "      <td>710.75</td>\n",
       "      <td>5.92</td>\n",
       "      <td>716.67</td>\n",
       "      <td>85.29</td>\n",
       "      <td>690.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>690.00</td>\n",
       "      <td>...</td>\n",
       "      <td>1709.08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>460.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>460.00</td>\n",
       "      <td>2254.0</td>\n",
       "      <td>713.67</td>\n",
       "      <td>3.0</td>\n",
       "      <td>716.67</td>\n",
       "      <td>713.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2022-10-15 00:00:00-07:00</td>\n",
       "      <td>AS_NP26</td>\n",
       "      <td>DAM</td>\n",
       "      <td>499.71</td>\n",
       "      <td>2.92</td>\n",
       "      <td>502.63</td>\n",
       "      <td>0.00</td>\n",
       "      <td>270.51</td>\n",
       "      <td>0.0</td>\n",
       "      <td>270.51</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>213.91</td>\n",
       "      <td>0.0</td>\n",
       "      <td>213.91</td>\n",
       "      <td>0.0</td>\n",
       "      <td>504.14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>504.14</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2022-10-15 00:00:00-07:00</td>\n",
       "      <td>AS_NP26_EXP</td>\n",
       "      <td>DAM</td>\n",
       "      <td>499.71</td>\n",
       "      <td>2.92</td>\n",
       "      <td>502.63</td>\n",
       "      <td>0.00</td>\n",
       "      <td>270.51</td>\n",
       "      <td>0.0</td>\n",
       "      <td>270.51</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>223.91</td>\n",
       "      <td>0.0</td>\n",
       "      <td>223.91</td>\n",
       "      <td>0.0</td>\n",
       "      <td>504.14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>504.14</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2022-10-15 00:00:00-07:00</td>\n",
       "      <td>AS_SP26</td>\n",
       "      <td>DAM</td>\n",
       "      <td>211.04</td>\n",
       "      <td>3.00</td>\n",
       "      <td>214.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>419.49</td>\n",
       "      <td>0.0</td>\n",
       "      <td>419.49</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>236.09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>236.09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>209.53</td>\n",
       "      <td>3.0</td>\n",
       "      <td>212.53</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Time        Region Market  \\\n",
       "0 2022-10-15 00:00:00-07:00      AS_CAISO    DAM   \n",
       "1 2022-10-15 00:00:00-07:00  AS_CAISO_EXP    DAM   \n",
       "2 2022-10-15 00:00:00-07:00       AS_NP26    DAM   \n",
       "3 2022-10-15 00:00:00-07:00   AS_NP26_EXP    DAM   \n",
       "4 2022-10-15 00:00:00-07:00       AS_SP26    DAM   \n",
       "\n",
       "   Non-Spinning Reserves Procured (MW)  \\\n",
       "0                               710.75   \n",
       "1                               710.75   \n",
       "2                               499.71   \n",
       "3                               499.71   \n",
       "4                               211.04   \n",
       "\n",
       "   Non-Spinning Reserves Self-Provided (MW)  Non-Spinning Reserves Total (MW)  \\\n",
       "0                                      5.92                            716.67   \n",
       "1                                      5.92                            716.67   \n",
       "2                                      2.92                            502.63   \n",
       "3                                      2.92                            502.63   \n",
       "4                                      3.00                            214.04   \n",
       "\n",
       "   Non-Spinning Reserves Total Cost  Regulation Down Procured (MW)  \\\n",
       "0                              0.00                         690.00   \n",
       "1                             85.29                         690.00   \n",
       "2                              0.00                         270.51   \n",
       "3                              0.00                         270.51   \n",
       "4                              0.00                         419.49   \n",
       "\n",
       "   Regulation Down Self-Provided (MW)  Regulation Down Total (MW)  ...  \\\n",
       "0                                 0.0                      690.00  ...   \n",
       "1                                 0.0                      690.00  ...   \n",
       "2                                 0.0                      270.51  ...   \n",
       "3                                 0.0                      270.51  ...   \n",
       "4                                 0.0                      419.49  ...   \n",
       "\n",
       "   Regulation Mileage Up Total (MW)  Regulation Mileage Up Total Cost  \\\n",
       "0                               NaN                               NaN   \n",
       "1                           1709.08                               0.0   \n",
       "2                               NaN                               NaN   \n",
       "3                               NaN                               NaN   \n",
       "4                               NaN                               NaN   \n",
       "\n",
       "   Regulation Up Procured (MW)  Regulation Up Self-Provided (MW)  \\\n",
       "0                       450.00                               0.0   \n",
       "1                       460.00                               0.0   \n",
       "2                       213.91                               0.0   \n",
       "3                       223.91                               0.0   \n",
       "4                       236.09                               0.0   \n",
       "\n",
       "   Regulation Up Total (MW)  Regulation Up Total Cost  \\\n",
       "0                    450.00                       0.0   \n",
       "1                    460.00                    2254.0   \n",
       "2                    213.91                       0.0   \n",
       "3                    223.91                       0.0   \n",
       "4                    236.09                       0.0   \n",
       "\n",
       "   Spinning Reserves Procured (MW)  Spinning Reserves Self-Provided (MW)  \\\n",
       "0                           713.67                                   3.0   \n",
       "1                           713.67                                   3.0   \n",
       "2                           504.14                                   0.0   \n",
       "3                           504.14                                   0.0   \n",
       "4                           209.53                                   3.0   \n",
       "\n",
       "   Spinning Reserves Total (MW)  Spinning Reserves Total Cost  \n",
       "0                        716.67                          0.00  \n",
       "1                        716.67                        713.67  \n",
       "2                        504.14                          0.00  \n",
       "3                        504.14                          0.00  \n",
       "4                        212.53                          0.00  \n",
       "\n",
       "[5 rows x 27 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "date = \"Oct 15, 2022\"\n",
    "market = \"DAM\"  # or \"RTM\"\n",
    "df = iso.get_as_procurement(date, market=market)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Available columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Time',\n",
       " 'Region',\n",
       " 'Market',\n",
       " 'Non-Spinning Reserves Procured (MW)',\n",
       " 'Non-Spinning Reserves Self-Provided (MW)',\n",
       " 'Non-Spinning Reserves Total (MW)',\n",
       " 'Non-Spinning Reserves Total Cost',\n",
       " 'Regulation Down Procured (MW)',\n",
       " 'Regulation Down Self-Provided (MW)',\n",
       " 'Regulation Down Total (MW)',\n",
       " 'Regulation Down Total Cost',\n",
       " 'Regulation Mileage Down Procured (MW)',\n",
       " 'Regulation Mileage Down Self-Provided (MW)',\n",
       " 'Regulation Mileage Down Total (MW)',\n",
       " 'Regulation Mileage Down Total Cost',\n",
       " 'Regulation Mileage Up Procured (MW)',\n",
       " 'Regulation Mileage Up Self-Provided (MW)',\n",
       " 'Regulation Mileage Up Total (MW)',\n",
       " 'Regulation Mileage Up Total Cost',\n",
       " 'Regulation Up Procured (MW)',\n",
       " 'Regulation Up Self-Provided (MW)',\n",
       " 'Regulation Up Total (MW)',\n",
       " 'Regulation Up Total Cost',\n",
       " 'Spinning Reserves Procured (MW)',\n",
       " 'Spinning Reserves Self-Provided (MW)',\n",
       " 'Spinning Reserves Total (MW)',\n",
       " 'Spinning Reserves Total Cost']"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns.tolist()"
   ]
  }
 ],
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