{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## OpenEAGGR ISEA4TPandas key features\n",
    "\n",
    "You can try out vgridpandas by using the cloud-computing platforms below without having to install anything on your computer:\n",
    "\n",
    "[![image](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/opengeoshub/vgridpandas/blob/main/docs/notebooks/07_isea4t.ipynb)\n",
    "[![image](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/opengeoshub/vgridpandas/HEAD?filepath=docs/notebooks/07_isea4t.ipynb)\n",
    "[![image](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/opengeoshub/vgridpandas/blob/main/docs/notebooks/07_isea4t.ipynb)\n",
    "[![image](https://jupyterlite.rtfd.io/en/latest/_static/badge.svg)](https://jupyterlite.gishub.vn/lab/index.html?path=notebooks/vgridpandas/07_isea4t.ipynb)\n",
    "\n",
    "Full VgridPandas DGGS documentation is available at [vgridpandas document](https://vgridpandas.gishub.vn).\n",
    "\n",
    "To work with Vgrid in Python or CLI, use [vgrid](https://pypi.org/project/vgrid/) package. Full Vgrid DGGS documentation is available at [vgrid document](https://vgrid.gishub.vn).\n",
    "\n",
    "To work with Vgrid DGGS in QGIS, install the [Vgrid Plugin](https://plugins.qgis.org/plugins/vgridtools/).\n",
    "\n",
    "To visualize DGGS in Maplibre GL JS, try the [vgrid-maplibre](https://www.npmjs.com/package/vgrid-maplibre) library.\n",
    "\n",
    "For an interactive demo, visit the [Vgrid Homepage](https://vgrid.vn)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Install vgridpandas\n",
    "Uncomment the following line to install [vgridpandas](https://pypi.org/project/vgridpandas/)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %pip install vgridpandas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Latlon to ISEA4T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lon</th>\n",
       "      <th>lat</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
       "      <th>total_bedrooms</th>\n",
       "      <th>population</th>\n",
       "      <th>households</th>\n",
       "      <th>median_income</th>\n",
       "      <th>median_house_value</th>\n",
       "      <th>ocean_proximity</th>\n",
       "      <th>isea4t</th>\n",
       "      <th>isea4t_res</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-122.23</td>\n",
       "      <td>37.88</td>\n",
       "      <td>41</td>\n",
       "      <td>880</td>\n",
       "      <td>129.0</td>\n",
       "      <td>322</td>\n",
       "      <td>126</td>\n",
       "      <td>8.3252</td>\n",
       "      <td>452600</td>\n",
       "      <td>NEAR BAY</td>\n",
       "      <td>003013201</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-122.22</td>\n",
       "      <td>37.86</td>\n",
       "      <td>21</td>\n",
       "      <td>7099</td>\n",
       "      <td>1106.0</td>\n",
       "      <td>2401</td>\n",
       "      <td>1138</td>\n",
       "      <td>8.3014</td>\n",
       "      <td>358500</td>\n",
       "      <td>NEAR BAY</td>\n",
       "      <td>003013200</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-122.24</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52</td>\n",
       "      <td>1467</td>\n",
       "      <td>190.0</td>\n",
       "      <td>496</td>\n",
       "      <td>177</td>\n",
       "      <td>7.2574</td>\n",
       "      <td>352100</td>\n",
       "      <td>NEAR BAY</td>\n",
       "      <td>003013200</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-122.25</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52</td>\n",
       "      <td>1274</td>\n",
       "      <td>235.0</td>\n",
       "      <td>558</td>\n",
       "      <td>219</td>\n",
       "      <td>5.6431</td>\n",
       "      <td>341300</td>\n",
       "      <td>NEAR BAY</td>\n",
       "      <td>003013200</td>\n",
       "      <td>7</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-122.25</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52</td>\n",
       "      <td>1627</td>\n",
       "      <td>280.0</td>\n",
       "      <td>565</td>\n",
       "      <td>259</td>\n",
       "      <td>3.8462</td>\n",
       "      <td>342200</td>\n",
       "      <td>NEAR BAY</td>\n",
       "      <td>003013200</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>20635</th>\n",
       "      <td>-121.09</td>\n",
       "      <td>39.48</td>\n",
       "      <td>25</td>\n",
       "      <td>1665</td>\n",
       "      <td>374.0</td>\n",
       "      <td>845</td>\n",
       "      <td>330</td>\n",
       "      <td>1.5603</td>\n",
       "      <td>78100</td>\n",
       "      <td>INLAND</td>\n",
       "      <td>003003002</td>\n",
       "      <td>7</td>\n",
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       "    <tr>\n",
       "      <th>20636</th>\n",
       "      <td>-121.21</td>\n",
       "      <td>39.49</td>\n",
       "      <td>18</td>\n",
       "      <td>697</td>\n",
       "      <td>150.0</td>\n",
       "      <td>356</td>\n",
       "      <td>114</td>\n",
       "      <td>2.5568</td>\n",
       "      <td>77100</td>\n",
       "      <td>INLAND</td>\n",
       "      <td>003003021</td>\n",
       "      <td>7</td>\n",
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       "    <tr>\n",
       "      <th>20637</th>\n",
       "      <td>-121.22</td>\n",
       "      <td>39.43</td>\n",
       "      <td>17</td>\n",
       "      <td>2254</td>\n",
       "      <td>485.0</td>\n",
       "      <td>1007</td>\n",
       "      <td>433</td>\n",
       "      <td>1.7000</td>\n",
       "      <td>92300</td>\n",
       "      <td>INLAND</td>\n",
       "      <td>003003021</td>\n",
       "      <td>7</td>\n",
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       "    <tr>\n",
       "      <th>20638</th>\n",
       "      <td>-121.32</td>\n",
       "      <td>39.43</td>\n",
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       "      <td>1860</td>\n",
       "      <td>409.0</td>\n",
       "      <td>741</td>\n",
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       "      <td>1387</td>\n",
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       "      <td>2.3886</td>\n",
       "      <td>89400</td>\n",
       "      <td>INLAND</td>\n",
       "      <td>003003002</td>\n",
       "      <td>7</td>\n",
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       "<p>20640 rows × 12 columns</p>\n",
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       "          lon    lat  housing_median_age  total_rooms  total_bedrooms  \\\n",
       "0     -122.23  37.88                  41          880           129.0   \n",
       "1     -122.22  37.86                  21         7099          1106.0   \n",
       "2     -122.24  37.85                  52         1467           190.0   \n",
       "3     -122.25  37.85                  52         1274           235.0   \n",
       "4     -122.25  37.85                  52         1627           280.0   \n",
       "...       ...    ...                 ...          ...             ...   \n",
       "20635 -121.09  39.48                  25         1665           374.0   \n",
       "20636 -121.21  39.49                  18          697           150.0   \n",
       "20637 -121.22  39.43                  17         2254           485.0   \n",
       "20638 -121.32  39.43                  18         1860           409.0   \n",
       "20639 -121.24  39.37                  16         2785           616.0   \n",
       "\n",
       "       population  households  median_income  median_house_value  \\\n",
       "0             322         126         8.3252              452600   \n",
       "1            2401        1138         8.3014              358500   \n",
       "2             496         177         7.2574              352100   \n",
       "3             558         219         5.6431              341300   \n",
       "4             565         259         3.8462              342200   \n",
       "...           ...         ...            ...                 ...   \n",
       "20635         845         330         1.5603               78100   \n",
       "20636         356         114         2.5568               77100   \n",
       "20637        1007         433         1.7000               92300   \n",
       "20638         741         349         1.8672               84700   \n",
       "20639        1387         530         2.3886               89400   \n",
       "\n",
       "      ocean_proximity     isea4t  isea4t_res  \n",
       "0            NEAR BAY  003013201           7  \n",
       "1            NEAR BAY  003013200           7  \n",
       "2            NEAR BAY  003013200           7  \n",
       "3            NEAR BAY  003013200           7  \n",
       "4            NEAR BAY  003013200           7  \n",
       "...               ...        ...         ...  \n",
       "20635          INLAND  003003002           7  \n",
       "20636          INLAND  003003021           7  \n",
       "20637          INLAND  003003021           7  \n",
       "20638          INLAND  003003213           7  \n",
       "20639          INLAND  003003002           7  \n",
       "\n",
       "[20640 rows x 12 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from vgridpandas import isea4tpandas\n",
    "\n",
    "df = pd.read_csv('https://raw.githubusercontent.com/opengeoshub/vopendata/main/csv/housing.csv')\n",
    "resolution = 7\n",
    "df = df.isea4t.latlon2isea4t(resolution, lat_col='lat', lon_col='lon')\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### GeoPandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>latitude</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
       "      <th>total_bedrooms</th>\n",
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       "      <td>41.0</td>\n",
       "      <td>880.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>322.0</td>\n",
       "      <td>126.0</td>\n",
       "      <td>8.3252</td>\n",
       "      <td>452600.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-122.22</td>\n",
       "      <td>37.86</td>\n",
       "      <td>21.0</td>\n",
       "      <td>7099.0</td>\n",
       "      <td>1106.0</td>\n",
       "      <td>2401.0</td>\n",
       "      <td>1138.0</td>\n",
       "      <td>8.3014</td>\n",
       "      <td>358500.0</td>\n",
       "      <td>NEAR BAY</td>\n",
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       "      <td>003013200</td>\n",
       "      <td>7</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-122.24</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1467.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>496.0</td>\n",
       "      <td>177.0</td>\n",
       "      <td>7.2574</td>\n",
       "      <td>352100.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "      <td>POINT (-122.24 37.85)</td>\n",
       "      <td>003013200</td>\n",
       "      <td>7</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-122.25</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1274.0</td>\n",
       "      <td>235.0</td>\n",
       "      <td>558.0</td>\n",
       "      <td>219.0</td>\n",
       "      <td>5.6431</td>\n",
       "      <td>341300.0</td>\n",
       "      <td>NEAR BAY</td>\n",
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       "      <td>003013200</td>\n",
       "      <td>7</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-122.25</td>\n",
       "      <td>37.85</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1627.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>565.0</td>\n",
       "      <td>259.0</td>\n",
       "      <td>3.8462</td>\n",
       "      <td>342200.0</td>\n",
       "      <td>NEAR BAY</td>\n",
       "      <td>POINT (-122.25 37.85)</td>\n",
       "      <td>003013200</td>\n",
       "      <td>7</td>\n",
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       "      <td>25.0</td>\n",
       "      <td>1665.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>845.0</td>\n",
       "      <td>330.0</td>\n",
       "      <td>1.5603</td>\n",
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       "      <td>-121.21</td>\n",
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       "      <td>18.0</td>\n",
       "      <td>697.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>356.0</td>\n",
       "      <td>114.0</td>\n",
       "      <td>2.5568</td>\n",
       "      <td>77100.0</td>\n",
       "      <td>INLAND</td>\n",
       "      <td>POINT (-121.21 39.49)</td>\n",
       "      <td>003003021</td>\n",
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       "      <th>20637</th>\n",
       "      <td>-121.22</td>\n",
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       "      <td>17.0</td>\n",
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       "      <td>1007.0</td>\n",
       "      <td>433.0</td>\n",
       "      <td>1.7000</td>\n",
       "      <td>92300.0</td>\n",
       "      <td>INLAND</td>\n",
       "      <td>POINT (-121.22 39.43)</td>\n",
       "      <td>003003021</td>\n",
       "      <td>7</td>\n",
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       "      <td>39.43</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1860.0</td>\n",
       "      <td>409.0</td>\n",
       "      <td>741.0</td>\n",
       "      <td>349.0</td>\n",
       "      <td>1.8672</td>\n",
       "      <td>84700.0</td>\n",
       "      <td>INLAND</td>\n",
       "      <td>POINT (-121.32 39.43)</td>\n",
       "      <td>003003213</td>\n",
       "      <td>7</td>\n",
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       "      <td>-121.24</td>\n",
       "      <td>39.37</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2785.0</td>\n",
       "      <td>616.0</td>\n",
       "      <td>1387.0</td>\n",
       "      <td>530.0</td>\n",
       "      <td>2.3886</td>\n",
       "      <td>89400.0</td>\n",
       "      <td>INLAND</td>\n",
       "      <td>POINT (-121.24 39.37)</td>\n",
       "      <td>003003002</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20640 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       longitude  latitude  housing_median_age  total_rooms  total_bedrooms  \\\n",
       "0        -122.23     37.88                41.0        880.0           129.0   \n",
       "1        -122.22     37.86                21.0       7099.0          1106.0   \n",
       "2        -122.24     37.85                52.0       1467.0           190.0   \n",
       "3        -122.25     37.85                52.0       1274.0           235.0   \n",
       "4        -122.25     37.85                52.0       1627.0           280.0   \n",
       "...          ...       ...                 ...          ...             ...   \n",
       "20635    -121.09     39.48                25.0       1665.0           374.0   \n",
       "20636    -121.21     39.49                18.0        697.0           150.0   \n",
       "20637    -121.22     39.43                17.0       2254.0           485.0   \n",
       "20638    -121.32     39.43                18.0       1860.0           409.0   \n",
       "20639    -121.24     39.37                16.0       2785.0           616.0   \n",
       "\n",
       "       population  households  median_income  median_house_value  \\\n",
       "0           322.0       126.0         8.3252            452600.0   \n",
       "1          2401.0      1138.0         8.3014            358500.0   \n",
       "2           496.0       177.0         7.2574            352100.0   \n",
       "3           558.0       219.0         5.6431            341300.0   \n",
       "4           565.0       259.0         3.8462            342200.0   \n",
       "...           ...         ...            ...                 ...   \n",
       "20635       845.0       330.0         1.5603             78100.0   \n",
       "20636       356.0       114.0         2.5568             77100.0   \n",
       "20637      1007.0       433.0         1.7000             92300.0   \n",
       "20638       741.0       349.0         1.8672             84700.0   \n",
       "20639      1387.0       530.0         2.3886             89400.0   \n",
       "\n",
       "      ocean_proximity               geometry     isea4t  isea4t_res  \n",
       "0            NEAR BAY  POINT (-122.23 37.88)  003013201           7  \n",
       "1            NEAR BAY  POINT (-122.22 37.86)  003013200           7  \n",
       "2            NEAR BAY  POINT (-122.24 37.85)  003013200           7  \n",
       "3            NEAR BAY  POINT (-122.25 37.85)  003013200           7  \n",
       "4            NEAR BAY  POINT (-122.25 37.85)  003013200           7  \n",
       "...               ...                    ...        ...         ...  \n",
       "20635          INLAND  POINT (-121.09 39.48)  003003002           7  \n",
       "20636          INLAND  POINT (-121.21 39.49)  003003021           7  \n",
       "20637          INLAND  POINT (-121.22 39.43)  003003021           7  \n",
       "20638          INLAND  POINT (-121.32 39.43)  003003213           7  \n",
       "20639          INLAND  POINT (-121.24 39.37)  003003002           7  \n",
       "\n",
       "[20640 rows x 13 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "\n",
    "df = gpd.read_file('https://raw.githubusercontent.com/opengeoshub/vopendata/main/shape/housing.geojson')\n",
    "resolution = 7\n",
    "df = df.isea4t.latlon2isea4t(resolution)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ISEA4T to geo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = df.isea4t.isea4t2geo(isea4t_col='isea4t', fix_antimeridian = None)\n",
    "df.plot(edgecolor='white')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### (Multi)Polygon to ISEA4T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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qzu39xuBs2U0DqiOrsz1Kfr8FqVMmR1E3J5TIkR4lc6SXzFtu13Si3WIASpsTFSwp3idUV5pCoXhv4CL95i3Qe+lRfVD0LhNyDrkzpkPrshH9y6Ijo4MdZrcrjaCnL9Dmp4QNisiL12/EidvVITW+rFMgwm0pkyfDnA6e0rnWev5+iz4vjx8F4Oy+G/1xMZknd/xmkPgdDVl5CrWm7kLx7zej1bx9Yiuw9lQArj94N16FwZIaM6L4EFClNIVCYfOw9DNyzWmcC4zqWM1RIPT4odfPP8duIaYRYcyazGhbWoKDj2btQfis2QRnq98d7L10H71q5MNPPpfx9IXuhQypX0iyN1/9cypWcXZcoPP2Jt8AtC2XEzO2XYxSQmTQyRlvvGg4pE6JYtmc5LWy/Pf6zRtlGKl4r1FFZYVCkSR0RX8c0umKjGZC/jsjwuJRTYrH+Fif18yPyvlcMWnzOZy/Y3wsSEIxau0ZKasxUCM1C2VG7xr54H32DlYeuWW15x27/izYvD+3o6dJ938S9gqBIc9lpElg8DNxGlcz2BTvMyowUigUNq0r8n/0DN/8ezrG+x28+lBa7z8p5y6lMmNUyJMBg+oUxMErD+LkPm1pLtx5gqUHrktAVCW/K2a0LYW7Ic/RY8lRqz7vrUfP8JPPFZTNlQFlc7nEen9qkTgEl92AH8/Zizk7LiVIB59CkViowEihUNgkzEpwAe697KhkLWJj3Iaz8i+9fyLjms5OtDts1++48CBshenbLuDZy9dY/Fl5pE6VHC0TSAhOz6ZHT19gRjtdtiomvm1UBIWyOIptwJ2QMCzwuYK7j8Mkk6dQvI+owEihUNisrojlJr+AEDMyIZdRJlImhKbPP7YthfT2qdDulwOJpisyBrvppmy5IG3z9BbaOKA6tg2qgWltPNDUww1p7axziqaWaNz6s9IB16Vyrmjv17B4VnSpnBvrTgVg7ckAuY7Deseu91NmkYr3FtWubyaqXV+hsD7MRlAHw6wGO6dO3QrC6VshOO0fhPtPovccSmuXAj5Da0rnV+WJulb3z73yYWj9QtK9Nn/XFZt7+9iJtvnL6nB3SYvVJ/zFvTuvgcdQ6ItXuB30HCdvBWHH+bvYfvaudJTFFwaM//WtIn5GHqM2RwkYc2ZIi40DqiHo2UtUCT+WhvzTpxI8cjirln7Fe7d+q8DISgdWoVDEXVfEwCatXUqZEcbWdc4209ya7z1+LoNjT93imI8gnPYPxqOnL/W/36xUdskQfb/mDM7cDsaKnpVw5PpDtPnpgM2+JdUKZMTSbhXw8+7LGLf+HOxTaR5DziiZPb2MPKElAXU+DBrpcURPpxM3HsH77F3sunA3TpkwBmGr+lbBP0dvYfDKk/rrKQpf1bcy8mdygNfknQgIieq8zU61tf2rymtSKJICKjBK5AOrUCjipiti1xO1NpNalkR2lzTwGL1FWvBZHqtXLAvK5s6A3K5ppeVeMyAMCGaQoAuWfG8H4/umxeDmZC/ZFi7y5cZ744Ut1dCMsLBLWVQtkBHlxm4TfyZj2TAGIyVzOKNE9vTwzOWMnBnSyW1soX/y/JW0+B9jsOR3B7sv34/RukCDZbsmHtlQ/Ycd+gBoZJOi6FIpN7786wT+O3E72t+d2LIEWnnmUFkjRZJABUaJfGAVCkXcGL7aV7q1OPH+r16V8PvB6/hula/R+7L1vm7RLOLanMs1LRzsUyJl8ne6HAYMH8/eC9/bpumUEhMGe9QXHbj6EB1/MU0g7pg6JYpnT69zrw7PLGV3SavPvFG0fv3BUxy7/ghbzgZi/+WHUR4ji1Nq7BpaE+cDH0vXWf1iWfBTp7JYd+o2+i0/HuPzswOQzuN08aYmTKGwZVRglMgHVqFQmAddlbeeuYM+vx/TX8dOsrpFsqDyRO8YtUUajImq5cuIrxsWRpFs6bH2pD/6/3EiybwV3zQsjO7V8qLZnL1SIowL6dOkQvHsTiiZ3VnMIkvndEHW9PZy28vXb/D4+Utcu/9UhvBu9ruDo9cfoW/N/BhcryC++vsURjYthsfPXqKSEV2RMXpWzyvHW5XUFLaOCowS+cAqFArTYXbjzuMwNJjug8cGrfk5XNJg+2AvnLwZhNY/mTYigyW3Fb0qif6mpYXHalgbZoCYgWHwUn2y6bPfYiNDOjspv73LLLkgk2NqfbDEMpxLOjvJsLGUWWvKTvgHRdUVGYOlSu/BNZDN2V45YitsGhUYJfKBVSgUpuuKKChuPnef0SzJoLoFJaPRdsF+HL72blSFMZzTpsKWgdWROlUKlBu3zeZ1RcZoU9Ydk1qVxNf/nMKfh427fVsCBkYMlphVom6JAnB2yLEkxuMW/OwFLt8LFUPMjacDcS4Gp/DaRTJjYZdyVnutCoUlUIGRlVCBkUJhedhB9tu+a0Zvo37FZ5gXXr1+G2N5hxKXRV3KiYCZ4m0KsZMinOe2/otqki3ThOfWhjqtnzuXlW43dv/9uvcKirilh4e7s5TmSNir1+K7dPHOY5m5tsE3AFfuvRsyu6x7BVTMk0EJsRVJfv1WQ2QVCkWi6oroyxNdUEToDM35Xpwp1rVKbizaa/y+3avmRc3CmTFt6/kkGxS9m/3mi5W9K2Pcx8XxTTTCc0tBk8fpbTxkDlq3xUekBZ/dbp0XHdLfrpXgGCiVcndB1QKZZODt85ev8Sj0hcydu3L3Carmz2jV16pQJAQqMFIoFIkWFN0NCcOQv9/550QHW8Y/q5IHg+sVwpL916J49njmdBYB8PEbjzDT+xKSOiwZsiusZRl3TNt6AfdMEJ7HBZbOKHBnlqjl/H3wf/Qcfx66iTZlcyCPa1pcffAU/kHP5LLJNzCC+SNLcCzFlXJ3lg5Cr0KZ5TaW4VKl0JXkFIqkiDJ4NBNVSlMoLKcrYsnrpInZHY8c6fFfv6pYfdwfA1e86zRjqWfzwOri81N+3DY8T4K6ImNkS2+PnUNriut3KyuJyNkF16N6Xnz1zymsPHJLP1eOAvAbD5+i4YzdJj0OY6Dcrun0miUGS7QRsE+VQi/w1vRLCkVioUppCoXCpstFDGD61cqPvZceYKNvgAwojQkGUH8fvYmPS2XH5M3n9F1TNCikn07r+fvem6CI3A5+jnk7L6F/rQIon8cFh67GLDw3l1qFM6NXjXzYciZQHxSRB6EvZLjtd42KoH7RLNLSHxsc9nv1fqhc1py8rddKcbSJllmix1JRt/TiZK4ZeapgSWGLqIyRmaiMkUIRf5gtYhaBMKvAhZJaonuPw3A2IAS7L96XTqiHTyOWkDI7ppZsBgXATWbvRbeqeTD8o6KY6X0B07ZefO/eGgrPdw3zwutYhOfm4pbeXrJs1AiVH+8d5XaWwrwH1YCjfSqUHrPVYs/L+W8FMjuEa5acJVgqlNVRSnlvwrOIKlhSWAvVlZbIB1ahUMQMA6N6031kEdbGXHChLJzVSZ9VePbiNe48fo4z/gyW7mGjbyA6Vswlwt/Jm87Jv2duh6Dp7L3v7eFu6pENM9uVxth1fvhlz9V4Px4Dj5W9K6FoNifUmbpLxogYo2ahzPj1s3KYu+MSJm0+D2vB979gFkd9ZqmFZw55/5VhpMLSqMDISqjASKGwnKnj9nN30XPp0SgLd4EsDiihd252RqEsjtIG/iY8WKKeiOU4tpBXmuCN4GdRZ4u9T6z6vLIcg1Jjtsbbm+mrBoWkhPbtv6dj9Ula2rU8yuXJgDJjtsncOWvTqERWzO1QBg9DX8CJ413CZ+EpFAm5fpv9qfPx8UGTJk2QLVs2EdKtXr06wu3c5Y0YMQJubm5IkyYN6tSpg4sXY05x586dWx4r8qVv3776+1y+fBnNmzdHpkyZ5A9q06YN7tyJWPt++PAhOnToILc7OzujW7duePLkSYT7nDp1CtWqVYO9vT3c3d0xadIkcw+BQqGwAFz06hXLKvPODKH25GzAY/x15Cb+t9oXjWfuQdERm/HRrN343ypfrD11G68papHBqilx9H91seGLahjXrDg+KecuU+kZXL1PjFxzBmlTp8TkViXj9ThehTKhj1d+7Dh31yTzyO/X+kmZa3aH0rA27HSb0toD/o+eosmsPRL4cj1RKBIaswOj0NBQeHh4YM6cOUZvZ6Axc+ZMzJ8/HwcPHkS6dOlQv359PH8evb384cOHERAQoL9s3aqrabdu3Vr/nPXq1ZNgafv27di7dy9evHghAdobA/czBkVnzpyR31+3bp0EcT179owQLfJxcuXKhaNHj2Ly5Mn4/vvvsWDBAnMPg0KhsFDL/uiPi4n2JCZevH4DX/8QLD90A+cCHsugWGYVmD3ZevYO0qRKjmals2NiixLYMKAa/EY3wNp+VeWxW5fJIdmW2J7DlqEv08ojN9GohBuyu+jmnplLVid78YK6F/IcPZYeMel3Lt97gsX7rokrdmE3R1gLjhWZ37GMlM9azNsn9gAUnjM4UiiSlPiagcqqVavQrFkz+ZkPxUzS4MGDMWTIELmOKassWbLgt99+Q9u2bU163IEDB0pgw0wTn2PLli1o2LAhHj16pE9/8XFdXFzkNmalzp49i6JFi0qQVbZsWbnPpk2b0KhRI9y6dUte17x58/Ddd98hMDAQdnZ2cp+vv/5asl7nzp0z6bWpUppCYVl43hi+2hfLDt6I9b7UoLCsdC4wBENWnpJM0bazd/TlOJe0qdCwuJss5NTQcOyFNvmdZTe/2yE4cTNIAg1ert5/kmQWX/4tPkNr4vK9x/holnmaKgaFf/WqKMev7nQfXH/w1OTfdUqTEruH1cLDJ2GoOXUXrMHIJkXRpVJuDFxxHGtOBhg4ntcU+4DkSTioVXwApbSYuHr1qgQdDFQ0+CIqVKiA/ftN8+FgJmjZsmXo2rWr3vMiLCxM/j91at3QQ8JSWPLkybFnzx75mY/P8pkWFBG+Dt6HmSvtPtWrV9cHRYTZrPPnz0vQZQw+Nw+m4UWhUFgOxiVDGxTWj56IacDq/I6e0r3W5qf9OBf4WDJIbDvPmymd3OfR05dyXZ/fj6HG5J1SgqO30cg1vth1/h4yOqRG23LumP5JKRl8emZUAxEi/69xERE558mYTjx5bBF27M30voii2dKLMNocvqxTUAbHsjRmTlBEQp69EqF7nkwOaOGZHZamfrGsYt65/nSAPigifJ/HrPNTQZEiwbFoYMSgiDBDZAh/1m6LDWZvgoKC8Omnn+qvq1ixopTkvvrqKzx9+lRKa8xIvX79Wkpv2nNnzhzxZJEyZUpkyJBB/9z819hrM3ztkZkwYYIEd9qFuiSFQmE5WD5xSJ0SA+sUiPF+HKyaxckeXX87jKcvdCV0ukI/f/kG8zuUifb36Bq9eN91ySpVm7QDRUZsRuUJ3rLo7r98X6bCs9ONnV87hnjB9/v6+LNnRXHSblzCDe4Z0tjM271o71UEBD3D5Nama42qF8goflG7LtzDchOycsb44/BNsUj4vkkxWBIe26ltPHA76Bn6/3E8yu30RKKbOYX6CkVCYXOS/4ULF0rZjKUvDQquV65cibVr18LBwUECFAZPnp6ekhGyJt98842k3bTLzZvWm3atUHyosNTTuVJu5M/sYPT2ThVzoWEJN/yy+6qMy9Cgzmjq1vPSxcaOJnPMExfuuYqui4+gysQdKDx8E6pP2o6JG8/iyPWHyOWaFp9Vzi3jMlhGOv19PRmSOrR+Iclw0JU6MQh79Qaj1vpJ5mtA7fyx3p++Twz47j8OQ7fFh+P8vPQXGrHmDJzSpML3TYtZrE2fHWipkidDy7n7YhSeq+40RZKdlZY1q+7ExG4xdqVp8OdSpUrF+vvXr1/Htm3b8O+//0a5jaJpdqbdv39fMkEsm/H58ubNq3/uu3fvRvidV69eSaea9rr4b+RONu1n7T6RYfnOsISnUCisA1vxR35UFJ3Ch5dqFMvmhBFNiuLM7WBM3BRVC7h0/3UJqsY1L4ENp03LTBvjxsNnmL/rilw08mdKJwFZhTwZUCCLI8rldkHqlLoxF0FPX+DkzSBx5D7tT81SUKzu3ZZgi98dyXT1rpEfP+++os+eGQs2Z7f3lM69BjN8YNCnEif2X36AzWcC0b68O2ZuuxjFfNNcmJEr5uaEwStPIiDkeazC8+als6sASZEgWDTdkidPHgkwvL3fOalSk0ONT6VKlWL9/V9//VXKYY0bN472PhkzZpSgiN1pDISaNm0q1/PxmUVit5kG78OuNWqctPuwU+3ly5f6+7CDrVChQiLkVigUiQfbwqsVzBRBP8MS20+dyiCMuqL5B4z+Htv7v19zBi5p7WT2lyW5dC8Us7ZfQseFh1BhvDcK/W8TGs7wwQzvC6JxosC7d418+LlzWRz8tg6ODa+LRV3KYkDtAvJ3cFSJNfh+jR9Sp0yOHz+Jvo3+i9oFJJAbt8EPV+6FWuR5x673E73nvI6e8XqcekWzoFvVvBJorTruH+v9aTD58vVb1b6vsM2MEX2BLl26FEFwfeLECdHy5MyZUzrKxo4diwIFCkigNHz4cCmLaZ1rpHbt2uJJ1K9fP/11DGAYGHXp0kUyQpHhbUWKFJGyGkXUAwYMwJdffilBDeFtDRo0QI8ePcQqgMEPH5+dcFpZrn379hg1apT4G1Gv5OvrixkzZmD69OnmHzmFQmFxXr95g1FNi2HPtHuyEP7QsoS0mXdceDBGg0HqZ+jN82nl3Ji94xIeP7eeGSE9lngB3vmzsdurYfGsYoZY0t1ZAjwGeppo+tiNR5L5OH0rSLJLFInHh/N3HmPZwetoXz6nZLUYwBlSJb8r+tfKL6NVqK+yFDcfPsPPPlfEINIzpzOO3Qgy+zFyuKTBtDalEBj8TETy5gjPhzYoBBvVxis+5Hb9nTt3ombNmlGuZ0DDlnw+3MiRI8UbiBmcqlWrYu7cuShYsGAEQ0eKq+khpMG2e61DzPC+Gmyr5+OzNMbf7927twRGhtOaeRuDIWqRqD1q2bKleCpRl2Ro8EjjSLb1M/vUv39/CZJMRbXrKxTWheeQcRvOisM1y2M/776Mcetjt9PImzEdtg6qLkNpO0cqxyUGZXO5oF6xLCibOwNyu6aFk30qfSkoMPi5iIrFNsBfFyyx+8scaE1A/VNA8DNpwTds698ysLqUJsuN3xbvElpk0tnp2ujZNVb1hx1m64r+7lMZhbM4otbUnfpBwKbADNn2wV7Imt4+SXtSKRIPNRIkkQ+sQqGIG9pAWZo40mCw4YzdJv/ud42LoGuV3DI7jTPUbI2KeTOgXtGsKJPLBTld04oFgRYs+T969i6z5B8khpZPwmIOlpghowdQ/+XHse50gEy0X96jIjxzuqDRDJ8omSRL0dIzO6a2KYXhq09j6QHTO92+bVQE3avmwbC/T+LvY7GX0CJTv1gW/NTpnSWLQmEOKjCyEiowUigSxhE77OUbVJzgbVZZjPO1mM0IevoSXlN2wtZhU221fBlRu2gWCWbcXdLCwT6lPiNy/UGolKt8w8XdDPaevnit/32OPtnyZXVkSGeHUqO3iuUB9U20Ili095rVXjcT9Wv6VZUsnceozTBlfFvtIpmxsEs5bDkTGGU+njn80aOiaKdUp5rCXFRgZCVUYKRQWJc3b97KqI9W8/fBNw5Zn3bl3TGhRUkM/fskVh65haRGyuScaZYZtQtnRqmcLsjunAbpUuuCJZbHrt/XBUun/HWaJbbuL+hcFtvP3oFX4czSPdbhF52prTWhxujfz6tIx9jQv0/FeF/aG2z+sroEdRSxxweOd9k4oJoyflSYjQqMrIQKjBQK69N/+TGsPfXOBdkcmGzhwpnNOQ08Rm+xuMYmMbBPmRw1C2eWi0cOZzGlTGeXUoIDegwxaKIJIjv0Ovx8QAJKeh5Zmx8/KSUmmFUnbY/WqoBZrb97V0KRbE6oM3UXbj56Fu/nHfNxcbSr4C7lVvLy9RukSJZMBUuKGFGBkZVQgZFCYT24yK84fAPfrvKN1+PQd2hFr0pYduA6/rc6fo9lq6S1S446RbLISJSPSmaT8habUegkzlLkpTtPJLNEvRJ1SxfuPJZOP0vCjsGdQ71wNiAEzaMxafy6QWH0rJEX3/xzCisslMHThOePnr6QsmGJHOklYCzl7iwmlPpgKbnueCgU5qzfFjV4VCgUirjCjMeV+6Hi7BxfDl59iI2nA9CmrDt+3HYB95/Ez4zQFqGxI2eL5XJNJwHA6VvBKJY9vbS1586YFsWzp8fHpbJJaZEBEwOF84GPcVzKcEFy/4t3n0gwGlcCQ55jzo5LMoutSj5X7L38IMLt9HLq7ZVPBv1aKigitDug4/mIj4rCLkVyTN1yIYIdAO0TSjJYcneWgImlSMJjwAyWYTezQhHvdv0PHZUxUiispCt6/QaNZuyW4MgScIFke/fJW0FoPd+0IdZJDXa5Le9eEYeuPkCPJUex+6uaCH72UgboajinTYmGxd1QrUAmFHVzQman1DK5nsFB2KvXku1hsKRz7w7GlXtPYE6sxDb6XUNrSsbKUD/EbBJ1RTTnrDDBG5ZeaRjgbB1UQ7JHFJ7HBEe8lMyeHiVyOMPDPb0ETnQEp29WCiuPlVLYDqqUlsgHVqFQmMeAP4/jvxO3LXrYBtcriM+98qPtgv0RZqy9D7ims5PAg9qacuO2SmfYJ+Xc8UPLkvjq75MxZmjoyE1DSgZLRdycRMCdxk436uT5y9fSBceAUmdKGYyrD0JjDGw4p45zz37YeBbzdl2RDNbKXpVQLLsT6k33wfUHT61xCGRA7pJuFfDTrsuYsDF2rysNznvrXDGX0iR9YISYuH6rjJGVDqxCoTANlnL+PnoTX/1z2uKHLK1dCslmsIRSeeL29+YtYXZmSdfyqJjHFU3m7ME5ceLWCc83fFEN2V3MF567OdmjUQk3VM7visJZHeHqkBr2qXTB0tMXryRAOnHzXWbpxsOIwQ4F1hyRUnr0VrEMYAntu1W++OOQ6T5HceHXT8uhcj5XlBu3DSEmWDswIJzXsQzWnrwthpPUaanW/w+DEBUYJe6BVSgUpumKrj0IxUez9uD5S+t0UTUrlR0/ti2FUWvO4Nd91vP2SUg+98qHofUL4YdN5yIMvSXl82TAX70qYfnB6/EWsbu7pEHjkm6omNdV2uRd0tnpg6Unz19JVomDdGkdwHLo/E5lcMY/WEpWHNHy2W+HYW3yZEyHbYOqY9/lB+i0MGbHc/cMabBpQHUpNzJQZrl1x2AvpKJHguK9J0SJrxUKhS3DhZTt5b2WHrNaUET+O+mPz6rmxpD6hbD0wDWTzAhtGQY+Q+oVwuFrD6MEReTQ1YdYfzoArcq4Y9rW+AnP2VrP5zB8nryZ0qFRcQZLGVAgiyPK5nZB6pS6YImwLZ8B77mAEJTIlh6nbwfDmly9HypmlnQ8L57NKVrvK4q053UoI2W+luEddLcePcNPPlfQxyufGjOi0KNKaWaiMkYKheUY9NcJ/BuH0RDmwjbu1X2r4N9jtzDor5NIqtDhevPA6lICKj/eW4wwYxSe3wxC65+sLzwv7OaIhsWyokJeV+TMkFb0Si5p7eQ2vsbgZy9w+V4oDl55gI2nA3Hujq70ZylMcTxnBxtHqAxeeRKrjvtHKLfydzOktVOao/ecEJUxUigUtqwrYqs3Sxocesrp6daE2ph/jt1CU49smLrlvFnDS21JV0RDRee0qdB8zt5ogyItEzJv12X0q5lfxmdYW3hOjZNO53QxQlcaW+YNPYZYkhtQp6B0wwWFvsTFu49x4MpDbPANwJV4zHWjtmjixnOY2LIkWpfNEcXxnDPWulbNgw2nAyIERYRu3OM3nMW0NqXi/PyK9wuVMTITlTFSKCwTGNEpRBO93n8SpvPXuaUT91Lo+yDUst5DmR1TS2aARoccMpvU6F0jL75uWASTN58X76DYYEu+zzAvvHr9FpVsRHiueQzxonkMcTac1g33KPQFzt95jH2X70s50P/R83g7nvM5qSt6EvYSFSdsjzbo/K9vFbEzUELs9xclvk7kA6tQKOIXLN0NeS7B0kktWPIPllJJfEXL1Bp9tugQdl28n2TeorK5XMTJ+/iNR2hlhicTDR5ntC2N0WvPWHWobHxg6U0yS9nTo1ROZ73HkBYsMWg+F/gY+y7pgqXoRo8YOp7/fuA6vlvtKyXHf/pUFuF4rak7Y8wUlnZ3xqq+VazyNypsAxUYJfKBVSgU8YcGfLTP0WZi3Q56JsEB28XZCcUOKFNatA3NCHcM8ZIFs9y4+A0zTShYOtsysDpSp0ourzmmEpoxVn9eWUTSHqM2JwnhObM3eVzTSQmOAVMpdxcUy+ak74Z79uIV7j0Jw9mAx9hz8R42+gZGEJjP7eApLfiVJ3qjd4186FolD4b9fRJ/m6Blm/6JB5qUzKayRu8pKjBK5AOrUCisA+eAJUMyfRfRzYdPdcFSeAmO5oShL15H+/sNimfF/I5lRGs0a3vsJanEDhIWdSmHqgUyosXcfZI1MxcGF2v6VcXq4/4YuOIEkiJ8q/NlcgjXLDlLdofGlHYpk0uW8dnL15JhPHM7RLJLA+sUhH/QM8lGbfYNQK9lx0x6nixOqcX3igG0Ghvy/qECo0Q+sAqFIuFgezgXMgZLb96+FfPBY9cf6c0I/W6HyOKpsaJnRZTkAjt6C57bcBqlR7W8+K5xEUzbeh4zveMexE1pXRIfl8oOr8k7kqTwPLqRIAWyOKBEdmcJmBgsFczqiFQpkstngKVZhs4bTgdi54W72Ox7B6EvYs8u9quVH4PqFFQdau8hKjBK5AOrUChsKFh681b8bo7d0AVLFCSPb1ECm3wD0NvEbEJC45nTGSt7V8apm0FoPs/45HpzhecX7zxGkyQoPDcVlkiLZUuP3z4rB4fUKZE8WTKwGMtSLD8D7EALCH4mwTKDpa1n7kQJjJkt2jnUC5kd7ZW30XuGatdXKBQfNIbdRcmTJ0O+zA7I6ZoWLT1z6LMBdYtmhVt6ewQE21YWJX2aVDJ7LDTsFdr9fCDej3f3cRhmel8U4blXoUzYef4e3kdevn4rpVKnNKmw7tRtNPXIjh82nMOBKw+kBMfMEgPO5qWzo2WZHJJV4rgTlt3o+bT97F3suHAPo9f6ydgQxYeJatc3E5UxUijeH2E3+fPQTelgsiV+6VIWNQpmQpv5+3D8pmWco5kJ2T7ESxygOVfsfaRmocz49bNy2OoXiJ5Lj2L151WQP7NDFOG5farkKOqmE3dT5O2Z0wW5XNNKhonBEgPSdKnZGfcWKcKF/4qkjyqlJfKBVSgUtgvLKmGv3ohvUrncGdBo5m4R7doC3armwfCPimKG9wVM3/rOMNES1C+WFT91KhNvzZItwswfXcHZ4k9XcOKRIz3+61fVJMfzdHYpUCzcY0mXWXKBe4a076wkwktyiqSLKqUpFApFNLCU9tU/p7DlTCCOj6iH75sWQ9sF8S9ZxRe6Q3/bqLCUdSwdFJHNZwKlrNSnRn4s2HXFpoXn5gqx2aZPSwMOJNY4eSvYZMdzdjJyzhwvhqNGGCyVDA+WSud0EQPJd92RUBml9xAV/ioUig8K7v45eX7NydsSGMzdeUlGVTCbkpg4pUmJeR09RSD8iRXnm32/5oyU1Wa0fX9GYAyuV1CctL9f4ycdiYb8sPGcvOdx0QzRI2v/5QcyaLbv8uOoPHE7So3egk4LD2LalgvY5ndXbAIMBf98LkXSRmcvqlAoFB8AXLiu3A/FqLV++uvoZdS5Ui6MaFIUO8/flRJbYjCltQcyOaRGm58OWDWTw5Lh8kM30LacO/JmShevGWW2gFfBTOjjlR/bz93BH4duxCg8r1EgY7wdz+m+vvvifbloZHSwQ/HwrBJtIFiG48Bf7TOnxowkLVTGSKFQfDC6oldv3qL30qNRgp8hf50UjQr1PYnBZ1Vyo17RrJjvc0UsBazNtK0X8PzlG8zvkLQ7r2jIyMwXhxB3X3Ik2vst3HMVgcHPMaWNh1VeB5232elH3Vb3xUfgOWYrqv6wXcaZaGU3RdJBBUYKheKD0RV9/c9pyRhFhlkEjhf5onYB8fxJSJhl+K5REZz2D8KUzecT5Dkfhr4QATYNEhuVSNwSYlyhP9Wc9p5IY5dSuvdiij0YCDNLmMnRHv1r5U+Q18dRJBnS2mHp/utKtJ3EUIGRQqF476HuY8XhG1h9Ivp5Wb2XHZXFdliDQgn2uijupfaFrtzW1BUZY8n+67j24CnGNy+BpMiXdQrCM5eLDMi9+iCirigm4fnnXvlhn9K6S1+9olnQtWoebDoTiFHr/MQ+gCU1RdLA7E+Hj48PmjRpgmzZsomr7OrVqyPczrk1I0aMgJubG9KkSYM6derg4sWYuyty584tjxX50rdvX/19AgMD0alTJ2TNmhXp0qWDp6cn/vnnH/3tO3fuNPoYvBw+fFjuc+3aNaO3HziQ+N0oCoXCOnBBunr/CUauORPj/dixtP5UAFqVcZc274RgUquSyOKYGl1/O4ynLxJ24WRZkUJs57R2+LphYSQlqhXIiM9r5sPuC/ew7GBUXVFiCs9zuKTBtDalEBD0DJ//rnNVH7v+rNWeT2EDgVFoaCg8PDwwZ84co7dPmjQJM2fOxPz583Hw4EEJYurXr4/nz6Nvk2TgEhAQoL9s3bpVrm/durX+Pp07d8b58+exZs0anD59Gi1atECbNm1w/Phxub1y5coRHoOX7t27I0+ePChbtmyE59u2bVuE+5Upk7Tr7AqFwjicmcUAoNfSY6KpiY0hK0+Iud+oj4tb/ZBS8N2guBt+3n0Fh69ZX1dkjF0X7ong/LPKueFonzR6cVjqnNWutJQDP1us2/SaKzyvXSSLCM+tMZKEtgH8t9X8d2Ncrj94il92X1Uda+9rYNSwYUOMHTsWzZs3j3Ibs0U//vgj/ve//+Hjjz9GyZIlsWTJEty+fTtKZsmQTJkySSZIu6xbtw758uVDjRo19PfZt28f+vfvj/LlyyNv3rzyHM7Ozjh69KjcbmdnF+ExXF1d8d9//+Gzzz6LMiWZtxneN1WqVOYeBoVCkQSgk/F3q07j8r0nJt2fmmz63dBP6ONS2az2uoplcxITxzO3g/HDpoTRFUUHx1+kTKHT69g6LHXObu+JtNQV/bQ/Rl1RjMLzV28wr4Pl/95hDQqjeLb0+GbV6SieSbN3XELws5fSBKCwbSxaaL169aqUvFg+06BLdIUKFbB/v2n18xcvXmDZsmXo2rVrhICGGaEVK1bg4cOHePPmDf7880/JQnl5eRl9HGaWHjx4IIFRZJo2bYrMmTOjatWqcr+YCAsLE7dMw4tCoUgauqK/j97EP8ei1xUZY9Hea1IG+V/jokiTKoXFXxeHm9J9Ouzla7SZn/hlfIrR+TdXye+Kom6OsGUoji+X2wXjNvjF2WZAhOdbzqNgFkc0LG454XmdIpnRo1pebPELxL9GPnNPwl5hwsaz+jl9ig8kMGJQRLJkyRLhev6s3RYbzCwFBQXh008/jXD9X3/9hZcvX0q2J3Xq1OjVqxdWrVqF/PmNdxgsXLhQSng5cuTQX+fg4ICpU6di5cqVWL9+vQRGzZo1izE4mjBhggR32sXd3d2kv0OhUCSuruj6g1AMXx2zrig6vvjzuPjQ9PbKZ/HX9kPLEsjqZI+uiw8j9MUr2AKzvC/i8fNXMrjWVmHgxo6yPZfuY/G+6zYlPM/unAbTPymFwOBn6L1Mpysyxt9Hb0mWUAmxbRub60pjQMNyHcXdhgwfPlwCJuqDjhw5gkGDBonGiHqjyNy6dQubN29Gt27dIlyfMWNG+T1msMqVK4eJEyeiY8eOmDx5crSv55tvvpG5aNrl5s2bFvxrFQqFNXRFr99SV3RUur3iAjU/R68/RJ8a+URMayk6VsiJxiWzYdHeqzh0NXF0RdE5PP+w6RxyZ0yH1mXfbSZthUyOqTG7nScePX2BT389FO/Ho+5s1JozcElnh68bFI73OJI5HTxhlzI5Whroiozx9i0w4r8zyvDxQwqMqNchd+7ciXA9f9Zui4nr169L4EPRtCGXL1/G7NmzsWjRItSuXVvE3yNHjhRRtTER+K+//iqZJZbMYoNB0qVL0Q9TZHaKw2INL+8zhnb2XGBeqhZTRRLUFf1vtS8u3jVNVxQdWkfRt42KWOR1FXVzwogmxXA2IATjN5yDrbHi8E2cDwzBiI+KwpZmpbLyRLE1p923W3AAljol7dSE51XiJzwfWr+QeFHxM+f/KPomI42j1x9h7cnbKmtkw1j0488OMAZA3t66ycaEmhx2p1WqVCnW32dAQ+1P48aNI1z/9KnOoyJ5pG9rihQpRG8UWQDOx2EXmymi6hMnToi1gEIHZV03HoQi7NVrjFnnJ7Xyi3ce6wMmcQ9WwZLCRuHndNXxW1h55JZF3IxXHrmJRiXcUD5Phng9Fie3z+/oKRsNioZtEX7FaWngaJ8Ko5pYvyvPVPrXKoAKeTLIzLMLd+IX7BoXnifH7Pal4/T7NQtlRq8a+bDN745Zn7kJG85KVpPrlcL2MDtMfvLkSYQMCwXXDC4yZMiAnDlzYuDAgdK1VqBAAQmUWAJjWYxaHg1mfdjV1q9fP/11DHAY0HTp0gUpU0Z8WYULFxYtEXVFU6ZMkWwQtUhs62cHmyHbt2+X1xQ560QWL14s3WulS+u+BP/++69koX755RdzD8N7Cb+kc3ZcEiO0Nf2qorS7M77484TcZp8quex4S+RwRonsTjILKLdrOhEScjHi76p5QIrEhAH7rUfP8N0qX4s95vA1vmhaKhtGNy2GRjN3S/AQFya0LClT2TsvOiRaHlvlwJWH2Hg6AJ+Uc8cM7wsSHCYmlfK5YkCdAth/5QEW7r1qFeH5r3uvStaIwnO/gMcm/y5HyNAPiUNkey7VdUebyu3g55i38zK+qFVANqOKJB4YUd9Ts2ZN/c/U7BAGNL/99huGDRsmXkc9e/YUTRAFzps2bYK9vX2E0tj9+xEH+bGEduPGDelGiwwzPxs2bMDXX38t5pIMzhgoMdBp1KhRFI0SO9gYTBljzJgxUrJj8MX7sNOtVatW+NDhonLiZhB+3HYxvJvnFpqXzo4cm8/LYkMPmGM3guSikdYuhQRLTCMzYCqd0xk5M6SVUoaWVVLBkiIhYGDOoIW6Ik6ntxRMSDNzOqmVB9qUdcefh83XGLYr746mHtmwaM9V7Lv8ALbOuA1nxeeHfjwcaJtYcDDr7HalEfz0BTovPGi15+GA2VZlcohOqOaUXSbrinh8UqdKjsYzd8fpeefvuoz25XPC1SG12BAobIdkb1UuzyxYGmR3GoXY74veiIHQ4+cvUf9HH9wJ0Q095JRvn2E1ceXeEzSetcfkx6L/y799KgPJdMEWH889Q1r98/C/lLYkYFC8N3z9z6k4BS6msHOIF5zTpkK1H3bgcZjpGZ/CWR0l+0rn7fo/xm0BTQwG1ysoozM4puTI9YQXiTNOWNqtAsrlzoCms/bg3B3TMzlxgQHK+BYlMOSvE/jbBHuHrxoUkhLat/+ejtdnrklJN8xKAv5RH9r6rVYohexWBvx5Qh8UkXtPwvDjtgsoks0JtQpnNukosdw2pbUHnr96jelbLiBViuSiCyj5/Wa0+/kAJm06h82+gbgd9Ez/O5w6/VpNnlbEAwbca074Wy0oIv2WHxOBbv/aBczSFdGviLqiVvNtU1cUHSzzPAp9YdXRGTHxec38qJzPFZM3n7N6UET+PHwDFwIfY0TTYrHe16tgJvTxyo8d5+7G+zO39lQAjl1/pHSbNoYKjD5w2Hk2d8clGQ0QmV/3XpMghvOcTGFU0+LIkzEd+i0/jnm7LuPq/VCMbV5cWoH3X36An3yuoO/y46g8cTtKjd6Cjr8cxLQtF7DV7w7uhLzr5mCmybA7TqGIDn5W/B89xTf/RrXtsCS+t0OkDNatam75jJvCuOYlkN0ljQyntWVdkTFYjmRJLbtLWnxaOXeCPjeF1oPqFMTBKw/w827L64qMwdPNiDW+cLJPhdEfRx8c0X9qRrvSuBfyHD2WHrHIc/N5lemjbaECow9dV3QjCFO3XjB6+4vXbzBqrR8yOqTGwDox75SpR6Jgk10828/djTCg8ttGUfVeQU9filHb3J2XxRCtwnhveI7Zii6LDol1PktuKpOkMElXtOwoQi2oK4qOvr8fw6vXb2WUR2xQj9SsdHb8fuAGdl+MqKdMKqw+4Y+Tt4KkHd3Kw+j1uKazE61PyPOX6GhFXVF0wvNNvgFoWy6n6JuMZdbndCiNNKmSo1Ucx5EYw9c/RDSdqtvXdlCB0QcKMzLcFfZdfizG7AyzOXsv3UfvGvmQ1s74xyVfpnSY0KIErt0PxdcGO3efi/clSOpSKTecTPAJoVU/M1c8AVHAzYyTOlkoouNtuBZlSdfyWNGzIgbVLYAiVhxpwczn4n3XpLRco2CmaO9XMIsDxjQrhot3H0v7e1KFneQj/zsj/kE/tPSw+vOxO+vHtqWQPk0qKb1zbl1CM3b9WcojRVgdmS/rFETpnC74fq2fDIW1JJM3ncfL16p931ZQgdEHrisKCI7dkGzU2jOwS5EcM9pG9fpInTI55ncsIyfRlvOiur6yo0e30zJNYFg1f0b0rZkfey7ex6e/HpbHVSgio7OI0AVHZwMeo1BWR3xRuyA2DqiOC2Mb4NC3tbG8RwV8UTs/8ltwivr4jecQ9PQFvm9aTDqTIsNOzZ86lcXr12/Rcm7MLshJAXaq/nvsllgWuDm96yy2BnQZ5/d/6pYL8p4mBuzAne9zGWVyZUDZXC7666sXyIh+tfLLxm35wRsWf15N06lOd7aBCow+UF0RW0V3nL9r0v1pqrb0wHUxM4u8yIxsUgx5MzlgwJ/H8CA0qufJ1fABlZXzZUTxbE6x2/63Ly2iz09/O6Q/SSm9kcIQZhGpfeu2+LAI/KkxKjV6KypP8JZ2fepSzt95jOLZ02NQ3ULYNtgL58c0wIFvakt2qY9XPuRy1XVKxoX/rfJFbte06FgxV5TbxjQrjpwZ0uDz5cckw/Q+wFEh/A7O72S9OWocDDukXiEcvvZQzk2JLjx/+kK0RCSLU2rMbFca9x+HyWfOWmiaTnW+S3xUu/4H1q7PRYUZHO4E2YZ7+lYwTvsH49qD0BizM2xV3j2sJgKDn6PudB+5jt4sPGFQVzT071PR/q5j6pTY/VVNBD97iRqTdxq9Dzfff/SoKKnqRjN8cCl8cjZ34LQNcElrp7w+FKIron6t2Zy9OHM7RALpekWzospEb9wzYkbIOWf02SqZ3Rke7ulRMoezlIbI85evpXzLIGrfpfvYcDoA/kGxZ1DJli+rI1v6NKg2aTsePX0p19ELh12ZS/dfx/D/LGcyaQswi8sW/s8WHcIuC2umOKx388DqsEuRDOXGe+NFYtTQjGgmORSW89QalXSDRw5nNJjhgyvh5yVrUbdoFvzcuaxVn+NDJsTE9VsFRlY6sLYIdyKay+rjZy+ROlUK2KdKIT+Hhr2SAIkBk69/ME7dCsaNhxHr6F0q58b3TYrK5HEKBjd8UQ33Hj9H9WiCHUPalnPHxJYl8dXfJ7HCiHX+l3UK4IvaBTB6nZ/snIydpBQKwplUyw7opqtnS2+PnUNr4tStIJNa4vn5z5UhrQRIJXKkF9+t4tnSI42d7nvw7MVrPAgNk3lmey89wEbfgAg2Fhp5M6XDloHV8cehmxIE5c/sgHX9q8I/6BlqTzXNJDApwZL5jiFeSJVcF7xYCr4fiz8rLw7Xzefsle4/W4Cv67++VVA4qxNSpUiGEf/5YukBy5fQjPF79wrSmafMcS2PCoysRFIOjEifZUfxXeMiSJMqBcqM3SYlhYbFs8qJqWAWR2RIaycBE6HpIwOkkzeDJGjiYrHo03JwdbCTzFFO13So/sN2ozt1YxkhBlJsX/YYvSVCRwf9SpZ1ryAt/R1+OWj0JLW6bxUUc3NSJ4sPGHpebTlzRz/c1TCo5jyttj/vj9PEen422YJfIruzZJcYLBXL7oTUKVNIhurZy9dSRvELCJEOs42nA/Hw6Qss6FQGdYpkQYt5+zC1jYeMiKg80RtBT9+PElpkGhTPKnrCKZvPS+eoJehdIy++bljEoo9pKTgSaVXfKiI9YMAcGPIcvreCZfgsP4ehL6zzPlO8v2lAddXCbwVUYGQlkmpgxOGvnDU0bv1Z1CmSGb90KYcZ2y5g+raLRrvMODiTu5YCWRyljMZFQss6sRTHf/v9cUwWCVPhIM6/elXC7wev6+dZ0WF785fVpceo/Lht0XaicLFicKT4MNG5qD9Hgx93R3GeZpC/a6iXfCYrTdxukefjZ5zfA8ksZU8v426YPbBLmTxCsOTmnEael1qnHkuOSBfm+wy/v3I8Rm/B83iWvMrkcpHHO3HjEVraqAHmtDYeIhnYdvYO8mR0kMwgPxsMlp6GvZLmlZMMls7dlfvE95hojGpaDB0q5lRTAiyMCoysRFIMjLiocLfLrjG2hGrpWp6YPMdswdMXb0wabdCgWFa08MwuIz5Ybmsye6/Zr4XdaXWLZJGdNfUdzBSVzZUBH83aHevkbO0kpVLMH6auqPncvVLCNYamdxu73g+/WMkUkF1ozKpS1M3MEjMKhd0cxVqC+rxL957g2A2dbo+Z1vOBj8UL7H2CsxFZMuSg6T6RMnfmwM0WS5HMTpcbt80mdEXGoPB619Ca8l5+PGevlBSLcJh2+GeAw7SZbdSGaVOSQAE1JQnbz93BjvP39Odcc9A0nQ6pUyKZmjJrMVRgZCWSWmD0JtyviMJBdnlpFMjsgE0Dq0tnWvfFpjm4suy2cUA1CWiq/rAjTq+HYtjtg72kPOdz8R4G1S0oDrumLGbaSYonJ3Wy+LCgHxA9hGJi1eeVUSiLI0qN2ZogC22+TA5Y/0VVySBQunfr0VNkdLBH2tQp9IOUGewfZ7Dkr2ty4ALLIC8pM755cTGwrDttF67Gwc+H6/yiLuVQtUBGsTQ45R+MpCA8/3TRIfFmiwwzlkWzhQ/Tzp4enrlc9MO0GSw9CXuFWw+fygBu73N35LxnijmkpulU5zrLoQIjK5HUAiPSc8kRbPG7E+V6erF0rJATjWbGnq1hMMJSFndHNSbvMCpINZUv6xZEv5r5ZTE5ePUB2v1susPt5175MKR+ITnpJLWshzrBxU1XtM3vrozViA0uSmv7V8V/J/zFo8uacC4gnyuHcxpxaP6rV2XsvnhPvLc4U43Z1eoFM6FYNidkcbKX7kq+/wzY2AV33CCzxExTUmrRZhcZO0UZCLK0aS49quUVneO0recx09u2dEWWEp4z08P3ngL/kuHBUg4XnUUEA2YGSzSJZIaRJrocN2MsQ0mZATekavC2ZVCBkZVISoERs0WL91+TsR7GoMMs07V3Hz9HnWm6FvyYat6dKubCgBXHsfZkQLxeF3dYPsO85AR77/ELHL3+UHbTXCRYoovJ/0U7SXGx4U49KUA9AhdEnuhUGdB0uIDcfRyGBj/6mOwJNLlVSRnF4TVlB/wfmdZ6HxcmtiiB1mXd0WcZNx13MfyjIvi0ch4pCRszJ3RJmwoNiruJUSCzC/Ts4veAwVLYq9fwux0i5Rd+B3i5ev+JjDuxVbpVzYP/NS6C3kuPYrORTVd0eOZ0xsrelaWLsHkSMsBkg8q8eArPndKklA5IsY/I4Sy6Nbf0aeQ2Dhpms8u1B09x5NpDEXfTTqVagYxY2q2Chf+aD5cQ1a6fuAfWFhYV7kybz9kXo86hc6VcEvSwBT+6gEc7KXCC+RcW2ol/XCqbOGk/eBImAY6DfUr9rog7UU6cPu0fgtP+tA8IkR1W5O6YpADfBwZ7Ezedw589KyX2y0kyvHnzRgID6uIobjUVBhw+Q2vi8r0n+GjWHqu8Nu2z+9eRmxgW7t/FRW/30JrSrVZzimnt+pkc7NCwhJu4PVO3wvlcaex0HkvsgvK9rbPP0GWWgnD94VObcYJnC/u2QTVk6GrpMVtN+h1uxOhXxOwZGy0sJVROisJzw4CZj1kih64jkoFjJkd7fbBE7zce4xTJgBQplB9zfFGB0QccGDEtT/M66opuPnynKzIGgxKKIHlS9hgd9QTHWjl1RUHPXqKKhTp+NFZ/Xlm63kqN3oLXb9+iWr6MqF00iwga3V3SSrCkZYWuPwiVGj2DDGaXuFulENSWMzC6eXSvUH+6D24HPxdxcKPiWW36NdsSo9eeEdf0uLSAD2tQGN1+O2Kyu7up5M2YDhsGVJMOuchmpR0q5MS45iUw6K8T+PeYf5wen75MDJaq5HNFITdHuKZLbdRrTIIl/6BYv9/WxKtQJvz2WXnM23kJP2w6H+v9f+lSFl4FM6H1/H04ftO2dUXWFJ7HBjt1NYG/R470qJDXVW9KymApRbJkqpU/jqjA6AMOjAg1GZt8TWulr5LfFb93r4iFu69gzPqz+us5H21V38rIn8kBXpN3IiDEsqUJfvHX9KuK1cf9MXBF1EwUJ3p7FcqM2oUzw8PdWWr0PEEklRIa6b74MLad1S3O9LnZOdRLjqvSG8WcZWNA02NJ7LoiY/D47hhSQzqeyo7dBkvBMu7aflWlK5OO1/cj+XfxY0n/mazp7VFy1BaLPS9HjDQu4YaKDJayOIoLvKHXGDNqbGZgCe70rSAJwhMKjlihDQc7yx7HUO5k6W34R0Ux0/sCpm2NahHyoQjPzSWrk73ojKhpY0Z94+kAOKVJJedDZuD0wVL44G1FzKjA6AMNjKgrCnn+Ekv2X8MG30CcM3EYI3dzrGczxR38THeCG9mkKLpUyo0v/zqB/07ctsrrndK6JD4ulR1ek3eYNI6BixOnm3/ulV+EjUnBN8qQAbULyIXtvQrjQdH9J2Go/+NuKSPElXpFs2BB57KYvvUCZnhbZiEe16w42pbPiX7Lj2FjNJuOSnld8UfPiliy7xpGrDkDa8GZhcwsVczrKt46hl5jHHLLrNLJ8ECJARO1WtbqzON4FE14Hp0H2T99KklJnC3vSRnqIqnLvPnwKRrMMF94bg4Mdv7qVVFKbbSqWNatogTC2qSB7M5p9OJuBkocW8IsuxYsUdOoNmARUYHRBxgYcVGJXKahsDPo6UtcuvsEB648kB2HNofMEHY+eA+qgYNXH4r7dP1iWWRKOOdHRXYatiSaJuTS3ccm+yJp4xdotmeLuyRjvlEa3PnRciCjQ+oklflKqM49CtVbzduP4zeD4v14y3tUkLKsqV5dMdGkpBtmtffEP0dvYfDKkzHel/o3Bu8Vx3uL5iihKOLmKPq7CnlcxZwyfRo7+Y4QavkMxd3U7kXOeMUVTXjeeNbuKBsxaq+oK2KXFjddz14mLV2RJYXn5jK0fiEZeMwROMsP3pBM1aRWJfH1P6fw5+GbRn+H0gfNNqBUTp05aVq7d8ESjUg/ZEKU+DpxD2xiZCiev3qNnefvyW6ZU6DtU6UM74DQ7Sgo4iNhL1/L4MsLdx5j/5UHEvywdfTrBoXRo3pe9P39KKa0KSXz1CzlJGxKC37X3w7L648JBhbr+1fTtbDa4Jc8Ot8oY4usIiqWNGhk2Yn6ODoS91wat7IcyS3+XdUlk1VtUuz+Xe4Z0mD7IC8cu/kIn/x0AIkJv/sMlsrlziD6KJZhtMXx3uMwaRfXSnDUL2kDcc1BhOfDauHhkzDUjDQnbkHnMqhVKDPaLjggXVbvA3ERnpsLuxeXdKuAnefv6jNx3Eet/6KaeMFFHqsUHdw38n1n9pSfY4r3bfG8mVCowCiRD2xiwBQ/Zzkx1XvvSViUYZaxTRoPefYSmZ3s8frNGzGhqzVlp8nTxuMDy2Pbh3ghdYrkKDsuZk3IDy1LyhRzW862ROcbZci/fSrLe/Ehn6QiZ9l8LtxDVxPNRk1l9MfF0L58Tmn5N5YpNeWzyWGiuTOmQzUT5wKSIfV0u/3W8/dL8GFLlM3lIhnhsrkzyGLpaJ9K/zkMCH6G4zeYWdJll9gZFxJeWo8JY8Lzz6rkxsgmxTBnxyVM3hy7ODspoQnP5+68hEkmCM/NgUa2zLK9ev0W5SdsixAAlcvtInYHfxy8jm/CxyrFBr3qxjYvgU2+AWIZ8SETojJGiXtgE7r76Y9DNyTlSug3xAWBguaYtEHapHGtXZRaAI4J4fUsUTFY4i6Zbr2cNL7h9G0ExsPYMSa00l1Mpm/NS2fH9E9KIan6RhlSPLuTCM9tsRSYGEHRg9AXqP+jj5R9LYk2WoFDj+tOj9mryxj8HnWokAtf/HEc60+b7t/FlnSaIDI7WyWOLvEJBT+C1EbVDe8IZTbWHPsMY8JzBv0M/s8GhqDJrKStK4qv8NwcuOH7s2dF0Qsx63zFSDA/u31p1CuaFVUmescaqNNkksa8lFI0nLH7gx+rFKICow8jMOKiQs+WprP3IizcW4NfLu44qN/xMKM7pnaRzFjYpZwERDzR/X7whmSV+OXSWobpr8Jg6WxACPZc4qTxAJN30bEhJwQGZ0Y0IdRMMI1sy7qic4GP0WJuzL5RkbNfLT2zf9BZI52uCFbNrHxamZmLoui//DjWmRHcsBOMs/3+O+6PAUa6JmODcwWntSmFkWt8sXjfdSQlGBNVL5AJtQtnESNCduJRJxTZPkMTd5+5HSIbKwrP6e9UJX9GpLdPhfLjt8Zb32WrmCI8NxeOSOpfK7+MwFmy/3q0lg47h9aUrF6rGIbv8v1iKdklnR0qTfCW4O1DH6sUogKjxD2wCZWhYDDEkR5X70fcWVTO54rlPSri171XTcpg8MvGtlB6pfT/47ika/88dANf/3tagqS8mRz0oj6eKIu6pY8waZx6Bbr3cpbQRt/bCHpq/g6Kg2o3fBFVE8IvMcXWHEdii0GEOb5Rkf1Kdg3z0jsgf6hM2HAWP/lcsdrjszuHCxg7ikoZ8eqKTsS6aWA1PAp9EeeMD99SluH43Sk1ajOSmJ+hUW0NS0gMlriBYVeUZp/Bc9G1B6HI5pxGjjfn/fRYTB+pmDWDSR0KzznTjGaipnYARweNPpd0K489F++j86JDMd73yzoF0K9WAbT7eT8OXTW+oWBmiaNp+FiGI0e02W+2uMG0NiowSuQDm1Awxb/mpPFy2c+dy8i8pgrjt8UYqPBE9nefytLVUmfqLtx89Ayz2pVG/WJZUfWH7UZbfXky5CBaXRmOwZKLBDYUdjJYogD5bshz+EqwdE88lUxJN4/5uDjalXdHvR/fpZEntCghHRm2rCsyxzfKkF7V8+KrhoU/yJMUs2zMOn7222GrOzprYtaffS5j3IZzsfogre5bWQKa+M4FLO3ujFV9q+Dvo7cwJJZutqSIfcrkqF0kC2oWziTZZW6w2AVFOwp2GDLDHMjzwK1g7LxwV0ZdhL54jfeFmITn5sDs/tYvq8smq9z4iLoiY3AztWuol9zfWIMMdXXjW5SI4k2XVMcqWQoVGL3ngRG/ECuP3JSMTnRQK8DuCc7eiWlQ69cNC6Nn9bz45p9TWHHkllzHE9yOoV444x+MFvOiT9dG3lEWzOKoC5Yks+SCglkcJMvzJjxYuqM/Sd4LP0m+imKRzxPN7aBnEhw19cgmjtG2CnfKSw9cl9R3XOAivH1IDZmZ9CGdpBgUcawCA3EunAnBok/LSomn3NhtMc5e43DlzhaaC0imf+KBj0pmQ/UfdljcJNUW4We6YFYHafLgpom6JVpsaJklusEHBD/HyVtB0oW6ze9OkhsPYknHc37t/+hRUc6XjWaY3iSgnRvHrPPDwj3vOjm5wf2vb1WZt0c/MGMkpbFKlkQFRu9xYMRFhaUzpm81XVF0fNWgEHpWz4eW8/bihBEb/pqFMuPXz8pJ+ap7pI6ggXUK4ItaBdD+lwM4cOVhnE+ShbI66spw4SdJ1uajniSDsevCXWw9cwftKuTEiI+KYvyGsxhUt5DscGzREJHvw8W7T9Bszjt9V1yoUyQzfulSDh+aroifgVdv3ogwlJ1Q2pgLiv0j+z9ZApZiuSunn1fHhYdiXDDWnrwtJWVLoOk6zgWEoFkSGpxqSfgd5jw4bph0M8Fc5P3g91obneMf9AwnbwTB+9xdcT63xmfAGvBzvGlANcnAxMXxnGWxL2oXEMnDb/vMG4Gz6vPKYktRasxWGVSdzi6F6IpcHVKjYriuKKbZb5zNZovyhCQXGPn4+GDy5Mk4evQoAgICsGrVKjRr1kx/Ox9u5MiR+PnnnxEUFIQqVapg3rx5KFCgQLSPmTt3bly/HlVo9vnnn2POnDny/4GBgRg6dCi2bt2Kx48fo1ChQvjuu+/QsmXLGB9nwoQJ+Prrr/U/nzp1Cn379sXhw4eRKVMm9O/fH8OGDUsygRGDCYp7G8/cjcsm7Cz4Rdn9VS3JzFSLpJXQ7ObZOVNhgneUcgY9g2i+yGxPxQnbrXaS5E4pb6STJFuI+f/8PNniF1fzjWKnBz2g4svv3SugQp4M8re+7xb/fE/p8cQRKbSX4MiLrOnTII1dCvmb+fdfCHwsJo/01mHARM8tWkjEl28aFkb3annx8ew9UuaN7D9EvyLaVlS2sH9Xv1r5MahOQXRedBB7Lr3Te3zIsBxUNJuTXrvomctFtF38DPC7z843dsQxaObGjSJnE/saEpxK+Vwl67N43zWzssfUgi7rXgH7Lz8QY924jlXSGgRmtC2FxiXd0GXhIew10BXFNPvNFjed1sLU9VtnYmMGoaGh8PDwQNeuXdGiRYsot0+aNAkzZ87E4sWLkSdPHgwfPhz169eHn58f7O11U4MjwyDl9et3dWdfX1/UrVsXrVu31l/XuXNnCbTWrFmDjBkzYvny5WjTpg2OHDmC0qXflVpGjx6NHj166H92dHSMcFDq1auHOnXqYP78+Th9+rT8Hc7OzujZsyeSAvwQj/3Pz6SgiLCeT3Hr5NYe4mex7OANuZ4L79wOnhL8NJ29x6jG4/nLNxi7/qyka3tUy4OfLWS8x+wKXXh5MTxJMljSMktNSmZDyhTJkCK8ZdgW34ehK09ZJCgio9aekUX58t3H2HTmTrjFf3oJEMn7Eiwxy8ZFYNBfJ0V4ntUpNWpP07XRO9mnRMPiWVGtYCbphGxROruUKShM5274XGCILrPkr5s2z+8AF1BzmL39Ej4p5y7dZoZDYFkGntuhjOjtWlohq/OzzxX5W9ilVn68t8UfPynCpo2j1x/JxbCTiu+9NuqCwVLHirnkws8Og6UbD3X2AVv97mDflQdW16eZAj/T1BhSHzlj20WTHM/ZfDG7vacI/LssMj8oIuwIpKSiWens0p3M8UrMOsUWFBG68/95+AbalHPXWzMo4pgxMoQnLMOMER8qW7ZsGDx4MIYMGSLXMTLLkiULfvvtN7Rt29akxx04cCDWrVuHixcv6rt1HBwcJPPUqVMn/f1cXV3xww8/oHv37vqMEX+XF2Pw95llYvbJzs5OrmM2afXq1Th3LmZBpi1kjCSDgrfyIWa7rOEiwXZZaniMwUPInUEu13QoOWqzCPuG1S+E3l758N0qX/FAign6kRR2c5SOHi5Q1uajkm5ywuDMJ54obS1jFNk3ylJQ28LglV2GF+480WcxNK0GvU0YOEaYtJ2EgiWWzehTVH+6j/gW9aiWF980KozeS2mIqRu0GxnXdHZS3uIcPwbOFKlqXXzsBGQnpDbqgh47V+6HxrpQMjCiVcJXf5/Ua+pYumVbP8d9rDpuvk7EFBqVyCrB1+RN5zBn52WrPMf7CAXOxbPpsssUeNMWgN1v2neA88O4QaGWcvOZO4nmsC2O54O9JGj7ZEHMjudM0jBTVDZXBnw06933PT5jlbjJpTaz5pRdJluGaLPf6Lv1IXTGhiREu37kwOjKlSvIly8fjh8/jlKl3hnx1ahRQ36eMWNGrI/54sULCa4GDRqEb7/9Vn89Mz0MZpYsWSIZnr/++gvdunXDyZMnkT9/fn1g9Pz5c7x8+RI5c+ZE+/bt8eWXXyJlypT6rBMPDAMhjR07dqBWrVp4+PAhXFxcoryesLAwuWjw993d3RM8MOJu6WHoC3GmvvEgVDJBEdpl377F9fvh3iISLAXDLyBYsj6Exo3/9KmMvw7fFKO6xV3LY8e5u9IRZKoZ4bpTAdIFZ00oGGeNnH9rp4WHsG1QdZvKGhnzjbK0GSEF6nXCsyjRmXJygWCwxEWCiwbLUISu5QyUbO0kx9MMzzTtfj4g8/i0LI33YC84pE4BzzExO55H1uw0LO6GKvldJVhyTZda//ezC8rXPxgnOOJC5oIF4frDpxGCpcijFeoU1g2ctfZcQLKydyUUz+aE0qO3JmnBcWLD74rW5MENAy1EeG7UgiWWQxkkH7n2CJt9A3DiVlR9pbXmm/WuEbvj+Re18+PLOgUxbsNZi4zA6VMjH4Y2KCTffU37eFwb9+IfLLq96ErR2uw3WztnvDeB0b59+0RTdPv2bbi5vbMeZ8mL912xYkWsj8mAhwHNjRs3JEDSYBntk08+wZYtWyTQSZs2LVauXCkBk8a0adPg6emJDBkyyGv55ptv8Nlnn8n1hPdlee+nn37S/w5LfMWKFZN/ixQpEuX1fP/99xg1alSU6xMyMGLQwy/7RzP3yEyxmoUyoeL47ZKu1abN1yycWU4Q2ZztkU5rl33zFlfuPwk3YgtGm7I5UCirk2h4jNnNxwSHF9J5mmNC2M5vDfi30KWVokytTfrbRkXki2sLHVsx+UZZis6VcmFU02IY8CdtGEzriOKhGf5RUXxWJY/8/DA0TAJmTlvn15vvNcuSiXni4+uYuvWClLKMmYrO3n4RU7ZciPPjZ3e2l2nz1GwUzuKIDA6p9aak9OZigHTypk7czcWCGQeKT2lQWq1AJsk6JMRcQNF1fFFVyi7WDsI+NDI62KF4uG5RC5YypEsttzHTHfzshViAHLr6ABt8A3E2nr5D0Wk6dw2rKdnMqtH4X1XMmwHLu1eUJoD2cdAVRTtWaXANuKS1w7azd2UzSzG4ptvj33/+zmMJlnQbhmBcuvdEst/a7DduFGxpE2oNkmxgRD0SM0Nr166NcD1F0ocOHcL48eNFY8Ssz/Tp07F7926UKFHC6GMtWrQIvXr1wpMnT5A6deo4BUa2kjGiBwq9UExJ16a103mLeBXMLCcJtoIzVaqJ7JhVqDttF67cN10fw3o4Rxww0Go8cw+sgTZ+YeCfx7H2lC4ocEydEru/qikDG21BJBiTb5QlSBFuRsiTvMeorSZ75dCHipkSmm7yBOc5ZqsEmJJZCjflLJzVSW/Kyd0j9TQJESxxB8ssUaeFB6UbLTJLu5WXIadlxmyLYt8Q3+xjoxJuMu6CNhK0gkgdHiyFPH+pK8kxaKPp3e/HYp1vZynGN6cvVw75Dl61kEZNYZzMjqnDdYvOKBU+TNs5rU5GEfbqtZR22RXJIIVBclzm6UWGbvZT25TC8NWnsfRARJkCv9ecSsBgpdy4rRY1/eTwcGY+DccqOadNiQbF3MTPjkL3zAalaP79Wima59eWZXLgfSckKZbS2FGWN29e/Pvvv/j444/111++fFnKZRRlM4jRoIia11NIbYwzZ86gePHioh9iF1tcSmmJrTFiRL/6hD8G/3UySrq21by9OG6kBd8Y6exSYm6H0vIFWbLvKkaujWj6ZY4ZIdv6t58zrgmJKxTdzutYBmtO+OOLPyOOX2hbzh0TW5ZEYsL3YcXhm/h2VfS+UZaCDrjUHxgzZzOmv+CJlhmi8mO3oaS7s2RClh+8jm8jDZlkIMQAQdtVM1hiq6/mM/XaCsHSa01X9KMP7kczOoYeN/wbaNfQ9TfLDpGNDE1J+VmrkNdVhqmmSJFMLzyNkFW49lAWSj8rZBWom+ImgyJidjUqEhZ6tDFQksySu+5fBgaEHbqPnr6Q7MqByw9EdnDDDDd7wq8PpQfstPUwcDzn9Uu7VUCF3BnQhE7Zdyz/2WJnXKmcxscqaWRysJPsKs8zLEUzWEtjl1L/fX0r54r3M3Nkta60mGA2JmvWrPD29tYHRnwhBw8eRJ8+fWL9/V9//RWZM2dG48aNI1z/9KluV5U80puVIkUKvImhFnTixAn5HT4mqVSpkoivqUFKlUr3RWD7P4MmU4KihIY7bZathkcS+c7dcUmChVntPaNN10aGiyC7fdgeHZegiPy69xo6VcqFya1KosxY0zUhscEW3SmtPcTHJHJQRDh7icJYLqCJIcTmZ4zCdgYbCQHdoNme3LFSLszacTFG1/KprT0km9dm/n7RrBy6+hDrT91GqzLumLb1QoRghFkidqLwwmMa2YyvXrEs8CqUWU6OTKlrwRLdzONKMiRDv+XHow2KCHfsS/Zfk+HHLINZY8HQoPbi4vZLqB0QImaPLKE52ieXrkDnNKl04t6czhI49a9VAC+0rMK9d1mFi3fjl1Wg8JzvDXUd9YtmweYEylQpdNwOfo7bwYHYfOadUz2zrCLuzu4swRJF0TUKZsZXDYtIWexBaBjOBzyWbi9+BvgY0cFUw8j/fPHv51UwoUVJDP37lFz/uVd+VMnnigkbz1rtM/79Gna3VsOPn5SOMFbJEM625Bw2w1lsWpaL3/vQsFe4+yxML3Bn0wS3Su97mS1eGSOWpS5d0qXp2CZP/U7NmjVF10PBM7vEJk6cGKFdn95Bhu36tWvXRvPmzdGvX78Iiw/v365dO/l9QxjIFC1aVMpzU6ZMkW40Zn3oa8TutUaNGmH//v0SgPG1sEWfP1N43bBhQ3kthFEigyCW1L766ivJQLFdnyU5U9v1EypjxLeFBmfcWXD3Yk66Nr528zHBCdw/dy6LGdsuYPq2i4gvXJhX9a2M/Jkc4DV5Z7TOwJxizUxIYuiKDEt4uh3lS1y8q9tRUrBrjXJI7nDXcmYu2kfjWt61Sm6MaFIMs7ZfxFQDfQ5F+bT8P3kzCK1/2m+yRmFNvyrSuUjuPw7DfJ8r4WZ8zsib0UGvW2PAZEqAys/wj9suYoZ37J+T9Gl0wvN7T8JQOx6jFUxBmwvIYLfRjN3Y/00tbD93T8a6aNBjiX87s2se4cFSxKzCS/FWYrDEz8A1Mz8Dmq6DFgWlzRCeKxKG2Jocnr14JcE+h2nvvXwfG05FHab94yelZBBxtUk7kNM1Lf7sUVG+z21j6ViLL9pYpQY/muaizfIay/fcONHYtHMlzn7bLca70QncuWlnZtkWtJ82UUrbuXOnBB+R6dKli7TkawaPCxYsEMF01apVMXfuXBQsWFB/X3aPffrppyJs1qComvqi8+fPR7ivBlv32Vq/Z88eCc5YQqMlgNa+f+zYMTGEZNmMmiAGWbyN3W3UFxkzeKRWidolBkmmkpCltGF/n9Lv7E1N10aGn1sOk/U0024+NjNCdrl5xpCuNRVOPe9SKTe+/OsE/jsRs3aH3jPcYSd01ognP5ZgJmw8p9P+iMeQs75tnjtKepEwgN13+b6k3/0fxX/0A0e1sKW9xdy94gxuCBdt2ijwtTWZvTfK735ZtyD61cwf45DJyCfT9hVyov8fx5DbNZ2I/D/79TB2XdANAWUrMAcH6/1lcjojF005w834Ihtx8sR5+NojdPjlgFFdkTHoVTPm42IYuCL2z0JcYamQnWHUW2hzAalt42LQbsEB7L8Svf8LswqaKamxz8BD7TNw6T42+Mb+GdBc55kBnrT5vMX/VoVl4bk0T0bdMO2S4cESP0dak0PkYdoUOrOZhKM5MjrYSzBcdqxldUXG0MYqBQQ/Q93pxrtbNRjYSPnN3VmGYN9/EobdQ2tKYw/b/mMXuLtIy7/ePiRZMpvQgkaHGgmSyAc2PrwOj9y5QMQEFyema2nwpaVrI8OxHgNqF8DotX741Uy7+ejg/DOaEW4/dwc9lhhP15oCh9T+1KkM1p26LeWW2ODCROE5TzAJIRrm+0DB+6RN56JoQvj0LAEySBBhp7tO5GzYNs70+7lA3ULJYMncYaT0cGIW5XHYK1Sf9K5kyizDpoHV4WifUgYEGwtOKbD0GeYlHWmxdVtxV8ugU3PPlQ6XIV6wS0GBaPRmhBT004xPE3hrzsW6v5+veadkgEyFJ+nNA6shk6M9POIwWsEUvm5QGD1r5MW3/57Cn4d1Hkbk1Mh6CAx+joYzd5tsGmnqZ0CyCpceYKNv1M/Akq7lJRtqaeG5ImHgZ5bZbs2YtrS7i4xA0pocmPVnMM4sK/WJDPgtbfNhDEoPuOnsv/w41p2Ovrt1UN2C6F8rv7h1a6W1DmbOftME7pXzZUTXqnn0pXhbRAVGiXxg4wp32tTaMMVvyhRqLV1bddL2KCdd2tT/Hg+7+ZhgS3mHSGaE5sAgh4v742fmtUnzi9y3Zn6rp3D5PtA0rvGs3eIF1b1aHnzXqAh6LT0abfcSF8o8rul0WZXwHWWxbOn1beOG6XeON9joGxij9oa0KesuVgnf/Htab8TJWV6cr8aUfExmdh+XyoYZbUtjzFo/LNx7NVbfKEO9mha0Gna4mMLgerpMFXUUC3zM92dhuz0znL/uvSqzoyyJfi6g3x10XxJR5N3CM7u4Un+36jR+D3eHjwv8DDCLWyK7c4SsAj8DWlaBu/Kzt/kZuC+B84peleBz8Z5k6BRJH22YNjMrbFhhdygDIwYL1OtcvvvOQsVaswEZjLE8xmwOjXmNQR8wisH3XLyPzovezQ5MngzYNKA6srKcbMYGZXb70mhQLKusXyzn25oxL1GBUSIf2Lig7TA+nrPHZI8NzjvbOdRLFtvmBqMMKMiljoLNyOXHbbN4+tYUM8KYThzMdBXO6ogz/roavRiR3QqKUdT4LhNSUzp7rJWy5UmMHUoc0kthsPaavQfVgIN9SrPMCPkSOTRX3zLsnl5KUtqOklmFu0y/64OlgAhia/7+uv7VZJ5YydFb0KlibglKTS2/rP68MgpkcUTp8CGTkfVdTPXnzfTON8qQP3tW1KXLR28xyYyQmQ9L6CgWdC4Dr4KZUH78thiF5+agzQV88fI1yhuZC0h2DKkhvjfVJm1HyDPLZW8YxOfLxGBJ9xmgvQK7gSJmFSDf38glU0XShV2PDHoDg58hu0tabD0TiKcvX0vAxM+jsdmAmoP7xTtP4j0bsHqBjFjSrQIW+FzG+A3nouhOtwysLuc6Y7rTSnld8UdP02e/tS+fE+NblJBOWnpE0UzYFlGBUSIf2PgsyDcfPpUvyM7wafOxLUpMhdJFlT4x7JqwpN28KWaEX9B3yEQzQsJunK5V8khgww4IBh12KXVZFY4BeTfiQedcHHnB1jIh1mTwXyfwT6Q0spZxmL3jEqbEQxPChZKaJZ1eRydqZPqd3V9vwoMlBpwccupz/i7uh4bht88qwOfCXVTKl1FOoo1n7YnTkMnII0g6V8yFASuMv38MXDd8UQ1b/QLRa1nMZoTcmbLl3hI6CpanvAfXkBEP7aIRnpt7vFf2qoRi2Z1Qb7pPtPPtOPaGo3O4GIxZF7fOTXN29AWyOEhmiVlQliO841maVtgO1PkwEE+dIjnKjfeWzD3Lzp4Gjufp06REw2JuqFYwo9xGYbPmMcR1gJtdGaR8S3c+pOO+ubHSok/LSSdcuXHbEPL8lVm60/kdy4h5cMXx3jHOfivi5oj/+lYVj7sGP+qkBjPblhIPMVvLGqnAKJEPbFzLN9w9ct5NnkjT5pmePHUzGDvO34X3ubsRdv/UhOwaWlM+8BxQyUCJJ1tL2c3HakaYzg4e0aRro+tqY6ssF0BtLAPbtDkTq0IeV8lgpE9jJztqzcn5xI0g2U3LtHX/YPzSuaycTCz9xePxXnX8FoasNK7ZWtq1PMpZQROipd81cS9FjVw4Uxq0zVPYyF0k7RvWnvI3WfhOewUOmfSaskMvCNZ8o6hl6x/DmJexzYqLNUS9H33E3ye68tHiz8pL6ZZT6y3h/fNVg0LoWT0fWs7dG+9xDtpcwP+t8sXyWOYC/vZZOXHCZgDFhcjaaO/D3cfPkdnRXrpQ+flWJF34ffjt03KonD8jWszZh9O3g+VctbZ/7I7nFDezHCWzAbPRYyg10tq9E/ifuR38buN4KxhXH8Q8G5DrCDuS2VTAEUvm6E7daSY8yAvHbj7CJz8diNbpm6V4V4fUqDjBG4/Dgy92dbKSway0LY0aUYFRIh/Y+NB6/j74+odEmDbP6J56EK0LiJmWW4+eypeEFvCcNzWznacMwPzYIxsOXn1gkd22Jc0IWXemuJYTsitO2I5yuV2wsndlo2aEhNPlqXVhIMIvOFu6NU8dBoZa4GTJwJQCazp7UwtiDJbFGAwye/OZlc0IGfAyk0RxMxd3dkAx+OWJhm3zDMzYUsu2/J3n78H7rPHsojZk8tK9x2gya6+c8KghCH72EpVj0XcxE8TS5e1HzyQ4im5O07AGhTB583nMtdBwVJ5w+bxsqWe7c1ypUTCTbi7g+bsmaXgoaD/yXR1x6jbUXVgDbgy4qAQ9e4maU3bixPC60tVmWBJXJD2oK/qmURFM3Xwes3ZciuJ4XnvarmizlsZwc+K4m6wSaDGLazgbkJtmBkhcB7QZmTyHGaKNVeKmxSlNKjlfm6o7HRrL7LcZbUuhcUk3dFl4SKoVhjD44sWWutRUYJTIBzauaAMAG8/cHSVtysWiWLivROQuIM2xlB9BdiL1/v2otFrHx7PIVH7pUlZ2OOXGvkvXGisdcGwF0661pu7UZy7mtC+NukWzospE7yg+INHV7Zl1qlcsq/ztlhJha/PouGOPrfTISeydK+fCRzOs414bmY4VcmJs8xI4FxAiWaWxG/zkPdYySxR8a9lFBszMOPJESXfynRfuSRCpDZnsueQIBtYpKGaZNWPwjYrsl8RZbH2XH8OG0+9M8Qx1FBxRY6pnkqm0LpMDk1t74H+rTmNZHATRHDbL8p65cwGZrerjlR+f/npIAk5roPl3MdDW3gcK/P/XuKjVx84orAc3sLSDOHnzEVrM2281x3N3lzS6YClfRnGvd0lnp2/yoGkpAyRumE75B+Pa/VDRC4aGvZaAiro2drOaUu5OFz77jd5dVSKZCX9Szh0/tCwZbaMELT5YyWDWy1b8jlRglMgHNr589c8pGUERG5wlpvlKDK5XCEyoaK2SDLKYneHuhNH+Vr872BcpqrekGSF32dHtQr6hJw9HivxzCiuP3IpiRkgtUav5pi2szBxxwcvoaGdR6/qhf5+M8NpiGsNBn5AHT8JQy8pmhBw6+l/fKmIo2WLePsn8MIhjxs2wbZ730wwJtYBZyy7yMxAQ9ExKc7qxH8kxeOVJyS6aAoParYM4oDJVhA6XyDqKyOLu+MIMPDU/uTKkQ8nRm80K8nki1sTjNLrjpHVzOD68rsxTqzNtl8U7hmLy7zrwTS1532pM3hlt1lJhm7AhheclBigVxm0zmr191916BFv8LDtWiRKERsXdZEgtGy74euixZAgzzX8fvYnF+6/hzG3TNnUtwjs2R/znq2/pZ+aK2sXrD0Jj9EpqUtJNJjTYCiowSuQDGx/44eVJudoPO8TDxhQ+98onac+Ldx4jbyYHaTvmLoJlGIp7OUhWC5a4o6BT75HrD7HlzB0x4rOUGWGzOXujaCQo4KMIkCJeY+JSc80ImaHyKpTJYkERg4U1J/3x5Yp38+hMyeKMaVYcg/4yPcAwF/oYbfiiqkyKpwCSAU5Tj2yY2a40xq33w88x6Mf4u9Q16A0Zc7kgh8u77CK1ABT5H70RJO3r+67cjzHwYJfYb13L46ddl8XokkHLrxR2GugorLUD//fzylhx+Aa++ue0WbYBtHXgaIbYnOGNQSPR+Z3KYOz6s1i4x7I6Pc0KYf2pAMnCGVI+jwv+7FEJM7dfFNdwRdKB5zhmzlvNi767MK7drXGFDQUNNe1mxnQStLGcRgzH3Ry88lA6Yo1ly5PRTFi6Vx3ETJiNMmzKYIm+0gTvaKsEGjSi5abNFoTYKjBK5ANricX6l91XZBEytU2agU6fZceMpmu5u9fahblQGtq7s4QU8ozBUigOX32EzWcCTB5OG8WM8PlLVJ+8U389RXjcRVE4SGG4McwxI2StnGUdS8FA8dajZ+LHRD2LORmJTQOqIYuTeV4f5jCrXWk5qVHrYpjp44mGJzxmb8zJ0tAYkqVYvv9aGU4/D0kC5lfyGTh6/RG2+AVGCVIpTGYbb9lx29CufE7RLkTWUVgDdrg0KM7RClG9uqLTvS3pVj6KP4u5bBpYTYLJGpN2yHwzS2CKf9c/vSvJ99Rr8o5Y7SsUtoFWBp2+9UKsI3C0jWJ8u1vjijbuhh2RHu46F/fYxt14hpsJ0/CW8Q03aF3pjH/xfqzPVzy7k2SXmAlNbFRglMgH1hJwsWKa8moMZQDDNmkGHlwoTTEjjGzvzrZxzoNiPZjwcZi1unLvCQ5de4RNpwOkfdwcM0LD8Qt1p/lEEQUaomVCxqzzi3aHTjE2/TEYlFii00HzkGk6e48Y7ZkLu7Bop//bvmsyvNGScNYRB1Au3HMlSuu4dqJZd/K20aG75sB0e3TzkF6GB0scacCAme3D0z7xkF0ltU7GdBTWQOtw8fMPQfN5+xJsLmAe17RSQuRYHmPNAeYi/l19qkhJszZ1dkHPo51+vvfr2hKcmuIIr0hc6Ev1d59KIoJuZqJw3lrdrXEl4hDd9FJpiDzuhhsrZpyY+eHQ5xH/mX7OoxaJ8z0TO2ukAqNEPrCWCow4c6frb4djbZNuPmevPnCJT7qWfipa+UXmQbk7wyWtnT5YCn76QnwvDl3llOnACOLjyGaEQ+sVQq8a+fDdKl+9a3NMrPq8sggJSxkxI6SuhwEgjSst+eX65t9T+ONQ7Fqu6FjQqYyU9SqM95adliXQ6vcMSOqH+4JEhgFo89LZUWvKTpn3ZUkoEtVlF3UnyNIGATODJU1HyYwm/Y9iC5gtwRe182Ng7YLouPBgtDo5vi4GqqUtNBeQuq21/atIEP7RTNoQxO/v1Py7hvx9MtZRCxOaF0e7CrmkQ9USpW6FddD0jtT50UjXFCNUwuYH/t6uC3fR1crdrdYZovta5+AewxBdQ3je3jXMS+/TlFiowCiRD6wl6bzwoARIkeldIy++blhE0rFMy1rDjJDQpVWzDZBJ40y9htepw1inDn2Ji1KnfiCDC6e0LiWBU/k8rjJPzdQvfkxmhHRDZgrakrqi9afin3ERr4/BXlJ+ssTUbHaBbBhQTQIRQ18QYycalkxpqkZ7AWujBcxaZonZxagB8xMcuPJQvFrYdm5JtA6Xt5GE54Z8WacAvqA/yzo//Lr3WrzfB/rOUABNbcZp/xC0iUfXnebftck3AL1jMcsk/JifHFEPNx8+k7E05o36ViQUoncsmEkCWHPlBxTgd6qUcN2tCT1Ed6Pv7QjO9bQx+Kph4UQtqanAKJEPrKXgAk7lPw3nDC3iOd3+r16VcOLGI7SMppuL6VrqjzytkK5lN1mEzFIOZ8lQGWYV+NopIF13KiDGMlpsZoQciEiXZktm4m4HPUfDGT4mzaOLDXoMMTPWat5es0+OxmbffeThhk8XHcaeSzHX77UTTffFR6Q1P6GJMWB++Vr8eXRahYfYeDrA7M6wyHxU0g2z23ti/Aa/KHPYOGPNHH+W2KA/S+0iWfDRzN0yi3Bog8Los+yozLczl8j+XaZCY82JLUua3C2pSFhoYzGiSTHM8r6AqVvNF8pr3a3MvNS2cndrQg7RLeymc/FnsPTUwMV//+X7YhWSmO37KjBK5ANrSfgBo08EtSyaLoRzblKnSiFW79EJcPVmhAk0oJLZE34xJrYsIT4thlog1qk5aZwDE1kK4UJpTGOhmRHSdZizypihYInNkroiirw/nrM33qWRyGaE3DEZDmI1F02jZapmicd4+5Aakp4uM9b6HS6mahVEt2YkYOZn4FHoC8km7bt8H+v5GQgPfk3lnz6VxPjUUHhu6bmAWkDSf/kxrD2lG5Vy6NvasjGhEaM509Gj8+8yFX4XaDpJk0sGVgrbQNM78hzSdPbeOD9Ox4q5MObjYvhyxQmsNrBtSMqkMsHFXzPqTWhUYJTIB9aScDGnORe7cqhj0dpCW8zdF+v4gIQ2I9TapA9dfYjyuTOIbxEXkmjr1KFhYly499IDKW2xTq2ZEX6x/Lg4yNKoz5K6orgaBsYEhYVT25TC8NWn49QeTm0VSzex+YJEV6KZse0Cpttoezc9lXRdMLpgif8aCjvpB0Xx+75Lui6YmEwntdEKbHXnKBNuPDmHqoyF5gJS38XBuv8cvYXvVr8TXPP7RgftqVsuYI4ZXXjR+XeZCo8VX8/Pu69gogkdqgrrQxEyOwsZsNIo0dTRPMbgho/ZxEyO9vCwUnerLZA63MX/+ybFRLMofmqJEBypwCiRD6yloffM8oM3cf1hqLSFTtt6HjO9L9mUGaG2eHBKPDvijJkRanVqbTdBrQpFrux20OrUD5+8QDaXNPLlYZLIcrqiN6J/6WuFTh/x+uhXVfQo9PowJ2tB4eb6L6ohi6NOVxSbL0hkdIGBCzzHbInXSTqh4LHK7aqbNq9pFZhl0px7n714hftPXoiwk+VEZhcNhZ0/tCyBFp45RHje3DO7DFC2xFxAvg9r+1XFi9dvxI8rcmaIRps8udeYvMMk2wCtLXvLmUD0XBr34bB8fyvkySBmk2ydViQu9KCqXTizaAqPXI+/MJ5lYA51jc5B+n2hSn5XLO1WAb7+nB2XPlHKaSowSuQDay3jR6qM6BJtzjwlbaQE07XWMiOkOJdlO5Ybyoe3SZtqRsgvSL5M6aQDggsk2185CZ1DUy3VwUBdUWDIc5n+bK2ShOb1sfLITQz92/gQWmNMbeOBZqWyodviI3EaQVEwi4PMPkvK09l5jqSBnJZZMibsvPs4DGdvh+CUfxC+rFMI9588R1anNBabCzitjYeYL3IsjDE9FGdW+XxVUwbv0tgzJkzx7zInQ3H4f3Ww++J90ZMpEo8ulXNjVNNimLvjEiZZ0IOIzSUUcfPcaShYfl/IxPVhYHXZKNNGY+RHxdChYk6LTi6w5Pqd+FaUCpPhh4r/5XJNh0VdysqUZO5KqbGIiT8O3xRHbH6hrbWo0YyQU6A/+Wm/3juG8544Q4vO1jENfGVmiCUQmodRW/PtqtMW7cLhwsqHYxbLmjqNYzeCsPq4P5qVyi7lP1NoVSYHWnrmEMuAuM7l4rFbeuC6dCLmz5QOSRH2FVy6+0Ta2LlrZuBfdMRm1J/ug2F/n5LPBjv0KIj+qkER0TGw/MDvBD1WOFeNpY240rpsDslC8bMXnUicJb41J27L/Ri8x6QrmtvBE6lTJUfLWHyXTIEZxKX7r6NOkSxiXqlIHBiwD29cRDIelgyKyNh1Z2UTOK9DGbxvJA9fH1g+19aH6dsuiJSC52ZbJNlbW31lNkpiZowiBxN867Q6Ldskj994JEMDfW8Fy79cMBLCjFBrk/5+rR8WhwvE42pGSAdtOg6z48mSNWjDOT/WhK+bZoQsA8WW1SuQ2QHrvqgqztvx7UqhIJ/O44HBz83SKCU1GHSwnMUSFf2WuJho34M34V0wPAZcvHacvyvjTmLrPGTG7b++VbH6hL+Yk8b8/MDJkfWlOYACfmNnz68bFEbPGnnx7b+n8acJ8w5N5eSIurgf+kI6VPn9VyQcjuHnJfoWMatjjZI1hxf3rG6Z7lZbYmCdAhhAG421fvjVYH3oXCmXbNYT0tdIZYzec1h+MgwcmKrkbnpg7QIy0+rY8Lo4+G1tzOvoKXPUuKDQ4r19eXdkCPefsQSsj/evXQB7L92PEhQRX/8Q2e03LOEmE6Fjg/oRliEsFRRxAeFMIO72GpXICvsYMleWgOU6inPZjVUln2u092MnGWdx8fW1nBf3rhYNzjyasuWCGMc18XDD+wpLtV6FMkvpdvOZO/I9oDCZ5a/hq32x7tRtCZCaeGTDjLalcfr7+vD9vp6Ueae0Limt94afAb4Pc9p7inZv1NrYNwyUHTFbwLIvM4ORodlnb6982HHurkWDIvK//3xFw9ahQk6LPq4idtgtyvE/XRcftpqOb/b2Swh6+sKmhq7GF27IuWnee/lBhKCI/H7whmRnX8XHnt5KqIxREs0YmSM45t7SsJa75+I9dFwY9xlSGlqbNHfs7M6ITnBsqhkhT/jjmpeAJaG2KHm4yE+bNh8a9gr+Qc/EA8r73F3sPH833i3ekTswaEbIjRAdsaM70bKE1mOJ5TyIGPzy/ciYzg4eo7fifUSbC3j42kN8suAAlnYrj3K5o45W4HtAUb828obDaPNkTCefBcPPgKuDnRhVNpm1G+cCTe9o2/tVTbHLqD5ph37GHrOFPP4MxCtM8I7XOJLo2DaouizQbN9nMKywPp3YUt+sOObvvIyJm6zbGciS8OTWHlbpnE1oMplgo8HSMP3HEgolvk7kA2uriI/Pm7cyGDM+AyrNbZOmS/ewBtGbEXIRY9dPyhSWE1wb0u7nA3j56k24EZmzCKWp1SJcKKk9uvXwqeiEKGKm91N8FjZmJuZ08MQPm85h3s7LEW5r4Zkd09qUwp+HbuDrWEo35qKdaH7efRnj1r9f7d2GcwHp38U5d9poBQa3FK/HBLNDFHRrAu/qBTPpR52Y+xkom8sFK3pVwtydl6SFn5mrv3pVlMdlqcta3WMs+3GyORdNS5fEFcbtIWiXQI1mowRwmOepb13/qrpxHKO3WCW4TgiSJ4Och8qasD5o7uEJ0b6vAqNEPrC2DLMom87Eb0AlZ1dJm/T6s/glmqGvppoR0iBx44BqMundGl8O/r1nAkKkBdtQE0I9E098moO3Zy4Xmaau/Q4XSjp2H7zyEL8fvI7rD5+aJQr/O3yArqEZIU03139RVUan1JxiHfuEhV3KomqBjCg3dpvZrf+2iuFcwI9nc27Z44ijFSrmQqOZpvsYMaBa06+KZI4ypEuNlUduSPNAhM/Amzd48lz3GWCwtPVMIPZffaBfrBgIlXJ3EePGduVzoo9XPinnsURgTbiQUGhP5/b4+jYpoofnh40Dq0lGscI47wQb9srs5r+fV8aKwzfw1T+W3TglFF+YsT7kdk2LbYNqqMAoKfM+BEYacR1QWTFvBizvXhGHrj1A2wUH421GOLNtKTQumc3qvham2BWwNbpYuHMzMws1C2eWBZNwEaVVwsmbFLcHibkmZ1nFZkZI00IGoZz3xZ9zOKdBlYk78PBp9EMX44N2ojl49aFFxmPYAjT95PiTyZvOYU6kDBwFsRSe3338HHWmxS485/tAsTXp+MtBSfc/fv4SNSbvNPoZoHMvg3YtYOZ9mRGiMWmrsu64eOeJBMDMWn2aAA7zae2S49jwejKf7315f22ROe1Li30DBxdzrE1CwnNig+JuYuprimeWLVExfH3g+YeZelP4mkao1fJafQ1QGaNEPrC2Dk/wF+9S87NbWqVNJaODrpzBxYglryv3nshu+vStIOmE48iPmEYmLO9RQXZEmhmhNn7B2rBUwnEU1Se/04TEBsttK3tXlrlf1KwcvxkkIy+4g6S+hHCRPHkrGCdvBuHUrWA5DoYlygktSohuoPa0XbK4ty7rjj7LjmCLn3Vnm2knGmbJYnNHt3W0shW7LltFMxeQGaPRHxfDwBXH8d8J3RiP6PihZUkRqHOUAy0CPinnLtd98+8psU2IruuPZTJtiC7dezM72Uf4PvEzcOiaboguPxPWhJ2gA+oURPfFh7HtbMLPyXvf0fSOiVWSZgMKu1v9/EPQ3AKWDwlFxvD1gSM/yo7dihev35qcnePmhuuKpgm1BiowSuQDm1SgR8xfR26aXM6gcyldeBnZP3jyAsHPXoroNG3qFCJuZvnh0p3wYMlfFyxwkCj1IJHNCKnNYCs/NSMJ0bLJ4EjThMQGv6D8gtMNucnsPfL/DPrYoq212jcsnhUV8rpKWYYLJ80ICY/JiZuPJLN0O+gZxjYrLt0mGR3tzTZ/jCvaiYaBW/XwTEhSRD8XMGVylBvvHe1cQN1oherSnRnTaIXmpbNj+ielMGTlSemWJDwPr+tfTWb9eZih6+BzcY4fFzGWWOmz5JJO1/HJ1xny7KW09TNYonu3YfnPEhz9Xx0xvqw1ZZe4dSssA/WO1BXxvWs4Y3eiHVa2uPPCjBXnS9o6yagrCl8fKIl4+uKVdCWfuPlu43w9Bu2dNivSmqjAKJEPbFKATtpcxE0dUMkZaEPqFcSEjWdFK0Oju9pTd+LGw2dirsdSGUV07ARi5wxnojFYevn6jQQV/IIwUOKUdLb5U2fjlt46uqLooAC75tSd4h0Um46jRsFMaD1vH07cCpa/nXPguiw6JA7ExuCg0AbFdMESnbzTp7HTG1tS9M7AjCMEDl7hEN1Aq8+u0040X/9zyuKt4wl1ol3UpZzopUyZC8iRA793r4hFe65i9LqooxX4njAQZ0Zn8MqIztXlcrtIdvCPg9fxzap3M9JiYlDdguhfK7+Ya3aulBurjt/ChA3n9AJ/Dhqlg7dzuD0Gu9XYSXbp3hOxzuBngFnbuEJzV35OOUNtgc+VOD+OIqre0dVBN56HwW5iwZIvu1vfRhqrZKv0DV8fHoW+RDr7FNh/+YEMk2XThDbuh5o9yhD0GXb/YP25WNugcPNsrTXBaoGRj48PJk+ejKNHjyIgIACrVq1Cs2bN9Lfz4UaOHImff/4ZQUFBqFKlCubNm4cCBQpE+5i5c+fG9etRzfc+//xzzJkzR/4/MDAQQ4cOxdatW/H48WMUKlQI3333HVq2bCm3X7t2DWPGjMH27dvlvtmyZUPHjh3lPnZ2dvr75MmTJ8rz7N+/HxUrVvzgAiPCxdqUAZWR26SZMmUL/rX7odF2a6RPk1KyKtUKZEaxbI5SeqD4WssO8bOSkOZeWsljq98d9Pn9WLT36VY1D4Z/VBQzvC9g+ladFooZC6a2OabEnBEP5XK54Neu5ZCWs+BEp/QaTmlSyW1hXChDX+Li3cdSj+e0+Sv3jLsux4W4ZkJshZ7V8+LbRkUwdct5zNpu2uDWnzuXkW6zCpFGK/D9YxaAlgYsoTHTEhm681JTUmWid4TZbDHNfaJ/V6eFh2SsC0fgeE3eAf+giN2ezCjpOuGc4eGuG6TrZB/+GXj5WgZDM6vKYIl6NHM62ijkpw1BjUk7ce9J0tKi2CLU9jQq6YYuCw+J905iw03k7PaeGL/BDwt84jcL0JqUN1gfZnhflNlvhmbCeVzTolEJN1TM54oCmR3hwgx7eLDEzCo3zSdvBUmTTq8a+az2Oq0WGG3cuBF79+5FmTJl0KJFiyiB0Q8//IAJEyZg8eLFEoQMHz4cp0+fhp+fH+zt39XkDbl37x5ev353ovL19UXdunWxY8cOeHl5yXX16tWTQGv27NnImDEjli9fLgHYkSNHULp0aWzatAkrVqxAu3btkD9/fnmMHj16oFOnTpgyZUqEwGjbtm0oVuzdeAxXV1ekSqU7UX1ogZEWLMQ0oNJYm7S2cFHL0nPJEZN1DnQrpicIvySJSdsF+40KKrnL/6dPZZy5HaIvm2kwyJvXsQymbD6P2SZOWB/XrDjals8p5pddq+YR88flB2/oO+G4SFKz4hA+zoILJUXZXCi54+IU+ZuxZLdiIi6ZEFtA03edvPkILeYZ1xUZI1e48Jwn6PYG89PGNy8hZbSP5+yJtpMrm+g6aorAPjotU4S5T3gr3wcGnDSc5EaBbd1NZsdu2EmtGoOlkuHBEg0jOTKBcL4aXevP33mMfZfuY4NvAPwfPY/2cXYM8ZJRKl/9Y/0S7fuMpne0tWGu//SphCJuEbtbbYkM6ezk+5DSYH1Y0KmMmJ3GNPutcFZHNKAcIU8GkSMYZti5YbeGEDtBSmnc7RsGRnwoZmoGDx6MIUOGyHV8AVmyZMFvv/2Gtm3bmvS4AwcOxLp163Dx4kV9RsHBwUEyTwx0DAMaBmLdu3c3+jjMbPF3rly5EiEwOn78OEqVKhWnv/l9DYx2Xbhn1AcmpjZpRvfeg2uIvogGe6agjcGgOI9ltsSAOqjLd0Ol3dlQeO6UJqXon1gWZKv7cyMnob96VRIBbunRW4zebmy39++xWzJ0dGnX8iiXJ6oZIclJ35Jwfx0GS/zXcKF88CQsfKHUZRXM8aCa3b406hU1LRNiCxjqu2gMF9txNjaSo0f1vGgxd6+IoLVhxqbo6Shq7l+rANr+vB+Hrkbt2OS5mrthNhA0numDi3ffZfjoMD+kfiF89uth+T6ZA78K8hmgwDuHs5Tg+BlgOZpwrtSD0DCcC3yMvRd1wZLWrcS/jZ+1prP3iKZDYT5cpFlmZQa83o+2NVJHG6vETVL/P+JusWINkiUDlnxWXjJBhusDs9TbB3tJ52TbBaZ1ppEmJd3E+Zvu9dZYHxJlJMjVq1eljFWnTh39dXwRFSpUkHKVKbx48QLLli1D165dI5RZKleuLBmhhw8f4s2bN/jzzz/x/PlzfUbJGPzjM2TIEOX6pk2bInPmzKhatSrWrFkT4+sJCwuTg2l4ed9gPZfjRKoViDqgsnf1fFKa+HHrhSjiUQo+OUbBNV1qDK4bfak08hgMlqMSKyhCuAs4522xG8mQKa09ZOfPluvoFmOmhjkclALe2DIX1PfcfPhUP4l91Do/CQhntY/6u/TKWXcqABM2npMTSfHvN6PmlJ344o/jWHbgOgKCn6Nyvoz430dFse+b2jg7uoGIq7kz61I5FzI5RD/mZfz6s/Ivs11JAU65pyN150UHzQ6KCLN51M4xKGWZaXyLEmLTYEqTwfxdV6QkNeOT0kZv53gD7nBZejYMisjCPVflfeLoEXPh9pTC1LWnAjB+w1m0+Wk/io7cJBq+gX+ewB+HbuBuSJgYeI5sWgwHv62Ds6Prw2eYF9KkTI5Xr99idNPiZj+vgvYHKTC/YxnRQraab3sdYAx2Vx65JdkVU8YqJSS9q+dDtYKZMD3S+kAbk599rogrfWn39CZrqgbWKaibVpCI64PFAyMGRYQZIkP4s3ZbbKxevVpKZp9++mmE6//66y+8fPlSskSpU6dGr169JFvFspkxLl26hFmzZsn9NJh1mjp1KlauXIn169dLYMRsV0zBEcuCDO60i7t7xMX0fYGpy++bFhMNhmGbNHfAR649jOIdo8ES2p5L99Gjej6kC/f7iY5RHxdDbtd0CSq2jg7uSL5qUFg8a8inlXNLVmW+zxXZ5USHX0CIOFZTaM66uTGoZ+GJll9uZi002Bq+ZP81CTQLZ3GMdaG8ej8Ua07extj1Z6W0U3TEJil50o/pz8M3cP9JGGoUyoRRTYvj0Hd14De6PnYN9cL8jp5oXyGnfiYes0vzdl6SLEf5PC6wZajvYpA+d8clnIjjIE02EkzYcBbuGdJKl8ydkOcyYsEUqD2iKZ2bcxp0r5bH6Nyn/VceYNHeqHoP2lRwUGYmR3t8Ucv4eckc+Bm4fC9UhttSTN5i3j4UG7kZ9abvwuC/TmDFkVsidK1RKLOUIGhOyR23wjzGNS8uGY7Plx21WUNUlu8ZuHFjaSuUDV8fDl99iLlG1gfKBsyZ/caBsrkz2sb6YNFS2r59+0Rsffv2bbi5vfuCtmnTRu7LjE9s1K9fX8TSa9eujXB9//79cejQIYwfP140Rgygpk+fjt27d6NEiYjztfz9/VGjRg3JJv3yyy8xPl/nzp0l08XHiS5jxIsGM0YMjt6nUpoGPwrfr/UTPYy+TTpVcpQbF32btFYe2xTLWAZtDIatBYPUE/x34ra0XZ8NDEGTWXtNqqlTT3Lr0VM0+DHq54Z+Oh0q5MKAP45j3emInjos1+0eVktKY7Wmxt/5mnX4/Jkcwjuh0qO0u4tkw7hQ8v2kZ9PdkOe4cPcJahbKJNoVW+1wYfmIegrukCPru8yFG84TI+qKbuFsQAi8z97V20cwqxMb//apLMex9BidrkPzZ+G+gTqKmBJZf/asqPM6MqHcagm40+aYEJbiHoS+QI3JO/D8pe1pUWyR1mVzYHIrDyzZdw0jbHzEiqbp5HxFfp4TExeuD19WFzlFTDYarcrkkEx8bLPfOJD5x7bWXx8SpZSWNWtW+ffOnTsRrufP2m0xwc40CqMja4YuX74soutFixahdu3a8PDwEOF12bJl9V1rGgzKatasKaW3BQsWxPqcLPMxuxQdzE7xABpe3mfYbskP/fQ2pcSTpeMvh2IV/LHlmC3LbG9nq2Vk2NpP8SuzNLYEg4rPquQRN25mCj75ybRyL4MLpo4LZXFE/aJZogi02brNKe+RgyIS8uwVJm8+LyUeioEtEdxRe7Ty6C2M+O+MeC4xs9Roxm6Zw7b6uD+evXyD2oWZVUiBzI726BEpE2ILMGCc19FTAjlT34eY4Edt7o7LeifwntXz4KdOZbH/m9o4Prwufv20nOiJahfJLGLqyIxcc0Y0XpNblpRgaEbb0tJJ1m7BwVgHDku5NWVyzEiAEz1h+YE7bW5oOLizV3XrdfW8T/BcRY+xS3cf23xQRH7be00GH1vb68eUTQelBLSh4DDymNaHf47dgq9/ML5uVAQGc8yj2GhMbFlC7GNsBYsGRhQ2MwDy9vaOEKEdPHgQlSpVivX3f/31V9H+NG7cOML1T5/quqWSRzqyKVKkEL2RYaaIWSJ2zPGxIt/fGCdOnIiQ3fqQYVaPYk92ZXEUxkzviya7JjNQ4KI2r4NnlN3sT508pUSX2HVjYzCrktHRTvQd3armlU4Kds7FBkti1AUZunZzx87dkf+jpxjw54lof5d6EZrHMXVsDTgkmCW/FYdv4rvVvjJDjPPp7j8Ow+u3b/FJWXerW++bC48bF/Uui6LXd5nLTz5XROPFwNBzzDY0muGDWdsv4sLdx+K11ccrPxZ2KYfD39XBkf/VkVZ/+hLxM0BjTmqS2LpN6wb6bk3afM4k7ykKpJcfuiElwbyZdIOKrQVnpvWukQ/eZ+9gzPqzYiz6ec18YhGgiEXv2LGMbCxaJhFnadF0rtFpOgeZoOm0Fj2r8Txp2vrADQo3bDScndiiZLSyA1kfbOicZHZg9OTJEwkmeCEsQ/H/b9y4IQsrO8rGjh0ruh226bNUxU41w5Z+Zn2YATKEAQ6DmS5duiBlyohalcKFC4uWiHohltOYQaJWiJ5G2uNqQVHOnDmlPZ8WANQ1GWqbaCHwxx9/4Ny5c3JhWY5ZKJbpFO+EyXkzOUjbOEtGzGow4xPbZ5ZiV2ZC+Lsfl8qmv56Lf56M1jPsii98Xfyb2Q5Ll9nfPiuPo8Pr4tC3tfFTxzLSaURROkuLhrAllVkFZtWGNSgkKWVmPBhwUAsSEzwZ82RBPyPquhKCEU2KwiVdKizdfw35sziiXSTheWLyWZV3+q5jN8yf3RcT/ZYfky63vjXziTiUruef/HRAymEF/7cRzefswbydl6UbiRqsLww+A42Ku4lYnvozmnL+vNt0H5lpWy9IOWteB+tpQhj8MCvFUmmPJUflul5LjyIZkuGbRkWs9rzvA2OaFZMGic9/P4bgZ7apK4pO00nvrJ7V88nMvITGM6cLhjUojGPXH5rsLcbv9H8n/KVclsUpYnZ2ZJNismbY2voQs1rWCPQNYqlKY9CgQfIvAxq25A8bNgyhoaHo2bOniKgpcKbHkKGHEQOb+/cjugezhMbgit1okaHH0IYNG/D111+jSZMmEpwxUGKg06hRI7kPgySWxHjJkSNHhN83lFHRBJIlOwZfDLioe2rVqpW5h+G9hxqVjhVzycKgtQufuR2sd6/mTuHag9AI0+a5S+5SOTdGf1xcdDsMkD4plxNJAV0G5V30RzPKOkUzo3bRzBI4EWYROK+LfzuPwbHrj+Bz4R66VskD5zSpUCSrk8zqMmXoIy3+t/gFon15d/y47Xy0Xh+WgHX+lp45pLtt9Lqzstsb2qAw1py6LaW9xITaqO8aFRH9DwWmlobt+oeuPkD3anllDhqzfIYcvxksl8jeT/WKZUG1/JlQIIuDZOA4lsEcWG6dtvW8ZJsalciKDadNaz4xFe6w57T3FA3gR7PeGazSjoEO3PzesbQWUyPBhwq/D63KuOP3A9ex87x5tgq2ADuBNw6ojpntPNE9Gk2nNXBOm0o2f1xPc7qmw4qeHBT7ABt8A3EulnE37OJkV938DmX0s99oo8EmEVskXuLrD5H30cfIVPhR4SKhBUtPOW3eXxcsnQ4PllhOWta9AtadvI06RbNIJsWWUqSW8EDijlwrRXEWmWO4izEXIY4MMWW8CuGxog+UuV4f5qD5Rvk/eqYXe7Mjbt2Aqliyj4FS4hnZsSNw48Dq8i+dqjlU2Bo4p00p7e27zt9Dz6W6zIpJ/ixdy6NiHlc0mbMn1hN/dMHL1kE1RLNHcz5LMqx+IfT2yofvVvlKadYQxvGnRtTD9YdPJWhSZ/h30EhwXf+qssmxRPNDYsFMc8cKOaVMHp1hqaVZ9Gk5VC+YUc5/V+4/Eb0is7F6F3+Ou7mrG3dDrzV2VBryRe38GFi7oGwy2ADBhgGW0hJyfVCz0hL5wH6owRIDhbR2KfVZOltLkVoD+m5wIU2RPLkIzKlrkSG6HJx4K1hctI2NoCBfNSgkafFW8/ZGyVxYQkfBoIgll8oTvSNkpX79rByqF8iEetN9RO+UGNBWoE6RLGj38wEcvmbdzMbIJkVFaN/hlwPYeyn2UQ8soQ6tXwg/bDon3kZxhQ0Ji7uWx/xdl2Mdu2MqnEf4W9fy2H7uDrr+Zjxj0L58TvFvGrrypAjzFTq9I0fkZHO2R5WJ22UUS1KF2Rv6mNGKos406xtSdq+WB/9rXFRsP1qXdRepRZUfdohbPA1JmfnVufin128UI7v4Uwe3rHtFycs/evpCJBoJvT6owCiRD+yHDIMDXrQS1IeILljSZZbYbcGyI2vtUoa8FSziaPrecGglW/8ZOFX9YYdFXwO7V1hCY3vv9nMR23vT2aXE0eF1xIOk06JDSGg6V8olJVeeaH/YZPkSmjFOjqyHe4/DUP9HH9F5RQdLaSt6VsKR6w/R5qf4Z/J++6wcKuV1Rdlx2+I9lJQaDdoGUONWYYJuHEl0cOFkZ111E4dEv+/80LKklNGMfR+SIvwOUcM54M/jWHMyagespSjt7oy/+1SWjV6zufv01isj1/hi8b6oM07pCcVRN7QPKRXJxZ8dbBwtxa9fYjSAJEq7vkIhH6pkyT7ooIhwJ6R98Zkq1onSs+P7JsWwqm8V+I1ugK1fVseIJsUko5TDJS06VbRcvZ0nrzZl3bHyyE2jiwBHktCpma617GxKSIplcxLtDQPGYtnSY3C9gqhXNAuyOlm3k2rEf77SGtyufPTHmWWvuR3KIOT5S2lFtgQ0feQcKWqC4gM/T3wMZmTbzN8X61BgQ+H5hw6bSOh0H933ISny+8EbuHI/FGM+tp7jefo01BWVQWjYK325ny7ynCc4tH5hhI82iwBdrzkQe6IRF3+27msbRlvmw169FIoERObDhZ8QeGIokMVRApiq4aNYhtQvLCW5+KL5RrHTil5G0cEuwoehYRjVtKjs4hICtu3+1KmMpNOZVWSQRN+dBZ3L4sC3tXFseF3RMgysUwC1Chv3GIorbAjgQkJ9jqaNMITH/kfxZ0mFjr8ctNjATj7nor3XUCW/K4q6xex4HhM8JnS3Hr32DK5GM/A5OuE5O7A+VBgMT2hRAlfvP4nx+5DUYNZz5H9nkD6tHYY3tk4X4tQ2HmJu2sVgPA9VEvTqkhb8lh6xPobm4s9gqrCbo035FUWHCowUikTEcJguF2um+uOro5jfSdc50mJu7P4sX/9zSkZn0JQyIfihZQnJDA1ZeVJOmJfuPZG2+Y9m7pYZZzTbo16hb838EiC98xgqq/MYKphJbCTiSt9lx2Q2FoOMyPSqnlfGa3AuoO9ty85EnOV9UcpozEbFBVpG8JjsvngvRgfhyPT5/agEoP+z0sJp62g+Ofw+tJwbf+NQW4PjmLadvYOOlXLpxxtZiq5VcosGcO6uy1H0j9RQsvuRncduJmR6tfchqTTjWPZIKhSKOMOd1LcNi2Dj6cA4a0JYqsub0QF9lh0R4WNsbPG7K4aEg+oWFJdsjpSwFuyiaVwyGxb4XMbqE7eRP7Mj+njlE28U6q8iByO8nm3zHETpmctZjBc1kT9Fp/wd6rU0+wh6acUGDRppscBAkKUIdtGQMrlcpDQQ01zA+MAZXBRyT2hRUsZQcCioqXCw8ax2pcUC4LPfDpv1vBTc/37gBrpWzSMZK1OE5+8Tmk+Oqd+HpMjYdX7YNqiGlLw6/GKerUR0eORIj28bFZEsz7QtF4zeh6WyhsXdpIWf2qOY+K5xEcmQ23oJTUO165uJEl8rrJ0e/3n3lTh1MNEXZGa70qKjGPr3KZN/j2UW70E18NeRW/jWxGGr5lLUzQmr+1aRDriGM3Tz5dKGC8+1DhdT4BDc+kWzokxuF+TKkA6O9in1nS3+ms8UgyX/YJzxDzY6FDSdJjy/9hCdFh4yay5gfOCasHEAu6LSwGP0llg1Qtrv/NGjIkrndEHDGT5RWqAtLTx/n9C+D3QwH2bG9yEpIjPUquVF8zl75bMfH5zsU8rsS0cTbDT61cqPQXUKotPCg9h72XjQTR+vuGZKLY3qSkvkA6tQxKejrc60Xbhmgo5EI2/GdFj/RTXce/wc1SfvNPs553bwFAO2j2bukY45S8LOOwYErg6pUXGCd4TOrNg6XGKDGv8q+TJKyt8zp7OUBXlCp3UC0VknhHcDhgdLoS9ei+C7f60C6L74sAz8pc6LpUdTR+DElQp5MmBFr0pYuv86hv/nG+v9Oc+Nbtzfrz0Tp+OjwZIH9VN0XOdcw/cdziLU+eQkEz0WzVi1z8DZ8I7Q9wnqfdiFyO9W9cnx625d0KmM6PsonD4Si0EoS2Q7h3ohRbJkKD/+3SgwQ6+2TQOrwT5lCpsooanAKJEPrEIRn8Bo54V7Jrva8uS0tl9VCQqqTdqO+0/MLxnYp0yO4yPqSjmr9XzLajG4a2/E4bqLDonjtyGUV/3Xt4qUO0qN2hzrgFZTYKdMtQKZUadIZpTO6YzsLmngkDqVzjrh7VuZi8fMUuMSbmDuxD5VCnGpnult2oiD+MJ5gpyjRm+pmN4rlr6WdquAfZfuW6RDjllBitmrTdphUtkxqcLvw5p+us8UF+x7T8IkO5nOLqUszjRpvXxXZ5+hyy4G4XzgY7FASMqwC5UWHd/8e0pc3uMCx99837QY5uy4JM0ZpqBlhCZvOhehDE09EbPEHNZrK352KjBK5AOrUMQXdkZRXBkb45oVR9vyOaU9e6Nv3EdP0NSQc5A+//2oxUZYtCvvLrqaRXuuRuuyTZ8UWhj8ffSWiLKtNeKmZsFMqFUkMzxy6IIltr1rm1gOQObMMQaGPhfvYZNvYLw9h6Ijh0sabB/sJY7xbX4yHoRyoO7mL6uLaJjlDEsEjIWyOGL9F1UlYzRqbeI5nlsb7fsw6K8TopPhMaw4YbsERtSsUcBfPLsTsqZPI0Oz2fzw8vUbXAh8jOP6kUdBuHjniZjXJhX4WaaBZU76CJlYqjWEfkOrPq8sVhX9luta642Voo2xsnclFM/mhNKjt+q712iq2qVSbpvIFGmowCiRD6xCER+4q2Vmg87UMWlCPirphtntPfHvsVsY9Ff8gwoOz3399i28Ju+Md7mhcFZHrOlXVVp1qW2JiemfeOCjktlQ/YcdCAh5Dmvj7pIG2wbXAFNGKVIkw+4L95HFyV6/u2Vm6emLVwgMDpMFYuf5u9jqd1f8nywBS3mfe+XHJz/tj1Ku4Drye/cKKJMrAz6aZdmRDwu7lJVZeQ1+9MHFcOH5+0Tk74P28/gNfljgc9WonqZh8azi58WFnTMS6RhPrx1qzVh2Y7CkudhTI2fLsRLNSVf2row/D90wy5pAG8+TxTG1BIpaMHPrUXgZ0l9nTOsbXoo2piGkyz43FBzMK3PROtqGrsgQFRgl8oFVKOILd7oj15zBkv3GNSG5XdNiw4Bq0q1kKdfsKvl05Ztp2y5gtonTs43B0gU1HizdVJrgHevOk47Ou4bWxLmAkFg7XCzBwW9ry2v85KcD+LNnRdx9rButwPR/oayOYhlA597S7i4yX0srw3E+IOc80SNo57m70iqt7ZDNgc/Nv5eZisoTt0e4bUDtAhhQpwDGrTuLhXujLubxIV248JzBGDOS7xPa9+HBkxdSLtT4p08lFHFzknl1pgjr6dvToFhWsUgoks1Jsnf24cHS85ccph2CEzffudhfjTRMO7GZ3b406hXNiioTvWWosDnjeQ5deyhdoN/9e1pGfVC3lyNDWtEwad8BDmJmsKQN0/YLH3lE77Q2ZXOgy6+H8FOnskibyjZ0RYaowCiRD6xCYYnAiG37PMlzQGNkHQW1ObkzpkONyTtwJyTMYgd89eeVUdjNKV6PywxQE49s+OzXw9h9MfZyoGGHC7VIppQQ4yMurVcsK7otPgzvs3f1oxW++PM41hoZrcBjzYWVpQYGTOwQo9idJ31m8+gKzKGkLI3RVZn6MFMW4GalsuPHtqXELO+3fdfkOo4O+b1HBRnE2f5n6wQumvBc+/vfBwy/D9V+2B4hIGDZjJnLdacCxH05LmR1So2GJdxE6E+TQtd0qaUMR5hZZJBwgvMRw4MFBg+JBeeX7RxaU7JcLU3QC3aqmAtjmhXH/J2XsWjvVekUvXjnMZrM3huhFO1VMCNqFc4iYz7YWckxH9rII5qYXn8QKtq512/eSKBoK7oiQ1RglMgHVqGwBFx4qQnh4mnI6I+LSTfVgD+OY91py85JomEbT47rTt/GlytOxlkEunjfNcl4mUpsHS6WoJVndkxq5YFf9lzF+A1n5Tqe3Dl/LJOjHTxGbTXpcVhuKZrNSZdZyp5ePJdyuqaVMgTfMwa0LEMcvxEkWSUaM76OFCtReE5xav5MDvAYtRnOae3kdfAxyo3bahFdUXQc/V8d0VXVmrozyYuOTfk+0Fi0hWcO1JqyEzcfPbOYVozC48r5Mop+yyWdnWSWyJPnr3DyVhBOUrMUXoainURCwW5GBr9tf96PQ1ej7yyj8zw/gwyEGs3co9caDqlfCF1/O4yd5+/F2LDBLJNXYer20iNrenv9TDTNtNbWUIFRIh9YhcJScKGlh42mNaEmgmZua07444s/T1jlQE9p7SEu3C3m7hWXW1OhRmdt/6rSJh+Xqd/a3xa5w8USZHe2F9EzDS1bztsXQVjLDrDfu1fEwt1XMGa9LmCKiy1Bsey6QIkBE4MldgpqmjEullKGuBGErWcCsf/qAxm2yYVp9fFbyORoL2WMprP2iBGlNWHHHsewTNhwTnyzkjLaZ+a/4/4YsOJEtOUxBvvUuzUODwCsATOJzCxVzJsBBTI7yuy91OHBEjsBGSgxs6jLLAVZNNMbOXDfNdRLzh2VIpVqNVgeYys9A/IK47z1+rnUKZNj+xAv2KVggG76BoXzDvmZsmVUYJTIB1ahsGT7/sGrD8XVlr4g9AQKevYSVaI54VkCtryfHFlfUuRNZ+8xSUPBkzG7njjyg35Fpna0mNLhYgkOfFNL2vYbzPDBLSNZg1+6lBVdSflx2xD8zDIia4paGSyVNCjDsQyhva/sfGNJJlVyneCVWayfd1tWVxQdG76oKqWn6pN2xMniwRbQfx+evojVJLRn9bxihEgbjIQcJMsmBIqR6WFFvVr6NHZSmiLUB5648Ug0a6fCxc20F7CkweXY9X74xchnak770qhfLCs6LjyIA1ceRritfrGsMtNw6pbzmGWC1pDZs00Dqot2ztZ0RYaowCiRD6xCYWnYRt+vZgEZismuMWt3b3WqmBNjmpWQtud/j/nHev8prUvKFPNui4/EmIKPjcgdLpbyDuJOvueSI9jidydGB3AtCLUWdNounk0XKPFSKV9GmZNHjUaNOJhzxqczj5kB2iR8kwSHq2o+OXkzmaaz4/29B9eQxbvM2G1ITEpkS48GJbJKFxn9lvj+a+Nu6FCuNyW9pcsuPYqkMTQVtt+zzFdqTETheYcKOTGueQn8vPsyxq037rL/Z8+KYm1RevSWGDcoHED9d5/KKObmZJO6IkNUYJTIB1ahsCRMifO/5EiGL/86IZPiE4K9X9WUUkCNSTuMtulqsOzG8tvvB67ju9WxOzrHxvjmxUWrVHfaLpMmyccEg7WprT1E4Bydl1Lk0QosIXIXb21c09mJX1HK5MlQdqx1dUXRdTA1KuGGJrP2SLdVUkLzyRm44jjWGBHNR1dC/KVLOczYdgHTt12ELcF5ffWLZkHZ3BmQO2NaONmn0gcaAcEcd0PLAJ1tgO/tYISYkNVkWZel7f9O+GNAeNmdGw8K1S8ZjOeJLtO14Ytq2OoXiF7LjsU4B61blTw2nSnSUIFRIh9YhcLSsFWWosZHT5l+Dz9JhnfBcJdpDaiTYWlr/q7L0Trhsjywrn9V6cyqNXWXxQIGakKoVWoQw8nblA4dZkXo2cNgJzahsX60QtgrKTFZE+pTl3Qtj4p5XfHxbI5isa6uyBgs6ZwYUVf8elrOSzrT57VSz9qTt9HfzE4znUeUCzzHbIlxDpgtUClfBtQrkhWeuVwko8nPpxYsRfYYYmBrbPj05FYl0ax0dnhN2YGg0JfRjucxxliaZZZzR70ffXDFyJy+2kUyY2GXckgqqMAokQ+sQmH1DNLbt/qT5P0nYfod5enwE+WDUMvoRlb0rCgBUq1pO3HzYURtjn2q5OK2m83ZXkZccJq7pehWNQ/+17gIei89is3RlL9iY9/XteCUJpUYGhrTFRmjddkcmNzKQ8pLfxy6AWvB7p+h9Qth0ubzmGdhobk59KyeB982Koq+vx/Degt3OFoD9wxpsHFAdYQ8exnFA8oUCmR2kCGpO87fNXnsjq3AEYDV8meUtngR97ukhYN9zB5DvN1naE0xp6RmkJ10XRYeinboqyEZuEEZWhP+QU9R/8fdUTYdzHbSQZ7PnxRQgVEiH1iFIrGDJY64YLB0UguW/IOj+CGZQoa0djjwbW0RrPZedjTCbT+0LClltB5LLC9opXZh26AaUlIoPca0NnpDZrUrLV5KvRhYnQk0K5OzPh6jFUyB2pI/e1bC0esP0eanA0hsaHhJgT2zCs9f2m4WhZ+Jfz+vIsFNzXjo7DgPrGOFnGg007LO4okBddx0M69dODNK5XRB9kgeQ+zES5s6hTi7M+O8/OB1fLvK9HJ31yq5MfyjoqL300YOsfT7N5sksqe3eV2RISowSuQDq1DYAmK2Jicy3cmL5S4KO9n9onXBmNI9RgPELpVzo93PB7A/fKdJ7c70T0qZPX7AHGoWyoxfPyuHuTsuSWbFVJp6uOHHT0pjiREPKFMom8tFBKXW+NvYws2dduoUyVFuvLdJZpDWpnI+VyzrVgE/el9IsGG6cWH4R0XwWeU8GLzyJFYdj70hIDoodmbJVHM8f9+gxxDnAvL74+HuLF1j4rHEk0Ey4NmL1wgMfgZf/xAxJN1y5k60425SJk+GrYNqwDnNuw0KtXjs8rNVv6LoUIFRIh9YhcIW4Q5SFyq9C5ZM1SqcGlkPd0Kei+aH4xfWf1FNRKE1p1hGVxQd1OGUz5MBZcZsM2lWmTZe5Mq9J2g2Zx9eRHZWNCPjRC2LOaMVYoPryG+flkPl/BnRfM5eGVprK7CDiaaV0vEYbP15deai+eRsPB2APhboVozN8fx9QRvP45beXhopDl19gMv3QqUUpx9380Y3GzC6cTdeBTPht67lxR2bXZvcrCRFVGCUyAc2KcMvCU/gnA2keD8Z9vdJ3H0chtqFsxidh3Qz3IhQG57JYKlhiayY1qYUxqzzE0Emd6FVJu7Aw6fW9cDJl8kBW76sLlPvOWLElE46mtax4yY+oxmoodgx1Au+t4JNGq1gCr2q58U3jYpgyubzmL3DtjIzDCh3D6uFjb4B+g4mW0HzyXkS9hIVJ1jGv4uf9S0Dq4v5o8do80u1SQVtPE/XXw+jt1c+CYg04bk5424q5HWV7wSDJe1c8b6u3zr/boXCAC6MzCbQgE6bNM4vieazoUj6ge9XDQpL15Wh35DhPCSm36lZoEmcXqvwIFTKPtQb8PMwZOVJqwdFhKJRjhfpXDmXzKk6F0P31oxPSiG7S1rxfIrvvKrbwc9FFP1FrQLiZBzZBM9cuCANa1AYR689tLmgiNAHaPUJf7FJWLzvupRcbUVXNKe9p/zbcr7lBgzzM8yRNcu6V8DwxkXi7Hhuy/C9bF46h3x/fC7el/eYXWksM/dcehRhr95I0MNLtONucrmgTTl3/bgbhxTJkmRQZA7J3lKtqTCZDyFjpMEhk3dDwuTLwUnjPLHny5xOgiYVLCVteIL7adflWHU7kbUKHHFBozyeF3ni0GkVnotWadfFe9jsG71WIT44pWEbfS08eBIWrSXARyXcMKNdaSw/eAPD/4u/l5LWdceuHH7e45OpoKkj56BR51Fu3Dab0BUZg9XVUyPq49qDUDQx0fHc2nzbqAi6V80jWc6/TTAaNRfN8bzc2G1xdmu3RbTxPDcePEXd6T4R5sq1L59TOjUvGWnBNwYzRMw8sRsuqemKDFGltEQ+sO/Dwkkn3nrTfSLMlNJSr8X186CckTejg6ReRb9i0BWlsG1evn6D2lN3mZxZYYqduiK+xxxj8e+xW3jx6q18BvJncdAFzKJVeC3aI5bgdl64i21+d/DMAp1O7CIa29y4E3cmBzvs/qoWrt0Pxcdz9spO2FJooxXGrfeL87iORZ+Wk8W31bx9CWIcaYnjzIwgXbETE80nZ8uZQMlwWIOEcjxPaF0Rv6ssj1aa4B1hxA2DdArPuaExDJhiwitcY/ShrN9mr2A+Pj5o0qQJsmXLJhqU1atXR7idCagRI0bAzc0NadKkQZ06dXDxYswOo7lz55bHinzp27ev/j6BgYHo1KkTsmbNinTp0sHT0xP//PNPhMd5+PAhOnToIH+ws7MzunXrhidPIrZinjp1CtWqVYO9vT3c3d0xadIkcw/BBwFTpXkypkOHirkiXK+lXpcduI5hf5+Sjo6iIzehxdx9GLXOTxyZQ57Hzb5ekbBw30efIFNgQDy/Yxn5JbpRU6TpVTAzvl11WsTYxUZsFpPCEWvOYINvgNyPXWuz2nnCd1QDnP6+nmRMOOWcQz+1WVHm8MfhmzIF/PsmxaLcxhZuZjdoJ2DJoIisOXlbxOlf1i0Yp9fdvVoe1CqcGbO3X7L5oIgsO3hDBPnfNCwsg3ETC+pZfvyklAj+rRUUkesPnuKXPVfFaJPZ8feBMc2Ki90EW+wjz/2jZcfULRdEeM0sa2xkdbLHj21LyWb5Q8Hsb3loaCg8PDwwZ84co7cz0Jg5cybmz5+PgwcPShBTv359PH8efZfD4cOHERAQoL9s3aoTwrVu3Vp/n86dO+P8+fNYs2YNTp8+jRYtWqBNmzY4fvyd6ymDojNnzsjvr1u3ToK4nj17RogW69Wrh1y5cuHo0aOYPHkyvv/+eyxYsMDcw/DBMLReIWkvjgn6nlCPwDr2or1XpUZN0d6H9EVKijCzV69YVmnVjo0RHxVFvswOGLTihGhvRq89g4yOqTGgdn65ncEIF30tYK5rEDBzDAfbgTmtu3VZd5mEfnZ0A+ly4yBTjv9g4BBbzMHPEwMvGjbSh0aD4z5Y4mOp5Vo8x4dE+/ev8ZUy2JRWJc36vdLuzhJgHL/xCDO8bWsERUz0X35MBOx9a+re34SGLeJzOnhKIMosm7Vh0ErDSA5WTerQV6ylZw78cehmtDML+T2lv9HY5sVj3SDP6VA6yYqtE0VjxKzOqlWr0KxZM/mZD8VM0uDBgzFkyBC5jimrLFmy4LfffkPbtm1NetyBAwdKYMNMk9YZ5eDggHnz5knWSMPV1RU//PADunfvjrNnz6Jo0aISZJUtW1Zu37RpExo1aoRbt27J6+Lvf/fdd5J9srOzk/t8/fXXkvU6d874IL0PtZRm6IPz+8EbGPFf7F4w/PJsGlhN/C5YgqO7LF1Xk3JN+n3n1Zs3Un6iq210gexHJd0wu72nlM4G/XVSf/0fPSqiVE5nlDFjtAJT/MVE2OkcLux0Rs4M6fSfNY4oEPuAG0Hw9ruD3ZfvRzFY5CiImoUyoeL47aiQN4O8thWHb5hlWhcXJrXSDcmtOWWnSS7a9Mphlox/c/lx22IcxGmLcIgoR2eYU261FJpPzjf/nMKKI7cSTKjM9/ibf09JUJEUofElBzD7P4p9PE/1AhmxpFsFLPC5jPEbjK9/Q+oVwuc1870353CrldJi4urVqxJ0sHymwRdRoUIF7N9vWrvrixcvsGzZMnTt2jVCu3jlypWxYsUKKZe9efMGf/75p2ShvLy85HY+PstnWlBE+DqSJ08umSvtPtWrV9cHRYTZLGaiHj0y3oERFhYmB9Pw8iGRInlydKyQSyY0xwbLJEy7dltyRLIKFPa+H1+n9xfqgvJndkS7cu7R6i+4WDBYMQyKCI0TaVLIDhdTof7o8LVHWLjnKgauOIHqk3aixMjNaLfgAH7YdB67L96HS9rU6FwpNxZ3q4ALYxri+Ii6MvSSWSt2h41bf1bODQs/LSv2AZfvPsGotTEPh7UEkzedx6vXb/ETS4omMLWNh7SCd1l0MMkFRaT3siOy2TW13GopKPTvXSMfvM/eSbCgiPx99KaM0PiuURERoSc1mKmf36mMbHBazNsb6/3ZpUa3ehq3OtmnNBo4ff4eBUXmYNG3n0ERYYbIEP6s3RYbzN4EBQXh008/jXD9X3/9hZcvX0qWKHXq1OjVq5dkq/Ln16V6+fiZM2eO8DspU6ZEhgwZ9M/Nf429NsPXHpkJEyZIcKddqEv60KDY9vumRWMVbDYumQ2/7r2Kg+FtzZwzxVZrZiUUtv3+Dm1QWDq/jOmKeGJsaaSccf7OY8kmsgyWP5Mu6xMXOLB1/5UHWOBzRQaCVvlhOzxGbUGHXw6IFuLA5QcyzqBr1TwyRsN7cA3RE3nkSC8i8Pm7LllcV2SMe0/CMMP7Aopkc5K/ObYxCnWKZMHcnZdw/Kbt64qMwbl3yw/dNLncagloQkg9C8fZ9FhiPV2RMZgwHfGfLxzsU2HcxzGXmGyRUR8XQ27XdOj3+3GTZxbSkyxFMl3Z0pDMjqml4cAWuhITA5uLixcuXIiGDRtK6cuQ4cOHS8C0bds2HDlyBIMGDRKNEfVG1uSbb76RtJt2uXkzaaZY46tFqZQvozjPGqOomxNGNCkmE7rHGaRkRRPy3xm9w7LCNmHgwzLowNoFI1z/XeMiKJjFEUP/Pin+J8aYtvW8aMyoG7Ikwc9eYu+lB5i367K4HHMSuOeYreiy6JBodSjwTx7eBTftk9K4OK4hjvyvDlb2roRh9QtZTUS7aM81MbxjFi062K3JFnMO9J22NenoiozBrCDfCy661taYiK6ovadYJLT+yTKGmuZy5PojrDt1Gy3LuEunY1KhhWd2KQXSvbpawYzyM8XVsb1l1Bkt2nsNlfNlRPFsutJSiuTJpDz9oemKDLHoisWOMXLnTsRJ2PxZuy0mrl+/LoEPNUOGXL58GbNnz8aiRYtQu3ZtEX+PHDlSymaaCJyPf/duxCGWr169ktKb9tz819hrM3ztkWF2irVIw8uHiJihNSkqHjaGsGtlfkdPaf1uY+Rktu/yA2zxCxSzSIXtwhMgU+o8mRJ2jrGctf7U7RjHJTx6+hJTtpw3ucMlPjwMfYFdF+7hXEAIXNLa4VxgiNhErD5+S9fxdTNIXLI/r5lf/FsujG2Iw9/VxoqeFTGobgExh4wvHC/Csl1GBwrPC0S5nSUJZtmevXyNtgsSZ3G3NCP/80X+TA7RllstxaC6BUWz9v0aP+kUSyzGhxs9ShdmEoCf+fHNS0jmN22qFGhbLqeUmDmA2W90Axn2ynIobSc4yidyZWyW90U8fv5SnzX6onYBGXL8IduuWNT5Ok+ePBJgeHt7o1SpUnIdNTnU+PTp0yfW3//111+lHNa4ceMI1z99qvuScIdoSIoUKURvRCpVqiQZJXablSmj+0Bv375dbqfGSbsPxdcsyaVKpeu0YgdboUKF4OLiYpFj8D4vnG7OadC1am7M33VFf/2EliWRzSUNOi88JMJZY4xdd1Z0AwrbhnqSkR8VxXerfTGltQf8g57hCxNGQ7DDhXOn2OGy7rR1Z05lSGsnM8yu3H+C5nP24a/elVC3aFZ4jNoMrZpG7xZN3O3hnh6l3F1knMEXtQsi7NVraVe+dPcJDlx5IHO3TDW509jqdwf7Lt9HH698+Hn35QjC88mtPaQM0XbBAZMF6bbO6hO3ZbFkuXXNqdsIidT+bQlqFMwkAe32c3ekBJ+YUB/JEigdz8vnccGhq7bhAG4MZtd+6uQp391pW85jcL1C+HrlCRy++giNSrihcn5X0YcWz55LN0SWneVhrySbefJmME7560b+TNx4DhNblsSYj4uJRcuHPg7K7K40+gJduqSzsy9dujSmTZuGmjVripYnZ86c0iU2ceJELF68WAIllsDoHeTn5yfeQYRZn+bNm6Nfv376x2UAw/u3a9dOft8QBjLsOKM30pQpU0RnRC3S0KFDpXuNnWeEJThmgGgVwN/57LPPJKu0fPlyuZ2lMAZBbNn/6quv4OvrKyLv6dOnR2jrj4kPrSvNEH5UWDapPnkH7j0Ok3lZ/DJRVxSb+PWrBoXQs3q+DzY1m5Sg8RtN4GpymGiIacNETelwsQQ7BteQAL3xzD2iX6O5JD2MVh65iaF/n4rRE6dEDmcpc9HBm/okR3vd5ijs5WsZbXLxzhPROm04HRBrxoKuwpzd5X3ujl4Lw4wbh5LO3XEpVkfxpEbhLI5YN6Aqluy7LvYLloSBLLv3KGwvP2FblC7ExMBSjufWZmKLEmKB0XvpEWw/f0+OYybH1KLRM9ZI0bC4m+jFCmRxkE0Gh8qSJ89fSQcxM/vJkr2/Iz+s5ny9c+dOCYQi06VLF2nJl13nyJHiDcQMTtWqVTF37lwULFgwgqEjxdX0ENLYsmWLvkPM8L4abN1na/2ePXskOKPompYAhu37LJsx2Fq7dq1kl1q2bCmeSmz112CQRuNItvVnzJgR/fv3lyDJVD7kwIjwi/PvcX8s2nMVa/pVldEBbM2PDZbcfIbVlBIIyx8K24Qt8zwxMjjafCZQdpO8XL3/RMSpsbk7V8nvarXRChOaF0e7CrmiOF/TBLBxCTdUm7QdgdFooYzhniENSmZ3lnE3pdx1GaZ0qXVJ9OcvX+NBaBjOBz6WcjAzS/5BEYNEBkEdKuhGK9jbpcCq/7d3HnBN3d0bPyoKCCqgLJXlxoWiguDCrbVubdW6tWrdVauvbdW666i2bts6Wq2to2rdE/feijhxI+AERNzm/TwHEgMkIWACAc73/+e1JJebcLm59/zOec5z+lbj7T+dfZAyI0u6VqaaJRyoIUZJPEhonJtacANGqRMZvoYz99HNdCyhaXM8n7A5mH5PpeO5MWleoSD90q4irTp5l73DAD5/f/WsytdnfQJYNE00LudMfkXzk4+HHc/5McvEJTQZCZLOBzazgxtnHgsztpvX9ybYtlJhLjUIpg8WOG/VBgdjJlrQ/Sh2Pb9wL4ouhEZxUKy+rIJT+s6va3LWpdOi4wZ9P+gC+61zZfr39D3VTUAJLCL2fhPA2qMW81JvBojqgZtd7rgynFqwpCxB4Bg8innF2qaD1x/T4euPaG1ff34Mxwn+XT6TdmWaElpirHKZ0alR9ejEzSfUabFh/r5DG5RgE8nR64PYcdvUWNfXn0tRFcbvNKn5dhjPs2VQDXYFrzVtb4LnfutciWqWsCffSbv07k6DXm5wveKZvoQWbayMUVZHAqO4GVvoZOq+5Djtu/ZI72OHz9ymAdX5QpOZVyVZJViCVgEBkjJYgl4Bgu3u1Tx4PEjQfcN4ftnkNqPD/6vLY0g+nXWQhc2JGVCnGH1drwR1WnSMDoU8JkOB5KZHAWsuwZWPD5YwedzcLAcfjzfvcDyycTZt8pZLbF+g6f1lFoY1LEn9axejbktO0J4rCZtdUgpmx/3R3YcOXHtIXRafIFMEgTGE/P+dDaVBeujt0gLYaGzsX53d3pElfRTzOknJDMLrE7eeUIffkp/9hmzRXz19s4RfUbQERul7YDM7uAks3P9BhK0v3q62vMoWMgfQYLxTC5ag14FuAW7aAdMTrmRTC3yLCttaclB0TUsJBzeLfd/U5kDGZ9JuMiYo/6BLC1mlHtU9eKjyu3fvKUeOOPuAG4+e8wgQlCAROMLGIi18ltKK06PqsSal7ox9HBimBgjUd3xdkwNtZNlMQVeUnON5wPQ9FPpUP82dMcEInc+ruFK/v07Ttoua/ff+16gUfVmzCLWad0jnfD4YkEKXBE0hzHwzO9Hp4XwtZH5wE/zn+J1UBUUAM9U2nA2V9v1MAlaZyqAIIChCsORql5vnhH0s45uX5Xbk79YFaQ2KAAKPcZsukkNeC+4WM/ZnAOaWCHhgUxAW9YKDooPXHrL+DpmkRmWdWIO0vl81ujiuIW0fXIMmtypHHXxcqWyhvElsLzIS//v3PGcrIDZPDQhe0VmYO5cZtVt4xKSDooSO5x+mKqQXTcs7UwdfN1p/JlRrUATm7LnO/lPwI9L1d4BGCaNrskJQlG7t+kLmF15DV/LDxuTnpuli8tbL1LCsE+VQKDJ9TRso4n9PZBOygvAcwRLczmEK2HzuoVS75waUtKcOvi7076l7tOZU8qMhtlwIp5O3nnBZbcnBm0YdwwHzO/jcICCr99N+mtW+AlUvXiCB8Nwqlxk1KONIASXsORhq6lWQPq/iEnd83r2nqxHP6MydSDofGsWlSHyPDIqpsyP4AV0Of8aly3WnQ+nx84SlHH30LBD64jqSUquE9EDpeD68USm2HfnYEmJqgQfR1DZedPdJLA1dnXA8T2JiXr2lyVsv0bQ2XtTB15VWaNBvwR4BHWpZ4RqcUkRjlEKyaikNWQCID5vMOkAhBriYDaxbjJ2Ws0KggMDo+K0n5OuRNmMVTImvV56ldWc+dJDpC4wSj46sSxHPXnJrPmas6QMG1EITsi0onPr+dZqMxZwOFalRGSfqvPg4d625x+s64I3UUYfwHL8Xskk1i9tTmUJ5yTGPBY81wc0Jny8IuxEsoQQHrxl81rQN901PoGPZPaQWrTp5j75dp//0AXRNLevhy8J1XcfJ1ECGb8+wWpwRrTxhV5q/PkrFG/pXI7f8VlRjSiA9TKQr0qXp5IaCcTsSZOZ8Pex4CDS2yUqBUbSU0gRDglXuyLUXDBIUAczFwkrMFC/6hgSZAdwsIYLEjS4rOYAjQ4axIpgun1L+/cqfBfp9lp3WOygCF+9H0z+Y71XakW/exgDlsE/LF6Q/Dt/ioAjcehxLvx+8yaNzyhXUPo4E2SQEE/3/PkO1p++j0mO2U6Xxuzi4gLkhyhptKxemaW3K046va9HFsQ1p7Vf+PEC3RYVCVNTeKolzcXoAn6cdwRHUzseFg1F9sLc2p9ntvenp89fUdUnGCYr0cTw3Nt83Kc3Dno/ffEwudvrNJUSmFiOZMPttUotyqsfzW+Vil2sFZY2MfWqQjFEKyYoZIwQvmtqkP5ZPyzvrrIFnBk+gqBdvqeHM/RwEQnOzrl81ykrg3Jm/N4THhujLD83KUFd/dxrx73laeSLlswlx4Ydn1p0nsdT4lwNkSDAXELohOG83+vlAkvLageG1eY5b4hbq1JgewowPGRaIu/NbmXNmSWkbgIzSuXvx3YD3Iun2k9g0H/hpYZadTo+uz8Fo2wW6x58gMYzOp0pudvTp7AN0NcIwPkhpzYovfamiiy1VmrAjzWwZ4NGFQAbXE6UWCJ3B0BDdeBhDx289pW0XwrR2gULP1bCME1X7cTc9ev6a/uzuQ35F8mfJzuBo6UpL3wObWUCGAxddbW3SH8u/X/mRV2GbTPkhRfmx4+/HVFkFMPNzL2pavmCm/H218ebte6r901669/SFXi3cS7pVoU3nwmjwytS3R/es4UHffeJJvZedZE2MIYBJ6dZBNSi/tTkPtdU0AgeDPNHFBIHyP6kI6nRRyMaCzfiqFS1AJZ3ykJ1VLp1jHvQ53h8LhO4jGpWivn+dYo2XztJ5vRI0cdMlWnTI9MwS9QVWIzgHdl2KoF7L4hzPjQmynng9nGv4e0Pw//Oua/H2ETZU0dWGTXPBa+W4m4cxdAzjboLCOQCF6/uebwIo6F4U7b78gL5pWDLLZoqiJTBK3wObWW7sWJnoapP+WJSakMzmoQFd0azd12jmrmtJMgFoK4dmIKtcnBBc40bSZ7luzU+eeF0RDBM/+eUAPU9BCS0x8BaCBgZjDrzHG0YT8ku7CtSkvDN1WXRcq1cSMiObB9ZgewGvRLoOYwBtE2ZiVS2Sn0o45iHb3DlVYx6QucJgXQRLF+KDJXhBGZrj39ZlH6da0/ZotCVAduKvL33paMgj6vB7xiqhaWJc8zJcToXjuTHF49A1ITtZxN6Kj20XP3fqXasotZl/iM7cjUpgcIpACfYRWGTCayuv5YdxNxj0bJYjG48AAVlNV6SOBEZGIisFRmDY6nN6dQR9DD+2LkdtKhUms0zSMopA4NTtp9T+t6Max2jA6Xdo/awhPFcH0+aP3nii9Xm0tMNMsfncg3Qp7JlB3LIxpgSty9M/cnYZusmmtC5PSw/foh826O7KxGTy1X38acWx2/TtuiBKazDHDQJvBEvwW4JHTS6zuGDpaezr+GDpQzfcg2f6j1HRRLWicYLqGbuu0pzAuDmaiX1ysPCpMnGnatBvRgbHEyVTuP/X12McUmpBSblzVTcatPIMbTwXphqrhMx99Sl7dP4sAnOYU36YDWjD426ySmesNiQwMhJZJTCCNmT92VAaukp3W6ghwMUTH3jLnHHdORn9uD17+Ybnx2m74SBbhBEWDnksMu2wxsSgff/Gw+e8ytYULI5q4kk9ahShb9deoBUGnK6+rLsPVfGwY4Hz89epm99WyikPzwW8/fi53jdCdK01KB2n69Cng8jYlHbOQ43KOZOvux37QiGjkMssbiHyOOYVnUGgdC8uq4RgKaUt+Ov7+lMp57yc2YiIn1eHUxsBUxV3O2o2+yBdjvj4YNdUgAZuTNPSNGDFGdp0Iczg+29c1onmd6xEG87dp4F/n1E9jgXk9LZeNGr9BVp2VL/PCS6pf3Tz4db8rFTC14R0pQmpBqsKTBOEX4arnaXRjyQs7VE3zwz9abgIDfj7jM5VOJsRbgzOMkERQDYQpZ52VVyTPIcLNswCN567b9CgCIzdFMwGlLM7VEjVz6OjDn5FKCm3nq//HLZJmy/xv7i5mQLBYc9oxo6r9PmvR6nyxF1U4vut1GLuQZq/9zrdfPScGwMG1ClOS7v50KlR9bk8trBjJeobUJR1X8iS6OKr5acpR7Zs9L/GpZL45EzbfjlTBUVg+dHbfNwmtCxr8H1juDGCn/uRLxIERQBNMEGhUTSisSfpm2DvXbMIz07L6kFRSpCutBSSFTJGWN2rl7UwafxJzCt2+z2kZdK4IerpGP1Q0AZZlOwZVpM1d891+mnHVb22X93Hj29IWeWCheMT/eIN1Zy6R2WCiE6uo9/W5RZudJDBmM7QYGXfyc+NPv0l5VmLGZ958RTz7ktOpGguIPi6XnHqX6c4tf/tCB2/+ZQyAigDwpSyspsduee3Yt2X8vzEjRrO9XFz8aLoYmhUggHS09uWpzaVXHgMBYJR+OSgvbydHvO6MiI1ixegP3v40q/7Q2jSlssGuw5iZFJxB2sKmLaXwqKTXme9XW1obd9qtOrk3WQ7hSu72dLK3n6cvcvo2XhDIKU0I5EVAiMlaJdGa3DZQh8mjau3DD9+/oq7JNB1teVCmCqFnlrqejrQoi5VKKPqijBMFStyfb2Z0Pq9aWDmE57rAsdmyaGbNCE+o4IJ4bgJtJh7iNu+jUFeS7TR1+GSUZ2f9un9c20rFaZpbb3ozyO32A8mpaA0vO+bAP6d/X4MpIwI1ih+HvmpfhknviFj1AsE7cqF072nsXT69lMOlILDoun3zpXZ4wh+PxD8VpmQOXRF2oCGDZYK6o7nHxvEQ2T99aqz9N/Z+zobAT4p60zVpwZqve4iy7djcE2ys86VafSbH4sERkYiqwRGuNFffxBDn8w6oNKE4P5dpIAVlStkk2DSOFqG0YWFzBL8ei7dj6YD1x7xLJ/Ek5+TY3lPX6rqYZehsijKQAjOxcpp80h36+Mvg4GQn1VxyVIXLhyvBjP3saC5V82i9P36IC5NGJOOVd1ofPMyNGTVOb2cuBGsIWi99ySW6s5IvcC2mVdBmtW+Io3fFEyLDmbcNnV18NGEc3edUo4cLBVGsGRulqA0jOvHX8du04ZzYRR8P9ooVh+mgEcBK9r5dU06cuMxdfpIJ++GZRxpYafKvMhMzrUdnWjQKWJh2nJe0hIvrtWLu1ThMmhGupYaGwmM0vnAZhaS82PBtRBizrh2URsuDcGQDsJOBEu4ID6IfsWryf1XH9K2i2EUGftW5w1p2+CaGU5/g6AIBmxojU2Jv4zSjBBalqyS6sZN81L4M/J0ykPbL0ZQvxXGG92hBOfTtsE1WPDuNXZHspmezQOrk1M+C/L/cbfO81Uf1vX1Z/+bCuN38nmSGcHnPaBEARrWoBQVd7Tm4BeZUHRAQbN449FzOnPnaZy4OzSKb+iaWvszIt9+4kk9qntQ8zkHtZosJge6yLYNqsmNG/pmF5VjlTotOpbEPqJXzSL8voSESGBkJLJSYIQLGrxQakzZQ89SoP0wy56NL44owZUvFGdCBkM66A6gM0EZLiL6JV9E9l95QNuDIxKY5SGd3NnPPUMER/h9Fu4L4fc/rGFJ6gYtytWHbMwGfxl4uKB9GiZs6v4yuEFwy/S9KPLxsKXu1TyyTGAEIGbG+QBHbMzNQuD88o1xb5QQAq/4siotPXSTftgYrHU7jONo5V2Yev5x0iADQ1GChlfXf2dCadBHmFaaOko9y+WwaCrumIcu3o+kRQduUUApB/IqnI8DTatcZhwsQccY8uC5mmYpkq6Gx/DojYxGHjiej6jNTtSpcTyH5xY0Q7hO1Jm+V2/9pkXO7LR3WG3ODvlO2q163NsVdhGiK9KEBEZGIisFRgArP5QAJm2J04SkFnz40ZXEmaX4YAnBE0pICC5iX72jcARLoVE8If3bJp6cdTFl/Q0yH1j9YhwCgrjAYQGUC7qKiR8uUuoUs7di52L2l3GI85cxj/eXAeqW/5kd/K6oQKKTCTdKnGcYb3AaA1TRNh4aRZfDnhn8Rvlr50o87d5n0i6NmaBW3oVoxmcVDO5BhGCrRcVCFDB9D4U+NbzJYnoDY8ntX9ck8xzZqcqk3dQvoKhG4blVLjOqX8aBAko4UNlCeckpnyVnS/E5R7B8LeIZD9FVeixdjXhGbzPAPMV2VVzox9blacSac7TyZMp8375v4skLI3wOwqJe0Fn8/vHBIq4v0S/eJjsu5Metl2jBvht8TYFvVH7RFWlEAiMjkdUCI+VNrP6M/ZwONyTw80EmqXyhuDIc9ApF7K05yEC26p1CwVkFUwQ3cpTJGv68X+UmjHlECztVohk7rtCsREZ32ijlnIc9UdDGntXM11BqnbrtMoVGvqCAkg484gDaidzmcTdKBJ5wXEcJJm7afNyN8s271N8oIR5G9yMMONv9ejTBcygJo4QWFvmCaqdApK0P9nnMaf83ten6w2fUdPYhykxg7bKERcgFqOXcQ5wJTonwPK+FGRtSQrcEJ3wHnAPxpWWUHi+HR3OwFHcORLL20dRiJXxstwysQYVS6Hhev7Qj/da5MmfRIVZHidHFLjdnoZTaoFAI3OODJTiYB4VGJ+jeXNPHj7WeFcftpHlfeFMtac3XigRGRiIrBka4QUFM3W3pCaO/FoIlXByxascFAhOgTVWYjLJZ4lLLP72qsstsxXE76KUeGgr8vpsGVGcRZ1YTSSIQjH3zjtv3n6gZCqJFvGFpR6pZ0oHKFsxLjnktuBtSmVW4Eq7MKsQNUUXwpG8nIBjesGSS0QooS2waUIPtIqr/uIeexBrelLFPrSI0vFEp6r70BO298pAyC/DJGfmJJ7uLw2XcEMJzjK9oVA7BUgHWLCKwVBrAoskDgm40OSiDBSza0nqIbmJ8POxoVW8/+uvobfpuffLZxkI2luz2jiAHPlAYMP3vqXs0dPU57gasUbQA1S0NgbstudjGdQMq5QUwG1VmV3HqwyX71qPn5F7AKg1+04yLBEbpfGAzI10WH2f9jLFpW7kwTWvjRQevPaLqxQuQqYHS32/7b9DkrZc1uiRj5bgzOJx6JzMbTNmV9nkV1wyhpzJW0A1xPzrTdGGT24walXFmozrYHECvopw39+rtO15pK7MKCJZCHmrPKmgarTCFx9K48NDZXZcMM3RWk0fNnmG1uHwKk8XMgFLPcvbOU2q94IhRheeYM9i4rDO3xyNYym9lrrIPiX39ljMpCJaUpVjYBqQ1KGvV93Rk0b6ujlxIC9b0gVt4Hqr70z5uyIBnVlOvglRzyh6N/kUwKkdmtW4pB6rgasuBFcZ8KK8dcYJ38SvShQRGRiKrBkb40N15Ekv1Z+wzas0fAkQIVeG6XW/GfvqtcyWqXdLBZLIpuJHDbwcuyNqOw4QWZVlz0ODn/TwGQxvKFXVWB5mjJrMP6D0fTenPgrEW0KFBl2KeMzt75+TOZcbbIKuAv9PZu/GdUPei6ObjD1kF9dEK8J/5pV1FWnniDo3494Ixf1VqUNqRfu1cmWbsvEKzdutXbjVVlHoW/A2qTNylMfCBphDjVIwlPC9ka8F+Pv7FCnAApt4RGvPyLWcVlU0OCJrVO0KNAbrLAocG8Gu2XZg0UFSCjrGeNTzYK251vCZJOWAaGdHmc/Urt1qYZadmFQrSpJbluKSZVTSKqUUCIyORVQMjpSZk3KZgWnLollH2r94m7Td5N0W9eMvdXbuG1DIJrRGCQ6xMG/18gHUx2sDFGXoSbAMNkiZQOkNmCVmPrKQr0gTKYzAJhDlmcij9WZBJ/HzhEfqxVXlysrGg8j/EteA757WgxuWc+EaJ7B2CJeWNEn879pm6E8lBE8ZX2Fjm5OOPgaAB01PeUZQa4AhdwdWGKo3fQbGvM14Xlrq5IXxy2sw/TOfufZj2nt7Cc4/4jtCqRfNTcYc8LAxXdYS+eMNZpXP34sqwCJjQ9GFIhtQvwYOiMTT5xK2nWocb77gYTr2WnUo6YLpBCeq6+Djt19Np3dQWj6aMBEbpfGAza2D0/NU7qjE1kP16DA1GCrSsiDZpaHc+lOxGNCrJRoCmUG7Ce9On1NK9mjuN+rQ0e/RsuRCe4DkEQxv6V2Oxr1zMPtB72SnafjHhsUrMlzWK0HdNPGnmzqv0y+5rVLWIHf3Ty0+nOzVW8Z8gWCoal1WwVcsqKLOAWKUfCnlEOy5G0Mnbxh3fgfewdVAN2nUpIsmNMaOAbMf3TUqr/g6mLjwv5ZiHGpZ14vOlmL015cudSzVEF/q2OL3Sh8zSQx2zDvVZ4O0fHkBv3yUVnhfMZ8E+bcho+qi12KtfG/YMC2DLE03PJ6ZbNQyzLZPq95rViNbz/i2z0ox0YDMr8B/5+9hdGvWf4VqZQWvvQvTTZxXYLfe7RG3S0IQcGFFHtbpPr3LPYrVRFsmBC9vOIbV4tVph3M4Ez41vXpY6+GZdXZEmEJxg8G7t6Xu1Gv/BPHTNV/58A1N3+13Q0ZtdmKtO2q23aBpZhfmdKlEJhzxxdhFv3lFei5yqDBY8aTAk9MTNJ7QtKJw1K4ZkXPMy1MHHlTOKITrKraZI3N/Bj4MITa7LmviqVlH6plFJkxKeQ9iPbrgqHnZUtACCpZyqzDQCI2WwpJwNp94gkByYr4fy7LiNF2lxfIYd14TV8R1k9X7aR3e1lPUal3Xi4cOJxeyaypRrv/Ln60hW8kD7GCQwMhJZPTBSBgkYFXI53DATs+Hpg84sDKnUNstKObcqvewKiLJxuefIjUe0JSicPXaSA22zf3T3oQX7QujHeKG20ndESAoCFNwM5u0NSfJcPss4PQvauH0m7krQ8YeM0J6hAXT67lP6fGHy5TjQtLwzze7gzSL5GsXtWbzd689TcaakhfOxISHKXXZW5rw99DNRL16zZuzYzcd6nwPaQMCM+W33o15Qg5mpHzmS1uDvAAdxq1xmSf4OukAmJHCo6QvPvV1sqAGCJXc7ci+Qm4NlZbAEU1qVIWV8ZgkBtDbW96vGTv5eY7fzvLj/NSpFvWoVoW/XXtA5TQCguw3GoNq6W2FxgMyTQx7MpJMSmr5IYGQkJDCKW92f1OADkxqUbdKFbCyomo42aSyIEDyhDJGWFwKltxB+Z1ygMBMKoBMqMvYNe6ocvfGYtl4Io+saVv5Lu1Vh92vcDKA9QgnFwixHltcVaSvVIluE9n1kj9TBcNKAkvbUdsFhVYu9OsMalKSvAorSZwuPsEeRLtzz56atg2ryXD+8lq7RChDElov32arAwZItBweJz4FjN+IGKWs6B7QB/yq4vA9YcYY2XQijjMDvXSqzQaa2v0NmFJ7Dmb5haSeq5G5LbnZWbCeh8hiKfEFn4ofoImCCQa1ySgCC6//6V6f1Z0Jp/dlQWtrNh3ZfiqAef5zUb8D0gOpcWv5Kw9y0BR0rUb3SDiZrZZLlAqP9+/fTtGnT6NSpUxQWFkbr1q2jFi1aqJ7H7saMGUO//fYbRUZGUrVq1Wj+/PlUvHhxrft0d3en27eTDpHs27cvzZ07l27dukUeHh4af3bVqlXUtm1bWrp0KXXr1k3jNhEREeTg4EB79+6l2rVrJ3kev4eTk5Nev78ERh9AazNmXX0MU1qX5w6hXstO0u5ktDuV3Gzp36/8Ka3B2Ioh9UrQ7ssRNOa/i3yT5KyCiw1f/PLEl2BevXnH2iuYEB6Jv1HC2XnnkJp07MYTssmdi7vuZIWnHQSg/527T0NXnUug1xrdtAzNDrxGP+24qvHncse34COwqqbDUBCZi//6VSO3AlZUc0ogPYx5rXW0gjagE9F9DrymqxExqnNAW9s4Sis7vq7JAXPicqspovw7zNp9lWbs1K0ryszCc8Qi1YoWoHqecUN02ZCRPYbigpQ7T57T6dtx1hHoGEOQE/v6Hb1++458J+/W2/yRB0xXduFO4Jtq51BnPzca17yssX69TI3RAqOtW7fSoUOHqFKlStSqVaskgdGUKVNo8uTJ9Mcff3AwM2rUKLpw4QIFBweThYWFxn0+fPiQ3r37MH05KCiI6tevT3v27KGAgAB+Dtuo8+uvv3KAhqDG2tqaXrx4wb+sOl27dqWXL19yQASUgdGVK1cSHBQETdn1jLwlMPrQoYVuDsz2Se0wyBYVCtHP7SqkqE0a7e2flHVKk+AC2aI/jtyisRuDVZqQRj/vT5IVQCkHN0nMhcONEv8NfxEAkSWkRMqVXVbvQNMXDOREpxOCDgTDmKXWbI5u4W7LioVo5ucVaMyGIPrjcNKFlrq+a8DfCUXxiUcrpBQXO0v++yO7pOkcePz8FQu8D4fEZReV87BgYPhnD1/6dV8ITdLgi2UqpOTvkNmF55qAjrtmCQeq5+lAFVxsqLBt7gQeQ+/fv6cD1x/RnssPWbekz2xA7m4dXpvuPY3lTliAMSrr+lbjoFp0RSZaSsMfRj0wwq4KFixIQ4cOpWHDhvFjeAOOjo6c0WnXrp1e+x08eDBt2rSJrl27pvWPX7FiRfL29qZFixZpfB6BVKFChfj5Tp06JQiMnj59SjY2Nqn6nSUwSqgJmbbtCs3fl1QTkhxF7a1o88AaLGj013OaNHDOZ0F7v8FMsjhzP2PBnUoRz6jl3MM8rwueLQeG1+a27vrJaELwtjB6QjnqBDddjAoQ9APiZzgbd158nG+iWI37TtqVbIYBxx3ZIHT7KXUd6iiDH5Q2Bmvw1FGOVkD25mPNCPFe3HAOFLahcijBudhQ2YL5VIaEGAGBYAnaJjyOmyDKrerDlE0FpZ5F379DciA4be/jkiGF5ykBXW/zv/Cm2qUcVK7tKZ0N2KM6uv88qc+yUxxUQ98FJ3jJOpNR798GXXbfvHmTwsPDqV69eqrH8CZ8fX3pyBHtZlfqvH79mpYvX07du3fXeuNDGe/s2bPUo0cPrfv5888/KXfu3NSmTZskz1WoUIGcnZ05K4Xsly5evXrFB1P9S4gDf51B9YqzADAloJyBGjlWPQVtLCnoh4b0V09fbstHRwYyMNrAXLJ5e0KMav+PixayYH2Wn1JdqKAlQRkHQvFPyznr/Hm8N5RPNp4Po2VHb3FQheyToB8QuyLrgiAH5xZGr+hzM8ZxR6kTK/UprRMK9eGHNa1teV59awqKwJgNF7mNHw7EHwvey63HsbTh3H2auPkSDxouM2Ybuxx/vfIs/XPiDnc+wcnb2caSb6J/dvchUwRNDyn5OyQHNEbIlqDzKjNT1cOO6no6qgZh47xWZoyRSSrumIeHFo9rUZZNMIPHNeSFAEpoMIjFaKQVx+6wsS4G1P7Ypjx7vElQZHzicr0GAkERQIZIHXyvfC451q9fz9oklMG0gSyQp6cn+fv769ymQ4cOZGn54SaLYGjBggVUuXJlDnh+//13LtUdO3aMs0+aQFlw7Nixer33rAYCVwQ3wxuVpGGrz+v9c/DdwLBYzAgyy/6O22KLOeShym62SYzYlLOQ8K9yWOvC/SFcDoF5nzFa3rHPYavP0d0nCdtplx+9zfX9CS3L6iWWRVZr/heVxMQxlcEp5j4heIAhXoE85ixu1WWsCc7cjaR1Z+6xtgMdbhitoPw74AYFx3JtwPRx5Ym73AGJQMrQIyUQG2NUCb7WnQlVnWvKAazQokDsHRGdeg8dQ9PF352HI8/bc91g/k7Q4UG3B+E5FhkZRXieEvB3RNkf57Gua5S6cS0CHpiSYvHV3sdVNUT3+eu3ZJs7F2c8hbTBoKW0w4cPs9j6/v37HIQo+eyzz3jblStXJrvPhg0bUq5cuWjjxo0an4eWCPuGdgklO00gO4Wg6eTJk6yF0kWtWrXI1dWVli1bpvF5BFD4UoKMkYuLS5Zu19dEszkHOXhJdrv4MRhrTt2jIyGP2LsIYxmWHb2TxIgNJREbNSM2iFphtQ/tCQSwbSu7GPz3wIUMXkrazAJVmpD9ITRpi25NyOhPS3PnkeiKPq5ci7+J8gaC9micAwia0QGkybk48WgFDNjsXNWNBq08QxvP6b4JF7CO03VgIOcnsw6SsVGOJkF5r0l5Z9p47j4NUROepyfQS2HWGWw5Pp1t2GOR0YTnKQGBEIZJw+/JENkd3KIxfkh0RWlXSjNoxkjZ2YUuMPXACN+jfJUc6EzbtWsXrV27Vus2a9asodjYWOrcubPWbZAJwuslFxQBHx8fOnhQ+4fe3NycvwTdehzoBpKb74MxGOhCu/M4ljMyyDB3reZB/2vsSX8fv8OakMsRz/jrF7XmoDLxRmyYXg09BhyMlcESPIYMNR8IvwcmtaP0oQ3Y9AdefsAr6TmB13nOlrbW5O7VNXdSCvqDLE/2HB9W3GiVr16sAPkVza8Klp4+f82ZIpVz8b0omh14nYbWL0EjG5fi4BQlreSCIoDBnzN3XqORn5Si+p4OtNNIA2UBPG4mtizLGSSU9xAAtq5UmJYduc2/T3qSx9yMjTMhHP9soX4mjikBN/ofNlzkRca3jUuZtPA8pQyqW5yz34bSQGI/GDorpB0G1RihCw3B0e7duxNEaChV+fn5JfvzS5Ys4Q6xJk2a6CyRNWvWjOzt7TU+HxMTwy38uvRH6kCrpB7ECSnHLF4TArdX3boibxYmtZ5/SE0TEsSakMmtyusscUDfA/M+CFRLfL+Vxm+Ky+gYKiiCBgh6IuiKkuuyG78pmEWU87QYNUIjNeOzCqIrMhLIwKmXIDDiA2aa/WsX4xlUJ76vR1/W8ODtetYoQpGxr2nsBs0ZQE0sPXyTh41C12EsMDZiQadKccFQ/OdhxL/n6PmrtzS2eRleNKQnU9uUZ5Fv9z8MoyvStsjYE7/IgMA7M4CgvX+dYtIxlsFJ8V0FgQeCCXwpBdf47zt37vDJgI6yCRMm0IYNG7hNH5kddKqpt/TXrVuX5syZk2C/aGdEYNSlSxcyM9P8Ibl+/Tr7KPXs2VPr+0O57u3bt9SxY8ckz/3888/033//8X5gCYD3GhgYSP369UvpYRA0BBaYnYQLvibwHHREQ1edZe8YJejKQBkBrfsogeiDvbU59atdPN6R2jDgJjp8zXm9dCUYFbHo4E3yK1qAxwqog5UdOp/gjSMltLQtX6iXLVCCRdCBMgT++9So+nTs27o0v6M39Q0oyjcwpVFjYt68U9DYjRcpv7U5D/Q0Bgh+3PNbUf+/zlBkbFzWEfH41O2XuZMNn4f0omNVN2pczpl+P3CTjt807tw4DKU2i//MZHQwE25Oh4pGbQwRTDQwgm4HrfL4AkOGDOH/Hj16NH8/fPhwGjBgAPXq1YuqVKnCgdS2bdsSeBiFhITQo0cJJwejhIbgCt1o2li8eDEVLlyYGjRooDOjBH8lTe346HiDLqlcuXKsLTp37hy/LgI14eNAEAC9QJ+Aokmeg2iwk58b6ycSD1QFGJfxTqHgTrVkXycb0S/tK/AK01DZItxAD4c8StEMJ5TRnr18k+SCPrxRKSpXMJ90jpgAyhlSyBgtPXSTwqJeUFWP/Dz9fHlPXzo3pgEd/l8dmtO+IvWqWYQdylFCAjAbPXDtIQ+ttcpl2GwGOpFg3LfqxB0KvJKwVAf/pdCnsTwoF6aVaQ3K1hBFB9+Poh+3Gb+8FbfIuEX+RfMnWWRkJHBdmt2+IjvjywzEjI8MkU0h4mOkHazOsdrGIFBl9xC6e9CCCr+i6lP2aP3ZAXWK0df1NI9lSLwdbmyGqt9DV6Q+hFHdtRaaFZTx4Fqric+ruLBmasSac7Ty5D2q6+lAi7pUMcj7Egx7Xv6wMZj+OHxLT+fiWJ6Lh787uh/3XXlAXZacMMh7QUPB5oHVOUirPV3zXEDoU1b29qN5e69rdfo2Bripbx1cgzugfCfu5m6otADB6IERtdkSI2B6nBlvRmNwveKsLRLTRdNGZqWl84HNqiDQwHyffivOcJs0BikWsbeiWtP26GxDhgYJnUS6xjL4etjxSAFsY4gLEMp/0BM9innF3UhooU7sWouuqNuPntPpu/FTtu9FUXBYFPuwYJUIk0poihr/fIBvKrlzyYrRFAOj56/eUY2pgdwqrsu5GMEtuolgyGltnjPuHHiv4HMSs9U+BpRXNw6oToVtLHXOBQSrelelCi62VOenvax3SgtQBmpUxok6LjpGR288obQEvj0/qi0yMhLIdiEDqfQrEkwXCYzS+cBmdTDM85Nyznq3Sas7E0/ZdpnmJ5qwnt8qF23/uiZPJTdUCQ0M/PsM2wAs6+FLvx0IoYmb48oH6HqrU9KeXWtxgypoY8EllezxN8obj57TmTtPuWSGURTPXrxhV2MxXzNN3r5/z2Z52mwYNOHrgcyNP2vZ1pwKpRH/6u/VpYkfW5Vji4k+y04m2+1mlzsXHf22LgVejqA+y5MOETU0X/i60sSW5RJ8BtISLDK2DKzBAanXuB16zxNLb6B3xHUpn6XhSvtCJnO+FgRl1mhuh4rcJg3zNn2CIrD5QhidvPWEy2XIICnBQgwz1WwscxpUV4QbJdq4D1x7xFOvO/t96I6Bsdq2ixE8ww2jC8r9sIPK/rCNZ2whs4QsBCwEmnvFdeLlNv8wcVswPTCrrqOvG8/q0ge4lc9q781Go9uDwqlt5cI8pyq1oGOznY8r/Xv6nl4WAMgmwWyyUVln9vQyJjCWhOnq5fDodAmKlOaXozdc5GG845tljAGpxtA7CqaB/DUFg4MAwT6PBQdIPu52tKyHD/ULKEpFCuRO9mc/jGX44Hv1Va24LiJDBR54X5hThM6jJC34OgTgaFtGkDd09Tmel4ZgacDfZ/g5EVyaPiiLwuxRH35q68XNBNC8DV51jv18xqXyhl0k3r/r9uPn3PmoL2M2BlH0yzf8usaaPWyVKwfbaGCOF8aWpCfHbz6hLRfCOKuG0rapg7Z8CPZlQZT5kMBIMAooN+GC8fDZS/J2taVvGpWiwGG16fL4RnTkf3Voabcq1LtWkSRz0SB2/uf4XWpYxpGF21XcbWlYg5IGfV8wl0vsV4S5VtyCXyQ/O/7qO9B2cqtynH0STB+cjzCGhPmmLjC4EzOu5u65zi7ryB7O3HmVvN1sqWl551TNBUQLt65xJJpAOWnchotUwikPtaviSsYA529BW0vq9edJkxhgO2lLnLmqqc9RQxZvcF3jWDkI6Y90paUQ0RjpDwIGBBu42PG0+cL5OOio4GrD/0KoDLAafxzzikcPHAl5TEdvPOauHEyyz2uZk1fuhszIYIinclZV4u4YjINAG37Nabq7Y2DPv6q3H/9OsmLMWOckzit0TiaeZA4gvF7zlR8L7VvMSxjIHB1Zh0X/aCSA+F4fJrYoyyW0fn+dpm0X9ZsXmZi9wwK4tFdz6h6tTusfI3hecugmjd0YTKYCuk771S5G7X49QiduGddHKTUgm7V9cE3+m0gJLWMhGiMh3UEw06O6O48CQQv0pvNhNHnrZXawLjNmO9+cIH7GcFYMiMUgze8/LU2bBtZgZ2N0s8WJrbMZ7KYI3YamoAg8e/WW359rfiu+aSR38UaAJ0FRxgLnkrONBXWv7p7kubyWZjSvozc9f/2O2v16NMnzGNsBsW3vmkm9ujTxaXln+qKqGxuYpjYoAn3/OsV2AgPrFidDgWGl45qXpWsRz0wqKAJovIC9xy/t4rzyTIk4vWNFNgeVoCjzIqU0waighDDq09IaH4e5G8TPEzZfojYLjlDp0duo3ox9nNGBHgOrc0N1wEJXhMGgYzYE6dxuzam7dCksmg32tOkpMX6ib+1i0p6bQcEpNahuCXYqTqwrQuDTdfEJeqlhLAxa2M/efUp9axflMqou3PPn5rEad5/EsibtYwgOe0YHrz+ibtU8qKi9FX0sMI5EeQ+6opSW99KCF2/e8bzCgjaW1L1a0gA2PekbUIyqFRVdUWZHAiPBqCCjUqeUAwcTyQGpzvUHMZxdKmJvzcNmDbEqg+gWuqLey08lWwLh7pj/grg7ZmLzpGJbjC35pV0F0RVlYJRDOYc3/KBd61bNneqXdqL5+0Lo9B3t5Zvey05RNspGIz/xTFZXBF+bVvN0D1bWl/4rznAgo2mRkVIwuBamln2XnzJoac6Q/HculM7djaShDUqyx5QpgCHWGEwsZH5M5JQTMjMoYaEbCLqc5EDdfv4X3hTz6i3Vm7mPDlx9yNmejwE3qO/XB3HQpQ/QNWw6f59aV3Ihe7XuGJRh5nbwFtv/TBKwo/sJGjF8ffeJJ124F5ms0zTm/K07c4+aeRWkSm62GrdBtrG4Y9K5gB8DhNFLD92igJIOFKDHIkMbsB1oWbEw/XXsNu27lnAskymhiF+gwGh1ahuv9H47rHOc18Gb0GYh7taZHwmMBKODgAKlBQyn1AXKZjM/q8DT0tEmjW4gjHL4mAsRutC4TbtpGdr5dU0ulzT1ciaLZJahkzYn7Y6B7T86k0RXlDlAwD2hRVn+G6N88/mv+rWrj1x3gWLQRt+8TJJSb+OyTuyHtencfdqsYS7gx4DZZU+fv9Z7kZGYEo7W/Ptef/AsRUaX6QU6AuH71NSrIBWy0V26NLqu6PMK8WJrcbfOCkhgJKQZaLuHmFobPasXYafp2YHXePQGCHkYQ38euZWq0hVufAiKsPq8eD+KL3BwqZ7d3psujmtEF35oQNsH12AtCG5ocLtWcj/qJc3fe52tBnw8bNlHCZ0yYvufeUCAi0n2KI/+e+oeueW30ivgQBv9pC2XqUzBfNTGu7DqcXReTm/rxUNgB608a5T3/O26C2xj0dlP9yIjMZY543RF+By1WWB6uiJtTMGA6feKdG3f71OzKNUsYS8LoiyEtOunEGnX/7ixDH8fu0uj/gvS2iaNgKhlojZpdAsdGF6HO3P0DUwQEEGT0f7XY/R7l8r0/NVbqjF1D98gPJ3zxlkHFM7HgQ9uNNgvLsDY7t7TWDp7N5KH2Y5tVoZdruGcDOsAWTFmLvC3xd9dOUgYWUqI78/wbLxIPh8RnGuKyw8Mr82lHrTR4+f0nQv4sSCYL2Sbm18X3Vv6ML1teS6h9fzjJO25krzztinRN6AoDWtYkrotPp7m5T/lQF/Ey1JCy/jIrLR0PrCC9tJW418O0JWIZ6rH0PoKXxB0y/hM3KWxI6ijryuNb1E2RRcnuAyvOnmX2lYqTNPaevFqG2NANLn/li6IYCnOXwkT19GyD3DTxP/h/6WElnWCJYj1YRmh9NmC8Sg60hAowePo5uPnVL5QPlrbtxr9uj+E3dq7+LnT4JVnaIOeI3BSC4KvHYNr0j8n7rJ2LjnaVCrMmawVx27Tt+uS397UgJh9z7AAFsxXmah5wLQxQHZ7B+YzWuXihZGQ8ZHAKJ0PrKC9vHXy9tMEPjHI6EBQ2nbBYTpzN66Elhis6LFSdi9glexFCsHMxnP32XcGIJbaNKA6ucFkUs8BlTB7LFMoL337iScHS7JazNpwsPROQTnjy62xr9/ShdAonr2GDkacnxDso3ssLVjY0Zu76JrMPkCXwj4sMhJTzMGaz/37kS+ozk/7KKPSsIwTLexUiX7acYVmB143+uvhmrGkaxWDjiIS0h8xeBRMElxkqhbJzyM/AHxK6nk60ry917UGRcpgB4LR5IIiBF4ohX237kKiDpeLZG2Rkya3LKfX+4TZI8prZSUoEpQt/moaNLi2Yw4gSmnKchw6xlZ86UsjGpVkzVricTeGZNA/Z3mkDZoKtGGRUzmOREFt5qfvHLSPZfvFcDp24zH7CCXXOGEIvqxRhP+eEhRlTeJmMghCGsJBzqdlWB+BjMz5e5E0Y+e1ZH/ucMhj2nExnH2RNF2wcAOAFgRz0OBerM6p20/ZTBI6ixk7ryarAYHR3xy05yKqMpTLpJAp/ZCUWJubcdBfxd1OVYaLfvGG9Wrn7kGzFMVZJri8fywoN2MxAZ8fZFMQOCRmbLOy7Drfe9lJehJrGNuA9OSHjRdp84Aa7CPWe/lpo70OdIcjGpXiz75kirMmIr5OIVJKMwwQRyNAgn7Dd9IunlyvDy52lhQ4FHoDzavGkWvP09/H72p8Dm7Fe78JoIuhUdRKxwoaQsvlPX05IyArRsEQurp3ig+apaexr9m8EF/nQ6NYt/TwWerE2ie+q0tv3il4vI76UGR0X878vAKtPHGHRvz7IXua0YHdAMb1NPh5P914+Nzg+0dLPvSO+a1FV5QZEY1ROh9YQTfK7A4CpCvhz+jMHdwkIikoNIquRcSw+FUbcCzuXatogg4xBFlbLoTRgL91azwG1S3OXx1+P8ojHjQxoE4xnoUmq0XBWLCoH92O8cHSo5hXcZ8BtczSYz06zmoVL0BLuvvQ9O1XaN7eEH4MY0M2D6zBw3IDpusehpzRgNEiBj3DEqHhzwcMvv/FXatQzeKiK8qsSGCUzgdWSB7ogeBwHRn7hhzymJNlrhx6tUyjiwwXR9vcuSh79my8H5Qn0O2G/ekCuot939Tmm1LVyYFJnq9axI5W9KzK1TMJjIS0XiioB0sR0S/p7J34MlxoXLCEz0piNvavxk7baN+PevGGxdaFbXNTjamB9MhAztumBHSJGI3S96/TtDXIcCaaPWt40PdNPn7kimC6SGCUzgdW0J9mcw5y8FPAOheLVtEJ4lkwLxWwNmeRq3rLNJcf7kVRcUdrNlxUtla3mHuIn9eHpuWdaXYHb5q0JZh+3X9T9Xh+q1y0He257HArnShC2oIAf/Wpe7T29D1qUMaRKrvZkXt+K/bvUgZL6C7DLDdklVCGQ1kYz+/9pjZr6F69eU+fV3HhOWjbgyMy5Z8QJpy7htRim4+K43caZJ9xPmr+4leUyYnW8/4tGiMjHVhB/5sBymctEpk6KnHKa06flHMm/6IFqJRzHspvFZdZUv95tCvDSwY3ituPY/V63bVf+fP+KozbyRkqZIj+7O5DfkVkcraQfqC03HT2wQRBPmJ0P4/8VL+MU5zHll1uskawFB+8330Sy98jgwo2n79P/dLINiC9gL3H0u4+tGBvCI9K+RgQYG0bXIPs85iLX1EmJ1oCo/Q9sELKGPg3jPHu67VtIVsL6urnQV/WLKKahaZcUcO5GjqNc3exoo7LLt17+iLJPsoWyksb+lenTefD+LXhrvtNw5JSPhPSFQT6KCG3XaC7vR4d6zWKO1BdTweq6GrD40xghAjZHWwmMPsNgu7gsGg6cPURbQ0Ko6caynAZmaXdqsR1AU7cxUN2U4vSR00aLTI/0RIYpe+BFfQHwQ2EptBI4IKeHLlyZKd1/fypqL01Hbr+iGoWt6d2vx0hH4/8nPEp4ZiHy2HmOeMyS9Ev33CApCzDQbeEWWhTWpenVt6FaNjqczy8VnRFgqnQ969TtEXPIbQIiDb0r8ZlN5zzF0Ij6fTtSA6YSjnl5RmAKDnHvn5HD6JfUtD9aNp/7SFtCwr/qIAivSlSwIp2DqlFB68/pC6LT6RarzRahxeUkLmQwCidD6yQ8i6dOYHXaOau5P2MxjQtzeMXvl51ho7deMot+BBrJ56xVszeihqXc+ZVJRyA0YprbhYXLEGkeudJLLtaK4WvMgdNMJXPwoNnLylgWsIWfF0t7O19XKn/itPUzKsg1fV0JP8fd7PwGnocLBQwFxAjTCq62lIJR2vOjryPD5bQvYZyNmao7QqOSOIBZsp838STulVz5/JjsA4HcE14Fc5H/37lr5qTJ2R+oiVjlL4HVkgZCE6UfiyhkUlLX0rgmL2wU2XafD6M+q04rWqv/7peCeq06BgPftWFp3MealTGiXyL5Oe2ZugycE0UsbVgalnUGbuu0pxkxl98Wt6ZjUgh2B6y6hy7bcPnC3PdPlv4YexO4oxrCSdrKl/IRjVIGQsHBAh4XYw7QUYVJek9lx/S7ksRGucXmgJ5Lcy4QxXeULWn70vRz20bXJO7YaWElnWIlsAofQ+skDp9BRx8tQlHcdHfNqgmPXv5hvx+DExQSkALPgIc30n6D5nsU6sI/a+xp/ypBJNcKCBbVGvaHq0u7W75c9PWQTXYQb76lD2qx4c2KMGjMz5feITnEuoDPkOeznk5g1o+PliCazbsMJDBgnYPCxaUowMvR9CeKw95IWMKdPBxpUmtytGwVWdpzelQvX4Gc9egz5LhsFmLaD3v3ynuSd6/fz81bdqUChYsyOnH9evXJ/lAjx49mpydncnS0pLq1atH167pLo+4u7vzvhJ/9evXj5+/deuWxufxtXr1atV+ND3/zz//JHitvXv3kre3N5mbm1OxYsVo6dKlKT0EgpHAyq1J+YLk42GX5DmMXpjfsRL/22ZBwpIZbiDjNwWTY14L6lOrqF6vVcnNlr5pGGf7LwimBq5dKIP9r3EprYEM5qBBaN16fsLPw/y9IfT0+Wua1a6C3q+HzxBGlyw7epu+WXOe6s7YR2XGbOd9T9gcTLsuRXA36GdVXOjXzlXo8vjGdG5MA9o8oDqNb16WAkrac/dcevDPiTt0NfwZjW6mn1aoi787j1GRoEjQRopP5efPn5OXlxfNnTtX4/NTp06lWbNm0YIFC+jYsWNkZWVFDRs2pJcvtc8HOnHiBIWFham+du6M86Zo27Yt/+vi4pLgeXyNHTuWrK2tqXHjxgn2tWTJkgTbtWjRQvXczZs3qUmTJlS7dm06e/YsDR48mHr27Enbt29P6WEQjJg1GtusDHfXqIPZRWWc89K36y5QaGTSc2nzhTA6eesJDaxbjMWmuoDWaP4X3qQgmYUkmPZCAbP90KKfGMwYhHZo2KpzSTJK0A1N3HKJCtrmpq7+7ql+fTRCYMbgkkO3uEwHzVP5H3ZwJmry1ku098oDymuZkzr5udHSbj50dXxjOju6Pv3Xrxp183fnjFZaAH3g6A1BlNciJ41rrjs4QkZsVBNPWRAJOvkoHyOsatatW6cKPrArZJKGDh1Kw4YN48eQsnJ0dOTMTLt27fTaLwKWTZs2caZJmyiuYsWKnPlZtGiR1veTmBEjRtDmzZspKChI9RjeU2RkJG3btk2v9yaltLRhxL/naeWJuJln9Twd6PcuVWhbUBj10TE8skzBvLRxQHUeDdJfh4+L2P4LGQX26Qp/xiaoyis1TFCRPd1wNpQG/nNW48/hsrm+XzUqZm9NXmO3kzElQtDrlEEJrlA+alDGibOxSvS1zzAECzp6U51SjlR10m6NQ3PzmMfpihzziq4oqxJtrFKaLpCRCQ8P5/KZErwJX19fOnJEty+HktevX9Py5cupe/fuWoOiU6dOccanR48eSZ5D+a1AgQLk4+NDixcvTrAywHtQf28A2Sxd7+3Vq1d8MNW/BOMCAejIxqX4QlbIxpKHYYZHvdAZFAGY4iGYgrha22oVtv91SjmI4FLIMFkjZDkwFBbA3HF6Wy/W+2gLigAue2P+u0hW5mY0tY2XUd9j9Mu3dCTkMf155DbbZLx4/Y51SfeePGeXbo8C1tStujvN+6ISHRxRh87/0ICW9fChYQ1KcjMFhjsbggmbLxHuGPM7eWt8fmqb8uSUz0I++0KyxM1bMBAIigAyROrge+VzyQHNEjI4Xbt21boNskSenp7k7++f4PFx48ZRnTp1KHfu3LRjxw7q27cvxcTE0MCBA1XvT9N7Q7Dz4sUL1kQlZvLkyVy2E9IOCD7zWOSkIQ1KcHsxSmONf9EvsP5pxxVuWYb+ArPTEtv+j2wcl0aX9lwhIy0UUDoLvPyA5nf05u6x1vMOJftz0AyhW62pV0H+XGgqQRsSlLFgNPnlnyepZgl76ujrSt3/OElXI2L4edgENCrrxPYZJR3zkK9HflXZG11lmAuH7BIc7JFZgkFlSkAmauH+G/RVQFGq7GabQHjeqaobW3cIQpoHRoYAQQ90QyjJaQIBzIoVK2jUqFFJnlN/DKU26KGmTZumCoxSw8iRI2nIkCGq7xFEQfMkGBdc/LtV82CvlSlbL+udfod3y8+7rtHIT0pRg9IOtCP4gcr2H+WHOF2RzEETMtZCAbYSGA5bMJ8l+3eFa+lUS8yUbZd5pA7O/WZzkg+mUktr70LUtrILrTh2mwM4aJNaVSxE877wpnoz9vM2CJCuRlynWbs/WBCUds7DAQsaLpAZq168AOWMd7F/FPOKzsQHS5gNhyG6MILVxby916mdjwv90r4iVYvvXEWJfXTT0rIgEtInMHJycuJ/IyIiuCtNCb6vUCH5Donbt2/Trl27aO3atVq3WbNmDcXGxlLnzp2T3R9KeOPHj+dyGLrQ8P7wXtTB96g1asoWAfwcvoT00VeglDDyE0/qWaMIr4D1uUguPXyTOlV1pR9bl6cdwbv4sZ8+86ICeXJJJ4qQYRcKhW1zU+yrt1TFPT+Zm5mxw/W1iBgeoqwNCLNn7b5GwxqWpFrFC9C+a48M/t7ggTSxZTm6+SiGvl0XpDJQnbb9CmeRmnk504ZzYRp/FqaMiY0ZK7rko4ZlnKmKhy15u9lwx5syWIqIfvlhiG78dQCvlUB4vvkSl9+7+LvRv6dCuTUfJTbJEgvpEhh5eHhw8LF7925VIIQMC7rTvvrqq2R/Hh1lDg4O3DmmK6PUrFkzsre3T3Z/0CHZ2tqqAhs/Pz/asmVLgm3QAYfHBdNDabyG7hdMEIeoM/FF8sydp6oLJL4iY9+wv8oPG4NZZD2sQQn2eannmbCEKggZEbTMf17Fhb7wdeUbPQYgw/Udiwac/1g4XH8Qw51aShYdvEkdq7qxNqlKCny+9MEiZ5xtADK7reclLHevOH6HW+PHtyirNTDSxJm7Ufyljo+HLTUs7USV3G2pKgbqejqqrg/3I198CJZCo2j35Qg+DsMbliIfdztyzmcprvaCcQMjaHauX7+eQHCNAMTOzo5cXV25o2zChAlUvHhxDpRQ3kJZTL1TrG7dutSyZUvq37+/6rH3799zYNSlSxcyM9P8tvC68FFKHNyAjRs3cvanatWqZGFhwQHPpEmTVN1xoE+fPjRnzhwaPnw4i7sDAwNp1apV3KkmmCYQcUJw2mDmftXKGBfJBrhIutmyTqFeooskgiXcJO49jeVBszmyZZM0upApQDAELy8l0OjAkLG0c14yyxHn3fbyzTsKvh8XLMUtGiLZiwji5/61i9GcPbrdtFMCrDVgBNln+ckknWD47I7ZEER/9axKoz8tTeM2Baf6dY7ffMpfSuCZ5IcAqYwT2xlUL1aAu/WUDvbohoPwHL5ogmD0wOjkyZPsA6REqb9BQIOWfAQd0Pb06tWLRdTVq1fnVngEK0pCQkLo0aOEKV2U0O7cucMBizbQZVa4cGFq0KBBkudy5szJ3kpff/013wRh3jhjxgz68ssvVdsgUEMQhG1++eUX3tfvv//OnWmC6ZYQcOH9oqob/XH4ll4XyWrFClDDsh8M3BB0SxpdyNTBktmHYMkiZw4eIAvNTs54cTM6xUC/2sXo1/0h9NoArtUtKhSiz6u40soTd2hnvJYvMYeuP2ZzyC+qutKswKsUGWuYobXv3xOP/1EfAYRftUZxB7b3gPgbJpgwwIRGSxDSzMcoKyI+RmkPTl73CwsAABdlSURBVNGYV2+pxtQ9XCrTB1wk1/b1pzIF88kcNEFgI0QFt/H/uPUS/Xbg5kcdE8wZ3DywBpeza03bq3NbWGfsHlKLjt96Qh1+O2b0v4VVrhy0dVBNKmgjrfmCCfgYCYKxVsS5c+XgQbH60rGqO5UvbCtBkSDEw9mTbESD6pZgv6HUgkwMd3gqKMk4Ek3cfhxLvx+4yWVvTLQ3NpNbl6dCtpbiVySkGgmMhAwBtAPwIoH/SXKghPC92P4LgsZFhkWu7DSkfslUH50xTUtTUXtr+nrlGbbH0AfomtA9NruDZvNFQ9Guigv7mKEELwipRQIjIUOVAsY0K53seIIFnSrxf4uuSBCSAu0dutpKOSW/yEgMgo4Ovm60/kwobbuY0PpEFyiFY74aGina+7ga5c+C32dc87IyB034aCQwEjIM6DzzL1qA6pfW3noP23+ZhSQIyS8yftBzGr0SNEFMaV2e7j6JpaGrz6X4EK85dY8u3o+i7z4pxQ0ThgSldtgGIFEkCyLhY5HASMhQoAX4h6ZlKFd8e746KLU1KussJo6CoMciA6M5MKtMX10RhrRifGUrPcaR6JrfZm2Rkya1KGfQv9HElmXJxS636IoEgyCBkZChgHbA2caCuld3T/C4uu2/IAj6LTJGNy3DQU9yfN+kNBVzyENDVp2lh3rqijSB+WUbz92nVt6Fyd46l0H+TG0rF6aWFQuLrkgwGBIYCRkOyCrRWWNvHedobm1uJrb/gpCaRUY+C+pR3UPndk3KOVMnPzcOaLZc0G8YuC4mb7nEMwtR+vpYijtY04QWZbk0KAiGQgIjIcO6/37TKK6z5sfW5dj2X+l+LQiCnp8lIhpYtzg55DHX6kE0rW15dpEfvPKsQQ7r/aiXNH9vCFV0taWqRexSvR/LnDl4QQRne1gRCIKhkDuJkCFBEPRZZRceUvlpeWnPFYTULjLMsmej4fGLDHWg45v/BQTN2fTyK0oJC/aF0KOYV/Tz58kPF9cGPvtu+a1kQSQYHAmMhAzL23fvqbOfu+iKBOEjFxltKrnwzDV1vm3iyS3w36w5RxHRrwx6jF++eU/jNwWTUz5L6llDdylPE629C1Hbyi6iKxKMggRGQoa+oENsLe25gvDxi4zxzcuqvsdA1q7+7rTpQhhtPBdmlMO78XwYnb79lIbUL8HDcPWlmIM1TWxZTnRFgtGQwEjI0EhQJAiGWWR4udhQ8woFycXOkqa39aL7kS9o4N9njHp4R28I4qG309t46bW9Rc7stLBjJS7/ia5IMBZmRtuzIAiCkGF4/17BbfkPnr3kElXreYbVFWkiKDSajR9bVixEhbdb0r2nL3RuP7ZZWXIvYCUlNMGoSMZIEARBoOzZs5GdVS7ydMpLB649JJf8uXlSvbGZtu0KvX2n4EyQLlpUKESfVxFdkWB8JGMkCIIgMMgUvXv3nuqUcqT6pZ1Yx3P7cSydvvOULtyLovP3oig4LIrF04biIbrTdl2lEY1LUZ1SDhR4+UGSbYraW7EtB96PlNAEY5NNIVbBKSI6Opry5ctHUVFRlDdvXmP9XQRBEExKnI2ABFkllNxuPIqh03ciOVC6cC+SLoc/o1dvUx8swRogcFgt1htVnrArwXNw5t40oDrPahOvMiEt7t+SMRIEQRB0oh6QIDjCeBB4CLWpVJgDprfv31PIg+cfMkuhkXQl/Bm9eaefI/Xrd+9p7MZg+q1zZRpcrzj9vOua6jkMuy1iby26IiHNkMBIEARBSDE51YIls+zZqaRTHipib8U6IARLb969p6sRz+iMMrMUGknXImLo7XvNwdLO4Ag6dP0R9alVlH7dH0Kxr99TM6+C1N7HVf46QpoipbQUIqU0QRAE/YBSA4EQ2uthrfH67Xu6FBZNZ+5GcgkOAVPIwxhSxkolHK1p26CatPtyBE3acpm2DKzBpTRkqQThY5FSmiAIgmAScw2VwMgRDtulC+YlMz83fv7lm3cUfD+azt6NC5T2Xn1ItUs6UNEC1vyzEhQJaY2U0gRBEIR0C5YguK7oakPlCudLUJ6DX5EERUJ6IIGRIAiCYFLBEpCgSEgvxOBREARBEAQhHgmMBEEQBEEQ4pHASBAEQRAEIR4JjARBEARBEOKRwEgQBEEQBCG1gdH+/fupadOmVLBgQe4kWL9+fRJDr9GjR5OzszNZWlpSvXr16Nq1D/bumnB3d+d9Jf7q168fP3/r1i2Nz+Nr9erVvM25c+eoffv25OLiwq/r6elJv/zyS4LX2bt3r8Z9hIeHp/QwCIIgCIKQCUlxYPT8+XPy8vKiuXPnanx+6tSpNGvWLFqwYAEdO3aMrKysqGHDhvTy5Uut+zxx4gSFhYWpvnbu3MmPt23blv9FsKP+PL7Gjh1L1tbW1LhxY97m1KlT5ODgQMuXL6eLFy/Sd999RyNHjqQ5c+Ykeb0rV64k2Bd+ThAEQRAE4aNGgiDbsm7dOmrRogV/j10hkzR06FAaNmwYP4Ypto6OjrR06VJq166dXvsdPHgwbdq0iTNNeA1NVKxYkby9vWnRokVa94OM06VLlygwMFCVMapduzY9ffqUbGxsUvEby0gQQRAEQcjMI0EMqjG6efMml6VQPlOCN+Hr60tHjhzRax+vX7/mrE/37t21BkXIDp09e5Z69Oihc1/45e3s7JI8XqFCBS711a9fnw4dOqRzH69eveKDqf4lCIIgCELmxKCBkVKrgwyROvheXx0PNEuRkZHUtWtXrdsgSwQNkb+/v9ZtDh8+TCtXrqRevXqpHkMwhBLfv//+y18o0QUEBNDp06e17mfy5Mkc3Cm/8DOCIAiCIGROTG4kCIIe6IZQktPEixcvaMWKFTRq1Cit+wgKCqLmzZvTmDFjqEGDBqrHS5YsyV9KEFiFhITQzJkzadmyZRr3BZ3SkCFDVN8jYyTBkSAIgiBkTgyaMXJycuJ/IyIiEjyO75XP6eL27du0a9cu6tmzp9Zt1qxZQ7GxsdS5c2eNzwcHB1PdunU5U/T9998n+5o+Pj50/fp1rc+bm5tzLVL9SxAEQRCEzIlBAyMPDw8OgHbv3p0gw4LuND8/v2R/fsmSJdwh1qRJE50ZpWbNmpG9vX2S59CNBnF1ly5daOLEiXq9Z2iVUGITBEEQBEFIcSktJiYmQYYFgmsEFxA5u7q6ckfZhAkTqHjx4hwooeSFspiycw0go9OyZUvq37+/6rH3799zYISgxsxM89vC68JHacuWLRrLZ3Xq1GFrAJS+lJqmHDlyqIKon3/+md9TmTJl2D7g999/5461HTt26P37K5v4RIQtCIIgCBkH5X072WZ8RQrZs2cP9pjkq0uXLvz8+/fvFaNGjVI4OjoqzM3NFXXr1lVcuXIlwT7c3NwUY8aMSfDY9u3beT+Jt1Vn5MiRChcXF8W7d++SPIf9aXpfeC0lU6ZMURQtWlRhYWGhsLOzUwQEBCgCAwNT9PvfvXtX4+vIlxwDOQfkHJBzQM4BOQfI5I8B7uO6+Cgfo6wIMlv379+nPHnyaLUTMHWUAvK7d++KZkqOlZxT8vkzWeRaJcfJkCDcefbsGVexsmfPnnG60kwdHMzChQtTZkDE5HKs5JySz19GQK5VcpwMBWx3kkOGyAqCIAiCIMQjgZEgCIIgCEI8EhhlQeDNBPNL/CvIsZJzSj5/popcq+Q4pQcivhYEQRAEQYhHMkaCIAiCIAjxSGAkCIIgCIIQjwRGgiAIgiAI8UhgJAiCIAiCEI8ERhmUuXPnkru7O1lYWJCvry8dP35c5/arV6+mUqVK8fblypVLMm8OLt6avqZNm6ba5smTJ/TFF1+w2ZqNjQ316NGDZ+eZMulxnPB6iZ//8ccfydQx9LHCuYF5iDBEtbS0pNKlS9OCBQsSbIOZhf369aP8+fOTtbU1tW7dmiIiIsiUSY/jFBAQkOSc6tOnD5k6hj5WODe6du3KzsW5c+emRo0a0bVr1xJsI+eUfscpo55TaUKKBoUJJsE///yjyJUrl2Lx4sWKixcvKr788kuFjY2NIiIiQuP2hw4dUuTIkUMxdepURXBwsOL7779X5MyZU3HhwgXVNmFhYQm+sO9s2bIpQkJCVNs0atRI4eXlpTh69KjiwIEDimLFiinat2+vMFXS6zhhPt+4ceMSbBcTE6MwZYxxrLAPzCbEfMWbN28qFi5cyD/z33//qbbp06cPzz/cvXu34uTJk4qqVasq/P39FaZKeh2nWrVq8Xbq51RUVJTClDH0scIcTpwfNWrUUBw/flxx+fJlRa9evRSurq4JPl9Z/ZzS9zhlxHMqrZDAKAPi4+Oj6Nevn+p7DNUtWLCgYvLkyRq3/+yzzxRNmjRJ8Jivr6+id+/eWl+jefPmijp16qi+xwcQcfSJEydUj23dupWDgtDQUIUpkh7HSRkYzZw5U5GRMMaxKlOmDAeI6nh7eyu+++47/u/IyEi+oK9evVr1/KVLl/g8O3LkiMIUSY/jpLyJDRo0SJGRMPSxwoBxnBtBQUEJ9mlvb6/47bff+Hs5p/Q7Thn1nEorpJSWwXj9+jWdOnWK6tWrl2B+G74/cuSIxp/B4+rbg4YNG2rdHmnYzZs3c6lMfR8on1WuXFn1GPaJ1z527BiZGul1nJSgdIbyUMWKFbnM9vbtWzJVjHWs/P39acOGDRQaGsrDG/fs2UNXr16lBg0a8PN4zTdv3iTYD8oorq6uWl83Kx4nJX/99RcVKFCAypYtSyNHjqTY2FgyVYxxrF69esX/osymvk+YQB48eJC/l3NKv+OUEc+ptESGyGYwHj16RO/evSNHR8cEj+P7y5cva/yZ8PBwjdvjcU388ccflCdPHmrVqlWCfTg4OCTYzszMjOzs7LTuJyseJzBw4EDy9vbmY3P48GG+4ISFhdGMGTPIFDHWsZo9ezb16tWLtTM4V3Bx/u2336hmzZqqfeTKlYsDbl37yerHCXTo0IHc3NxYM3L+/HkaMWIEXblyhdauXUumiDGOlTJoxudp4cKFZGVlRTNnzqR79+7x50u5j6x+TulznDLiOZWWSGAkJGHx4sUsslZfcQj6H6chQ4ao/rt8+fJ8oe7duzdNnjw5S41hwQ3/6NGjnA3BBXj//v0stMaFOHFmICujz3FC4KQEomRnZ2eqW7cuhYSEUNGiRSkrkDNnTr5pI0OLRUeOHDn4+DRu3JgzbULKjpOcU9qRwCiDgbQnTvTEnTv43snJSePP4HF9tz9w4ACvGlauXJlkHw8ePEjwGMpD6FTT9rpZ8ThpAt04OFa3bt2ikiVLUlY4Vi9evKBvv/2W1q1bR02aNFEFiWfPnqXp06fzhRrbouQSGRmZYIWv63Wz4nHSdk6B69evm2RgZKzPX6VKlfjYREVF8bljb2/Px0JZ4pdzSr/jlBHPqbRENEYZDGQfcNLv3r1b9dj79+/5ez8/P40/g8fVtwc7d+7UuP2iRYt4/15eXkn2gRsYavhKAgMD+bWVHyhTIr2OkyZwgUJ5JHEpMjMfK2iH8IXfWx3cLLFvgNfE6lZ9Pwg279y5o/V1s+Jx0nZOAWSOTBFjf/7y5cvHN3u0oJ88eZKaN2/Oj8s5pd9xyojnVJqSZjJvwaDtnebm5oqlS5dytxhaMdHeGR4ezs936tRJ8b///S9Be6eZmZli+vTp3PUzZsyYJC3DAK2auXPnVsyfP1/j66Jdv2LFiopjx44pDh48qChevLjJt+un9XE6fPgwd6SdPXuWW/iXL1/O3SCdO3dWmDLGOFboekHHFdrQb9y4oViyZInCwsJCMW/evASt1WgjDgwM5NZqPz8//jJV0uM4Xb9+nbvWcHzQzo82/iJFiihq1qypMGWMcaxWrVrFxwmfrfXr13MHaKtWrRK8rpxTyR+njHpOpRUSGGVQZs+ezTcU+F+gLRbeQuoX2i5duiTYHh+UEiVK8Pa4CG/evDnJPuGfYmlpyS2vmnj8+DEHQtbW1oq8efMqunXrpnj27JnClEnr43Tq1CluMc6XLx/f3Dw9PRWTJk1SvHz5UmHqGPpYwRela9eu3KKNY1GyZEnFTz/9xD4rSl68eKHo27evwtbWloPNli1b8s+ZMml9nO7cucM3LDs7Ow404B/2zTffZAjPGUMfq19++UVRuHBhDpiwX3j4vHr1KsE2ck4lf5wy8jmVFmTD/6RtjkoQBEEQBME0EY2RIAiCIAhCPBIYCYIgCIIgxCOBkSAIgiAIQjwSGAmCIAiCIMQjgZEgCIIgCEI8EhgJgiAIgiDEI4GRIAiCIAhCPBIYCYIgCILATJw4kfz9/Sl37twJZhjqAnaIo0eP5nEilpaWPOMPY0gSs3nzZh4hhW1sbW2pRYsWSbZZunQpzwvEcG6MUcJAZX3BeJ0RI0bwoGUrKysexNy5c2e6f/9+iv66EhgJgiAIQhYiICCAAxBNvH79mtq2bUtfffWV3vubOnUqzZo1ixYsWEDHjh3joKRhw4b08uVL1Tb//vsvderUibp160bnzp2jQ4cOUYcOHRLsZ8aMGfTdd9/R//73P7p48SLt2rWL96MvsbGxdPr0aRo1ahT/u3btWp6/2KxZM0oRaeKvLQiCIAiCSYBxLJjJp4slS5bwaKPkwOgaJycnxbRp01SPYVwSRo38/fff/P2bN28UhQoVUvz+++9a9/PkyRMetbRr1y6dr3fgwAFF9erVeXwOxp4MGDBAERMTo3X748ePY7qH4vbt2wp9kYyRIAiCIAip4ubNmxQeHs7lMyX58uXjktmRI0f4e2RvQkNDKXv27FSxYkUuuTVu3JiCgoJUP7Nz5056//49b+fp6UmFCxemzz77jO7evavaJiQkhBo1akStW7em8+fP08qVK+ngwYPUv39/re8vKiqKsmXLpndZEEhgJAiCIAhCqggPD+d/HR0dEzyO75XP3bhxg//94Ycf6Pvvv6dNmzaxxgglvSdPnqi2QWA0adIk+vnnn2nNmjX8XP369bm8ByZPnkxffPEFDR48mIoXL85aKJTw/vzzzwRlOyV4DJqj9u3bU968efX+nSQwEgRBEIRMDIINa2tr1deBAweoT58+CR67c+eO0V7//fv3/C/0Q8j2VKpUiZYsWcKZnNWrV6u2gXgagQ50RVWrVqW///6bRdx79uzhbaBNgjZK/X1jW/wsMlfqYF/IOEEYPn/+/BS9XzOD/eaCIAiCIJgcCIIQJChB1gUBSqtWrVSPoYMrNTg5OfG/ERERXCJTgu8rVKjA/618vHTp0qrnzc3NqUiRIqqATNM29vb2VKBAAdU2MTEx1Lt3bxo4cGCS9+Hq6pokKLp9+zYFBgamKFsEJDASBEEQhEyMnZ0dfylBuzxa4YsVK/bR+/bw8ODgaPfu3apAKDo6mrvTlJ1tyBAhEEKHWPXq1VXBy61bt8jNzY2/r1atGv+LbaAvAiilPXr0SLWNt7c3BQcH63zfyqBImWnKnz9/in8nKaUJgiAIgsDcuXOHzp49y/++e/eO/xtfyNYoKVWqFK1bt47/G+UwaH4mTJhAGzZsoAsXLrB3EDJQSp8iZGyQtRozZgzt2LGDgx9l0ARrAFCiRAlq3rw5DRo0iA4fPszC7C5duvBr1a5dm7eBXgjPQWyN94Tg57///lOJrxEUtWnThk6ePEl//fUXv3/onPCl1Cnpg2SMBEEQBEFgRo8eTX/88YfqaKCLDCD7ArE0QGCDbi8lw4cPp+fPn1OvXr0oMjKSs0Lbtm1jk0Yl06ZNIzMzM/YyevHiBXetocwFEbYSiKi//vpratKkCXew1apVi/eTM2dOfh7Gj/v27WOtUo0aNVg/VLRoUfr888/5eXS0ITgDyuyVEvX3nxzZ0LMv54MgCIIgCIKU0gRBEARBEFSIxkgQBEEQBCEeCYwEQRAEQRDikcBIEARBEAQhHgmMBEEQBEEQ4pHASBAEQRAEIR4JjARBEARBEOKRwEgQBEEQBCEeCYwEQRAEQRDikcBIEARBEAQhHgmMBEEQBEEQ4pHASBAEQRAEgeL4PzOOcuEs127BAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "\n",
    "gdf = gpd.read_file('https://raw.githubusercontent.com/opengeoshub/vopendata/main/shape/polygon.geojson')\n",
    "resolution = 16\n",
    "gdf_polyfill = gdf.isea4t.polyfill(resolution, compact=True, predicate='intersect', explode=False)\n",
    "gdf_polyfill = gdf_polyfill.isea4t.isea4t2geo(isea4t_col='isea4t', fix_antimeridian = None)\n",
    "gdf_polyfill.plot(edgecolor='white')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ISEA4T binning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from vgridpandas import isea4tpandas\n",
    "\n",
    "resolution = 7\n",
    "df = pd.read_csv('https://raw.githubusercontent.com/opengeoshub/vopendata/main/csv/housing.csv')\n",
    "stats = 'max'\n",
    "numeric_col = 'median_house_value'\n",
    "df_bin = df.isea4t.isea4tbin(resolution=resolution,\n",
    "                    lat_col='lat',\n",
    "                    lon_col='lon',\n",
    "                    stats=stats,\n",
    "                    numeric_col=numeric_col,\n",
    "                    # category_col='ocean_proximity',\n",
    "                    )\n",
    "df_bin.plot(\n",
    "    column=f'{numeric_col}_{stats}',\n",
    "    cmap='Spectral_r',\n",
    "    legend=True,\n",
    "    linewidth=0.2,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### GeoPandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import geopandas as gpd\n",
    "from vgridpandas import isea4tpandas\n",
    "\n",
    "resolution = 7\n",
    "df = gpd.read_file('https://raw.githubusercontent.com/opengeoshub/vopendata/main/shape/housing.geojson')\n",
    "stats = 'max'\n",
    "numeric_col = 'median_house_value'\n",
    "df_bin = df.isea4t.isea4tbin(resolution=resolution,\n",
    "                    stats=stats,\n",
    "                    numeric_col=numeric_col,\n",
    "                    # category_col='ocean_proximity',\n",
    "                    )\n",
    "df_bin.plot(\n",
    "    column=f'{numeric_col}_{stats}',\n",
    "    cmap='Spectral_r',\n",
    "    legend=True,\n",
    "    linewidth=0.2,\n",
    ")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
