{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## DGGALPandas 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/05_dggal.ipynb)\n",
    "[![image](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/opengeoshub/vgridpandas/HEAD?filepath=docs/notebooks/05_dggal.ipynb)\n",
    "[![image](https://studiolab.sagemaker.aws/studiolab.svg)](https://studiolab.sagemaker.aws/import/github/opengeoshub/vgridpandas/blob/main/docs/notebooks/05_dggal.ipynb)\n",
    "[![image](https://jupyterlite.rtfd.io/en/latest/_static/badge.svg)](https://jupyterlite.gishub.vn/lab/index.html?path=notebooks/vgridpandas/05_dggal.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",
   "id": "abbc7768",
   "metadata": {},
   "source": [
    "### Import dggalpandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "65c2eef0",
   "metadata": {},
   "outputs": [],
   "source": [
    "from vgridpandas import dggalpandas"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Latlon to DGGAL"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <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>dggal_isea9r</th>\n",
       "      <th>dggal_isea9r_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>E0-1091</td>\n",
       "      <td>4</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>E0-1091</td>\n",
       "      <td>4</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>E0-1091</td>\n",
       "      <td>4</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>E0-1091</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <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>E0-1091</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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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>E0-1041</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <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>E0-1041</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <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>E0-1041</td>\n",
       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>20638</th>\n",
       "      <td>-121.32</td>\n",
       "      <td>39.43</td>\n",
       "      <td>18</td>\n",
       "      <td>1860</td>\n",
       "      <td>409.0</td>\n",
       "      <td>741</td>\n",
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       "      <td>1.8672</td>\n",
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       "      <td>INLAND</td>\n",
       "      <td>E0-1041</td>\n",
       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>20639</th>\n",
       "      <td>-121.24</td>\n",
       "      <td>39.37</td>\n",
       "      <td>16</td>\n",
       "      <td>2785</td>\n",
       "      <td>616.0</td>\n",
       "      <td>1387</td>\n",
       "      <td>530</td>\n",
       "      <td>2.3886</td>\n",
       "      <td>89400</td>\n",
       "      <td>INLAND</td>\n",
       "      <td>E0-1041</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20640 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          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 dggal_isea9r  dggal_isea9r_res  \n",
       "0            NEAR BAY      E0-1091                 4  \n",
       "1            NEAR BAY      E0-1091                 4  \n",
       "2            NEAR BAY      E0-1091                 4  \n",
       "3            NEAR BAY      E0-1091                 4  \n",
       "4            NEAR BAY      E0-1091                 4  \n",
       "...               ...          ...               ...  \n",
       "20635          INLAND      E0-1041                 4  \n",
       "20636          INLAND      E0-1041                 4  \n",
       "20637          INLAND      E0-1041                 4  \n",
       "20638          INLAND      E0-1041                 4  \n",
       "20639          INLAND      E0-1041                 4  \n",
       "\n",
       "[20640 rows x 12 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "dggs_type = \"isea9r\" \n",
    "\n",
    "df = pd.read_csv('https://raw.githubusercontent.com/opengeoshub/vopendata/main/csv/housing.csv')\n",
    "resolution = 4\n",
    "df = df.dggal.latlon2dggal(dggs_type, resolution, lat_col='lat', lon_col='lon')\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### GeoPandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</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",
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       "      <th>dggal_isea9r</th>\n",
       "      <th>dggal_isea9r_res</th>\n",
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       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>-122.23</td>\n",
       "      <td>37.88</td>\n",
       "      <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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       "      <td>POINT (-122.23 37.88)</td>\n",
       "      <td>E0-1091</td>\n",
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       "    </tr>\n",
       "    <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",
       "      <td>POINT (-122.22 37.86)</td>\n",
       "      <td>E0-1091</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <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>E0-1091</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <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",
       "      <td>POINT (-122.25 37.85)</td>\n",
       "      <td>E0-1091</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <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>E0-1091</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
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       "      <th>20635</th>\n",
       "      <td>-121.09</td>\n",
       "      <td>39.48</td>\n",
       "      <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",
       "      <td>78100.0</td>\n",
       "      <td>INLAND</td>\n",
       "      <td>POINT (-121.09 39.48)</td>\n",
       "      <td>E0-1041</td>\n",
       "      <td>4</td>\n",
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       "    <tr>\n",
       "      <th>20636</th>\n",
       "      <td>-121.21</td>\n",
       "      <td>39.49</td>\n",
       "      <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>E0-1041</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20637</th>\n",
       "      <td>-121.22</td>\n",
       "      <td>39.43</td>\n",
       "      <td>17.0</td>\n",
       "      <td>2254.0</td>\n",
       "      <td>485.0</td>\n",
       "      <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>E0-1041</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20638</th>\n",
       "      <td>-121.32</td>\n",
       "      <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>E0-1041</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20639</th>\n",
       "      <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>E0-1041</td>\n",
       "      <td>4</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 dggal_isea9r  dggal_isea9r_res  \n",
       "0            NEAR BAY  POINT (-122.23 37.88)      E0-1091                 4  \n",
       "1            NEAR BAY  POINT (-122.22 37.86)      E0-1091                 4  \n",
       "2            NEAR BAY  POINT (-122.24 37.85)      E0-1091                 4  \n",
       "3            NEAR BAY  POINT (-122.25 37.85)      E0-1091                 4  \n",
       "4            NEAR BAY  POINT (-122.25 37.85)      E0-1091                 4  \n",
       "...               ...                    ...          ...               ...  \n",
       "20635          INLAND  POINT (-121.09 39.48)      E0-1041                 4  \n",
       "20636          INLAND  POINT (-121.21 39.49)      E0-1041                 4  \n",
       "20637          INLAND  POINT (-121.22 39.43)      E0-1041                 4  \n",
       "20638          INLAND  POINT (-121.32 39.43)      E0-1041                 4  \n",
       "20639          INLAND  POINT (-121.24 39.37)      E0-1041                 4  \n",
       "\n",
       "[20640 rows x 13 columns]"
      ]
     },
     "execution_count": 6,
     "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 = 4\n",
    "df = df.dggal.latlon2dggal(dggs_type, resolution)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### DGGAL to geo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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i+M5TEKUeSDmi2LZqSfq+b11ysLNm89yWWn90Tjn85Qt7uUXztiA/UCj8FCWQQjMX0aGgAgH698x96vnjQdkON7GJKeRoZ0PuTtrfQyDKLo72bBQPW/4guLlRXHhkYf4Zx+VxXarSktcasBUK7b/ZI6sXMjIhOVdWByBSFKIoyA8UqkjRzsaa/I30Ku4ZVpP8/PyZIGIJ/Pc7Liqq7KJRuYSbI+tVjE6QV8QxJcoQwAOXH9GI1SeYxRc8G81NtajlEdv/nG7xuLz97H16e3mIJlMIrdQr60VDWlXI7FwQhRZB3lKoRBH4F3MyWlDBZMiY1Sdo00nla09hAlE3wItKezjRxQfKRXFe35rUqbZOlH/cdZlm/Xshq8qNBVa5IYpPMnsVDWkd6E0/vBLEjsvj15+i346bLjCZap2BKJb1cqAbT43/G3KBtg5vW4lGt6tC6ZTBHNQFgrym0D0LS7g4sKOhVFCBIGLtae8FB1UJIlh24BqLYkqpyCte+LwDdaztTylpGay6/NW2Z4IIYP2VGzk6VIlh+ioBIfu4cyAte70hOy53/G6vYkGUWnLAC3X9NN0f8p2/D2lCY9pXoaPXHtNbyyy7LgkEz4NCFylCCCBeez9qxZKMiOy0rj19wI6iyhu42ZSMlRXdfpLAdlHD5cYQtL/IsexXCkb9EHl91qUSLTxwi+b1C6bgsl608/wDemu56eqyXPuwoAAv1ffWuaYPzXq5DtnZWtFnf56mXw/fpNp+HqqvJxDwpNCJItg3tjXL3e0494DtPVY64WIMRIpyG7hLOxHtn6izHUPObsxvJ1l11dRUS24ULpCrBH0blaWeDcqTs70tffaHOmdsYysJAgzSFHJwtLOmz/5Xnfo1Kst2ar+88CDdeap7sxJGs4L8QqETRd2uEGtasPsKfbntPDcHakRdciLFNW/Wo/oVSpKVtRV98+8FtlDK3D3AbBZTHDVLEp2O4HOvwMlVl+9zcXRkle7Os/fS1cx5bi1EZUaKXi7K8qCBpdzoxwHBVK64C20IvU3v/34y29eF0awgv1DoRDEtI4NWHb5JM/85z/3alhq4L37egaxsbCkxNZ1GZLrsWALHZ0S1Pw5qQS1n7eNyn3s+aEF+xV3Z7+EH2eCLHaqPy4ZIBhVoUZLLgEYB9Fn3GmylA5Z97Tyf83GJSRJ7WgT5g0IniojKcqPfDe0tpcxEirqmcCu68Tie5TDlmMHq72pBZZsH0pY/OHu7OFgzweUliADrEFCosZcxo+zhZEdfvVybOtXwYWOMfRceYhZhxsD94jEWFWhBXlPoqs92NlaaLMRMkZCSRu6Odjlss5A/lNYWYL0nGrLlCqK+KKp1tMnRnG5jQ2G3IqnNrN1MvHKD6ES05Zi/3/plvejfMS2pXdWSNH/3Zeoye59JQZTgkfsVCLRS6CJFREbGGri18iA6iTyc7FmxBdEg+HlAbWpTrYzs/KGpJmvpvtXy+9v1Kbicty6XuucKfb3tAqtoo9iSG442qEB7uxrPKaIL6L02lVirDY7EmOk+eTtKtvs23ngEgryk0IkiyA0hOHkrkqqUcmNTLRDFc1Pak62tHTtOjlhxgkWJasDfR+TlqtLNWjK3QB5zzMpQ2n72QdbXcksUn5pwykET+g+vBlGj8sXoyNXHNGjpMUpWMNONCnRp0ZkjyGMK3fFZKgJ4OvONONYe17WyoAcSx2U7Wzu6G5nAjstqBdGw2KLuuGxLlyJiqcvsvdkEETyIScyV/c8YTzRsOG9dxZsdl4MDvGjqlrP0ys9HFAkiEO7bgvxAoYwUpUqx/p5irRy9Hsmqp9/3rcMEbM/FhzRy9QmLeTK5C6zKF5d/5B/XoQK93SaQHZexd/mzP88Yddl5Ymb+WWsFWmo4Rw73w46BNKRVRXoYk6ip9Qc9kMJ9W5DXFGpRPHOX36Kp2S/XYGKIiRkUDpC34zWIggZuzGbL4fTk9uRgZ0dp6UQfrzdvjotRv9zwKMSoH66LghaMJWr6erAm9SErQjRVuuMSU9nkEIRWIMgrCqUoooFbjtmsXM5Oakt29igsZNDO8w/py38uEE9wfJYz/ywt18IWwHeWh9DZe+ZF/0ku7H+WIkW0Pf0zuiWbMx+77iStC72j+bqY+hHu24K8plDmFHFktGQ2q6TvD4IIgYEQYAcybyCK5sSrro8uf4i2n90XH1LX2fssCiLAPWMHzCv1fLjdK1qSapbxYI9FVHwytftmNxdBBEhFiBhRkNcUSlHEC5ZH1VVnSmtD4bejqNsPummT0p65sKslRrfA6tNOFXJ8bfvoZrRuRBfmM/jVP+fZRIjcPKY0//xBx2pc7rN8CRf6471mrBkbrjvbz9yjO5HqjTaMteSIbX6CvKZQiiIEJkBDr2Lz8s9cuteG3KZXfjrM+glRBCju4sB68XJjgVXfxhVyRKnlvN3ZsXLgkiP04+4riqrJkijyqMS/UMeX/h7ZgiqVdKWrmW4/rQNLEk/ESgJBfqBQ5hSB2qmWf0c0pQo+aJazoimbz9DSA9ezvgZRtLGxpuKuDlmTKLxWnRrOE7Nd1GRFp+9GMR9GNdZn2NOidVoGzjaTu9egVxoGUFpaOr21/Bg9jE2mLSNakLcb36gZphC8Xb0FAqUUWlEs5uLAFs2jOVouF6a0J2tbOzYeN2xlzv3L6enpLK+HozlPUXyYKV44Oo5qHUAjO9ZgQrbi8A36fPNZRT+DsSZrtUfSit4uNH9AParo7UqJKalU9dNt2d5w4N7NkxgT9moCwfOk0IoiwEjezSfy5pClyi72Lr++9BhdfRRntHWmTDG7TAdueaNrcmBrQ9PSWS50eIcastpt5BCXnMYaqA3GtWXRo64vfdmrNovcDl5+SAOXPHPGhpM54B3TCfswQX6gUOYUJeTuamYLpayt6fDVx9R97n6jgghenrOHtYxg1I83UpEBEehLPx7QLIjZtu8piBRRXf6yVy2a/UoQ2Vlb0RtLj2QTRCmiw+PAuyhiyohXIHieFOpI0ddCpbh7FVf6fnALdlRddvA6G08ztxrgXoJut7RcB2657PygFXk427OcZdcf9nGdxMFUiynzBkMqlHChBQN1x+WE5FSq9pnuuGwIij0QcReV89qmEKIoyA8UWlHEPmVzDdy7Rjcnf2835oE4YWM4rZRt048FVny275Ut5kRbR7UkZwfbLLHhKYhSsSWQ3GRVl798uTZrxj50+RENWHLUYgO3a+Z980IcnwX5gUIrihAYU6KoX1B559cQOnjlsaLd0jwMYfvW96OpL9ZijebvLD9ObauVpJ5BZSh39j9nmD0uY29K/8ZlWXX5taVHaN/lJ7LWEshNT8hFRIqC/EChFUXMzxp70aL3j6ysWUHltaXH6JqJ/KE5tIrB3H5B1KWmDysCvbnsOMthYkokNxbBo1fR1OgcejkXDqzHLNH0q8tyeJq56pQX7k5EYZ924HpNgUANhVYUjZnNSr1/R68/Yb1/0r4RJSDv561yeb2NDdHuD1qTfzEX2nb6Pn2w9tmWP91USy6IYrxuPNEQTKV826cO2dtaU8j1J9Tnp8OKrotjPq/VrMteq0fNK5fk4j4uEGilUD8LpVG/8k7PJlR+O36LBiw6okoQJVwcbMlZYZEhsJQrnZ7Uicp4OTOHHTjK6B8XkfuDePWpx/cIjUIL8oQ+Ts8i6IndqrEIEUfn0atDFQuiZPOFJWFauTS9MzWrXJIZzA5ecjSr4VwgyCsKbaQoTYgs6V+XWlYvzQoq0/46S4v2XdN0TTRwQ1zRlmOqdceQfg0DaEqPGpSUkkZvLD3GTB0MkZrBO9csTb+H8DFYkOzDEDUvfbsJvfHLCdaMXbuMB6WkplHlif+ovi7eVLTEtXX83Gnju83YY7nv0kN6/7eTrIkdxZYSMqvlAkFuUKhFEbSoXpoVGkauDKV/DZyp1ZCGjXNw4PaQJ4rz+wdTxxql6NqjeHrzl2NZ+11MTbVULqVbTcqLJ3G661Ys4cqsvhDhnr0fTf/7YT8X+zA17BjTgsqWcGXN8jP+Pkc/7buaNdMtii2CvKZQiyLacvDixbGMl+Hs+mPXqV+zKhYbuPXzh/+cvseWv5vbVidFil7OfK3JXBx1aQJ7e3uyTkunSZvQfqS9MRyPKzPe8CC6qWC4R5ocwnTQuytD2eZBfcRKAkFeU6hFESNqc3Ze5urA/cnmS9SncSWzolihhDNtGdmCHd+RP5y367LF60Iw0SLkoGDJvCU2v9uYqpfxyioQ1fh8KyVxStlJOdn3O9ai0WvDLX5/r7o+9FXvIGaoseXUXRq/PtzorDNs0WASDIdzgSAvKNSiiOmT0rkwkocCQ0kTDdy96/nR9JdqsSgV7Ta7LkQoyv/x2r6H1qMMK2uKTU4jDydrJoq8BFFfFBtWKG7xe4990pY8XRzYyoUJ60/RmmO3TH4vjs94fK2F3awgjyjU1WcEG7lhCosI1Nio36zetWlGz1pZW/6UCCKIiE7kIgW6LX86c9yO3+3JMnDgiXRNL2cHi/dSzNWRbj6OZ0a95gQRoNAiVhII8pJCHSki5+Xvpd5s1hRYHWDYwL3j/ZZsZnjXhYc0avUJVTZY2L2ipc3lq57VqGe9cqyiu2jfVZq59TwrMqGB282R7+MgRYr2tsZlfGzHSjSkVWV2L2uO3qTJm89QYkq6PGMMESUK8pBCLYpazGYtIUWK3q72tPPD1uTmaEdzd16mb7ZfUL1rGcUWtQ3RZ6d0IDtbW0pJy6ARq0No6+n7WV97HJdEZRWsUJUDxvyAMaecU5M6kJO9LSWlpdO430/SppN3ZV8Xx+dc2LUlEMim0IsiXLJxjOa1jhRIawnaVyvJVnzi0u+tDKW/wu9puq7UwK0UHFFR0b3+KI7tcDFsFcL8M+8jKbMPM/KgSlND5+5Hs+qyqRYkc6KYGxsIBQK5FHpRRP4PprBq7PxNIa0lWDCgHhOcN5Ydk7VdzxKPYnTTJ6jhZG4oMMv/apSgH/o3YEfUP8Pu0Lj14ZSQkrPt53FsMreRPH1ik1PJNXOy5/P/VaV+Tcqze1l64BrN+Pu8KsdwHJ9F5VmQlxR6UQRwteEpijgyIkpCjx1mqFE15gEauHHt/k0q0PzdV81+794PW1BpL1cWAU/ZdIZ+Ofhsl4xx8warXCm2uDnY0tkpncjO1pq1FL2vsUk+Nsl0L6dA8Dwo1NVnuWazcmkR4Jo1Q41oZv6eK9wEUb+Bu1Vlb4vtNhBEiF2fhYfMCiJAoSU3FkIhrwgRd8SUzN1o6jx7n+apIUSKAkFeUuhFEX6F5sxm5bJ+SANaOqQFy919tfkMy9GV4rzNThLFcsVdLLbbhNx4Sl1n76PQm9knQsyJ4oROFbnd6/LXginQx43Ngi/ef41eXnCQbj9N0HxdIYqCvKbQiyJyaVpF8cLnHah2QAmWrxuE/csHrrPGcMw/80RyiHFzyrmneVr3QLo8XRel/rT3KvVfdITlM5Vs9evTsByX+0Sk2qRyKdbyhDeJ6X+dY1VvHojZZ0GBFsWZM2ey49Po0aOzPpeYmEjvvfceFS9enFxdXalXr1704IF2Iwa12Fpbk68G8cKsro2NLYuC0JB94LLk0s1/gVVSajqLlGDppc/pSR2ob+MKTHiGrghh/YdKCifSEV+p3Zm5SBWjk7svRLBInCciUhQUWFE8duwYLVy4kGrXrp3t82PGjKHNmzfT2rVrac+ePXT37l3q2bMn5RU4NvqpbOCWtvxhXUGPufvpul57CcTWh9OuFn0eoy1HL/8HUXZygCjH0//m7Kd/9PoPlbpkazFxXTywblak+vPeq/Ty/IN0/l4M/zWnySKnKMhbVL1KYmNjqX///vTzzz+Tl5fOcABERUXR4sWL6dtvv6W2bdtSvXr1aOnSpXTw4EE6fFi5kWleFVq6V/ehK5kCsOzAdXp92TFmVKAPWul45CoNgXsMhKZqCZ0o29jY0PazD5jV15WHsaquKR2f1a4kvTStE7WsWpqlD2B/NiNzUkaLfZgp4kT1WVAQRRHH427dulH79u2zfT4kJIRSUlKyfb5q1aoUEBBAhw4dMnqtpKQkio6OzvbBG09n+xxHUlP8Oawhfds/iHWwjFt/ij43sfYUvYrof+QNG/VLz6AtY3RN0DO3nqOhK0LZYnu14O8mp6o75jJhtrahc/eiqfP3++i/c8/muSGKiMR5Dg3hZ1d7rwJBnvQprlmzhkJDQ9nx2ZD79+8z3z5PT89sny9VqhT7mjFmzJhBU6ZModwG7jP6x19TBRVrG1tKSMaWv+N0+KrprXaQSXcnOya2yAXyApVizD8npaSziZD9lx9xuS4ErISrfK/GOX1rUZfafixaXrL/Gs3YmrOYEp2oa8kZ36UGjd1whngRn5xK9rZ8fSUFglyJFG/dukWjRo2ilStXkqMjnyhp/Pjx7NgtfeDfyA1KWzjqSgWVOyiozN1vVhBBYmbkpnaJlandy30b+DNDhK4/7OMmiJLYyuXC1I7UubYfE3sUdhAtG6suS6YQTSqWIJ6YM+MVCPKVKOJ4HBERQcHBwWRra8s+UEz54Ycf2O8RESYnJ1NkZPbeOVSffXx8jF7TwcGB3N3ds33kBubWkkoFlSPXntAL8/bLmte9E6n7Hh4VaBxBsUzqh1eD2JgftvrxnMABchdC4bGwtbGlSxGx1GX2PrOFHUkUMV/OE9GWIygwotiuXTsKDw+nsLCwrI/69euzoov0ezs7O/rvv/+y/s6FCxfo5s2b1KRJE8orYPhqzLy1tN6Wv1VHbrK1BdEJ8qqfm8J0y6W05hWLudjTqrca0RvNy1MqZoVhsGplxT7PE3YsN9PGM65Txazi0m/HbtJL8w6wvdRyPBXl5mvlAk9FgaBA5BTd3NyoZs2a2T7n4uLCehKlz7/55pv0/vvvU7FixVjUN2LECCaIjRs3prwCBjGYf9bnm17VqEcwmpmt6PPNZ2jJAfOjcobM3X2NxnSsRqU0tOXU8HWnxYMbUHFXe7oflUBNZ+5ijdHA29Uha8KFZ67SGOiDdLC3pZT0DPpgbRj9kSn4ljCsyPMAs9TI1aKQpbZaLhDkK0OI7777jkUbaNpGZblTp070448/Ul6C42gZvbackE/akruLAxOB91aG0M7zyhyy9Tf7qY0UXwoqQ1/2qs1ae9Yfv0njNuoKFU/jU8jb3VaXq9TmRJajV9GYeatkO3bjcRy982sIXY6Q3/YjRYq8xKuOnwfN6x/MvCqh30ITBQVSFHfv3p3tzyjAzJs3j33kF3Ac9Suma+C+NLUjkbUNE4nXlmiz/IIYKBVF5AzHd61KbzavwES157wDdPLOs3tYsPM8ffpikKJKsdxIEW8OEr3reNPMPvXZGxgiw082hCsucKBXEc449nrXVQPE763mFWhcl0Dm+pOQlEIOdnZkL5ZXCfKAImEdJhVEUGHGK/DC/Rh6bekx1iitBWiBkkVTXs52zJS2UYXiLH9YacLWHN+z+PBdGt+9DveF8GjgxpvDzwNqU80yXlTC3ZnQSDRpYzitOHJT9XVj2PJ69QKO3Ok3fepQm8CSzFzi5fkH6MUgP+rXKED1NQUCLRQZUXRxsGV5qh3nImjk6hNGzVjVRIpyRbFaaTeWPyzp5kAPohKoycxdJr8Xub8SHFt9pGM5aFvNlx2Xka8csiKETt1WsLSZQ/+jPo0rFKM5rwazN4vUtDSqNOEf9vmONdLElhZBnlFkRBH8evgGTd4E2y8+14PIesuwD+tay4e+7VOXtd78EXqLPlx/2uz3I6JDoYUnHTySWSSG4/Luiw9p9JqwrJYaLUQloP/RtNWZMXAqHtG2Mo1qV5m9AZy48Zh6/3Q0+/IqkVAU5BFFShQxosbTlR/XcrK3IRd7G6NjeHjxv98hkIa3rURpaek0cPEhOng1UtaxnGdT+OmJrcjJ2TlrOmXqX2dVL9cyJDI+RdG1ECnPeTWIGpQvxtoC2ny5lW4bpHXxWIo9LYK8osiIIqI6XovmJeKSUsjD2YEVWwyXRaG1ZParQdQm0JsVVCoayR/yLOCYAi0+GVbWlJyaQU72xI7LPHdYIdqUa2PWsnIJ9pi4OtiynGqVibrjsiHxYk+LIA8p9CazEhhTszTqp5SrD3VCaGg2W76EC20a0YyJQGR8MlX8RL4gZm0L5FB91jWm61YFtP1mNxOvYi45DWy1gF7FdDYJbhqkDT7qFEjL32zE3ix2nr1nUhCBmGgR5CVFJlIEvCPFRfuv0LyyxbKtJYAQ/jigHpvy2H/pIb227Liqa3s42qlezXpoVDCVLFmKHZexv2XaX7rZZYiiF+dJGfQqmltej6r/vP5BFBTgxXKawdO2UrSFrQUw5BAI8ooiI4p2rIGbb6T4V3gEzU5DA7cu//dm8/I0oWs1tr/l43Unaf0J+Uvgja1QRbuK3JUDEhemtCdrWzvWmP7+2hP0Z9ize8igDCrmzFkUE+GpaPxrrQO9afYrQczxOyUljQI/2ybrmnHCaFaQhxQZUUSezo+n8V8mqJ76F3OmWb1r08v1/Fk0VH/qVorU4OcAUQQotigRRfRhot3mblQivf3LcbrwICbb122trJi3JE8wK45dLRW8iK4+zfx3rK3ow46BNLR1RZY73HzyNo35PTxPjWYRJefGRkNB4aPIiCLIDVNYrCUY0Lgse9ElJqdSVZnRkCWhKeZmm9nAnV3YjDG8HtH7vXRmDtvP3qf3fztJMUZWhWLNAe9JmZhEXVvPuK516Z2VYSxFMbdfMAUFeMo+Lud2pAhh1l/xIBCYo8gUWoCjnQ15GNmUp5ZdH7TMij6uPYrjIohg9eEr7Fc5Uy3hE1rS6J46l+6v/jlPby8PMSqIAAEob/cdHJ9B7QBPdlzeNrol1fbzoOSUNKrwiXJBBPGcIkUp4t576RG1mZV9HFUgMEWRihQBIhkeTcvnp3YiOxvddrw7kQnU/ts9xIuv/7tOQ9pVs1iBlua40df37soQvU2DxkGuk7soZlqtFXe2p2WvN1R1XDbmvM3DLg588fdZWnrgOnd7M0HhpQiKohOdv2/5SGrZpduGNp+8Q1VKuVH5Eq7Em/T0DLORouRug90pQ34NYcIsRyhgy5UbwEdT7XHZkHiNI5hIZcBBHescJMOP5EyRFAgsUaTePhEpKd3sp0/rysXYmk8I4qx/L9CI1WF062k82dtak7sT3/cXHMqNjfqtG1Q+ywx2Xcgt6jX/oCxBBHDBsbOx5rL/GbSoXIKWv9mQiW1amvrjsiE49cJ9Rylokgd4XOAaru+AhGtK0aNAYI4iFSmmpmUwrz41zOxZg3rVC2B2We+tCqFtZ3Q2/Zcj4qh9NV0/XnSCuhWkxrCxts4x6nduUluytXdg7jYT1p+iNcduKR7Jw+oAHKHjk9WrF9Koo9pXoRFtK7GIFtVnRIk8gSgiBywXCB62AH68Poy2nLpn8nvwpiAQmKNIPUPYrmYDB265BRUIIjwJEZlJggjCb+tmmUvKMIZQeq/6oohxPTt7B+YD2XvBIcWCCO5G6dYLeDqrP0Kjer3irUY0sm0lFn41mrZVVVRnCSUuRjgBYGqn0/d7TQoiMLZ8SyAo0pEi+ueUHp/Pfd6J7G0xKhdFb/xyPMeKgMPXdFv/tKwlMIUkisgfQiWPXX9C764IpccKNvPpc/ZuDLWoXJK8VPYqNixfjPlBejrp8ocVM62+4Gpjr0Fo1fYqoqiDKHXhniv0zb8XWRRvjqRUXDN3cqqCwkMRixTRwK1z4JYDxMjJ3pa2nr5HLy84ZHRnyuPYZHYs490DiXYSFFqk/OHSA9eo/89HVAsi+O+cLsJVKoqIWoe1qkir327MBPH6w+gsQZSMZnlbfVmqQEMQMXc9YNER+vKfCxYFEYhIUSCHIhUpgpIyIrraZVxo47stmRjN3nGRvttxyez3I6/G0+pLEkWILY6G76/JPq6nlqPXI9m9Kjk+o6/zuz51qG21Ujpn7Dn76MT97LlTHi1OhiD6NIa00Orw1cc0+rcwRRM/yDkKBJYocqLoYGvDRAFFB2OMaVeJ3m0L81OiMatP0KaT8sSIZ6TYpGJx9uK3s7Vha1f3XHzI7dqIqORGirXKeNDCgfWYByKqy/rRYW6LIpxyDDf6ITrEn7/+5xwt3HtVsQVaMjs+CwTmKXKiCFBsMSaKa99pTHXLerEX5JvLjlPozcxhXgsgovPl5MDzRrNyNKFb9axqri4Pxg+YQshxyhnQKIAmvVCD/f5xbCI1mrHLrFOOXE9FucApBwIOIw9JEB/FJrHew9Cblo16jZEkIkWBDIqkKKItx3CLX+jE9qyxGQvgBy05Srefym9ZgYj6qKhq64OJi5m9atFLQX4UdvMplfewJg8PDyruwvdYjlUH2IliCvQwftGzFr1YtwxzCx/3+3Fae/KhZU9Fns61mQ3cuCSO+5hb3nHuAY1dfyprgkYNSSni+CywTJETRbx4DX0V0ZANsTh09TENWxGieMk7ih+VS7qpvidYmv08qD4F+rixgsqUzWfZ56980ZX7AitU4E0dnyt6u9BPA+tTuRIumdXlrbJNIXg3u7xUuxRZUQYhuPt80xlacfiG5mvyjroFhZMiJ4po4MaoH3ByIjrzqa66u+rITfrsz9OyqpiG3I1MoBq+HmZzlaZoVL4Yy9s52dnQqNUnaEv4sz47HEl5u9rgpzN2zW61StOs3nXYbujE5BSqMXm77GviTQRvKrzQOYbrGiO6GkymaAHHZ8M8pUBARV0U8XpApKhfYZ7xty5xrxZMtXSoTsyBW4koDmxclia/UIOiE5Kp8/d76dpjXXO1fv6P9/EZoqCfU0TObnyXavRG8/LsuPzrwSs0+a+Liq6J9AEPUdwxKpjKl9I5hgMcnXkJojT/jPe8zDSlQGCUIieKOD42reBBL9RtySrMw1eE0NbTzyZU1HBKmmpxd8hh7GoMextrmvpiDerbIIDC70RSr/mHjLaL4F55R4qIlCX7NIwmzh8QTHX8dN6HSpZrGR6fYaG2461Aar/ogqprXPy8A1nZ2LJIfdyGk2yXCwpOPEnJjBR1k+UCgXGKnCji6FTC3YX1wb2x7JjqSqY+R69LUy2WK9DoZ0T+EO0uq4/coPEbTe+ARvTFuykcR0gUlGDm8EPmZr309DSqNFG9FySat0Hp0qWxEEHx35ccf248jqOhK0Lo4oNYerWhP3enbDRvi0E/gSWKnCgCmAK8MPcAqzTzQJpqQT+fOer4edCiwQ1YpIYdLutC71i8Nu9CS2xSChPFX99sxNpcTt96Qi8uOKLtmpmiCPswJewdU5/KeHuz4/La47fosz/PZM08w9EH/DW8DnWbe5J4HZ85F8kFhZAiKYq50XBsaarlpaAy9GWv2pSYmkYvzNtP5+/FyFt1ytEUFkdSHJ9195tOXb/dShfN+9Iqct+WcoFykAxyEb19tC6MNhi8QUgmE2U9PYkXOuswoYoC8xRZUYQxBG9hNHbUxQlwXJdq9E7LCnT1YSx1n3NA0Q4S2Gc52llTosYeu8BSbvTz4PpZhhgQRR6CqH98llvVlY7LWOEAg9wrD3NarkmRoq2tLVdRFJIosESRFUUfdyc6JyNaU/KCM+x/dHe0ZUuckL/bGn6Phq0MVbVjBMYQSprJDelR15e+erk2y1GmpaSQrYMD17YUaXmVkuPy7+y4fNqk2Eu7n5VEn5ZISYUUCwTmKZKiCLExFDCtxCalZTOwrVDChZa+3oA1Zs/Yeo5+2ntN8TURzcHlG0doNaKIdhtUcF9rWo6120REPKAWc07Q5S+6chVFtOQAc9eUqsumjsuGSLlFnvepW0kgZFFgniIpiikaHLhN8SQuiSplTrW0rFyCfhxQj/XDYWTw4BV159SUlBRWvIBbtlJQ9FkwoB7V9c/ZbgNbLkeOi5zweKKlyNQlpePydRyXV4TQ5QjLDuWJuSCKqenpQhIFFimSogi07Goxxt2oBKru60FjOlShEW0qMfOCHnMP0L3oRNXXPHfuHNWrV0/WqlNDM1gIopuj8XYb5FKdOLf6IE/q4Zj96YTKcVVfX3YEXh9ymyb+cVq2o7Z0fOYpiqPaVmLN+wKBOYqkKOJYKY368eLawziiakSj2lWmEzefUu8FB9ncrhZ6rb1Pl+qmK2rgfr1ZOZoIl52MDEpOTKAaU3PuO34al8Iat3mCvk8Y0Boel3FiRTP22uO3FV0vkaOjTdvKnrTo9SZc85OCwkuRFEVEH8j18QI5vxfqlGZtOf+evU9DVygrqJgD4mZp/zPA7PSXvWrRC3XLsOPy7/v30YStsSaP+kTqDSzMVaClFbAZVlZszeg7y0NkTfnkVqR4cGxr8vZwYtNLNx7FUUAxZ+5N4YLCRZEURcBrUgStLsteb8DyfrC4+vfsA+IJKsaW5p/LFndmUzIVvV2ZIGLVqDmexvP3P4SnIsD6BBsba7YTe9z6cIrLFDeloJ9TK1Iu8/bTeBq2IpSCAzzp8xdrar6uoHBTZEXRyd6GNTPHmLC9l0PbqiVpXr9g5iyDBUqpMqZalIL5Z3NN4a0DvWnuq0HkYGdD6WmpVPnTfy1eE6YVaZxHO+r4umQ5DE3647Rmqy9pT7Ma84ZhLcrRh52rZe3GxqQM+h5r+3lwdfMRFE6KrCgCVKBjZFRCjfF2iwo0vmtVdry1lVxdMjK4rzoFxkQRr+3hbSqxwg6O7XGxMVRnxn5Z14tMSCYrjnVYHJfROoQCDhZJhd+J4nJdmMI62yvLA56a1IEtG0tOz6BP1oXRxhPPWn/U2MIJih5FWhTRq3hJoSiiSDPtxVrUt4E/63eUBBEgCuEdKeq2+mXPKSLC/bZvXepQXbdM6oNpW+lPBW2MiBR55NV+6eJKLVq0yCpg3I9K4CaIkimsElFkq2DJiuUwsbYAEzP6SCOOAoE5iqwoQmyUrhCAiSwMYRuULWa0CIAjNO/+R+DhZM8iQxwpkTdcPLg++Xk5mV0mZY7I+GQmin8PKk9dlytvKgdnP2tDdg6OLGcHP8pxXaqSqyPfncqoQMsptHzRoxr1aVguaxXszK3nje5jScvceyMQmKPIiqLOgVu+gGFCZdkbDdmCKhRUTMFbFCHeKFy4O9oxl+7ZrwSxHCbyh1U+k++OrU9kZlGkbNmyaCZS/PcvT+tEGVbWrLiC0cWj157Qx50DmQ0ZT6QGbnOcm9KJbG0xG55G768MNVvoShHHZ4EMiqwowllProBh5ejPA+uxYgaiQXMobbSWO/88/aWa9L/avqyYExX5lOp9fVj1NaMy3cGVWn1lHVGtrOjYtSc0fNUJehiL9p5nbUE8STRTuXZ3Igr7VHcvp25H0XsrQ+lOpPkcAu+Ku6BwUmRFEeImZy1pn/r+NKNnLV3+0IIgSq42LvY2qltRDJFWnUIQ8ftKKt2xjUWKSpqZT45vTi6ubuzv/LjrMn2z/WIOkbG3tWbVcl4FDVNtOXNfqUOda+kmZRbsvkKz/r0g698UoiiQQ5EVRRRFyng5m/w6UlljOwXSsNaVWHUXR1glPZBXDZL8aqhU0pUSElLI1taOMjLSVeUPjSFZpsltjJa8D3FEHbUihP47F2EyonVxsOVmySY1cOtzYWonJoYwoRi9Jox2XzS/flUfIYoCORRZUQSmRt3gX/hdn7rUuaYP+7O5HKIxsKtFqyh2rF4qK3+I7plJm84RL6TjsxxRlBqgUdEd8utxuvXE/BHVlacopjxzypaOy7jnY9ef0ojVofQg+tnRPS9EEakMOacHQcGiSIuiq6NtDgNXtL8sea0BW1mqdsRMS68i/knMT49uX4W96J4+eUyeXsW5OnDDQispJY21F5liz7Ca5Ofvz6KyNUdv0qRNZ4xWdA0jRZ7FFrTkoPdz0cAgal3Vhz04c3ddpu93XFIlcDxFEf83SEPwziEL8h5Fb3Pz58+n2rVrk7u7O/to0qQJbd36LMd1//59GjhwIPn4+JCLiwsFBwfT+vXrqaBEiziubhrenKqXdlfdx4cXnrkJFHNAULCMHqIo5Q8bfHOU4BctZ/5ZCdjVbEr0L0xpT75l/JmZw0drT9K4DeFmBTH78ZlfsQXN27hqq6o+bLZ60OKj9M2/OXOZcuExxYNUCthz8SF1+HZP5ooDQWFC0du6n58fzZw5kypXrsxeBL/88gv16NGDTpw4QTVq1KBBgwZRZGQkbdq0iUqUKEGrVq2iPn360PHjxykoKIjyI3DLuf44nppUKM7s+h1QLNBwJIJnn5oG7nLFnVmEGlDcOdP/8Fn+0MbKiopxjBQBjrjG3HeYmQNZ0YPoRHrn1xA6c1fe3mX0TKKajZwiD6DX2E8NHYPr0PDVJ+hhjLLjMu9Ika0zyCCatvkMLT+kG2MUU4OFD0Wv/u7du1PXrl2ZKFapUoWmT59Orq6udPiwrj3k4MGDNGLECGrYsCFVqFCBJk6cSJ6enhQSEkL5FbTlYKnUr282ZMar2PSntYCjNFJsVcWbtoxoTv7FnCk9NTVHQQVRq9ro01wDtz5f19PlD3Fc3nvpEXX5YZ9sQZQMcYGzvXZRRKrg1zcaUptAb7KxyqBXfz6sWRD1o1m1gnrzcTy9MHd/liACa2FbW+hQ/QxGZLB27VqKi4tjx2jQtGlT+u2336hbt25MDH///XdKTEyk1q1bm7xOUlIS+5CIjpb/QuSRF5r2Yk0W3eBYpLSgYgy0pChpCsdCK0yD4N+PiY6ioC8PGv0+b865q6fxySxfB8IntCQnZxcW9qDVZt6uy4pXge4+f4u6N6hOrhqPzzDI/bF/MFsDi4j5blQS8UoFqs1D4k0JedWpf53NsVOGx3NGUMBFMTw8nIkgxA5R4saNG6l69ersaxDBvn37UvHixdkWNmdnZ/b1SpUqmbzejBkzaMqUKZQX4JgsHZV5PbmRp5NjS4Zj+pcv16YXM/0PN27YSh+FmI5weB+fmVNOekZWuw36KoevCqV9lx6put6I9deoW/1qqiNFHEOHtapIH3YMZGK95tgNCvTxYP6HvFCaU0zJLEh9uO4U/XP6vtF7FhQ+FD+DAwMDKSwsjKKiomjdunU0ePBg2rNnDxPGTz/9lOUUd+zYwXKKf/zxB8sp7tu3j2rVqmX0euPHj6f3338/W6To7+9PBRlLR10UdxYNrk/VSrvL8j8EGPODbvOKmpBTxKVsbGzp3L1oemf5cbobpX51AoDIqim0eDnb0Xd967I0At4AWn25m+5EJ9CKNxuSPceWFyWaCGE+dTuSRqw6YfJxQa5XUPhQLIr29vZZkR/2hxw7doxmz55NY8eOpblz59Lp06dZ0QXUqVOHCeK8efNowYIFRq/n4ODAPgoTbo52LBI0VrENDvBigsj2p8j0P5Tmnz2d7elJXPZcoBpwbxW8XZl92G/HbtGUzebbbZSIjtJIEcav8wfUY3nE2MQUqjXl2Tw37smO44ItKV1gKaWCvPCcXZfph//Mt/4IB+/CieasOCId5ATj4+ONjo7BZ08aVStKIFo0XEvau54ffdFTFzGb2p9irkCAI7RWUcRoI5x+sGTLijLok43hxHOeXEmk+Gbz8vRJ12pMrDaF3ab314bnOL6a66VUfH8WNJH1hcansMbww1efWLyeEMXCiSJRxFG3S5cuFBAQQDExMazlZvfu3bRt2zaqWrUqiyCHDBlCs2bNYnlFHJ+3b99OW7ZsoaJGST1RxItnfJeq9FaLCuwN4vz584osu6Q3FURTlzXcE4wt5vcPZoUlCCLewExFtGqAfDnZWX5KuTva0qzedahjDR/2s3X4ZjddNzIpgz5FO47LpkyJIt50kAvee/EhfbD2JBNGOYjjc+FEkShGRESwXsR79+6Rh4cHa+SGIHbo0IF9/e+//6Zx48ax1p3Y2FgmkuhlRBtPUUPKK0IA5vUPpmaVSsjOHxoSmZBIJe3tNRVbWJW7s84pPDEhnpycdF6SqPJGcGh3ARAWS5FiDV93+mlgPVaMik9KpeqTsq9f1ScJR1lrK265VESyhiAahZh/8fdZWnLguqLr2XCMYgUFVBQXL15s9uvoX8zvEyzPAwiPt5sj82Bc+noDtjkww6AhWwkDvt9H/3zWVdWoHxx7vu5dh7rWKp2tyg1PRODOURQROZnLKfZvFECTX9Dlm3dfiKC3lpvvX0WkCNA7yivnqQ/yhfeiEundlSF0+k60qvYrQeGjSM8+56aBba/gMqz/EMfTtNQUCpy0Q/X1LiboXsDFFI76QZRR1MGUjKFLt5SnRFWbFyjGGutTdLa3YblUtB+lpaXTSz/upVN3LBtmJKbqlorZ8xLFzF+lntTNJ+/ShI3qNw7qr6IQFB6EKObGg2pjRUEBXixxb64hW2n0WczCqlN9sL9l9it1WZSFKRlDl+7U1FQ2lofjM08Mx/ywPgHH5XIlXCg5NY2qTJQfLaek6mSMVaA5BLPS+CUi5o83nKa1x29ruh5zMBIUOoQo5gYZGWwfyMYN/5hsyFa3/9lypIgTHRx2RrarbNalG/2kyCu6O/F9Cugfn1+o48sa1HHMPHUrkl6ar+zNQYoOeRxTsWhsao+a7DFBzKhVEHndlyD/IUQxF0BV9+zdKG6CCBCUWCq0QOB+eCWINUFbculuMjuUrs7oynoqee/TxnF34v+q0aAm5dhxeeTqEPrrdE5jWjnWYUDLPDqch3B0h0A/iE6gUu5OlMqp2i68FAsnQhRziZIyRv2UVnbNTcoElnJj+UPMXRu67JgCeUpUx3mBPCWKSuuGNaGavh4sWq6oYX1CshQpqjymotK9YEA99pgs2X+NVh29STveb0W84DltI8g/CFHMJbycn60l5YWpSLFbrdL0TZ86rB9SSVEHeUpUn3mD8cXbT+Op5dfymtPNrThVW9AY1KQsffq/6uwIPmjJUTp45THzy+QJz8ZyQf5BiGIuAYEq5mxPjzmM5UlRmGFRBCmtsZ2q0tDWFVmu7PGjh9Tou+OKrssjUsR9IIeJdwHc5zf/nKcF+9Ttk9ZHMnBVkrvDz/PVy3XYKokzd6Ooz4LDFJesq2LzljCtNnOC/IkQxVwEu1p4iaL0IkSODEubIJBz+wVR88ymcDVb/tBXqDWn6Olsx/KYLSqX0E2GWFvT4oPKmqB5HZ9r+3mwOepSbg40f/dl+vKfC9m+ztu/gedctiD/IEQxF4EH4jmK4XItqa/Qy8WO/LycaPHg+mwqRG7+0FQ0q6Ulp46fB5ujxp4S3MeSg9fp7RYVydHWhlLSdNHZ84oUX2tajiZ2q8Y2DsKUFsutjFXweeIgIsVCiRDFXISnWzZEB+YaAxqVpcFNyynOH5pCrSjqT6ekpiRT1cn/0Zj2ldmfHe1tKCYplVukaGMmp4iK+9cv16FONXwo/E4k9V14iOKTjVeXeYsi9lwLCh9CFHMJ5Ph4iqLUbD2kVUXW5hIR8YC11WhFaaEF2w+nv1SLegX7sfu4du0qtV+kO6biWC99Dw+kBfemAjIcl1FdRlM2tvzN2pb9uGyIpIla1hLog2ml/AwKabzfCIoCQhRzCbg8a1l1ahgNnb0VQ3UrOTJ3Gy1tLoYoWUlatrgz2zaIKq7u2J79PmKTdH2FOD7zICUzUjT2wtY/Lr/y02E6fiPncTm3rb4c7PhtLuQNr/UaRREhirkEihg8IkUIELb8wQcRkxjT/z5PvEDEJFcU21UrSbNfCWLRkSlz3NgkneWWA6dIMSXTMk3/xe3mYMsMLlBdtnRczm2rLx93hyzbsfwCek9xO4v2X2POSALl5O/4vwCDaYdS7tpEsWP1UrR5eHO2vuCD38N0phCcd7VgAsXcaxp69H6HKrR4cAO27TA2OsqkW3hsIt9IMXOgJUvM0Iy9dXQLal+tJKsud59zQLYg6osrj+Pzgv7B9GGnqvlMENPZ1sN+Px9mruECdYhIMReRs8DKGHidjWxbmcZ0qEJxSanU8Zs9dOtpAn3Vuw5rCueNq72t0cKI1G7TvLKu7Wf6tK20NKcXbK5FiniRA2jZgEYBNOmFGmyRVL9Fh+noNcvH5dyaVT4zpRM55qOj8zPXn3v02Z+nKToxlXUoCNQhRDEXQauKGv/Db/vUpY41StGNR3HUatbubC9qtOTwQoqYXB1zimLNMu7086D6rK1IrhekdA0HTpGiZCw7p59u5SkWbL08/1BWM7ZSbDRGiv+r5UPfvxLETgHLD11n606R28zLKjQKeriPcRtO0ZZT97I+nxtvnkUFIYq5CGy0lNj9+xdzoiWDG1B5bxfacuoujVgdlu3rKDiUUGAfJlsUDfKK2CWDCjMiVqndRg5xiZn+h5xEQrL6giAu3neVpv51TtP1bDWI4qb3mlI1Xw9KSEmjD1aG0r9nH9CEbtWMunk/D6Rc5tHrT+j9307S/ejsGwd5p1mKEkIU82CBlTGaVSrO2kuQj5v85xlaceSm0e9TajSrRBRhcDCpe3Xq37gsOy7funWLWs0/Lft6MZnHZx5GCS8zYa7JjtBf/3OBFuy9ys3VRjqWywEP94nPOrO/G3LjKY1YfYK5dQMnOxu2ETEvokP8z83ceo6WHLhmdL5eRIrqEaKYy+D4aUkUX2+G9pLqbIKj+9x9dP5+rEkRw45kXkgLsRDRopiD6ZRaZTxU75KJzYwUtfTvocfx8x41qU99f0pOSSEbazu6GGH88VBr4BCXIs9pe2ir8vRBx6rs2P3DzpwrT+Eo/rzrLMgfXn8cR8NXnaDz901PSxV3tWf3KjYOKkeIYi5jri0HEdW0l3QCEBGTSK2+3k0JFqzxea4PSE5OZju30W4zp18QixjT09Oo0kTTy6TMgSwBhFvt8blcZh9kxZKutOboTepWswTZ29lxN3B4GmN5W9/esa3J18PJ7MpTGOo+r41+iG4x2bP04DX66p8LFlMyOD6jeRuxrEAZQhRzfYGVg8kI8qdB9ai2nycduvKIXv35iKxr4hiHYozavSL64HhcvXp1er1ZeRalJiXEU81pezRdE4GUGveYLjV9mP0Z8mTvrgihbWcfULeabYgn0n2duh1p8nvKeNjTnrHt2OO863wEW3lqatc2IsXn0SCN43JkfAqN/i2M9l9+JOvvIFIUqEOIYi6SlpZhtAKNyi4aspH3mbvzEn2345KiHKCnsz3FJVvOU5oD+bArKR5UBWtErYgO7t9Hg7dqP6biHpWIIo60WPD1ZvMKdOdpPL047wA9jNWJEG+5kSLYBduMF2ymvFCd+jUqy34/dctZWrzfvP0ZT4Nec2N6O85FsOoyhFEuKMiJo7M6hCjmIqhMGkaK/6utM4TFC/6tZcdoz6VH8q+XJYp2dCdSvSgGFHNmLt1YKoWxwa+2XaAFe/jk7TIUmK8ij7lgQDCLlv8Ov0fvrsw+yy2N9/Ey6mVLvDIy6IqRh+74xPbscb3PVp6G0qnbUYqXdPGODjH7/emf6hZsYXBAzD2rQ4hiLoIckCSKVpmTISPaVqaYxBRqO2t3VkQkF6wptbW11VRZbF3Fm/kwYm4X43oZVjbkZGZXs1Ig3HL8D+EDifvARM3HG04ZfeFLV+Fp4ABR1Keqjyv9NaIF2dhYs5Wn4zeEZxlbWAL9nbkB7vHsvWhW6b7xOF7VNXiZkWTkszHG54EQxVwExxcYniL39H3fumzt6JWHsdTuG3V5u/j4eFYYQUSjhvfaVKIPOlZhFcy42BiqM2M/XZjWmeUoeYGcorn1AXh9jWhbiW0cRK6u43d7Tb7wpRejoZBpEUX9S+H/pFvt0pSWQTRh/Slac+yWouu5cHwzAanp6WRNVszxB5VuySVIDUrW4VqKVpNS09lzuKg4jQtRzGVq+3vSH+81o4reLiwSGbkme0O2ErA/Ghv4lHogSlMynWr65BjXg0jgCc8TU+N0+i7dh64+pgGLj5C5lsFnosjnvjCaJ4niqUkd2fH3xuM4GroihC4+UJ4+cHbg/bhZ08vzD8py/DEHTDO0NNBnZD5Ip+9EseLO8LaVqEfdMlRUEKKYyyCvU76EC03ZfIaWHzLekK0E9J4pEUX823Dphu0Xjt+G43qQHd7HZ2MVWXgfot0GVVHkMOfvvqLIho2bKFIGXZ7ehVWXfz9+iyb9eYZNqSi/lrWqhVqmWm2kyEyrIEprMLQ2hn/770VauPcKe0Py83IuUjuuhSjmMhCJgYuO0OFrOfvc1ICjpFxRbFu1JM15NYhFDWmpqVTls+1Gv49npIgXlOELSHLphvchIqGTMooY2SJFTqHia4392DVT0jPow7Vh9EfYHdXX4rEvG21Q+PhkwylqX70kda7hQzxQ6+PJilAPY2nk6jC68OBZYzjMJYpSXlGIYi6DJ9M9g7lUTdfLbMkx/28SDWf5w0D2zh8dFUnBXx0y+r3pme05vEBQJ7WCIJr64qVa1DPYT5OZQwqSfhq5+kUXsra2ZgLbafZeuvooTtP1tDbRQ4BwPB255gTdepJArzb059ZCo7TIgucITjQ/7r5Cs/+7mO3xxnOJl1lyQUGI4nMAvYpqq4hKl01hKuXbPnWoY42c+UNTxzcXjrmxjMw3AkynwGWngrcrc5T57M8ziq8lRSdKZpUNCR3bhNw9PJkg6u4vQ7MgatltIwnQDzsv0Zydl7PGBktwXF3h4+HIijZyjvf49+9GJtKoNSfoxK2cTe3FXeyL3C4aIYr51ELMFHhBmao+S/nDABP5Q2NgYR7PSBGqCHNcOO0gtzhsxXH692yEqktJoqi2CntpakciaxtKTkunUWvCqFc9P2oT6E08UCOKEKqHsUlsbhnmEobiw6v1CP2f7H3E2nIuc8XhGzRz63mTedUynkXPl1GIYh6O+qnFmClE60D0HwbrevHM5A+NRS68DFMblXFlUSf69+5FJtCLPx6gB9FJ3Lb6KT0uI9lw/kEMDVsRwiJ1GG/wQokoSgK0NfweTdioM4E1jP7ZAjFOoghzY3NHcYjz07gUGiNjbNDPy5mKGkIUc5lUNurHdw7VcAPfu60r0oedAlm+LCY6irXuyAX5Ix4LmHaMbkZlvd3Z7xHxNJm5U/M1pUhR2v8shxMfNyU3dw92XP7l4HWa/tc5FikCN47N1jD7leNCg3vHc2DiH2G0PvSOSfMGnAC0pAkMfTmN3Zfk0L0FDt2bTlN0Qqqsa6XKPIoXFoQo5jrG559VXy0jg9wcdKKIY++s3rWpW21fWflDY+AJrzVSvDytE2VYWTPrMC+Ox0ClkaJ0XEazMaZBtp6+n2tjeSh2WRJFnBLOyZhMkcx0eT1uvkaOvDgRwERk/IZT9Hd49sfFHP5eztzGLAsKQhRzGbxoeDuWoGkY7+CLBjVg2/7k5g9NCY6WSqp0TA27FUnDVobQ8jcaUpVSbsQTOc7l0n1AhIauDGEVXWNFKF7CU4x1AGSYLqZYW7FezO+2X7SYE5XSK/HJ8g0fTIF2KH3XbclUAsfkj9adYoutlFC2uEuR6lEEQhRzGeSSSnFuacCTfOf7rVl/jql1o3LB8U7N+NannSrQay0D2TF1GTumns1s5eD3ApKOz+hvlHNcxn18oXdcNoRnpIjjs7EoEYL4JD6ZRq4+YdSD0RhoeYFYT9pwlkvlWTKCkMb0MDiw+qiyEUb94l1R6lEEQhSfA94aV53qI0U6SPHExcZS7S/2aboeRFGOgYM+pz5rT04OdpSakUHvrzlBf4bdzfpabgQViSYiRUvHZX1QgGIuOZzydvDDlCZR9PN1O89H0Nj1ymy+fDwcmHhtNHP/cilf3DnrORJ+J4pV3W8+iVc/u+/Bt0hYEBCi+BxAu4VW8KKe9mJNsrHB/G4G7d/Hx/8wOVWZZf2V6Z0pg6zYnpK3lx/PYYnP23QV0Y7+CgD94zLu4/z9aGb1ZakPVCpO8To+l9RbX4s3FhxTp/xxllYdvamqhYbHfXWqXooWDqrPfv/l1vNZY3pqKePpVKQKLBJCFJ8DsK1XstXPWCIejdA1y3iwP+M4M/uMLT9nFisrJozGxCfrHpyIDn/ahf3bcKSGUYBhawngbc9v+JiFfNSYPDy92HH510M3aNpfZ2U9rh6cRVHKE+Mxu/YojgnzZZW7ZEp7aBMf9FYvGFif2gaWzPrc/D3yZ8tNUa540WvHAUIUn2O0eDdzC5wS6vh50OLXGrAXtX5Exys/hnYRSczSTBQOVrweTI0rlWIzX9/tuMgmMUxpi9KjuDkgwPpNxYbN2H+FP9tzbAnPTFHkcXzG/6VUnMK0Dpqf1b7hPZstVvd365f1YobBiIThFI6os1UVPg3q5Uq4ZKUFihJCFJ8TWE2qVBRfCipDX/aqzfJ00npO7qKYGR0ywTVSz7g4tSNZWduwYgcmMXZffGj2erw99+IyDV+l4/KliBga+msIXVc4NolWIZCSoq3C27RicWaywdxk0tNpymbtxRFEimoi2Bkv1aTe9f3pUWwyDV1xmBV21g1tQlEJ2qvYUpEFkbAQRUGuUFyB6ScECntL3m5RweQ7NS9jWOnIbCyvqC9EyB8aa3MxBO0bPPsUHdMz6Mp0nZnDqiM3WSVVTVQmuZVvPX5c1X3g54JB75BWFTOLU9Z0U8NKCP02IUwAKYlgUUxZ9XZjKu3pROtDb7M94TGZbx6I7q4+5LNaolJJV66Rf0FBRIrPCbm9iliGhHE9GLECY4KIpD7ylDxIy9C9GPX/GYzrrX6vBROiP07cYUuTElPkvWjtOJsHFCvmzKy+3l+bvcqt+Doudiy6+1BFcQo7beb1D6Yavu605+JD+u3oLVowsB7tOv+AtCLNFssVxVHtKjMHdaQVYI77j17FGq5EGBTYfkZ7FRtULulW5NpxgBDF5wDGt/Qbak1RoYQLLX29AXuhmHsyInrk5YGY9Vq0yj6uhwhx8qYzrPdPCdhlzYNVbzVildOI6CQatOQo8/nTAsRCjVltj7q+NLNnbZbz+3DtSdoQeocGNSnL3pi+3GF8K6ASynjpRDE2yfyRF6Oiq99uTJVLudHuCxH00dpTzFzCULzBmbvRmu/L0c6a9TwWRYQoPgfQS2ypLQfJcUQjqFIb5g8NgVhg4RMPsrQ349m4XkxiKotCjqowxmU2UxqOz96u9rT9/VZsjA7TNpjE0CqIoLirsu12SE9MfbEm84LEyoI+Cw9lmVuUhjVXWjrFaz89k38xZ5bC6DbL9Kz4Kw38mUkv+GRDuMm2n/IlXNmvR69rNzSu6K27VlFEiOJzQkr0G+OtFuXpk67VKAOztDIiLXgC8nK2kXQi7LMOLFw8dSeKhvx6XJW7DQSdGRuoFMWeQWVoZq9a7D4+WneS9WVGxivbeGiurUluegyrE+b1C6bSno608vANmvDH6RyFEV7HyrLFnFlb1B0jAutsb01LX2tIDcsXY27lo9ecMFtgwkkDYq1m34yxo3NRRdFZZ/78+VS7dm1yd3dnH02aNKGtW7dm+55Dhw5R27ZtycXFhX1Py5YtKSGBw1tqAQZJemORIkQEhg4Tu1Vnp1c5gijBSxS9Mt2okT9cc+wm9VnwLCJSihS9qlkfsGhwPfqqd23WFN59zn628hQCy6uSiujOkpDhy++0rEAb323KPCsHLT6aQxCl6I7XPDCOvLZG7qtNYEk6OqED1S9XjL7dfpF6zT9oseJewdtF1b4ZY1Qu5arInajIRop+fn40c+ZMqly5Mqsw/vLLL9SjRw86ceIE1ahRgwli586dafz48TRnzhy2o/jkyZNZrsdFFRRLDKvPGBP7aVA9tggeKIk8rMiKCapWsDC9bqXi7P7GqVjxaYhLZvHHXBO4sf7B/z5oxY63m0/eoXHrw5mby9f1dG8mT7lFiuanRmDK8F3fumwf9YkbT6n/4sMUn2xcFGDGwQtUePWLaXipzH01mDrV8KFbT+LZ+CLG9eQAIw6sjeVBoI+bonRDkRXF7t27Z/vz9OnTWfR4+PBhJopjxoyhkSNH0rhx47K+JzAwkN/dFmD0Cy2oYi55rQH7nJq9HHiuarWIR9PvT4PqZ4kxWjt4tJcAuZXqbrV8mBDhHib+cZq5QEt07dqafZ7HixxFA3NtLzDoxQ5oVPRnbj1HC/ZcNXktOxsrKuHiwGUXNf7rUWiRxLpWGQ9a9noD9gaBAhfuRe5jKQmsoaO3Wmr4unPbGVNkcoqwq1q7di3FxcWxY3RERAQdOXKE+vfvT02bNqUrV65Q1apVmXA2b97c5HWSkpLYh0R0tPbKWX7EI9Mtu0tNH/r+lbrsXVhto7OVxirvwMZlafIL1bPNxWpZvC4B4QFP4iwfv+e8Wpe61CxND6ITaeiK0BzRkL297k3kYYx2UfT10EV2hpEiHsOPuwTSm80r0MOYROqMhVYPze9vQWcAIjsUo7QCQcRzAK8lFFIGNAqgp/EpNHDxEdp3ybwjtrGcKRr6kRPWyuTu1YvcsipNohgeHs5EMDExkVxdXWnjxo1UvXp1Fi2CyZMn06xZs6hu3bq0fPlyateuHZ0+fZoduY0xY8YMmjJlChV2MBaGHrMxHapk2/WrBkRQappqJVMJTEEgajoVdoKCgjKnMzj0W0vzxRcfmH5jc7W3YcflUh5OtP3sffpg7UmjDtBSyuWRQduJGlAwAampz/6dit4urJiCI+e20/doyIpQ2f6C4KSRJU9KqZhZLUbU+VrTcrTl1F22rkBNHhVRIjhy9bGme1o4oB5bt1pUo0RVoojjcFhYGEVFRdG6deto8ODBtGfPnqyjyZAhQ+j1119nv8cL7r///qMlS5Yw8TMG8o/vv/9+tkjR39+fCht4kkEQdb/XdvTFiVep8YKvhyM7Llcr7c7+ryp8oiuQXQ0ik/6DSpEWaq068uwYrE/rKt60cFA9Zn4wdctZNqtrCulYHxGjfT1sGU+dndb5KzqThL4N/GnKCzXYGwF8D7comKEuW9yZidjo1Uc139fCgcGUlpZOGEb5YO0J2nRSfXO6ZB5bx89TcZQp8ed7TalWGU86cOURxSWlUbtqJbmPbRZKUcSxplKlSuz39erVo2PHjtHs2bOz8oiIGvWpVq0a3bxp2k7JwcGBfRR28KLk1caBqyi5VuMKxWj+gHos52fMlFZJ3srSKB2KLHsv58xrff1ybTbL/TgumS2SCr1pOdLCegMe94bCCAxwB669xaLDbrVL05WIGOq94DAzhFU6D4yq7CONG2svT+9Mtja6av3YNaH0d7i26ZhLEbF0PzqRutbyobm7Liv++/vHtmHH+c0n77LovWut0tS5pg8VRTS/DSDqQE6wXLly5OvrSxcuXMj29YsXL1LZsmWpqMNzXErJtd5oVo5WvtWY3BxsKSkhPocg4lrxKhbUGwOFI8PKM9p0Dnzchl6u58cikM7f75UliLgvvMh5tb3gIft3dCvqVKMU/bzvCrX7dq9iQczalKfx/xKelNZW1llN6VN7oDdTO/+dfZDVwK2Ek591IL9izqy4M+q3MPYGcsDClr/CjKJIEUfdLl26UEBAAMXExNCqVato9+7dtG3bNvYk/uijj2jSpElUp04dllNEy8758+fZMVvADzmGC6i4YjztxaAy7I1r/37TprSSE41WdAu6MrI5yix9rQE7gn297QLz+JObu8T33X6qMRzLpHMNH3YPTvbW1GfhYQq9qb5Ce+JmJGuX6Vi1BP17XrlwwGQDr5U/T96lD38/Sbs+bE1lMnOeWtl76SH1b1yWGpTzomPXLf+MqIuFTerMel6/+uc8/bj7mQcjnHcu3o9h/YpFbf5ZkSiiwjxo0CC6d+8eeXh4sEZuCGKHDpiGIBo9ejQrwKA158mTJ0wct2/fThUrVsyt+y+SQDDM9QLCnw+mtCgi6OcPTRHJqUEaFVDJLHXaizWob4MAVjR4b2UoHVE4Mogpj9tPtTf9X5zWmextbdjj0GD6f6p2SOuD4tCEbtVoTv/6FPjpP4oFEQUktB59+udp9v+449wDGtCIz0nq4OXH7HmB61kSRT9PR9r5YRuW6/5o7UlaG3LbqMiW93ZhbUhFCUWiuHjxYovfg9yifp+igD8Y80PF2BjNKhWn+f3rsWOrnKVWKBpgMToPUOVFULFvbGu2RP3Qlcc0cs0JFnUoBS1LdzSKoiSIdyITmPkqhOCqxmQgpkpuPo5jbzxqBPHHXZfpq23PUkx7Ljyk15uVp0WD6tNby9XZmknAPuzU7UhqWKGY2e+rX9aTVr/dhNIpg95eHsL2yhjjwOXH9FaLClTUKHqlpUIAgsQkI6I4pGUF+vWNRsxBJyEuVtaWP0QWvKZGyng4seuV8XKm73dcogGLj6gSREmsMVWhBjs7okvTuzBBhIHCoMVHWESEYhMPtp97QJmG5RZxd3omiNiboi+I4PC1xyx6bVVFZxWnFVibIY1hqrf/pbq+tPqdJmwc8NWfDpsURHDs+hNF00mFBSGKBRAIRmLysxlXiOC8fkE0vms1Fkeu37BV0ZY/Hr2AFz/vwPZRZ6SnUf9FR2j2f5c0LU3CiF+H6qUUH93QFXRucpesYyEcZa48jGMjc7ycX3adf8hylP+NaWn2++r4udOJiV1YDxXE2djeFFTXIT688nYokODeutX2zfG1Me0r01e969Dj2GR66ccDFgtesUmpdPpOlKpZ9oKMEMUCiFXmE1ZaLrRpeHPWPoHJCOQPPw6Rd53STro1B0oXpBsTRCsbW9Z/iW2DODZrBT8LJjQaVygu+++UcLajU5N1hYzRa8Ky5cm2n31gYgONciBiSalpLN9mim41S9D6Yc3Yf9ao1SfMbvnbe/Ehu+eyXtpb08JuRbLVES/UyS6KGGOEOS2WbPWYt5+9Ucjh4JVHql2PCipCFAsgeAEhf9S+Wkn6a2QL1lCclppKFScoS/yvHtaC5e4iNIiiJIhYMbou5BY7VsLMQSs4+qekplO7aqVkfb+vhwMdntCe/f69VaE5GqF3XYhgEdSXPbW3v2AdAoTfVAA1tmMl+v7VBkxM3lx2nDafMt8cDs9IRLZL32ik+d7QTgPRRhO3BPa2dK/jSyE3n9LL8w8qckE6cvVJkWvgLlo/bSEBR8s3kJwf3ICN7sVERVKVz7Yrvs43/1xiBRsYEWgRxJuP46nvwkO06sgt9gJ66aVOxAO8FjtWtyyKVUo6096xbZlIoXCgb9EvAcNcRHf/M4ig1IKpEbw5taqUPRe4sH9dertVZSac/X4+YnHRFzh7L5piElOoXHE+x3sItqeLHTMNQdGrXlkv2nbmPrNCM7aW1hwhN56K47Mg/4MXIxql0WYyfdpWCv7qkKrrbD57nzm1dK9dWlOECFdqTKqE3XrKTGFxhObVj+nr6WQ2Fxjk70F/jWrFDC1eX3aURYTmojselmtg/yVddDdvQHDW5/4Z2ZzaVi/NzCJ6Lzgo27EGp9ODVx5zO6Ziqx9ao05N6kD+xVxYU/bwVaGqFn7FJKXShQcxXJeR5XdEpFhACy1S/nCpxlY+PNkDirtQ5UxDAaWC2DdTEHX3pcvd4QjHA/TFovppqjLbqnJx+n1oU1a9RXEHLSTmkHJ3FUpoX/IOoXgal5y1avbYJ22pYik3tlMGRYxz92IUXQ+CjUmZ2mXcNd8bWoaAo53OCg1rWLXUSg5ffaz5/1QSVRzt8ztCFAsgeH6dvM3HYm3ef+eY8KDSKwcspLe2sWUJeylC1AeRGo5t5ye303xvTWaHsheTseXuPYN9adFrDSk+OY36/nRIVlQm5e5m9a6r+d6k60Eszk7pRF4uDnT9URwTRLxZqBEeWJJhk6MWIKqHP9E99qgam/OGlMvx6081+XfCFQqSCBOQV346TAl6nRP5ESGKBRC8sOsGeLINb1r5ducNJjxtq5aUJYhW1jbMfAARojEDWBwr8WKU/BC1guN944rFs/lHvtmsHH3Zqw6blkHh4PQdeW8Q2F2Ce67JIRqTojtYuDnY2dCp21HUa8FB1UUrRJ7RCSms6V0tPeqUpvXvNmNCffz6E3ai4PHfcPyG+ugOOWukNmACAlckvAEjzZKf+x+FKBbgthzs8eAlPEEBXmzntCmw6Q+CeP5+DHu3hxmqMZDIP3k7klv7C9IEDrY2FFxWV00d26kKjetajR7FJLG9JRBoJey/pDtC87JKQ/X+ckQs9Vt02KgvpJLo/8g19XlFPC6z+tRl+cyXFxyk73ZcZO1WX72kPSp+EJ1E96OUm3PATQjPB+z92XbmmQtQyI1ILs7luYUQxQIK3mlho8+DuKRkFn02Naik6gsilofAHRtTEJZMUJG7y+DUmvPFF/+yaKNJxRKsneadlhXZ+F/P+QdVHlOfsJ+1QblnLStqwO7nDzsFsnvbdf4BF4uzo9eeMpH1dVfWr/jTwHpZj8sLc/ezvc9hNyNZxA5PRB4cvYa8ovyfEY8LuhJwP9hEqM+JW0/zdZtP/r0zgVkQBbSs4s2iPK3UmqIzSsDSJmM2V4gQkbMbsOgIq0Za4gA7VlrTiy921HxvKCQhsHuvdUXqVc+PLkbEMkHE1j81sNydlRVN6q7bo6yG9ztUoc971GTTHrhWg/LyG8zNgSMvBHvh4Aay/86/o1uwXk4c31/88UCWiQaWf+FIjv3VPAi9GSnbMg1ijBYo5FeNmXpAsPMzQhQLMG6OdlTdl09+DON0LSqXyCGIZGXNRscGLznKXmhywJMePYG8WnMkU92rd6Op7wLjuUy5XH0Ux/4+HISUgjegL16qRSPbVaad5x/QC3MPsLFK7Inm0epz+m4Ue3OqKnPmO/TT9lS5lBvtOPuAXv35MEUapDRQ6eWxewecuPk029ZBcxVmTBINWmK6JxLFuXtR+XftsRDFAn6EblKBj5EAntDYPwL7r2cRojX9d+4BvfXLcUXHQ6w3CL3xlMveF2bIivFBaysqU9JFVqRqicNXHivOK0L0FgysR6809Kc1R2/SG8t0jjZ4ceMoqLYBXh8USOByIyciOz+1ExVzcaBfDt2gYStDjPYght6IZKYY/6ul3UH77L1os8dnVJjxmMKX8eP1pyyKccj1p/l2r7QQxQJNBls1wIN7kbr8HGaNJVeXTWF36d2Voap2uBy6+pgVW17XsCJZug8sdIKri5Mdn8jz2I0nutydh7zcHQpQK99qRO2qlqI5/12icRvCs7726oKjzPsRUyM8QPuLOUEp5WbHHIDQg/jF3+do8qYzJnsQkbsDH3Wuqvm+UtB6dDfaaBM3xA1PETSI6xvVmgN5xvy6V1qIYgEGBgwNyxdjOTetNPtqDzu6/fBqEBOiVUdu0pjfw1Qfv5BTQl7xk0/U5RWfGbLeZMulzM0aKwXHSkSeX/SsbfF7S7k70PphTamuvydN2BhO3+24lO3rN6Pimdl4/XJ8RBGu4OgJ/LRrTiFrUt6L9o/TzXfjMflpr/keRBSiUBTDWlZe95Zi0MQNQYRz+ys/HaItFma89Qm/E5lvNwYKUSwEeUVellhSWmzB7is04Q+dM7QWtxZEUGryipIg/vDfJeZQDTFEEQLJxZKmjWlkg2kTOMnUtxDdYQ3qn+81p4DizvTOryG05tgto9+nq2bzidix7gC83MAv2+dfa1KWlr/VmJJS0tleaLmb/5AL5MXJW1HZmrhRYcbKiO5z98vau6NP+O2ofNuWI0SxgIPjTHCAtigFkeak7tWzdi3PU7ENzhDkIHHcUsIvXVzpSqYgTtl8hr7dfjHra8dvPGXzvBuHt+GSi8XeZriTmyI4wJM2vtuM3J1s6eX5h8yasSalpJGnsz3bGqiVh7G6nkA3x2dd12hFmvC/6lk+iGgrUvLmxEt6wu9EZqsw4/+kx7wDdOuJ8qIJinbwuMyPCFEs4OB4i6OdFsed7/rUZcvYJepouF7O6qe8790/vA41a96C1ZpHrTlBSw9cz/Z1FCAQeZb24LPkCS9oU8dx9Patfqcxe8Pp8N0e1p9pjl8O6u41yJ/PETrkxjPHaxzde9X3Yw3i6PlT2qyO6A6FoM/+pz2veO1RXNZ+93Wht1nEqqVhHVFxfiy2CFEs4OAJrzafhcLF4sH1mSGpVI3FkUiaHtGKrvppTWc+bW32+06Ob06lSvsygX9z2TH6M+yu0cjzwn1lJguWIig8dkNalM/2+b4N/OnngfXpSWwyNf9qF915arkfcsY/F1g+NiiAz+MWdktXhDgyvi27JhZSYZxRzQgh3kzAC3WzH8eV4uZoS7s/asPeSPD/MHbdKc0mEWhByo/FFiGKhQDkFLHSVAkeTna0+u1G1Lyyd7b+MzxHeUU8Uj7L0dF0dHduUltydnVjJgH9fj5s1n/QUmVWzb31axyQ9blR7SrTl71qs6bnFl/tZCNzckGqDaOSPGBtOdZWVMrDidYev0VvLDsmu0fUWE8g9md7Oasfgq7g7UL7P27Lln/hvsyNgyrhzJ3ofFlsEaJYCMATq3pp+X1yOIJueLcp1SzjkeNJiYp2MKf2krtRiaxRWspVGrMgs7V3YN/z0o8HLSbrMVONvrtRbbRvmMNCLeTuSns46yrRL9WiMR2qsBHFLrP3yT7261O9tDtLR2gBe11Wva1z4MZR9eP14ZrfCNjIn8qiRutAb/p7ZAuWQ4QrEvKnpT2d2JuqVs7cNZ+WyCuEKBYC8ISX6/wC38Q/32tGZYs5s5YZY+AJr3SFp5z8mOE8NSzIMB/bY+4BuvLQcq5MGg8b2qYyt2gRkfHPg3RN2auP3GCTGGpA6wtSBWomZfTXGKwb1iyr6s/LuAKRp5orvd1Ct3oVo3qoMCPlIL1x1eAwSYWJl3uR+W+yRYhiIQCig6jPEmhBQUUVrt2mBFGCx4QGMDQD0J+nxtcwx4zjnRyuPY5jPXG83LNblHcjLAtsVaUkfbPtAo3feFr1tSb+cYoVZjDyp4bN7zXJWmMwcPFRWh96m5tZLwwi8P895YXqsv/ON73rsO2Q6A99ad6zGeZ3Vxxhz7cavnyeH6fuRJncYZ5XCFEsBKBgoL+oyBidapSiVW83Jid7a4uCiIogL1FEPxr+vQtT2mf1IGJ8ELPDyCFactzRBxGUrhKsPYLC/bi4uLCjfVpqCs2TOYlhir/CI1Q/bicndaCqvp5s1eyL8w6waaAzd6LYsb5ZxWLcjqldZYz72VoT/fFuU2a+sfLwTXpt2bFso5WRibpjPa+ZezYlQ/kLIYqFBDQam9qRPLBxWbYIHvku5AwtgYpgLZURj6nqp52dXVZT9uojN2nIr8bndeU1hWt7GeHobmNrl2UsYWvLp3CAx1dpO9Pl6Z3J1cGWLt6PoRfmHGCtNyA8UxRxfOWRP4XgYlbaHMWc7VlBpbafJ+sTReO8sdQH3uTqcHp+nL8fne9sxPLX3QhUgydqJYM9K0hJjetclaa+WJPFVpZcTiTwYsQLgwcwo9Udj62YIH7z7wU2LaNW12DXhdzdFy/KPwoaO7rDaqvdt3vYRAav3B0I9HEz+eZkiPQmsfvCQ3p5wSHWuC0hNb7D1ZsH+HnNPeQ1fd1p78dtyMPJnt785XiOPlF9cNyFeQiPNAaMJvIbQhQLEdVKPzvSwL7/h1eCaEgrXaVW6QsfxRa0YGgFrUIlXe2ZIH+07iTN2altWgaiCHoG+yv+u5IIbT97P8tqi0fkKYFUgJ2RNydD3J2e3cvyQzfo7eXHmeGFsYkPXoKNI7SpAvQLdUrThnebsXxtz/kHTG5ElLjxJIG9cWopKklgGiY+WbvzEU+EKBYSkM+q6uOeJWho6+haq7SmF5XWvBEKOr+904RFiXjirz1+m7Ry40k8e/EqWaT0up4IIQKC8490dEevHB4iLW4+EjP/PsuKLeaKEL3q+lDoxC4sjP988xmzLjdoQeIl2Ig8IdiDmjzrywRjOwXSd32DWG/m/+bsl7WF8LM/TrKfU/9NWAtYcZGfVqgKUSxMvYq+7mz+Fi03GP3T0hiLI5IWUSxb3Jn+eK8Za93IyEgnZ3tb8uUwoofXjpKZ6h1vBdKETBHCNrnPt2Rf94kICjPV4zLdZ7TwW8hd9uZkql1l0cAgmtk7iO1hGfprCC0xc0QF+Dl5HezPZR5TBzV5Ns655LX6NKx1Rfr3zH22p/qhzImZg1d143nVSrvxube78GoUoijgDIojWCeweXhz1mNoqcIsh2qZkadSgvw9mTCjSXzqljOUkqKrMPOqWGI8TE4EdeqTFlS2fAUmgu+tDGXb5Iy1q/AuttQ0EikeHteGWlX1YVMyvRccon/PPlvkZApEbfh/PDy+DZcIG85A/l7O5GxvTf990IraVi1F83ZdoXdXhSreMWNrbc2a1XmAeW5sRcwviEixkIEZVR6CiGuoqUB3rF6KfhvShC2JH7zkCP1y6CZVnfyf5sjTUMhwFHylvq/ZlhsnF1e2Fxr5w62n75scg3scm2Ry6kYNhj/nxWmdqYSbI2tU7z5nPyt6yOHsPd33ebsqW2RlKsLGzDKKQAfHtaOAYs405rcwmvXvBZUWcRlUlYMoYiNi7/p+zJMyvyBEsZAhp+VGLog4lcxUw2kHlv1s/erXu+jglSdcIk9jR0HkSsd1qWG25QZjfD3m7mdLtywVbzDGxgMYQ+ANQZoIQi4TUZW0yOmOggkOrBZF8YZXseVBdCI7uuNq2Mq48cQd1deKT05juWvvzPUVasB01ZYRzSmwlJvszojngRBFgeknh5W8CiOezxO7VaPJL9SghORUqjZ5K91Gl68eyG/KmbqRw6UHscxGDF6HplpuTt+NZl5/12WsQUVbCK+UFtadAhQhpOLO2pBbZhc5Wc4FahcMjOx1rOFDdjY21Oenw8w6TQuHrjxiv0LQ1NC2akn6c3gzKuXuSL8du8Wi9fyCEEWBSVARRN+dORBJojH8zebl6c7TeKox6V9KTTV+rTJeTlz2rGBnzPVHOdtVJBFC4aDvQvlb/5C7QzUbOUitDFsVxhqeFwwIZvfy5dbzmkwdIIp4A9DCt310I3swcwANOBh+jFgbyn5OS88PYwxrVZEWDa7P2sbeWX6M9a3i58wvTtxCFAUW2nxMP+lLuNrT70OaUPtqpZihbLMvd5n83rS0NBZ5qnkRGQNV49TM8O7res8EEXtLUDhQMi0jVWadnZ0139fpia1YXIc0xrsrQ2j+niua21WQPx3RKnsrjRzQtbR5RDPqGexHvx66QU1n7mSfx55orSQm6jb4Kfn/RLP3933r0sddqupalz7fSrsu6CLOi4j+80kFWoiiwGyxRep9NAQNyqh0owK58sh16rPwsNlH8urDR+yFwKPhF5y/F8P6C4+MqU8v9ezCjpgTN4bTjK3nFRcO4CiNNwCtxRZYoTk4ObP8GCZl/g43XtxRAoojiIiHt1fmnI2FW4fGt2OWcp/+cZombTqTVVSqUorXTh8r2cdnrM5dN7QJda/jS9GJKVTxk62UpHdivvhAVwTKDwhRFJh+clhZGY0Um1YsznoQS7g5sA13n/151uKj2OmHUK69bYigINrFSnizHrc3fjlGK47cVHUtHG2vPozTVNBg+6kzrdBgmFDaw4nLGBzEAiAXKJcG5bxo14etWW/oa0uP0q+Hb2SLii3NQMsF7z1y3uQwJ/3XyBasWn3q9lOqPflfo205PMcttSBEUWCW4q4O2QxF+9T3p1/fbMRe8C/N20+/KZhSQRWW1/H5pwF1KSVVt16z1/yDbH5YCyi2qD2+Sc4/h68+Zi43EEUUlnhsWUSV925kgmzB6NcogLkhIZ/6wtwDtO+S7ngqgckVXg0KsUmpbPmXuab8HnV9ae3Qpqz15ocdF+mlHw8Z/T7JCCM/IERRYBEct/Ca/LhzIH31cm1KSUujoKnb6fRdZTtTcA1Tx3HlUZkNux6iIB6mAhfuR5OVwleD/vggnH9eW6qz2YqJ0T0uvFIFiO7QSmOJL16qSdN61GRmvBjZM2bci9wdChzerurXE0jszXwjMvZzWmeakcx+JYjQNtvl+900Z5fp/Cpaj+QWxnIbIYoCs6AiCMec+f2DaWiriqzXreqn2yhWRXsJcoqYh0bUoBYpKttzUZej9PPSXhwBF+7Hskj2/OR2sr7/0KjgbOODqKBKFeagLw+yfkVeuTscoc0VoBH5bRjWhPo1KktrQ25Tv0U6swtT7UyIOlF80cpHf+gq7RUNDDDcHGxp0eAGzIwEKRPkDy8/tNyfeYn9nHlfbBGiKDALApRP/1edOlT3oeM3nlCjL/5T/YihAq22t61rnWdRGVaKvvXLMZZT5JWjvBSRmbuzsyzYWLZVomQpJoLvLD9udHwQQsUrVcCiO1tr+rJndaMdAAc/bkt1A7xo2l9n6eP15rfsXc78OZtVKsGtAl1JTxQx847+w5aVS1BEdCJVnrBV9vVYBVqIoiC/I2Wylh+6Rr0XmK8wW+Lv0Ess8qysUBR3jmlIP/TRVZhRRZ2yWWfqgEixQglXdlTTCiZNMBtsKXd3aWpHtmzraXwyy2XuOGfcZsvGyoqbi4xUbDG0Swvy96A9H+k8EN/65Tgt2pdTnA1BAzkq0DAl5laB9tH9fzarVJxNqPgXc6btZx9Qoxm6FiC54LivdfEXD0SkKDD/BLG2Yq7NUzaf0/xIjdp4jc1AY7xLLojK/EsUz6owS4vnAUQRERTmeHlExJYqoFKFGS7Z//thf5aZhPHrZZCPh6Pi1bNG/92HsezNRH+E85UG/vTbkKYsF4fizs7z5j0QDSv3Xi7ac4oSlbxd6fVm5ejXNxqx5vwPfz9Bw1aGkpqfMz+M+wlRFFikhKsDt12/yNvJLUBIUdnjWKxAPZCjwpycrEvMK408zRVbkAOzZFDba4HlxfSoQKOliUcFGg42mOOWBHtqj5o0/aVaFH5HV1BBRVkJEH9e+5YTUtLI3cmOJnWvQRmUQcGfb6U/T6rrz7ySTyrQQhQFsuDx4gZ4XQf6WL6WFJWdvxfN1msiujGk2pSdiiNPc6AIYRip/D2oPF3JFMT5u6+wCEiOzVZ0tC6KrFySl2DHsGgRDdADm5SlDaG36dWfjqiq2EJ8MCXjaq9t5NLb1YGSU1JZsQUjhCioRGsYYb4XnchSGHmNEEWBLCxZ7CurQDsYNXMwjMq2wfx04SGz5qfILRpWPzX5+ulVoDELXTkQI2lEH649SV9tk2+zFfzVIVaB5vW4VfVIY/92cFkv+uLvc/TRulNsBlwNl3FMtbKi7nVNW69ZAnvG/xrZnFwdHVhOd/LmM6QV/Hw3ZBh45CtRnD9/PtWuXZvc3d3ZR5MmTWjr1q1Gn/hdunRh4f4ff/zB834FeQBe3LwiRakCjTyUIV92fRaVwfz0PRnmpxgNMzefrQSpgRgVaIzsSX6M/RYdoXUhylcpQCx4iCJE2sfHh1Xbh68KZfPdWpCOqc0re6v6+y/U8aUNw5qxxm2kNZByqMDp+YG2HFMpjOeFokSRn58fzZw5kypXrsyE75dffqEePXrQiRMnqEaNZ95233//fb4Z2RFoB823FUvyqVaeu/uAagWUYdFd6E3d+lMQPqElOTq7sMjvo9/DaEOoPK8/VoH21jWXazVZwbwy3gBQAcXR/dbTeBq85BjdfKIuekHeTqtgwxsSXeXS6wnjiFpBPhSTQErvzdqK6MOOgfRum0p0/VEcS2vASRyVdl7V7CuP4vLccFZRpNi9e3fq2rUrE8UqVarQ9OnTydXVlQ4fftaqERYWRt988w0tWbIkN+5XkAeg6sljEgW8MP8kqyTrR4qIyiCIeKHC/FSuIEqiiIonj82DEOTIhGQmQFhIjz3MagVRuje/Yk6q20x0aQQbtnHwxbn72ed4RewwwYBJg1zcHGxp8eAGbKfLjnMPqPWs3UwQAfKwvHKn1x7GkR2HmXEt2Go5Bq1du5bi4uLYMRrEx8dTv379aN68eSzcl0NSUhL7MExQC/IXvp5O7KjKY8GQjd6xEgUVeEHDDBbmBbefynemBqmpqWRjY8PE4l5Uovp7sraiCV2rUUk3R1Y5xsiesUXwSkXR1saGtQxdRQQkE1ih9eqlSyPAgHXiH+HsccesN6+IHb2PcgtU5Yo709LXG5K/lxN98+9Fmrvrco6fE88PiL/W5utrj/K+Aq1YksPDw1l06ODgQEOHDqWNGzdS9eq6TvsxY8ZQ06ZN2ZFaLjNmzCAPD4+sD39/5ft8BbkPRCOgGJ8XJCILtOVII3v7Lz9ivXZKBRFs2rSDiZeW3B2iIGy2e61ZOfYCj0zQVVS1IrUMKSkEhY5tkmWFhvFB/QmV+JQ01qzOA4i0nLaclpVL0JYRLVgk/vqyYzkEEeAx0z0/tPeLXnusPT3w3EUxMDCQHZGPHDlCw4YNo8GDB9PZs2dp06ZNtHPnTpZPVML48eMpKioq6+PWrVtKb0nwnOCVN2Iu3J5OmXuYr9Eby44xxxU1fBSiGzWroPLe8ELGWFqziiUoIz09az6bR18maxlKR5FK3r1h2ZabhyczyIUAGY4P6rwQ+RxTr2J6BMvJyphOi7zVojwte70hJaSkUttZu3M47jy7lq5dqjyH50d0QiprSC9Qomhvb0+VKlWievXqsSivTp06NHv2bCaIV65cIU9PT7YuUloZ2atXL2rdurXJ6yHilKrZ0ocg/4F+QB75LNiQMRduayua/d8lmrrlnMll8HJBG42aXsVG5YtljaWlp6VSxQn/ZFXHeVVTYXAg51pII2DZFlIAsPzaczGnFdr1x3FUroQzt5wi6FKzdI6vOdhasxUGE7tVp7BbT6nJjP9YD6EpOnx/gEXW5Uu4cL23vEJzRhP5F+QEx40bR6dOnWJRpPQBvvvuO1q6dCmPexXkIRAutdGYRIUSLrR5RHO2WAqcvStv1aclUJhVOtXSt4E/rXq7ETnb21BCXCxV+Ww7+/yTJ7oNhDxngy0d7aU0Ajb+dTdh+QXO3othxrFaNugZCk9wgGcOx+51w5pSj7plaNnB69Rz/iGSs9kB0Xr54pwq0A9j87Qtx1bpURf9hwEBAcwzbtWqVbR7927atm0bK6wYK67ge8uXL8/zngV5AIosWvJ2LSqXYAuuEIXg2IbIU5cfs7wU3hI48mIUEQKHvkJzIPf1Sdeq9GbzCpSWlk4nw05Qr7XPxtIafXecLk7rwi1SBKYi7PW9fahu3aAs55/Pt5w1m8sMuf40S7DNNbTLAf2fETGJVFZPyCCQPw+qz3aHj/ntBG06eU9RtK71TVPiRh7nFRWJYkREBA0aNIju3bvHiiJo5IYgdujQIffuUJAvQJuK2uMzzAI+7VZdl5BH0yOnyDPbnLG1NTu+mTNpQJ5wTr8galHZm/2diiZsrVB/4HVvUsoAEzzIl0lgWsbZxZWFuZ9sCKdVRy2vUjhyTechiZ/z8NXsO7XVgJ7H2n66tbNYSP/FS7XYmwrmqWHjpTRa5/VGgk2NGEMsEKK4ePFiRRfHf6Cg8IDBfxjEmjIwNRZdwrzglYYB7LmgvxhKa+SpD9rC8CYN0TYlivD5W/Z6A/L3cmYFFeQPzUWTvPrudPlTa6pYwpVO3IrM6su0srGluOQ0GvLrcdkCF5+cziK8cryOqRGxFOTvSZO6V6fXm5Vn0yQ95u1n/45S8P+LHc44CSjZpGgs3dCxhvZtg1oQs88CxXlBORR3sWe7QrDTBRhOOGmJPA2pM2M/y0GZSvQ3qajz+YNLt1RQsfQCR1Wax1BWZGRktsqsrqBiy2Z8/zdnn+KILz45lVtBw9PJlqUyBjctR5vC7lCH7/aqEkSAyBtoacvBc2blW42oa62cxZ/niRBFgSLkvCDhhr1lZHMWhZjzx0Pkqb8USyvGjrwDG5elFW/qfP7iY2OyCirmkHwafT2cNN9Tg2+OstFBPG6S0cXO8w+px9z9dOtJgqoRPR5WaavfakTd6pRhUXHIpQc0co2uMKrFdg2UUynYtcp40N+jWlC9sl6Unpamat0FL4QoCmSje3Gbj+461fChje82Y4UPRCG8Ik9ZVV69yBN/nvZiTZr6Yk2yogw6sH8fiyjlTskAXhEZ3hfebV0xy+jinV+Ps6OzGjBz7OflpMlt/ORn7alhheLs/xMU99L+c3abe4gViZCmUEqv4DK0flhT1h9650ksVZq4jW48ybtiixBFgfwni5VpocBRc3T7yrRwYD2WL5SbKOfR8CtFd1KUgrwnjmH9GgawY12FT7bS4K3yCweY5Yd3odqox9A5HDZdmB8fsSqUZv0r337MGNhciMcWY3VKcXAg5kLk4exAf4ffowbTd7CfEzuqeZCank5lFUw94Y1r8gs16Js+dZnpyOSNJ6jVN/uyZqDzqi2Hj52yoEiAyK+ykQ11aIX5rk/drAS5vm2+OaRjJS9RdHGwpSYVitPXvWuzsbT09DQWdSgFAnqxGe7NWbPDTYaVNUshwKF68yn5LS6mCLmha8tBsUXJWGTH6iXpx/71WC73y63naf4e3bpRtPbw6HsEdtbWbE5aDli4hRategFeuk6AT7J3AsCII6/qtEIUBYowTKTjKLfktQasaKLULo5FnpwqqWwBvY0NrX6nMYsw0lJTKHDSDtXXQ65Ni2Ajfwiji9N3oqiWrxvLaUIIHsVq2218/MZTXRRb3Jn25xxDNsq8fkHUsYYPqwrDo1J/rQOO4zx2QCtpy6nr70k/DapHXs72Jt+4bjxBW07e2A+K47NAEY56Nl2o6v49sgUTDzU7PxB5VuK0G/nBgwdZY3WRTx5rEkSAI68xI1xL9Kv3zDkcKwP6LjyUVZnl0UqD6BrW/wEyr3Xkk3YszwuvSEzLGO65gTEEr7WiGZnLusw9FzBJtHZoEyaINx5Gm4zkbz6OzzNPVhEpChSDPGCnmj702f90DdlyCiqmUJKDMga25X39cm3y8yvDxGf+nqv09bYLpBVmh+XlxF7gch1zTo5vTi6ublkON5KhAwQbBs3IUSLS0wqKNHKOqZend2H3v+t8BI1aE0YxRkw3MD2CNwAeZGQ25/t6OuaorNvbWLN+yP6Ny7JJomHLj9C/F0y3I8HgN68QoihQzOq3G2e9CDCzqwVY2iOnpWZsDRHr4sH1qWrmfmVoF6/GZskL0dgL3BhSQzYWL2G5lb6jTPO5J+niNF9u9/YoJsls43v9AHdaM6QZe7Oas/MSfbv9osn8HHJ3+L7+jfxo5RHlKxf0eRyXRCXdndkbnf5jBjNbFODq+HmanSTS525kAivcYHzweSOOzwLV8DreqMndBQd4sb62Kj5uWcc1vLh5mbBmteXIEDJp8+CtJ/HUbc5+oxZbeKjUtKuYErIyXk5Gm8unv1iTVg9pxo7Ew1aEMFNYcwULaVHUKw3Lab6vkWvCWL5TP++MvsOto1pQzTIelJaexjoB5IA3OKx1zQuEKAryFERkSsWidz0/+n1IY2ZcYNj6o29woAWpLcfS9aT84d6LD5nll6ltdGg/4TVPff5+NDnY2uRYJ7Dno1YsZxcRnchMe7eetrx/Gbk7ILdqbI7DV58yow9JFAc0CmD/T2jSP3f3KVVW2AmAxzIvRoXF8VmQp8BVWm4FGsIyoVs1NqeLgoqxaRlUebGP+GGsNhcZtOVcaJZu0r9w+/A6VKG0b2ZD9mX65t8LZn0hmfhzci4Pu6WzXIP4PMhctHxxWmcWKR++8pjeXRUqez4decbohBRy0bgDWgL5STiNf/VybTbiifzha0uO0IEryg0sIIoNyhUje9vnW3ARoijIU6BrcqI7NGTP7x9MjSoU1/09MxVORJ5aRRHYWlkZFTI0ZNvaO1BqRgaNXhUqq/8QoujqaKvIUMMUx6/rBAaPW1xiKm0e2Zz1hi7ad5VmbD2veJUCjuM1fPmYO9tYW1GH6qXYPcjNH5oCFXMtkztqEaIoyFNYW44Ft5zAUm5shwpcWORUSnlVeSG8hvtVpIbsx7HJ9OYvx8xalRnro0R0FxmvzVw3OjGVklLTaFDjAKrmi1wd0Ydrw2jjCflbEA0NZ3nszm5coRgTf2hyaloqBX76r6brIUerpbNBLUIUBXmOOWcV9Nh9/0pddnSW8wJBHx+vgoa0S0baKY38IdptQm4+paG/htDjOPmN2LGxseTl5UVliznTqdvaHcexa7m6rwe7h7d+OU7hd6I0iY/WVsU3mpWjCd2qszysrY0V1Z2yU9sFWaSo3DCDB6LQIshz0JaDaQ99IERjMmep7RXMUuO4xbMtB24537/sQ1em6woqMIPt9/NhRYIIgr48yCZt5DZdmwPijDcIVP+7zt6nSRCl4zOmR8p6KR/3Q5/o933r0mfda7DFWvsvRrDPY++NVvKqV1GIoiBfoC9kSPr/NLAejWxXWdEsNYBY8HLekZZYdasbRAikxm84RRP/OK1697WaSrs+r9R7Js7S9ZSKsylRhMCO6VhV0d/DiOcf7zWj7nV8afeFCGr4xX+0KVyXX/Uvpt1kAiORkpPP80SIoiBfIIkFWkM2DW9ObaqWVN0HGcCrH/DmTd1YXWo6vfLTYVp9VNv6XaQA1EaxB8e2oqk9gwgSMXbdKRq9Joy9AYxsXYF4RWSo9CrZuYP+Q8y8T9tyll5beox9fkPoXVZkgaEvD+5FPf8jtBBFQZ6jywO6UKsq3swhG6KmZZLBzVG7eW332qXJv5xu4dqaYze5FG4g8mpWlKK44+3hzPYhY5b69+O3WHQH3mypXRTvRSayFid4YMphWKuK9MsbDdn/Ufc5+2jpwes5NvshiuQB2nKQp3yeiEKLIM9BQIijMp78GenPlltpLd6oybUhJ/lhx0B6t00l9uLG67Gkm84Ag9fWQcwBJ8v0CpSKOydvR9KQX0OY87Z+dOfqoP0ljOkXXLeku3lRRFpjVu861KVWabr9JJ7afrOLjHnlokMAu3B4gLYcNITb2/Lpo5SDiBQFeY5URMFhmYcgAjW5O2z7W/p6AxrWumJWLhNHVJ6ejxAMOVFUt2rP8oe/Hb9FfRcezhJEgFlxRNi8Ri3ZWlEzEVmFzJ3dHWqUoq3h96j5V8YFUYJXBwAq0LwMK+QiIkVBvoHXC1x/1Ewu6JWEL6Svh2OO++CVo0xJScnqVYRllyn2fdSSfDxd2LvEhI3htPLITZOmCbzEB/6FQQGeRr/WvlpJmv1KEItwP/3jtMXcKnKwmM3mJYrPu1dRRIqCQgd67pTMQGMCY/Pw5lTaw9HoC9Dd0Y7cOBxTN2/+j6UI/MwINvKHEMSYxFTqs/CwSUGUmq555dtwTDV8M7BGW1SHKrRocAMWxXf6fo+sYhNac5ztbdmua63ciRSFFoFAM+i5k2NwIO2V+XlQfdaPaK4Xkke0+FGI+SgW+UMraxs6dy+auszem7V6wBQotigd6TMXkeHnrx+gG/eDoCFyHtm2EhPf6pO20dVH8voGL0TEsF955BXv5EEDt4gUBYUORDyW8oAoUKAXclRWL6T5ozuPZuSsIoRBD59+/nBdyG3qveBQltGDJSFT0sNp6Vrg3TZV2FjlXyNaUPNKJdj9tJm1W9G1kHMEmAbSSkRMIvNVfJ4IURQUSkq46aq8xoBgbhreTHYvJKrQvKqpNga9ins+aEHfDwhi+UM0hn+8/hTLyckBFWhcb2H/IM33hWoyaFC+GP05vBmbMx/92wn6aN0pxdeSehV55BXbVSv13I1mRaFFUCiRqryGBY02gSVpTr8gcrC1lv1iQ/eM0sKNuQq0JLCSuQTyh0N+PU7Hrj9VPLMMWlYpqfm+pIVabo52FJOYQh2+3U33o9VPy6Rq7FVE4P5Bx0B6j7VGZajaAaQWIYqCQguOvPqiiBfYBx2r6EwLFI0OWnGr8gJYiEnb/s7djaK3l4fQ/ehE1UUIrX6DWEL/Y/9gncNNejrVmqzN3UayXSvj6az6fua8GkRNK+ps4p6nIAIhioJCCYRPygPqNx2z3SsKj2OIOnk4U7P7YvkxK13/4bFb9Nmfp2Uflw2BL2N8cio52qo/Xtb282CFpuIu9iwi23patxVRM1ZWFKBi/hnrT2ECgvsR2/wEAo6kpul2hSDCWzK4AfNY1L1W1UUdPh7PLMTUghd6dHQsFSvmSSsO32A5RB7VWUt+lKaAM/b0l2qy38cmJJGHiyO3NEFyahqVUZiH7d8ogKa8UIP9Pi98FCVEoUVQKMFramDjsvRX5iy11iMYWnYMd6IojciwaMvdw51FZGhzyavZYBSgsOAKKwMgALP+PkV1p+n8D/04NV1jThvz57AWswS+55s+dWj6S7VYVJ6XggjE8VlQKEGripM97L+suI0OokAip1XG2KItvOARaeIFD9dsXuJzm60CzVC0FhbH01plPHKsC0BqobjC2WxzPZSIrn09cha79EFk+tOgelS5pJvFNRPPCxEpCgo1vARRTa8imsg/71GDvu5dh9mGSc3hyGnyOqZiEkVujrRh+WIsWq3u607pRtaNJmf6RJb21G6Asf/SQ/arr5lexbZVS7L7gf3Y8y6mmEOIokAgA7hmK4nusFFwzTtNaECjsroXmt6LHgLAaxWrroHbcq/i683K0eq3dWth7z+No0pG1o3eeBTLren6t2M3descjDxmunabKmxiBkdnua7qzwtxfBYIZIC0ndxIMcjfk34aVJ9t7jN1HPTlEI3pj8E1r+xt9OtY+TqjVy16sW4Zdlx+Y+E+2ndTJ36GTNl0ilYNacGl6fpBTApzKIfBhj5eznas3aZZpRLsz8+7MVsOQhQFAhmwHSYyRPGVBv407UVdRddcwQCGCTzWnUq9isYKGjiio90G1WkIouFx2ZCD16IpBQ43HCJFCf3jM4pNPw2sz/bx5FW7jRyEKAoEMsCL2JwpBIoTaCd5tVEAc7GWUzDAcVyrKD6JS6aklDQm2vq0ruJNczG5Y2dD6WmpVFnmutEMC3lAJSCPKl2rX8MAmtKjBnPbyevqsiWEKAoEMoEDN/J3hs40pdwdWASEiq6SCiomPk7fkbc32hz3ohKzJm4QgA1vU4lZfkGcT958RL0W6vanyMHWml9bTlpGBotSv365NvWu7y/7zSKvEaIoEMgEggjPRf19xA3KedHCgfVZAUPJC1633ImP+KD9BUdlOId/17cuq+qiyNFi2la6l6A8IvbnVBlHBAtjiZ7BfuzPBUEQgRBFgUABEDJJFAc1KUuTutfQjQ4qPBLyXO6E+4EBA9YFIB+o6z/8R9W1MjIyqBSHnTQQZuzrxs/Jy97seSFEUSBQAFZ3OthG0hc9a1GvYD8mIlYqXvQQCl4FDRRZEOEhf5eSmkLVJu1Qfa30jAy2JAojiWp2SiMYHN2+CltElloABREIURQIZIJFUY3KF6M3mpdnRqxAbRUVR3Gtbt64xsedq7LjaVpaOm0Ou0Gj157VdM3ohBQq5mrDBFapKKLd5odXg5g5bX5tt5FDwbxrgSAPgAihYFC5JJ8JDC2RItpaVr3diN5qUT5rcmfObtP7XOSy67zOJUdpBRrtNltHtaQmFYrn63YbOQhRFAhkYkUZbMcKrwkMGLqq2duM5nCMx9UL8Mq2/rMMh4bwD9adZkUgJc3lrzb0p/XDmlJxV/t8324jB3F8FghkAg9E3i95iM/FB8YnTIyBfj/MUwN9AUJuk1d/YWp6OpX2sHwtuJejUb0gtdvIQYiiQJCHoFdRjihCgKa+WJN5IBoTIDZSx0kUbVjRxnykiOVb6M2skplbLSyCCBS98c2fP59q165N7u7u7KNJkya0datudOjJkyc0YsQICgwMJCcnJwoICKCRI0dSVFRUbt27QFCgQaVXzpwxco8bhjVl1W6TAmTFx8gBIF9qblEX9txsHdmCNWbnJ3ebPIkU/fz8aObMmVS5cmUWrv/yyy/Uo0cPOnHiBPvz3bt3adasWVS9enW6ceMGDR06lH1u3bp1ufcTCAQF2B3cz4KQoZI7r38wOdvbmBUgO2vdoi5e+Bq5L/zzo9pXYWthccQuqNVlrqLYvXv3bH+ePn06ix4PHz5Mb775Jq1fvz7raxUrVmRfHzBgAKWmppKtrTipCwSGImPumPpu64r0YcdASifLe2VQ8fXjuHGwuIs9m12WDGwLS7uNHFQrVVpaGq1du5bi4uLYMdoYODrjmC0EUSAw8uKzsTY6UoeKNOz5O9Xw0U3LWMkTIKxL0LpHBkAIpfULd6MSC4y7TZ6JYnh4OBPBxMREcnV1pY0bN7LjsiGPHj2iqVOn0jvvvGP2eklJSexDIjpa+4C8QFCQJmT0QZ5u8eD6WblGJSKEVqESLg70MFb5ygR9HsckUWkvZyrt6UStA0sydxtQGNpt5KD4p0QhJSwsjI4cOULDhg2jwYMH09mz2bvoIWzdunVjYjl58mSz15sxYwZ5eHhkffj7+yv/KQSCAop0TAVda/mw+WXk89QeT3mY124MvcV+XfFmIzbOiGp0fnPHzk2sMhCfa6B9+/Ysf7hw4UL255iYGOrUqRM5OzvTli1byNHRUXGkCGGUjt4CQWGn1de7qH+jsvROywqaDRSGrgihf07f13Q/AcWcae/YNlRQgYYgwFKrIZqrH3DkkEQNNwNBdHBwoE2bNlkURIDvxYdAUFTZ+UFrlgsEWgSRTaIY2P+rcbf54dUgNkvNc+lXQUKRKI4fP566dOnCehAREa5atYp2795N27ZtY4LYsWNHio+PpxUrVrA/S/lBb29vsrGxya2fQSAo0PDq9WOTKCp7FXELMKYd0bbgutvkiShGRETQoEGD6N69eyw8RSM3BLFDhw5MHJFnBJUqVcr2965du0blypXje+cCgSAbyP3BBFcpBWGZVL4VxcWLF5v8WuvWrVn7gEAgyMMWHzOTKMaog3abQfVZwacotNvIQXRUCwSFCCXzz/0bBbBlW0Wp3UYOQhQFgkIEIj5jy7UMnbq/eKkWM6ctTO42vBCiKBAUIiBwpTInUYyBrX+YTkGTuPT9guwIURQIChk+Hk5GRbF9tZL0/StBzIasMLrb8EIkEgSCQobhVAsE8KNOgbRocAN2dC5K0ylqEJGiQFCIwESMj15bTjEXe5r7ahA1qVic/bmot9vIQYiiQFCI0E216CrQwQGetGBgPSrmLNptlCBEUSAoROCoXNrTkQY1KUuf/U/nXiXabZQhRFEgKERgPK9LzdLsA8MUoiFbOSLBIBAUUoQgqkOIokAgEOghRFEgEAj0EKIoEAgEeghRFAgEAj2EKAoEAoEeQhQFAoFADyGKAoFAoIcQRYFAINBDiKJAIBDoIURRIBAI9BCiKBAIBHoIURQIBAI9hCgKBAKBHkIUBQKBQA8higKBQJCfTWZhjAmio6Pz+lYEAkEBRNIOSUsKvCjGxMSwX/39/fP6VgQCQQEGWuLh4aH471llqJXTXCI9PZ3u3r1Lbm5uz9U5GO8uEOJbt26Ru7s7FRTEfYvHWzxHsgNJgyD6+vqStYrthfkuUsQP4efnl2f/PgSxIImihLhv8XiL58gz1ESIEqLQIhAIBHoIURQIBAI9hChm4uDgQJMmTWK/FiTEfYvHWzxH+JLvCi0CgUCQl4hIUSAQCPQQoigQCAR6CFEUCAQCPYQoCgQCQVEXxenTp1PTpk3J2dmZPD09c3z95MmT9Oqrr7IJFycnJ6pWrRrNnj3b5PUOHDhAtra2VLdu3Xx9zxs2bKAOHTqQt7c3a/Zu0qQJbdu2Ldfumdd9g927d1NwcDCrtleqVImWLVuWp/cNRo4cSfXq1WP3ZOr/Ho9v48aN2YQWHvdevXrR9evX8/19Z2Rk0KxZs6hKlSrs+8qUKcOund/vW+Ly5cvsMTd1LXMUSVFMTk6m3r1707Bhw4x+PSQkhEqWLEkrVqygM2fO0IQJE2j8+PE0d+7cHN8bGRlJgwYNonbt2uX7e967dy8Txb///pt9f5s2bah79+504sSJfH3f165do27durH7DQsLo9GjR9Nbb72Vq4Ju6b4l3njjDerbt6/Rr+G+e/ToQW3btmX3jft99OgR9ezZM1/fNxg1ahQtWrSICeP58+dp06ZN1LBhQ8rv9w1SUlLYG22LFi3U3UxGEWbp0qUZHh4esr733XffzWjTpk2Oz/ft2zdj4sSJGZMmTcqoU6dORkG4Z32qV6+eMWXKlIz8fN9jx47NqFGjRo7HvVOnThn54b5N/d+vXbs2w9bWNiMtLS3rc5s2bcqwsrLKSE5Ozsiv93327Fl23+fPn8943mi5b/3ny4ABAxQ95/QpkpGiGqKioqhYsWLZPrd06VK6evUqa/ouKPdsaL6BwXlz35Mf7vvQoUPUvn37bN/TqVMn9vn8DI56mOXH8yQtLY39XL/++iv7Wezs7Ci/snnzZqpQoQJt2bKFypcvT+XKlWOR+ZMnTyi/s3PnTlq7di3NmzdP9TXynSFEfuTgwYP022+/0V9//ZX1uUuXLtG4ceNo3759LJ9YEO7ZEByNYmNjqU+fPpSf7/v+/ftUqlSpbN+HP8MhKCEhgeUi8yMQlH///Zc9vkOGDGHCiDwu0hf5matXr9KNGzeYuCxfvpzd95gxY+jll19mopNfefz4Mb322mssFaPF1KXQRIoQKFiNmftAbkQpp0+fZnkhRIMdO3Zkn8OTpF+/fjRlyhSWiC4I92zIqlWr2P3//vvvLKdXUO5bC7l136aAmL/99ts0ePBgOnbsGO3Zs4fs7e2ZuCgZJHve952enk5JSUlMEJGXa926NS1evJh27dpFFy5cyLf3jccar8uWLVtquk7+C3FU8sEHH7B3CXPgSKCEs2fPsgLKO++8QxMnTsz6PI6cx48fZwWK4cOHZz2R8ERH1IjoAMn1/HTP+qxZs4YdhxAJGB5L5fC879vHx4cePHiQ7XP4M6IBJVFibty3OXCEg4XVV199lfU5RDGotB85coRVpfPjfZcuXZo9j/Xf8NEVAG7evEmBgYH58r4RxaIghBMQwOsRr0v8LD/99BMr0hQpUUS7Az54gUoohA3v8oatCHgxhoeHZ/vcjz/+yP5T1q1bx45N+e2eJVavXs2eHBBGVHTV8Lzv29iRc/v27ezzeXnfloiPj89hcmpjY8N+xYs1v953s2bNKDU1la5cuUIVK1Zkn7t48SL7tWzZsvn2vpFjxilO4s8//6Qvv/ySpWTQUiSXQiOKSsC7HZLG+BUPItolAPrfXF1d2TEOL1Ik899//312DJKe0PhPxhO9Zs2a2a6JI6ijo2OOz+eXe5aOzBAe9AE2atQo63sQbWkx5czt+x46dChr0Rk7diwTdLz54NhvLl+a2/ct9cIhJ4t7Rm5T+p7q1auzYzLedL777jv6/PPPWYsIThiffPIJE5agoKB8e9/t27dnPaF4rL///nsm4O+99x5r59KSLsrt+5aiWQmc5oy9Vi2SUQQZPHgwEjo5Pnbt2pVV8jf29bJly5q8Zm635PC451atWhn9Hlw7P983wPfXrVs3w97ePqNChQqs3SI3sXTf5h7Pa9euZX3P6tWrM4KCgjJcXFwyvL29M1544YWMc+fO5fv7vnPnTkbPnj0zXF1dM0qVKpXx2muvZTx+/Djf37c+altyhHWYQCAQFMbqs0AgEPBAiKJAIBDoIURRIBAI9BCiKBAIBHoIURQIBAI9hCgKBAKBHkIUBQKBQA8higKBQKCHEEWBQCDQQ4iiQCAQ6CFEUSAQCPQQoigQCAT0jP8DZsE8GQqJHncAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = df.dggal.dggal2geo(dggs_type)\n",
    "df.plot(edgecolor='white')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### (Multi)Polygon to DGGAL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 13,
     "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": [
    "import geopandas as gpd\n",
    "\n",
    "gdf = gpd.read_file('https://raw.githubusercontent.com/opengeoshub/vopendata/main/shape/polygon.geojson')\n",
    "resolution = 10\n",
    "gdf_polyfill = gdf.dggal.polyfill(dggs_type, resolution, compact=True, predicate='intersects', explode=False)\n",
    "gdf_polyfill = gdf_polyfill.dggal.dggal2geo(dggs_type)\n",
    "gdf_polyfill.plot(edgecolor='white')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### DGGAL binning"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 10,
     "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",
    "\n",
    "resolution = 5\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.dggal.dggalbin(dggs_type, resolution,\n",
    "                    lat_col='lat', lon_col='lon', stats=stats, numeric_col=numeric_col)\n",
    "df_bin.plot(column=f'{numeric_col}_{stats}', cmap='Spectral_r', legend=True, linewidth=0.2)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### GeoPandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dggal_isea9r</th>\n",
       "      <th>median_house_value_max</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>F0-8536</td>\n",
       "      <td>122400.0</td>\n",
       "      <td>POLYGON ((-124.37085 41.87418, -124.36945 41.8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>F0-862A</td>\n",
       "      <td>152700.0</td>\n",
       "      <td>POLYGON ((-124.03073 41.78422, -124.02937 41.7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>F0-871C</td>\n",
       "      <td>62800.0</td>\n",
       "      <td>POLYGON ((-124.28748 41.30204, -124.2861 41.29...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>F0-871D</td>\n",
       "      <td>71100.0</td>\n",
       "      <td>POLYGON ((-123.99036 41.49796, -123.98903 41.4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>F0-871E</td>\n",
       "      <td>65400.0</td>\n",
       "      <td>POLYGON ((-123.69148 41.69206, -123.69018 41.6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>410</th>\n",
       "      <td>F0-B0F9</td>\n",
       "      <td>159900.0</td>\n",
       "      <td>POLYGON ((-115.84571 32.65528, -115.84419 32.6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>411</th>\n",
       "      <td>F0-B0FA</td>\n",
       "      <td>146300.0</td>\n",
       "      <td>POLYGON ((-115.59144 32.81524, -115.5899 32.80...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>412</th>\n",
       "      <td>F0-B0FC</td>\n",
       "      <td>57500.0</td>\n",
       "      <td>POLYGON ((-115.08432 33.13493, -115.08272 33.1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>413</th>\n",
       "      <td>F0-B1F0</td>\n",
       "      <td>25000.0</td>\n",
       "      <td>POLYGON ((-114.78372 32.99478, -114.78217 32.9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>F0-B2E3</td>\n",
       "      <td>56100.0</td>\n",
       "      <td>POLYGON ((-114.73816 32.69557, -114.73668 32.6...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>415 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    dggal_isea9r  median_house_value_max  \\\n",
       "0        F0-8536                122400.0   \n",
       "1        F0-862A                152700.0   \n",
       "2        F0-871C                 62800.0   \n",
       "3        F0-871D                 71100.0   \n",
       "4        F0-871E                 65400.0   \n",
       "..           ...                     ...   \n",
       "410      F0-B0F9                159900.0   \n",
       "411      F0-B0FA                146300.0   \n",
       "412      F0-B0FC                 57500.0   \n",
       "413      F0-B1F0                 25000.0   \n",
       "414      F0-B2E3                 56100.0   \n",
       "\n",
       "                                              geometry  \n",
       "0    POLYGON ((-124.37085 41.87418, -124.36945 41.8...  \n",
       "1    POLYGON ((-124.03073 41.78422, -124.02937 41.7...  \n",
       "2    POLYGON ((-124.28748 41.30204, -124.2861 41.29...  \n",
       "3    POLYGON ((-123.99036 41.49796, -123.98903 41.4...  \n",
       "4    POLYGON ((-123.69148 41.69206, -123.69018 41.6...  \n",
       "..                                                 ...  \n",
       "410  POLYGON ((-115.84571 32.65528, -115.84419 32.6...  \n",
       "411  POLYGON ((-115.59144 32.81524, -115.5899 32.80...  \n",
       "412  POLYGON ((-115.08432 33.13493, -115.08272 33.1...  \n",
       "413  POLYGON ((-114.78372 32.99478, -114.78217 32.9...  \n",
       "414  POLYGON ((-114.73816 32.69557, -114.73668 32.6...  \n",
       "\n",
       "[415 rows x 3 columns]"
      ]
     },
     "execution_count": 11,
     "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",
    "\n",
    "resolution = 5\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.dggal.dggalbin(dggs_type, resolution, stats=stats, numeric_col=numeric_col)\n",
    "df_bin.plot(column=f'{numeric_col}_{stats}', cmap='Spectral_r', legend=True, linewidth=0.2)\n",
    "df_bin"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv (3.13.11)",
   "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
}
