Geopandas Tutorial.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Geopandas Tutorial"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### I. Installation"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Install a geopandas enviroment along with its packages:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```console\n",
    "C:/User/geopandas> conda create --name geo_env python=3.7 notebook pandas numpy geopandas matplotlib descartes\n",
    "\n",
    "C:/User/geopandas> conda activate geo_env\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When you're done with the tutorial. You can go back to the base environment by:\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```console\n",
    "C:/User/geopandas> conda deactivate\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### II. Data Structures"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before proceeding to the rest of the lecture, you must import needed  packages. Run the cell below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import geopandas\n",
    "import numpy\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A GeoDataFrame is a Pandas DataFrame that contains a Geoseries. It is its most important property. Below, is a GeoDataFrame, which is like an attribute table from a GIS software, with difference is that the shape is also part of the table as vector of objects. Run the cell below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "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>pop_est</th>\n",
       "      <th>continent</th>\n",
       "      <th>name</th>\n",
       "      <th>iso_a3</th>\n",
       "      <th>gdp_md_est</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>920938</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>Fiji</td>\n",
       "      <td>FJI</td>\n",
       "      <td>8374.0</td>\n",
       "      <td>MULTIPOLYGON (((180.00000 -16.06713, 180.00000...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>53950935</td>\n",
       "      <td>Africa</td>\n",
       "      <td>Tanzania</td>\n",
       "      <td>TZA</td>\n",
       "      <td>150600.0</td>\n",
       "      <td>POLYGON ((33.90371 -0.95000, 34.07262 -1.05982...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>603253</td>\n",
       "      <td>Africa</td>\n",
       "      <td>W. Sahara</td>\n",
       "      <td>ESH</td>\n",
       "      <td>906.5</td>\n",
       "      <td>POLYGON ((-8.66559 27.65643, -8.66512 27.58948...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>35623680</td>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CAN</td>\n",
       "      <td>1674000.0</td>\n",
       "      <td>MULTIPOLYGON (((-122.84000 49.00000, -122.9742...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>326625791</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>USA</td>\n",
       "      <td>18560000.0</td>\n",
       "      <td>MULTIPOLYGON (((-122.84000 49.00000, -120.0000...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>7111024</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Serbia</td>\n",
       "      <td>SRB</td>\n",
       "      <td>101800.0</td>\n",
       "      <td>POLYGON ((18.82982 45.90887, 18.82984 45.90888...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>642550</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Montenegro</td>\n",
       "      <td>MNE</td>\n",
       "      <td>10610.0</td>\n",
       "      <td>POLYGON ((20.07070 42.58863, 19.80161 42.50009...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>1895250</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Kosovo</td>\n",
       "      <td>-99</td>\n",
       "      <td>18490.0</td>\n",
       "      <td>POLYGON ((20.59025 41.85541, 20.52295 42.21787...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>1218208</td>\n",
       "      <td>North America</td>\n",
       "      <td>Trinidad and Tobago</td>\n",
       "      <td>TTO</td>\n",
       "      <td>43570.0</td>\n",
       "      <td>POLYGON ((-61.68000 10.76000, -61.10500 10.890...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>13026129</td>\n",
       "      <td>Africa</td>\n",
       "      <td>S. Sudan</td>\n",
       "      <td>SSD</td>\n",
       "      <td>20880.0</td>\n",
       "      <td>POLYGON ((30.83385 3.50917, 29.95350 4.17370, ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>177 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       pop_est      continent                      name iso_a3  gdp_md_est  \\\n",
       "0       920938        Oceania                      Fiji    FJI      8374.0   \n",
       "1     53950935         Africa                  Tanzania    TZA    150600.0   \n",
       "2       603253         Africa                 W. Sahara    ESH       906.5   \n",
       "3     35623680  North America                    Canada    CAN   1674000.0   \n",
       "4    326625791  North America  United States of America    USA  18560000.0   \n",
       "..         ...            ...                       ...    ...         ...   \n",
       "172    7111024         Europe                    Serbia    SRB    101800.0   \n",
       "173     642550         Europe                Montenegro    MNE     10610.0   \n",
       "174    1895250         Europe                    Kosovo    -99     18490.0   \n",
       "175    1218208  North America       Trinidad and Tobago    TTO     43570.0   \n",
       "176   13026129         Africa                  S. Sudan    SSD     20880.0   \n",
       "\n",
       "                                              geometry  \n",
       "0    MULTIPOLYGON (((180.00000 -16.06713, 180.00000...  \n",
       "1    POLYGON ((33.90371 -0.95000, 34.07262 -1.05982...  \n",
       "2    POLYGON ((-8.66559 27.65643, -8.66512 27.58948...  \n",
       "3    MULTIPOLYGON (((-122.84000 49.00000, -122.9742...  \n",
       "4    MULTIPOLYGON (((-122.84000 49.00000, -120.0000...  \n",
       "..                                                 ...  \n",
       "172  POLYGON ((18.82982 45.90887, 18.82984 45.90888...  \n",
       "173  POLYGON ((20.07070 42.58863, 19.80161 42.50009...  \n",
       "174  POLYGON ((20.59025 41.85541, 20.52295 42.21787...  \n",
       "175  POLYGON ((-61.68000 10.76000, -61.10500 10.890...  \n",
       "176  POLYGON ((30.83385 3.50917, 29.95350 4.17370, ...  \n",
       "\n",
       "[177 rows x 6 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "world_df = geopandas.read_file(geopandas.datasets.get_path('naturalearth_lowres'))\n",
    "world_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A Geoseries is a vector where each entry is a object (shape) corresponding to an observation. Geopandas has three basic classes of geometric objects:\n",
    "\n",
    "1. Points/ Multi-points\n",
    "2. Lines / Multi-lines\n",
    "3. Polygons / Multipolygons\n",
    "\n",
    "Below, we read a native file included in the geopandas library to show example of a Geoseries. Run the cell below to return a geoseries.\n",
    "\n",
    "\n",
    "https://en.wikipedia.org/wiki/Well-known_text_representation_of_geometry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      MULTIPOLYGON (((180.00000 -16.06713, 180.00000...\n",
       "1      POLYGON ((33.90371 -0.95000, 34.07262 -1.05982...\n",
       "2      POLYGON ((-8.66559 27.65643, -8.66512 27.58948...\n",
       "3      MULTIPOLYGON (((-122.84000 49.00000, -122.9742...\n",
       "4      MULTIPOLYGON (((-122.84000 49.00000, -120.0000...\n",
       "                             ...                        \n",
       "172    POLYGON ((18.82982 45.90887, 18.82984 45.90888...\n",
       "173    POLYGON ((20.07070 42.58863, 19.80161 42.50009...\n",
       "174    POLYGON ((20.59025 41.85541, 20.52295 42.21787...\n",
       "175    POLYGON ((-61.68000 10.76000, -61.10500 10.890...\n",
       "176    POLYGON ((30.83385 3.50917, 29.95350 4.17370, ...\n",
       "Name: geometry, Length: 177, dtype: geometry"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "world_df['geometry']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Question 1:**\n",
    "    \n",
    "Return `world_df` GEOSERIES index 0-4 using `head()` method taught from lecture/notes from Pandas. You can use the empty cell below to enter the code."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Above is a GeoDataFrame with column `geometry` as the active geoseries. We can run the cell below to plot the geodataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "world_df.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A GeoDataFrame may contain multiple geoseries but sets only one active geoseries. We can create centroids and make it the active geoseries for our `world` dataframe. The active geoseries will be plotted."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-10-8381a85f3aa1>:1: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  world_df['centroids'] = world_df.centroid\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "world_df['centroids'] = world_df.centroid\n",
    "world_df = world_df.set_geometry('centroids')\n",
    "world_df.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Question 2:**\n",
    "\n",
    "Use the empty cell below to set back the active geoseries to `geometry`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can return more attributes and methods such as `Geodataframe.centroid` from the above example. Here are some of the most important:\n",
    "\n",
    "Attributes\n",
    "- `area` : shape of area (using the units of projection)\n",
    "- `bounds` : tuple of max and min coordinates for each shape\n",
    "- `total_bounds` : tuple of max and min coordinates for the whole vector\n",
    "- `geom_type` : type of geometry\n",
    "- `is_valid` : test if coordinates make a shape that is reasonable geometric shape\n",
    "- `crs`: return the Geographic coordinate system used by the Geodataframe\n",
    "\n",
    "Methods\n",
    "- `distance` : returns Series with minimum distance from each entry to the other\n",
    "- `centroid` : returns GeoSeries of centroids\n",
    "- `representative_point()` : returns GeoSeries of points that are guaranteed to be within each geometry. It does NOT return centroids.\n",
    "- `to_crs()` : change coordinate reference system. See projections\n",
    "- `plot()` : plot GeoSeries."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Question 3:**\n",
    "\n",
    "Use the cell below to return the coordinate system of `world_df` geodataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can use the attribute `area` to compute for the area of each polygon in our active geoseries. \n",
    "\n",
    "**Note that the computed area is based on the CRS used.** This particular example does not represent the actual area in the real world."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-13-cca66004e2d8>:2: UserWarning: Geometry is in a geographic CRS. Results from 'area' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  world_df['area'] = world_df.area\n"
     ]
    },
    {
     "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>pop_est</th>\n",
       "      <th>continent</th>\n",
       "      <th>name</th>\n",
       "      <th>iso_a3</th>\n",
       "      <th>gdp_md_est</th>\n",
       "      <th>geometry</th>\n",
       "      <th>centroids</th>\n",
       "      <th>area</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>920938</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>Fiji</td>\n",
       "      <td>FJI</td>\n",
       "      <td>8374.0</td>\n",
       "      <td>MULTIPOLYGON (((180.00000 -16.06713, 180.00000...</td>\n",
       "      <td>POINT (163.85316 -17.31631)</td>\n",
       "      <td>1.639511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>53950935</td>\n",
       "      <td>Africa</td>\n",
       "      <td>Tanzania</td>\n",
       "      <td>TZA</td>\n",
       "      <td>150600.0</td>\n",
       "      <td>POLYGON ((33.90371 -0.95000, 34.07262 -1.05982...</td>\n",
       "      <td>POINT (34.75299 -6.25773)</td>\n",
       "      <td>76.301964</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>603253</td>\n",
       "      <td>Africa</td>\n",
       "      <td>W. Sahara</td>\n",
       "      <td>ESH</td>\n",
       "      <td>906.5</td>\n",
       "      <td>POLYGON ((-8.66559 27.65643, -8.66512 27.58948...</td>\n",
       "      <td>POINT (-12.13783 24.29117)</td>\n",
       "      <td>8.603984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>35623680</td>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CAN</td>\n",
       "      <td>1674000.0</td>\n",
       "      <td>MULTIPOLYGON (((-122.84000 49.00000, -122.9742...</td>\n",
       "      <td>POINT (-98.14238 61.46908)</td>\n",
       "      <td>1712.995228</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>326625791</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>USA</td>\n",
       "      <td>18560000.0</td>\n",
       "      <td>MULTIPOLYGON (((-122.84000 49.00000, -120.0000...</td>\n",
       "      <td>POINT (-112.59944 45.70563)</td>\n",
       "      <td>1122.281921</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     pop_est      continent                      name iso_a3  gdp_md_est  \\\n",
       "0     920938        Oceania                      Fiji    FJI      8374.0   \n",
       "1   53950935         Africa                  Tanzania    TZA    150600.0   \n",
       "2     603253         Africa                 W. Sahara    ESH       906.5   \n",
       "3   35623680  North America                    Canada    CAN   1674000.0   \n",
       "4  326625791  North America  United States of America    USA  18560000.0   \n",
       "\n",
       "                                            geometry  \\\n",
       "0  MULTIPOLYGON (((180.00000 -16.06713, 180.00000...   \n",
       "1  POLYGON ((33.90371 -0.95000, 34.07262 -1.05982...   \n",
       "2  POLYGON ((-8.66559 27.65643, -8.66512 27.58948...   \n",
       "3  MULTIPOLYGON (((-122.84000 49.00000, -122.9742...   \n",
       "4  MULTIPOLYGON (((-122.84000 49.00000, -120.0000...   \n",
       "\n",
       "                     centroids         area  \n",
       "0  POINT (163.85316 -17.31631)     1.639511  \n",
       "1    POINT (34.75299 -6.25773)    76.301964  \n",
       "2   POINT (-12.13783 24.29117)     8.603984  \n",
       "3   POINT (-98.14238 61.46908)  1712.995228  \n",
       "4  POINT (-112.59944 45.70563)  1122.281921  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "world_df = world_df.set_geometry('geometry')\n",
    "world_df['area'] = world_df.area\n",
    "world_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Question 4:**\n",
    "\n",
    "Use all resources (internet) and the cell below to return the row which has the largest area."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### III. Reading and Writing Files"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most shapefiles are compressed into ZIP file. We can directly read a shapefile from it using the example code below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "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>ID_0</th>\n",
       "      <th>ISO</th>\n",
       "      <th>NAME_0</th>\n",
       "      <th>ID_1</th>\n",
       "      <th>NAME_1</th>\n",
       "      <th>ID_2</th>\n",
       "      <th>NAME_2</th>\n",
       "      <th>NL_NAME_2</th>\n",
       "      <th>VARNAME_2</th>\n",
       "      <th>TYPE_2</th>\n",
       "      <th>ENGTYPE_2</th>\n",
       "      <th>PROVINCE</th>\n",
       "      <th>REGION</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>177</td>\n",
       "      <td>PHL</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>1</td>\n",
       "      <td>Abra</td>\n",
       "      <td>20</td>\n",
       "      <td>Sallapadan</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Bayan|Munisipyo</td>\n",
       "      <td>Municipality</td>\n",
       "      <td>Abra</td>\n",
       "      <td>Cordillera Administrative Region (CAR)</td>\n",
       "      <td>POLYGON ((120.81813 17.45325, 120.80331 17.449...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>177</td>\n",
       "      <td>PHL</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>1</td>\n",
       "      <td>Abra</td>\n",
       "      <td>21</td>\n",
       "      <td>San Isidro</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Bayan|Munisipyo</td>\n",
       "      <td>Municipality</td>\n",
       "      <td>Abra</td>\n",
       "      <td>Cordillera Administrative Region (CAR)</td>\n",
       "      <td>POLYGON ((120.62464 17.44141, 120.62530 17.441...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>177</td>\n",
       "      <td>PHL</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>1</td>\n",
       "      <td>Abra</td>\n",
       "      <td>22</td>\n",
       "      <td>San Juan</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Bayan|Munisipyo</td>\n",
       "      <td>Municipality</td>\n",
       "      <td>Abra</td>\n",
       "      <td>Cordillera Administrative Region (CAR)</td>\n",
       "      <td>POLYGON ((120.81137 17.74075, 120.78275 17.714...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   ID_0  ISO       NAME_0  ID_1 NAME_1  ID_2      NAME_2 NL_NAME_2 VARNAME_2  \\\n",
       "0   177  PHL  Philippines     1   Abra    20  Sallapadan      None      None   \n",
       "1   177  PHL  Philippines     1   Abra    21  San Isidro      None      None   \n",
       "2   177  PHL  Philippines     1   Abra    22    San Juan      None      None   \n",
       "\n",
       "            TYPE_2     ENGTYPE_2 PROVINCE  \\\n",
       "0  Bayan|Munisipyo  Municipality     Abra   \n",
       "1  Bayan|Munisipyo  Municipality     Abra   \n",
       "2  Bayan|Munisipyo  Municipality     Abra   \n",
       "\n",
       "                                   REGION  \\\n",
       "0  Cordillera Administrative Region (CAR)   \n",
       "1  Cordillera Administrative Region (CAR)   \n",
       "2  Cordillera Administrative Region (CAR)   \n",
       "\n",
       "                                            geometry  \n",
       "0  POLYGON ((120.81813 17.45325, 120.80331 17.449...  \n",
       "1  POLYGON ((120.62464 17.44141, 120.62530 17.441...  \n",
       "2  POLYGON ((120.81137 17.74075, 120.78275 17.714...  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zipfile = \"zip://data/MuniCities.zip\"\n",
    "munies = geopandas.read_file(zipfile)\n",
    "munies.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we have prior knowledge of the data, we can ignore other fields using the example below. This method can help clean the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>NAME_2</th>\n",
       "      <th>ENGTYPE_2</th>\n",
       "      <th>PROVINCE</th>\n",
       "      <th>REGION</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Sallapadan</td>\n",
       "      <td>Municipality</td>\n",
       "      <td>Abra</td>\n",
       "      <td>Cordillera Administrative Region (CAR)</td>\n",
       "      <td>POLYGON ((120.81813 17.45325, 120.80331 17.449...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>San Isidro</td>\n",
       "      <td>Municipality</td>\n",
       "      <td>Abra</td>\n",
       "      <td>Cordillera Administrative Region (CAR)</td>\n",
       "      <td>POLYGON ((120.62464 17.44141, 120.62530 17.441...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>San Juan</td>\n",
       "      <td>Municipality</td>\n",
       "      <td>Abra</td>\n",
       "      <td>Cordillera Administrative Region (CAR)</td>\n",
       "      <td>POLYGON ((120.81137 17.74075, 120.78275 17.714...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       NAME_2     ENGTYPE_2 PROVINCE                                  REGION  \\\n",
       "0  Sallapadan  Municipality     Abra  Cordillera Administrative Region (CAR)   \n",
       "1  San Isidro  Municipality     Abra  Cordillera Administrative Region (CAR)   \n",
       "2    San Juan  Municipality     Abra  Cordillera Administrative Region (CAR)   \n",
       "\n",
       "                                            geometry  \n",
       "0  POLYGON ((120.81813 17.45325, 120.80331 17.449...  \n",
       "1  POLYGON ((120.62464 17.44141, 120.62530 17.441...  \n",
       "2  POLYGON ((120.81137 17.74075, 120.78275 17.714...  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "munies_df = geopandas.read_file(zipfile, ignore_fields=[\"ID_0\",\n",
    "                                                     \"ISO\",\n",
    "                                                     \"ID_1\",\n",
    "                                                     \"NAME_0\",\n",
    "                                                     \"VARNAME_2\",\n",
    "                                                     \"TYPE_2\",\n",
    "                                                     \"NAME_1\",\n",
    "                                                     \"ID_2\",\n",
    "                                                     \"NL_NAME_2\",])\n",
    "munies_df.head(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can further filter the data using Pandas tricks. The example below limits our geodataframe to Metro Manila areas only."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>NAME_2</th>\n",
       "      <th>ENGTYPE_2</th>\n",
       "      <th>PROVINCE</th>\n",
       "      <th>REGION</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>Kalookan City</td>\n",
       "      <td>City</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>MULTIPOLYGON (((121.01953 14.68939, 121.01971 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>Las Piñas</td>\n",
       "      <td>City</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>MULTIPOLYGON (((120.98571 14.48585, 120.98588 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>Makati City</td>\n",
       "      <td>City</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>POLYGON ((121.02175 14.57696, 121.02316 14.576...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>Malabon</td>\n",
       "      <td>City</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>POLYGON ((120.93583 14.69478, 120.93593 14.694...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>Mandaluyong</td>\n",
       "      <td>City</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>POLYGON ((121.05737 14.60128, 121.05743 14.601...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>Manila</td>\n",
       "      <td>City</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>POLYGON ((120.97886 14.63668, 120.97897 14.636...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>Marikina</td>\n",
       "      <td>City</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>POLYGON ((121.10728 14.67131, 121.10785 14.671...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>Muntinlupa</td>\n",
       "      <td>City</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>POLYGON ((121.04676 14.46838, 121.04719 14.468...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>Navotas</td>\n",
       "      <td>City</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>POLYGON ((120.92940 14.69242, 120.93277 14.689...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>Parañaque</td>\n",
       "      <td>City</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>MULTIPOLYGON (((120.98647 14.50257, 120.98667 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000</th>\n",
       "      <td>Pasay City</td>\n",
       "      <td>City</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>POLYGON ((121.00084 14.50921, 121.00103 14.509...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1001</th>\n",
       "      <td>Pasig City</td>\n",
       "      <td>City</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>POLYGON ((121.08372 14.62282, 121.08645 14.620...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1002</th>\n",
       "      <td>Pateros</td>\n",
       "      <td>City</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>POLYGON ((121.06555 14.55412, 121.06640 14.553...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1003</th>\n",
       "      <td>Quezon City</td>\n",
       "      <td>City</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>POLYGON ((121.11408 14.75949, 121.11430 14.759...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1004</th>\n",
       "      <td>San Juan</td>\n",
       "      <td>City</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>POLYGON ((121.02362 14.61240, 121.02409 14.612...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1005</th>\n",
       "      <td>Taguig</td>\n",
       "      <td>City</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>POLYGON ((121.07886 14.54775, 121.07909 14.547...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1006</th>\n",
       "      <td>Valenzuela</td>\n",
       "      <td>City</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>POLYGON ((121.00739 14.74209, 121.00761 14.742...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             NAME_2 ENGTYPE_2             PROVINCE               REGION  \\\n",
       "990   Kalookan City      City  Metropolitan Manila  Metropolitan Manila   \n",
       "991       Las Piñas      City  Metropolitan Manila  Metropolitan Manila   \n",
       "992     Makati City      City  Metropolitan Manila  Metropolitan Manila   \n",
       "993         Malabon      City  Metropolitan Manila  Metropolitan Manila   \n",
       "994     Mandaluyong      City  Metropolitan Manila  Metropolitan Manila   \n",
       "995          Manila      City  Metropolitan Manila  Metropolitan Manila   \n",
       "996        Marikina      City  Metropolitan Manila  Metropolitan Manila   \n",
       "997      Muntinlupa      City  Metropolitan Manila  Metropolitan Manila   \n",
       "998         Navotas      City  Metropolitan Manila  Metropolitan Manila   \n",
       "999       Parañaque      City  Metropolitan Manila  Metropolitan Manila   \n",
       "1000     Pasay City      City  Metropolitan Manila  Metropolitan Manila   \n",
       "1001     Pasig City      City  Metropolitan Manila  Metropolitan Manila   \n",
       "1002        Pateros      City  Metropolitan Manila  Metropolitan Manila   \n",
       "1003    Quezon City      City  Metropolitan Manila  Metropolitan Manila   \n",
       "1004       San Juan      City  Metropolitan Manila  Metropolitan Manila   \n",
       "1005         Taguig      City  Metropolitan Manila  Metropolitan Manila   \n",
       "1006     Valenzuela      City  Metropolitan Manila  Metropolitan Manila   \n",
       "\n",
       "                                               geometry  \n",
       "990   MULTIPOLYGON (((121.01953 14.68939, 121.01971 ...  \n",
       "991   MULTIPOLYGON (((120.98571 14.48585, 120.98588 ...  \n",
       "992   POLYGON ((121.02175 14.57696, 121.02316 14.576...  \n",
       "993   POLYGON ((120.93583 14.69478, 120.93593 14.694...  \n",
       "994   POLYGON ((121.05737 14.60128, 121.05743 14.601...  \n",
       "995   POLYGON ((120.97886 14.63668, 120.97897 14.636...  \n",
       "996   POLYGON ((121.10728 14.67131, 121.10785 14.671...  \n",
       "997   POLYGON ((121.04676 14.46838, 121.04719 14.468...  \n",
       "998   POLYGON ((120.92940 14.69242, 120.93277 14.689...  \n",
       "999   MULTIPOLYGON (((120.98647 14.50257, 120.98667 ...  \n",
       "1000  POLYGON ((121.00084 14.50921, 121.00103 14.509...  \n",
       "1001  POLYGON ((121.08372 14.62282, 121.08645 14.620...  \n",
       "1002  POLYGON ((121.06555 14.55412, 121.06640 14.553...  \n",
       "1003  POLYGON ((121.11408 14.75949, 121.11430 14.759...  \n",
       "1004  POLYGON ((121.02362 14.61240, 121.02409 14.612...  \n",
       "1005  POLYGON ((121.07886 14.54775, 121.07909 14.547...  \n",
       "1006  POLYGON ((121.00739 14.74209, 121.00761 14.742...  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mmcities = munies_df[munies['PROVINCE'] == 'Metropolitan Manila']\n",
    "mmcities"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can save or write `mmcities` to a different shapefile. Run the example below to save mmcities to `data/mmcities/mmcities.shp`. Afterwards, check the directory to see the shapefile. You can now directly load it in GIS software such as QGIS."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create the directory if it does not exist\n",
    "import os\n",
    "try:\n",
    "    os.makedirs('data/mmcities')\n",
    "except:\n",
    "    pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "mmcities.to_file('data/mmcities/mmcities.shp')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below is a number of Covid-19 cases in Metro Manila cities. The <a href='https://covid19ph.com/regions/ncr'>data</a> is provided and was last updated in Jul 16, 2020. We can load it using pandas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>City</th>\n",
       "      <th>Cases</th>\n",
       "      <th>Active</th>\n",
       "      <th>Deaths</th>\n",
       "      <th>Recovered</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Quezon City</td>\n",
       "      <td>4736</td>\n",
       "      <td>1886</td>\n",
       "      <td>263</td>\n",
       "      <td>2587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Manila</td>\n",
       "      <td>3639</td>\n",
       "      <td>1351</td>\n",
       "      <td>188</td>\n",
       "      <td>2100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Parañaque</td>\n",
       "      <td>1851</td>\n",
       "      <td>780</td>\n",
       "      <td>71</td>\n",
       "      <td>1000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Taguig</td>\n",
       "      <td>1677</td>\n",
       "      <td>1044</td>\n",
       "      <td>23</td>\n",
       "      <td>610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Kalookan City</td>\n",
       "      <td>1611</td>\n",
       "      <td>571</td>\n",
       "      <td>88</td>\n",
       "      <td>952</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            City  Cases  Active  Deaths  Recovered\n",
       "0    Quezon City   4736    1886     263       2587\n",
       "1         Manila   3639    1351     188       2100\n",
       "2      Parañaque   1851     780      71       1000\n",
       "3         Taguig   1677    1044      23        610\n",
       "4  Kalookan City   1611     571      88        952"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mmcovid = pd.read_csv('data/mmcovid.csv')\n",
    "mmcovid.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Question 5:**\n",
    "\n",
    "Suppose we want to create a GeoJSON of Covid-19 cases in Metro Manila, we can merge the mmcities and mmcovid to make a new geodataframe. Using all resources and <a href='https://geopandas.org/io.html#writing-spatial-data'>geopandas write</a>, \n",
    "1. merge mmcities and mmcovid to mmdf on NAME_2 and City\n",
    "2. Drop NAME_2, ENGTYPE_2, REGION in mmdf\n",
    "3. Rename PROVINCE to Province\n",
    "4. Save the resulting geodataframe into a GeoJSON: `data/mmdf.geojson`\n",
    "\n",
    "Use the cell below to show all procedures/codes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### IV. Making Maps"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Mapping in Geopandas is as easy using the `plot()` method on a GeoSeries or GeoDataFrame. We can load an example data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "zipfile2 = \"zip://data/mmcovidshp.zip\"\n",
    "mmcovid_gdf = geopandas.read_file(zipfile2)\n",
    "mmcovid_gdf.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Resizing the image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mmcovid_gdf.plot(figsize=(6, 8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can normalize the number of cases to create a Choropleth map to compare the severity of Covid-19 hit in Metro Manila."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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/VhTx5vx8JKw2zyPC+i02duyoZuqsTE1Ff+UpVhxO+P55rwJ2BFbA4Lsw1fGEPguR+Bo4apFdD4AuZaCcdfgKzbsKSdGbzUa/9udL0XuzdNAjmJ+VDsD2ukYsjtGFlF69xMr1S0pICNuFRIcO/7rxjgv0WQhdFOgKEAn/8mlXISn6pSdN4t9/vIG3Pizh2VW+9/F3+jC+Qacb/ZFOydbqw69TJydQ2ea5WK9ZYuGOZY8f/jowsXljHBGDiPm537oLSdELIcjPTuLGKxbx6rvbTkgw4S3nnFrEV760BJ1OoNcJ9D48v48I16YuWly4mcpRnGA+86mZ2fmXc+qkVxD4JqfbuEf2gy7Wb92FtBtuRLiJr163VPN2F8zKIyUpmqSEKOLjIn3qtZeaFD2q0PecrATycxIpLs6iYFIqNi82G7//VBJtltmjfl5hhd7n/NZbSI70R3PJubPYtaeOdz/RLslCRY3/qsQYDHoSYiNpae/x6LmopAg2VddBb/uo+hVCMiEV+qzwr9s3EW8OjlDosYq0l/ptaRTSIz0MTPXv+uoyJuQkadbmh59rXCBhBBITojx+5kBpA2bD6H/9l55s47mvPcKr33mMBPMG32SODSWk/1KUhbzoYWA3/7u3nonRoE2UWXVdGx1dfRyfoKSheejoPW/Iz070+Jm+fhsz0oZOxzwcp06zc+d5rwOodbxm+C/CUYl+kFnTsvndvZeSNwoBueLab/2L9s4jXn9vf1TCDd99ymt/f1dkp7sfPns0lR2efwglREt+e+U/0OOfuPuQQfhvpa1EfxRzinP4+wPXsGBWntdttXX0Ujm4ti/dV89vHnmfru5+vnr3M3znpy/wyjtbsbsRxjsSNpuDHWWex6NPn55JQ2e32/fnpUhuP6eXh2886HFfCnfw32FnyG/kHU9khJlf33MJ73y8k9888j4OL/zS//Svj/jRN87lzvtfOuw5197Zx5cums98DT5YKqpbuO93r1Ne4VmlmpysBDbU1bmd8VYIyQvfeGQ0Jircxek/r0UlehfY7Q527qnzSvAApeUN3Hjnv09oR3fcuX1lbSslpbWceUrh4TP99z/dTWSEmVlFWWzfXcPaLQfQ6QTTCjJYMCuPxuYufvzb16hr8NyhJiYpEqrdf05KgZN4dKgCmD5Dg9TW7qJE74Iws5GlJ01i3eYDNLZ49wns6oOjr896+HVbew/bdlbz0N/e47d/fx+9XofTKYmJCqOptRuTyYDd7jjsyvvy21u9sgegx24d+aaj0OucCMZXAYygQESCoRBsm8FQ5LduleiHYEJOEpddMJu/PqV9PryICBNSSjZur+RvT33CngMDm2JWmwMGlwFNrQPrbasHKazdxeFhLMAFcx0IejW3I9QR0T+CsPORHd9HRFzht36V6F1gtzv40+MfcdLsfL510+k8/PhHx1zX6QT52YkYDHr2Hmj0OKDm8efXgBzItRcIIoyeBRwZDeoMXnMMUyD8EoTQI+L/6t+u/drbGMFg0HP/XSuBgQi5qAgz23fX0NDcycXnzmJmURax0eF8/MUefvmntz323d+6MzBiP4Sj28bcrHR6bDZKG0beBCyrUX8mmmM+Q5MSVaNB/TZHQKcTLFsylY/X7mHq5HSWnjT58LUtJVWaB+v4g73lA8uJlKRoJiUnEG8OQyclrVYLe5tOdCG+Y7n/S1yNe2TglktK9G4gkTx098XHONsAHKjy7Kgs2Ghs7oLmLg6d8hdNSceo12Eb3Hw0G3QkREmK0z7B7jAghBO9zveptUIBEfmVgPWtnHPcwGQ0IIQgPjbimPdto8haE8zsKq3D0GAj026mwByDodFOWEc4a0sXcfdj36GubfLIjSjcQwYu0YgSvRf4OwOPv2ht76Wqpg2nU1Lf1MUPHs5h3bZOXltzdqBNGzfI3mcC1veIohdCPC6EaBRCnJCWUwhxpxBCCiFOCFETQhQKIbYe9a9TCPEdjewekb5+q0cVWz3lwb+8y849obXWbesanx9yAcGmXSi3p7izpn8C+DPw1NFvCiGygWVApauHpJRlwKzBe/VADfDK6E11nxde2cBf//ERRYUZhOt13HLLaUyZkqFpH909/WNyE2+0pCRGcOO5rwfajPGD42DAuh5xpJdSrgZcZYX4P+AucCuQ+kygXEpZ4Zl5nlNb186Tz6xhYl4ye0pq2LK5gu999xkqPPRPHw67wxmwM/ZA8e2ryslI2BtoM8YREik984zUilHt3gshVgA1Usptbtbaugp4doQ2bwNuA8jJyfHInhde2cCmLRV0dPaxb38jiQlRNFa34Rzche7vt/Hzn73C1dcsZPHiQsLCvJum7t3fQHtnH3q9jikTU9m5x7fVYQKN2WQgNT60ljI+QZcIIgLQgyEXbNvBNM/vZngseiFEBHAP4NaujhDCBKwA7h7uPinlo8CjAPPmzXPbBWz/gSb+8uixHnPRJiNN3cf6ih882MwDv3ods/ltsrIS+OWvLic5Ocbdbo4hJjqcq1bM4/Llc2ht6+HWHzw9qnbGCkvnh1GQsSnQZoxN9BMRUbeC+UyEH5NfDsdoRvqJQD5waJTPAjYLIRZIKetd3H8esFlK6ZNSqM+/fGKp4/a+fhKSomhtPjFe3GKx09TURXx85Kj7zEyL4xs3nAZAYnwU6Skxw9a0H+vsLpdI6XYkruIQIgKR+DxCN7rBxVd4fGQnpdwhpUyRUuZJKfOAamDOEIIHuJoRpvajpbWthw8+PnEXtKm5m8wc19VcAUwmA2++uVUTGwx6Hbd9aYkmbQUr1fU93PfEnVhtrotlKoZAnxl0ggf3juyeBb4ACoUQ1UKIm4e5N0MI8dZRX0cwsMP/shbGHs/b7+/AbnftIVZd34F+iMSPzc1dvPrKJvo12n0/7eSCExx3xhufbOjk8fduxWbXJs9+SGCcGWgLXOLO7v3VUsp0KaVRSpklpfzncdfzpJTNg69rpZTnH3WtV0qZKKVv3I/27B16xdDc0k1cWgwxca5zzldWtnDnndo4SBiNeq5YPleTtoKZZ960cs/j38KHBXvGFyI60Ba4ZMx65LW29VBR1TLsPY1NXcQkRQ+Zfqy5SbsURSvOnqFZW8HM2q2d/N/L31bCdwOhiwu0CS4Zs6L/51OfctCNs/eKqhaKZua4FH5LS7dmU3xf1qAPNl79oI8DjcE5dQ0q9NmBtsAlY1b03/3G2Zx12lS37t2xu4YpM7IRxxV7dDolzz77hSb2dHX3a9LOWOGXTy4LtAnBjxj9CZEvGbOi1+t1/PgHF3L60kK37t9ZWsvkaRkYjMcmLvjPvz/nK7c9zhtvbPEqEWZWejxh5vERqRwdaWZiXjI5mQlMnpiCwUUBzqvOPuh/w8YY0rY90Ca4ZMyK/hA/unM52ZnuFXvYvaeeKcVZJ7y/b18D//f7d3jqqc9GbYcQEB0ZNurng4WCSal0xUBJdytllg62d7SQPDme6bOymFKQhk4ICibEc8YMnxzIjC9s2wJtgUvG/NBkNOr5zS+v4Nt3PUuDGw4ytZVDb/6lpnruMdXV1cfGjQf4YnvF4WSWY5XY6DD29LTTZzs2OnF/czv7aSfCDCtXOlgxb4tKpuEOth1I6USI4Bpbx7zoAdJSY/n9A1fy7buepbllaOGlp8XSWDF0RdmTTproVn8N9R28+eZWtm2rZNeuGpxOSVpWPDqd8DhJZjBhtTkw6o0niP4QX1rax21LnvCvUWMZ2QGOSjDkBdqSYwiujyAvyMyI5/cPXklM9NBT7Ijw4R1LRtrU6+jo5Te/eZNrr/0bTz+9hpKS6sMir69uo3hSuueG+4G4mHCKZ2VRPCtrWCeivn4bBUknejKmxUte+0EJtyx51YdWjlMcnpcc8zXjRvQAOVmJnH3mtCGvWyzDJ9V45eWNrFtX7vLaJ5+UctNN/+Cdt7cPOZrX7Gl0uekVSGKiw5BJJtZX17G+uo4Gk5XiWdlD+tE39/aRFO1kVr6T06fbyUly8p+vryc98lN0tPvV9jGPiArKY7txMb0/msULJ/PSqk0unUeqa9sonpHNru1VQz5//y9e5cEHr2Ta9IENP5vNwd/++j9Wrdo8Yt89XRYMSWHYvSyHpQU5GfFEpURS2d5J01GFKh1Ssr66lilFqTQfaKOn90hMtxDQ3NPLq3etJ9a4JRBmjytE5FcRBs/CxP1BcA1LGjBrRg5funLhkNdL9zeQnDp0EERvr5Xvfe8ZPv54N62t3dz1/WfdEjxA4aws+i2Bz6aj0wlidQY2VdfR1N3j8p7Shmais2NITowaeEYIsqYm022x0tx9QvYzhacYiyH84kBb4ZJxN9ID3HjtKXz6+R6Xbro2m4OElBiaGobe6bfZHPzy/lUkJETR3Oy+q648btqfEBeB0ylPSJ3tawrzU7F3juwheKCljYy4aPIiE4lKCGdD9UAykJrWOCaOruS9YhARdiFCnxxoM1wy7kZ6GHDcWXnBrCGv79pTR2b20KG3MOCt54ngAeoHTwZSEqMpSI6n+2AHvZWdzJqYTriX2Xo8wd7ej9FNR6Haji5297YfFjxAZFhg0jiNK8ynB9qCIRmXogc4bekUMtLjhrwek6i9i2RyxsA5f2pkOBV7GxEMuPzv3lSJsd1GTmQkyRgpmpimed+HbUiMorK8Cb3J85JJMeFOnv1OObMzP/eBZSGEaQnCkBtoK4Zk3Io+IT6S/3vwKlJTXK/f9x1owqyx26x0Sqbkp1C2/cRjGku/jYaadowmPbvKh8o34h2x0WFkxg2Gcw6RS2Ao/vvdvfzv7keZlPAeOsZ25Z6AIiIRMfcG2ophGbeiB0hNieE3v7wcvYtjtP5+GxOnaHuuXrGvCXuHZahIXgCaG7uYMiFV034PMSEjkd2bBjKSSw9+sz+9soOK5niEW4mNFUNjQsT9ARFkzjjHMy438o4mJyuR7Mx4Drpwv62sbSM5JYYmjfLb2ax2qvYPP0oKoGZnPTOmpA1E/UnoF07KBmvUjxadTtBU2Xb4a6eb+ex+e30zSye+hCDwx4xjGYme9965lpMvmEN8cO7fHWZcj/SHuP5Lp6DTnaiCjs4+wmL9HyRjtdgp21ZN6ZYqSrdW0VUz+g8do1FP0cQ0JiXG0VR3JEGR3c1Ru7w+QgleA0pKlvHwzxq58dRf8sRv3sTSf+xmqM1q57ffe4YPXt4YIAuPEBKiP33pFC6+cI7LawcrW4iMDmzCx4SU0aVVKp6cTmSPg/JNVVTsPXamYJMjC9mol8REjK8inIGgzzqFe78+MGm29Fl5/q8f8P0r/ozD4WTPoCPYF++V8MHLG3lbo/wN3jDup/eHuO3Gpaz+fA9NLo7h8ialUrKlcti1uC/Zt6uOwpkZbk/xk+IjiZF69mxwWVEMAIvTtZivPMXKjLxusuK7mZKyFh3DpxxTDI9dZvDD26dgO65u4uLzZqLX63jkZ6+w/NpF9PVaiYgOo2JvPU/+9i3WvLeDP776HcIijh1wNn9axsyFk9AbPD99cRchgzDZ2bx58+TGjdpPg/btb+SH973oMhJv5rQsSjb7vOrWkBhNBvIKUzCGm0BAU0cP1fXtJ9yXGB9JtF1HXdXQ0YIAsXNTqOg4smyICpPkJEn+dOM6YoxbNbY+NLHYJ3DXV2awb9eJMR25BWlMmZXLu/9dN+TzV39zGV/+7nmHv26ub+eW0x/gR3+5ngVnFHllmxBik5TSZfmckBI9DNS6+8G9L1BV03bCtSkTUti7OzhKVEXGmAlLi6a2cWCdHmY2MCUvlQPba+jvG9nV1zQjgcbeXgDMRslrd20iwXxiYRDF6LDaJ3DDiul0tI1+PyQ6LoInPv0xEVED+0qfv7Od+29/YsCNOiGKsy6bz0U3LSVhFJWYhhN9SKzpjyYjPY4///5ailxUsa1r7iJqmNBcf9LTaaG/vovZhZnMyE3F2G5j97qDwwo+LT2W3AnJFE7PoNNqASST0508fFOdEryGSPT8+iezvBI8QFd7Lz+95Z+UbhmYYVoGk7Q6nZK25i5eeORDbjvzQew2bfddQm6kP0RLazfXf+WfdB9X827alAxKtw0dhReMFM3NocLZS03XkWVLuEnyzt2fEKHfjUSndug1pKtvBledoW303KJziinZsJ/O1mMDpCbPyObhVXd43J4a6V2QmBDFheeemMZ5Z2ktk6f4zk1WS1LTYkldkM6ajsZjBA/QbwOzfmDdrwSvLZHhNWTkaLvRtubdHScIHiDaB5WTQlb0AF/+0iKWLJp8wvs9VndPuQPH5KJ0quOdlLWeuDdh1Et+++UWtTPvI3S08MAjvnGlPp7SrRXUj1DUxVNCWvThYSZ+fNfyEyrYVtW0Makg+Eb7/MkpFJ2cy8SFOWyyttFjc72+v+GMfpZOfAHB8JmCFO4hEdQ3nYLdeSSTcmL8BmLjfS+f3q5+HvnZq5q2GdKiBzCbjRS58ME3RfgvFNYdCqZnsFV2sKa5gU1NjcNO2JNjAp/IYzzx+CMXc/OKeH76vfm0dQ4skyUxWCz+WTZt+GgXlfu0q/Qe8qIHuGzlXCIjj3WSOFDZckJFHG8wGHQUFmdSuDCX2LgIcickk3NyFqkLjnzgJB8XEajTCQqmZ5Bzchbr+1qQbroPJUapeHit6LNO5fVnB36eW9bauPacND7/fDmP/fkM+nv9Y4PTKXnm4fc0ay9kd++Pp6Ozj/vuf5VtO47s3E/MSuBgeZPXbZvNBqJmJFLeNnDmbtbrsTrsAyKWkhizCaNeT0tvH4uS0nD22SHSwN7uDlr6PC+X9djtNcxMf81ru0Mdh0zha19aSPWBwLsqG4x6fvP8N5gy2704fbV77waxMeH84t6LyDqqWk6URjunE6dncLD9SDCMxeE4MmoLQafVNiBuIVjT0sDa3hbWNjWMSvAAJoNay2vBv/+xOCgED2C3Ofj5Vx6nT4NCqUr0RxETHc73vnXO4a97+tyfJhfNzKZodg7Fc3KZMj2TnLxE4uIjmLowlzUdjTj8OKGKi9CuBHeoIgnnxSeCqxJxW1MXn73jfX08JfrjmD0jh1uuXwIMuOy6q1WhE+zYVcPWndXs3FvPgbp2YqYm8kWjf452jibCNLbLawUaiYnHHzkPKQMVgjU0ZVu9jw9RonfB1ZefxIJ5+fT2WUnPiHPvIRefDg4pGbKqhA8x65XoR4PEgMTAs08u5+Ung3MzdHKx98UzlOhdoNfr+O43zgYgIdm9WPeD5Q0nlNQy6X0XHjkU58yyY9Yd8Hu/Yx2Jnj/9ZiW/+vGFPP1IcAoeBpKmeEvIxNN7SlpqLGedXkS9i/BWV/R0WchLiaWv34ZtMEDCbIMpSQmUNg8fBqsVhZlOfnbJq8opZxQ8+ehK3n05uNbwh9DpBElpcZx0ZhFLhknt7nZ73ps0frlo+WyqatowHPfpKnE5m+dgeSOTc5IOz+h3bq2mY2+HnxJOSv560zr0eH/EGIokpwdvfMLpK+fywDO387WfX4rR5P04rUQ/DNOLMrni0vkUFh0bhltUnEnhVNeZdMt21VJceOT+7u5+JiYMX1jDW6LCJHeu7FHJMbygqS54pXDBdYvIyNWu1FjwfqdBwiUr5lDd0EF23sAPPS0jjvLKFg7WtpGR7br2085tVUyZfMR3P8nk2xj9V+7cwBVzn/NpH+Oda29Zx+yTg8v1+hATpp6Y+8EblOhHIDzMRH5eEjYkU6dn0etw0Ndvo6/fRo/NQVz8iZVyJk9NZ0/5EV9pR6/v1tgT0ySxps0IlL+9N+h17XR1Bp93anJGHOYwk6ZtKtG7wXnLiqmpa6dkbx1t7UccrlvbekhOO9ZfPjs3kQPVrcfUsG9t9J2zjNEgVZEKDRD00NwQHN53R5OZr30SfSX6Eairb+fdD3a6vJabncieo3LqJSRG0tprwXJcZtTWth6f/aBn5akRXisee3kPRm0HVa85+cxpmrepRD8EdoeTP/71f1x362Ns2OT63LuiqoWiWdkgBjzyYpKj6XRRltpudzI3JpkFadrG6J8+3c6Np+7QtM1QJtxUxmOvNgWV8E9eNl3zNtU5/RA88e/PeOX1zSPeV7K7lukzstHrdWzbWT3kfaU7a8nL124HVq9z8tAVTyIIXkeSsYjJZCEhWU9DTeCn+pNnZJOapf3JjxL9ECw7cxq7yurY7Iavc0lprVtttrX2gOfZjF1y67J+ULnvNKWuYTG3XBQLBF7wAAtOn+qTdtX0fghysxO5+rIFmrWXPyGZjo4+UqNO3O0fDfGRdiCw5bjGOpIwJOHYnVn85heX8NXLYyFgdY5O5CQfrOdBjfTDMm9OHjd/eQkffLyLyuN25D2lzmQlOzuBapv3rp5FWU4unvUcIkhGpLFKWdlS7vmaiYhIHa1NVoJJ8MDhIhhao0b6YRBCcN3VC3ni7zfz3BNfZcook2XqdIKm7h520UWnxfs1+B3L65TgvUQSxc/vCKO/F1qbgnOZtOZd32zSKtG7SUpyNL++/3KyR7GxYjTqNQuxNRmcFGes0aStUEYSRldHcIr9EOs/2uWTdpXoPSAmOpybrlvs8XPRGk7T8lNBR7tm7YUqa9ecjDO4NU91uXtVjD1Fid5D9PqRf2Tz5+QxIe+IJ1Vk1MgbbsWzzKy4HmLjBiL6zGbB5EIzkZHH9ldWo2Nfy5keWq04mu6+Yv7wE/+u38MiTMxcOImJ0zJdXv/Wry4nKT3umPfaW7qxWrR34Vai95D9B0cOXb3lhqXk5iQe/lqfPPxIr9NBwsJd1Ji3suQ8WHxGGLNu2EHMqeuYfu12Vt5iY+6CMA7l5PjOE/lsq7vQq+8jVJHE8pv7JtPT7T/X5cz8ZJ7d+HMefOZrPPTM15h9SgExgzEb6bmJfPuBKzhtxRx++PB1TJiagThqKfjZW1s1t0ft3ntIUkIUy84oIiM9jmf+u+5wwoxDTMxPJiYmnI9Wlx5+r6XvRC+9o3E6IbpjMt1Rm6mL3kR0XCx9joFPeLu0U63bCbNg4ZwIEu35NJdHY3WqX52ndPbMYsOaXDZ+5juHJr1Bx7cfvJLwCBOfvrkNm9XOzXdfSFj4gJtfZEw4v/rPV+lo7WbDR7spnJVD9sRUAKbNy+cvb92JzWrn/RfX89gDr/PwPS+y+PxZmMza/b7VX46HnLJwEuedXYxer2N7STV79jXQ02NBpxOEhxm57aZTWbN23zHPOFzWFpCAwGgEm03S1WyCqIErXY4OF/dDn7N34ANgMszIblG+OR7gkKncclE2Pd2+PfW4+hvLWHbpfAAWn3digdRDxCZEcdbgfcdjNBk4/5pFnL5yLls/36up4EGJ3mPi44441/zfg1dRVd3Kr377Jrdcv5SJ+cmYzAaqmxuZf0cPO/4WR2ysmSlzjNiTjPS062lvkcQnC5wTt2PWhWOV/fQ7+un24AguzWTC7Nzri29v3FJWOsvnU/qCGdlccstpmrUXHmlm4dnK9z7oyM5K4G9/uO6Y92aeksAnu5qZ/eVoWrLXcTgOLxFME6EHwDkwco+Gs+PCcZ2wSzEUDXVmfD01+tYDVxAeGfxekmojzwdMii7g61O/QUu2b5wrpoWpPHieMu/kChKSffvnrtOw9qEvUaL3EQ7pm7VjuNAR43Qd368YmvCwZiJjfPfnrtMJn0TE+QIleh+wq6OEP+z9jU/aPj0+GsHoatyFMp99Mpeqct+lLbvgS4t85iuvNWpNryEvV/+XbnsXm9s2+ayP+RE9Pmt7PNJvm8ya1VN5+Oe+Xc+Hu+GAFSwo0WtAi6WZGGMseZETeKT8Tz7sSZIqStUengf84KvT2LfLt8U/wiPNnHGRy6rQQYkSvQa8WP0cuzp3Eq4P92k/86Nj0Em1iecJSSmCfb6JWznSR1osuaOMwAwEak2vARekr8TmtNJqbfFpP71OJ06hXcqtUMBk9v2OemSMbz/stUaJXgOyIrK5Lu8mn/ezs6eHnzdMo1s3tKeX4liSRhiAhV7n9WqpdEsF7zy31stW/IcSvUbMipvjl37qrVa+XxnOTscypPr1jciXb9uAeYhNdQlMOL+Yggtnei186dLVOjhRa3qNaLH4b60tEfyprpvT45ZxefRmtc4fBqOuim/cM5vf3Xvi7n3O7Bx2DFYimrViFmWvbWXKhTMRTokcjHRzdPZh7bZQubliMFrCNdX7x87vQIleI/ocw0fS+YKP2jvZ3VvE99PaiHRu93v/YwX9EH/lhsx42D8g+q376pl14Uy67Q72VjQfc5/RqCd+ySQMBj3GilYa9zcRlxZL0qQUjHER9EnJZ5WN9Pztf3zn9rN8/e14jRK9Rvh6E28oBqb7kfwg6zRy+TggNgQzTuJ44uEjX0ug4MKZOOHwKH+IreUNLl1pbTYHjS3dAKTlxGNOiaKus4+61i5oPVKyrK2zjxuuWURcbIQvvhXNUItCDfi06WMeP/BowPp3Ag9U97PRdo5a5x+HjnYef/lDfv+UhYJiI1MumMG28oYTBH+IkTIe1zd20u6iihFAR2cfW3dUeW2zr1F/IRqwr3sPMuAeM4LHGjpZbTkbuy6Ldt3YcRbxNYJuCie/z0/+WMWWA77JO3eI6to2n7avBUr0GlDRO3IVHH/xbFMH36vK4a8NUVh0kwNtTlDx/topPu/jiac/54+P/O+EIqbBhBK9BjT1u54qBgqLlFRaLNxVlUwNSwNtTtDg8EOpAJvdwcuvb+b27/6bz9cGZ6ITJXoNiDZqVKBOYyxS8otqG1Wc6lU7druBrq54jawKHMsW+k+E5QeauO+BVTz70jocjuDKa6ZE7wafNa/m6Yonh7x+Ttr5nJK0FJMuiGocH8UBSzj9utFPbb9Ys4xrzj+VzZuP/fD43/srKC11nectGEmMXMeVy21+689ud/LI45/wz/985rc+3UEd2bnBwZ79fNa8mnPTLiDRfKLv+7z4BZR27iLemECDpT4AFg7PM00dPEM85yecy4WRXyCk68SbQ7G7JBWno5WH7kkld/JNGA2C9GzJuy+1YA7P5ZFna0lKqvGR9drylYtfQHA5z71h9FufH36ym1u/vOSY1NaBRI30brAs9VyiDdG8UvOCy4w40cYYliafzpQY35QW1oq3Wjt4oHE2vTr3q6Fu27aY154e2JHu7uhn58Zmtq5t4u0XmnE6JX09Vr7x5cWUlc31ldmaIujltov/zW/vbkav8/20OyY6jF/ee3HQCB6U6N0iNSyN05LPYH3rWl6vfcXlPbV9NXTZu1xeCyYqLRa+XxnDXnkmI1VplRL+/GD+iH7lXe19/OL7BWzduoT+ftcRZ1LC3j1zOL4pm9VMadm8E973JQIncye9yst/3kKu64IzmjF5QioT81N824mHqOm9mxwS9FDutjs6ttFt7/anSaPGAfyuppeC8NO5I3HNkOm37DYzkdHu/Ym0Nfdwz9fiKZ5/NYvP7OSCC19EiIFCHm+/eSmvPB1BXWUHM06aTfEcC1aLjt3bDezZ0Y7VYuehvy9kevEXGn6XIxNj3sLjP6/kby8u58W3fTPdnzY1wyfteoMSvZtEG6IB6LJ1urwukbRam11eC1b29PXxk/oFrEwMp8hcRZisRMiBD67+vkge+OlV7C3xLJBkx4ZmdmyASYXzyEg/wK9/fhFb1jQBA/sI29c1sX3dic+983qR30UPoKOFr132FAtmrOSuhxLRqkZ9XGwEP/7+cmbPyNGkPS1R03s3mRM/H6POxL7uvS7X9TkRuaSFpQfAMu9otNv4R0Mnd1TGctA5sBPf3R3HfXddycZPRx859sw/Z3LHrecNCn5kPnuvja7OI9lkpYTGxhxaWnw/Ugok8wte5eF7tfHWi4o085ffXMP82XkY3Ch46m+Cz6IgJT08gyVJp9Jua+Oh3b+gtHP3MdenxBQxKaogQNZpQ1l/GE2dM/nRdy5i5ybvZi2bPmuivsr1rMgVNqud5/6zgva2FJ5+8jquW3k1N140iz8+dJ5XdnjC9Lw3WDzf+809k9FAZkbw+jUo0XvAstRzMevCONh7gH8deBSnPPYPZHPbxgBZpg2vtrTzYFUGNqEPSP+vPdvODRcv5pm/d9DWPJD1d9NnTezdO9sv/Qskd3y5xOt2Wtt7eOn1zRpY5BtGFL0Q4nEhRKMQ4oSfhhDiTiGEFMJ14jYhRJwQ4kUhRKkQYrcQYqEWRgeKRHMS3yv8ISclLKLN1kp595FClfmRE/ly3s0BtE4bemLbcd67iymL/b8B5XQ4sbnwWX/5Od9kJbLJHPbUnotNHll3J0Ss57LzvPeb/8cTq4M2m447I/0TwLnHvymEyAaWAZXDPPtH4B0p5RRgJrB7mHvHBHmR+dw84SvcmHcrj5T/ib1dZQAc6C7n93seDLB12iB0YL64jdTc4JiifvFBG23tuZq3+8enz+Qr92ax/PZl7KhYfvj9q8/3Pn1uZKSJg5WBybEwEiPu3kspVwsh8lxc+j/gLmCVq+eEEDHAUuCGwXasgO8Kg/sYKSXv1L9Bk6WRRksjjf31dNk7+U3Zr1iWei4XZV7KD6bcy9/L/0y7LfjDK0eiNbsS04OC+euKKflHK309Fp/2l5KVgH1CPAadIMZgwOSQYHdiNxvY19FFTWcx8XHaRjO2dgyMeVab4Fs/T+PJX59BTuKHhBm9P3ptae3BaAjO1fOojuyEECuAGinltmE8jSYATcC/hBAzgU3At6WUY6JES6+9F6POyIbWtZR07KDZ2sTBnv0u713d9BEbWtfSbmv3r5G+Ri+pX7SdvKlJNP40lpY69zfmPCF/ehYHw6C7bWix7dgXz3SNT7/Cw47NenfXr/P50Vcv5PGXtHGm2VlWh9AJMtODY8Z0CI9FL4SIAO4Bznaj7TnAN6WU64QQfwR+CNw7RLu3AbcB5OQE7myzob+eR8r/RGN/AwadkT7HyOWkLU4LFqdvR8JA0h3fTO7X42j5sfZtT108iS2dXThG+PHZ7Nq7sRr0x665G5oF374/VbP2f/W7N4mPi+CPD15NbnaiZu16y2jmHxOBfGCbEOIgkAVsFkIcn2G8GqiWUh5yxXiRgQ8Bl0gpH5VSzpNSzktOTh6FWdqwt6uMmr5qbNLmluDHEhMjJ7Ei4xLOTDmbjPAsj55tKtjHjOXZmtoz5cypbOzowuHGfldeuvaJRz9Z59vp94I5+Tz28PVBJXgYxUgvpdwBHJ7/DAp/npSy+bj76oUQVUKIQillGXAm4OMCQ96TEZ6FQLid/kog0AndCQ47OqHHKR3EGuMwCAMWp4UIfQSNlqETbsQYY1mZcQkF0VNos7ZS3VfFu/Vv0eHBssGoM3F97k3Mjp9Hk6WBVTWvUNtfw20TvkakIZLq3irSwzO4Ivsaehw9bGpdz+rmj6lyI/tP/yV7ifo0noS0WCrLRh9NaDDqyTu1gE0NrW4/M22C9rnnTEaw+HCXadKEFJISo33XwSgZUfRCiGeB04AkIUQ18BMp5T+HuDcDeExKef7gW98EnhZCmID9wI2aWO1DJkRN5KTEhaxtWXPM+3kR+UQaorA6LUyKKiTZnExmeBZZEdn0OfrosfcQY4w9fL9AYHVaiDXGYXVaabI0YnVa6XF045AODMJAn6OPfkcfEYZIog3RWBwW9veU80zlUwgE1+beQLQhhn8eeMRt+6/Pu5mZsbPZ2LqO/T3lFEQXcl76ct6rf4t1rUfcXGONccyNn89ZqeewKGkJL1f/lw8b3x/2w64vqouZPyvgvcf6mXpGIZFWJ7s/8ywxhclsIGnRBLZ5IHidTpIQqf14kZ4KXa63aTQhMyPOd417gQjGs8R58+bJjRsD5+hS01dNScd2IvQRZIRnkhmeTZh++NrjzZYmXqp+nt2du0gJS6Xb3kWLpRmd0OGUzmPEZNKZOCftfPIjJ9JubaO0azeb2zZil8cmeAjXR3D31Pt4p+4N1rSMnIjh0qwrWZBwMr8p/RXNVvfcX8N0Ydw64WsUx82kob+eJw/+k33de4a8P7VyPp88eWSqnZ8QTXy/g7J1B0bsKzI6jOQFeexs9Ox04/STnPzkJpfjjFfc98hNfLrBd1P8hPhIXnjy9oC44gohNkkpXWZHVQE3LsgMzyLTgzXvnq5SHt77O6zOgbni0bv8rvz0rU4rr9e+OmK7fY5e/rT399xZeDdWp5WNbeuHvPfCjIs4O/U8Ht77O7cFD9Dv7OdP+37PnPj5zIqbTXHsjCFFn6BPYuOrx86HD7R2YYmNJC03kfqKE8+lw6PM5M7IoitMz96mdho9FDzA8lNHPu+W6Ni2fzn/fTuJ+cX9GA2S/KxO0hJbiImoxSBqEBz7u0iIc+JLp9TWth66uvqIj4v0WR+jQYleA3odvSe45C5IWEi4PoxPmj7yqu0mSyPPVz3NjXm3kRaWzvrWtcfsC0QbYrg65zrmJSzg/fp32Nm5Y1T9bG7bwOa2DcPeE1aXS0/HidvstR09RCaHUZRbwK7Ve4iOiyBrWgY9YXr2NHXQ3NUNXTC6CDbJjAmuXVolApszn7rWfF79IJtX3xv4c/5i86FiE5FAOjCdqAjJ1SssnHnSQSLDOokybScz1Y6vJVBT265EPx6ZFTeHv879J5W9Fdy/6z4A7NLGpKgZXoseBnz6s8JzOC/9Qs5PX8Hmtg3U9deSEpbG7Li5mHQm3q57g1drXvS6r6FI1qez+omhz9V6LHY2WDrIXjKRmo5u6ju7QINj/TNPdiJw0tS9iKSo9VS1LKWxNYYNO2L53xoDrW3ufZB09wr+8VwY/3huCimJkud+vY/ighbAt1k0Nm2rYHqRjzN1eIgSvYZEGaIOv97Rvo3z01do1vZrtS/zUeP/WJFxMUuTT0cIgc1pY23L56xt+Zy9w6zDvcUgDNS8nInd4jrZxtFUtWubSGR/lY5zv3Eud93UhdORw0N/jxr5oRFobBH85JGr2LnPtymsLl4+m+uvXuTTPkaDEr2GNPYPxGPnRuRzXvpyPm78QNP2u+ydPF35JKVdu5gRO4tPmz8ZdtNNKyK2zqFke2B8Fg7UDAjzi+25fPyZ+zv+I+HLDTyAiHAT110ZnPFlSvQaYXVaeb7qPwCclXo2HzS8S7utnWWp5/J+wzua9rWpbQObRlh/a0V2XzHvvxZ4J6WG5uFPT4KNs06bSmKC97MSXxCcEQFjkE2t66npq2Zi5CTmJZyEE8l3C35Ip60Dg/BfumUtyRD5rP5rcGRx7bf6L1+9FkRHu04QGgwo0WtEXX8tMHC2rhd67iq8h8+aP2FD23q+Nfl7zIkfO0UhDrH3hQQsvcFRnaWvf2wFaMZEBe/MRIleIw6d0S/PuAiAt+pe5826VZyftpzsiByaLY2khwVfZtShyOkrpmp38AQRdfeMLdHX1LcH2oQhUaLXCIMwIhBMiBrwsltV+xJToos4PeUsHtj9Mwqjp7I4ybuacv4iS07igz8Ej6dmdFQYPb0jnxwEE6s/30Nvb/B8aB6NEr0G1PRV817DW+RG5AEQZ4rn9onf4jsF30cCCxMXk2hK4oXqZ7ko8zKmxRSTFZ7D9UGYXitSH8Xav0TgCKJKyxlJMUwvDK6z7pFo7+iluq490Ga4RIleAw6lzJqfcPLh92bHz0UndMQYYzg95Uw2t23k/PQLsTgs7Oos4cb8W9jZ4X0SRq2JcSbR3RYc63iACTlJ7NnXwI6S6kCb4jEmY3AejinRe4mUko8a/wcwZC27CEMkd065G4Mw8Hb961yRfQ3ZEbkEUXkzAEw6M3XrUpg6I5OoSHOgzcFk1NPTNbam9YdISowiKzO4MuYcIjg/isYQW9o3UddfS3pYxoiJKc5Lv5BpMcXkR00EBqb9G1pdlHsJAGG6cLo/m0HJpn6gnrhYM9NyM9i5qzZgNtntDpKTY2hsCv4agYcwmw2cc8Y0zl82IygLXYASvde8Xfc6KzIu4YyUs9CPkC9eL/SHBQ8wPXYGV+dcxwtVz50QVutPInSRtHw4jbIdR0bV9l4Lm3obKJiSgqPDSk0A1qdms5HW1rFRHxAG4udvv+l0liycHGhThiU4P4rGCF22Tqr7qjg77TwiDKOLpDo95SzuL36I4tiZGlvnHlH6aBrenUbZDtc7zXvqWzjY38X0WVmEh/nXyWhyXgp19R1+7XO0XHHxPP75pxuCXvCgRO8VrdYWxOB/3pBgSuS2CV9nclShRpa5R5ZzKrufnkx56fBHSw4JGw/WYUgOZ9IE/5Vdrm8eG4K/4ZpFfP2WMwgPMwXaFLdQoveC8p59zIqbi1Hn/Qho1pv5buEPuDn/K+RHThz5AS8x6cxgNSH07n9gNXX1UNLSzPSZ2ej9sF5tbO4OuqSSRxMVaeZff7mRG7+0ONCmeIRKl+UFXbYuTDoTZr22O902p42HSn9BpRvJKkeDURixb5jDli9GvzM+KTWBjpouurp9s7uemRZHfHQ4pXvqcTiC5wjxaO769rlccPaMQJvhkuHSZamR3guijdGaCx7AqDNyU/5XNG8XBhJ2im1zvRI8wL6GVozJYaQkaZvtNT42guKCDOpq2ti5uzZoBX/qKYWcv6w40GaMCiX6ICUjPJMp0UWatikQxFUuYP0n2uSQr23ros1gJz/XZf1St0lNimbapHSKCzLo77ZSsquGIJyAHmbJwsncd9dyhqnuFNQo0QcxC5O0WysKBNHlC/holbbT8a5+K+U9HUydku7xs0aDjllTs2hr7mFXaS0lu2rotwR3CO2ppxTy0x+uwGAITDlvLVDn9EFMfuQEzdpKqJ3PB2/5Zv1ttTvZWt/AvJnZ7Nh2bFGKmOgwMjMT0Jt1NPf209jZTbjRQFpsFNEmE3aHk/zpaegQyD47ZV4U0fA1Zyydwj13Lg9apxt3UaIPYlLMqaSa02iweCeEtNZ5vPOSbyO+JIINFbWk5MaQEBmOALr6bVS3tNNYf2xVn16LjZZu10uMGbMyaTrQRntH4LP1HM3SRQXjQvCgpvdBjU7ouH3SNwnXR4x88xBk9s7inaf9F4ve2NFDaW0zu2ubqW7twNMAg+3VDbRHOCmelU14ePCce4eHG8eF4EGJPujJCM9iySjj8LP6Z/LmP52MLt984Oiz2VlfXUdPLOQVpzF9VjbRAc5Es2ZdOXb7iYVLxiJK9GOA+bEL3d7N1tkHRscsWcib/zy2/vpYw2J3sruumQ3VdXTFwPQZnlXa1ZKu7n627xx74b2uUKIfA6SYMkhsnjbk9bjmQhIq5yLfOp2w9aeQRh7v/j0M6Ry7gj+ePqudDbX1TJ6Z4RdvQFd8tnZfQPrVGiX6MUB4mBFzTf4J70sJCQfns/f1RFY/Z2NnSQubvmij6c2p2IL75GvUbK9pZGJxOpEBiPf/fN0+gtGD1VPU7v0Yoayki/RJafRE1aO3m4htLKJ3XwKr1zYDR3bmHQ7nMMWmxwfbqhvQRwpycpJICAun7mArbW09Pu+3vqGDiqpW8nKCNx7AHZToxwizpmZRuU5HRMRUSjZ20dtnBZpd3ru7rJ6YuDA6e8Zm1hl3cDglB5raOUA7OSmx6Dp6cTp9/3G3Zt2+MS96Nb0Pclo7evl8835qGjrYuqmF9Z+2DAp+aGx2BxnxMX6yMPBUt3T4Ldb/s7V7/dKPL1EjfZDicDr5879X89+3No3KD73POrbyxHtDUUYK5dv9k9ZrV1ktrW09JMQHV/lpT1CiDzJ6+qz84NevUtfYQV3T6Gs9J0VFUtHYrp1hQUqYQU9nrf9y6EkJa9bvY/k5gcl0pAVqeh9kfLxuD5t3VnkleIDaunYSY0bvyTdWmJaeQlOzfxNnbtrqmzwH/kKJPsgwm7SZfDW1dpMVO/7X9b2t/vfRH8tTe1CiDzoWz51IdKQ2Lqf7K5spzksbt7/kRIMe6xsbmBOmZ2JMGBNjwpgdaWR6ZxfTYsz4Kig/JyvBJ+36C7WmDzLCzEaWzp/Imx/v9Lqtvn4bu3fXkRIfRUZGLCVVDVht48N/HCATPRXVLTRXt7i8njMhlcQpmTj6rJSEhaNVDp5Vb20lPTWO+XPyxmQijfE6CIxpFs7RLo4eoLmtm+07a4iw65k7YWzVhBuO/dJO0fI5JGS6Hnnr9zew863NlH5UwtT2Dgo0Gv3LDzTx/fte4O6fv0xnlzZZiPyJEn0QYvJRVpbuXgvbdlYzd0Im0UEUtjpauh1Ovog3c+CMQoqWzxn23r1f7OHg858xOVa7aL0v1pdz/2/f1Kw9f6FEH4Q0NHu3cz8S23ZWMyllbHuVHU28QU9PTZtb90ZbbBg0nJEnJUZp15ifUKIPQqYVZKDX+XatOI4C8Ih9u4SKLQfcurfk1XVkRmkXrFMwMVWztvyFEn0QMmVCKrdedYpP+2jtCa50VKNFJ6HLg3p3uT+6AOPMFAoX52rSv7eZgAOBEn2QMr9Ymz/KoYgzhfnsSMuX6JEstIJZCJCSk9ot2K12t55NmJpOtd3K5qp6uhzexx6fNG+CX8t8aYU6sgtSpk5MIy8zgYM1rT5pf/e+evJyEzjY6N5aOFhINRrZ9e9PmXXNKRw0G9n1xlq3nstePpPyyQl0dg6E4EYZhg7QiYwxkzUzjYPtHeTGxaIb/Gy0dljZv6MOAJPJwLe/eiaREf6P6/cWJfogJjY63Kft91rHXqaNWpudSTefir2sgbzcREpHuF8Ck79+BuudFpx9R/IONPf3MWVRLtLhpLu5F3uSEaNehxCC8sZW6ioHAniaOo/E6euEICs5CkuXhZ/dvZLM9HgffIe+R4k+SHE6Jc0+TAwRHxNBY1uXx9lqg4F9VivT23vY99nwkjdEmsm4Yxlrm0+cLR1sbOMgR81y3Mgy7pSSpLRo7v35lWM6pl6JPsiQUvK3Zz7l8037qWlo91k/ff1W5hRksaW8GjkGk2eaY4afBUXnJyOumcdmF4L3hvlz88e04EFt5AUdNQ3t/GfVBg4M4VqqFf1WO9tLqpmRnc6c/AwyE8dWcM6mCQlk37SU6IQTz8kzzyyi49IZ7G/Rvr792opq6lp960fha5Tog4zq+na/9rdzTx3bd9UQGTbGNqSEoMRmI+ziuRiOikzMOG0KJYUJtA5RQcdbtu2v49JfPMXLn+3wSfv+QE3vg4y4EIiB15J9VivFX1qEOdZMVbiONgTG7l4cTt+VuO6z2PjFM/+jorGNb1+0BJ2PHam0Ro30QUZndx9hZv9/Fo+xv9tj2GG30ZsWQ3VbF1VtnfTb3Du395an/reJe598Z8ylxVYjfZDxwltb6Lf454/2aMKM/kksqQV5WQnExIRjtzvo77cTHmFkb71v90CG4q0NpUzPS+Pq02cHpP/RoEQfZNx42cl8vnm/2/cbjXrychIJizHRj4Mwqaevw8K+A00e9asfQ0d3TdZ+9lYcddwWGL0f5o+vfkpRbiozJ2QE1hA3UaIPMhyOY9eiBr2OxIQoYmPCMIUbwSiwCSedNivN/b209vbRammGozUuJbMnJLNvv/vCb2ruGnDLdUP8ga6QlxgTQXtP8MSxW2wOvvLHF3no5gs4dcbEQJszIkr0QUaPw07h7Ay6HTZa+npp6u2lTXSDpfvoQjZHcCVSIdDFejZdr23oID8/gab2HvosVhwulqnpKbEkJ0chJezYVeNR+1qRnRFPu4925r3BYnPw3b+/zi9vPI9z5xUG2pxhUaIPMgpzUjjQ30lL12AU3Cin3TtaGgkXAqcHm0zdrf3Yum1MmZRKmNFAV2c/0TFh2BwOTHo96xvrqDzYSUyEmfBwI319/nXjjY0Op6a3G4ufNuo8xSklv3j6fU6fORGzMXilFbyWhShGg46OXu/LUSVHRNIpPXNOaesY+KApK3PtkzpjbiZbKuro7LUwb1Im23b4r3SzBHJzEtl0MDAzDHfptdiwO5yYg3hfVB3ZBRl7apuxO7w7YzYIQXS79qvulsrOw8k9tlfWE+XHyrGzpmdRUtPgt/5GS4TZSGRYcKciU6IPMrr7XS3cPaepRfsCEE1NXczISQOgMDOZ7h5tbHUHCUE7rT8agz74JRX8FoYYJxfkeF180i4lyYnRGll0LE0HO9DrdOyrb2Gin7LG5GUlBPa4YAjyUxNYOj3/mPc6ey2UVXt2XOpvlOiDDKcTatu8D+iIjtEu6+vRtDR3MyMnjT6LjYquTr9M8WPjIti0P7jW8joh+NVN5/GH21fylfNPPmaEv/qB//CVP77I0x9uprvPf7Mhd1EbeeMUY7jvfrVNB9owGHT0WWwUTchkuw839CRQ0drus/Y9IdxsZNaEDM6aM5llcwqIDh/4wPvq8oWcNWcyf1r1Oat37EdKWF9WxfqyKqIjzKw4eVqALT8WJfrxig+nwy0tPcycl8Wmg7VsPVhLWmI0jT7YQwCYMimVkrpGn7TtCUum5/PLG84lOsL1DGpSRhJ/vH0l/129jb++voaLFk5jxcJp5KQEX3YdJfogw2jQkRYXTX27dyKy63wbBFK7rxVTuB6rzUFCSiQNLV2afs5IYHphOmWNzRq2Ojpm5Kfz4E3nE+HGrvwVS2dy+ZIZQV3uSq3pgwy9TkdKbBThJu8Oemt63U8LPRra23uZkTmwk7+jsoEZxZno9N7/oUtgQm4ShVPS2FpdT5+bmW59yTdXnuKW4A8RzIIHJfqg5G+3XcQz37nKqzYyI3xfeaWyrJHwwQQWm/fXkpUW51V7Welx5E1Koqy5hZ1VwXEmv6goj7mTswJthqYo0QcZTqfk9Q27eerjzaNuI9ygp26fb1JnH01Xl4VpGUcqvJijTSTFR6L3cMQ3m/TMKM6isruTfXUBDpk7joKspKAfuT1FremDDJvDwUOrPvaqDkVxQgq7/eSuenB3IxFxRnotNnZVDWy4TUyNo7LWvXz6hZNSaejtCbojuUOMp9Leh1AjfZBhNhp48Evn8aNLTufCeVMx6vWkxnk2VTfY/Tcy9fRYKEo7tspLfMLIKb/iY8OZUpROSV0jTR2+S/XtLblBuPvuLWqkDzJsDgdxkeEsmZrPVafM5O6LTyfMZOA7/3qd1bvcK9Ionf5N37R/Vz1RSSa6+6wAbDxQy5zpmQDYLQ56eq1UHqrUI2BGUSa765porHAj2XwAiQo3c9acyYE2Q3OU6IOMnz7/Pq9t3E2Y0cAFc6Zw10WnYdTr6fdkF9soGCz15hf6+mxMT0llQ0Xt4fc2HzjyemZeOqnWaIwGPSJCz6aDta6aCTomZyaRED3+EpUq0QcRNa0dvLZxNwD9NjsvrSth/b4qJqUnsfmA+2veL5pqWTgri5It/gt93VdST0xqGJ0uwoK3HawjIyGGyvZOHJ1jJ4nk6TODPwvOaFBr+iDir++eWIyxqqWDj0rKPQ63tXHi/eFhvgvy7rfYKUxKGPJ6bWsnDj8vOwBS4qKYnOF5YJBeJyjKGXu1591BiT5I2FPbzBuDo7wW7O08dvc8ItxEX4aezBnJ5M5MJSZK+4Ccsh11xEf5tuimJxTnpbHqpzciRpHf+7IlM8fd+fwh1PQ+CJBScv9LH3iU2mokcqNjOcBALrmiqRls7WnEYrVT2jpwDj5rUir9Oxs1PZKy2RwUxMezMcA57AqykvnlDecyMT0RIQStnZ6fDly+dIYPLAsO1EgfBKzfV8WWA9puboXr9BgN+oFMN+E6LMdVfNna3MDE4jRio7Ud8ct21JIUwCo9U7NT+OcdlzMp44hTze0XLiLMzZx1OiGYOSGdCWlDL1XGOmqkDzBSSh5+83PN213XWEf6pCgKIuOxWe0YdTrmJqUhJNiFxOgQlO2o09z5xG53UhgTS3Nnr6btukNKXBR/uH0lUeHHxvhfckox582fwt9e/4IXP9tOn+VIQs+FU3PZW9NEfFQEp86YwPKTi8hKih13XnhHo0QfYHosVspqfZNppa2vj/IaGx1dfUQb9eys9N1u/vRpA4UeHHYnwj4gwMZ23wb9HM85cwtJGcKRKdxk5LuXLuVrFy7ivc1lvLluNwVZyXxr5WIMet24FvnxKNEHmKgwMw9dez53P/MOfVZtU0rPTkilpGJA6DYNR/SIMCO9/TYm5iXT328jPj2KDc112I/ak5iTneFX0QsB1545Z8T7wkwGVpw8LegSW/gTJfog4MwZk3gr/0be3bKHVRt3sbva+6QRceYw9u/WLlItMz2O2PQo9ne10dDbS3FSKltbmkAvoenE9F7bqmvJSIgmPiYCs9lAdX27T91t5xdkDznKK45FBGPFzXnz5smNGzcG2oyAUdfWSUllAy+vK+Gz0oOjauOk5HT2bK/zOp02QEZqLDUR/XTbPJuJ6OCwt4BBCGZkpVHX2Km5+IWAZ+++lsKsZE3bHcsIITZJKee5uqZG+iAkPT6G9PgYls2czOb9NWwsr6a9t5+PS8qpanGvgMW6pjoWTctgT2k9Fg9ceFOSoklJjaFR9JNsCkf2OSm3d9A9imo2R3/c2KVkc1UdCRFhZCXFUt3sWSGO4Ti1eKISvAeMKHohxOPAcqBRSjn9uGt3Ar8BkqWUJ+Q1EkIcBLoAB2Af6pNH4RqLzU5Xn4UIs5HYiDB+fNmZtPf2sX5vFS+tLRnx+TWttZw8OY2dO48cB5qMegqL0uls7aWiaiAIJjMtjvj0ganx9rYmyjvqACjHvfBYT2jt7cdqdjJjYjo79tdpEh+wclHors9Hgzsj/RPAn4Gnjn5TCJENLAMqR3j+dFcfCIqRefCVj3lx7Y5j3ls2YxL3X30u723dS5cbhTGc9iPj7aT8ZBrMFta01GLW6Zg7OwuHkFT2dFLa5L8gmG6Llc01deSkx2J26jlQP/qEH/FR4SydPkFD68Y/I4peSrlaCJHn4tL/AXcBq7Q2SjHAjspjQ0/DTQaWzSzgsQ/WuyV4gFajjcy0OCLSw9ncWA+2gaMpi9PJGj8K3RWVrR3Mz80ELyJsV5xchG4UbrahzKg88oQQK4AaKeW2EW6VwHtCiE1CiNtGaPM2IcRGIcTGpqbgrhDiLwqPChRJi4vmTzev5LzZhSd8GAzHvvY2Sg2dbG5qGHUFXF/irevxykXTR75JcQweb+QJISKAe4Cz3bj9FCllrRAiBXhfCFEqpVzt6kYp5aPAozCwe++pXeMNh9PJxzv3H/76wWvPZe6EgQAQrc/zA0m/F/XposJMHmcVUoxupJ8I5APbBjfqsoDNQoi042+UUtYO/r8ReAVYMHpTQwu9TkdR9kBo52nTJhwWfHNXDzuCPOOMJzgZ/ef74un5HqWmVgzg8UgvpdwBHE6KNij8ecdv1gkhIgGdlLJr8PXZwM+9Mze0+P31y3l5XQkXzT+yO/3ulj2aRuMFGpsXfgTF+ekaWhI6jDjSCyGeBb4ACoUQ1UKIm4e5N0MI8dbgl6nAZ0KIbcB64E0p5TtaGB0qRIebuf60ucRGHomE+2hneQAt0p7m7tEH5pxUmK2hJaGDO7v3V49wPe+o17XA+YOv9wMzvbQvJOnrtRAecWI12O0VdazbWxUAi3xHd/+J6bXcYXJmEhPSEzW2JjRQHnlBxJZ15Xzx4W5aW7r58W+PrXBjczj4wxufBcgy32F3SmLDTPT0Wz16LjrcHFKRcVqiRB8kHNzbwL1f+zennz+D/MkDG3hOp+Sz0gPUtXXx6vqdlARJqSctETCq+IDxmKXWXyjRBwnPPPoxdruDKcVZXHDFAqSU3Pf8e6zasCvQpvmUzPhY6us898OfqKb2o0alywoCqg8288VHA0kxP/3fTgBqGtv5qGR8bdq5IjU6clTPhZt9l9l3vKNEH2Acdge//tGLh5NcXHjlSQCYnIKk1a0sSkzFZNAH0kSfIkZ5Yjctd3ymp/YHSvQBZtWz69izc6CQxZyFkzj51EIAXvnPF1g6LVT8dzdTDngfEx+stI8yc65a048eJfoA0tney7P/+BiArLwk7v39VegNenq6+nntuSOFL3pbepmYFE+4yUBuQmyArPUNDW2jS6nV1edewJHiRJToA8jL//6cro4+8gtS+fFvrzp8Nl+2swbHUSGxfS199D1fTub6LuwvHGB2aspQTY4p9GL0paCzk+O0NSaEUKIPEFJK3lu1BYAf//Zq8gaP6aSUPPHw+yfcLxgQP4Bjw/iIQkyPi8Hh9HzpotcJosNPdF5SuIcSfYB479XNtDZ18Y17LiQz98jx0yv/+eLwGn8ouhu6WSjiiDKP7WCT9KjoUT1nMhpUDL0XKNEHgM72Xv7ywBssPquI8y87kkHs7Zc28uhv3x7xeUunhcr/7Wd6dLwvzfQ51Y3to3ouLzUevU796Y4W5ZwTAKJjw/n+Ly/l5NOmoNPpkFLy8r/X8Njv3/WoHVndA9rXofQbox2tTyrM0diS0EKJPgAIIViybCDji5SSR379FqueObFMtTuYDHqsdm1LU/kLwehEX6TO6L1CzZECiNVi4+FfvDZqweujjESHjeENrVEuyzMSY7S1I8RQog8QdpuDX37/ed5+afRFPSreLce8qpri1LGZ8300ms9JiSM9QYneG5ToA4DVYuN3973Muk/KvG5LAK3PlDG7wcCM1GRix9RRlueyv/CkIuWN5yVK9H6mo62Hr172Zz56a7um7TaWNNLyTBnTjWNnFPQ0HD463Mwp0/J8YksooUTvZ2LjIymcnuWz9jt3NGEYp8dZC4tymZqjNvG8Re3e+4mt6/ajN+gICzdycJ/vkmG07mvlpGmFrOlp0qRklC/xNPPN4mn5PrIktFCi9wNNDR388LZ/+a2/g6vKmHvNVDY2jJ9MO5mJMSwtVuWrtGB8zgODjIp93teb95TmV/dRlJI08o1jhCXFE47JCqwYPUr0fiB3YgqX3bCYtEz/uc3aem2wpjGoE3B4MrlfODXXZ3aEGkr0fiA5LZapM7Kpr9G+9PNwdFS0U1QVvIEp+ZHRpMcPBN3EHTWKJ0RFEBsRhm5wzZ+dHKvW8xqi1vQ+pqujl/de3cLjD78XaFOCjrat9Th2N5EVYcTW28bk9Ghi8+Opeq8SI5CUGkXKSZksnDFBRdVpiBK9j/nPIx+N2s1WC4Q+iMWiG5ji23oHCnJ21nXRWdd1+HJ3Qzfdr5Xx/evOCpCB4xM1vfcx7S2jSwelFbYuz4pI+BN3Am6iYsKJiQ33gzWhgxK9jymeF9i1aHhKELusujEJueiak0lMGTtehmMBJXofc94lc5l98sSA9W/KCOL67W4458QnBbH9YxQleh+jN+i55LpFgTPAGrzps0fSvNGo56zls/xiSyihRO8HTAGsxnLgrb1BfFY/vOoLi7Mwh6lKNlqjRO8HCqZlEBYeuCSWSVFBuq4fYaSfszBwy6LxjBK9HwiPMHP6+TMC0rfeqMPpDM7Im5Gm9/MWTfaPISGGEr2fuPrWU4lLGF2xRm/QG/V0WoKzGsxwUXZ6g+5wLQCFtijR+4mU9Dhu+vbZfu/X1mcnM2Z0+eV9jXOYuvSJydGYTMp3zBco0fuRxcum+f0IKntJLknSyClhiUxIDJ48+Scnp1G/fejQX0u/zY/WhBbqo9SP9PVa/f7HXLX64DFfF6REkjQ7jaZ4wd6mVr/acojZqSlUPrt72H28+acU+M2eUEON9H7kwJ56ersDu77uaeyh4t1yklsDs7mXHhuN3N46ojPepKnpfrEnFFGi9yNJqcHjTlr7WSXTApBkI7/XSNPOkQtwnnvJXD9YE5oo0fuR3p7g2UU/lGSjIDnBb33GR4TRsHb44pwA5jBjQP0axjtK9CFMe0U7yRb/eOtNSIwnd7+d/o7+Ee+Njff/0WYooTby/EhicvBM7w+xX/QRZjQwOzaRdp2D3Y3NPunH8HE9TU29I963YEnBMZV8FdqjRno/0trcNfJNfiZ+QwfZG7upfH43CV2+29xLXpTt1n25E1M4+dQpPrNDoUTvV1LS44gOsoQQHVUd9DYPjMDWaN9N/Jzd6tw9WFCi9yOJydHc93/XBNqMIal9djdzW31TC2+LoYukKWOz0OZ4Q4nezxTPzWP5lQsCbcaQmBN9MxPpt9kxx42l4prjFyX6AHDuxcF7Bl2/voZwjX3e9TrBvNRUatZWj3ivDPZaXOMAJfoAMHFKOjPnB2ced0unhYJ47c7uI8xG5nSG0/rGfs3aVHiHEn0AEEJwylnTAm2GS2KzYylvb/e6HSEgNSaKaS0matfXYAnirLyhhhJ9gDjj/BlERAbfGjd+ThrdFu8EqhOChXGp6F+tonb9yFP6o1Gze9+jRB8gomLC+eFDV1A0KyfQphxDZ0mTO0lqh2RqShIzavVUvFTqUa06hf9Qog8gC5YU8OCjN3DaecWBNuUwLeWtLDIlMjM1xaPnUmMiWUgcHc/tpWn3yAE1isCh3HADjMls5IcPXkHOhBSe+ssHgTYHARx8ay8Iwby5GexKsdNrGdqxJsxoYG5kIlVv7aOy367B6K7m975GiT5IuPrWU2lv7eG1ZwNX9+4YpKRuYw1F8zLRGUzoc6Og2UJPqpHtDQMj+dzUVHo+ruFgXWmAjVV4ghJ9kCCE4Gs/vIDzL53H+69tYc2Hu6ir9m9pa1fUbRwMhR38LJp6URGnhCXRVtJE/Yfai11t5PkeJfogI29yKrd+71xu+e45fPHRbtZ+XMZ7qzYH2qzDiIPdHNxWFWgzFF6gNvKCFCEEi84o4oqblgTalGOoqwn87EPhHUr0Qc5Hb28nMycx0GYAkJIeS1uzb0tvKzdc36NEH+Scf+k8cid6dnzmK5LT4gJtgkIDlOiDnKiYcKbOykFvCPyvyukM3gq4CvcJ/F+SYljMYUYuu/4UUtJiA20KLY1+yPyjZvc+R4l+DNDa3I053MTEKYHNBd+vqs6MC5ToxwAJSVH89A9fCvj02h/VedRGnu9Roh8DCCFIy4qno23kbLK+RNWXGx8o0Y8hDEb/5Kh3hTnM6Jd+1EDve5ToxxBzF07iq3edz9SZ7qWT1pLEFP+Uu5ZqJ8/nKDfcMcS371sJwIKlhdyy8o/D1nfXGlVmavygRvoxSEZ2AnmT/OewUzQrh/17hq4lrylqoPc5SvRjlL5e/+Sci44Np2K//5JiqN1736NEP0Y57Vz/ZNvJykump2vkopNaoTTve5ToxyiTizJ83sfEKens3u7nMFqlep+jRD9GKZiWxak+HO2NJj2dHX0+a38olOR9jxL9GCUpNYa7fnmpz7LpFhZn01Tf4ZO2h8PpVLL3NUr0Yxi9Qc8v/nKd5qG3GdkJ7NpWqWmbbqOm9z5HiX6MExkVxnVfO0O7BoXAYDbgdARGfP7y/AtllOjHAYvOmMqUGdp46U2fnUNleeDy1gtvKm0o3EKJfhyg0+kwaJBkIy4hkvKyeg0sUgQzSvTjhGQNkmykZSX4zelHETiU6McJvd0Wr56fPC2T0h2eFZv0CWp273OU6McJC5YUePV8Z0dgY/UV/kOJfpxw8mlTyJucyvzFk8kvSPXoWZ1e0Fjb7hvDFEGHEv04ITElhkde/Aa/+MuXScuM9+zZ5OjgOR4PFjvGMUr045Db7jyP2PhIt++PiXX/Xl+jPPJ8z4iiF0I8LoRoFEKUuLh2pxBCCiGShnleL4TYIoR4w1tjFe6RnpXAd36ykohIs1v3m4MoQYYKrfU97oz0TwDnHv+mECIbWAaM5K/5bWC3x5YpvGLh6VO57IbFbt2rNwTPlrkSve8ZUfRSytVAq4tL/wfcxTCrMCFEFnAB8NhoDVSMniXLpmEyj5wRLVAut66Qanrvc0a1phdCrABqpJTbRrj1Dwx8MKh6SAEgOz+Z2SdNHPG+YDquc6qR3ud4LHohRARwD3DfCPctBxqllJvcbPc2IcRGIcTGpqbA+X6PN2afPLzos/KSqDrQ7CdrRqZkcwUOuyPQZoxrRjPSTwTygW1CiINAFrBZCJF23H2nACsG73kOOEMI8Z+hGpVSPiqlnCelnJecnDwKsxSuWLZyNkbT0FP8+MQoP1ozMtUVLTj8mOU3FPFY9FLKHVLKFCllnpQyD6gG5kgp64+7724pZdbgPVcBH0opr9XCaIX7NDd0YrPah7ze46X7rtY4HU5sNjXS+xJ3juyeBb4ACoUQ1UKIm4e5N0MI8ZaWBiq849WnvxjymslsoHJ/ox+tcY9Nn+8LtAnjGnd276+WUqZLKY2DI/c/j7ueJ6VsHnxdK6U830UbH0spl2tntsJdbv/hBXz/l5diMJxYEit3Uip2e/BNpW1qTe9TlEfeOMdkMnDm8ln8Y9W3+Nrdx37uBmuWmtefX0dtlatTYoUWKNGHCOlZCay46iTu+e2VREQNeOoF01Hd0ZRur6a9tTvQZoxblOhDjCXLpvN/T90GQGRkWICtGZqUtLhAmzBuUaIPQQ6dg+s1SLHlK6JigvcDaawTvL91hc9Y9ew6AGwWW4AtGRp/ltIKNZToQ4yG2nY+fns7QEAq2LiLStDpO5ToQ4yomDBiEwbi55vqOwjWjNN/eeANbLahnYoUo0eJPsSIjArjkmsXAWC3OZg01feFMEdDQ207lr7gXX6MZZToQ5CcCUdiG9qauzAN45sfSFQ6bt+gRB+CzJiXz4qrTgIGfPMLizMDbJFrSjZXBNqEcYkSfQhiMOr58tfPPPz1ri2VpGbGBc6gIXj5P2uwBvEJw1hFiT5EiYoJ5yd/uIYrblqCOczI5CnBt7bfu6uWH9z6BNs3Hgi0KeMKEYw5yebNmyc3btwYaDNChuaGTvburuVn33km0Ka4JHdiCn9/6RuBNmNMIYTYJKWc5+qaGukVJKXG0FTfEWgzXBIZFcYN3zwr0GaMK5ToFQBBK/o7frqSWQvyA23GuEKJXgFAYxCKPjzCRMG0TMIj3Mvfr3CP4DygVfidprr2QJtwGJ1eR1JKDN/40XJS0uMCbc64Q4leQVdHLxXlwZOBOCs3kbt+dRmZOQmBNmVcokSv4N9/+4ie7uCJauvu6mdiYRoiWAMDxjhqTR/iHNjbwBsvbPBrnzr98H92WbmJSvA+RIk+hJFS8siv38LpxzzzZ1wwk7+/+HVi4iKGvGdyUfA5Co0nlOhDmI62HrZt8J+3W96kFG7+9jKy85O5fIjimonJ0Zy9co7fbApFlOhDmI42/yXGvPTLi/jzs7eTmBIDwCXXLiQrb6DC+aEKPJffsJh/v/s9ciem+M2uUERt5IUwvT2+r25jDjPyo19fwUlLC495X2/Q8/37L+XzD3dx4zfP4qWnPufCK09Cp1PjkK9Rog9h+nws+tj4CH7wwOXMGaKIZuH0TAqnD4T1Xna96+m+QnuU6EOYXh8lqZg5P5/zL5vHojOmYjSqP7FgQ/1GQhhfjPR3P3Q5p55TrHm7Cu1QC6gQRut0VF/++hlK8GMAJfoQRsuNvPTsBK6+5VTN2lP4DiX6EEar6f28Uybxp6e/orzoxghK9CGMFtN7k9nAlTctJSomXAOLFP5AbeSFMN5O72PjI7j/L19WbrNjDCX6EGa0I/3ZF81h9kkTmH3SROIGq+Uoxg5K9CFMX69nI314hIk7fnoRS8+e7iOLFP5ArelDGE987w0GPd++b6US/DhAjfQhitVi4+C+BrfuNRj0/PqxGymaleNjqxT+QI30Icr+PfU47CPH0ev0On7wwGVK8OMINdKHKHt21g57PSomnKnFWVx83aIhA2YUYxMl+hBlT0mNy/fTs+L55j0XMnPBBPQjpLVSjE2U6EOUPbtOFP2iM6Zy5y8uISJS5ZkfzyjRhyD9fVaqDjQDEBFl5rxL5rFsxWwychKCtla9QjvUbzgEMYcZWbXuXgD0OoHeoA+wRQp/okQfgggh1IgewqidGoUixFCiVyhCDCV6hSLEUKJXKEIMJXqFIsRQolcoQgwleoUixFCiVyhCDCV6hSLEUKJXKEIMJXqFIsRQolcoQgwleoUixFCiVyhCDCV6hSLEUKJXKEIMJXqFIsRQolcoQgwhpQy0DScghGgCKgJthwuSgOZAG+EhY81mZa825Eopk11dCErRBytCiI1SynmBtsMTxprNyl7fo6b3CkWIoUSvUIQYSvSe8WigDRgFY81mZa+PUWt6hSLEUCO9QhFihJTohRCPCyEahRAlR733GyFEqRBiuxDiFSFE3FHX7hZC7BNClAkhzhmizZlCiC+EEDuEEK8LIWIG388TQvQJIbYO/nvEl/YKIRKFEB8JIbqFEH8eps0EIcT7Qoi9g/+P9+T7DSabg/hnfLkQYqcQwimEmHfcNa9/xl4jpQyZf8BSYA5QctR7ZwOGwdcPAQ8Nvi4CtgFmIB8oB/Qu2twAnDr4+ibgF4Ov847uxw/2RgKLga8Cfx6mzV8DPxx8/UNPv98gszlYf8ZTgULgY2DeUe9r8jP29l9IjfRSytVA63HvvSeltA9+uRbIGny9EnhOSmmRUh4A9gELXDRbCKwefP0+cGkg7JVS9kgpPwP6R2h2JfDk4OsngYuOet+d7zeYbPYaX9grpdwtpSxzcUmTn7G3hJTo3eAm4O3B15lA1VHXqgffO54SYMXg68uB7KOu5QshtgghPhFCLNHaWI61111SpZR1AIP/Txl8393v11u0tBmC82c8FP76GQ+LEv0gQoh7ADvw9KG3XNzm6qjjJuDrQohNQDRgHXy/DsiRUs4Gvgs8c2i97yN7vW7SxXuaHu34wGb1Mx4Fql4xIIS4HlgOnCkHF18MfAofPWpnAbXHPyulLGVgDYgQogC4YPB9C2AZfL1JCFEOFAAbfWSvuzQIIdKllHVCiHSgcfB9t77f0eILm4P4ZzwUPv0Zu0vIj/RCiHOBHwArpJS9R116DbhKCGEWQuQDk4H1Lp5PGfy/Dvgx8Mjg18lCCP3g6wmDz+/3ob3u8hpw/eDr64FVR70/4vc7GnxlcxD/jIfCZz9jj/D3zmEg/wHPMjAltDHwqXszA5spVcDWwX+PHHX/PQzssJYB5x31/mMM7soC3wb2DP57kCMOT5cCOxnYrd0MXOgHew8ysCnVPXh/kQt7E4EPgL2D/08Y6fsNVpuD+Gd88eA1C9AAvKvlz9jbf8ojT6EIMUJ+eq9QhBpK9ApFiKFEr1CEGEr0CkWIoUSvUIQYSvQKRYihRK9QhBhK9ApFiPH/XvlmljF+lhsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mmcovid_gdf['normalized'] = (mmcovid_gdf['Cases'] - mmcovid_gdf['Cases'].min()) / (mmcovid_gdf['Cases'].max() - mmcovid_gdf['Cases'].min())\n",
    "\n",
    "mmcovid_gdf.plot(column='normalized', figsize=(6, 8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can add a legend to our map."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mmcovid_gdf.plot(column='normalized', figsize=(6, 8), legend=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can change the color ramp of the map."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mmcovid_gdf.plot(column='normalized', figsize=(6, 8), \n",
    "                 legend=True, cmap='OrRd')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can map multiple layers. Suppose we want to show the centroids of each city on the map. We can copy the original geodataframe and set a different active geoseries. The layers follow an order. The first layer being plotted will be on lowest part. Next layer will be overlayed above the previous plotted layer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-27-183a0e6d2466>:5: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  mmcovid_centroids_gdf['centroids'] = mmcovid_centroids_gdf.centroid\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(6, 8))\n",
    "ax.set_aspect('equal')\n",
    "mmcovid_centroids_gdf = mmcovid_gdf.copy()\n",
    "\n",
    "mmcovid_centroids_gdf['centroids'] = mmcovid_centroids_gdf.centroid\n",
    "mmcovid_centroids_gdf = mmcovid_centroids_gdf.set_geometry('centroids')\n",
    "\n",
    "mmcovid_gdf.plot(ax=ax, column='normalized', \n",
    "                 legend=True, cmap='OrRd')\n",
    "\n",
    "mmcovid_centroids_gdf.plot(ax=ax, color='black', marker='s')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Below are some of the referral hospitals in Metro Manila. Run the cell below to show them. Use this for the next question/activity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": true
   },
   "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>Hospital</th>\n",
       "      <th>x</th>\n",
       "      <th>y</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Philippine General Hospital (PGH)</td>\n",
       "      <td>120.985556</td>\n",
       "      <td>14.577777</td>\n",
       "      <td>POINT (120.98556 14.57778)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Tondo Medical Center</td>\n",
       "      <td>120.963056</td>\n",
       "      <td>14.634999</td>\n",
       "      <td>POINT (120.96306 14.63500)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>National Children's Hospital</td>\n",
       "      <td>121.020832</td>\n",
       "      <td>14.620003</td>\n",
       "      <td>POINT (121.02083 14.62000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Philippine Orthopedic Center</td>\n",
       "      <td>121.003056</td>\n",
       "      <td>14.627500</td>\n",
       "      <td>POINT (121.00306 14.62750)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Dr. Jose Fabella Memorial Hospital</td>\n",
       "      <td>120.984168</td>\n",
       "      <td>14.606109</td>\n",
       "      <td>POINT (120.98417 14.60611)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                             Hospital           x          y  \\\n",
       "0   Philippine General Hospital (PGH)  120.985556  14.577777   \n",
       "1                Tondo Medical Center  120.963056  14.634999   \n",
       "2        National Children's Hospital  121.020832  14.620003   \n",
       "3        Philippine Orthopedic Center  121.003056  14.627500   \n",
       "4  Dr. Jose Fabella Memorial Hospital  120.984168  14.606109   \n",
       "\n",
       "                     geometry  \n",
       "0  POINT (120.98556 14.57778)  \n",
       "1  POINT (120.96306 14.63500)  \n",
       "2  POINT (121.02083 14.62000)  \n",
       "3  POINT (121.00306 14.62750)  \n",
       "4  POINT (120.98417 14.60611)  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "geojson1 = \"data/mmreferralhospitals.geojson\"\n",
    "filename1 = open(geojson1)\n",
    "mmhospitals = geopandas.read_file(filename1)\n",
    "mmhospitals.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Question 6**\n",
    "\n",
    "Using all resources, mmcovid_gdf, mmhospitals and the empty cell below,\n",
    "\n",
    "1. Compute the normalized 'Recovered' Cases in mmcovid_gdf\n",
    "2. Make a double layered map\n",
    "- Use figsize=(6, 8) to resize image\n",
    "- Use the new computed column to plot the new mmcovid_gdf\n",
    "- Set cmap='Greens'\n",
    "- Include a legend\n",
    "- Plot mmhospitals overlayed above mmcovid_gdf\n",
    "- Use marker='+' for mmhospitals\n",
    "\n",
    "Show all procedures/codes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### V. Geometric Manipulations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Geopandas makes use of all the tools for geometric manipulations using the <a href='https://shapely.readthedocs.io/en/latest/manual.html'>shapely library</a>. Let us load Metro Manila road vector.\n",
    "\n",
    "https://shapely.readthedocs.io/en/latest/manual.html#general-attributes-and-methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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mJdNslqKwr7YVMToxhCtGxiGK8PjZ/bh5UhLRgVqiA3Vs+PcU3rhsEAIC1368nW35dRgsNnYX1eOjVmC2OSitNzJrQBQ/3DIWf40CrVJGi8nGhfM3c6CsAbVCRp6zU+fWySnMGdWLhVsKKazV80VGIaUNRhbeMIrP546kV4gWuUzgps+92+n2ljQAkBLmy7K7JvDjbWMZFh+Er1rBVaPjvaLzIOeyvbrZzNWj49tJp04nHDPxiaKYKYpiuCiKCaIoJgAlwFBRFCvabFoEjBYEQSdIj5VpwKETPuK/EQ1GKwA6Zetpc4jw4m8HUcmd0gDn36enhfHceenYHSJWm4NgnYoHvtvL4UqJ1C4dHkeEv5rtBfV8vrmAnMoWIvw0/JbZehq/yCiib6Q/y++eyLS0cAK0Cvy1Chy0BsT5tQb+b0UOZY1GrhgVx6jEYPdrsUFaHlt8gANlUhVvZGIwQVolvx+sINJfw7c3jwKgb6QfEX5qShuMxATpeOXigRwsb+Ki+ZtZuq8clVxGXJCO2YOiefq8dERRJMxXxYCYALbme7fOJYT6cP2nOwC4bmwCPh6tUwfLm5n06h+0mLvW3m3Jq6OwVs87c4Z4/b13uA/1BonYrW12Y7BK50Upk6K9AI2CPpF+LNlXTlmDiSd+OcALvx1iS14tr67Ioaq5VdD70vJsHvphHylhUq7tqdn9KK038NW2YgAu/m8G/Z74ncmvrmPcS2v4aVcJLy3LJjZYS7BOye1f7pKW5e9t5oedJYiI3L5oF6NfXM2mIzUsvXMC4f4a1Ao5/SL9eHbJIWSCwDkDpbykTIA7pqagUcqZs2Arn20uYFRiMGNTQpHJBK4elYDVLlLaYGTxnlL3cS+7cyKXj4ijqM7A7Hc28kdONRcNjaXFbMPQpt943sQk5DIQgNunpHT5G/wvoztylq+ADKCPIAglgiDccJRtowVB+A1AFMWtwPfALiDT+VkfnJSj/puQ6ExAa1Xep01vEbHZRfzVMhzA1LRw1CoFH2zII0Cr4LOMQgY+s4LvdpZw/rub3Or/5y8YAMAiZw5nR2G9135tIpz37kZWHapiZv9IRieG0GS0Yba2yQQI8On1I3nhgoFUNJmQywTW3DeJZXdNZME1w+kfHcCzSw5y77d7qNZbEEV47vx0/m9FLgCXjYijd4QfiaE+ZJY28tji/dz19R6G9gpk/QNT2PzwVHd+TRRF5n66nREvrEYhh4Ee1kcjE4K4ZnS8Wxc2OjmEEA9BbUmDibY5jOHxgZ2e73A/FdP6RtAruFUFpVEp3NFqmK+KkYlBXDVayglrnQ8kP42K/U/PZM+TZ3ilFwAcosi2vFo6QnZlC7nVUgT2xC8HvaJQgECtgrggLaUNRu7/fh8VTSbunZGK2S7lBMsajNw5rTfXjEng42tHEOanQibAPd/s5fIPtqCSy6gzWHh8dj8UMhlyGWQ784ZWh0hUgJZPrhtBuL+amhazV/7tunEJRAaonedF7f67UiFjfU41yWE+VDaZeW7pIR74fh8gteDtKGh9MEUHavHXqJjUJ4zIgNNbWdYl8YmieIUoilGiKCpFUYwVRfGjNq8niKJY4/z/MlEUZ3m89qQoimmiKKaLoni1KIrmtvs/lXDn1N5M6xvO5zeMJjbQ+8JxAC0WB1qFjHXZVRwobSSnspn+0QH4qGW47ni9xU7vR5cx4vlV1OsthPgoKag10DbTcrezEpdT2cJLy7L49w/7yHFGi67o0oV7pvdxq++n9JHMJ+OCdShkApP7SH+vbDKx+UgtAlL/76Q+YRypliyMVh6sxE+j4NFZaYT6qqhqNqNTyfno2hH0CtER6tt6o5ltDtbl1ACwu6iRfaWNpIRqCdIpefWSgdy6cCfBPtINf983uzn7rfVex6pVytDIPQsnDZ2e7z1FDSzZW0ZRnST/SI3wJbOkkWCdEpDI4pt5Y3ju/AGsvGeiu3hSb7Bw9Ydb2Zhbg6xNDmt7fh2vreq8+2JkQhDzrxqKSi4jqs1v7KNWUFIvkaGvSsY901NpMFhoNFr59pYx7HtyJvfOSOWJ2f0wWu1UN1t47Oy+vH3FEJLDfSmo1WO1O6jXW/ntrvGMSgxhwQZp2R8XJKVChicE89Nt4+gb5c8hZ8oDQCmXcfFQKV+XWdrIlrxacquaMdvs9Ivy51BFM30i/HjvyqEMjw+SltHVLcz9dDs7C+tYvLuUJ385QL3BwoiEYE539HRuHANSIvz46NoR7MivgzY3lIC07DXaHDhEuHBILKvvm8yim0YzZ2Q8IlLOTS4TEIGaFgtvrsrBbLV2+FlvrD6MWi4wZ0Qsq++dxOr7JnHWAElOYmzjqPH6qhy3YcHw+CDsDpHl+8t54pf9nPPWRiw2BxNTw7A7RF68cADvzBnKgz/so6rZjFyANdnVPPJTJi8uy6KmxcK7c4Zy+YheHRoAaJRyBse2JtcFYGRiKPUGK2e8/gflTWaOVOtxiLDyUDXVLVbGJLXeaEarA5O9e7WrN9cc4ZNN+UT5q1k4dySXOBP1dQbpnPmpFe7kfO8IP5beOZ4nzu6HCOwsauDqj7Zx7tsbvPZ5uKql3efIBTijr/SASAzzZWpaOME+SpqMVnxU0v6VMumhIghS//S2x87grum92XyklqgADUPiAr0q4S6CnD0ohtmDovl87kh2Pj6DgTEB3P3NHhwifHTdCG6ZmARASriv+70rDlRwpLqFmCDvvPBd03szNS2c3/dXcPkHW5j+2npmvPYHq5yi9dzqFrIqmtEo5cQEafn+lrHIZQIXzc/g7m/28NnmApRygQuGxHC8+HlPKe+ty/1HGjYcC3qI7ziwo7CeyiaTe2kFeC3htAqBLfmty6kpaeH0jfTjnukpnOPUmg2JC+TGCUm0WFrf76P2VuGH+atZtL2EpZnlJIf5um/8ttec3SGy8mAFY15czWebCwB4+MdMFm4poqzRwP+tyGZIXCBL7hjPeYOli/6ioTFuNT/AdztKOFKtJ9Jfw9kDo3hidj+3VKYtnjo3HY289bgXbZfyYCYbKGXeuU6Qcn39In05Hhwob6aiyYxDFHlnzWHkgvQZUQFq7p6ewscbjlCndxVz5KREtH5ObKCWeqN3y5iLm5JDNfg7v4RdbE0zHK5sZm1WFRVNZiL8tQjOWNzqgIVbi5AJAs+c1x+NUs6Ogjp+P1DJ2QOi2lVHq5vNyGWCV++sv0bJ/KuGoVHKue/bvZTUG/h5bxn9o/3d3RPZFU3866vdJIX68vAsbzG1Ui7jvSuH0j9GevDIZQJFdUYm9wnjydn96BWk5a3Vh9mYW0N8sI64YB0/3jaOZ89P56ubRjMpNYzEUB+iAztub+sKVruDu77ew3+WZ7PiYNuU/qmFnmFDx4G35wwl40gtvSN8Gf7cKpQy70S7j0bFzH6tYt/BsYH4aRS8tDzH/bfdxQ0cqmgiMVRHfo2zy0MEH5UclUJGvUHS/pmsDq4flwCAzSGikEFbCzUBePrXQwyLD6JvtB9HqpupM9gYmRDEtoJ6Plifx77iehLDfLlydDxXfriVZpMVuwOSw3yQC/DZDaOQCTA8vvNlULPJysvLsli0rQilXCA+WIvdYaekoTWDYXWIhPqqqHEy+i0T4pmZHsUZ/SNZcaCcmxfu7vZ5Hhjly4HyFuzANZ+02nXZRREBuO87SUD90YY81j04DaVcxsjEYKb0CWVtdg0lDUZumZjEJ5vzcLXMxof6cM7AaO6dkcqQZ35377POYEMpg11FDby+IguQyFDnbAm7Z3pvrhuXiCBIBAa4tXJXjGqvO61pMWN3iNz37R4GxQVy3VhJpB0dqOWZ8/pz+6JdTPu/P7DaHbx4oZTrdY2ERBQpbzBS3Wwm3M97ua1Rynn1ksGUN5rYlFvLVaN68fR56chlAkmhPlz7yXZm9o/gmfPSASkvnRjqg83u4I6vGukb5d/uWLsLpVxGTKCU4zzFA76eiO94MSY5hFBfNVsfmcZH1410/12tEKhpMTPNg/h0agXzJiYzMNa7zchkdXDB4BjiQ6Snvd5i56Gz0jBZ7AyM8Sc6UEdNi4Unfz4AQGSAFs+YUCMHhUxyKrljSjKfXDcCm12kziDd5ducN6YIZOTXs2hbMWe/tZEGg5WYQOkzj1TruWFCEuNTQhmbHIpK0f6SEEWRX/eWMe3//mDh1iJ81QrumNqb3+6awMQ+Ee78pCuacpEewBnp0YDUW/zQj1K7d6C2/fNWLZcIPMpHRlyghtgANaJMRme9LGWNrWRb2mShpsXMC0sPcfH8zRQ7l5k3jE/k/CExePoENOgt3DsjFZvdgaVNWdj1z+wq6UHUL9KXmX3DUMmhusWMQia4SQ+gyNmWGOnfvlAwJS2c5DAf/sip5ulfD3LJ+xlc9eFWnltykBEJwfxy+3hmOKPtu7/Zw9xPtjP1//4gr0bP7VNTQIBz39nEXV/v5uttRV6uKou2FpJZ0ohKLuPMAZFuycqv+8pRygVeuGAAEW2OSW+xU9NiYUxySCdntGuIokitXpLCHG+XzD8FPRHfCSLCX0O4n5oAjZxGk53RicH8cbiWmhaLV/P39H4RaBQy7vl2D9VOYnjm3H5cPSaB9NgA5jolIE/+cgCHCIPiAtnirD7+vLeM7Ipm7pyWgk2UCEIEzHbc+cLKZjOjXliN0WrnypGxfLmthNkDo6Sb/73NgJTLOntgNGOTQ5jUJ4w7vtzNjqJ6LmvjuGKxOfjP71lMTg2j2WRj4ZZCNh2pZUBMALdPSeG7ncW8uiKH11bmIAcv3Vxb3P7lLpbdNYH31+dR78zNdaSZDfPTUNJgosnsQK83MTDGn5QIXw6UNbn3mxiiJb/W2P7NwFlvbHDLjVz4aGM+uc6CUFSAmvJGM4PjAlmfU82nmwrQt9XDOBEXqKG4wURejZ6DFVJO8KstRQyOC+LiYbHu7VrMNgK0Cp5feohQPxVmq4OrRscTF6xjZv9IZvaPxOEQueyDDHYVNpAe489nGQUs2VfO4tvH8c6VQzlU3sT5724iI6+WG8cnMnd8IhH+Gq4Y2YvXVuSwZF85P+8po8Vs48YJSejNNp769SADYwLYUVjPtR9tY8W9k0gOk5b4k1LDOkxRlDUY6RPhh4/q+G/5knojJquDPv8D3R49Ed8JwmJzcP93+2g0SU/kzXmSfGBXB9bwR2r0btIDOFLdwscb81m0tbXh3SGCv0bBF1uKOFylJ1CrRK2QcaC8ied+O8SlI+LoFaJFJrQSjkYh42BZIwIiN4xPZEyylKj/dV85G3Nr3Pu2i3DxsFguH9mL8kYTO4rqUckFksO9829zPsjgww35XPXRNm79chcZebVMTQvj3SuHcu3YBJbcMQE/tRyHCG2VNW1R3iQRsqsiDVBvaG/V5JKo6J0vXTmqF3dNTeW+GanubeZNSkbeAWkC7UjPhT8OS9+/3Bkhrsmu5pqPt7EmuwplJzuraTE7j6n1y9mBotrWsQCHyhpZvr8cf7WC73YW89bqXCml4HQ+cUEmE5jeNwK7KPL5DaP46bZx1BksvL1GqizHBesw2xxcMzaeh2f1dUdq4X4aXrpoIFsfmQbAm6sP89ySA6w8WIHF5mBynzB8VHIEQeCqD7fSZLJyuLLZ3VHTFp9syie7spnzT6Cw4cqlRv0PSGF6Ir4TgMFi44ZPd5CRV0tiqA+VjUYMziji9VWHOWdgtLs31Gyz02S0uKM1gM8yJMLTKGU8clYaggyeX5pFs8mGAOhUMr6/dQxRAVLHxDNLDroFtfFBWvy0SvaXNWGyOdhf1kykv4arx/Tixd+y3Md4uKKZO6Ym89mmAprMdt5clcPE1DDWHKrivEGR/Ly3gheWHiS3Wk9BjR5ftZx9pU3u9/9rchLf7ChhTVY1dfrdfHvzGFQKGUPiAlif2725HwIiORXNXn/rG+lLXnULZucKzrU8nj0gkqpmMy0mK5NeXYfCyU39In2YlhZB2WQjb6/t2haqO+iMJIwehOf5e2mUcnYW1nHDp9tpcBZNihtanVZE4Kz09tPNXC1mOwvrmJoWwRn9Ivj9QCX3zEjl0vczAOgd3nEU5aNW8N8rh/DUrwf5cGMBApJzss0uorfYOXtAJEszK1h9qBK1Uk5RncGrn7qmxcySvWUsy6wgSKckQKv02v+cBVuYlhbODROSujpd6C3Sdz6Zrtd/F3qI7wTw6aYCdhTUolPJKKjVE+KjwmCVbmCDxc7ti3bx9Ln9mf9HLutzamk0WkmL9MNktSOXCTx2dj8ajBbGJIW6BaXv/5HnJoELhsaS4rwhxqaEsuyuCfR7fBlGm0hhvRHqjSSEaDl/cAz+WiXPLDnE5Ff+8DrGn/eVM6xXIBmPTGfgUyvYWdTAxsPVvLM2173NRxsLSA7zAUQv0gN4Z10ez53bj6yqFu6c1tudA/zshtEkPvwb4E0OHcFk9yYIgEMVLYT7qanTm7E5JLHyeYOj+WlnMTUGO4IoMaKLg0YlhXK4svmYSC8pVEdejaFd8elYMDAugIp6A5UtVpLDfbnvu71u0usIFrsDjcybGFzONdsL6pmaFsHZA6JYsq+cs9/aQL3ewofXDD/q8O8zB0QzMz2KzNJGzntnEyKiW7702/4Knj63P+cOiqFOb+XZJQfJr2khJdwPURS5/7u9rMuuBqQo2hNWu4PNR2rZfKSWUD+1u+LfGbYckVIvnr3Cpyp6iO8EsHh3KVYH+MplnJUeTZ8oX15YKkVbaoXA9oJ6Zr21EYDRicH8a2pvxqWEYHeI7ayfXHjr8iHM+XArAL2CpRxhcZ2BrIpmogLUXtGI9JqRN1fn4tpdkE7JzP6RZFc0sru4CY0C9pU28t66XFQKAaNV5KqPtiEIrdpDhygyb2IS9zsV/wAKoZV0Xvo9m/1Pe1syCoLASxcOoKrJyC/7KsjtQB/XFaqazVw1IhYHsGh7CQs2FLhf21LoTcBfbS/kS2e064JaISCKIiqFnAg/NUargzEpwTjsIkeq9ex3knjbKrifEpo7Xhm32//blw9hf2kjZpuDXYV1FNQc3WextsXSTn8XoFUyo18EX2QUkhCiY4Nz+V3VZCYiQEN0oLZLswBBEOgfHYBaIUMmCCxx+g+KImTk1TKhdyhap5GtQiZdDKsPVbEuu5qJqWEMjAngtinJXvs8UNZ6ju/6eg+LthZxy+Rktwi+LY44u1r2ljR0us2pgp4c3wng/CFSxdJsc3Dr5GSuHZPAOGfVzGBxuHViANmVzYxLCUEQhE5JD6R+Wp3zAnY91V9cdoibPt/Bz3va2xnaRSnact3c9QYrWRXN7C5uwl8tx2qXdH7vrj2CTIDYICmy/PKGkaz/9xQAzugX4bZccsEhwisXDeCdywfy9bzRLNlXxoXvbeL3A636rctH9uLO6X0Y5KxWxwdrCfE5tmfpwu0lLNpe0uV2JquUT43yV3PD+Hh0Shl2u4jFDi1mO0dqDIxOCub3/RVcOiKW4QnBbkGx56NCoHukB2C2iYT7a5g1MJr4YB3vr29vAusJGTD1/9bR2EG+cXhCEHqzjQd/yGRpZjk3T0pi/lVDaTJKLiyeYwU6wxcZBZhsDp6Y3Y+9T57BY7PSmJ4WzsbDNZz15nqeWXKA+BCd+4G5NLMcP42CD68Zzv0z+6BrU9iIDtC4yRJgV1E9t3yx02uUqQvZFc0sdZPtKa5lAYR/4pcYPny4uGPHjr/7MLqFnYV1XPPRNkTg3TlDGJUYwqRX1noVMRROw8cAXasp5NGw5mAFcz/fiUyATQ9O4YoFWymoNSAXJKID6SZTyaVlJICvWk6L2c745BBCfVUs3tvqSBwdoOareWOID/Hh5z2l3PX1HoJ0SkYnBROoU9E3yo+nfj5I29Xg/ifPwNeZE/ppdwn3fLOXmEAtmx6a2u6Ym01WlHIZaoWM3YV1+GtV3PvtbvaVthKqSi6gU0KDSfoScuhUrtIZlAJEBmrdkpXOIACJoTq+umk0y/ZX8NSvB4/xk2BSqtSRYrTYKa1vwdBNwjxnYCT9owOZ1jechBCp/3nup9tJCvPhmXPTJb9GpyymwWDh2o+3UVxvZNODU9tZya/JqmTFgUom9wnjzq/30D/anx9uGevVJVLRaOLhn/axNqua1y8bxAVDpMrz5FfW0i/an/euHNbpsTYarOwva+SlZVnkVDZjtjlYfvcE0iK9l7M5lc2c8fp6BsYG8PPt4/5yOytBEHaKojj8ZO2vJ+I7QQyLD2bx7ePw1yi57cvdVDaZ6RXs7aZrE+GXfeVE+HfcCdEWU/tFkhiqwyHCS8uy3XoxF+m9eekgLh0Zx693TeTKkb0YkxRMi9lVVa5tNy6wXt96x54zMJqEEC0NBivL9lfy1bZiXlmWhQPpYhgQLeUUw3yU+Hi4PV8wJJZbJydT1Wzq0CnaT6NEo5SqjEMTQkiJ8OOqMYle21jsopv04NhJD6QqclekB1KUl1cjOdd88Edep9upO9AtgkScf+TUsK+kkcNV3Sc9gFUHq3h5eRZnv7WB8S+v4aL5m3GIIv+5aCADYgPcpAcQqFPx/AUDaDHZ3NVkT8xfd4Svtxdzy8JdWGwO/u+SQe0MbSMDNLx1+RBkAhz0WL7KBKFLglIqBMobjQyLD0Ipl6FRyrj24238tLvEK7JLjfBzr1j+Fzz8enJ8JwG9I/yYOy6BF5ZlsbOojt1FklW7wyM681HJ3S1n3cH8K4dx5psb+HlvGRqFDJPNQYBWzjVjEpi/Po/4EB0zXpMMAIb2CmTOqF6o5DI+21xASxs7IqvDwaRX1rHkX2NJjw2iuM6ICIxNCuGCIdGsPFSFWg73zOhDUrifl3W93SFS1mAkLlhHfLAOq12ksNZAakT7KuRPu0tYtLWIm8YnsLekyUumc7wI0QnUGo5/VfLdzhKvpW7vMB2Hq1vzdGaPBGBMoIZSZxHmRNZBd0xLocFg5cMN+UT4a3j07L6MSwn1MnvwRHpMABsfnIKvRkGj0Up1s4nqZgurDlWyp7iBQbEBmKwOJqaGtrOacuGb7cU4RNx6PgA/rdLLrxAk/8V12VWE+2lQKQRu+3KXu7r94TXDiQzQ8MhPmdzzzV5e/T2HR2b15WyndZbVJnb6oDjV0EN8JwEOh8g3O4rRqeQM6xVEUrgvR6pbGBQbwN6SRhQygYomE2uyqpjeLwKHQ6TZbCVA6z0DtcFgQaWQoVXKSYvyJzpQQ1mDya1x89Oo2FVYT1ZFM41GC3IB/nPxQM4eGIVaIeet1YcRkYxQPeG6ty/+7xa+u2UMN4xP4Nd95SyaNxqAS0Z4V/tcpGezO7h54U42Hq5hUmoYf+RUIZcJfLGlkGedLVGemL82l5wqvbuVqyN0VQFuixMhPTr4LE/SA9wPKJ0CyhqObQhQR7h3egoWm8iCDfmcMzCKt68Y0q0IKdxfQ2ZJIxfN34zF4wf00ygI1KmY0DuUBRvyWLAhn4PPzPTK1605VMlzSw9xRr8IL4F1vyh/ft1b5p5/0mCwcPH8zdQ69XhjkkK8JD1P/nKAG8Yn8tOtY1m4tYjPMgp46Id9jEkOIdhHhdFqbyeHOVXRQ3wnAZmljRTW6rlqdAJXLNhKo9HKx9eOYFRSMHM/2caW/Hpkosgbq3JICNFxw+c7KK03cve0ZP41rQ8gTQ2bs2ALSoWM6EAtBrONII3cazpTSb2R3hG+qOSCW5Bbb7DyR04Nr/6e7XYe8VPLaO7A7NNkc/DdjmKeOX8Aj5zd/6jfyWZ38Maqw6x2zo/YfKSWswdEsTG3luX7K3jm3P7tbmhfTdc3hQj4qgRaLH9eblkG7fKVAMmhWo7UeC+TfVQKms02HAiITpo8VnL2RHG9SfJdHBzNixcOPKZlYWmDEYvdwbyJidjsIj/uKqXRZGVrfi1/5FS7t6tuNhMfIt26DofIG6sPc1Z6JK9fNtircOajktNittFotBLqq+bRxftpNFr5/pYxFNYa+GFXCYtuHIVOrWBfcQM/7C7lmSUHeW9dLnKZQGqEH3nVeppNVoJ9VIT4qihrMGK22U95LV8P8Z0EDIoLZMODUzE5J6y9M2cIw52eZ2lR/mzJr8chwv6yJqa/3upPtya7xk18G3NrKGuUIo7C2o4lEzJgTGIIz57bn2s/3saRGgNvrM6hxWT38vPTKjomPoDPtxQxb1Jyu1mqu4rq+WlXCQaLnWHxwazJqmTVoSrOSo/kkVl9kckEft5TytrsapRyGaLYvvXs+QsGcMeinZTUG7l6dDwLNhZ0eAyvXTKYFquDe7/d6/5bryAN9QYrzebWpdy4pGBqDRayKo5NKtOZZK8t6QE0OyuYFo/I53hJL0Aj57udJfQK1vLSRQM7nZPcFnnVLSzcUsS6nCoUMoGMI3VkljYS7qcm4+GphPqouffbvWwvqKO80YTV7qCk3sDy/RUU1xnYV9LI7IHRXp/XaLSyaFsR09LCCfVV02i0svJAJZcMj2N4QjDDE4K5yCM6HBwXyFWj4/liSyFfbi0kp7KFyiYzUQEa4kOknLWPSkFOZQtP/nyAly4aiMMhklXRzP7SRlrMNuaM6tXt7/x3o6eqe5Lw4+4S7vtmLyJSNXHFPZPYUVDP7Yt20mKyMTk1jHVZVXgGOg/O7MOtTgvw/JoW9hQ38MB3e91LU0+XE094RiQKAfdowtxqPTKk5Zutg59VrRCYMzKepDAdH23I47VLBzM0IQSHQ+TC+ZvZU9zg3tb12dP7hhPqo2ZJZjktZhuD4wJ57vx00j2clzuCze4g5dFlnb4+Kz2CVYcqcaWsxiQFk5HX2gkS7qvCYnccVSzcXaiA9mfRG+nR/hyuaKIbrvidQqMQ3G1u/71qKFPTIjo0ffDEJ5vyefrXg6jkMlLCfdzzVuaM6sVz56W3SnJEkb3FDVw4fzOXDItlW0E9+TV6BEGa0vfWFUO88q5nv7WBA2VNfHvzGEYmBnP7lztZmlnB8xekc+Wo+C6/S02ziVEvrMEuivx25wT6RfuTVd7E1R9vZULvMAbFBvJ5RoFb23dm/0jmXzX0Tyt8nOyqbk/Ed5KQHuXvJqP8GgOvrcxmS14dvmoF/moFKw5VtXvPz3vKuHVKClvzarn8gy2E+6k4a0A0uZXNHKpoZmqfcL7dWeImOoUAWrWc+GAdl47oxeikEOwOO2e9ucm9zwuGRPPT7o7HFzscIj/sKqHJJJHJhf/dwp4nZvDOmlw36ckEqVfYRbgZebWYrXY3GQ+ODZDs8x0iMgHevmIIZw+M9vocq91BZmkjd09P4c1Vucg8ZDgu/LZfmo523oBIVmZVeZEeQJUH4R+t80KnlLnbBDtDfJuCRkc4UNZ0QgUN8O7tvW3hLpbfM9FNRkeqW9hb3MDM/pHuOSRFdXreWJXD4LhA3rpiMDd/sQuAa8fE8/R56Zisdrbm1rGzoI4FG/Lcg5F+2l2KxS7yyXUjGJMc0mGUVd5oYnKfMEYmBrPhcDVLMyuQywRmeLgGdYYGg4UZr693239tL6ijX7Q/LWYb1c0WKhpN/LjrAH2j/HnhggEMiAkgLcrvlKr29hDfSUB1s5nVhyrQeOjqWkw2HjozjeeWHiTT2UGgcM7HdVUSJ6aGYbLamfvZdkSgstnCQ2elkVPRzPWfbmeNU5Yi0qrTazbZ8VErObN/JAiQVd66fJML8EMb0pucGuq2irc5cJOeC7d9uYvNR1pNU1VyGQ1GGzdPTOL99Xkkhvqw6KbRmKx2XlmezacZhe5tZYJATYt3QWBLXi33fbvXa17F0QyX02P82XSk5qjkdTRe64r0QCpoeFbZXfAk1JO97nEAC9bncdGwWD5Yn8fm3BpMNgchPge5YEgsOwrr2VPcQLCPkpcvGkhBjYFD5U2MTAzm0uFxPPDdXlYeqqTBqaOZ0iecbfm16C12LHYRP42CcH91p0tLlVxGsE6Fze7gkR8l38LZA6Pa+fu5IIrSIKPYIB13f72HeoOV4fGBGCwOHKLI2qwqHvxhHyE+KnYU1HHxsFhevWTQST5rfx16iO8k4Kw317dbkn6xpYjFu0vdOasgnZKBMf5YHVKh4M3LB3He4FjK6o3ondv4qmTsLqxnw+EaZAKYrHYWXDMMrVJOZZOZ+77bi1YpY2t+HSNfWC19dnok952RyhsrcrCLkofcwYoWVHIBUYR7p/ehusXCgbImFHKhXWO+N+kJmGwOArUK3l8vad8EpI4JUQREb5KxOUQ25tYyZ1QCNS1mdhTU8cB3+wjxVfPOnCH0DvdDEMBosXH+e5vpKKvy/PKcTl1S2sJlwhqsU7g9BztCQpCagnpvGYdGDgYb3DElia35dWwraMDqgGCdEqPNjmh3uB9anuisUNIdjE0OYX1ONRsPV7tziLV6Kx9uzCfFKTu5cmQ8fSL9mPupZLTaYrJx6QcZ6M12RiUGc8vkZJJDfdEoZVzw3mbAgs3uwGS1c/uXu/jw2hFetvUgjcqsaDJR2mDk0R/34efUY/aO8N7OE//+fh8bc2tYcsd49+S8/aWSAcbzSw9hc4hEB2pIDvNlS34t8yZ2bWrwT8ZpQXyHyptYuKWQp8/tf9R2sePFY+ekcffX+9r93TNRX2+w8sfhVpJ5b10eGrmc276UljexAWoaTDb+9ZXkUDwpNRSLzcHuwloWbCggKcyHAI2CRpMNhSDdjMlhPoxLCeWq0fFsyqliS0EDfSL9OFjR4r7Rzn2vdRlstYte+cGxycGMTQrl94MVZJY2YbWLyAXJYEEuk2QxNc0mhj+3qtPvvjarmr6PL8fmEU6VNhgJ9VG7fdtEUUQlhw46odzH1R3YHZLtfKBWSZ3BhkYBDlFgaFwge4rr3cTVUZ7OxZNvr5Wi2MQQLXUGK3UGK5EBaio9jE09ye4EUn4s2lZEYa0Bi/O8qhVyDFY7qeE+RAdpqdGbuWmSRCCD4wIpbTByqKKJ3uG+HKlqoU5vYVBsIDa7gzEvSvk2gAfPTCMhRMfDP2VyyX83c+nwOC4Z3mposcTZtbM1v46t+TBvQiIHy5v5PKOQ26e07xzKrmgmt6qF6mYzF/83A51KhtFqx2xzcPf03jSbpMrwssxyMhpquXlSUoc6zlMJpwXxFdUZ+HJrETsL65mYGsb9Z/TpMul8LDh/cBzpUYG8viqHw5XN5FTpu3xPdkUzd3+7x929UNpo5o6pKbyzJhcRqWsAYFteHXYgu7J1n75aJQazjbHJYVw1Oh5RFAlyimN/2iNd9H5quRfxuuBJMVnlzWiVCvdSXHDm4uweROQaTt4ZpvUNJz7Eh4VbCr3EtVcs2EL+S2c79yswPS2SpftPbE6DiGRtn+c0IzXbQERki4du8Ppx8VQ0mKlrqXBbXrW16893DvGO9FfTYrJR0Wj2qoqfCNm54K9RUFCjdxcnLh/ZiyPVLWzJqyOnSo/VAdeMSXA7Or95+WAuGR5LZICGtEh/Nh6u4eqPtzL+5TX8e2YfN+ndMTWFmyYkopDLSArz5cVlh/hoYz7f7Szh5YsGMqF3aLt5GIHOqXQDYwJxOERe/j2L6AAtV4zsxUM/7uPHXaX0ifDF5hAprtMjIBDpp+L9K4cyKCGEGz/bwapDlfQK1vHs9N7MHuSd0z0VcVoQ38z+kVw1uhcLtxSRVdHMuqwq/nPxQAb3Cjppn5ES4ce7zp7InIomznhjQ7tt2t6ARqvDHV2IwK6iunY3XVvqEsCd9/kso4CUcB/KG4ws21/ptf/0GH+Sw/xICfdt16cqE+DzuSN5fWUOq50TugI1Chqc+T95B8WIznDLxGTWH65p11Hgq5YeLBlHanng+71UNhg7zLOdCNruSiGDxbvLSAjROcdKisjpeEaJUi5gd4ise2AKn23O57udpTQarfiqFVjtdswdlcWPAYJMmgZnd4holXL6RPrxrykpzH5nEzdPSiIuSMcZHoUGhVzGZA/Hk/G9Q7l0WBzf7CgmUKck0l9DRZNJGhvqXLX0ifTj0+tHklvVwhULtnDT5zu4Zkw8lwyPZZNHCuM/v0uzXnoF6xAE+GxzAZF+KpbvL3cXlQbFBpJd2cKguEB2FjZQ2WzhvP9uYXh8kNSKiBRAVDWbUf4Jq6a/Gqf+N+gmnj43nctGSC1jR2paWJddRVEnerkTRWqkP0mh7SdZtb0BwTu62NgNY8+2t+PTvx5kvrMX1XP/OwrqWbi1qB3pyQU4o18k43uHMTFVcmqWywSuGtMqcegO6SWG6NAqBB78cR9vrM7h/MHR3DYpGZVc4K5pKWx8cDqlDUbmLNhCSb0Rq9gx6XUVeAdojv5s9ny7zSGlFAbHBWKyiUQFqJE784eBWgW9grUMjPFnSp8wLHYRi92BWiHj32f25cdbJdmHKDpOmPQAGg027A6RKH81Q3oF8sTPB/h4Uz4r75nITROSODM9sl3PbVukRUnLyQGxgVzt/H02eThqu5AS7sua+yYxIiGIzzMK+b8VOe22Acmt5coFWzFZHRTUmcjIq2OYc6B7dYuZcD81ZR5zg0EauFRYq3dfd9/tKO5gz6ceThvik8sk/7h/n9kHGfDf9Xk0GP+8+eZr7p9KQAdDddpiet/wTn8EmQC3Tkzs5FUJNofYYUXSs9ipkkkDq/s7DSSXH6jgo415vO4crD2jXxj3ndEHuUxAcZSbUSZIYzFvmZTEr3dO4KaJyeRUttAnwo/7Z/bBYLVz48QkbpyQRIBOSXSApstz0NHDwBONps6LGALgp2lf1fxhV6k0i6TJTIS/Cp1SRpBWQVGdkX2lTazJrkatkPH4OX0Z9/IaUh9bxtxPt7Mtvw695WQsdFsR4a9l4Q2jmDOqFws25HP+u5v4dFM+dodIdbOZlQcrWbqvnJ1tRhXU6S1kOKM2UYTJzofUXg+tpSf8NEq+umk0j5/d16vlzfP3rNebya/xFoPvdA50X5tdTW2LmfIm6Z5otjjoHS7pQ4vrjSjlAkq5wNjk0OM/Gf8gnJYC5sW7S7jv270khPrw4bUjSAz16fpNx4Enft7Pl1sKvSIotaw1+a6QgUapoMVs8yo69I/y40B5M/4aBUvuGM/F/91MVXNXEtyO4Vpepkf7k1PZjMUuIggSGbZNAWoUAmZbeyJNCNFR4IyOF94wivG9pYu/yWRl7sfb2VFU7/w+ArdNSeHeGalUNplYvLuULzLyvcZPHisEQYr6mow20mP82zlEd/idkQwHihtMyAWYlR7Jr5lS3utY29GUcrB27AvQ+TEDKeE+HK7S89olg7jQ2SHx8rIs5v8h+e6NSAhiR0G917HcMimZBr2FlYcqsDlEGo02pvcN55Jhsdz//T6aTTbOHRTF8PhAKpssbC+sJyFYh9FqJ8JfTYBGwdqcGnYVNaBTSoUUnOfi32emER2oJdRHxRmv/dHlrBQZkmbUpTgI81Mxb0IyN/1N1dyTLWA+LYkPJL3ZrQt3IggCL144gJn9289KOFG0mKXlzoHSRhasz+NQeRMVbdwyPPNpMQFqyhrNXjeDTiXv0JGjuzfwM+f14+vtxRwsayY6UEOzyYbRYkcpB2NXV7/zc6akhREf7MNnGQWMSQ7h87mj3DMdLDYH415eQ4PBwlc3jaa0wciTPx+g0WhFBOKCtTTqzTS1KbWeiEykK8gFuHVyEu+sbW9HpUDKm/4ZV71MgBcvHMBZA6IwWx2Me2kN0/uFu/3w9hQ3cP67m5iQEsrW/Fp81Qr+NaU3ieE+vLHqsDua0yhlPDqrL2abgyAfFfd/u/eYjndqn1DWZEtLYs/z7KrUHw1np0ewq7gRg9lCo8nhzhtP7RPOG1cM9hqvabLaUStkf4lwuYf4TiJK6g28uiKbxbvLuHJULx4/p9+f2mt4sLyRWW9u9PpbmK+K6hYLCrnAY7PSeOrXQyhkgpc8BOCxs/vicDh4YVl2u/1qFK4KZ3ukRfiSVdnijvw0ShkKmUCL2U64n4rqZkuXN5VGAf2jAwnxVbPiYCW3TkqmwWihyWRje34dIT5Kms121HKBI05rdgGYmR7J8v0VblstT3RF3Gp5+4j0WNArSEtxgxFRbE+yg+MC2Fvc2OX3VitkbrG5yqmB7Ow9aoWMhTeOYkRC60D2l5dnMX/dEX67cwIJoTqajFbGvbyW84dEU1xnYH9JEzq1nDP6R7Iuq4qyRhMxzodTZIAGg8VOiTPn5imOPx6kR/uzv6zraPny4bF8vaO9I3aBs0Lvwvc7S3hpWRabHprylxgW9BiRnkTEBun4z0WDmDcxiS+3FjH77Y1klXd9cRwPGgwWnvp5v9ffdCo5868ehlwmYLOLfLRRsja3OUR0SumnuWNKMmmRfjSZbJ1euKZOSA8gq7KFUYnB/Hz7ONQKGXIBfrl9HANi/KnyID0BCFBLF/Dw+EAePTuN589PR6eUYbLBzqIGVhyU2sy+2lbIL3vL2JFfR1WzmUMVLZTUG92kB5AW6cvz56dz/uBodKqjRwQdpQE7Ij3XxZoS1r5w1BZF9UZ34cRFejEBalRygazyZjQdiKZd59x9DB5kbfEgvdFJwTx0Zh8W3z6WL28cBcCVo3t5kZ4oim4L+FlvbWDif9axJqsKu0Pkh52lZJU3Y3U4qGmxsGhrEQ4RpveNYMU9k1h290TGJHm3oj1yTn/ubDMz41hQ22Lm9UsH0Svo6Ga4HZFedAfjJPeVNCCXnboT107riM8T63OqeXHZIfRmOyvumXjSIz9RFLng3U3scc5d7Rflx+LbxyMisi6rkru/2evuxfSMkBQyOLNfJK9cOojhz69E30kXfXyQmrJGC32j/PFRy8jIq0ctF/BRK3j8nH7M/yPPPdu2b5Qfh5zN8JH+akxWOw1GGzGBWq9Ws44woXcoGw7X0CtYS22zCX0ny2W5AIIIJ24x4I3OIsVjzd1pFNIDwxOeebGj4YdbxzAsXiK5B77by3c7S/BRydn5+Aw0SjlGi50L3ttEVkUzApLQPNfZzK9WyAj3V1PeYOLhs9LwUStIjfRjaAfSqi+2FPL44v0suGY4M/pF8MrvWbx7AqM1P7p2GKE+Gs7zELWnhevIqjq6ukEmwMFnzvS6J+77di8rDlSQ+fTM4z6eY0GPScGfhImpYRgtNm5euIv9pY1uW6mTBUEQ+PzGUcxZsIVxyaHcPiXZLaKemR5N4qpcDlY046uS0eJRWbQ5YMn+CkYmh3RKegCFzhatfaWtA61vnZLMjROSuXj+JnIqW6t5LtJLCfPhjcsHExfkw5T/W0et3oyPR0K7w+/hpJeiuqMTZHd1gN2FIEjL9kOdWFQdCxleMSKOpftK2y2/7d0MAtJjAliTVcnLy7LJrmxmZv9Ifj9QwZqsKjYfqWHhFsl5+oIhMfyRXc2IxBAuHBbLgbImnjm3PwFaJQar3Stf1hEOljUiEyDCT83zSw+yo6CW1HBfDle1IB7l+3WG+77dy6RU7+lonZFeoFZGo9GBXJDGnLYNBFYcrDilx0ye1kvdtkgM88VPo3DnVU42/DVKltwxgYdn9cW/jfvyv8+SfPlaOpFTPPHzgS73r1XKGZkYzBc3jCTST8WirUVMeWWtl5+dZ1+sCLy2Igej1Y7V7kAmCHxw9XAKXjqbDf+eQrCu/eWx0aPt7kRwrOlwUaRT0usM8k6kOUszy93RtSdcS1v1UXqHlXIBtULOb5kVZFc2c8XIOF67dBDBPirWZFW5Se/Oab157dJBBPooqddbuG1yCu/OGUqIrxqFXNYl6YE0j8MhwvnvbmLBhnx2FzeR4yQ9pUyq1rq+YheSQPf3y+5GKsdP1Vrdt4lwu9M6zRMTe4exvaDuT9PC/tnoIT4PxAfrCPFRserQibVWHStKG4zc9237Xt9jhdFq56nZ/RmdFMLQ+CCqmi1e0958Vd59sXnVesobjXy2KZ9mkw0flZxxKZJUJS5Yx47HzmTnY9O9GtKPpxKrkLW/0I4lUokO0BAVoEajODa6bFsgcqHJZGvn+OLZjGA+Srjq77Re99cqmdE3ghcvHCgtVyN8ya5oZlBcIAFaJffOSJVGicoEbI5jP2sOh8ja7Ep81fIOz7nNASVOq/ykUB+m9Anrcp8mq4OsNvOPdcr259QmCl4V/yZT+0lLd07rjUOUDGxPRfQQnwfUSjk6ldytWfurEBOo5dubRzMxVSId3w5Eud3Fy8sO8sryQ26/O8/gxdNAJsRHmopWXG9kvtOJ5ZoxCV77kskEQnzV5FV5z9w9VqgUHd+83YXNbqfZZCNQp5Ryh8f4/sGx/gT7qI66jUvmcTSnGEGQtIrDnl3JwowCqppNVDebMVhsjE8JJbO0kWlp4TQarWxzOpzozfZjzhfbHSIXvLeZrPIWWsx2pqeF8dTsvsxKb5VcuWjJIUJhnZ7VWZI1fbCPst0DwvXPtnQuF8DQQY62bTTcVudar7fw5mqpOySyg8LHqYCeHF8b9IsO4Ej1sS2pTgaSw/2wOC2hzDaRmEANFwyJ4R1nMvucAREsyazscj9/HK71coFxBS8KmYBOJXf78bWY7SSH+WKx2bDYRYrqjAyNb02w7y1u4IP1R1iaeeLRb2eTwbqLqhYp4mg5Rn2LSi5gsYvEBOnYU9K9av3RnGJEEZoMFozOlra9JY2MeN7buebTzQUArMuuQqeSU9lkot5wbOLzJ37OZG9Jg/vfq7Kq2ZBb61Vl9oRaLiBTQItFpMFgZUqfcA6UNVHRJEWEMgHCfFRMSg3l+12tfo1xQRoqmi2YrA4Unbh2A7z42yFunZzCptwaFm0rYn9pI4Ig8O8z+zAq8eTmwv8q9ER8bRAVoEGn+mtL9GabHaPFTmZJIyqFnDumplDaYJJmI8QHEeqr4rFz2k81OxoCnFGj69n/0bXDGd87FJW8VXicU9lEbrWBMmclt9HYuqR5bHHmSSG9jnCyLrq2fb5tfzeXNdfJ+h59InxJDvfD39k/LAD3Tu/N5SPiOKNfhGSX5ZxgNjUtnMW7S7E5RHYXNVDbwczczpBV3j7C7oz0QIraTFaR+VcORaWQkVPZjN7SWrJWKxVcPDyuXfGmoM6EyergrqkpPH1+58OnFm0rZtJ/1vLQj5nsK2kkLljHL/8ax22TU04p12VP9ER8bWCw2Nlb3Nj1hicBoihy4XubOFDaiEYpQ29xML53KF9kFCAT4JXlWagUMmpaLKzPqeKX28dx56Id7Uw2O4LJJnLVqF4s3FqESg4FtXp+8yCAxDAdBTUGVHKBIJ2Kymaz++YsazBS7hx8pJYL+GmUyOVQ2YVFVXdxsjo22nLBiUSWXVVIfdUKsj2E4CCZy94+tTdymeT0Mu6lNWC08tolgxieEMz8dVK0HqhVctab67luXCLnD44hOvDoOkT/4xjhaBNhw+FqfFQKKhqNXjnMZrONbXl1DI1vnZMS5qtCo5AR5KumxWxjzfbqDvbaCgcwLS2cJ2b3I1CrIkB3ao+Z7CG+NgjSKYkL1jLrzfX0CvbhrSuGnFTvPk98simf3U6StTilKr8fqCQqQMNVo+L5fEuhO1/z7x8k+/D4EEkUK6e9ZZUnLhseS63eio9Kzqr7JnLOW60dIxcPjaGk3khetQF/jYILhsTQZLIwNiWU5fvLuf3LXe4lstkuYtVb/rT2srY42pLrz0Q7iyuP44gO0FDWaOKZ8/pz7qBoVh6UBn1/ubWITzblMyoxhFq92b20LG8yYbbZWZ1VxdkDoiipN7C3pJH/LM/mP8uzuWVSMg+dldbhcVQ1mVibXc2YpCC25NUfUxFo0baOnVMEYGdRPTudhQgZUiEsLlhHZmkj+0qO/qBXCrDguhFUNhppNlrdU9dOZfQImNvANfXKhWvGxPNMB8OzTwYKa/VMemUdAMN6BbKrqAG5TBIdNxqtyGUCccFaVHKBnEr9MfnZxQRqWPfAFA6UNRKsU3Phe5uocS7DpqeFsza7qp3WTikXiA7QUtlk9Bqc45r34d7OOauiozm1HeFE5tT+nQjzVXHl6F78srecer2FHY/N8JLI9HlsGTqVnHqnP6JGKWNYryB2FzegU8mpabHw6Ky+nDc4muJ6I+//cYQVBytJCNHx87/Gdzic2+EQmfnGekJ8VSy4ejgDnl7h9XpbnefJhq9SoMWj4KGWw5xR8Xy+uRA7UnfLk7P7c9nIXp3v5E9AT8vanwyXGeS5g6K4fUoyV476837g+BAfZg+U3DY+vHYEX944ihBfFbMGRCIXpOVTQY2BHKf78rGYeJY2mLj5ix08t/QQF87fRK2T9BKCtRyuasEuSvN3PYNZq12ksM7QLhfUYrajUchIjfBFqxSwOqSE+W1TejMiIZCYAA3+R2lLa3vYKo/PHBoXgL+m/WXY3cyRTilj9b0T2fnYNPpEdj5TojP0DvdlaloYk/uEtUvUN5lsvP9HHnnVeh4/p68X6VlsDsw2B/UGK5c43VfCfNXcPSMVg8VOpL+Gz+aO5IbxiYT7axgWH8T+0kZCfVUU1xmY9eaGDi2mZDKB+BAfqpvN+GmVbHl4GsN6tS5RXT/N8WTWFDK8fieNXIpsfZ2tilqFwN6nZqL0+J5mO3ziJD2Qhjs9+GMmVU3eQ6ZONfQQXxskhvowd1wiv+wtJznMlz6Rf646/e05Q/n+1nEE+agYmxLKloen8eKFA1l570T3BemnkSMD4oO13H9GH6/3K+UCnXl1bjxcg+iAmhYLI5OCCPdTEx/qw3Xj4vFTyzl/SDTzJiaSGu7LvIkJTOwdAsBz56fTVtVhsjnIqWzBaBVJCfdFJYP7vtvH9oIGFHJ4aFZ/IgM0LL5tLPdPbz/XwROeAcuu4kaaTO0jmO5yvANYc6iSmz/fQXGtwS3k7Wp+kUu3d/WYeEJ81NS0mJk9KArP+ojZ5nBLOxbvLkNvttFosOJwiNid/dSxQVr+NTWFlDAfZvaLZEhcIHHBWvQWOyMTgr3MRif1CXP+FiHYHQ7mfrq9HYGIosie4nr33OLIAA0/3Daez+eOJDlMx5S0cPf5ifBXk36U7gmZcxsX7A64bWqq+98mu7ScbzFLA+lD/TS8sCwb/27IqV5altXlNv9k9BBfB3h4VhpjkkJ46MfMv1yg6aqSJYX5svHBqZKTismOCBTWGZkzKo77ZkjEEuKjwmoX2/WcgiRfsdpFXrt0EDqVnMRgX84bHMOCq4fz7ppcms12vtpewk+7yjhS3cLBsmbWH67lmtHxqBRyQtro3oKdyWx/jYJHZ6V5OYUU1pl4+fcsKhpNnP/eZl51Gpz+FTBZHTy/LJsdRY0YrA53VNxVBsel29td1MB3O0s4WNbEY4sP4FkfGRkfiE4lJzZIy/rDNQx+ZgWDnlnBhfM30//J5SgVMkrqjWQcqSW3Ws9ZA6NQyGW8fNFA8mv0vL3G+zzcf0Yf5o5LZHdRPWF+Gmr1Fr7Z7p2XO1LdIpFjYjCeaaiJqWGsvm+Ke1zC65cORq2QU9lsZukd4zv8jg6g1kO8KQIGi63DaFEE6luMfLQxn9qjTLADKS3zwMw+R93mn44e4usASrmMd68cSpifikv/m8HrKzu28nbBYLGRcaS9JfiJIlCnYlZ6BCKtEdDKQxX0i5aigbPSIzv9AccmBSMCF763CbtDZPWhCj7ZlM+stzd4LdnKm8zYRdjuHNizcGsh93yz1z1/wwW5XGBqWjgr753kNXNBo4AgnZxG48m1I5ABwbrjlxU5AF0bIa8rmtN6uLD8tLtU2t6DKOc481fnDI4hPSbA/X1dGr+cymYcIu7vbLbZUcgElmVKg57GJocyuU8Yy9oMVwrxVfPE7H5MTg0nu7KZIXEBLNlX7rWNn0aJIMCjP+1n2mt/sOJAhRcBLs0sJ9Jfw0cb83jmvH68eflgUo4yNrJt98rHGws6jaZb2jdotEOEv5q35wwlqovK9D8dPcTXCYJ9VHx2/SiUcoH5fxxx9ziKoujWaoFUhZvx2nrmLNjKyoNdC4zb4vcDFTy75CAmD1cQo8XuvtifPjcdP5XM/ZR++If9zPtCKvws3FqEg/Y/YohOwY5CichqDVbMNgdmuwOlHHKr9FR24OZstjn49PoRjE0OkYS/Ngf3zUhl1b0TefPywfSNCmBNVhX3fLOHRxdnEh8sKfZNNqg3dE9GIkC37PhBIq4vbxxDr+Djv8EMbcrDrmiuoz5dFwbFBnDPdGk5+MTPB4gN1LqnsgH4qRU8MqsvIEW/4X5q1mZVM6RXoLtqCjA+JZT8Gj15bcTwedUtrDpUyWXD40gK8yO7spkXlx3CbJMOLsJfw7yJSYxLCUEA5n2x0z2C1Gyzs6+kEYNFsiib98UuKhpNqBVyBsa0X/IKgI/K++oI1il4Z84Q+kZ2XZkN1Cp4YGYqL16QTpBOSZifikU3jupSjnMqoIf4joKUcF8W3TgKAXh08X4sNgePLt7PZe9nYHTeRbuK6iltMCICLeZuPDLbwEel4LPNBUx+dS39nlhOwkNL6fvEcoY8s5KnftnPtNf/wGB1uN04HGJ7F13Pf8qAeoMNQ5ubu8lkJynUj8tHxKIQpMps29zg19uLyK/RY7GLzOgXzs2TkkkJ9+O8wTF8PnckD52VxuYjtRTWGims615yu1eQxq2ZEuGYIsMnfz1wUi5QmSBFKjeMS2Du+AT3sr2j7RbfPo5Go/RgSI3w5UdnROhCs9nGr3vLuGJkL5pMNjRKGbMHRZMeE8C+kkY259ZwsKyJnQV1CMBl72fw3Y5iHM7Ia9HWImwOke0FdQxPCOKSYTG8/0ceD/+Y6X74PXxWX768cTTL755IhL/a/RCz2aXcoqv7xmJz8OySAxgtdj65fiRXjoxjaprUs6uSg0Yp56KhcSx0egYCXDS8F8Pjg1l292T81K0id9eD1W16AKy7XzIZffin/dQbrATrVEQH6tyffeNnO7j/u73H/bv8neghvi4wJD6YVy4ZxI7Ceh5fvJ9Z6VHkVrfw9K+SW8qZ6VFkPDyVj64dzvmDY7rcn83u4MHv97nb4sb3DuWOaSlUNJq9BLgNRiufbi6kTm91y05c8Uush5lkoE5JsI+S0YlBRPiref3ywfh0UO0QgLwaPV9vL8EmSnKUtrnB5fsrKXU2vq88WMXOwtYIZl9JA9eNTeCFC7on7XFOl6So3uSlN1R1VXXw2G5bfj2FXdhfAQRojr5PhwiVTWY+2VzAxxsLqDO0f0CNSAjil3+NQxAEwgM0yGUCqRF+jEmSKr0Te4e6O0Mcosgjs9JIi/Tj2rGJXDQsln9NSSExRMe1n2xj1lsbWJVVhYgkcXng+32c/fZGcqtauGR4HPEhOrIqmnn4x0wGxAZy4/hEftxVysM/ZrY7rsomM+cMjAKkzpS2w6CiArRY7XbeXXuEvBo9ogijE4PZ8OBULhsRxz0zUhmfEsrtk5OQCfD6qsPMfmcjZ7z+B81mOzIBgnyUJIb68Ox5/YkP8SEt0pdP5o7AbHfw3NJDRPpr2PzQVH6/ZxJalRyb3cHTvx5ga16tO/o91dAjYO4Gzh0UTXZFE++uPcLwhCBuGJfIhxvzOW9wDGOSQ6hoNPH2msO8vDyL728Z085yCiC3qoXfMsvZcqSGQxXNXhfMHVN6k1nSyKpDVR1+flsdXKmzc8NPLeecgVEs3l1KQa2B5XdNIMhHTbPJymOLJWJ2af9kgiRa7QgDYwM4VNaE1SESolMS7KtmdFIIg+MCAThc2cyF720m1FeFvZuaGk/rQM93WLpp1Cdzvqs7WzeaurfPox362ORQ0mMCAck+bFxKqFf+7fYpKdyycCcGi530mAD8NEqW3z3R/XqIr5o+kf7U6i1cMjyOjLwaMkuamD0oBpVCxntrc3lh6UHev2Y414xJYMH6PCqaTHy8MZ/+0QHoVHKvokN+jZ47vpKWuL5q6TbNrWppl7O7eVIS419eQ1MbX/qFW4p4cnY/QHpofba5QIrsBKhuNlPtnP3iEKFOb6VOb+Vxp/WZj0rOliO17pNvsNio11s4XNXCtvxafthZSkWTiZsnJnVp/vBPRQ/xdRP3TE9lR0E9D/6wD4VMRrifmqd+2c+Vo+J5bVWOe8i3St5xQv5QeROvOYsk/z6zj1fLj0wm8Pplg7ns/S3kVzdjtonu5WtHsxbigjQU1ZtoNtuZ3CecX/aU0TvCD60zIrlqdAJWu8je4no2HK6lVm85qjHoiIRg7p7em9u/3M3gXkHsKW7giy2F1BksPDKrLysPViKXCdTpLd0mrhOBwInNl4BWkXV3Edhm+fvqJQOZ8so69BY7Zw+MYlRSCNPSwvl+V2mnIzjfmTMEUYQrP9xKZkkTaoWM99a1Oiavya6m96PL3P8WkCzJqprNTOwdxtzx0ijRw5XNXPnhVqx2By9fNIBzBkZL+1+T2+4h+MTPB9qRHkDGkRquKqzHIYokhvkek+hZb7Ez/488PtyQT1KYD+UNJs5/b5O7uDO5TxjPnNefGR4D0U819Cx1uwmFXMZ7Vw4lSKdCJoO0SD9yqlp44pcD2DzI4Ifd7WcWgOSZJhOkyOuGcYntXvfTKPnw2uEE+rQOwe4VpOGTuSPd2ySHSQnpCR4uuh9tyGf7o9P45LoRaJTSc0xvtnHd2ATOTI9yC5c7w13TUrhxQiJT0yJIi/KjpsXM1/NGMyk1jFUHK7j8/Qzm/3EEi83BtWMTCPVVoTyJV41ODleP6kViSGvCvDvUqlUI7aq2njgW0gOIC9J5/TvcT8NzzmX90n3llDUY3XZln2zK5+01h7nli53uyAkkKZLZ5mBnYT3zJiS6H0SzBkRy9eh4zugXQXywzp1H0yjlWO0iD8/qy3+vHubW7n26uYAGo5VFN43mshG98FEryK5oYm22tHzu7yxMqORCpznTrPImNh2pJSOvjkVbJXNUf40Cl/1e24zD97eO4ZPrRrgHiUvnUCSvWo/V7uD6cYksvGEUux+fwafXj+SM/pGnrEEB9BDfMSHEV81/rx6GxeZg/eEaovw1vH/VULY/Oh0/53Jk0dZC9/YZuTU0OR1PksN90SnlOERYsq+sw/1HB2p578qhhPgo8dcq+M/FgxiTHOaWX1wzJgGdSk5ckMadezJa7chlMhRyGQ6Hg+s+2kL/J38n6eHfUMgFYgNVhPooCdFJxxfuq0Lm9LQbEhfAF1uK2HBYkuJM7xvB3pJGrv90O+tzqjHbRGwOkeQwX1Ij/FiwIZ8bxicypIP5EB2hO2IUgx2+3VlMfm1rLq+r2ynYR4XRJrar2p4IDnfgOTh7YDRhflI+dexLa/Bz5k5tDvi/FTmsyqp0W/G7UN5oxGJ34KdVuk1d95c28fg5/VidVUVhnYF0pxzJaLVz9/TeXD063msfNc1mogM19I2SKrVGi40L39vkLmocqNCTEubr3n9HaGurD1InSpLz4dk2cO8d7kdOZXO7yPDZ8/rzw61jeWRWX8b3DiXoFF3atkUP8R0jRiQE8+CZUoN5WaOJcb3DUMoF/jVVmoB17VgpmrPapdaeeZ9vB6Sn+/1nSqLPB77b16kF+JBeQbwzZxgBWiXXfLydKz7IcMsvnl96EKPFzkvLc7DZHeS9MIvFt49D4dSZvbzsEOucXnwicONnOylpsFCjt7qXcjV6C+NTQkmN8GN3cSN1egv1eguiKHL9uASSQnXUNJuZ2T+SR2elcdmIOHoF60iN9AMgs6QR385aRTwQ7qs6qomCJ8weBBbmo+Ths9KQHyWaqNNbul0k6S48LblcUMhlrH9givvfB9oOMxfhRY8OBovNwUNOM4nXV+aw1JkjjAzQoFLI+OhaqdXU5hAZmyx1yWzO9dZ/VjWZWHmwkqIaA/ucnnwWm4ggSL+xWiGtGi4dEYtW2Spzauuj0ZmLVXaV3uvfQTo5lwyNQSEIvLs2l4QQrbvKmx7tx+Q+4Qxy5nr/l9CT4zsO3DQhiYNlTfyWWU55g5F12VW86Jx3u+pgJZcOj0MplzG9bzgfbypg2b4yzhoYzZyR8by9OpdavYW5n21j00PTO9z/8IRgfrptHHM/3c62/Dr6RvphsFgprje544sDZU1e7VAAmaXNHRoZyMFtJuAQpXxjclir6PXFZVm8uiKbCwbH0Gi0MTwhiP9eLQ3BfvX3bJbsK3MXOjbm1rgjj6OhytkxEKJTolHJaTBY0XfDNqpab2XVoUp8NR2Lol05Ln+tkpqWk2OTBbhztG2hVcl5+aIBfLGlkKFxgWzOqyPXad9uc4j8sKuUGf0iaDBYySxtZFtBHeNTQtiYW8s7c4agN9vcbWaxQTrOHhDF0sxyzh4gVWq3FdRTWKsnPsSHkjoDt365CwdSD+2XW4oYeHEgi/eU0mK28dnckUxKDaOgRjKsKK03uq+Ho9j1AVJPc1uJkxzY8vAM1Eo5mSWNNJlsRPprOPTMmSBAcZ2BuGBdxzs8xXHaE1/GkVoiAzTt7LWPBplM4PHZ/Vh/uJp5n++gtEHK/YxKDGJtdhUGiw2dSsH9M/vww84S7vx6N8+ZbFw2shcPnpXGv7/fR2mDmYIaPQmdfG6or5qz0qPYV9JIbnULs9IjKKxr7QQwWh18uD6PG53zMP61aCeb8zoeBNSWbqQB5tKTXyZIrW81LRZ+2l2KSiFDrZCxo7CO4fHB3DghkV/3lXGgrAmBzgf4dITZ6RHsK2vGX6vAaLFjs9u7NSR8X0k9b10+hJsX7gZac34quUCAVsmz5/XnoR9OfEaJJyoaO9clXjaiF5eNaDWr2F/ayMcb8zFa7Rgsdvw0Sm5ZuMv9ukuWNL1vhNt2/o6vdvPr3tYUxyZnpKdTyrjgvU1olXK3lAggQKvkh10lHCxv4pBzddBktPLW6sO8uzaXSalh3DG1N5mlDdIS9SgT+ADunpHKy79lua8FjUIgOdzXnVdIi/JDq5TTYLSiceYme0f4dbgvk9WOIJy6M3WhZ6nLvC928LFzkPexINRXzbPnp5NfawBBxuyBUVQ0mQj3U7PP6bGnUym4/8w0rA7cbW8XDY0lwpk3+jyjwGufOZXNvLYyx921ceXoXgRopAT4z3tbSS9UJ0cE9pXW89QvBxj74mqW7Gt9fXBs543rLtoqbzTTO1QarlTdYiEmSEPfaH/0Fjtrs6u5eH4G5727ibfX5EqDyGVSNqu+k8ioIyw9UElhnYHM0ibqDNYOSU8tFzhngHd10GSDeQt3e7XqgVQAqm6xcMuXu2k40bJvG8wZFdftbdNjAnjtssHMv2oYn80d2c7VJUgn5cFcZq56p+gZYEivQO4/ozcquYBSLmCwOqjTW71ID6SOG5tDJLO0EZtDJC5Yyx1f7ea1lTlM7xfBU+f2Z0BsAD/eNp7UNkYaarnQLk+aWdLgNdhdo5Sz5I4JbvI6Ut2C0Wrn2rEJR/3udXoL415aw8zX17tF/KciTnviazbZqNV33xbcE+cMjGbOyF5YbA7OGRTNqKQQShtM/GvRTh5bLOV6Lh8RR7iPiqpmM3a7A7lMYM4oKZn96eYCiutaBxttPFzDW6sPs9EZDfhrlNwxTWqfcl2yN45P4NFz0tEoZPyyt4JPNxdQ1mgizLc16by/tMk9NEfbpvLZK7BV/Hy4xkB1i4WpfcL5Zt4YHju7L6MSg3GI0D/aH5vdzmebC8ir1rs7D1zoTtznECVHmaNvI7Iu5+juvy40dzDt62RAq5RxRv+o436/Qi4jOkBD7whfEkJ0rM6qQhAg0l9q6/NRK/jxtrHsfGw6P902jn9NTSU9xp+0SD9unZTk7qBoi4uGSYL4t68Ywm93TuDdOUP58baxvDtnqLttbFt+HT5KOZH+aqb3lbo2zHaR2CANKlnr77TyYCVBvq2DgRqMNi59P4My5yjVfOfA84m9O57WllvVzN1f72b22xup1Vu4dEQclrYtRKcQTnvi0yrlXr23x4onZvdjUGwAdyzazdyxCcQGaqnRW/luRwlWmx2lXMbD5/TFAcz/Q9J0ndFfinBEER7/eb97X1eO7kWor4qPnBHo4t2lxAVpUcpaI5+rRidw/pAYzkyPdF/UcuDX28fx861j6BPhK3VmOMt271w5DB+1HI1ShlYBhQ3eJK+RCxwsb2TxnjJqWixsza/DX6PAYnNw5agEbA6RIXGB7eZZtK2njksK4p4Z7eevFtUZkQlS72p0gIYof++qoNVBl8u0zj/15EBA4OttRSe0j8G9AhGAgloDob5qnjm3v1vOIooiWeVNjHlxNSmPLOXKBRmcNySWFy4cwPjeYTSb7Tw1u5/bhgwkd53nzhtA5lNnMHtQNH4aJWcPjGKoR0V9T3E9l76fwYbcWnqH+7HgmhFuqUxxvYnUCF981XKUMmkUQdsh8NsL6rn+023SvkokE9zYoPYPqpoWM5e+v4XVWVX0i/bn9csGcdvklA6NVE8VnPbENzwhiNKG4x8grlHKee+qYSjlAvd+s5ebJyWjlEt6rgvnbwbgrPQognRK3lt3hDVZVaRF+hEdoEGlEFiXXc0GZ8SjVsi5flwi67Kr6fvYb9z77R5uXrgLtVPO4quS88H6I5htdhwO0V3ZtANnvrWBOoOVX+4YT+9wqXAhAEarDb3ZjsnqwDV/xjNas4pSZDYyMZgxSSH8e2YfDBY7eTV63lglFWwi/NX8/K9xaI9iwb8prx5fZWvKWCWX8ociUvS4vaCOskYT5Z3M7egqgpQBf9bKymC1887a3BPax4sXDOS1Swez+r5J7HhsOlc7R3U6HCK3LNzJIz/tx2IXsTlg05E67vp6D3d9tYeNudJvn1naxH8uGoCL+2wOkWazFb8OBo+7enorPJbHu4rqEQSBmydI6oLYIC37y1toNtuxOqTzGx0gRfvp0X5E+En7za9uodlo5YedJUzpE96hXGVPUQN1egtvXTGEBdcM54IhsSd0rv4JOK2Jr6rJxIbDNRTXGTkRC/4ArRKL3cHBimZSI3zo68y5FNcbqWgwoFHKeeWSQRgsduZ+up21WVWUNZrcMo5FHtHGDeMTCXHq1FyrS4PZQYBWjsFqZ9G2Ys56YwPLMsu9Bl83GG28/Hs2SpmMsclSzkkE/rVoDwBjEoPciW3Pb2p3iJisdu7/dg+P/7yfiAANNqfRZq3eSpivmiWZFcx6ayNGj9Khn6r9pTMiIcT9/xZ7a3W5Vm8hxFfFg2emtnuPC66ZtT5quZdtlAsOIEgrR3cy1dMeCPM5sTpfgE5JekyAV7V8T1EDV320hd8PdOzak1ejZ/66PLRKOXPHJzBrYAxjU6Sl5muXDiTcz3tmrSiKPPLjPtKf/J2bv9jB/HWtfn8XDJGWxQ/OSmPLw1PbGZzO6BvOmvum8OCZaeRV66lsltIGl47oxYbcampaLB3mOS02Bz/tLkWtkDHMY/zoqY7TmvgOO2UJN4xPPCEVukyAWGfO5cEfMvnwuuE8fGYaDQYro19ay7rsKqb3jWBgjJ/7cx87W+rVVcoElh+o4ECZVBBRymXcMdV7ySjIBOQyuZtICmsNdDAHmupmM0/9sp8rRsS3e21HUUPr/oDzBrXmtIbGBVDRZGbJvnLu+1Zy2xgcF0hckJbqFjMhPkpa2khYUiP9iQrQeHUAXP/Zdq/IzVUBLmswUdZg4rWVrTdquJ8aT0xJDcNXLUdvtndqG6W32NtJMk4WUiMCut7oGHHVhxlsPlLX5XZKOfR3iprfvGIIWx6exoVD25PQofJmFm0rxuYQ+f1AJXtLW0XXrq4Pm93Bo4szvVoLFTJ46tz+aFRybp2czMz01t9+4dYi7v92LxqFjMd+kpyHnltykMW7SzFb7dz19W6WZpZz86Rk/DuIPk9VnNbE58rtuZrAjxc6lYIvbhxFqK+KgloDCzMKuWliElHOpYWL1BZcOwK1XODHXSVcOzaBwXEBWB0ioghvrsrh+aUHGPH8KhRyAZVHUcLukDwAI/ykZYhLYOqpLOkX7U+j0cLnW4qY+/l2r64JjVzqXXVtHuqrJLdKz8z+kr5sY24tNrsDhUxAIYOEEB17ihvcVclavZUwj88G2Fkkve7ZAVBvsCAIrZ81b4J3a57VLqKUC4T5qrwiI4UMVmdX0+Ch22v7GBJoLRb8GXh41sl1FD5S3eIVkR8NZg8y99coiQzo+Hsmhvpww/hEgtp4Gvqo5JzRP5IvtxQy5NmVrD7kXSxyiBDur0EURV747RBJoT48dFYa2x6ZRmq4LwarA3+tAn+tkq35dXy4MZ+7v9nDWW9uYNn+Cu6e3pt7Z3QerZ+KOK2JLzZIi0Im8PGmfN5Ymc3y/cc/eDo2SMe2R6ajVcl5a00uX20rYqDT7ePD9XkARPhreenigWRXtvDllkJ38/llw2NYebCKBRsKqHPakUe0WebM7BfuFg7PHhzNwNgA4kN03DWtN0vvGM+5A6PcIlYBEUEm4O9MGJns0tBpkIwpq1usHKpo4jzn59tEaZlpc0g5KFdPqtnmcA/Prnaal7ratmRI7jAyWknKIUpR3rlDYhCB+X/keX0HAbhlUjIr753k7mKAjsW3HVFGUf2fN+Dmvu/2nVR5xqbDNe4CU1cw20Ve+T2LTbk1R025qBQymoxWXrlkEDFOcpQL8OjZafhpFDy+eD/NHYjLRyUGIZcJvLQ8iw/W59FksnLLpGTC/TUkh/uiUcr4Zt4Ylt01gbevGMI7c4YwPF7KfV8xshe3TW5ftDrVcVoT34CYAB46qw/NJhtvrM71yrUdD2Qygc+uG4lOKeexxftZcaiSyX3CqDfauMXZunb+4BjGJIXw+qrDDOsVhK9awd7SJlLCWyOgzNImqpq9q6+VTWb3EnBSahiBOiX5NQY+WH+YJpOVi4fFcteUJMJ8VZQ2mLE5RJraCOdEJIKbmhqCQ4THF7eKgD0nqz05uy+fXD+cvpG++KjkBOmUbiJyka8DaDbbcYB79i9IUZ1rSdSRSGPB+jyGPLOSJZkd9ysnBXsTflKozn3sfybWZlXz277SrjfsAqIo0mSyUtFoRHMM85jfXXuEKz/cyllvbmB3J3NeavVmMvJqufXLXVw9phcCUs/tIz8d4I2VOZ2eox2FDTz1ywHe/yOPq0b3clui7S9tZNn+Cm6akERimC+CIDB7UDR2h8i+0kZmD4rmxQsH/Glzpf9O/O99o2PAZxmFvLbyMNeNSeDxc/rxyXUjTnifI5OC+eT6EQgCnNEvgkdn9UWlEFh+sIrVBysRBIHnL0gn0l/Dk78c4KaJSWSVN2OweGvUtEpv2ogMbCWE7MpmNuRIWj+jFd5alY2PWs6cMQlM6N2+cT0+pNURpNFkZ2Ou1OFRa3QwIUUqSHhGXQs25PPQd/uoarZQ3mTm3EHR7qhuVnoEiSHebUxGj15bnVLg+x3SAB0/nZJ54xPcr4lIzfMisC6rmlcvGcjUPqFe9uh5Hs7Oknlqq87xz4JMkIj8rTU51DSbuu05WK+3cO83e7jg7fVc8UEG7649zJBnVzLwqRW890dep151naWTHz+nLzUtZh78YV873SRIjjEu55yXlnsT3bc7ijslPqtd5LOMQi4YEsMz56ZjtYscqW7h5eVZBOqU3OTs/nFhc24tQ3sFct8Z/1vLW0+c1gPFTVY7OwrqGd8BWZwoXvk9i3fXHnH3lsYGaqlpMfL1vLHsKKxnXVYVOwvrMNlE5M7+Wp1KjsFiJyXch5wqvZf3mqsH17UkbQsB6TU/jYJ6g9X9vkU3jiA9JogzXltHRZtZG0Nj/dlT2uQumrg+I9RX5e6DDdDIaTTZkSGRg0omjYdUydvLSwK1ChqMNve2AJcMi+G7nVIkpZYLmO0iWqVkMyoTBAwWO3Lat9X9VQjSKag32KRZv4L0ALh3Wgo3TExx6/A6w8IthTy2eH+nr/soISJAS143hq4r5QJBOiWDYgN58cKBhLYp/nhCFEXmfrqNtdnHNuAq3FfFhNQw1h+ucdtpPTIrjXkTk722szvEY2pN/CvQM1D8JEKjlP8ppAeS/x5IxDWhdyhf3DgKuwPOf28zryzPYuORWuJDfdzzUR1IN4oI5DgdNEJ9JVv5MF+lm5zump7C4A4Gy2iUMvpG+VPnJD1X/vvaT3bw464SavQW0qN9vWQou0qavAwNXP+fGu7DvImJyAUpQgSJyB6dlYbC2eLkIr1gn9ZKX4uzOOG6ZwK1CkrqW2/6XsFarhrdi/9cNAiHQ3T3tHbi3eqGZ/NJkFZxXMO0O0O9wYZCJmBxtEpwXl2VS98nlpP08FImv7KW+g4E7nuKG1jayXLdBb0VN+l1VT4bFBuI0epgeELwUUkPJN+/scnHft3W6q38sqcUvcnGhN6h3DM9les78Ib8p5Hen4HTmvj+TJw9IMo9tHrD4RosVhtr7p8M4K72ZVW0EOyjorrZjABU6u1ey5XqFisahZyz+kcCkBiiIy3CH1kHlky3T0nmJmcVNUSncJOYj0rOhxvzsDlgf1lLt5x4N+fV80VGIXYR71a4siZiPZbcMkGyLZc+UxqL6Mo7Acy/cphbMgRwuNrAwi1F3PH1bqI8KrRdtbp72u7VG20nLd83MiEIH5UM0bnHtmfVIUqFnrJGabm9s7COeZ9vY9BTv3PVh1vI6IZUxbXP+JCjV6THJAez54kz3C7MXeGmiclcPbpX1xt6QK0QUMplGKx2Pr52OHdN7+01KvR0wmm91P2zUVJn4P7v9rAlvx4BePPyQcxfl8ehilb9VYiPkjq9FX+tgvEpIfyWWSlNU0Nacq6+dzKjXliJqQvTTZVcIC3Sj32lkovKixem8/KyLOqdUViQVuH+/+7A095KAML91bx2yWAeXbyPAqdpqK9Kzo+3j2P22xsJ0ippMtkwOLsKVHIZyeE+HCpv/a7Bzu96NCjlAnJB6NBI0xNqOd1yejkZiA3UYrTaqO3i2DuDXGhv/NkWMkGa7bKzsJ6v5o2myWgjNcLX7bXYGS5/P4Mt+Z0TcKBWToNROlH+ajlNZjvpMf4suWPCMX+PvxM9S91TCLHBOh4/pz8gLWGf+PkAN09KYlxyMHFBUgRQp5eWpnqTjQajDZVccFZKZdS1WLh8QUancy581XJ3tGSxi+xzGmWKQF61nkfP6c+gWH+iA9TUG21cMDjabV7QEdQeV0NsQOtya0paKN/OG81d3+x2k54AtFjslNYbuHBINBXNZt68fDDPntcfX5UcpULwIj3Xd+0KVrvI9R4Fkc5wIqR3rCamJQ3G4yY9kEivqxvNIcLiPWUU1xu58bMdzHprA6/8nt3htqIoUlJv4Jc9pe1IL8pf+t1cxgcu0gOpCt8vyp9Prx/J6Y7T3o/vz0b/mABGJQazNb+OBqONt1bn0GK202iQoi8XpQX5qtiRX0tcsA+FdXp3xJNV3tzp0s5otndaFPhgQ75kmFra5O7yOFTRdFRtmadXQN/oAC4ZEcD/rTzM2qwaMnLXu6u34b5yUiMC2ZxXy8vLs915vF4hOmb0j+TnvWXsLW7AT6NAb7JxtNitbTSkECDK/88dWN3Rg0SjELqMql1QK2SYu3L+bAPX1m2HBbWNXJNCfbDa7WiVcreXnyceX7yfpfvKvEZkhvup8VXJKag3UNFkZmRCMJ/NHYHJ6mBpZjmLthZy0HkdXTU6nlDfo+cQTwf0LHX/Ahwqb+L8dze1u1liAjU0GCzoLQ7UCsHdu+taZvooZeid2r1h8QEcLG3yko50BJdZaEeVXx+VDLPV4c6ZKeUCv9w+lhs/34nebKPFZPPKpwVq5F6+d6E+Smr0VjQKAbVSTpS/lnqDhRq9BbtDZFivQGQygZI6PeVNFpJCdVQ0mo6pzSxQLSc50p+Hzkrjkv9mdPt9fxWCnTNodxY2nJT99Y305VBFCwEaBWOTQ3j3ymHIZAL7ShoYGBvote2TP+/ns4xCr78pZQJWj996eHwQn84d2a4b6addJdzz7V7unHZqdmH0LHVPQfSN8mfHY9OZ3EdqQNep5MQHayltMKF3FhtEj9S6Q5QioahALa9fMgiAWenR3D61N9D6o6nkAuNSvE0wF1wzlNSIjl2dlXIZOpWMCD8VCkHyobt54S5KG0w0GL1JD2hn9qk3W5EjzchoNNrIqmymstns1r3tLGpge0G924HFLnLMvbUNZjs7C+t5c1WOV7HheOuMR5vEdjwYEhNwzKR3tJvsUEULQToFaqWM5y4Y4B4n0Jb0bHYHKw6Ut3u/p94v3FfFhUNjOmzBdOUKRyT87xgNnAi6JD5BED4WBKFKEIR2giVBEO4XBEEUBKFdbV0QhD6CIOzx+K9JEIS7T9Jxn3Lw0yj55LoRPH9+fwwWO30i/bx6bS02h9ePYRcht1pPSaORcckhvL4qh6l9JR8/F5VY7CKbcltzPClhPsz7Yhd2B6R6dIK4MCoxmCazg8pmCzYRmkx2Suo615i5tIH3zejNjL5hGG2S3k70eB0k63rwFuamhvtSWHv84uOt+XWISOTu0v0dD1yT2IJ08m4/5QOP4jO32ikcP5Zmhq6ov95go6bZgk8HhNVktPJFRgHrsqsY5uF+44Lno6mqxcIjP+3novc28O/v92K12aWhV9/t5cXfDhHlrz4uGcz/Irpc6gqCMBFoAT4XRTHd4+9xwIdAGjBMFMVO1ZSCIMiBUmCUKIqFnW3nwv/aUrctHvh+D9/tKOW+GamIiHy8IY8Gk73D6p9CBhF+GkobTQQ7BcIn4k8S7qegqtmptwM0KhkGZ9SpksPguCC2FdTjo5Khtzjw0yhoNtm8RM1toVXKMFodaBXgKhyr5AKzB0bxw+6ja93+KsgEGNorgB2FjZ1uo5ALXjOS/2r4qeXcOjmF26a09sZ+ta2Qh3/c3y43CLiF4j5KAYtNbOfYs/RfY0kM9aXfUysAuGliIo/O6tfhZ+vNNm5ftIvkMF8eP6fjbURRxGxzdJh7/LPxly91RVFcD3RUL38d+Dfda6OcBhzpDumdqnCZQ3YFm93B/hJJcvLu2sP8sLOUZmd2u61uDqROglKnS0pdG9Lz18iJ9PPe/tyBkVw6XDKK/PfMVNIivCM/F+mNTwnBAW7SA0nAu6uoAZ1KTogzAe6yo2owWpABPh3YpA+I9kOnlOGplrHYxS6HmXcE1wWpkHn3AJ8oHCJHJT3guEgvWKdoN5zbhWPVActkMiqb2jpkS2ek7ZHN7BeOAynq1ltbSc/zI3/eW45WrWCac8rbZcM71v01GS1c89E21mVXE92JM4zF5mD2Oxt5eXlWh6+fajiuqq4gCOcCpaIo7u2mj93lwFfH81mnAnYX1TPvi528fcUQRie1X454QiGXce3YBL7bWcKuwnoK6wwohNaCRnWLheRQHUdqDPir5YT5qdyjIaG1KigXpKVqk0ceTgBSIvy4c1oqV4yM46VlWWhVHf/EyeG+HK5qprKNI7LNIWKz2N025a4bzmaX9GwlDUYUgreouLje6M7l+akEmi3SixsP1+CrkmN1iF1WQV3fy3Uz2xx0WKD5M9BRNOWJztoEAeoMnWsju3v4oT4KfrxtPEqFjKgA74r2y79nd3h8vx+sok+kH5NSw7A7HGgUMvrHBPKf5VkU1hoQkXquN+fVcaCskXMHRXsZYbiP0SFy1Ydb3VKoEW0GJ7lQ2WQiv1pP2P9IRfiYixuCIOiAR4Enurm9CjgX+K6L7eYJgrBDEIQd1dXdGz7zT0FMkJYArZJrP97GmkMdu+16YmJqGIW1ei4aGotCAJ1azmXDW+28j9QYEIAms70d6fWL9nP65rV/4AgCxAXr2JZfR58If3YWNrC7uKHDY/hscyENBhvqY9C0lTQYJVISpY4QFzzt5M0e6y2bKGn9+kb68d0to4+6b88b+/IRcQyI8iPER+XVEgcQoD35Cqyu+ElzklyfOzvTNXobwb5qL9IrrjPw274yjFZHh8cXoFXw1Y2jeGRWXx4/pz8PnNmXs9IjGZMc4h5Wfv24BKx2B6IIjUYLlW1cmQtq9Fz+wRY36d0yMYk+ke1HSn61rYiJr6xFEATun3lyfQv/LnRLziIIQgKwRBTFdEEQBgCrAVfmOhYoA0aKotjO0E4QhPOA20VRPKO7B3Uq5viqm0yMeWkNdofIW1cMYfagaA6UNfLjrlIemNmnXV5EFEUEQWBnYR2Xvb+FwXEB7GhTLZQBgToFRqsDo9XB3HEJ7C9r5EBpU7vh3P2j/TlQ1kRqhC91egsmq50Wsx21AA5BGuoDkkmo1QE6lRRdHKnWu6NNz8iiowHUbRGgUdDoXAprFVJUpBDA2MGq318tw2R1YHcc3ZAgxEeFwWLDZnfg+fFKAe6bmUq4v5b7v917QnlOF7qK9P4qzOgbzoJrR/DjrmJ0KslXr7qLYenr7ptEgtPMdc4HG9mc18gTZ6cxd0IyoihS2WQmMkDDHznVXPvxNvf7BsQEcMnwWKx2kaI6PWsOVWG02KnVW/jouuGkRfrz0cY8IgO0TOkTxlO/HGBrfh1Wu0jfSD9+uG0suk5WEX8mTnaO75i/gSiKmUC4xwEVAMOPUty4gv/hZa4LYf4anj2/Pw//uJ87vpJmwpY3GPloYz7bC+r4+LoRXsJRV4pgWHwwD8/qy7NLDiIAfSJ8aTRZKW804wCsFhtGG4T6qPh4UwEgmQi4jAxcaDRYCPNVUljdgtnRalJgFkEQJRfmMH8NxU4zz1AfNUecIwVdS7KUUC1D4oPJqWohyznE2l8to8mpbL5qVBwLtxYTF6imuMHs9uYDyfCh3mijs/6GJrMDQeiaaJoMlg5t9W0iFNboeWl5DoEaOT5qBaWNUj7s4qHRrM6qPqaZv9B6LCMTgugX7c/CLYUdmqL+2Xjq3P7S3JPv9nV7eVxcr+ezjAKWZJa7TWJ/3FPKNWMTUchl7ih1f6mU17xzagrL9leQWdpIZmn7XKdCJvDp5gJ2FNS7zSOeX3rIa5tDFc3894+8U1IH2Bbdqep+BUwGQoFK4ElRFD/yeL0AJ/EJghANfCiK4iznazqgGEgSRfHomWUPnIoRnws/7Czhvu/2EuGvZvODU/ltfwUPfL+XSH8NX88b06GtuCiKzH57I/vLmrh5QiI7CutxiCK7i1tPmUIm2TjZHSJfzRvNpe9vOepx+KsFmszev61n/23bCrKnlZRGBiYHjE4MYnzvMF5dkePeTinA9P4R/L6/EgcwJTWUtTkdP/OUAu1I7Gh9q74qOS3ddEH2PN4TQVqkLzkVLTiQznFnxOf6vF5BmpPuBJ3/4iwsdgejnl/lZb9/PLh5UhKjE0O4/tPtJIdqCdSpaTLZWHnvJCw2B/vLGgnxUZFXrcdfq+TS9zdj91gNOESBlHAf9GYbVc0WpqSFsb2g3j2m4a5pvbnnbyC+v6Oqe4UoilGiKCpFUYz1JD3n6wmuaE8UxTIX6Tn/bRBFMeRYSO9Ux0XDYnlydl8qm8wMfHoFM/qF88UNo6hpsXDFgi1UNbe/aax2kdIGAwoZLNxWxM6iBsY7Bzu7qrYOh2T7bhfhmg+3dpovCtZJoV5b0gPvZHtb8vG8303Of2zJr/ciPZCIbJmT9IBOSc+1bVtM7hNKryAtclpzXi77+iHxgWg9MgKjEoMI91Ph49FE7KOSEaCRHxPp+apkXjNMXFDLobTe6N7X0aK91m2k/xOAKL+OjUbB20rraEgI0SEIAsszK7pNep3tWi7AzP6RRDkfrmWNZnYWNXBmuuTuo1LIGNoriJzKFnIqm7lj0S436ckEqapsF0V8NQqGxAfx3Pn98VUr3KQX6qvqcO7uqYiezo0/AdeNTeTG8YnoLXb+szybEc7eyfJGI1d8sIWyNnN8F20rot5g47xBMejNdpLDfLh9UjLBOgUNJhs6pQwftczdKG+yi50uGY9WZQQpqjnaIOjuljrkwrGJeF1YnVVDUb3RSwjtcP7/hsO1XvnBrfn1VDVb0Hs0EestDrrrpOSq27RYHFg6aPUz23FLibqLskaJBESksZmd1T3aflyozjvH6zKpqNdLnS/F9d0Xe3f229tFiPJVkRjmw2uXDkSrUtArWMtd06SOnz9yqnni5/3c9PkOXlyWRY3ewuUj4vj0+hE8fFYaZpuDIJ2Solojv+4t598/ZPLDLslENtRXzb0zUmkyWjlc2dzJEZw66CG+PwGCIPDo2X25clQvPt5UwCu/ZzE4Loi3Lh9CRaOJ2W9vcJOf2Wbnv38cIS5IS2ZJPQBHqvXMX3+ERpM0CNxgddBsdnD39BSGxPqjOU79qNTDCyZL57mw7qSYfFQy975ccBWZXcOIThaCtArumOJtjV5n6B5Z/dlaZIsDutuRV9PmmF2yp9QIf8objXzh7ME9nhsy0l/ldt15c00uKrkMvcVOnd7CtWMTMNsc/LCzhOs/2cbnGYVM6B3KAzP78NVNo3jpooFM7hPOjROSCPVV02K20b+N0W2wj4rld09g1oAoXl2RzbNLDx7HUf6z0GNS8CfCYLYx+JmVWOwOEkN9KKoz4K+WUW+0ExOg5oWLBvLDzlJ+2St1NwjAtLQw1mRVgyARlaebikYpVUY9MSE5mKHxwby5Jveox6JSyLA4mcpPLaPF3LFMojtwVUPbVkVTwnRUN1vcld4TQbifiipn0j5Iq8Rks2I8Su3CM3for1HQZLKhUwru6XKekCFJiAD0Zrvb//CvggDcO6M3r688zMikYL6eN4YXfjvIB+vzUSJVvV0D1Os7KpG3gVIm8OolA1mwMZ/9pU0khvpQ0WhsN594UFwg/71qKJH+mg7nSOfX6Hlp2SH3AHTX9dYrWIfN7qC80YQIPHd+OleNjj/h83As6DEpOIWgUyvY+NAUBsT4k1+jx+4Q3Rdyg9HG9Z9sZ09xA3PHJfDs+f1ICNGxKqsaB1I+zmYX8XXmtzoiPYANR+pIDtfhqZZpe0kLSC1krlGRzSdAetC+V9eFkUmhqJVdL5a7uuhkQI3HfJB6oxWl7OjvcpGen0c+sCPSA4lUWsyS3Mf1778SIvDmqsM4gC15ddTpLcQESgOcrB7H47pWuoqhrQ6RLzIK+WbeaF68cADRgRr3tRITqCXMT41OJeeViwcSFaDtkPRAmtv7/tXD+em2sdw4PhG786QW1xkoazThr1Vy7Zh4LvHQnJ6q6CG+Pxnhfho+nzuKPh6tY+9eMYTHzumHQ4QrRsbxxOz+xAf7kt+mqV8EWpz5LZPV0emPdd93mXh2zLW93UVgcGwgvTtQ7p8INCo5j8xKY/uj0zizfwSLthZxQ5sZDh3pox0c/cJz0J6Mmsxd05NMAKVCjqaLIUGe+LvWO545wF/2lB71t/GMnz2LJn0ifBgY448A7ChqYM6CrYxMDOaFCwYgOB2df7tzAivunsi6ByaTGtFenNwRIvw1fL29yG135atR8MZlg9jzxAyePi8dteKv79U92eghvr8AQT4qPrl+JOnR0oXXbLby7tpcUiN8uXGClL+a0DuUa8f0Oqo7cGf5s+4Mri6pbWJnUUOX26m7cUUkh2jwU8ux2uyclR5FmJ+GJKeYdsXB1q4bnVLWafL/aDTmeQaOpWnCIUouz/dN701ymM9JHUr0Z2LD4RpSwn1RO1kt3Lfz4pMnYWZX6tlX2uQm7/2lTcx6cwNXfLAFuUzg32f2IUCnJMhHRbjf0Wd+eOK7HSXuaBikfu27v9nL2W9t5LqPt/HhhjzKG7ueHPdPRg/x/QXYU9zA4t0l7nGFD/24n5J6I0+d29897EUQBGKDdVjs0rhJH7UkQvUc7tNosrlvZh8l3DUthRcuGMAlw2JZd/8kZvQNZ0CMRK4KGcT4t8otihu6J+7tRmDFkVoTLWY7Vgfc990ePt6Yz7gUye4os7SeZ86RBlYbrA5Mx1Y0BbyjsLare5f0xfPfZw+IZHBcgPtvi7YVcaRa/7d3ZXS3G9BiszPt1bWYbSIBGjm3e7izHItLvt3pnlLWaGL+VUOJDdJ1/aY2MFhsLN5TAsDNExL575VDOX9wFAqZwMHyJtblVPPc0kOsyz612krboqe48SdDb7Yx9qXVNLbRaAXrlKy4d1I7G/CFWwrZlFvDv6am0GyyMSI+iOs/3c76w5JebkbfMHYVNhIdpOXXO8a733fHol0s21+BzSGiUkg2RSdrII9rlq5WKWPuuETeXXek9TXnfN2rR/VCFB18v7MEtVKg0XT068o1g/dYEearcrdzyWVgd0hE+FcXKI4VnQmuE4I02BwOShqPzclGJkhOORabtwFEoFZJg9HK/CuHctaAqA7fuyWvhtdWHqa2xcw9M1I5Z2A0IOXy3lx9WPoNFTJGJQazMbeGIK2C728bx+UfbHG7x5zVP4L5V5+0WkOX6ClunCLYnFvDoz9msuJARTvSE4B6g5VL/5tBXYu3DdFVo+OZf9Uw+kcHMDopBLlcxifXjSA2UIreVh2qps5gIbO0kYL/Z++849uozz/+vtOWJXlvO3b23puQkABhhD1LyygUSindlPJrS1s6oFDoHmwKZe89wkxIAiF77zhxvPfUHne/P06SNW3ZsRM70fv14hUsne5O0ulzz/f7fZ7P02QLHuvj3XVBB5FAzlpvRC+tm+J/lT/sEASBH545mlklaUFzg0AC7MsbK3hpYxVOH5gNsR08Fo/JIs2fi3POxDwsfcjLabW6/TmEQvDYAVeXY803ZhfGNIsIRQDmjciIe34emV6Jntq/T0lW5o+nF6eTa9GhFuDX543nbH8r0u8+t5m73toZZZf26Koyrnp0HesPt1DWqKziAvz9k/0svH8Fr26qwqxX4/JKrDrQhCRDs93Lkj9/HmaZ9fGeBiqOwmj2eJMUvgFgc0Urtzy7iefWV/CTl7eRYeyas9GrFTdhGSWR+P9e2xG0bo+F1eXlu89tpqpN+XGkGtSMyE6hON1Aqb9p+U1Pb0i4UQ4o/VUjf66R4hzK5EJlGOn0+Nhf18mmI224fDJ6sWs11eXrGpY2+P0DdWohzJX58/1NQTv7JqsrzFIrUbzAb84f1yvLqsI0PdoEsp7Tetms/PkN1T2eh4yychuLkkwjdmfvIr3QxO+yRhsNHXZW/2wJB/64jBsXjuCeSybx8nfmc/0ppfxv7RHG/Xo5z6wtp6LZzlNfHGbFvoaw/Tk9Em9sqeKVDZUA/O7CiXz209M4fVx23HOYVpyKXqPizjd34PIeox6f/UxS+AaAkgwjaSFi12L3oBKUifpA97Rlk/K4cFoBH++p52evbiPelMPG8hY+2l3PsAwDY3NSaHN4KWu0UdvuQJZltla2Bc1Ez5qQm9D5ubzRlR/d/XwD4ibjz3vzq4MzRhijJqRUTZYJvK3QnD+LTqSh0xX94gT5w7t7/YYOXb1FYgmWRoSCVC1vff9Unv5W7JaKgcTfQB3zsZz4OdJspzXkQ0ykEiby/A41O/j3ZweCAqxWicwZnsFvL5zIHeeMRaMS+PVbu1j0wAp++85uNkc4ALXaPfzs1e3U+C2rXF4f//jkAGsORJciGjQqPvrJQt783ql8c34Jqw80Me+Pn/LGlqpeve/BQFL4BoBMk44/XDQx7DGfrLQlDPxA6zocLJucz4/OGM3rm6t5fPVhvL5oJan0t250eHxBRxaVoFRNWF3eYG6eCOhUAnq1QEHIooZBo/Ss6AvfnDeMT25bRKu/VlOWifLHi8Tr307nn/sLIKNEVKOyjVhdUtADri94/QJ1oL7LoSaWYHkkpcRs2d8/55ZnN8XcV+D7MGiEmO7SfUUARmbFbvpk1qv5xuzoXLi+OsM8uLKMsXd+wO/f2RX2+K2LR7H/7nP537fmkGtWph+kiAjVJ8l4fV03qMc/P8CLGyrDWnD+8ZLJ/Pq88fgkmSdWl9PQ4eStbdVoVSJatciDK8oYaiSFb4CYNiwDU8QPyeqW0PsTfDdXtHPJf77g4mkFLB6bzcOflzHqzg94ZUNF2GuunjOM86fk88dLppBt1iIKyuodKNHgH/wXuwS8s6MOp1dm/qhsdCqRbJMGh0eOyuCPRWCqKvSCeG9nHSOzTeSYu+bscsx6RuXE/kGHkmsxRF1cSrRq77f5uET302D10B6n7CPwA7e5Zera+x6FRiID7c7Yx7To1Oyq7Z3wm7sRZa8Moggf7a6LqgMXBAGvTwrevDySTIpOxakjYzuFN9h8eCWZPEvXd37qqCxuWDCconQDaw81843H11Hd5uTBq2ewdEIuR5rtNFn777M7FiSFr59ptbm56+2dXP7Ql1w7r4SC1PCJ/tB+YTXtTpb+9XP+fOmkoOvFz17bQYN/2NHp9PDEmsN0Or3sre3A5ZUIHRFXtTpiuqO8trma+y+fwtRhGVEuIfOGZxArHTAQCISKSYvNzcr9jVw8vTD42BWPfBn0fwtFIDy5tqLVEdX6EhRB6G5IN1AXZCJD2J62STeomBJRxxoPEWI2Z9JrRJ68YRZ7eiF8IoqZgrabD8crQVWrk9MeWBElQu9sr8Ht/4K/vXA4sgxbKlu7PaY+5Eta9MAKZt39Ma02NxUtdg42WLnltJGcOSGXGxYMx+2T+O6zm/h8/9BJcUkKXz/z9NpyXlhXyYEGK69urmJktolbF48MPi9HfOReGX788nb+cdX04LDr/17dyjWPr2PuHz/lnvf3UNli5/P9jbQ7vMEfp0pQ0g/0ahGDWohqzPPAh3tZta8hyiVkX207iZTSZhg1jMg28eQX5Rj99XAmnYoDDbaYhp8LR2WGHWt0thFBiH15qbspP0skikvUneVoCPYuDjmWVqNKeIguEduaqjhdz8X/+YIEe1MF9wVKSlFPeHwyv38n3ETgu6eN5JyJebx08zzuPG8C9146OdjPORYaEcr9PVcE4JQRGbQ5PJj0asUpSKvC5fHx4a46hmUY+elZYzjSbOf2V7YNmcWOZB5fP1PdZmfx/SvCEm8zUzT89oKJ/OKNnXh9vrAV2MwUDYVpBjQqkc0VbUFh06lFLp5WyNXzhjGlKA1Zltld08FPXtrK/gYroAx/ArZKerUQtbJr0qn48xVT/S7Qse/walEgM0VDfac7ynQgRSswLj8Njah488V8vUpAI0B6ig6by0O7f6V2/vB0PBJsPNJ9ZNFXdGqxxwZG/YVKUMQ2QY/UhAltx9kT35hTTIZRy8FGK8t3xe/rcvbEHB65dna3+zpQ38kzXx1hwchMfvTiFiRJDopqmkGN3e2jIE1PeXPXsNmgUeHw+PjrlVN5fPVhdodErF+fM4y7LpjA/vrOqEbo/UUyj2+QU5hm5P+WjQt7rNnm4UcvbWVqkYWfnzs+rCVkh8PD9mqlnCxUdArSdPzp8inBC8nu9vHqpqqg6EG4l1ysdJbzJufz4MqDMUUvMKeXmaLl4hnKUFYdUSZgc8vsqW6NK3qpejU+n4zDK1PT7gyKnl4jYtJruH5BaczX9QehotfbNo69xScrohdcAQayuykrSxSHV7nxdUdgyPnyxkpaHW6unlvCpIL4w+2vypqxuuKr6bpDzVz47y/YdKSF+k4XLm+X6J0zMZffXjgRt0+mvNmBTi2iU4v87oIJbP71mYzOMXHby9vYXdvB12YVU+CvKhqdY0KvUQ2Y6A0EyYhvALC5vCz752pq2534vFJUc51lk3JZdaAxaEAQiSgo4iECBp2aojQDKlFk05HWXqVb5Jp11MdIGwnohFoAnUZpHD4828ihxuiEVDXhRfKJUpJh4EjLsa/nHMgGQvOGp/Ofq2eiEgUONFi54uG13W6f4m/Y1N35nDMph492NTB3eAZr4+T7hSICGjV0o23cc/Ekrg6xjZJlmYoWO2lGLVsrWrnxfxvwSvDk9bO54akNgCLqv7twEl+fU0xjp0sRst99FLbfQNQXYEyuide+ewpm/dHfBHriuDcbStIzKTo1f/vaNC578MuYz7+/s547zhnL/cv3RT0notzl7W6JwlQdbQ4vTVY3dlfX/J5aFJBlOa7RZqA8KpboQZeXnkcGPBImncjhpthZ+PF+X4Eytkgm5Js51GSLObEfdZ4hPUC663cRj1gil6joxRPIyJ7Boaw73Mr5/1qDRiUGLehjEdhHqlGLrb37/hzLdyoJxRVNibsadyd6oCSHH2m20dDpYnZpBj95aStvbq1BqxJQq5RUqFSDmsVjs7l96RgeXFnGnOEZfGOu0nA8x6JHlmX0GhGfJAdNMBweH6IAPz1zNFXtLnRqETGxvtqDjmTEN4C8uqmKf366j4qW6Itfpxa5fEYhz62vDHt8WqGZHTWdQVH76MeLGJlj4raXtvDWttrgdvHMQI8VgfaTBrWAwyujEYWgjdFQoKdmRUaNCqdXMSkNvcFMLrRg0qnx+CS2VbTF7CsyNieFR6+dxfdf3MyO6t7btAduKqHfbYpG5NsLh6PXavjzR/uUmmyVEJZvF8CiV+P2+pg7IpObFo7g2ie62kuePzmP/DQDl84oYny+BVmWOdxkY1iGEXXEqtEDH+7lPxE5euPzzeyp7eSOc8Zy6+JRHCuSc3xDiMtnFrHy9iVMKbSQEhFbu7wSz2+oDMuXEoBbloxiydhg906ufnwdP3xhMyv2NQZzr4ZnGsk269CohD6LnvFom2T7b/QOf3iUolNx/uT8qNXlY0HgnfRmrq870Us3qLF7fEiyInoiXZ9XWaONtYda2HikLSoyDMwBjsq1UJJtwqzrmss1qhM7v4DZgkoQ+PEZo9CqBG46tZSPf3oaT609wn3L96LXiPzkjNG8+8OFUaV4o3JSMGhUOL0yG8ubefrLI8HnRAF+df5E7jxvAuPzlXlCq8vLFweb2FbV5o8Mq2m3e5BlmRV7lWj0tqWjWTBKufaqWh2UZhq5f/k+3ttey1AlGfEdI+bf+wm1MRJkH7p6Or94fSdt/gRbAVj/y9N5dXM1T645TIN/yDirNJ1/XTWd+fd9hkYlcOCeZVzz+FesOdiMXi0GS+F6i4ruG3wnggBcM28Yu6vb2RTSElOvok+2VLFI0QjYIsKrQNTW3XF6ExGrRNCKIhq1EKwjFv07SOTTDQzdh2UY+fxni+lweJn6+496fiFQkKrDI8nBHElBAI0oUpRuIMusQwDWHe6aA8y16Fj3yzOZ+OsPsHmk4FTB95eM5InVh0nRqxiba+GLsmYAFozK5I+XTKY43YgYosBVLXYWPrACjdgVPZr1akRBoN3hYWyeiQ9+uAhRFHB7JTQqgWabm1l3f4JJp2bn785O6P0dLcmIb4jy2ndPYXxeLJddgbsvmRT8SwbuW76Pa+cOC4oewNLxueSnGZhSaAk66U4rTgu+Jh4i8T3dtKqjE72phRamF6ciA898VYHWn++nDdTyHqXohZ52pOhBlxh1d5ze3NYzUzQ4vBKdITtMtH7XolcjyfCzs8Zy5vhcOpxeUo0axiRQ5QJKK8hMo5rLZygWUYF45FCTjfWHW1h3uIVZJamkaFXkWTTMH57JqxsrsPnzpgLVjv9eUYbDK9Fk9QRFrzBNz10XTKQkMyUoepuOtHLdf9ex8P4VyLJSwSIAs0rS6XR6Kc008rsLJ/LmracGX6MWBawuL1kmHf/8+nQ++smihN7bYCS5uHGMKEhTLqQrH10HQEmajgabl4931/PAFVNJ0W7H5vZh1IhcMbOIDRH5b/d9sJdHPi9jYoGF+6+YCsA5k/L594qybvPZJAj75YZGQInmpWnEcENQjQoevWYmXx1upTjTwL76TmRJ5tsLR7CvrpOWGAnOfeFYj0UaOj0xjxv598R8M7tqu+buzhiXzfaqDsbk6rlidlHQ7bixw8WBBhuJsrfejtmgZUxuCoeb7EwvTmVdSCrS5op2JBncPok3t9Xw5raaoOfi6eNy+OvXpnGgvpPSrBQkWUlkfnd7LTcsGE6aUcMHO2oRRYHFY7K5/KEvY7wvE0/dMJvvPb+FB66YEuba/PHuev7y0T721nVyyshM/nLlVPJTh26P3WTEdwyZMyIraD9/pM2Fw+Pjne01ODw+rvWnH9g9Elc9to5Wu4d/XjUt+FoZxeVlc0Ura/138kmFqTF99LqbSuqtmKhFwpxmRAEmF6bxyOrDPPllOdUtDnJMOhxemVue3dhvojdY0akIE70J+WbG5JlptLq4clYxy3fW0W73UNfu4Kan1vf6895Q3sb+ehsenxwmetC1Au7xR2egiF6uWYvV5cGgUTGrNIMsk44cs567L57E6BwTd7+3hzn3fMp3n9vMd57ZxG/e3sVj182MOvbBJhtPrz3M49+cFSZ6sizzwxe20Gp3s3RCLl+WNXPT/zbGdRQaCiSF7xiTa9GHCZPHJ/P21houj+hcVZxuYO7w8FpXtagMee/9YC9fHlRqdPUxGr8kejmaNHRb/wnKvFGjtUvMJFkZfhWkGfD5JPbWdVLorzN2+/ph0aSP5Ft0nDIyg4n5iTXUSZQU/7g9YDgRae66t66Th1YewqxXk6JT85u3dlHb4eA/K8rYVdd3B5qo89CE39BCv+P6TjfrDrfiiXD3STNqWf7jRfz2ggn88PRRwe/m7a3V3PR0tFuN0yMzLj812A4hwHs7anF4fFw4tYDHrpvFuZPy2F/X2W2i9GAnKXzHmIeumcVnPz0taE6qVQk89PlBhmeZGBfSie2/X5Rz+6vbw74grwSf7Kylzebi5qfXc/lDX9Bkc2PWds2r9QarJ7H6z9DVSFGABSMzWb2/AZ8MK/Y1snhslw+g3SOFtbo8VtR2uPiyrIWZJen9ts88s5YbTlGaQVnj2FkXZxgYnpXCo9fOZEuFEqFlGLX87sIJZJq0MV/TF9zecIOHwL+hZgKvbor2xVOJAtcvGM5tZ41V2oyKxHXrefiaGZw2JidojNtqc/PcuiPc+foO8ix6fnTmGL4sa+KDnXVcOqOQFO3QnSlLCt8xRqsWGZ5t4odnjgaUSeXKFge/f2cXS0Jcbz/YWUdxupH0iDwYq9/p2OqWlZQKSabTDe4BHHWEpudJMry3oy4YBV4yrSCYxhGgNwX4/UWgfeez6yp62DJxrG6Jg402Zg9Li7vNkWYHmSkaitKNdDi9ZJm0fFHWyP3L91Df0Tt35e4IrO0EpnMD/4bO7760oYLyJhu7atpjmgWs/9VS8tNiz8tdMbMQo1bNuF9/wITfLOf2l7dy9t9XcecbO/HJMnUdipPQd57ZRLpRw/4GKx/tjl8zPNhJprMcJ2RZ5vKHv2TTkbbggoNJp8Lt8QWjsD9fPoX7l++hwdr9vFmslJTjldg8EGQY1AiiQLPNE/a+Av9/6fQCVuxroNXeP0OvOSXpZKfq+GxPA3qNihyLjn11XTXSsapMUnUiHSGN2kVArep/Y4N4TCkw4/bJ7K1XznNUTgo/OXMMyybnBxuIO9w+xv9medx9iILyn1dS/p1VksGtS0YysySdVzdV8cSaw1S1dpUhdtfQqL/p73SWpPAdR5qtLhb/eSVen4TTI6GKKJfSa0TcHqnHHLLQ0q8Ady4bxwPL9yY0lE0UAcgxaXH65LjGnrkmDVaXFwllzqi/rq54pWQi8MxNc7jv/T3sqImukhABnd8Fpbc3g0AcG1ohM6XQ0iv36ECFS18wagXsCYbyGUY17XZv1A0ww6jhommFnDMpj7kjMpn86/fojPjqFo3J4tbFo1hzoIl2h4d5IzI5fVxOsB1qgBc3VPDz13bwjTnFnDE+lyVjc8JyAgeSZK3uCUSmSce3Th3OPz45ACjiZdap6fRPGjsT/MHEqhQbn2eJ+XgAlUDMWt9UvZp2v2Ff5Db/u2E200vS2VLRxvee24TV5fM7QndtU99DdNpX4tUlS8A1j69nRHbshtkSXdZPvRVhGUU4RcCoV6NVib22zE/E/ToeiYoeQEucaLfF7kGvEZlYmMprm6rCRM+gFsgy69GIIvNGZDJvRGxX5gCBOb1ZpRksPoaiNxAk5/iOMz9YMoqCVOVHKwFZEXN6fb20Gm1Ougvm4wlJe4hLaeg22SYNL22s4vx/ruaut3fi8PqQI7YZnjFweV2hp2uI6BInA2WNsc0AVAKk+ttY9uVil1CmETqdXoZnGjBqe7dyczzHU1q1yBnjsrn97HEYNCp++so2AJ6/aS7//vp0dvzuHHySHLzR9sSScUop5W0vb+Pcf6zi9le20T5E05eSwnecUatErpk/LPj34QhDg74MzQD+8fHBoy5FCyAKSvvJnVVtHGlxcLjJTiyj3cMDZEMVmaroiNElLh4+maBP4NGM+g0aEa/U9xvR8cCoFrhoWiEqUeD9HUpd7W1Lx3DKqCzOn1qAWqWUOqoSdFgJ9O2YMzydyhYHr26qwuUbGo7LkSSFbxDw+OryqMcSaTXYHeUt/dfsWfKXNB1pjRa2wE/G0k0+jT5ezVyCBIaqJRmGuOV3oCzyxGJ6cSpwdIalDo/U5251/f0jK06PHVmfMzG8vWib08dtL2/jkn+v5gcvbEEjCty8aETw+S/LmmixuZmUYB+RjBQtkwosbCpvw+X1ce+lk8ISnYcSSeEbBJw2NhuB8GjiaF3V1QJMKezfZN5YBM47zaQkZquJrg12+cfD/hFnwhddpPgfaXGg60Z84sUe3zp1OBA+F9oXLV57uJW+LNf0t0H+E9+MrroApZJn/vC0sMe8ksyWKmVecliGgVPv/YTHVx0E4N7392LRqzlzQm5CzY9SdGqWTsjjhlNL+f7po7lsRvHRvZHjSFL4BgF3nT8Bo07VZTQqQFqsVmg9EJpK4ZXBG28irwe6MzYwaMSw6oyZpenoNCJNnU5kFOPS0MOadGr0/u0DOcCzSntOMtaJRM2niRBsnt4byhqtUY/15aMxaERmJ3DuA83P39jBtxeWhj02uTCV758+mme/fQq3njYi5uvKmuw02b08vfYIv317Fzuq2/nJ0jH8Z0UZ/1lxMKFj/+jM0fzqvAnctnQM2qMdlhxHhu6Zn0CoRIFJ+anBv7VqgcIMY5/3F5CG0Nyz3qBRC3GFweGRcPjDUaNWRY5Zj9Mj4fDIMYeCuWYtghAeza6P0/goFJdE0BoqQF8jp79/ktiPOh6BBG2HR+Lz/Uqd9FGO3vtE4Fa4+Ug7Xx7oauVYkmHg3El5+CSZLZWtLJ2Yxys3z2NyQeyIf0JBGk99Wc64PDOzS9P58mATBXESm09UkuksgwCdWkWnyxvMx7N7ZHbVdD/0ECAqlSSSvk47u0IS5mLauwfs4gWB9/yT5iadyKySjKg+v7XtTpxx+k6E5sn1Jz3Z2KfrVaSnaDnU7CDdqInZLjOUFK1ImlFLVasDWQaLQd1vydK9QacR8frTY3bVdbm+HGlxcP+H+3h+3RGq2pxMLLDw3g8X8s4PF9HY6SLb3xDe4fbh9PrQqUTqH3eypbKNTUfaMGhVfGPOsJjHPFFJRnyDAK1a5MdLR3ebdxdJZCrJQNHdITpC0iA6XVLM5uZ2fwJ2rIUFuYf9xyIRE4Qe50dFkcevn0OeRYfD7SOrh5palShg0mnwSspn3lfR04hQlNb3xYDu+nwAVLUpGQHDQkYLAdEDMGhVpBu1vLihki2VbQBcPL2Qtb84g9KsxHwDTxSSwjdIOHVU1vE+hQGlv9px9LUKIgxZpijdyPDsFFxeqcfGSM02L7XtR5+qY9arg+LUFyJ9EuINtzud8SNYSZJZvrOWS6YXsvzHC0k1aDDpejfwO9hg5Yy/rOTJLw7jPB6F2f1AUvgGCUatmnsvmdzjdtOOwUptfxDDJnDQsGhsDk+sOcS+2s6EI85m29En6sarrugLIkrjH+hKbzljXDb3Xz6Zuy+eFPd126vbWV/eyoJRWYzLSyyNJZIHVx6krNHG46sPc6C+b/PIx5tBfHmefHx97jA2lLfw+pbquNvsbbBh1CrtJ7PN2mCPhniUpOs40hq7zeRA4hikVm1FaTre2lrDh2oh4ZShwWj4IAE7azoRgBStCp1a5FCjDZNOTXY3uXUH6pV65mnFqXG36Ym6difTitN483sL+ryP400y4htk/PaiieT455xC/SADc2TLJucHh8V2Z8/qEk/0Qr/4Y7VAqR8E6Q9Vbcrn4fTKeP3jb2MPbqwB0TseK7k9IQN76624vBKHm+3c+twWpv7uI7777CZsIXOwsiyzrbKNj/1WUt2JY3e4vRI7qtsZmzs0Rh7xOP5XYpIwLHoNf75yGtDVQEYEkGFcromvzy5m5T4llcHWi/muyC868MrCNH2foplYGtBTZURPneCOha5EmAujUQnd5gZqBMizKAOjWItJV88ZXEm8uWYtV88dxgc763h81SEaO5088OFebnhqAxf95ws+2l3PORPzSDVoet5ZDPbXd9Lp9DIxwWqPwUpyqDuIkCQZURRYNCabBSMzg12y0gxqjDoNe+utXPvE+phNpAGyUjQ02zxhQpZuUNHq8MXNgas+isn2SCx6TbBNZl8YyOFkYLga4c6Op4el8TSjhsaO+O/p072Dy4yzvtON119I/fdPD/D2tmrKmuxY9Gp+dMZoLptRRHEfzCRkWebj3fW8uKESUDquDWWSEd8gYU9NO3e+uYNN5S14vRK/Pn9C8LkWhzdYDO6OEzW9ess8vvrlmfz3m7MwhDT1lmUhbiLr0RBLLhyegZ/Y0/Th9yYK0ecbuZt4u22yebrNh6zrJ5flyEi0N4zKTgmLtp/boFjQy8DhJjvTisxs/+3Z/GTpGIZlGoPGpIlS3mTj4v98wc3PbGLFPqXJ+Jtbq5H6a6n+OJCM+I4Dr2+uZE+tFZ8koVaJqEUBp8fH9xaP4uM99by0qZJh6Ub+843pvLShklUHmmi2ujFoxJj+bioB7v9gL/+9fg4Lx2Rz1sQ83tqmJBafMzGXFIMmpklnf+OK5RTaB7pbTIjRXrdHYv0+e2ohCZBuVNPp9B513XRPGDUikiSjUQvB6QCDRsCR4Js92KgkM88alsqWivYwoQ4sgvQFh8vDuvJWbnt5G7Isc/9lU7hkegEHGmzsrGkf0n58SQfmY4xPkpl598e0xagW0KgEvL7wMniVv5qjJEPPzNJMXt9c3e2QMMOgxuPz0ek3sTRqBOx9UYskpOlVtB1tV3Q/RekGmq2usBtXoFJHrxbwSHLUMLy3q8kiXXO3gv/FMnDjglJ+df6EXkV6bq+PhX9aQZPVRZpRyyu3zKcoXUmMPh41uv3twJwc6h5jVKLArYtHoolxt/T4or0/fP6Lt7zFycgcU9RrImlxeIOiByQsev15IfRyJHXcOXtCDhPyoqcD+kv0AKpaHVHRukoUEAVlhTkgeqFzZ7G+ucD3lGeOrjYx6rpMHYwakY9+sgitWuSJL8q5b/lenvvqCJc/9CWr9jfy1aFmmq3x05xabB7qO11MLkzl3Em5XPCv1Yz/zXLm/vETKpr7z/LseJEUvuPAN+YMI9eii/rwU/2OLJGPB+Z/nlxzuPclXgk6BvfnaM7cU7PeQcaaAw3srhv4qYBIPIG7GlCSaeQHp48Ka94ei8D31GKLnlu0unzBa8fmlvjGY+t4+3sLWDI2m0c+P8Sdb+7kQIOVWSXp/ObNnfz14/1xj7Otqg2AylY7z66rxOaW8EkyHU7vkJ/fg6TwHRdMeg1Ti9OjxKbd6UUtClGPB6KBxm5Kq7Si0m0sEvuxavMVQodrgCfFuiHS1zAR+qEoo89IQH6qjoYOJ//67GCP5XMB4mXghD7caHXxqzd3cvH0wqAZrE+SeXd7LfsbrIyJkYu3s7qd21/Zxvef34xAV8XKvOEZ/Ob88fgkmb9+vJ/vPb+5F+9y8JFc3DhO/OfqGdzRZKPT6WVrVSs2lw8EsOjU5KcZgg4oMjKyDHe/u4vDzfHrRX0yvL6lZsDP26AWcCSwiKHXCDiPw9xioEHQUIpHatvDh5wGjYBGJdLh9MXsoJcoFr2arVVtpG9XOuNpRXC4vfxp+V4m5Fu4anZ0DuLG8hZe3VSFXi0Smhj11eEWvjrcEvw7M6X/mqUfD5LCdxwp8TtiTCrqvnzI45NINWgBRfhi/RiOhVMLKP0uQifR43E8RC9AovFmT/ZVxwuPT8bhL/43akRSdGrqI0oTE1n4UIsCf75sCuMLLHy8u54UvYbx+RY2V7Ry36WTufDfX/DCzfPICBGxb55SyqubqjjSYsfplVCLAlqViD3CjMATuRIzxEgK3yDF4fZx6YNrOHV0FnXtTrZWtQefO17TKwHBC64c0v2PL7C9UQ3Hwb6uRxIRPTWKq/SxJPS8rG4Jqzt6+CsTu5F8KC12D/d+sBdRVLrS6TUim460cumMQlQqgX31ndy/fC+Xzyxi/eEWss06ijOMVLTYg+VuXknGK0UfZcORlqjHhhJJ4RuktNndVLY6eCxGI6IAKlFAIyqrgpGcMjKDL8v69+IM1YlEoj4JJUVHJQoxt07RCNiOUWQYLweyJwahXgeJJ3palYDbJ2PRqxmZY8Lrk6htd1Lb7kItQmWLnZ1V7eg1Ii9uqOTFDZWkGjScPSEHp9eH1eVFluHKmUW4fRIf7qoPRqABRmWZkGW518nQg4VkHt8g5p+fHuh25S2AWlB6bIRSmmmkOMPA6gPNA3R2R0ciwtmf6NSQYPvYAUOvFhmXa6K8xYGARKtj4BaeNCI8cMVUVu1vinL7UYtC0KAhkjSjGpfHF5U8rVMJwaZRACOzUnj/xwvRqXvXZ7ivJPP4TiIWjckGINfS/URySaYRky78ApQlqUfLquPJsb7dHq3o9UeRgtMrsbW6gzaHp8+il+hpeCR4Zu0RXt9STUmGEbWg3CB1KmX4+uot83ny+mgdabN7cXjkYIOoglQ9mhDRC2QqlTXZWHMg2nF7qJAUvkHMuDwzRekG5g3v3p25rMmONcKed3h2CkeabXFecfwZaOHr71RCtQBXzCyioIeb0ECiDqk5HpGdwovfntutWcCmijYEoK7DqXTdk5X54dklafz+3d3s8OfqRTI8yxiM5GranWFGDoE0mp+fO5YZw45/x7m+kpzjG8ToNSr+/fXpXP/k+m63U8VoOrRy//Ef4vam3rS/SaQLZazPLRYWnYoOl49ci45JhWnUdDQc/Qn2gdDpjEONNh5bc5ivzynmma8qorYNvLdMkzasmZJHgg1H2gDYGbJgBvDPr03lnEn5aDUqjjTbOO2BlVH7Lc0wcqTFzuhsE+lDOKUlGfENcr7+2FraerAzPlapLL1FFESyTVqGpSuml/Es4I7X9Hiin1uHP5p+aGUZ6w4d/xtKgE/3NPBVnPMJvLfTRmcxPqerkVBpiCVV6L3B4DdIeHjVIXySTJvdE2yrGUpVmwO1iH/BauiSjPgGOVq1qk92Tz2lOhwLbG4fNrcPtQj3XjKRylYHD648FLXdINXtMLJTNDTZPLT7RXB0TgpZRg3rj7QFRWZUloFzJuXx75WHj9l5lTfFns7IM2mos3p4Y0tNsMudJEN5iwNRgJ8uHYPZoOE3b+1CJSj5mXe8tgMBaLK6uG3pGAwaFR5f+LUXWBSZMyJzgN/ZwJKM+AY5fXXKTe2h5nMg0KpiX1BeCdYdbo0pekOFxgiD12abm19fOCksneNgkyPmsHNAkWFWSTo5pvDv+87zJ5Jn0QajupSQmm1JhsdWH+L+D/YC4ZGvDFidXtKMWu48bzygpMdEErCwH6okhW+Q09fSoEmF0dUgA/1lu33xU1RWH8UKoABkmzQUp+p7HBbr++lNBo4Tb0TXYvNw3/K9UWkh7f3o6JIIHn9LgsgucL9/Zxd1He6gC1CnP1INvJ02hxdrnDrugNnolbOKWTo+hxHZ0a5Aof16hyJJ4RvkZPXxAtsWMXENxzZvLpLmGG4ivaHR6qGy3YmMkoysEqDAomV0tiFMnJz99CaDDYa6mcuaPSwt4R9Qbj8LRWmmAb0/iHt2fWVY1CbS5ZkXMLoNEAhQ1SIUpOpi3khsLi9lDZ2sOtDEo9fN4sZTh4c9Pyxdzykjh3Yf6OQc3yCnILX3/REA2o+i98VgI3IOMFCBUdNH2/dEDT7VAmhUIj7JF7NMcOOR5oRuJiJQ39l/LT5NGgHJJxMaXIYmsUtAdbtLmbvz+Ah1Jgu8j7xUA9fOK1FK2lAi28Dr3T6ZP3+4jw921TM2z0yb3U1ppoFyv0nGeZOjXYCGGsmIb5Dzy2Xj+f7iEWSlHPs5u/5isK3/JbqY4pUVW69Ci5ZTRmZEPf/5gdaEWk4eTRCaaVRj1KooSdcHk9StHpmKiCZRkZU7mSmaYBQYa0T7g9NHca9/ju+BK6dy/YLSsOcbO1zctnQ0++o6qe9w0Wr3BCPrp9aW4zjeZTBHSVL4Bgkr9jbw3rYaWiOGhDqNigunF9F0FKZxmmNTVRQkUgxkYk+QxyORYUheDCPXgaKyXZkru+v88VHPDXQqUbPdi8Pto77TFZWkLgrKanMs2mO0NghQkKpjvd9iyqRTccHkfH51/kTmlSoJyQKwtaqNTqc3uChi1qmD0aLDI/Hm1vhN74cCSeEbBLTbXdzw1Aa+98IWrnrkSyLrp4vSDVw5o+fhhVkXW+GEYxxzaWK0DIvXEjMWicQSdR2uYzpn+fmBZv77RTlP3zibcbkmVEK4wFv0A3d3kYltRCHJcMaE3Jiv8cqKMEbecASgpt3Fa5sV4ZpanIZWo8LtldhwpDV4PK8Mj60+jM0fLmaatIzJMQXdwCtahrb9fFL4BgGHQ3oY7Guw8fjq8LSPjUda2NfQc/mZzRU9plEJvROd/sAVx+/Jou1fAU601WQvgs1uqWx18PePD/Dejxbxh4snhQ2Zj0efWZUAL/pbSYYSqLOVZFg2KS/sucgrIVWvRIyNnc5uo9ftVR3sb7AG3cD31Hbw788O8PjqQziOg8v30ZIUvkHAtOJ0zhqfE/z7geV7OVjf1QPi3vf3xlyljSSW3ByPqg4ZJdrQhXTjGp5pCGuC1B/EqoaLeUH342G9PhmVKHDx9EJyzDpSDcrAvOUYGA5qVcrcXa5ZEat4363Tv/gjAl8caux2mmFkjgmPT+L8f62Ju02sxaC9dZ38+aP9fLS7/rh0XTtaht4Zn6D86+oZmHXK1+GW4DvPdNly/eq88VwwNf94nVqfkOTwyO9ws6PP+qPpxVUaU/z7eNxYHGzo5OUNlWhVIudMzDumk/xun9IDo74zfP7OEPIB6VVdEa4EtNq8SCFTJ0LEvw+uOMiPX9oSVs8biihAasQwPkUr8sGPF7H9t2fx/E1zh2T5Wo+XlCAI/xUEoUEQhJ0xnrtdEARZEISYST2CIKQJgvCqIAh7BUHYIwjC/P446RMRnVrFul8uRe2/hsqa7MFE0gWjsvntBRN7vc/+vByP5aUdeVEe74Zegff+zI1zmFKcxh2vbWf67z/iqbVHMPWxsqY/CQxXAZw+yEvVo1OLTMg3M7kwDZ/cldcX+CgD//pkeG97XdwFJUmGETlmfn/RxKDAGjUiaQYNFr0GdYz53KFAImf9FHBO5IOCIBQDS4HuanT+ASyXZXkcMBXY04dzPGkw6tS8dMt8rplbTK5Zyx/e2RW0AE8z9r6Cozd6kWfpPsH2WGqPRLjQBoZ0xyuukIGbFw5n4ehsnrtpHjlmXbASwuYMj/h0apF0Q8/r0v35XnQaVdBQQECp2vnmKaXMLMmg1e5GJQgUpOq73Ud3cWtpppGSzBQyUrRoVQLrf3XWkHVeDtDjNyTL8ipBEEpjPPU34A7grVivEwTBAiwCrvfvxw0MXmfM44wkyeyobueVDZV8tq+RDoeHJqubBfd9yjfmlrD6QOOAHr+uo/8SbONh1KoSbncZS2iPV+CnVwvcfNpIQKnkGJtnprHThQxR/WVdXgmvV4rpMK1TQWD9qa/vRQBuPLWU1zZX02b3cMrIDL4IaTEgA6eOyuLa+aUAPPDhXv6zoiym43KKViTVqKXZ6g5OSwTOe1ZJGqIokG3W8c72Wt7eVotXkrl8RgH/99p2Pt5dT0GagX9cNY1ROdFtKgc7farcEAThQqBaluVt3Sj/CKAReFIQhKnAJuBHsiwPXnfMY0iHw81Huxp4ZVMlO6rao7pYBWhzeHlwZdkxPbd8i5ZGqyeuPXlfOR49fo8Wi17NBz9eRJapKyL+/UWTWPLnlQCkGrU02dxhHdu0agGTTk1jRO7lqFwzxWlGlvehwF/w79fllXl8TTkrf3oay/65hrr28ERmo1bk9HFdC2XXnzKc59dVUNXqQKOC0MtMaRLuIitFR3W7kzSDmj9cNJGCdCMby1u594O95Ji1QSPSXIuOVzcrLUxnDEtjQoGFonRjr9/LYKDXA3RBEIzAncBvethUDcwAHpJleTpgA37ezX5vFgRhoyAIGxsbBza6Od5sr2xlyu8+5vZXt7HucEtc0QMYm2tiQr7lGJ4d1Ha48Upyr5KOT1QkGQrTwssGh2el8NsLJzCzJB2nV/nuQjN4HF45SvSyTFre++EijPrexxoaUYnkXCG5fE+sOQSyRFlTeD6dKMsUpBlo7HTx3zWHeXptOU/dMAeLQY0sC2SZtGGLRU6vTI1fPGVgybhcphalMSrHRKpeTUNI+4JTR3VZUZ09IZe7L56M/lhnx/cTfYn4RgLDgUC0VwRsFgRhjizLdSHbVQFVsiyv8//9Kt0InyzLjwKPgtJsqA/nNWR4fE15wtsebLAG57hStCokWe5Tt7C+IPgHZKl6Ne0hc1mZRjV2j4RZr8bu9kVVFJxIRPaP3V/fyXef3YTL46Om3ZnQwkteqpa/XjkNr09iyZgc1h1qpqZNMVz41oIStlS0saUyfrpSrK/7mXWVMbe1emT+u+Yw937Q5Rzz4oZKhmeZ2FbZRpPVHZbXqFcRrPltd3j52Wvb2VzeGqwtDk1leW1zV8P6zRWtPb/xQUyvIz5ZlnfIspwjy3KpLMulKAI3I0L08P9dKQjCWP9DZwC7j/aETwTm9cLE0SfDpAILL3x7Lo9cOwuVKAS/tIGOx1L1ajJSNGGipxJgRLaJTb9ayvo7l/L4N2dz/uTY1QPd0d/nPmd4Bnp1/38iLq/ExN8sZ9ORVrZUtOLzSYzJNWMMKeHqiWHpKdS2OTnl3s+o67Dz5q0LuPW0EQC8uL6yW9HriVjv+J+fHcArycFysza7m22VbcHnQ/P/ImcfPthRR4ZJx1J/XmnkWwzEd4E5z6FKjxGfIAgvAIuBLEEQqoC7ZFl+Is62BcDjsiwv8z/0A+A5QRC0wCHghn456yHOZTMK+dvH+2i0dg0jNCKkGrRkmnWMyUlhXH4qkwotzChOR6sReXjlQT7YUcvF0woRBJl3ttXGtKTPT9VS257YGtL4vBSONNux+zOBC1O1VIe8dkSOia8Ot4W9xifDxiNtXPjvNXzy08WMyzPj8kG6QU1rDxb5oWQY1TT3Mek3z6KnrqNrbksA1h9uoSBVHxy2dYdRIwTfc+D13WmYze3jbx/vY83BZvIsOjJNOg41WBM+3/XlrTR2OGmwurjn/X1sqWhj7SFlQcIeJ3pP1EEm1jZW/40qUG7m8clk+R2kQ1EJIIqK0wso85l/umwyY/MsfHWomY/3hPcW0YpKjqkIlDVYmVkSbdwwVEj21T1OONw+9td3MD7fgrab3qTPflXOr97c1a/HDvyoQn9cKVoBp0dOuNLj7gsnMK4glVc3VvHixvBhV6ZRTbvDG+UYEnr8FK2INZGOQBGkGdRhgp9n0VHX4Qpaqw8ERWk6zptcwCOrY1vKJ3Ls0BVdAJNWFdcItD/oqZGSWoR0ozZ48y2w6BiZY2L1wWYMapH8dAOHGqPXIZUm9gJ77z53oE49Jsm+uicIBq2KqcXpcUXP45N47PMyfv9O9OxAmlFDWh8myQP8+xvTMenUYdGCzZ246AH85u3dXP7w2ijRA8VRJJ7ogSJeKXEMFXrCFdJ/RKsSgmk4A5nkXNXmYvG4XIozYufCJXLsyGnQgOgNVNFDT99lrsVAaO7x908fzeqDSuMih1fisF/0VKLAy9+ZF6xF9kkyY3JNUUYaQ42k8A1S9tV1cs8He2MaDCwYmcX/LRsb41XxCf19rS1rZvHY8HlGlShw7qRcphRaElrx6uvyigi0OrxRZVeJ4vB2lWS5fTKZRjUlmUbUosCVM4uYN3xghl+3v7yVypaeh9FA1Fxjlil+dUekaI7JSeH2paPDytBikWEM/5bOmZgTZ8vYVLc5qPMbuS6dkMMv3+wqzBLpGglIkkxpZgq5Fj3TitMYkWVke3UHD38+dPunQFL4Bi2NnS50cSbrbz5tOH94p3dFMKG/r2fXVfDudiWXLGBldd38YcwdnsnF0wqjsvhzTL2LLgvTdPzfOWNiPtcf69Gh94Jmu5cjzXae//Zc7r9iKnddMKEfjhBNdQJzhwEiLaR6qnKYWqSkK6VoVZw/JZ/15S1k9NBrpSNiPvXj3cp8nABkxPDoM2hExoa0mQwwId/Mr5eNJz2kOVXodyQDaw428fA1M7h8ZgG/vWACU4tSmTtAN5hjRXKOb5AiSTJ//2Qf//wsPHlZBEblmthfn/jkeiSh8z96jYjTI1GYpsfjk1k2OY+nvjwSs/KgN6TqVdjcPrySMp+Uog1PiTlaDBoxLK3n1+ePxyfJvLC+ksNxWi4eDRlGDTkWPQfqOo/a9CDbpGVElhGtRsWm8ta4Cxyh9DQnmOjCTiw0KoHpw9LZXd2OIAjY3d6wm8vUwlS2V7cjiiDISiL28h8v6tOx+kp/z/Ele24MUkRR4CdLx1LT5ghmywMUpevZX29FqxLw+OQ+lT6FXtROj1JeVdPmRKcWaexwUpphoKLFEdwmVadUDMRqIGZQCzhiTOiFdhvzSgRFLyCoia5axiNU9ATgD+8qEfBAzJmJArTYPRSn6/HR88JBTzRa3bTa3N3Og0bS00KIT+q7HHt8Mtsr23B7peDNLt2gwuaWkCSZbdXt/mMoz+2v76SyxU5xxtCs2oDkUHdQIwgCvzp/Igb/kHfh6Cy+PqeEpeNzUIliv9WuSkBxuh6nV+K9nfWUh4geQLsrtuiJECV6apXAqaMzuOeSSVw9tzjmscbl9u4H090yiLJC3KV2iS5y9Mrqyr/PbdWKR2J/eBzefvYYrphR0G8mqX2dMw3gChE9gFaHD68kxxRnSSYhI4bBTFL4BjlpRi1b7zqbsj8u45kb5/LdJaPwSDIOj4+0frz4KlrDh0kSPV8csQZoyybmct7kAv784T6eC6ku8FsN8vOzx1DZ6owr2ukxLNxlINZbVYlKbYm1DwaniRa/jIizkgvKqnLo2eaYE3PQSdGpyDbrMRm0/SKiOabEjrtwZAbTimKXP8Y6je5uIjPu/oTtVW0JHXcwkhS+IYBOowqaPR5s6OTz/Y0sHJVJh3/4OKskrV+GeJGSE6oNp4/teTJbFOC9HXX84vWdYcaWi8dk4ZIgP1VHYYYBm1uKe+G1xggtJZTV3EjkY2DUd/qEfNbcsZgfnjEq6jm3Tw6b72u2ebDo1Rh78MS3uXz87p2d/O/L8qjnVGLXjzLRH2eDNTphPdb1sK26A2uIcapOLSIKMCLTQHF6z83aQ1ea3T6ZAyEu4UONpPANMUblmHnqhjn88+szuOuCCSwek8XGI23MG55+1PuOFwTlW3QIgohZG325lGboEQUozTIiydHDQLNOxcr9TQDUtrv4xWs7uz1WLEL7woYudAf20ZthK8D/bpiFLoEx5vQiC/9bW87XHv2K3bUdPW7vk2Qun1GE3SOT2kOeZYdTihlR+aSu95XoZ5QZIxxeMibaG7jT6eVgY5epgSTLyDIcanaQY9LxozNHhxkRRBI6rzp3eDqTCtMSPMPBR3JVd4iz/nALH+6q48NddVS1OlgyJpMV+5u7fU1fFha6e01Jhp6q1uhmNeNyTXQ4PdS0d3n9BRYGuttf6DZjck3sO4oV7Oh9C6ToRDpiTVp2g0YI7/Fh1qmYWGBhU0Vb0LYJYGSOkRnFGbyyKboJUCL09LloVELMjmt9YXSOiSarkw67l5+fO46bFo1gwX2fha0OhzYq16oE3D4ZUYAVty+mJDM6PWag6O9V3aTwnSBsOtJKk9XFlMJU5t/3WbfbHu2KaqJcPbuITpeXt7fXHdPj9jdjY4jvfZdO4qJpRXxZ1sTNT2/EJyuRp0eCn509lmfXllPX4Uro/Ro1YkIpLeNzjOxp6LmtY+A8esvI7BTKYpSpAUwvTqUozcA7O5Tv8sJp+fzzqhm9P0gfSZasJYnJzJJ0zp6YR36agVR9919rf4pPdyPG5zZU4fbKFKYpCwTj8oeeUy9AVZsiNqGf6uKxuRi0Ktw+iZ+cNSY4P5ZuUPOXj/Zx21ljE/6cExE9ICHRg76JHhBX9HRqgfQUbZj417cPvGP3QDK016STxOT9Hy7iW//bSEmGgY/2DKypa0+rkst312PSiRSnG9hTO/gnw006FWpBoN3pRQZGZRk42KSk9wT05NLpBTg9Ppb9YzV76zqCc3UeiaBDzb8/O8CUQgvbq3ueG+xPzBpQiSId7ug5xL4aObi8Mp/tDb+OLp9ZeBRnefxJDnVPYDw+idtf2cZbW2t63vgYMD7PRIvNQ32nq9c2Vj0R+FH3x3D6tjNHsfFIKy02DztrwoVLIwqKw7HVicMtBY8V77h6tYgzToP1UNR03/AngGJBL8Zt2t7TaxP5bC6dVgACrNjbEPM70qgEXvnOPKYNO3Zla8mhbpKE0ahErplXwrkTe28UOhDsqbPS0OliWLoh7AeVbzo6+3IVIPrrYVOPIrfRoBYYn2fm5Y3VHG60hYleIIl8YoGFHIsOSZLCRCSeoPzmvPEJHTtSXiJnEAJ/y8DUQguxHN97WqdeOCZ8xTY/VR+V9iIAe+o7+evXpjMmL3pqQkRpqv7O9toejja4SQrfCc7s0gweunYWC7pJUxgoYv0QZaCi1RHWz6PWqqywRjqOhKLrRs98gAoZkeji/VhMK0qN+bjTK1Pf6aSqzUFlW3hCd6BCpd3pZUN5K4mWHT+4qoyrZheFPWbu7s34iRTS0L+1Krjj7HFRr9GISoRpUMf+Wa+KWO2vjWGdLwMtNiUvMJYzkIzigVjd1re64MFCUvhOEv759enH/JiBn02s36HbF53r1tKNI7OrB6FxSZBl1qLyC2qc3z4AW6uU2tPIaGd2aTqndHOD0KpEMoyahIQrQFWrk921nWSHdGkbkZ3SY55fd3xxqI37Ptgb9bhbAlmWcYQMg7Wq6BuQpQcvxKZOF997bjMGf1gZ+noZ+Napw3n4mpl9PPvBQVL4ThIyU3QD5lXXE/Gmo/rTrQWgodNNhlGtDMcSmAKLjHY2HmnF6ohv2y8KcKChk86eVDiC7VXtXDmrK+rbVtWO1M3c+rAMQ7c/TJn4i0quiCfcvujosSNOc6hAgrpZr+G9HbXUdzoRBaWtZYCfLh3Dt04d0c3ZDQ2SwncS8ZevTT3ep3DUxBo+hz5W3+lJqOIhVswjCvDV4fjdw5xeKSrx+ewJWVHnMC7XFBVVPfx5GT9dOjr4d2c3nekqWhxh70GvAW1PE3h9QB0R8na6JQTg+gWlLJuUR1mDjdG5JtKMXbXA180vRSUKuPuwuDKYSArfSURhmpFhMayEBqA5Wb+gzFl1dZVTCeHRy6hsY/Axg0aFRa/ucYI/8Hws2SnNSkErKkez9DAUVQMLRqYzLFNZAMg26ShK1WPWq8g26zhjfHbY9j4ZXt1UxZSC3ucyOj3QGx+GtBhGD7GIbBhv1qnRq0VW7mtk2rA0APbVWXF7JIZlGMi3aPnBC5v4/vOb+dZTGxI/oUFIUvhOMu65eGLUYz3l4h2PltFalYBHUhYcArFF5HkebLQHH3N4fFw5s6jHdI3unne4fUHX645uhuFqwKBT8UVZK4/5GxA1WJUqjRyTjtUHm3lrW1i3VUTgSIuDKcXpvTaU6O19qc3pQ6+K/+NON8T+Rq+eOwxZgF017WypaCPVoEanErC5vVS0OKjtcLPqQDPvbq+lw+nBdwxMIgaKpPCdZCwck4NRG37h93T5Ho924bFWFHvi8S/KKckw9PmY1W1OGm09z9+JKoFUf1SVkaJhWLqeonQD1e1O6jtc6DVC1PxhQLyfXVfB7WfFtuWPhUYl9Ckv0emLb3IwqzSTW08bHvaYSoCHVx3C6ZHw+GQ+2FlHu0NxYo71XTx67cygY9BQJCl8JyHfXhg+OZ2VoJ/bUOCI30RVI3QfKR1NFOv2yVT5+w+32DxUtDqpanWg8XckWzohL+gYE+scHl9zmFNHJuamc+vikUfVfD3XGP0T/3RvA0+vrQh7LN59xivJFKTqwh7LNmvC5v2GIknhOwn5wemjwn5MTSF+boaQCT+V2Pth1mDBIyuRrCmGlRZAZkTnM7NOFZZbmCgCMDonhTSDGrNOxcUPfsE722qD9bI6FQxLN2AJmXdrsXkYk59KUWrP4nHFjCIselVU57ZEKcmOnlOU5J6t7NViV76h0xO+bWOnh3e2DY5qoL6SFL6TELVKpDjOkDDU8sgnHV351/ESzdDjxmparhagwRpu1T650II5ourDohOZH+FzGKmjMnCgwUabw0uLw0uknjh9SsJ25Grwf9eUc8280h7fyxl//Zx2pw9XH62ophanxRX0bJM2buTrlaDT5WXhqCyyTNEu1A+tPNin8xksJIXvJMUZ547fn9PVx2vqO95xz5mQw0/OGEWaITza06gERmSbaI4QQ7dXYq0/vSXQfDtSRwXApOubxD+y+jDnTeq+nNDlk1H7V65/fMaoXt1MTh2ZyQc76+POlzbb3N3O3xrUAs/cNJcROaao52raHPzi9R14fEMzrSXpznIS8srGChyu2Im6fXXwGAos393Acn//2XSDilaHjwl5ZjJNWp4N6Q8SIDRIC/19h3ZZkwGrq+sDC5h1JkKr3UOqQYsuwnRAI4IkKYtKKToVP1gymvuW72XtoZaEbibDMw3Y3T7WlCklakaNyKXTC9GoVZQ1WpEAr0/iq0Mt3e7H4ZVpsbkpTOsaHZRmGqlosZNl1vHC+goaO508eu0sxCG20JEUvpOIhg4nKVoVv35jZ8yuaQBmf/9WrVrA4TlBFRBYOiGfWxYPx6zXolEJzP3jZ1GOJyOy9Bxqiq5JDdwYslI0NNm6okRR6P1q9PMbKvnlsnH88f2uErRQPz2Hy8emihYElLaOANkmDY3W+F3VatscYd+v3SPx/o4avvjFUgz+Ff0Wm4sZf/gk5usL0nTUtCl+e29sPILDX6mSZdJS3mzHrFPxzvcX8saWan7/7m7m3/cpF08v5JZFIxEFgVRjdEPzwUbSluokoMPp4YfPbeTzA4lFDFoR0lO01HfGL98ajIQ6mAT+7u79FqUb6HB4mFmSxop9TXH3adYJWF1y3PSQo+2zq/dHZM+vj446A5h0KqwuHwtHZTK+IJVHVx3qcb+hTeGzjCq+d/oYLptZhMWgLKq8vbWKRz4/zK6IfiKnj8uO8t8D5X3q1CJeCX530USuml3M+zvqeHVTJSv2Kdv/4eJJXDuvJLE33guS1vNJesXu2nYu/c8XMfs0jMhKobHTGVU+ZVQL2Pupr8PxQEVX7mG8oaeAIu5tNndMQQsVjYCAqoBsi466jvjuw5kpGpptve9xe9GUPFaXNdMS8dpUvYp2p4+sFBVNNh8qlORpazclb90xtzSNH5wxhgWjspj82w+xunyUpOtptnt6vc9PblvEqBxl1firQ818vr+RWxaNHJCIL+nHl6RX2Fw+zpqQF7Ms7VCTjUumRzvpDmXRAxD8pW4AWSmxU0YC9kuRopdj1iEQnvwb+DR8QKcjWtQCH61BI3LDKcPR9CEt5q3tdXz3tK4WlgHtaPePWZtsvuA5BARKINz6P5GMl3Xlbdzw5Hre2VYd3M+RVifD0vSkhVR0nDspjzml0bmGFr2ay2Yo18xDK7uiznkjMvm/c8YNiWEuJCO+k4ZfvLaNFzZEd/6aUmBhe4TL8GDgaIePAGNzUtjXELuPRCQ6lTK3Fpi/C0R5I7JTqGyxY9SquP+yKby5tZoPdtaHvVarAhkBj78DWagTtEoMXxjpDrUA3140koc+Lws7B60KUrTxHauzTVoaY/TWjXscYrs9zylNp8Xm5mCjjVdumY9Jp+bcf6wGIEUj4pFk8tMM/PjM0Zw7KR+dWkQQjs2iRn9HfMnFjZOEkREpCRlGDS12z6AUPVBET6sWj8oFJJbombRizNy+yFGeyt9WUSXIeHwy7Q4v33l2Mzq1yDVzinF4vNR0uLjn4kmYdBrufX8vb2ytDgpnQLNF//8n8i68Mhyoa6c000h5s10RTgEWjspmT107rQ5lNbrN4QtGpVoVvRK97qzwjVoV5U1KRLu/roMXQ26UNo/EuFwzl8wo5MIpBQiCcMxEbyBIRnwnCesPt3Dd42vjruYOdrRC7xxK4iEAKlHAK8kJ9aDISlHTYveSbdaiVamobHUEn7toSj6pKVrG5prZUtHKW9tqgj12Q1NULp6ax566TvbVJxZ93nneeO55bw+gLDS5pa4obWyuiXaHJzjPGNm7JNOgwuGVsPdiRT7LpA2r3gk9bkGqjmabOyyB2qJXc+mMIn57YbThxYH6TqpaHcwbkRlcQe4PkhFfkj5RmG5ApVKBb+CVT6/uv6bXAfpD9EARuoAdkzqB/rM+//C3vsPNqaMy0arFYBvGNoebd7bXIgHnTc4PaywemhrzZoRTS0/88b09XDOvmGe/qgwmTAekLbK/b+Twt9nhozTDQLm/ZjmeuJs0Ala/ODZZ3WhVhFWduCUwaISwZvABSjJTOGVkl1P1oUYr726v5b3tteyr7+qkZ9apyTBpyTLpyDbpyEvVM29EBudMyk/sgxhAkhHfScJHu+q4+ZlNwb9nFqeyqbK91/sRUCod8lP1QUOAgWRYup6qVmdCQ8WjId6cYn6qjtp2F3q1iE4j4pPkmKufeWYtHU5vwj1yeyKeYGlE0GtUcY1M9arwxOvROSkc8A/5RWDx2GzKm21MLUrD65OCDcLPn5zHuzvq0KmEKBfnUG5fOoYUvZrLZhTx3LoK3t5Wwx5/Oszs0nTOn1LAsAwjO6rbabG5abG5abK6aOh0Udlix+WV+O0FE7h+wfC4x4j5eSQjviR9YVZpl+28RqRPogfKj9Hjk/skernm+LmB8X7oFa3Obp/vCwJKk+ywuuQ4O8+z6Kltd5FhVPPkDfP4yUub2F0XPmTVqASmFKdx6YwiXttczYH6TuranQm1lQwlTS/S5lReI6OI1Of7GoPv+9p5wzjYaGVtWUvwfUSeduRUxoGQeU4J+OpQEw6PTHmznV+dN54vDrWgFgV2+8UrUvRUgnK9OH1QlGZgU0UrK/Y1svlIK+9sr2X6sDR+ff4EzpucT15qV03vknE5Ue/P7ZX4zVs7+aKsudfC198kI76TiFPu/ZSa9tjdsRIVlsB2/SlEoNighzoCGzQijn6KnnqDRQMd/oyVyPeYplfTFmJQmmXS8ZsLJnDBlPzgRP9fP9rH42sOY+/B/QSUvECNKlqsAgiC0uPizx/tByAzRcukAgufH4idbN1bxuam8OFPFvP4mkM8vLIsap4vwJIxWZw6Oos5w7O44N9rmFRoYW9tJ/NHZvLMjXP75Vx6IpnHl6TPzBvZFfVdNCUv7LlERUyO+Le/CIieXi2QblDj8khBN+RjyawR2WhVXaux0NX2ss3pRa8WKbIofzdZXVw4tSBsdXPeyIyERA+UnDynD0oyot1PAGQZXttUxYxiC6CYCkSKXh9SBoPkWnQ0dro4ZURGXNEDKM02cePCkby6uZLMFC07qzvINuv4yxVDt4dLUvhOIr4xpwS1KKAR4a4LJzI+z4wAWPQqrppV1OPrjwVOr0yrw4sEfbZi6ivpBg0/OGM0Hh+YQ3puOP2RZ36qDqdX4u/fmM1ZE3LDivcD7OzDFEK+Jb5r9OFmO7OGZ4UlJ4f6ARxNruNXZS18/bG1HGq0x3w+4M04sySdLRWtPLP2SHCldkK+hRxLbMEeCiSF7ySgvMnGzU9v4OrH1yHJMh4JZtz9KXvqOpGBDqePFzdGJzcPJAWpepaM6WrIoxGPLnrpDxaOzmRYphEZ0GlELppWABBcsKj1r3C22T34JAlJlnlxfZeTcbvDwzmT8qL22xObK7s6u03MNzM+L9w89NFVh/jBGV0d2nr6nFI0ImpRiOrtIRDeb9gtwQVTCmLW/f7x4gmsv3MpAN9/fgvfePRLJBnmjVBGDV+fMyyBdzZ4SS5unATc8uxG9tZZox6fVGBhT11HwpUFgTkvo0ZAp1bFrSRIhJp2Z9h8Y3fTeZFWWZGuKJoE0lICmNQwriCVjRXRkdneuk6+++xmQOnR+8me+qhtAG56eiNalYjbJ/H7d3czqdCCKAhc8uCXTC1OC9s2kbnQ0JHxrtrOmNs89UU5p4/N4rN9TXgkSNOJuHwyBq2KVrtX+V7UAk6fjISAT5Kijquk8nT9/e2FpTy4sizKlWZKkYVTR+fy2uaum2Hgq84161h/5xnkmIdutAdJ4TspaIxTVN9kdSUsetD1A/ZKYA8RvYE2NdCIAj5JJnCIJpsnTFB6swZi9RJT9AAONdnx+ldBzbrYKSNZJi2zSzNQCfD+zjrsbh9XPvJVcF5v/eFwj7vefCqnjspk2ZR8MoxaSjJSyEjRMvfeTwFodXjINulQ+ytK2lzKm75mXhEvbayiw+nltHE53LZ0LN9+eiPlzbGHrwFuXFDCU18eCeYeBhKWAbZXdbDogRVRhq2FaXq+u2Q0Jt3Ql43kUPckwKiLn0H/7VNLe72/SLeT/hK9eBejy9clegEGQmbnjUhHrxb8pgMyoV0YA6PGJqublfsaWHuoBUmGkgwjXp8v6NAcSm9G7tOKLDxz41y+MaeEcyblM77AQm6qnie+2bWQ+dKman68NLxD2xNflAdbYR5osDI618y9l04m0xD/6CoBnvjiSFjCdYwqPtocHiYWmLn9rDF8Z9EIHr1u1gkhepAUvpOCeKVDdR2uXtV5DjQSSk5cwHVEpPtuaHq1yBPXzeTGU/pnvmnNwZZgbl+nS8LhD/iMmi4Ree7Gufx06VhmlqQjAEda7Hh8sGRseN5ab9N9nrlpXsza1zPG5/Kny6YERfTfnx3k8ulK5YNKgMtmFFLgX2Qoa7Cx/lAz80dmsemuZdx/+ZSYx4q1ICICKTGukzuXjeemhSOoanUM+c5qoSSF7yRAr47/Nb+5te/dsgbCbdzjk5WiflkRQh+KCWcsnF6J7z+/mdc3V/f6ON2de0AXzDoRAXj7+6ciA2eMz2HB6CxuWjSCZZPzwlJ7yhptipPyJZNRCUoOXk/HCWDQiGhjhYx+vja7mAevngEo77nN4SXLpEWW4WfnjOPLX57B8h8txGJQc9VjX/Hp7jpcXh95Fh2JmESJwJRCM7YYaTjvbK3hlU2VvLejlq0VbQnsbWiQFL6TAIu+6/LPimirGJom0Y0+HnO0ISfWnUGmwyvTmoDzQqT+JNJXpChdWeF9a2stAKeHVCPMG5GJJkTVKlrsCAh8fU4xj18/m0kFloSP4/BI/P3T/d1uc+7k/KB34id7G7nrgomU3bssuMgwLt/Ca99dgMWg4ZbnNjPtdx9z3X830JMlasBwdWt17EWVFzZW8cDyfeSn6lk2ufcr1oOVQXSpJxkojCHzMk0RvRpCf5i9bTIUuX1fvTiuml3EitsXcdmMQvRqkVSDut9z+CLNQdUJhGJ7/Cvhr2xSLOEnF6YGn8tLNbDzd2fzvcUjePamuZw1IZd73t/DXW/vYk5pBqFSOzYnhfsuiXYyCeWxVYfYWN5985/fXjiRbH/z95+8tDU4txdgVI6JN25dgEWvweFJLIk6kU+5w+nlvJDqlBOBE2OmMkm3pBriz82EzmknInxzh6ez7nArhalamqyesNrOvvq+vLKxihc3VFGUpmdSoYVtlW0Jvc6gFnAkKJCXzyxkYmEarTY3Y3JT+POHB6hotoaVi6XqRNpd0bP8AQuoYRnGsMd1GhXnTs5n5b5G/nblVGraHHy4s47n11XglWREQeBPl0/iipnKHOSisTnc9tI2dla3RXkCeiV49POysJrqSFINGh66ZiaXP7wWkIlVbjo8K4U3v7eA8/+5Kuje3B2J3l5e3lDJaxsryU01kGbU8Nh1szDrh4bbciySwncSEG+OLJLQXhXx2FHVBkB1e9eiiAooSNdhdUmoRKHb8icAo1bAHuIzFdDOqjYnVW1Kbp9aVOYmR+ea2FKpFNDrVAIatYDVL06Jit6oLAPry1sZl2fhLx/tD2tGFEqk6Jl0KlQCdLp8yMCG8hb+92U51y8Yzpnjc6nvcHL5Q2txeSVe3lhFQ0eXMcHI7BTeuPWUYGMfgII0Iy9+Zz4en8S8P35Ms83Ld08bwUOfKwnEWk3P39Os0gxe/s58vD4p7mJDcYaRD358Gpc++EVUf5C+tg8NRJetDmVIfOcbO/nn16f3fkeDhKRJwUnA/74s5663dwFKz1WLTsW2Gmu/Gw0MVowaEbtHwqJT0REyX3ja6Ew+P9AcnOeK/Dxe/s487lu+F6fLy546K3qNCofHR2Ganr9/bRo/emkrtW3OqM/wF+eO5Tsh/TNi0W73sK++k9ml6Tg9PpptborSjd2+prc4PT6W76yl2ermkc/LaOjmhmTWinTGymkJId+i477Lp/Li+grOHJ/LZTOPXZljsstakl7j8UkcbOhkVI4ZjUpka0UrFz/45fE+rTACopNn1tDpkmKuMMZCq1JcXRKNYnRqkcVjs2l3eGjscFDW5IgbBWlEEASlS5sporNZ6GsC5z42J4Wnb5pH7iCrYf10dx03Pr2p220iffwChPbnuP3MMXz/zNHRGx0Dku4sSXqNRiUyPj8VjT9loiBdKYovSNUdz9MKI6A7GpWK08ZkdrttKG6f3KuuZgJKbtr/nTOOsqYul+LQfwME3JczUrRhjiuxhPLHZ47mw9sWDzrRAyWxuSfiTgf6FWJKoYWLZ0Z35BuqJIXvJCQrRRE8lUpkwcjERSZVp2JKyMrmQFDT7uTeS6eRZ05MlDWq3rm4OL0S3/rfBu57fw/DMw2MyVYm6wOIwPh8EypArRIZnpWCLMvMG5HB7y6cgFknhlUvpBs0fPrT0/jxmWOiDzYIcLh9/POTfT1uF+/WESjj3V7dwWn3r+BAfey0l6FGcnHjJGHF3gaeW3eEvbUdtPt7w1a2OKjswUk5tLF2u8tHUZoejUpgkz+ZNdukQZLpUxPtWJwxPgeLQc2s0gze3VHb4/YJZm0AkKEXaHHKHGywcZAuZ+LJBSZ8klKiJQP7aq3IQIFFG4yW9tZ1MiLLhE6jDi7enDc5j399fTqiOHjjhwdXHsDeg5dETz1SNAJ4ZGUR6rx/rWH1HUsGZWTbGwbvN5akX/nHpwdYfaCJqjZnWPH9gpEZ3Hjq8LjJy5Hpbu/vqmdTRRuXzyxCqxZptHoSEr2eBqMlaXo23nkmD18zC0EQuOPcsegSzKjW93D7NmlF7jhrFFfNC7c7D5zTjhort5w2PPhYrkXHuHwzla1d7jEur8Sz6yposroxaERe/+58/nP1zEEtegDrDnefGwjEFT2NqHg1hjZsM2hEskyDZ4qkrwzuby1Jv/HYdTP5w0WTSI/odL+5op1V+xvJSomdkxX5mxCBVIOKX547jv/dMAdtgvNreT3MJ+ZnGHB4vXQ6vdz97m4W378yyi5JFGILqLOHiMbqlqi3evjpWeOYXZIWfDzw1vQiPLB8f/Cx2g4XeRY9180fRqpeQ7ZZh81/szh9XDY7fns2M0ri59sNJn66dGxCydqxuGh6IUZt+F3lr1dOQzUQtYrHmOSq7knG8h213PrcZiRgepEFnUbNV4dbgiuTaf6G1d2hEgRG5Zp46eZ51LY7ueLhL7stK0uE0PrWyB49KlFgVJaR/Q22PqffjMpOwaRXszXEIbm7vh7DMgxUtjhI0YhYPRIpOjWPXTuTU0Zl9fEMjg92t5dLH/wiph9jT4gCbP31Uqb94WNUosCVs4q555LJA3CWPZNc1U1yVPz27V1IwJKxWdxx7gSe+tYcLDpVUFAm54e7/xo00ZeIT5bZV9fJNx5fR0Gagde+uyCms0eARC4yn6wIXqjozS1Nx6JX45Nk9h2F6AH8fNlYbjltJGeOzwmez6jslKjtRmQZMWhEDBrlM7F6JEozDGz+1ZlDTvQA9GoVacbwqC3PouMPF43HEOI6EyuGk2S4/8O9SLK/s16znbp2J6f/ZSXn/mM1D39eNsBnP3Akhe8k4pWNlVhdynzcxvI2Nh1p4aX1FfzuwknBOts1h9rCXhMrIsox6xCAfXWdXPff9eSn6fnft+IPe/vaK21/Qycub/80QH9idTnnTMrnj5dMDiYrnzo6WshEUcCgEYKNuycVWihvcbBiX0O/nMexRhDAqOmaxtCq4Mufn8G180fwyi0L+MdVUzlw97m88/0FQfstUYBfnK0kYD+7rjL42j21bdz8zEYONdrYU9tBXZyOfUOBpPCdJDy7tpw7Xt2O1S3x7g8W4JMk/vzRfu56Zzc/eWVbsFStp6hKABo6XaTo1OSadWyvauP6/65nXL6Fp2+cG9OQs6+02r39Zlaw9lALn+yuC3Zzu/viSYzJtWDQCGhVAqkGDWpR4GCDjRa78mno1CKCfyronvf29Mt5HGsEQeCuCycyzN/JLS/VgOifo5tUmMpF04qQkLnn/b04/KsYkgy7aq1RN7Jmm5ftVe3MG55B+X3n8dsLuzdeGMwkhe8k4LWNFfz6rV1BUbvy4bXYPRLj8sxMK04l15y4wWRgH1aXl4YOJwKwraqdG55cz+TCVJ67aV5C9lbdLcRmGgcmy+rWZzdR1qhEchq1yEe763F4ZNw+mXaHh5ERQ1+XV2JHTScCUN/u4N+fdW8dNVgpyUzh+lNGAPDKLfOjnre7fFhdXr63ZBR6tYgowNvb6/D6ZAxqAYs+fBrjq8MtHG6yRe1nKJEUvhMcSZL588cHMOtV3HOxkoBr90ioBKWCYUyOGZVKjGuYOToneh4sgFeGacVp/OLccWw60sq3ntrAlKJUnr5xbtxqihyzjnd/sIBT/MNMS4xclOaeEs/6iFsiaP00MjslzG1lVkkaBxqU+uVfLRtHlkmLQQ0/OXM0GpXy2ifWlA/IeR0LNpS3UJCqj9kkKD1Fyxu3nsL3Tx/FxdMLef2789GpBCSgJCuFjhhlHfe8t/sYnPXAkRS+E5zn1pXT2OGkNMPIeVMKMfjTE3wy3Pz0Bt7YWk1jhyturevoHHPsJ/xsrmijIM3A3742jQ3lLdz0v43MGJbOq7fMRyMqF5hBI6JTCYzLM7NwVCaXPbSW9eUt3LZ0DOt+eUaY6WgAUYAUbc+Xp1Ejou9F4/FHPy/j3El5TCxI5fazxpLjj3a3V7UhyfDXK6dy+vhcmqxuHF54dFVZsAtaq92D3TUwojzQdDq9LBiVFddTT60S0WtU3HPJZF7aUMWYXDNnjs/pZjVYHrKfBSSF74Tn9U3VeGXYXtPJ6X9ZSWNnl0OHwyvj8cl4/KqXETHE1IiwMoFJ/TUHm3B5fMwbkcHG8lae+qKcqcXpvPvDhWSatDg8EmPyLOyt6+S1LTUsnZDLpz9dzJKxOXzzvxtwx5jHk2Sw9eAWAsrkfW/SyhxemSmFFvQaFQ99fpAG/+fh9in9Ky6ZUcQTaw4Ht488h+89vxlfX3ydjjPP3jSXP1w8qcftWmxu1h1u4aq5w3j02lksDul9HMonexo5dQiXsCWF7wSmqdPFlqquvLUWm6fbxYsphWlhf+dZdMFm2t3x/LoK7nhtB1+WteD2Sdy3fC/vba/hRy9u5bKZRXx82yK0apEsk5aHr5mBKAjc9cZ2Lvj3GjZXtGBO0C9QLYJFF37J2twSdk/vhGh0rpk9Ne387eMDwcdMWpEHLp8KwJdlzXFfu2JfI099Gd2AeyigT8DvL9us470fLuTquSWIosAj182MmvsExRVnTml6cLFoqJEUvhOYNoebVEPiLrl7Iu7eNe2x+/Emwg9e2ILV5WXGsHRG55h59Zb5vHjzfB5ZWcbb22r4ZF8ToOTtxepfGwufBB0hZqG9uXinFSlDdo1KYO2hJs771xrkkH38fNn44GpndzmJANOK03tx5KFHaFc+nVrFP6/qMhzVijA+34zbJ2Nz+xiT2/1UyGAlKXwnMKNyzGy76yzuuaTnIU5xuoGGCLdeTS/mziLJMet5/4cLOWui0qCmqtXBsn+sZmtVOwlM3cUkMrYwG9Qx5wdjsbVKEXWPT+aJNUeQZMhK0SABeRY918wrDW77m/Mnkp+qJ3J95qxxOWz81ZnMHCLlav3FhAILeRal5HB4dgrPfGsO9146mbnDM4Zs+VpS+E4CXtlY2eM2X59TFCUsTv8Qsiitd04cPz5zNCt/thiTTs2+uk42+FdSdWqRVL0Ys3k1KO0ceyKQKqNTi/gkGU8f8/y0IjT5zRX+euXUsOfmjMhg7S/OYNfvz+HUkZnkmXW88p15PHr97BOiQL+3CILAE9fPRgT219s486+f4/NJfP/042NK2h8kbalOAjISaAT9/o76mI9np6hZNCab59f3LJ7zR6TzwBXTKEo3smJfA/e8t4eDflsnk06Fy+Mj3pThhVPyuX7BcL799IYwtxejmqCtUq5ZQ6vdx62LhzO7NJ0ZJRnc+twmvjgYf04uwNWzCpk9Mou73thBu1tiSnEaG4+0MTzLGLcUTa9R8ey35yFJ0qB3YRloJuRbmDsig7WHWmhzeHl5YxXXzC893qfVZ07ub/Mk4b83zGHN/y3h9HE5UTWZgYWFnTUdMV/rkwUqWuwxn0szKK8dmWXkv9fP4oWbT8Hllfjmf9dzw5Mb8Ekyv1o2njyLHqsrXPRCFzSyUjTUdjg52GCNsrgKTenTqFScOT6bO84Zx5JxuaQaNNx4arjVVDw+3NPIbS9vw+qRmFmcyt46Zej79Lfm9Pjak130QIn6nv/2PKYXpwEwuzTtuJ7P0dJjxCcIwn+B84EGWZYnRTx3O/AAkC3LclOM15YDnSjNu7z96a6QpHcUpRt59NqZrD7QSE27k/e31aDXqrjnkik0dTo5/99fxHxdi93D5iMtpGhFbG4JjarL/NPukvjjJZP5xtxhtNhcnPfP1eyq6SBFI3LFzELWHWrh9c2VmPUq6iJ0NXRBo8nmocnWSrNVmWMMbfpTnG6gslUxS222uXh/Zz3bKtvItej54/u7eXtbz2alyjG60njSTTqsle2cPTGX4oz4CdpJwvlwVz2tdjeiAHvqOpFlecj22k1kqPsU8G/g6dAHBUEoBpYCFT28fkksUUxy7FGrRJaMywXg6rklwcef/vJw2HaR3caUdBHlEeVClzljbDZ3XzqZXLOe21/ewquba0K2l3hlU3Wvz6/J6mLpuGyOtNjZ36CURAVEDwjWkl79mFJy19dMij21SrT3x+NksTRUsRjUpBq1XD48g5c3VvHsV0e4dogOd3sUPlmWVwmCUBrjqb8BdwBv9fdJHW+cHh9VrXZyLHosQ7hpcqI8v/5I2N+pBjVtjthZ+W6vzNkTc3nk2lm8v6OGH76wJco/r6+ZXR1OHx/vbexxu8hm3L1hVJaRsiY7BWl6Mk/ChYqj4ZSRWbz1vSxkWaa23clLGyu5Zl7JkIz6+rS4IQjChUC1LMvbenjTMvCRIAgy8Igsy4/25XjHimari4MNVr7z7Cba7Mpc01WzFfNFWZZR96f1yCAi0ng0nuhlpmj55bJxnDoqm0X3f0ZFD/06Agym/r3DMlM42GTnDH/km6T3CILAny6bQopWPSRFD/ogfIIgGIE7gbMS2HyBLMs1giDkAB8LgrBXluVVcfZ7M3AzwLBhw3p7WkfNC+sr+MXrO4J/XzajiDa7m9UHmhj5y/fJNmlZ+4szTjjx21cfe1Ejku8vGcXNi4bzxJpyFt7/GW5f4lLWG9EL9K8dKLGs71TmEb91aukA7P3koSDNcLxP4ajoy694JDAc2OZfvCgCNguCkBe5oSzLNf5/G4A3gLhLaLIsPyrL8ixZlmdlZ8euDxxIphSlcvnMQi6dUcgvzh1HaaaRDqeH6jYlqmm0urnykcHVhLu3yLLMM2vLeXF917TsH2P4zE0qsPD2rQv49Xnjgy4rr26qZO4fP+Mfnx4Iil5pWuJ2VokSsLBXmovrelWH2xOpejVljVZStCqGZ5n6b8dJhhy9jvhkWd4B5AT+9ovfrMgFDEEQUgBRluVO//+fBfz+6E534NhZ3c7WyjYONnT5jAlAZoqGTqcXr0+mrt2Fw+0LK+kZSkgy/Pad3Vw4tYCr5ihR9RcHY607yVjdHpZNzketEvj9O7up63AhAIvHZLO9qg2VAFXt7hiv7Z65pekcbIxOW4lFXacLtSgg9VNfmJnD0vhsfxOn9KKXcJITk0TSWV4AFgNZgiBUAXfJsvxEnG0LgMdlWV4G5AJv+OcA1MDzsiwv768T7w82HmnhZ69so6HDic0tkWvW8bsLJzK7NAOTXkWuRY9O3SVyQ1n0QOmt65Nklk5Q5rdW7KmPWpgA2FnTydWPr48aaspAc6edFnvfe+hur27HHXLQ00enU9bspKLFEXNo2x9F8BqVgMcnY/cf94pZRUe9zyRDm0RWdb/ew/OlIf9fAyzz//8hYGqclx1X9tV18K9PD/DujrrgY5dMy+fey6Z262Ax1ESvsdNFRYuNwnQDu6o7+PVbO8kyaVk6IRdZlvnOs5tjvk5AGe7uiJHUvKP26Jx3I3t4fHagtcfXHO18n8c/ND/UaEMU4IIpBUextyQnAiddydr2ylYueWhtlKdak9WTkG3PUOLDXXX86s2dqEQh+H5NOjX3fbCX1fsbcfvCRSggMHo17InMOO4DBal6ss1atlUd3b4iRU8UFCfnuhBTBYNGcZHuzsOvsdNFcYbxhFugStJ7Thrha+hwcsszG9kc0lc1lHMmR63NDHmK0hVzgWEZBn5z/kTyUvXc8OT6MKPNUAIC4/CCXi1EDTNVguLcHA8VoFULOPzGATXtTmoGoBPXdXOL0Gg0PLZaeR96tYDDIzE808jYPDNfHGwKqwwJLJBIMiwYlZzfS3ISCJ8sy/z1o308supQ3BQMvUbkipkn1ryP0+PjT8v3k5mi5Y1bF5Bm1FLRbAuLkk4dmcGaMsU5ZUyOiYONSs8JnwxOr4xWJTB9WDrrD7cgA/kWHVXdePT5ICh6A8lTX1VhCpl2cPqPebjZTmWrPWreUpIhy6Slyermshkn1vecpG+c8DG/IAisOtDcbd7Z/ZdNQas+sYa597y3mz21HVy/oIQ0vzvLXz8KbxCzpqwlaPO0v8GKJIdHdEsn5PLizfNI9ZsRmGJUsahFiGWJJwrdNyrqLQKKzXwAq9sX5eunV4sxF2sAWm1uVALMLDmxTUSTJMYJL3yyLPOXKyajjpMQdu28Ei6cVniMz2pgeW1TJc98peTqSSFCsPpg9EJCQCgCF0KGQY0AzBpm4RfLxnPrc5vocPjQqaC82U66QR3Wb9UrKd3WAmj8OzLrVLTaep/uEg8ZiMxqCUzniYIStTvjqR6Qa9HzlyunDdlKgyT9ywkvfHvrOrn4P1/GTIvQqkV+ds7Y43BWA8vrmxWDgFyzjltOGwkoDcW7y527dr5iWtDi8CIDmys6OPVPK/hgZz0S4PKB0yvR6vAGo2eNX0NCY+XAom270xc0+hxoJFkRxR+eMTLuNo9/czYXTz+xbnBJ+s4JL3xNVhfDMo1hNuKioEzUnzUhB6vTi9RDrpjXJ1HTllhd6mDgj5dO5pZFI/j8jiXoNCo6HR7+8G7sPqglmUZ+ec7YqIYyEpCfqmPZpDxGZnU5MBs0Ytg2oMztHS90agG9SlngaIvTjzczRYPuKGz0k5x4nPCLGwaNit214U10Ajq3t7aTU+77DING5KFrZvDM2gocHh9Wl4fdNZ3o1ALfXTyKihY7H+2qQ6MWufviyZw9cXCvAJdkpvDzZeODf9/4vw244sxxXjS1gIdWHaI1RlKyViWiVgmUNXWtzIbm4fWiXLfPpBs1qARotXmiBLY43UCOWceWijacPh8fbK9CFJTvN82gxuuTsbp9NNs8bK5oY2QPPYKTnDwIcj+VA/Uns2bNkjdu3Ngv+5JlGbvbxxtbqvnVmzvDngtNjNWpBVwxViRjpXCs+OlpDM8eGrWej60u45739sZ87tRRmeyv76Sh001GioYOu4fIj0AngqvvLlD9SoZRTYs/qhNQ/OHa4zjJ5Kfq8Uk+GjoVQb9keiF/+9q0Y3SmSfobQRA29aeR8Qkb8UmSzI7qdt7cWs3z6ypwxZj4Dv2Nu7wyGpGonhCxohqdZmjMELy5pTqu6P358imcNjqb+X/6jJIMAytuX4IoCnz7qQ18vLeBPIuSIHy8Rc+sU2H3+JAl6HB2iZwMeH0yoqBEpipRwOb2oRIEThubRafDS3Vbl2V+Wi/abCY58TkhhU+WZZb+7XPKGpXyqmyTlkZr7BXGEZlGJhelodeIyMhYDFo6HB5S9WqMOg0CcKDBSlmDlb31nYzIMlKQZjyG76Zv/PPT/fw1pGF2ZNnX6eNzWHz/Cgwaka/PKQn2lH3s+tlUtto47f6VYfsLDCHjYdKKODxS2I0i9JiioCxA9HZ8EZqILEWIcEaKlspWR3A1VxTAJ8usP9SC1R0+MM6x9K5TXJITmxNS+ARB4JunlNLY4eJAg5WPdis1uWl+Z+HFY7LZXdOBIMg8cf3shIatTVYXf/pgL1fMKh7o0z9qfvn69mBXtO8sGs5rm6rCVlgnF5g59b4V2D0+xuaauGWxshoqyzJ/eGc3z60/EiVy8UQvIG6Rrsjzh6ez9nBX+kzg9Sr/wlJfTZQDxzNqRSpbHcHmSYF0FwH8JWnhwleaObT945L0Lyec8NndXt7YUs1zX1Wwr74Ts17NdfNLuWZeCY+vPsSbW6r50ZmjmT6sd4msWSYdD1wxKD0Xgjg9Xq54eC07qpXa2Jklaby0oYo2R5fomXUq9td34vIpArSv3sprm6vYUtGKSavmqS/Lg6u1Il0rt/GQgVyzlvrO8Ihap1ExMjslGHUH8MlHtygSeKndr5w6lTI9IclKLp9Bq6I1RhrNtF5+30lObE444dtQ3sqdb+xkQr6F+y+bwgVTC4KuKr+5YALzRmQyzd8i70Ti870NfPe5jdg9MgJw+phMCjNNbDrSFrad1eVDRomMzpqYywc767nzjR04PRJ6tVIdoZKVeKkn0Zs5zMLp43LDhtQBVu5vQncMimGcvq4o0OGRcHkldGoImQ5kRnEq+anJiC9JFyfcqq4kyWyramNacdpJkaXv8fr4/gtb+GiX0hBc61+dTjeoaY2z4hnKxHwLLTYntR39V2XRWxK1nYq33e8vnMA/Pj1Ah8PLojHZHGzo4EhLVwrO3742lUumJ2t0hzL9vao7NJYne4EoKoX1J6rordjbwP3L99Jud/Obt3Yw+a7lfLirnjSjBq1aJMesdA5rdXijmodHIgA/P3dsv4leSh9XuxO99eaYdcH3FHqk8iYbzTYPHklm45FWjrQ4OWVEBqJ/u3Mn5ffpvJKcuJxwQ90TmcZOFzc8tQGAB1eWBR//2qwi7r10Cg9/Xsb9H+4LPt6ToMjAD16INiPVipBh0lKXgCDmmrXYXB6sbhlbZC5QPxNoFARg0alo86/4rtxXT4pWRbpRS1WbsuBxzqQ8ylvsXDmr+ITzWUxy9CSFb4iw/lATd7y6Pfi3AIzOMfHYN2dSkmlClmWqW3vvjhzZWhKUFddERA+IWtQYSNRClyGCzeMLptgcanYyrTiNfXVKhY4oKKvwNW3OoM1+kiShJIVvENNkdfLwyjI+3tPAkWZ72HMy8IvzxrO3rpOCNCMH6zp5bn3VgJ9TT2akiaIVe5/SYjFo6HR58PiUldybTi1hwahsbG4fXp/Mj1/aCijn96/PyhiXZ2ZiQerRn2ySE46k8A0ymq0unlhzmHe211LZYkcUlLaIY3JNGDUqtlZ1OUjf8KQy7M0xa2m1x4+8dGoxZuVKPIwaiNdPyCcr82ZmvYp2pxItalXg7qVTQV/y+FrsnjCziQ2H2yhITeGGU0up7+xazAiI8+UnmLlskv4jKXy95M8f7sXm8vHL88aj6YfeDZ1OD+9sq2H1gUb211vD8t5KM41cMq2AEdkm/vrxAXY1dTAhz8TuOmvYPhpChpsqot1SeiN6EF/0tCoBt09GgqDoQe9F72gIBJspOhXbqtvZVt3OorHZjMoxBU1R3T7l34tOMJ/FJP1HUvh6yfPrKmixe8ixaDl9XB5j8xJ3/HB6vHyws45P9zSwq6aDunZHmNtJhlHNhHwLF0zN57r5pRi1Ks75x2oO1B8MVj6Eip5eLaBBpjMkayVRDQqdL0uU7lysAbJS1DTbvEfVEa0nAp+DRug6yoH6Dp5YXaaYovofu2JmEdn+Fe4kSSJJCl+ClDV08qxf9AD+tHw/f1q+n18vG8eNi2IbYMqyzJqDTby+qYrPDzTREuJIrLiLaBiVY2b+yEwumV7IuDxzWBpOm93N4cZOJBnG5ZnocHipaXeiRvmB6zQimTqRzrbeG34GRO9oWzeG0u7oXvQSqQRJlDZn156++9yWqOeXjMuJeixJkgBJ4UuQx9cc5g2/s3Eor26qiBK+VfsbeXDlQbZWtuH0SJh0apweH6NzTMwfkcmUolSGZ6cwsySj22OmGbX8/qLJ/Pz1HewNifS8QJ5FT32Hk3SjDui703F/Rmc9ZbOEPm3WinT2tWC3B9SiwKIx2QOy7yQnBknhS5AfnD6a/XWdbKpoC3t8WJYy1O10ePjT8r28ubUaqz+/zKxTc/a0PK6cVcgpI7Np6HSSZtBy5aNfIQrwxq0LeODDvaw/1Mw35pZw0bQCtlS2MakwFZ1ahSTJjM+3cM28Yby8viJsQaCuQ5nMr2i2R0VtfVls6A1F6XqqWhNvG2nQiPzinLH85p09wcd6Er1J+Sns7GPz8lNGZmLUJi/tJPE54UrWBhqnx8efP9jD418eAZTmOhajlma/7ZVaFFgwKovblo5manFXYfwjnx/k3g/2kWZQMyLbxK6adtbccTqz//gpoOSeTS6wcKTFTmlWCoVpBlYdaKLTGV521h/DxaPZh04lUJKZwv4Ga88bh5Br0lBv7VtkmmPWhi3g9MRfr5zKpck2kicUyZK148iq/Y3845MD2Dxd4ZRHIih6F07N52dnjaHZ6uIvH+2jzZ9i0mpzY9ErEUibw8vmijZcXpnT/rwyWIIlybCtuoM2h5etle28t6MOqzO61rY/BofZpr5HQy6fnLDoiQLB91dv9ZBt0jIxv/f271OK0rj/sskJb79kbHJ+L0n3JMcDveDnr2+npi18iKcSYM7wDNYeauHtbbW8va02+NyMP3xMUbqRihZ75K6CXDGriIMNVs6bko9GFPjN211NgRKJxWNZQvVEvdXbr4sa8Yj08Gu0umMawqpFIawLnkEFoQUlaUYNb22rSeiYJZlG0lO0fTrfJCcPSeHrBVlGTZTwFaQZWHuohZHZKUg+icMtXd3YJBkqWuwUpRswalTBSCndoObaeaX85KwxYau4r2ysiHnc0GqJJWOzOdRo5UiLA1FQSsZ6OxSExEQv1aDGpFNT0+YcUJFUCV1pKBAuelkmLedMyuem/21k7vAM1h1u6XZflyeHuEkSIDnUTQCPT+LGp9ZzxC9qodUD9R0uRmQaKWu0ke23Nx+RlcKzN83h4mkF/OiM0Txy7UxEUSDPoqMoTU+rw8s/Vxxkc0V4g+/NEQsnACnq8BKxLw42ofLbxEsyaEQBu9sX9BzsT7QqkeoBFL3AxRfaAS7ygmy2uvnTB0rfkOKM2Pbx+ald+Xqnj08Oc5P0TFL4EuDud3eytqwFo04JkHNTFXskrVrE7ZM41GxHrRIYmWNCJQq89t15nDoqm79fNZ2fLB3DxIJU2mwu6jpcVPkjxuI0PVOL0sKO8405wzBoRHItWs6forSwTPEfMxCau30yla1dQ2ePJGPSqnAMwDJuvD4lR0OmUYVZr0IjxJ6vjHxMRul5AvDqpq7hrghkm3ScMjKT+y+fqnwfKpHxeZZ+P+ckJx7JoW4PNFtdvLu9Tun0ZVe6etW0KfZI7pBSsFkl6VS22Fk4OouadheHmx1km3QUZyiNic4Yn8OLG6rwyUrVxG8unIhaJeL0ePn9O7u5cGoB80Zmsf23Z+PxSTjcPj7cVU+rvzTMS1fDn1NGZlPVYqOsSRHATmf0amlPK7eR82jHima7P9VHK+Bx9z2WlFAcWMblmcm16Ekzapg3IjPYNClJku5IprP0wFNrDnPv8j1IkoxXgrF5ZvbWhTcoN2pEijOM7KuPXu381XnjuGlhV4Lzna/v4Ln1FYzLM9Fm89BsdeHxfwVmnQqTTg0CPHvjPC5/+Eva7R6KMgxUhMwdzhyWxt66TmxuH2oRdGoVNrcPAcWQwJlAbW48YezLoodeLbBkbC4f7KpL+DX94fISMF9IN2hodXj41XnjuWnhiKPbaZJBSTKd5Rjik2Q+P9CAyyvjleHK2cXkp3bNM80bkUGmUYNKFDhcb0WvFsg0ahmW0dXf4e739vLcV+XBv1ONSpC9t85KXWeX6IHSSrG2w0Vtu4t/frqXVrsHCcJED2BTRRs2/9DWKxH8f1DEMxEj5HjSGDQB0CQeOaUatfzx0snkWuLXxk4pNFMS8rkERE/ViwBNHbGtyyuRb9HT6m+mtLeuI/GdJTmpSQpfHA42WDnrb5+zYl8TAClaFW9srqTT1bX++NWhFprtHjpdPtyA0yvTbHcHhSrwo77zzV3Y/D/O00YnVkr11rb6Xp+zDDTaPOjVXV9rX79gm0cmRZvYq+s7FCutD354atxttld3BheHQkkk6kvRqRiTk0Jheng/40Uj06jt6Fplf21TNXZXz31GkiRJCl8MtlS0ctG/19Bm95CZogHA7fXh9sHGcmUlNjKqihW5hP6op/7+I658+Ev+8sn+4GvT9YmvxKYZoreNFyyFloOZtfG3A6WsbkK+mavndqWBqAVIN2r42VljEj6/f684SLPNw80Lhyf8mu4IPWeby8f+BhtHWuxhj68qawOUoTaARiUEF6CSJOmOk/YqqWt3su5wM81WN212F+sPt6BWiSydkMuLGypRizA218zOGsX40+3r8qM7e0IOh5vt7K+3YtQIgIAoRDfVDpBhEGlxSGyuaCV0+q3VGb26cEqphfJWFzXtrrDHx+VZ+OpwePqLUavM7c0YlsrminZi0d7DwqzN5SUrRctz67rcm70yODw+Xt6UuKOzShRos3s43KTU1x5tgnS815p0Ip0uCb1KIC9VT4fDjd3tIyNFS3JdI0minLSLG//32nZe2lAZ93kRMOlUdLi6xGlacRrDM428sTW8ikDnb+kYax/9UWI2OtuISatmS3VHWMQTOOKxqMLoDrWgWGx5fHLYVMCxILDSnaJVMTbPzOu3Ljimx09ybEgubhwl9R1O/vDurijRM4TMnP/+wgl869RSOlzKSum180pYfccS3vzeAnbUREdWphAnkNCFjViiN39ERkKLD6EcaLSzpVqZuJf9/6lEJcoSgMkFZgYgfzlhvLJiCz/QoicKkGPShD0myYqBqyRJ3Y/pkyQJ4aQa6l7z2FrWlIWXPBnUMHdkNk0dTnbWKmkqj6w6RLU/0TjLpGPe8Aw6nB7e3FLNL5eN50cvbKEzJBJstnvQiAIeSaamTZnAjxWFmbUq5o3IpKnTic8ncaTFiVkn0ubqfVzokxTxk4HtNZ09bj/UEVBEriHC4aUoTU9VmxOtSkAjnnT38SR95KQSvvYQt5M8i5aWTjcOLxxs6OSWRSP4aHc9qw40U93mDCb4Nlpd3P7qNtSiiM3tRZIVi6Xpw9JYdaCZsTkmhmebWHeoiVaHlxnD0tlR1YojIvjJTNHw06Vj+eWbO8MeD4hedw1+YiEDuRZdUKCPJXkWLWeNz+XpdfGnCvqbWEP5XLMGp9/9VK0SuHJWsk43SWKcVMIXGIqJQH2HO/hjqmp18s9PDwSjCYHwqgalL4aESoCfnTWWq+YW88vXlR63+xqs7GuwIgCpBg06tSpK9AAWjclmd23sBQjonegFSDTdpL9p7HTzzDEUvXg0dHow6ZTPYN6ITC6bWXyczyjJUOGkED63V+KF9RXY/BGfhCJ+MkrrRpvLGzaECgjiwlEZLBqTy9LxuSBApkmLWa9h/eFmPt7dEHYMGZBkmfLmLtfg0I5nb2yJtlWy6FV0OH2YdKqga3OiCMD+hvh2VwPNYFgSk4FOf8ScbByepDec8JMiTo+Ps/++irve3kWj1c2pw1PJMamDP9x2Z/wGOcMyTHx70QhKs1MozUrBrFcm1ucMz2Sx3+xyydiuhOROp5fK1q4kXYNOFZxv16iUhYhcszZke0XscsyxXUe6I/KcC1KPrqNYvjlxD7v+aCjeFyJT9HLNWi6dlg/AmNzeG5wmOXk54YVPr1Fxxawi5pQqNvBrDrfTYO0Su1g1o99dNByjVsVn+xr40wd7Y5oA2N1exuSYeOy6WeRZooVrRJYBj8cXPI7HJyMDC0dnM7c0HVHoEq9DTba4X0S8xwtTFaHS+TOn6zpccbZMjNoE/fzUAhSmHZ+2jZGLxi02Nyv3NwOQG+M7SJIkHie88AHcungU80ZkxnwuUvQyjGoeWnWYmxeOoL7DyaOry5j824+YdNdyfvHaNr7/3Ca2V7Sxo7qd4gwDapXI9xZHt5c83OQg1mLtq5urabS6otyJhTjfhCpOMWur3cP5U/K477IpQLjbcWi6zIhMY78m9nrlLneasPPsv0OQGlGlEuv0VQKY9RpOH6dE3OlGTYytkiSJzQkvfD99eRtn/20VT35RHnws8LPSiALXzR8Wtr1Jr2ZEdgqvb6nm7osn4fOLl9Xl44UNVby7o45LH/4Cm8vHkIiYkQAATgxJREFUNH8zoT9+sIdIQnUt8kP+2uxiRmSF15364mS0eOKMK+0eGYdHYnmEI4pWJeCRINVfDneo2U5pxLGOltBoefEY5YZyNA5XkcLcHuGXJcfY1ufPHTzYqDjivLQh8SqTJElOeOFrsbkozjBy6YxCSjKV5GIfcPaEXFb93xJ2+RODh2cZ+cGSkaz46RLuumBisE9GmiE6kghEF0UZBipb7Egxql9CP9hQTdMIUNVi41BT7IWJ3gRnDR1OPtpVj0WvZnimMtTz+mTuvmhSWAhZ0ezgmW/NZmKBGZXQ/RF6c3yfDHtq+uaIEnqcyOi3O0K3VYkES+RGZqf06TySnJyc8ML35A1zePybs7h2fgl1/vrXXy4bxyPXzWJXdUewT+5nP13MT88eh0olsmh0FsUZBj7b28gd54yN2uddF0wElOTmv3+8P2a5WryUZI8Mz6yLjk4s/tSUXIuO7ywsQS3CzGGppOrjL7yXNVqRgbF5Kbx0ywJ+ePpIphSl8eSXh2l3dM1LeiWZMXkW3vvhIsruXcaj106Pu8/ROYlHh2ePz4k5/xnJvJHRjdP7sj4SKco+CURBqZP+6lD3vTiSJAnlhBe+ACOzTXzntBGIAjR0uGjsdHH7K9sQAIteHdb0RxAExuWa+WRPPb98Q0k4Hp5pIEUjMLXQTKPVxYQ8E6sONPL21uqEz6G7aKrDb3BQ1+Hi8TVH8Erg9Ei896OFXDI1j4D+6UKmv+z+12wob+eW/23g8TWH2VrVRlmjEgWpBTD7X3iosSvNprY9/kJIb1JkPtzTgL2HKrVck4avyvpHlELFUgBOGZHBlKJU1CqRZNFGkt5w0lwugiBw29KxPHH9bA432bjnvd3Y3crq7vRh6VHbF6Qawv4+3OzA5pHZVt3J797Zw+46K4+tOozFqOGHp4/iB6ePItukDXrhxZrsl+M8HklgWq8gTRm+/uSscQSKTtL06rB6VZW/d21uqgFHhDuMVybYkHxXdVvw8W+eMpwCy8C3YEzRENZE/GgXWQpDUnYMGpG/XTWdyhYHqQYNPzt73NHtPMlJxUkjfAGWjM3h1+dP4O1tNVwyXSlx0qmjPwazf27v5kXDifF0kGabh39+dpB/fXaQRqs7aPseb6jbm9/+x3saueqRL8POr94WnmztkxVB/WBXvSLixalcN7+ESQVdeW2pejXfmFsStm+DbmBXQSfkm7FFjIJ7M5cXiV4FPzx9dPBvu0fipy9v41CTjZTj6dCQZEhy0gkfKF27JBkunlEAQLMtOodt2SSlEmBvTScGTfc/rAyjGpWgDEMzDCq0IqTFMBktTNUSOTLUiHDaqPS47ipVbS5+9eaOoGCKwJicFP9xo8VrS2U7T689EvxbLcAti0ZErQ7/8+vTB9TMZK/f8EEtgl7dveAbE7Crcfrgng/2km7smvO8eFo+M4alYdKrcXqOQ+ekJEOWk1L4dtd0IAgwpTANAWi1dwmfJMnc+ORXLPvXFwDsqW0Lc2KJRWGaQfHk80G2Wcupo7PRxxDLhg7lONoQFfBIUNnuZEpR9HA7wMd7GoPzWxJwoEFJeG4JKfDNNmrCXKB3+h1bvDL86aP9zPzDR+yv73JxMenU3UayR0sg4tVr1IzOTSWnm34cdk90fGyOUYfc4fTS6p9U1KqEYG3uzuoOrnti3dGfdJKThpNS+HZWt5Fn0aNRiahEIawn7U3/28Cn+5qDfzfa4s/ea/yTVjtqOrH7uwY12XykGjXBSoh8s5pUgxKlBBoLRXZVPNToYOORcHfl7hAietIKgFOSuy0l88rw3FddkWBJZgrfOS068bq/EVAWWGLdCLrDFsfNOqDtkixz2UNf4vT4MGpVlGQm01mSJM5JJXyPrz7E95/fzMd7Gqhtd7LwT5/hlWSlpSNKtLdmf2PC+xOF6CHtdfOHhXUDq+300h7LrgXIMMRPVelu9Bc5VyYDY3NN/Pq8cWGNhiKZURIeVWaZBr70TK8WuGnhcAy9dF+NJXsBYwlQusttrmhjT20nRWl6/njJ5KM91SQnESeV8JU12the1QZAjklLQ6eS1jHTLwheSWK6//8Tmf9y+WTaIvpm/O2Tg7yyOdqJBaJXNS+cVhi9jf/fGKO/uKTrRX64ZCR/eG8vTq/EyMzoutVzJuRwwZSC4N8VzXZ8R7PakCCNNg/femoje+uiew73llgfiQzsb7BR0x7dwS1JknicVMJ376WT+dvXpgHKqq0MjMszM2d4One8so0Zv/+Ydf4uagFJiBVA9XVRIFJn8tN05Jp1qEMUsS89OjpdEr9+u6tsrqw52px0+e4GTr3/MwA+21vPogdWYHf7ePL6WTx09fRe9bcdTIj+/7LNx8c4IcnQ5KTw4wuwrbKNbz25HoByf6nT3rpObnt5e3CbdKOGF2+eT6vdTX6qHlmWWfznz8P2o1EpXdfika6F1gTMTh5Yvp+fnTOOez/Yy9hcE/vq+xYVeWU44i+xi+U2EyAw3JzurzF+5qsjrL/zTAAshh3BhYOhhOB/v1sr2jhlVNbxPp0kQ4STKuL7cFcd7f6haTxxaLN70KpF5o3IpCQzhV+8vjNqm+5ED8CVwAhSqxLwyrCvTumctq/eGtbwqKfXxn1OLTIi0xDzucONijimp2g5b0o+Rn8OjSTJGLXH7h7YTRVer/HJSgT+zFfl/bfTJCc8J4Xw1bU7ue+DvbywviL42NLxubz9vVNY9bMlHL53GdfMVVxaZOCrQ83UtTvpdHq4fkFp2FA0EdwhgZMAlGZEz7m5/cr7eogzsyNGzW8kWSlq3rj1FP7kt6OKxOGRONSszHdFDtMnhiQ1O9w+UvyLOjc9veGY9u6I14ytr8NtGcIMYJMk6YkTXvj21HZw/r9W8+iqMmaVZmDUqEg1aHjsm7OYUpzOsEwjgiDwy/PGk2NSyrieWXuYefd+yrJ/rObsiXn8PIZRQXeEzuXJQHlL96KS6BJDnlnLujvPYmJhGudPyWdKkSXseb1aROX/RgUIa16uHEg50ke76vhsbwM1bQ7WHmykJUYC90AS7/0eTYvnndUdtNmP7ftIMnQ5oYVva2UbVz36FWpRZPmPF/H3K6eiVQu0Ozyc8ZeVlP78Pf784T4AjFo1w/xDxN21ylxbVauDM/68krvf3xvcpxDxbywmFsa2QbfEqOYAZbVXFKL3GVnNUdfp5skvynB5lWjt6W/NBboiJadXCvr6xdKQvfVWvv/8Zm5/ZRugmJl+/fH15PuTi4/3+sbRNF8vTNOTZhz4+uMkJwYnrPCtO9TMNY+vI9Wg4ZVb5jMm18ztr26nzZ9TF3AwQZaQ/CHa7y+azK2LSvjmfKWuVQbKmrpcTbSiEBSU7oKTHdWdMQWyIyL1xeivTpBk5b/QfU4pSo0ZAd393j5m/P4jPtpZQ4vViV4tJtwDwyPBu9tr8frCz+OjPV25i6MGka9db1L/fnTGmIE7kSQnHCes8G2vaifXouPl78ynOEPxmMsx65hdmkZhqpJCohbg6bVHOOMvKwGYUJDKHcsmxezYZdHAi9+ZR55Fj1Gr4s5l46O2KckwYNAoUteTQI7ISqE00wTEjrS2V7XHzeWzuSVufnYLlz34ZdAUoTcEqkwCBPL5ZOBgo61Xkd8Np5QM2EXUUy7jmFwTFv9KSUWLHZurDz06k5yUnJDC1273sLWyjWdvmkteqrKw8O7Wav639ggbytuw6DV4JRmvDB0uX7DfboBTR2ez7pdncOeysYzIUiIgSVAxoySDey6ZhN3t46GVB6OOm27UkmroebiVZ9Hxn6tnsLu2A41KCA41e0tk8nR/EUusjVqR6cWpTC0whT0+rTgNMcbiTy8LNaLoaT0p1aDmkmmFTCxQ5jn/veIg33jsq6M7aJKThhMyj29/Qycf7qqjvNnGz84ey6LR2RRndA3h9vjz5URg0ZhMNGo1Z/1tJSMzU/jPNbMQRYFci55vLxrFwjE5/PSlrUFr89PGZGPQqMIMAgLsqmnvtmQsgCzDrc9tAmBCvomHr53F6X9eicPTu9n9WFurRZCk2PNl318yil01bWytaKXV0b1o/vWKyfxrRRlj8yycPSGXhWOyyUzRUtniYNEDK4Lb/fuzMrwxKkDSU7Q4PRJWp7fXc3cZKRpaQjytYvUdbnd4+ZN/fjbAsSjBS3JicEIK3+zSDB68egbfe34z1z+5gRsWlHLTqaVh22hVAh6fHGxPCLC/3sb2qlamDeuySh+XZ+G9Hy0K/q1WiYzKTmFHjF4THgk8cYrrQ6nvdIHfKGVbVSfvba/F2UvRi0dRupH5IzJ5b0cNnU5fmDjOGZ7ON08p4dIHv+hR+LItBlbcviTq8WGZRu5cNo4X1pVzuNnJ4ZAG6gHMOjUtNg+lmUY6nIklReeYtXQ6vTg8Ei02D2oIWnj11Gw9Ravir1dOY/6o2J30kiSJ5IQc6gKcNTGPFbcv5oqZRTz5RTk/enFr2PM6lRAzYnp3ey2yLNPQ4cQTp/XZtBiOzT0RGgjqVIStpD688mDYuWiOYnm1vNnOCxsq6YgQPYCb/7eBylY7la095+x9uqc+5uPtDg/3Ld/H4WYnMsSM9jpdXvJT9RxsjBbFeDR0uhmd2zWMjiWXGhHyU3VBV5wAOo2KsyflYdEnW0wmSYwTVvhAiX7+dNkUvjF3GBuPtKESlATgB6+egTVOZPbs2nI8Ppn3dtRyyYNfUNFsZVtlG8+sLed37+zi7nd389Whpm6Pa4lRmhC6BuHyQW2Hi1yzlhyzjma/9ZVOhCevn8XD181KuE9tbzTS6YOfv7aDHhqtAVDgnxv975pDbA6xzLLo1XFvGqE0WRUDiIkFloSMRgG2V8Xv2CYKML4glZHZpqDYXjmriJHZKXilo0mESXIyckIOdUMRRYHrTynlpQ2VjMhK4X/fmsOPXtwc84croIjDOX9fRY5Zx87qDhY9oNTp6tUCoijidPu6nbPSiHD5rALa7T5e21yNTg05ZkNYZcHILCP3XjaF2aUZCIJAbbuD/6w4yOubq7nhqY0MS9cxvsAcNBMFRRQjG5TnmLQ0WHuXtLs/wXrg17dU43D7+NunBxmeZQwOewVBYNmUAl7d1H0f20kFqTx701w0KpGdNe1c+O8venWeAuFzmEaNwJIx2fzjs65FJYfbi8PtpdPhxenx9drzL8nJS4+3YkEQ/isIQoMgCFFFq4Ig3C4IgiwIQtzqcEEQVIIgbBEE4d2jPdm+MibXzO1njeVAg5UWm5sLphZGlUeJwNTiNG48dThOj4/NFV1Rjigo9aw/WTqGJ2+YzegcUzBtJXIfHgk+2NHAa5uV7msur1JOpQupw61qdXDlI19x/4dKYnR+qoF1h1qw+4uAK1pdHKi3hjXXiRQ9IK7oHe2KKsDeOit/+1QRGbvLG8x19PgkzpmUx6LR3RsCbDjSythfL2f0rz7gg511/OiM0VHbdBcJRt6YrG45TPQAPt3bSF2HC5mupkpJkiRCIj+Rp4BzIh8UBKEYWApURD4XwY+APT1sM+AsHJ2FRiVwyX++4K63doUl/f7p0kmIIswbkcmvz5/Al784g82/OYtLpnX517kleG97Dfe8t4cDDdbgCmyogP5i2VimFFmoa4+eQwvtvevyH/zhlYdw+8fA31syirsumMA9l0zioqkF3HvZFOo7+1aCZYnRBH3GMEuMLROjvtPNLc9uotPhYfEDK7jpfxtZdaD74X4ASZJ5b3sNZr2a+y6ZFHx8ZHYKI3NM3byyewwakZHZKdy2VElclo+m3i3JSUePwifL8iogVmPUvwF30E0RgyAIRcB5wON9PcH+YlJhKq999xQunBYd7Y3KNaPXqNkSEuWZdGqunlfCtfNK+N5pIwDYWtlOeVP4ULEovcsJ5ZFVh9le1ZFw7W22SRtMHr54eiE3LBjO1XNL+MfXp5Nm1MRcOEiE5sj2ZsCMYRmcOS6buy4Y36fStI9213POPz4PMzP425VTgos2oS0vQ5FRItyHVh7k5/4exSpRINus63W7SQGli5xaBJdXotHqYs3BxAQ4SZJQ+jTHJwjChUC1LMvbhO5nyv+OIo6xi1ePMVOK0vjLlWl0OFx8HFKm9diqMtxeCXtEIvOs0gxmlWZQ2+7gXysPAUrkF0rA+degFnpdJN9gdbNiXwPLJudHPWdz9m8Vwiubqmh3ePnqcAuXTM3n9W21vd5HbbsLg1pgfH4qeq2KJ788Ely0CW15GUAAci06GjvdQTHOteio73Dx1aGWXruxyChd5ALUtbuo8zdH9xwDN+kkJw69ng0SBMEI3An8poftzgcaZFnelOB+bxYEYaMgCBsbGxPve9EXlo7PC/t75b4mZFnG6fXh8UlRApZh1DIyOwUBOGdCNhdMyceoFclO0bB0XA6gWEoFRGBKoYX5IxLLKXtrc/QigSTJ3PlGtA9gX22b1CJcObOQHLMOq8vXJ9EDpZ7Y4ZXZXNnGl2XNbK9q73Z7GSW6u3h6QXAlub7DFba//iLyppUkSXf0ZRp8JDAc2CYIQjlQBGwWBCEvYrsFwIX+bV4EThcE4dl4O5Vl+VFZlmfJsjwrOzu7D6eVOEsn5jGntCsXz+mVSE/RcqDBxpl/+Zxpv/+YdrsHWZbZX9fO/7489P/tnXV4nFX2xz93NMnEk8a9rqkLhba0SLGiZZEutsDCAj9YfJc1FreFxW2RxYtukUK91N0tTdN44zaR8fv7451MZjITawOU5v08T5/MvDYnb/OeOffec76HQ5VN3Hn6IF69aiIvXDEWk1HPoMRwGm0uvyFbZYOFC8ckMW9SimdRIyXKX5MPID7Cd7vd6eKVFYdoCJC065SB2y52+HsO7UdUsA6HCwbGh1Fttvod09HVgnQwOiWi25/VESV1FmWhR+KRzGrlWPxe+3WRygC/m4pKR/TY8Ukpd0kp46SUGVLKDKAYGCulLGt33J+klCnuYy4Dlkkp5/WG0cdKlMnA5RPTfLa1vrc5XcwaEodRr2HG08s547nVPLowB8CnJlWnEewuqefHg1UE67U+82ZHzDbu/XwXRr2O66ZmAFDsThpuvUSYUUm9SIr0VUu2OVx8sKEgYC4ggLkblSEAl4xL5lBlk0eN5m9f7SZQ/UNHV7M4YHtxfUA7Djw0m/V/msV5oxIYnhhGSDcyriV4JLMiAyy+9JR5bgWdVjYcDjQNraISmO6ks3wErAMGCyGKhRC/6+TYJCHEd71pYG9SWtvMhS+u5PaPt7L2kO9wek+pMmy7akoG/7lmAs02JwXVvqq+u0vq+WFPGWsPVlHbZCM7JYIZg2JpsvlXSQDM31TIGz8e9tnWOrxrcqeutHd8JqOO1347nomZ0fQLNRBm1NCDIM/Dwp2lZMWGuIebSn7i0dBgcZAZE+J5P3VADEa9loSIIH53Sn+iQ40MS+pZZBgTeuy6eW+vKfB5PyYt8pivqdJ36HJxQ0p5eRf7M7xelwJnBzhmBbCix9b1IoXVzcx6Zjl2F2wr9k/iXZNbRYzJ4GlCFG0y8Pxl2bz+Yx7njEjguWWHWLi7jDWHqkiNCsHicJFf1UyhO0fP7pR+c1Zmd/KdBt/ISqsRSCkRwB2fbOe87CS8F4lGpkRw0dgUluyrYO64JEpqW1ib1/2G46DkEy7Zr6x4imOcS3vw/OFszq/h+WWH2HS4mtdW5nLZhHS2FdayqptpLd6YjDoGxpkormkmLcaEXiOwO5wU1Fo8MlspEUaK6zsevrZ+F7TeV013ylFUVNyI4zH/afz48XLz5s29es11h6q4/I0NAffpNEpJ2YB+JmJCjXzy+yk+++1OF6MfXMSsoXHcNL0/jVYnVocTISXz3trUY1vOGpFAhdlKZLCeqBA9ByubeOeaCUSZlEhod0k9saEGTn5iGU5X21xY+2qG7hJjMlDTZOvxuQat4Mzh8RRUN7OzxL+c7Om5oxiRHMHs51b12Ca9VjA+PZr7zhrCy8sPsq/UTFFdx30zDFqIDDF6eiH/6azBmFscvLjiEFoBz182hnOykzo8X+XXjRBii5RyfG9d74QvWWvlie/3d7jPoNPisCkrusUBmtbotRoSIoIorbcwNDHcE5012xyYDFqabE6SIo2U1nVvgn3h7rbp0CC9hmGJ4VSYrTRY7CzeU8bD3+33c3KdtY3siiabAyF63tPC5pR8vbOsw/13f7qT80a1X9PqHnanZF1eNRe+tKZbDtnpUup/NSgtJUvrLOw7oihdOyX83yfbmDU0nqD2ev0qKgE4oUUKvLlmSkaH+64/OZNB8aHYnJKSuhaabf6pEffNHsK+0gZW51ZR3mDhv2sP8+3OI3x5y0n847xh3HByVo/sEcCZw+Ox2F2kRYfwwrKDnPHsjzz83X5C9BrOGpnAoxeOwOBeFXbKo/+Wig01Miat83k4vVagbTdcTIoI4rShcZ1qDHbmGLtDe6en18Bl41P8jnNKxeG53K/fXVfAxvwaz/mhBh0Ldx9dmo5K36PPRHxN9sB5XpkxwWT2M2G1u6h2174W1jQzJMG3xGtIQjhNNic5ZWbu+Ggr1e7m2ycPiOH96yczf3NXlXu+6DRw/dQ01uZW8cOeMmJCjVgdLpIig/jg+slkupWfyxosvL+ugJpmO6NSI9ha1HnunDetUWNJbUvASNYbh1NiMgi8y39L6y3EhhnoF26gqINOcaFBOlqsjqOKRttHtf37heCS0C+AIrVGtK0KB0KiLnCodJ8+E/Gdn53s8z5UD0PiQqg2W3lxWS4NFjs2p4u4MCOHKvwXP2zup+6zzYUepwfKMBjosRac3QVzX99Ek83Ju9dO5A8zBpAQHkRZvcWT8lJhtlBQ3cyAuFBGpUSwu7Se6GDfoVxngs+tTkWvpcuEaokiBNCencUNHTo9gGfmZhN6lB3CvT/tpKxojtRbya9q5vUf8/yOjQsz+uXu6b0yuiODdewqaeBAmRkVla7oM45Pr9Ng8HpQGu2wv6KZBpuLsrpmvrzlJD64fiL1LXb+s/owB8rMONzOTkrJJ5uKmJQZTU2Lb+QYatTx8Dd7uen9rR3ezM5qUrUaQWJkMFdMSuP96yeSHh3CuS+s5vGF+4kMNvDvy8Yw/6aTePTCEdidUOOlnByih1HJXaeS2JywLq+6y+OOhl3FdUR3o89IILzv1zq3Oo0E7A7pV09c0WD1az5k9wozC2st3PbRNr7dpQ53VbqmT6zqWh1Ozn1+NQcDRHKtZMSE8P71k1iwo5Qnv1d6ORh1GoYnhaPVCDbl13LlpDRuPDmTWc+u9FQi7PzHbMY/suSoZZFe/+1YzhjeVqtbWN3MU4sO8PWOUiZmRPPyvLHEhhqZ+cwK8nqgaByI6GAtN506EJNRh16rwely8dGGQnIrzLik6FbHNu/haatDb03jiQrWoddpqDDbiA7REaTXUdts7VEvEa2Ai8elMH9z53p/gbhwdCJ/O2+EZ3Vc5cSht1d1+4TjA3hpeS6HKsx8sa20w2O0wIwh/fjdyVmUmy3sKWlgXV41VY1WJmdG89xlY7jijfXsLKln619Ox+gWvrz+3U0s2Vfhc62sWBO/m5rJW2vyOFTVHPDzsmJNLL5zOtoAIeH/tpdw1/wdBBu0XDQmmXfXFZDkXln2sdm92ttVqosGxVF5qWMxKiWChy8YwaiUSJxOF/9eksPzyw/5nZsUEcRD5w/n3XX5rD1U3VaTnBTKztK2LxMB3H/WYJ7+4QAOF2TEmnj0ohG8sTKPZQcC11+HBel8vjROGRjLqoNVRAbrPFUnrei1YO8iEXvRHacwqN38rMqvH9XxHSVSSvYdaeDO+dvZX6Y8rEE6gcXh//uvu38mie6Kil3F9Zz34moAzh2ZwOrcKupaHIQatfxuaiYzh8aTnRpJYXUT055a4XMdAYxMDmdiZjRvrs73+5xX541l9gh/ZZZWcivMXPXWRkrdUlDBeuGJnuaOS2ZbYS33nTmEG97f2qXjG5cWTlGthYoAGn9D4k2UmW3UBegcZ9RpEAL2P3QWZfUWpj+1HGs3e/n+5ewhPPydkkYUZtRi9qo/jgs1UuGWp1cyUARCCKwOlyevsiM62p8aFcz8m6aQGBHsv1PlV01vO74+M8cHcON7W8irbGZwnIlgvYbpg+LQBYi2Zj6zwqPQEhnStmjxza4yTxTSaHXy72W5nP/SGopqmwKKj0pgV0kDm/NryHK3pzx1cJsAQ3qMye8cb6x2l6f4Pliv8RkyXn1SJkvuOpXThiego+vE5i2FDUzOiiHWpCxEnDoolo9umEywXkNBTUtApweK7t3EDGVhpF+YkeRIf6fS0R/Ri8vbFJO9nV50sM6n74fNqeQMtjZ36sqvtt/fOnV77dRM1empdIs+4/iEEDx/+RjW/mkmfz9/BC12F0a9lozYEL9jW+wu7vh4KwARIf6rtQP6hRAV3LaSeclLa7iyg2bWEthe3ODJHg7xSrBNCA+s2ALwY04lc15ag90pOal/DC12F7fPGuB5yL9356wJIbh0on/eWyAW7DhCVZODKVnRvH3dJKb0j+HicSm02F2dLsz86zfZgLIQE2L0TxAO5Kc0KL1vhyaG89Y14zG6l5/vmDWAZfecyuUTU/2v043BR6B1otb/o2X7ytheWEdeZff6iqj0XfqM4wMY6JY6/+8aRTggM9bEpMy2NA/vR3pFTjV2p4tQgw69VhBm1BEVomdwvxByK5up9Zp/Km+0037+/qUrxvi8z3PP8327S0n4DQ/SBZyEr22yct9nO7j6rY24XJInLh7Fy1eOJTkymLfX5HOKu9dF6/B3fV4VM4bEd/p7ty9mWJdXw2srD/HeunziwhTn21GQJSUeefwKs4X9R7pOF9FrBS6USOzaqekcqmjC7nQxPCmcnPJG5r25nm93djzX2hlhARxva/Px1YdquODlNVzw0hqW76/wO05FpZU+k8C8u6Sec19Q5ur6u6O8b3aU8NxlY/hgg5J8LLwmygxacLoker2Gc0Ym8dV2pXlQbQdDwvZzbFWNNq6dmsHba/IDHv/YRSM9r10uyWdbinhj1WGfled+oUZMRi0uCZ/8fjLXvr2JFTlVbjtszHtzPatzq4k26RmWGEZpTSN1Vv+wyea1IKB1l649tjBwCV94sA5c0qMHKIHLX1/PintmEBcWxN1nDqauycqr7VRnvIUY7E5JYkQQTVYH9362y3PMntIG9gRoxN5dNBBQpxDAoGlTxzZbHD49elVU2vOrj/iklHy/u4yC6s5TPRq9Vg6rmpT5u0NVzSREBHuGjw7ZdkO2/vUMT7vCW2b07/C6WbEh/GGGf7na3xfs6dDpgdKI22p3cvP7Wxj38GLu/XyXx+kF67X87dyhWOxObv1wG7Of+5H48CD+eu5Qz/nLD1SyOlfJzatpsrP3iJmMOCWnb87IjutnnbLj6A7gnasn8PpVbXPISRFBFNQ088ePt1LXbOOm6f2ZHiDC9O7sGGrQ0GRz0NBJio9o9xM6z3eEzu1udXphRh1xYcZjTv1RObH51Tu+6iYb93y6g1s+3Iqlk1yHyf3bhrT1LQ5P1v/Tiw4wITPas6/14Zr1zArPEG9gQhgpkf5lVACldS0s3lPut7hg0ApmDFKGpe0l4yND9IxKiWDyY0tZuLsMnaatCfmguFB+uGMa152cxfybpjAmNZIKs5X1edU8+t1+EiKMzBgUS3CA1oy1zTa0GkFtS8/6deg0igPSAhe9us4nNefVeeMYFGfiqx1ljP7nYob+dSFXvO4/n+kdiDXaXBi1GiZnRXu6u8WY9AxPbGu9Itv9BGXx5FhICDcyOSsGs8XGVW9tZNKjSzw6iyoq3vzqHV9sqJHnLhvN7pIG/vzlroBtBq0OJ7WNvsopieFBmAxaVh6o5KHzRzCwn+9qYLnZRp5XR7VzRiVj0Gq4ot1CgsUhORggurA5pWdCv30g43K5mPnMSmqb7WgEVDbaMeg0PDM3m+9uP4U0t/Dn0MRwnr98DPHhRq5+ayP7y8xcOSmdp+aO5jcT0hiWGOYjIFBQ3UxaVDBb8numRuxwS1+1+q589+KAXisYlRrJd7dP464zBjEiKRydVtPpCnJEkGJPkE6wPq+GrYXK0PblK8d1WU7mcnUc03WnI9ttswayeF85ze4J1/IGK/Pe3ECL7ShVWFVOWH71jg9g1tB47jhtIF9sLWHBDt9Jc4vdyVX/2cjMf6302f7iFWNJiw6hrMFCRqyJ66e1NbweFKDfa6hRi83p4sON3a8o+GGvEjm1TxVssjiRUqk//e3kdIYlhlHbZKN/XCi6do0pUqNDWPTH6Uzpr0SPAiUy+sec4Xx3+zTe+91En+MPVzfT7JCdOoqr28m2t2eJO9m49TtEp9Vw28yBfPN/p7D4j9MDnhPmjlhDjHrCg3QUtZPoendtvt99aI9Oq2VUcnjAFKPurPj+LUCDptpmO++sze/6ZJU+xQmzuHHbzIGsOljFX77azcTMaE8+l1GnwajXUu+1KGHQCuLCg+gfF8q+MjN7S+qZMSiWkcnh2BwuXFJJNRkc3zY0a++QjoXPbj6JESkRHoGD+mY7Jz2+lL9+tZuvbzvZ7/iIYD0vXDaaS19bT2yo73BwfZ4S3UWHGKhpthFtMtBosdFZkFPRYCEySEddF2V2Dpdk6uNLsTslLXYneo2GkSkRpEUHUdhOuKDR4iDUqGPNfbO45cOtfL+7DAlMHxhLZr9QP+cTY9IzPiOKDXk11LU4EMBJ/aPZU2rutJ9wjMlAdZNvErZeA8mRweTXBFag+Wp7CacN7ccPu8sICzZw9UkZnf7eKic+J0TEB0qO2TNzs3G6JLd/vB2rQ3nyhRBcMTEVFxBrUvK9bE7JQ9/sYViiEtmty6smPiKYr287hfevn4xGwLVTM3zk4LNTI4/atvY3OSxY73F6oOShvXDFGP567rCAQ3UAs9VBbmUjWo3gSH0LOeXKsHF4sjKHNj4jim1/PZ1ND5xGsKHz77OFe8p9nF6YUUukEe45Y5CP4gkoUwk6jcBscVDTbGNXcS1PX5LNqntPpZ9X7wwJ/PXcoWg0gqfmZjMqNRKDVoNLSv4bIOJac/8sXvvtBO4+cwig5DdGmYzs72I4PDrVvxzN7lJ+/46C3ANlZk5/dhVPLz7IP77ew/xNhVQ3ql3Z+jInjOMDpTb0sYtGsvFwDXd+sgOnO3KYNTSeiGA9Q72a4ny7q4yl+yqJCNaxtbCWt1cf5uFv91JU08zBikaeWXSAaU8ua7t2F1UWnRHldrih7hy0xgA9YGcOiWdiZjQdNWiPCNaj0wjW5VVz7dubOOPZHznvhdWEB+lJjQ7GbHEQZTKg1QhSo0OIDNGTHBlEjMlAeJDOZzHktCFt1SNaAV/fdgrbHzwHh0v6KJ6AkoLyjznDPe+brA4WbCvm652lVDb6l789/f1enl20nziTFq1wsSq3OuBq7NnPr+KbHaVEBOt4dm42c7KTmL+pqMN7mBihRLql9daAw5Rl+8rQdaPxsJRw7+e7eGFZbpfHqpy4nDBD3VbOH51MRYOVR77bh14reObS0ei1Gk4bGs/ivWV8csMkPthQyMb8WrYU1gGw/0gjxTUt7C0z8+YqJT/N5pRUeDW/TggPQgdotILUqGBqmu0d5vS1p9qdYGvQacDq7LB1ZGdEhhi4/pQsXl15yLP6uauknkteXUdSZBBbC2qx2J0E6bWMT4+msLqYNffP8pzvdEkufGkNTpdU7GjdLuH3720hq5+Jekvb7xNr0lPTZMfhkvzfx9sAiDAK6q2S9zcpOY0a4Tv3dt/nbTl7XZFX2cStH23rcH9MsI5qd5K4AI64Gw/t80qg9s4drGlxue3WUdXkCHgMwBd/mEJSRAhxx7iCrPLr5oSK+Fq5YVoW95w5mK+2l/LGKkXUclJWNA0WBxqthuevGMv6P8/i35eNRqcRNNkcPH/FGH47OY17zhhEapTyUMSYdNz32Q7G/HMRw//xPU6hOMT8quZuOz3AE23VNNnRCkiO6n49qZSSg+UNuFwu/nBqf3etrCTZqxF5aZ0Fq9PF5W+sZ39ZAxoh/PpraDWCkwbEklNhZum+cp99B8rNLNxdxtrcNs2+qia7x2FY3EJ4Zi+hUo2AiKMUIG3lrBEJLLh1KqOSIxgSH8ofZmQR4u6lWe1VGaPVCMKNbX+qrcPxQJFkVZMDDW1VON7HnDY0jrFp0SREBPn0SFbpe5yQjg/gDzP6c9rQeF5YepAKs4WzRiQQFaL3Ufc9f3QyUSEGGix2qptsvLe+kKcW5eByCfRaQUm9jUV7yzFbHLi82p0Ze9gPu8VLQXN8ehRGXfcb4uRVNXL1Wxs5+Ynl7Cis46Urx1LXZKfELYqgFe6V3lA9O4vqmPPCaj7ZlI/Z6uCCF1fzvZcwZ+uzftvMQZ5twTpBzkNncsupAzh7RODE53NGJqATcM7wtsRll6TbGoQa/FN64sKMvHD5GD7fUszOknr2lzfy8oo8mr0apg9LUOZgHS5Jg7Vtu90pO+017J2a47FBwL3u+UQVlRPW8QkheOCcodicLu79dCdXv7WR2mY76/OqKaxp5rklOTz49R50WqUn7qI9bU1zSuotCGBsegT/mpvN9r+fwZzsZHRawSMXjMDmhOzkMP529mCfzzxtSGynNiVFBLGzpGcJtVa7C6dU+l98uLGQdYequcSrGU9yVDCPXDiCykY7TqlEpE3uyGx7cT13zd/uyWOrNFuxOyX/WpzjOb/FIbnm7Y3sLK6j2N3eMdigJTslgqgQPQ+cPZibZwxAo9Vw+eQM/n3ZaM+5XaWntOLCN1FZp4H/3TKV6iZbh4KjEUbB3jJfsYHUqLYo19ZByp9R+Lbj9Ngg6baclsqJzwk3x+dNZqyJa07K4I1VbXWlTRYH055c7ldb+5/V+cSHGYkI0WOzOwk26vji5rbUkscvyebJudkIIdBrNdz7+U6a7SU+bR9bG3hDYGHQZpsDi92F3elCr9XgcLpwuCRBei02h4uaJivx4UEIoTQc31pYx7OLcyhvsCIEHKps9GlNmRIZxMp7TlWUZ5YdpLzB6jfEbbK7uOz1dbxx1Xg25StD2faP/4EyM9MGx3OwvJH4cCPlDVaa7U4aLA5Gp0Vx4UurFdl3AcMS21ZV28+fdYcxqRE8dvEo1hyq4u5Pd3Z4XH27mmONgLNGJvJ6uxrhVlprdb1Pa3//1+ZWMjKla6l+lROfEzbia+XWmQMJD9KhETAuLdLzoErwNK+JC9Xz6ryxrPvTLBb9cTpWhxPZLpdMqxGeFde541MYlhRGQXUzBp3Gcx3vCCNQMFTX4kACeZWN1DbZuPiVtYx/aDHvrDnMurxKpj6xnNs/3s6m/Bp+zKnk8tfXsTq3Cg0wKSMKk0HLlKxoxqVHAmBxuPjzl7twOF3EmoyMTgmsPLyjuJ4pjy0lvzpwnltr86SyBgt3nz6IyGAdueWNvHTFGOJCg4gMUdJWLHYX1U1tCz7RJt/vza6mzeb/fjJf3nIyQxLC2dsNsYLoEL3nnrok/GeVv9NThvkGTB00e4o0CE/J4PsbCnF1JxNa5YTnhI74QEkDufvMwfztf3vYUljHpeNTiA838sKyQ57mNRWNdoYnRXgmvKsabRxpsHHRy6uJNhmw2F30M+nZVlzPN7eeQmiwnoRwJYXk3jMGc89nO7l4XDKrcispqfUXJG2N/lof4jOfW+Wz/8Gv93oafi/YUcqCHaW8cNloXvvteDJiTSRGBPHB+kIe+nYvADqNICMmmCqzjY82FjGlfyyj0yJ5f33HLS47a/+oAZbsVRY86i0O/nbecMKC9Jw+LB6L3cnIlAhW5lTxzY5S5mQnuW0Ag04HtM3ztfcpIxJD2X1EGa5eMyWdiW4JMIfTxY8H2uqB268Ohxq1NFqdyiJNJ7/DOSMTuHJyOmsOVvHayjbJfJ1GkJ0SzpbCeuq8FmSKaltYur+C04d1LuOlcuJzwjs+gMsnpvH2mnwOVzXx+ZZizmo3iT88MYzU6DZB0vAgHdXNDrYW+s/HnfHccp6aO5athbXUNdu57ePtAFwwJpnEiCCeXXLQ5/iMaN+KgtbHcEpWjKfzmURxerEmg0c55ottJbx1zQRPlDkuPRKjToPVoQyPvaO3b3aUgJSMSApjd2nP2yu6UBKkx6VHMbV/jE++Y5Bey1vXTOQ/q/IoqGmm0p34q9Nq6Bdm9OsB0sqfzx7C9Sdn8u66AkINOs4fo7T3lFJy5/wd5Hr1IWl1ejqNUmnT6FY8yIw1ee5He565ZBQHKxu54o0NfvsMWkGFOXCC8rOLc1THp3LiD3VB6X37l3MUSSenVCTk+4W2DY32HDHTaHXgcklabA5abB2vVpbW23lwwW4MWg3JkUGe4d3GvCqmD+rHdVPTMXklC180NhmTWwm0tUn4wLhQimr8VYIjQvTEhyuVEssPVPL7/26mxebky60l3PDfLR1Ozm8trGXRvspuO72USF/l5/gwRS1mS0Et57ywms0BRA4GJYTx33UF1Lgl+dOiQ7hhmr8cF0BaZBA3TuuPRqPh2qmZzJ2QikGnYdPhGs5/abVfPXWIQbmJDhc02Vy0ZsmEBXf8vZzVz8R/1+UH3Ndsd1EUIPIG2HukgW2FtcrnOV08uGA3d36yzSN7r9I36BMRH8DMIXFEheipbbZz2tA4Xr1yHI9/v8/TBOij9flIBI92INDpTU5FEzEmA/FhRkrcSsj/WpLLv5bksv+h2cSEBvGvRQdwSWU7KMPcwfGhlNa18NY1E3j4270U1/nm0x2qbCIuzMjEzGi2F9WxZH8Ft320FZCeSCsiWE99O9mpqsaOxVH7x5nIrfBVjymtt2AyammyOpmUGc3HN07GJWF7US0Xv7KONbnVjM+I9jlnqHtRw+peIS6qaaGpg3QWodVgttgJ85p3czhdPLP4AA0WB6lRQcwYHM+a3CrKG1q4eXp/zhqZyAcbCnlrTT6tl13RQWc2gIteWddln5FAhOjgsYX7qGmycaSuhSb38vAX20q5cVoWg+PDsDlcXDg2mSC9FqvDyZb8WrYX17G1oI6ccjOJEUGK/Fezjd9P688FY5K7+FSV440+4/heXJbrSTpOjzGh02k4dXCcx/F9vKmIf14wspMr+FLdZKO6yUZKZBDFdW3RxX9W53HjKVl8sKGA0joLQXoNWqFEMhohcLgkF728hhCDDi3++WZBOg1lDRZCjTqabU6PNp5eKwgP0vG7kzP5zYQ0Fu8t5/4vOq+UkMA9Zw7hucUH2OeVGmIyaFly1ww+3ljEs0tyaLI5CTXqyE6JxKDT0Gj1daRSSpa7k57fWK0sMLTYndzX7vMjgnTUWxwUVDezpaCWGYPjPOf/5avdrM+r4bKJqTx+0SjP9mabE5NR+TO8d/YQvtt1BLPFhtUhO206pBGdz1u2YtQqWoGhRg03TRvAtqI6lnYgS++d4/nPb/ZyxvB4vt1Z6rEjzKhlRHIku0vqcbhcJEYGe2qmVX5dnBCOr9nmYHdJAzuL61h3qJq9RxpoaFHKrZwuiVNKT5qHVsAH6wv4YU8ZxbUtHueTGRvKSf1jGJ0awfai7ufaeTs9gKd+yOH1H/NwuJ9Ki1fysguJwyXdNa7+c1cRQTqmDYrj4QtHUFzbzJ2f7GCje9ipEZARHcL52clsLajl0vGp/HtpjqeUC/zbLhp1Gs4cnkBWbAhXvLGBykYbEUYty+6eQUxYEAPc8lv5VU2MSI5gZU4lNoeLcelKtPfZliL+tTiHcKOO/eWK4+wsaXnW4H4sy6nkvOxkTnLLaLlckqcX7Sen3Mzvp2Vx/1ltScRCCExGHVJK/vTFTj7ZVBwwijNqBdZ2Xk6D/5dGIKxOZbGj0eriaa/8xc64dWZ/apvs7Cyu87mfZquT4tpmVtwzg1dX5pIRa+KKiZ1LfKkcn/zqHd9jC/fx5qrDHkGC1OhgpmTFEGUyoNMIdFqBQFBhtjB/czFOCU6Hi0qzheTIIKqbbDjtLpbur+D5pQd5//rJ/PmLnSzYoVQ8nDMygS0FtZQ1WDEIuOOMwcSH6rnrc3/tt1bqWwI7h5FJESzcXR5wHygrql9sLWJHcQ0V9VbKvUQArA7JlqJ6pj65nOGJ4RTWNHOk3orWvSIqgakDYpmSFctX20vQaQT51c385atdvL++kNEp4VQ22rh0Yiox7gZDqdFK6dyX20oQwCsrDqERkJ2qLG4UVDdzpM6CPdSAzh1hRbqnCwLxxY4jjEkLx+Fy8cT3+9icX0thjVLed/nEFCZnRVNY0+zXVvO+L3Yyf1PHOoftnR7g19ypM84fncTnW0v8tgeKuAGKapr592VjKa1rYd6b6z2NogAqzFa+2VHCG6vyATh3VDIRwT0s5VH5xfnVO76RyRHcPL0/Y9IiGZkS4eka1h6nS7JsXzlVbsEAq0N65ucyYkLIr27mtR/zuP20Qdw0vb/H8R0oa2D53TPIrWgkymQgOTIYp0ty2ogksh9c1CNbn1zUdcTRbHexq6Tz4dOBsga+3ak8+a0+YUhCGGsPVTMhPZIzhyfw9prDNFodFFQ1E2vSKS0ugffXFTBvUgbpsSYSI4LRaQT/WX2Y/6xuy5Gb8dQKThkYy/RB/ZDAX84dSmZsKPd9tpN9nchGaQUIqeHrHaWeldk52YmcPiyBjzYWcO07mxHAnNGJFNdaKK5pYkRKJEv3/bQd0eaOT2XFgQqPWAQoUwftlWgAQvSCrfk1fL6lkB1F9ZTWNvvstzpcNNqcCCAtOpigAC0AVI5/REf6b78k48ePl5s3b+7169Y0Wpn46BIcLmVYKBEMjDOx4NZTWLCjhDFpkfTvp4iP7iquZ2VOBU8vyuHBOcP57eR0bvlwK4v2lDE2PZJPb5pKxv3f9opdQxNM7C9r8hvmRRi11HfQVSwQeo0yfLQ5JdEmPU9cnI3d6eQPH/iqoFw6LoUn5yq9cveXNdDQ4uBwVSOldRZ0GsEzXkPCqBA9Rp2Gsgaru6m5C51GEGIQNFh8J+HOGZnIPWcO5oKXVlHXotj98Q2TKa1v4c75OwLaHKjCxXtbZLDO08T9aAk1anE4JRavcWt8mJEKsxWD1rdfSFdoNTAgLpQDZY3cPmsgfzx9UNcnqRwzQogtUsrxXR/ZPfrU11V0qJH9D53FO9dM4Om5o3G6JPvLGsmtaOSScakepwcwMiWCW04dwFVT0nni+/1c8upaFu4uwylhW0EdR+pb/JoIeaMRSkXBjadkdmqTAGqbbAHnts4fk+wnDNqeVp260akRTMqMYZC7raLV7mRYUjgiwIV/PNgWYQ1JCGdiZjS/mZDGH08fxG2zBvL6b8cBitMbEBfKnNFJaIRSNwxu0YB2Ti/WpOeZS7PRaPA4PQCdVnTo9HQawV2nDfTbLlEaB4FS7aLXCKYPilXEDo5CVKXR6sTicDHAq69KudmKBC6dkMaKuwLL6Qfr/D/M6QKjVklP+mhjIdXmwGkzKsc3fcrxgZJ4O2NIHOePTuKUAcoE/Ksr/UUpLXYn8zcXcdvM/pw5PIFcr363DgmXvLK2w1XFQfGhJEUGcdnEND7d3Cau+eZVY/2OlUCZOfCcWXp0CEv+OJ2kiI6148rdixtvXDWB8BC9R92kyebi/s93cqs7wdqbsgYbn3Yi+tna5nJAXChSwp/PHsb3d0zDhSIlH4iqJjvnPf8jD329x7MtVK/hzo+3+B2rE3DB6CT+d+tUSht8HYdOI5g1pB/j0yPRC2WVe3BCGKNTlHLDYxmg5Fa2JX1fNyWNyGAdKVHBfOulYONNSwAVBmU1WdleYbYy8dGlrD1U5XecyvFNn3N8rQgh+Ot5wxDANzuPUFZv8Uli/Wp7Cfd9vosJjywjPSaYc0YlevYNijN55gcDkVPeSHGthReW5VLrNUwTaIgOUSbCW392ximD40iPNfHBDZM7jPxC3dm+76w5zMJdZUSb2q676mCVZ9GnPZ9s6djxuVySyVnRVDXaPHW6JbWK07hycsermAcrm1m8ry33TiOgsM539fqiscl883+nUGG2YjJo+XKrrx0OlySn3Mw3u8qxS0iPCeGVeWMDfjkdC9/tKaOuxcFjCw+w94gy/6nvhlqYS+LTFD0tJoRBXr1ZVH4d9FnHB0oFxbj0KFwS5ry4mgmPLKHBrULcz6upz3NLctlRVOeptT0aeSO9VlBa30KNe0XU7nQQGdz5k9bq6zJjQ3lt3jhO6R/ld8yMwbGEGnVsLawDgV8jno7YWlDLqysCO5PbZg3k4QtGcLiqienu3sBmt1x+RmwI/fuZyIwNCXiuNw1e2lE3T8/ilXlj+delo/lgQyFrD1Uz99V1tH4vhHgJ7HlXXRwob2T6Uyt6NA/XFeFGLWUNyn3KiA5ma4FSyWF3dq+NpcHrS6is3oqpix4nKscffdbxzX52JRMfWcJmzx+9k9OGxnu061qL9kGZh9t7xOyZXypw196G6Ls34SRQpOu9Ky4arZJgfecPzBnP/siWghrsThc3f7CVVYdqPfta++ku2FHGKQNj2VJYg5TQ1IWHEChKMwnhxk4rDirNimPo30+ZM2xt1h6s13HrzAEcrmomPdpfSTqo3byYUStIiw7i401F3P7Rdm77cCvL9pd7rjnL3f/jvJGJxIYEvh+9LajS4HWPXFJyxKvFQEef5R1we/dFabE7eX99Qe8aqPKT02cdX12L3adZjsMpefTCkcSHB/Hmqjw+8poDa30W2j8UEcEGOkKvFVw7JY1Pb5qMREn8/Wp7qcd5SvB54ALhlLC1oA6NEJ7m5K1cPE4RIx2SEMbccSnY3PNRXQ2hJcrDfumENBIiOpbAl+7fuvUht7mjXKNOw+hUJfKck53MW1dP4JJxKR5HrBEaPrtpCocePZvJWdEsunM6AkFtsx2b08XXO494pgmkVPqGAHyypYSq5sCrt92ZFjhaCjuo6QXw/tjW+dzoYJ1fxP/od/vYVdwzgVmVX5Y+6/jevHqCz3uz1cl1b2/g3Od/xO7oelx1zog4/nDqAACCAoxY7U7Ju+sLufTV9YDiaPMqG5ES/jlnGMYAK4aBOFBuxiUlZwyP98zzjUmN4JELR3Lq4DiKa5u57t3NHseYW+kvftAeg1bDwt1lniguIO4HvdVRt/7Mq2rihaUH0WsF86akM3NoHE/PzSYsSIdOA+/fMInxGdFoNYKPb5xCeozJJ0LSa/HoCTbanFSYux6a1/Sgv0lndHdBuHUoOzo1Cq1QUp9aaQzQsFgCd326HYcqdPCroc86vhHJEYxO8Z2UXn2oht2lZn7YU07+4+cQH9ZxpLEur5axaUrkY3FCoOT91ooK7/cAzyzOwdpN3fYF24q58OU1fLalxJNwe6Csgeve3sjGw1WeROHWKCTQUK31gQ81aAjSCawOFzllZv7yVcfVJ62X0bidVqxJiW7/uy6fwppmzh6RSHx4W7J4RIiBSZkxnnvSSoPFTn2zlTCDhguyE1hz/yw+v3kq493Oz5swoxaTIbB76mI6tFt0dccFMGNQLB/dOIlPbpzMPbOH8szcbKSXy2wd8ra3Mqe8kSe+71rgQuX4oM/Oyu4oqmN7cVsVgkGrJP6C0qvipWU5zP/9SXy0qZBXV7ZVNYQaNDTaXMrQzeHkminpVJotaDQavt55hOTIIJqsjk6TbutbHMqQyenyqIN0hM0Fe0oa+ONpA3jWrfTSbJcsa6dcEqwTmIL0OF0uar2GjKlRway6b6bnfWFNE+YWBx9uLOTzrcXMHZuCRqt0ZWtNZpfAnlJl6NYarL2/QRE53ZxfS4XZyvWntElSWR1KDWt1o5Wr3trIs5dmExNqpMXmVHqduPP6fthTxsb8WmaPSCQ5KoRthXU+KUHmdvOT3onMLb24uNHKiKRwcsrNnv93CazIqWJFjm96ivD62dl84xurDjN1QKxHnEHl+KXPOr71eW2tFAf1C+HxS0Zz+RvrPZHTU4sO8vGmIurbDbMabS6++7+TMei0DIgLZYy7oH/j4Rq+3nmEKf1jqDTbWJnTsaRSkE5Q0+Lg35dlk1Nm5qUVeR0eC8oDua2wnoRwI2UNVj/FYoD3rp/MuPQo5r25njWH2vT0Jma2yUvlVTZy9vOrmD6oH5eMTWHZvgoeXbiXHcWBZeCn9I8hKTKYFpuT9XnVDIoP5WB5I1oNTB0Q4zmuqKYFi91FsF5LfbONEIMOl0ty7+c72V5Y56n4aHFAS72Vt9fkc9P0rF5ftOgpu0sbCA/SYXM6CNIqkXsgpNfP1vSg2FA9LTaXz9DXoNNw0/tbePfaiUzKivG/kMpxQ591fNdMzWDqgFiGJISh0yoj/n3/nM0DX+5k4+EasvqFcvOMAdz7+U4a3Am9AmXR4oKX17Lkj77Z/mPSIokNVRr1TMyICuj4Th4QQ3iQnrtnD+batzdx72e7eG3eOC4Za+Gr7UdwuB+qYYmh6LRabj11AB+uP8zu0kbW5VWz4p4ZFNW0EGzQIFCitJxyM3d9uoMPNxQyNDGcD26YQlFNM5e8spZys5VhSW19OOxOyeUT00iKCGbm0HgyY02UmS0glZhGCK8hnIDUqBCSI4NZfqACu1PywNlDeeCr3WTFmny09gprFL2/W2cO4HcnK5Hgyyty+XpHKffNHsyLy9vSZmJMBi4ck8R9Zw2lrsXORxuVRaT4MD3l7kTu7NRIHr9oJNsLa3lpxSGKa1s4e0Q8B8rMHKryrZ0FpV+uUafMWxp1Gk87z6QII002J5mxJuxOF3vcQq0COH1YPLefNpDhSRF8v/sIkzJjaLY5uOG/m9nrblp+9xmD+GxLEVVmm8fBabUaHA4Xg+LDGZQQxo85ldwyoz9njUyiutHKNe9s4pq3N/Gfa8Z7FGpUjj/6rOMz6rSMSPbtuKXRCB67ONvz3upwEh9uJLeikXHpUfzjvOGU1DVz0/tbeW99Pg+cM8xzrF6r4bqTM3jy+wPce+YQgvQ6Hvlun8/17zpjMGPcc2Bf/mEqV765gVs/2saqe0/lyUtG89mWIu7/YhfFtRY+vGEyI5IjmDU0nsV7y3llRS6JEcEktluJHZEczv6yBt5YdRgJPPub0aRGhzApK5oFO45QWN3mKAYnhPH384Z73g+ID2NAN5JvN+TVYNBqiAwxUFzbwu+n9/fZ/9U2RVG5wmylvMGCQavhpWW5nDEsnpum92dwQhildRamDoj1qFBvKahl/uZiwoJ0mC0OTEYDZ6UrXwwPnj+cIL2WoYnhjE2P5r31+Vx/chZhQTomPLIEl2wbBk/OiuaWUwcQHx7Eor3lzMlOYtrgfiSEBzE2LQoplf9XKSUldS1sL6xj2qB+hHtNys4eoSSnR5kMfHf7NA6WmRkQH4oQgltnDuSJ7/fxyoo8IoJ1NFod9As1kFvZyAc3TPa5DynRIXx4wyTmvbmBL7eWqI7vOKbPOr7uYNBqOG9UEnecNogJbkXikSkRGHWagMoe8yan8/zSg3y4sZBHLxzB3PEp7DtiZum+ct5ac5htRXUexxdtMvDM3GzOe3E1v39vC+9eN5FLJ6QxID6Md9bkU1TTzIjkCLQawewRCT5DS2+U/sHDqDRbWba/wqN8/OQl2dQ02Xl3XQFzx6f6OfmeUFzbTEpUMEv3laMR+DUe7xemJHu/tjKPigYrIQYtLXYnd585GCEEM4f497j4ZFMhTpdkyZ3TqWu2MzghsAMenBDGw26B2Carg8lZMWSnRHDHrIEcrmmmf79Q9O6I/cIxyXy1vZS7zxzisaltVVqQEhVCSlTXidcD29mSnRLJ+PQoHjp/ODqthhUHKnnku31UNVqJDfUtJ4wLC+KjGyYTFdJxqpPKcYCU8rj7N27cOHk88+CCPfLTzUUB9901f7sc9teFsslq92xzOp3S4XAGPP6rbcUy4/5v5J+/2HlMNm08XC2z/vStfOTbvZ5t9S02Ofgv38m//2/3MV3b4XTJmkarvPjlNfKCl1b77d9TUi9PfmKpfHNVnlybWykz7v9G/mNB5585f1OhzH7wB3m4svGYbPPmUIVZZtz/jXxi4b5eu2YgNh2ulun3fSMX7jryk36OShvAZtmLPkaN+I6Cv503rMN9v5mQymdbivliawnz3HWtGk3HWUPnj1YUld9bX8BlE9KOuuH1hIxo4sOM1HiVrIUH6RmSEM7BimOTR9dqBFEmAy9fOdZT0ufNsKRwVt2rrBzf+uFWQo067jitc7mmS8alcOqQOL+I6VjI6hfK2SMTWZNbhZTSJ3+wNxnllujfUlDD7HbRr8qvA9Xx9TLj06PITonglRWHOC87qVvqvHedOZj31hfw+qo8/v2b0Z7+vj1lzf0z/R72oYnhhBh6IQkOiAsPIi48sNArQEF1E9/vLuPyiWld/t5CiF51eq08esFIQoN0P5nTA2X19n+3TCWjnZK0yq+HPpvA/FMhhODvc4ZT3mDh8tfXc7AbzWjCg/RcNDaFr3eU8v2esmP67PbcP3sID5w99Kiv2ROeWZSDXqvhtpkDfpbPC0REiB7tUX5x9IShieEE99IXisrPj+r4fgLGpkXx+lXjKG+w8K9uNrh57KKRZKdE9Hp/14gQ/VFHkD1h9cEqFuwo5bqTMzxRYX2LHWs3yv9UVH5u+pT0/M9NhdlCdIjBkyfYFS6X/Fmc1E/BtCeXU1jTzMY/z2LBjlI+3FBIXlUTn9w4WU3mVTlmelt6Xp3j+wnpqPFRR/xanR4oDdvfWZvPxEeXAspc56UTUunvbmGponI8oTo+lV7hH3OGMzY9igXbS7l5RpanN6+KyvGI6vhUeo052UnMyU76pc1QUekSdXFDRUWlz6E6PhUVlT6H6vhUVFT6HKrjU1FR6XOojk9FRaXPoTo+FRWVPofq+FRUVPocquNTUVHpc6iOT0VFpc+hOj4VFZU+h+r4VFRU+hyq41NRUelzqI5PRUWlz6E6PhUVlT5Hl45PCPGWEKJCCLE7wL67hRBSCOHXOVkIESSE2CiE2CGE2COEeLC3jFZRUVE5FroT8b0DzG6/UQiRCpwOFHZwnhWYKaXMBkYDs4UQkzs4VkVFReVno0vHJ6X8EagJsOtZ4F4gYNMOdx/gRvdbvfvf8dfgQ0VFpc9xVHN8Qog5QImUckcXx2mFENuBCmCxlHLD0XyeioqKSm/SY+l5IUQI8ABwRlfHSimdwGghRCTwpRBihJTSb67Qfd0bgRvdbxuFEAd6alsPiAWqfsLrHwvHq23Hq12g2na0HK+2BbIrvTc/oFvtJYUQGcA3UsoRQoiRwFKg2b07BSgFJkopO+yGLYT4O9AkpXz6mK0+RoQQm3uzVV1vcrzadrzaBaptR8vxatvPYVePh7pSyl1SyjgpZYaUMgMoBsa2d3pCiH7uSA8hRDBwGrD/2E1WUVFROTa6k87yEbAOGCyEKBZC/K6TY5OEEN+53yYCy4UQO4FNKHN83/SG0SoqKirHQpdzfFLKy7vYn+H1uhQ42/16JzDmGO37qXj9lzagE45X245Xu0C17Wg5Xm37ye3q1hyfioqKyomEWrKmoqLS5/hVOr5AZXRCiKeEEPuFEDuFEF+2Lqy49/1JCJErhDgghDizg2tmCyHWCSF2CSG+FkKE9+T8n9suIUSGEKJFCLHd/e/V3rpnQogYIcRyIUSjEOLFTq4ZLYRYLIQ46P4Z1dN79nPb1pP79hPZNVcoJZwuIcT4dvt+6XsW0Lbj5G/tmJ4jP6SUv7p/wDRgLLDba9sZgM79+gngCffrYcAOwAhkAocAbYBrbgKmu19fBzzUk/N/AbsyvD+nl++ZCTgZuAl4sZNrPgnc7359f09/t1/Itm7ft5/IrqHAYGAFMN5r+/Fwzzqy7Xj4Wzum56j9v19lxCcDlNFJKRdJKR3ut+tR8gsBzgc+llJapZSHgVxgYoDLDgZ+dL9eDFzcw/N/brt6RE9sk1I2SSlXA5YuLns+8K779bvABV7bu3XPfgHbus1PYZeUcp+UMlBy/i9+zzqxrUf8RLYd63Pkw6/S8XWD64CF7tfJQJHXvmL3tvbsBua4X88FUnt4/s9tF0CmEGKbEGKlEOKUo7QpkG3dJV5KeQTA/TPOvb0371lv2wa9d9+Oxq6OOB7uWWf80n9rHZ1/VPfthHN8QogHAAfwQeumAIcFWsq+DrhFCLEFCANsPTz/57brCJAmpRwD3Al8KLzmJY/RtmOlV+4Z/CS29cp9U+/ZL/O3dgzPkQ89rtU9nhFCXA2cC8yS7gkAlG8A7yiptcTOBynlftz1x0KIQcA5PTn/57ZLSmlFkf5CSrlFCHEIGARs7gXbuku5ECJRSnlECJGIIkYBvXDPfirbeuO+HaNdHXE83LOAHCd/a8f0HLXnhIn4hBCzgfuAOVLKZq9dC4DLhBBGIUQmMBDYGOD8OPdPDfAX4NWenP9z2yWUkkCt+3WW+/y87trVhW3dZQFwtfv11cD/vLYf9T37KW071vvWC3Z1Zu8vfc86uu4v/rd2rM+RH91dqTme/gEfoYTfdhSP/zuUSc0iYLv736texz+AstpzADjLa/ubuFevgNuBHPe/x3End3d2/i9pF8oixx6UFa2twHm9fM/yUSaoG93HDwtgWwyKYMVB98/ont6zn9u2nty3n8iuC937rEA58MNxdM8C2taTe/YT2tbj56izf2rlhoqKSp/jhBnqqqioqHQX1fGpqKj0OVTHp6Ki0udQHZ+KikqfQ3V8KioqfQ7V8amoqPQ5VMenoqLS51Adn4qKSp/j/wF0X3sJeu+iawAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "zipfile3 = \"zip://data/roads_MM.zip\"\n",
    "mmroads = geopandas.read_file(zipfile3)\n",
    "mmroads.plot(figsize=(6, 8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Constructive methods are applied to objects e.g. polygon to manipulate the representation of the object. We can use buffer to lines to enlarge the coverage area of our line objects."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-31-48cef05b9f4e>:6: UserWarning: Geometry is in a geographic CRS. Results from 'buffer' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n",
      "\n",
      "  mmroads[0:10].buffer(0.001).plot(ax=ax[1])\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'buffered'}>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 2, figsize=(6, 8))\n",
    "plt.subplots_adjust(right=1.5)\n",
    "ax[0].set_title(\"original\")\n",
    "ax[1].set_title(\"buffered\")\n",
    "mmroads[0:10].plot(ax=ax[0])\n",
    "mmroads[0:10].buffer(0.001).plot(ax=ax[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Meanwhile, Affine transformation geometrically manipulate the orientation of our objects. Below, we can rotate our lines using an angle as argument. In the example below we rotate the lines counter clockwise by 45 degrees. We can use -45 to make it clockwise."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'-45 deg'}>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 3, figsize=(6, 8))\n",
    "plt.subplots_adjust(right=1.5)\n",
    "ax[0].set_title(\"original\")\n",
    "ax[1].set_title(\"45 deg\")\n",
    "ax[2].set_title(\"-45 deg\")\n",
    "mmroads[0:10].plot(ax=ax[0])\n",
    "mmroads[0:10].rotate(45).plot(ax=ax[1])\n",
    "mmroads[0:10].rotate(-45).plot(ax=ax[2])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Question 7**\n",
    "\n",
    "Use <a href='https://geopandas.org/geometric_manipulations.html#constructive-methods'>geometric manipulation</a> to only show the boundary of mmcovid_gdf. Use the empty cell below. Use figsize=(6, 8)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### VI. Filters using binary predicates"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Spatial relationships such as contains, within, crosses, etc. can also be used to filter GeoDataFrames.\n",
    "\n",
    "Let's try it out by filtering out roads found in Quezon City."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, we get the boundaries for QC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "mmboundary = mmcovid_gdf.copy()\n",
    "mmboundary['boundary'] = mmboundary.boundary\n",
    "mmboundary = mmboundary.set_geometry('boundary')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "      <th>City</th>\n",
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       "      <th>Cases</th>\n",
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       "      <th>Deaths</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Quezon City</td>\n",
       "      <td>Metropolitan Manila</td>\n",
       "      <td>4736</td>\n",
       "      <td>1886</td>\n",
       "      <td>263</td>\n",
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      "text/plain": [
       "           City             Province  Cases  Active  Deaths  Recovered  \\\n",
       "13  Quezon City  Metropolitan Manila   4736    1886     263       2587   \n",
       "\n",
       "                                             geometry  normalized  \\\n",
       "13  POLYGON ((121.11408 14.75949, 121.11430 14.759...         1.0   \n",
       "\n",
       "                                             boundary  \n",
       "13  LINESTRING (121.11408 14.75949, 121.11430 14.7...  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mmboundary[mmboundary[\"City\"]=='Quezon City']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
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      ],
      "text/plain": [
       "<shapely.geometry.polygon.Polygon at 0x7f9a93791a90>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "qc_geometry = mmboundary[mmboundary[\"City\"] == 'Quezon City'].iloc[0]['geometry']\n",
    "qc_geometry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "shapely.geometry.polygon.Polygon"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(qc_geometry)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We then use the `within` operation of GeoSeries (https://geopandas.org/reference.html#geopandas.GeoSeries.within)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "qcroads_df = mmroads[mmroads['geometry'].within(qc_geometry)]\n",
    "qcroads_df.plot(figsize=(6, 8))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "A full list of binary predicates can be found here: https://geopandas.readthedocs.io/en/latest/docs/reference/geoseries.html#binary-predicates"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### VI. Set Operations with Overlay\n",
    "\n",
    "When working with multiple spatial datasets – especially multiple polygon or line datasets – users often wish to create new shapes based on places where those datasets overlap (or don’t overlap). These manipulations are often referred using the language of sets – intersections, unions, and differences.\n",
    "\n",
    "![image info](./data/overlay_operations.png)\n",
    "\n",
    "https://geopandas.org/set_operations.html#set-operations-with-overlay"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### VII. Aggregation with dissolve"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We use pandas' `groupby` function to aggredate data to show summary statistics. But for spatial data, we sometimes need to aggregate geometric features to group them by larger extent."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We load world..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "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>pop_est</th>\n",
       "      <th>continent</th>\n",
       "      <th>name</th>\n",
       "      <th>iso_a3</th>\n",
       "      <th>gdp_md_est</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>920938</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>Fiji</td>\n",
       "      <td>FJI</td>\n",
       "      <td>8374.0</td>\n",
       "      <td>MULTIPOLYGON (((180.00000 -16.06713, 180.00000...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>53950935</td>\n",
       "      <td>Africa</td>\n",
       "      <td>Tanzania</td>\n",
       "      <td>TZA</td>\n",
       "      <td>150600.0</td>\n",
       "      <td>POLYGON ((33.90371 -0.95000, 34.07262 -1.05982...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>603253</td>\n",
       "      <td>Africa</td>\n",
       "      <td>W. Sahara</td>\n",
       "      <td>ESH</td>\n",
       "      <td>906.5</td>\n",
       "      <td>POLYGON ((-8.66559 27.65643, -8.66512 27.58948...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>35623680</td>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CAN</td>\n",
       "      <td>1674000.0</td>\n",
       "      <td>MULTIPOLYGON (((-122.84000 49.00000, -122.9742...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>326625791</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States of America</td>\n",
       "      <td>USA</td>\n",
       "      <td>18560000.0</td>\n",
       "      <td>MULTIPOLYGON (((-122.84000 49.00000, -120.0000...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     pop_est      continent                      name iso_a3  gdp_md_est  \\\n",
       "0     920938        Oceania                      Fiji    FJI      8374.0   \n",
       "1   53950935         Africa                  Tanzania    TZA    150600.0   \n",
       "2     603253         Africa                 W. Sahara    ESH       906.5   \n",
       "3   35623680  North America                    Canada    CAN   1674000.0   \n",
       "4  326625791  North America  United States of America    USA  18560000.0   \n",
       "\n",
       "                                            geometry  \n",
       "0  MULTIPOLYGON (((180.00000 -16.06713, 180.00000...  \n",
       "1  POLYGON ((33.90371 -0.95000, 34.07262 -1.05982...  \n",
       "2  POLYGON ((-8.66559 27.65643, -8.66512 27.58948...  \n",
       "3  MULTIPOLYGON (((-122.84000 49.00000, -122.9742...  \n",
       "4  MULTIPOLYGON (((-122.84000 49.00000, -120.0000...  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "world = geopandas.read_file(geopandas.datasets.get_path('naturalearth_lowres'))\n",
    "world.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "world.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "...then group them by continent, using `sum` as the aggregate function.\n",
    "\n",
    "Some other aggfunc inputs: <a href='https://geopandas.org/aggregation_with_dissolve.html#dissolve-arguments'>here</a>."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "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>geometry</th>\n",
       "      <th>pop_est</th>\n",
       "      <th>gdp_md_est</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>continent</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Africa</th>\n",
       "      <td>MULTIPOLYGON (((32.830 -26.742, 32.580 -27.470...</td>\n",
       "      <td>1219176238</td>\n",
       "      <td>6025295.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Antarctica</th>\n",
       "      <td>MULTIPOLYGON (((-163.713 -78.596, -163.713 -78...</td>\n",
       "      <td>4050</td>\n",
       "      <td>810.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Asia</th>\n",
       "      <td>MULTIPOLYGON (((120.295 -10.259, 118.968 -9.55...</td>\n",
       "      <td>4389144868</td>\n",
       "      <td>55434607.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Europe</th>\n",
       "      <td>MULTIPOLYGON (((-51.658 4.156, -52.249 3.241, ...</td>\n",
       "      <td>746398461</td>\n",
       "      <td>25284877.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>North America</th>\n",
       "      <td>MULTIPOLYGON (((-61.680 10.760, -61.105 10.890...</td>\n",
       "      <td>573042112</td>\n",
       "      <td>23505137.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oceania</th>\n",
       "      <td>MULTIPOLYGON (((169.668 -43.555, 170.525 -43.0...</td>\n",
       "      <td>36782844</td>\n",
       "      <td>1412885.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Seven seas (open ocean)</th>\n",
       "      <td>POLYGON ((68.935 -48.625, 69.580 -48.940, 70.5...</td>\n",
       "      <td>140</td>\n",
       "      <td>16.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>South America</th>\n",
       "      <td>MULTIPOLYGON (((-66.960 -54.897, -67.291 -55.3...</td>\n",
       "      <td>418540749</td>\n",
       "      <td>6377091.80</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                  geometry  \\\n",
       "continent                                                                    \n",
       "Africa                   MULTIPOLYGON (((32.830 -26.742, 32.580 -27.470...   \n",
       "Antarctica               MULTIPOLYGON (((-163.713 -78.596, -163.713 -78...   \n",
       "Asia                     MULTIPOLYGON (((120.295 -10.259, 118.968 -9.55...   \n",
       "Europe                   MULTIPOLYGON (((-51.658 4.156, -52.249 3.241, ...   \n",
       "North America            MULTIPOLYGON (((-61.680 10.760, -61.105 10.890...   \n",
       "Oceania                  MULTIPOLYGON (((169.668 -43.555, 170.525 -43.0...   \n",
       "Seven seas (open ocean)  POLYGON ((68.935 -48.625, 69.580 -48.940, 70.5...   \n",
       "South America            MULTIPOLYGON (((-66.960 -54.897, -67.291 -55.3...   \n",
       "\n",
       "                            pop_est   gdp_md_est  \n",
       "continent                                         \n",
       "Africa                   1219176238   6025295.50  \n",
       "Antarctica                     4050       810.00  \n",
       "Asia                     4389144868  55434607.77  \n",
       "Europe                    746398461  25284877.00  \n",
       "North America             573042112  23505137.00  \n",
       "Oceania                    36782844   1412885.00  \n",
       "Seven seas (open ocean)         140        16.00  \n",
       "South America             418540749   6377091.80  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "continents = world.dissolve(by='continent', aggfunc='sum')\n",
    "continents"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see this on a map..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'continents'}>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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7jcfjYcmSJSxZsoT58xaybNlySkqLMJsseH3uXZb74IMPuOCCC9q8PVJKtmzZwsqVK2lqaqKpqYmp306jsLAIn8+7fUDckQ0bN+DzeokMC64URarpZIT3b/GKkFKiGT68mpMS9xIsMgpFqEgJEgPd1EyDt5yA7uG1117jvPMntnlf/ozH4+GySy9n2dLlNDU1oqoqqmoiNjaW3NwudO/Zlc6dOzNmzBj8fj+KohAXF3dIjB4PJ4dKoMcB90kphwoh7ick0IcVv9/PokWLKCoqIioqivT0dLp168ajjz7KfffdR0JYCg5LBAHpp7SxoKWcRbXi14ORr1JNOdQa5fgMNyOGjeS3ObMA+PTTT3n2qedZvGwhMeZEYkQSXrWZ7kM6M3/hPJwuZ0s9E8+dyJwpi4k32uGWTvwmF4YtgIFOwPAjENhEOPhB03XM0gImSZE7j7j4eKqqK/e6zx6Ph02bNmGxWLDZbJjNZsxmM6qqYhgGXq+Xuro6li1bxi8/zeDTzz+hM71JJgOzOHKNaXzSwxy+x24Pw+12He7m/GUoLS2lb59+NDY2EhuRTJgSjx4Ar+5Emt3UNVUQH5dAx46d6NGrG1275pKTk0OHDh3IyMjAbDbv+SJ7SVFREXffeQ8bN2yioKiQgC9AjCMNFTMYJqwimmhbCooIhq9w+WsJt8QTZo7Z58GaIXWcvhoafOV4qSa/agVPPPEkt99+W5v1Z2c899xz3HrrbaSGdyPWno4rUE9A9+DX3bgDDbgDDWiGj0cffZS77rprh/IDBgxk0aKFB7WNh4NDJdBvA8ullC9vF+hLgCZgKXCLlLJ+J2WuBK4EyMjI6FdYWNhm7fm7csUVV/Dmm28SFx2P1+cloAVISkgmJSUFq8WCEIK4hFh69elFt27dWL16NQ899FBL+Y7tO9OjR3cyszOJio5sMeg5+eSTSU1NbfUwWLx4MZMnT8ZutxMdHc2wYcP49JNPWTh/EcUlJfh9PsYeN5ZNmzbh8bhxOd00NjcipYFZtWyf3er4NT9WixWrxYbbExSgpIRkRo8ZxQMPPUBMTMxBsVaeOnUqb7z6BnNnzifX3R+7cLT5NQ4Ul2xmAdNbXjc1NR1Vs9MjkaqqKh588CG+/OIrKirLGJtzE3XuQgrc8zFZBKeffjpnnX0GQ4cObfOwqxUVFRQUFFBTU4PJZMJsNuPz+ZgwYQJ2cyTdE0/EZgrfL+HdG4oaVrC++mcAoqOj6datG/fccw8DBgygoqICIQQRERFERgb/9v936buoqAir1UpcXNw+R+Tzer388MMPfPDeR2zYsJHs9tmYVAWvz0d0dDR2m40+/fpw/fXXMWPGDBYsWMDihUvZsnULfr+Pe+/7D5dccklb3YojhoMu0EIIC1AGdJNSVgohkoAaghZHDwEpUsrLdldHaAbdNjz11FPcfvvt9LGOIVqJR6DglS580oOBTr1WSYEetK5NjE1i9NjRXHX1lTidTo455hiSkpJYsmQJOTk5vPnmW8z45ZdWBl1VVVVERkby5ZdfcsEFFxDrSCAg/TS7GwG4//77eeapZ0nUMzHrdgL4qNcrqTMqGDvmOM6deA4PP/gIJWXF6IYOwMRzzmPB/AWUVZRiNdtJTU0hb+umVv0ymUz8+45/89DDD9HWvPD8C/znrnvp4ul3xBiW1chyVjKPZEcaFdstctesWXNY9zz/ClRUVDDx3PP4bfYsOsaNIC2yO9ua56BZGnj3vXcYM2bMXgvjxo0bWbp0KQkJCaSkpJCdnU1ERAQ1NTUAxMe3du9bv349vXr2IjEmHbNqC8aekwaKUGl2NxJjzaBjTNv5hO8Ml7+O0qZ1KKokoDahazoltZuwWcMIDwsGcQkEvHj9XqKiIrn9jtuw2+3Y7XbMZjOXXnopNksYHm9wIC0Uhf79BnDFVZP2ybtASrmD+Pft049ly/9+GnAoBPpU4Fop5bidvJcFTJVS7vbJEhLoA2fmzJmcetJpdNL7E6f+YbWpyQBFbKBI24SuaYRbIolRkjBrNjYHVqAIheSodtR7aogIjyDg02n2NqJpARKVdvhNXpyBJk474xQ++/wzHnvsMe6++24AUs3t6W4eSp1eyVLfT9hsdhQUOhn9car1lLOFLp1zue7GazGZTFx/9U101I4hWkmg0ahhDbOJNseTpfUgTEShoFChb2ONfx5REdH4fX78AR9SgqqoPPbko5x77rm0a9euTe/d5MmTufTSSxnAsUSKwxvwYa26iAqtuOX1kiVLyM3NxeE48mb4RxPLly9n1MhRxFrbk+7oR8Dwsq5uKlddfSUPPvQAYWFhe13X/PnzOX7cCSSEZ6FLH+5AEyaLoKS0iB7de7Jh43q+/fZbCgsLKSwsxOPx4mxu5t333mVE5hWEWY6coCLNvmrCLTvGNChrXo9LrwahgwiG1DVhJydyBFIawSjyUqPGXcjG2p/48OP3OeOMM4CgAO9KrH0+H2PHjGPRkkWYVTP+gA/d0LDbwoiLSyA2JobY2DjiE+JISkoiMSmeY489liFD9j540dHEoRDoT4DpUsp3tr9OkVKWb//9ZmCglHK3FghtLdC33nI7ixYuJiU1iUmXX8bxxx/fZnX/jsvlYurUqVRWVtKxY0eOPfbYwxoYICEhkZqaarIjuxDlTSZCiaHZqGezXE52xwzWrl9LnJKCKsyYMZNrGYSAFqMSTQZwy2YiRAz1RiVLfT+Tax1AutqZWr2csqj1FJYU4HK5+Oyzz/j4g09YuHghyaZMrP5w/FY3Zf584uMSqKqoAmFw/PjxvPzfl8jMzOS2W27jo5e+JJJ40kwdUIWJgPQFw22K1qPp9czHImzYAhHEKSkIBA1GNc3mGkp9Wxkz9lisJhsdO+Vw7/33HvCyb1pqGmXlZWSG52BzRpJM+mHZl66SpZSyDc3kp1ELGtm53e6/TIYrwzAoKyvDbDajaRqlpaX4fD769u170AcgiqIgpaRb4vGkRXanvHkjWkwBH370Pn369NmrOsrKynjowYd5/7336Rw9jsTwDgCsqPqcysZtZGa0p7G+mYbmoANL+8S+qHo4ilDR8bGlZj4A4zvefnA6eRjQDB+/bH2BU085jedfeA6Xy8XIEaNJiE9g6LAh5G8toKqqig4dO5CWlsL8eQtZuXoZneKH0z5mMBDcFw/oXgK6h4Dhxa97gq8ND5r0Ue3dyKjRIzn73DMZP3488fHxSCnx+/04nU68Xi/R0dEH7Tvk8/mYPHkyW7fk8+RTT7Rp3QdVoIUQYUAx0F5K2bj92PtAb4JL3AXAVb8L9q5oa4FOSU6jojIYy/iSiy/lnclvH1B9mzZtYvbs2SxbvoKZM2dTXFyAlJK4xPaYLNF4XZU01pUAAq/XzcCBgzjllJNpaGgkMTGBLl26kJ6eTkREBHFxcYSHh1NVVUVCQsJ+ZVeqra1FSklzczNTpkzh1FNPJTMzk40bNzJz5kwee/hx3B433XK7MXDIQK66+kpuu+02pkyZ0lJHtDkehEQ1LFikjVzLwFa+yH7pxSJsLa83mBbgNTdx8sknc9IpExg1ahSGYfDaa6+xeeNmevfrzbfffMe2eZV0MPUmgJ8SYxN19hK+nTqFlJQUcnJyAOho7ku0Eo9dRGAV9l2OtgPSv4NQNuo11Bpl2EQ4TnMt5YECsjKy6d69G6eecQoTJ07cZwOevLw8br31Vr777rtWx8dwxg6Dh4PFn/ebTYqJGJFAtV7O22+/zaWXXnpI2tDWuFwu1q1bh2EYVFVVccet/6a4uBiBCH7mEuymMBp89RhSp0uXLsyaNeugJP2YO3cu03+cztdfT6G8pAqr2U55bQEAXbp0YcOGDXusY8TwUWxcWUT3hBOwmsJbjm+pn82WmoVkZmQjPJGo2KhxFTAo9aKWAfDvSGnscOxox6+5KXQtpMq1GY/XTdeEcdhMkTR5K7Gbo7CoYbgD9Xi1ZqJsKRhGALs5hgjr3kX58+seKp15OCmhqnEbiqrg9XoQQmCx2DCpZjxeF6qqcvrpZ/Due+/s9TPA7/dvtyjftbX44sWLGThwIABtabsFf9NAJc3Nzei6TmRk5AH5+BmGwa233cHrr79BXHIuqiWWyNgs7OEJCKFgMgdnNlJK3M4qrLZIXE3lOBtK0AIuhGIBw4Pub8DnaSAQ8OF2NaJrGja7A03z0yGnE2VlxVx66aV07ZrLqFGjWoRs8+bN/Pjjj9TW1hIVFcWvP89k9pzZLV8qs9mM6rXiVZ2cedaZLF64GN3QufAfF/LVZ18RHh7OmONGM/a4sXTp0oX33nuP227bubXmCNsZ2JQdR6B//p64ZBObA8up1kuAYAjQl196mQ8/+AjDMIiOisHZ6CTF6Eg7JTi7+MXzEQBfffUVGRkZTH57Mls251NaUsK2wm243S7MihWLasWq2rBbHCiqwGd4qG6uID48CbuMJC3QCYeyY7IDTfpxGo24ZCO11hJyumXy04zp+7RkCXDKhFNZMm0F8aRQTiG1VNLR3INM7dD47ObL9eSzfofjvw/kjhaqq6t5/rnn+ej9jykuKwYpSYhIQqAQ39SORNLIYyXlFGGgA4JYkUCNDPp5d+/aiz59e3PZpEvIzc3dL4Ok3eHz+VizZg1utxu3201zczMdOnSgT58+NDY2Mn7cCZhMFjIy0snKzqBzl84MHjyYDh06tFgiD8uYhONPy9SG1Pl124v06tUbZ4mN7KjBbdbeowkpJQHDi0U9eCs+hqGhSw1VMaOIP0Q1eG0PC0rf4eZbbiQtLY3Nm7fg9XgRQpDWLpXk5OSgK6fLxcknn4zNZqN9+/YoikJkeBRxsfFEREbi9/vRNI3s7Cz6HtOHHj26k5GRQdeuXdvcYPVvKdCXXjKJ2NgYzjr7TAYOHLhPIv3999/zzLMv4PP52bx5ExIrOX0uxmIN33PhvUBKiZQ6imJCC3hwNVWwet7/karmYHWYqQmUERUdRXR0DIUFBcSraSg+E9JiYA9EEqekYBVh+KQbHQ2HEoVfeimVm7EZ4TRaKjBJK9FaEhJJk1KD29pAvbsGs9lMVGQk1TU1SCkxpEGqPYsofxI6Gpr0oxNAWgxcNNDgq8Wv+VAVldjwBMKUCAoa8gB4/LHHGTR4EKNGjQLArFoI6H4A+vTuS83mJroYgyjQ1hPAR7G+kdjoOFSTyquv/x+nnnoqTz75JM/f93/EGWl4DRdu0URZIJ/bbruNM844g65du7J69WomTZpEXl4eHUx9iFETiFYSdpiFNOq1VFg3U9i0mbfeeovLLtutXeIOLFiwgEcffJSVq1bR7GqisamRHNGNbHIP/EPfBbrU8eGmmUaa7XXUUUl0TDQTLziXcyeeS58+fY4on+fdsXnzZh575HHeefdtrMKKTTpoor4l2EyYGoGCgmIouGQTfcRIoohjBbOpk5WYhBmHJYYOccNxBmppNLbh9NTj8bqICI9k8OAhnHXOGZx00kk7BGr5+eefsdlsZGZmkpqaulNBb2xsZO7cufw0/Wc+++wzpnz7Daqqomka+fn5/DBtOtnts3jwwQewqDY6xo3EpzvR1Wbq3CWER4aTlJzA8uXBzGhdk8aSEdkXAK/WzPySt/EHgi6KfVPOaFn+DnFoqXJuplErDq4O6o7trmmSgPQgTX6EVDB0qPbk0bNXT+YvmEtuwliSwjvh191ohg9FqAgE7kAjrkAtmtpIdXMBw4YN58efdhtza5/5Wwp0YnwyYUYqHqrQhZ+LL/4HV1x5OV26dNlj2aioKJqamrCFxZDd7WTiUw6+5ez8af9hgOk4IpSYYMo82YBfeolWElBF28wepJT48eA2nPikh9X+YKShlKQUEhOSMVtMmEwqLpcbXWqsX7+eGDWBONEOv9VJrV5GQmIiAhg3fhyjRo+ioqKC+vp6HnzwQZIj2tHgrcUb8JAQm0CcM5MMU1DcDGmwUS4iReZQq5eRPjieRx9/mBOOP5HOgUHEqMEHboNezRL/dGbOnMnIkSNb2n7ZpZN4//33sJqtxMXHU1dbR5bsQaqS03JOk1FLhWULVf5SEhMS6dGjBwMGD+Cmm24kPHzvBlc1NTX06dkH6VIIc0aTbnRosyVuKSWlbKMpsgq/9OPTvHj8bhLiEunYsSNnnH06EyZMoEOHo+vBnpeXxw3X3sj0X35EQQUkkWosAekjw+hMMw2UEEyMkkQ6DhFJCpnYRfAzWSx/xie8ZMUOJDtmwA71S2ng01zUegpplsVUNuXTIacjt9x2E//4xz8QQrQMYkyqGU0P8OKLL3H++efx66+/Mmvmb/w6YybbCvJJiMqgpDqvpe7kuAwUoWJWwrAbiTRTgqZ7yXIMJ8be7k9tkDT5KqnxbKVBL6C6vpS0uE50jzm15dpb6xawrXEBmqbRM+kkUiO7HqxbHqIN0HQfpc3rsKoO4h3ZmJTd25z4dTeLKibjdDW3aTv+tgLdNeJ07OZInL4aKjwbKKhbimpSOXnCybRLb0dsXAwnnXTSDgYiUkry8/N5Z/K7PPLwQ6R3GEZsSm8iYzLarH3/y58F+lBRGFhPs6jHarMgUEBXICAwSQvV1kIcSgSZ/p44lGC0LbfRjFe60aSfJrUGwxpA8ZsRukCgkK30oEovYpV/NgOs44lSdrQMhaCQblQXohsaOXofEtR0hBBIaVBjlLPCN5PPPvuUs88+u6VMTFQsZsNGtbOcBQsWkJeXx8UXX7zTGN5SGjTLelxGI03manxhzVx7wzVERUXxj3/8Y7c5gU879XTmT1tEL31oG93lIF7pJj9sDe1yU7j/ofvJzMwkOjqa5OTk/d6C0TQNVVUP6wz7u+++48LzLiLalUgZBaQrHYiXqTt1V1tuzCJcjaKTbP33FpA+5slpRNjiGZgeDBWrGwHqvaVY1TAc5lgU5Y9BqiF1at2FbG78lY8/e58TTzyRyy6dxHdf/ky4NY6CmpUMGTKU6soavE1gl8nE2NKIsiajKCYMqePVmlGECZtp/1bFvFozFtWBIoKGZ2XN69hY+wuDBg9kxfLVdIo6lkTH0TXQCrF7ArqXhRVvhwS6LRBCkBzehczovi0j4SZfFfOLJhNuiSctshsB6aXGl0fffn146+03yMzMZMGCBXz77Xf8OnM269auxuv9I9RfZqcxZHTZMTZ1W3A4BPpgEPxOyT0awehSQ0djrZiLT7oIt0bR6K0jKzOLSVdO4rrrrm1lEb9+/XoKCgro1asXq1at4tyzJ9Je602yKatVvRUinypTAUhBO19XYtUkavVySo0tVAQK2LRpE506ddplu1599VXu+tc99PWM2m/hk1LiwUkzjXhw4Y5soMFfx/U3XMfDjzy8x/1UwzD49+3/ZsrX39LsbOacc8/mhAkn8OnHn1FdVU1u9y589/VUNm3diJSSF55/kRtuvH6/2rq/GIbBgw88yHNPPU+GJ5c8sYJUJZsOsudOz/dKNyvlXFSh0p2BLbNnCHoPLOJnwuwx9E87D4CypnWsrvweCHoZxEcnE26JR9UikCJAk1ZGdUNJ0A7DZCEtrR0lJcV0jz+J6sA6hAI2YsmKGHLQBzAF9UvZWPMrAKnxOWTahxJlSz6o1wxx6DnUAt12VhdHKBXOjVQ4NxIblYjVFEaypQ/Htr8BVZiodm+jxLsI3dDJ35pPTU0N69at45RTTsHuiCOnx2n0GX0CHmc1DTVb0TUv4TFZGLqGov7lb91+E3wY7t0DcYMyH7fWhNvnomfvnky64gHOO+88bLY/LMcNw+DOO+5i9ao1GIaO0+li/qK5pJrak2zJ2qHOJqUGxS456ZQJfPn5l1Rq0Vg0B05zLc898dxuxRlg1KhRxCRGkVe9go7u3vu0vO2STRSEr6fWW0VMdAzdu/Ugp2NPTjrlJI477rhW/dodc+fO5alnngJAQWXqaz/z6btfEOEMriKs/3EL0TKBMXSlVGzlgfvup0tuZ8aN2yEMwUGhrq6Oc8+ayJrF62jv6cE6sZgUJZMco8dOP/oidSNl5m106tgJTdOYt24aXUx9aacHZ5gmYaaj7Mla90I0w49JsZAa2Y1IWzJra7/jtbdeIiEhgQceeACzyczAQaN45JFHSI7Opp2jP1HWZOo9JSQmDSLKlkIC7Q/JffidtMjuhFlisJnCibQmHdJrhzh06EYAXdcP2fX+0ipz6623cuaZZ2KxWAgPD2f+/Pnc+e+72VT2M0nhXWhwlXPeJadx1913kZKS0rLMuHjxYiZNupKiTd8SEZmEYQSQKHjdjRRvngkIhp/Stn5wfxd0qdFk1OGXXsqtm+nWL5fVy9aQyyBqlzZz/bIbueyyyxgxbCQvvPQ8vXr14p133uHpZ57GQRSG0HAZTUDQIK3JqCNCtA6J2EE7hrL6LUz5ZCo+3c+ZFxyLz+Pjrns+36M4Q9DdZt3GdeRk5eB0NxLJ3q9o5Iev4eZ7buTaa6/d6z3vnTFixB/RpAx04vzJZAe272du76ofL9WU4TG7CAQC1NXW7ff19hbDMPjyyy+54dobCWuMJtXfnlUswCrtdDR673Sm6pSN5AVWs2H1BpYtW8Z999xPnCMBm6e1hb1LNKNgwhNoJMIatFgPt8QRF5bORx99zKxZM2lsbCQxth3z5y9EVVWiTBnEh2UBHFaDLLNqI9GRs+cTQxyV/Lj5SQCsFjsnnnDiIbvuX3qJe1cUFhby0Ucf4fF4iItL4KabbgBg4sSJXHLJJRx//PHouk5+fj4rV65scceY9sMPbFi/nsTUXDof0/Y+qX+VJe5d4TXcrBC/kJ7ejti4WE4945QWd6+ulkE4rbXU6uUE/AH8WtAS9vrrrueRRx9h8uR3KS4qIiY2hsjISOx2OxvWb+DpZ4K5WI61n4cqTJRr21jjn0umqSsZps40GjXUxRewrTB/n9107rv3fl595nU6uftiE7t3GTGkQTmFlEfmk1+wtc3cMO655x4eeeQRAOIjErErYaiGCSeNuANujul7DONOPI7LL7+cpKSDN3Orqanh22+/5eknnqG2rI40Z0cEgpXMI1yJJEf2IE60XtJtknVU2AtoVKq56JJ/8MPUabhqfCS7sokjeQcx16XGLPkNaZHd6Z70xzaSJ9BImXMtlZ4N2E2R9Ek8B5/mQjP8hJmjjxoL9xBHL9WufJaVfcHTTz/NLbfc0ub1/y33oPeGn376iTvvuotVK1ei6zoTJ57Hxx8HfXZramo44cSTKCquRkodR0xHzLYY4pK7Yra0fbSav6pAew0X28yrqfaVMH78CXw95SsgGMDi008/paKiks8/+ZzxE8bz+OOPATB0yFDOv+B8wsPDGT9+PEuWLGHRosV06tSRjh07IqWksLCQ3NxczjrjbEpLSoi3pWJ1R7A5sKLl2jHhcQgTlFeW7XOEN8MweOD+B3j26efI8fQgQew84b1PelhjX0Cn3A688torHHPMDn9nB8zv+YiLi4upra2lW7du9OjR46Cn4Zs5cyZ33nYXq9asItGcQrQriQSCCVOWyllEiBg6ix0NLPPCluKzubj19ls5+5yz6dOzD2nOTiSTuUtBlVJSwhY2yRWkhOfSK+Xkg9q3EH8PfjfgcwfqSY3ohsMSu9dldSNAvaeERl8FPs1JUeMKFixYwKBBg9q0jX/bPeg9MW7cuJ3u27lcLvr0OQY1LJtOx1yBUPbvQWgYWivr0z0h+GtFF2oyalkr5nDzjTdx4003Ehv7xx+Hw+Fo8VO+6647+fKLoHCPGXUsL73yIjNmzODiiy/m+utu4PXXXydJZqGGSbzChS51rNip81cxadJl3PSvm1i4cCHfTZmKsszLpi3BiFA33XZDyzbHvqIoCg88+ADHjz+e8ceNx+52EC52tP42YcYdcPLVt1+Rlpa2P7dpj0RGRtKtWze6det2UOrfGfPnz+eUCaeS5enKYMajBtRW+8sqKn7h3SHmcjWlOFJtbF23CbPZTHNzMxKIJHa3s10PTmqUMsyGhayduFqFCLErNMNHjWsb7kAjuuoiwpRCsiMX3QhQ0LCEBrGZmvoqkhx73uJq8JZR7d2Mn3qqm4rp0rkrJ40ZSVVVNfX1aWRmZh6CHgX52wv0rqipqUE1qagmy36Js9/nZNWcF/G6G+jY+2yS0o+hvGABAU8llrBk4pK7Y7H9tVMGegwn68Rc3v/oPU477bQ9nn/mWWe0iliWmpqKoihMnDiROb/NRc2LIS7QehbrlS6+evt7Xn/jDRxhDu7+z9189MmHSCmpqqoiPn7nbl77wpAhQ3jplZe49prrSFCDMcFFQCXVl41NhFFHFe3S0klO/mtZ7RqGQaQlimRv+k7f70APlhi/4hJNhPPHwMVjaiYpIR6Px4PZbCYiIoLoqGianQ04iGw5T5caHlzoaFSLEorkFuJtWYxMPm+P/qghQvxOrbuQzU0z6NGrOyP79iG7fRb/uec+Gn3lVLo24vY6iYyMIiu+N5G2P7aBfvdrt6oOLCYHVc7NVAXWoqturrnuavr168fw4cOJjIzczdUPLiGB3gmTJl3O22+/BUBEZB2e5jLM9gQUYZCUOWK3wiqlpL5qI8WbvsfrbiAr9wTMljCKN/9C4cafefjhh1m0eBm/zngeqy0cR2QShu5HNUegaz7ma99itThINbLpaOmDx3BSpG0i1dT+qFv6LlM3c/U/r9orcd4Z0dHRXHvttQCce97ZvPrYO8TprQXapjjIlYPRFD9Fzo2sX7sOCFqSJyUlMWPGDM456xzuu/8+brjxhv3uy8WXXMyo0aP47bffAFi9ajWv/t9rxFjiaPDX8f7z7x305eZDTU5ODk2+xl2+X081IAijtTFcutaJ/BVraJ/Vng2bNpCQkMBll1/Gi8+/QIO7CpPVhFM20uitIyEuEafbSXNzM8mRHeiVdNrB7VSIoxLdCNDoq8Cs2Agzx6AqJqSUbGmcRZMs4sNP3uXEE/8w3kpJSeGJx5+gfINOcmwWViMOs+Egv34BLiqwigiq3fnExERTV12HWbGRkZXGM3c9zFlnndWmYWUPhL/9HvTOqK6u5v3336ekpJQbb7yBqVOn0tjYyMsvv4I0t8NiC0coZuJTuuP3OfF5GkhK7wdA6dY55K/7jueee46bb76ZMEckGRmZnDD+OHr37sX555+PyWTCMAzWrVvHli1biIiIoKCggLlz5/PrrzMpLi4AwGZy4Jd+HBGJuJ01ZIkuZKvdDyiu+KEkz7qIEyYeyz/+8Y8D2rMpLi5m+NAR2OpiyZS7XuKt1yupiN/Im2+/wXHHHcfChQs5/rjxZAa6U2Rax4v/fYGLL754v9vxv5SVlbF27Vri4+Pp27dvm9V7MPH5fLjdbjRNIzIyEqvVustzpZTERsXStXkQYdt9lp2ykSLHRpq0Btw+N73E0J0Yh9VTZs6nff92/PrbjJaBS2VlJZMum8RPP/2EqqhEWqPxaG6aPU0IFPq3O5dY+85n6yH+uhiGRnHzSnyijoD04NOceH0uTCYLFpMNk2qlvrmCrKwsKqsqUP2RxNs74NWa2Fq3gFNOOZUpU75pqc/pdPLPq6/luynfkx0+jHBrPKtqvmTieeegKCp9+/VuicPdoUMHamtrg8F2LrzwsAlzyEisDXjppZd5/oWX6da1M9999y2qakLXNQCGn/Ik7uZKyvNn4XeX8N9XgukV09LS9nlf8rfffuOaa69n/bo1RMWkEh2XQXnJOvzeZuyWSAYrEzDtw7724aJKK6bJWkWlVsiyFcvo3Hn/Ek7MmDGDk086hUzRjQyx6zCthjQoYj01agnh0WHU19aTo/ch0ZSB02hgrTKbF15+nksuvWQ/e3R0U1VVxcD+gygtKyWg+bn++ut55plndpvx5+Yb/8U7b75DjJaIYdVokLU89PCDbN26lTf++xZD5YRW5/ulj0Wm6Vx++SQeeuShVtbsHo+HJx9/kvsfvJ9E0sikM5HE8Ctf0TP5JFIiDl688xBHJjXuAvKbf6Nv/15cfMlFJCUlkZSURFxcHF6vl8bGRhobG8nJySEjI4PffvuNRx9+nLi4OLLaZ5KamsKoUaPo2rUrc+bMYePGjTz84COYAwnkRA7HG2hmbtHbvPbqa1x51ZWHu7u7JCTQbYxhGHz00cdcf/2NxGeMpK58MbrfTWNTA0gD4IBTBBYWFrJ48WI8Hg9er5d7732Aysoywi2xDFJOOGpm0oXGemJ7WRk2fChms5kRI0cwZMiQfcrfXFhYyOiRY3BUJJOq7t7fVJMBmow6opWEVkFGXEYjq5XfeO/Dyfu97H40c8k/LmXO18uxGA42uhcgEIwcMYqZv/2623KrV69m+vTpREdHU11dzWv/9zpFJYWkJbcjoTKL+D9Zt9fIMuzHGMxfPK9VHXfecSfPPfccffv0paSslPLSMpACFRUfXrrEH0tWTL+D0u8QRx5erZltzXPwm+p59bX/csoppxxQfW+++SZXXnkV7RN6E6VmkhjeEYBmXzVraqdgDTNTVVXRFk0/KIQEug2QUtLQ0MCvv/7Kv265nfLyMgJ+L+ERUTz80IOcc87Z9OvXH6vNzq233syVV1yxzzmJd8fcuXOZMOFkmpoasJujaEd7MtWuR7xQ61KnkLWgKUjVwGdros5bzVlnnsUTTz++18ZV77zzDg/86zE6+/d/uTxfW0NUN5VFSxb95faM90S33B4oxbGkWjvilz6We6Zx2103c89/7tmr8kMGDqVwZSk+v49aKvi///s/br35Nvr5xiCR1FNNrb2E2x7+FzfffHNLubVr19KrZy9SZCalbAMgVWSRJtvjw8NW1oHFRN+UM1ulbwzx18OQBsVNyyl2LuW666/l3vv+g91+YGkp586dy4TxJ5MbM4EYe+vVSikNKpx5FHvnU1tffUDXOZiEBPoA8Hg8TJ8+ndtu/zdbNm/aflRgt4dx3333cvPNN+2XG8/+0NzcTGJSMqo5moCvmdhALD1tI/Zc8AjDL70Uiw2UaltISkzmkkmXkJvbBYfDQWJiIsccc0zLwCMQCPDhhx9y0w03097fhwS13R5q3zV1eiUl1vWYwgUvvfIiw4YNIz5+7xLGH63U1dWxadMm1q9fz+WXX063qGFYjDBWNP9E187dWLZy6V6FIM1ql01iWQ4FYetoCjTg83sBiCMZwgy69u5Mu3bpvPvB5FYD0ylTpnDmaWcSRgQqJiQSTQTwSjdmLHhxY8WODw9mYSHW0Y4+KWcdtPvRVngCjVS78rGoYURaEwkLDS52S4O3jK3Ns+jYJYu3J7+531te/8slF1/GwmnbdpoFrahxOc3mPC686EIefeyRNrnewSAk0PvJrbfezjPbYyIDjB5zHBdeMJGEhASGDBlCXNyOGXsOJn6/n1mzZnHnXfewfNkScsy9yDHvPDnB0YCUBo1GLbWmEgxzAF3oVDQXMWv2LAYPHsxJJ57M9z9MJSUynQxfD6LUtrnf1XoplbYt1HtrSE5K5stvvtgho9nRjpSSDz/8kIsuCmaHioqIprG5AYBOkf3IMPUkT5tPl4FZPPf8s3TtuvvUiBdd+A8++vBDDAzOO+88pk+bjmEYjBt/PEOGDuHCCy9g+vTpfPPlFFauWEnn3M74/F5+/uVnVFR0dFJFNrmyLwYGC/kJL26GcwoWxYpPeqihjA1yGWNzbjoiXK2klGiGD5/uwqc5qfXk0+irxOmrJaB7caiRGELi1Zz0Szsbk2IhwpK4PTObpNq1BbMatsPM7u9GceMq1lf/RHZ2e5YuXYLFYqGkpIS0tDTCw8NpaGiguLiYHj167HPdJ590GoVLA6RF/pESWEpJefMGVldO5fTTz+Crr75sy+60OaFAJfuJzW7jjDPP5NRTTuHEE088rLOtsrIy0tLSEELw7LPPUlJQiObzoumBHdItHi0IoRCtJhAtE8AfPOYOa26ZgXXr3pWffvqJ7oGRCLXtQjomqGkkBNKQiqSofCPnnjWRhx97iHPOOafNrnG4OfH4CSybv4JIYmmijsbmBv773/+yYcMGJk+ejKFrdDQNYvPcFZx68ulszFu/w7J/WVkZ8+bNY+GChSxYMB8DSdeIEXz9xRS8ATfJURn88P2PzJ09jztuu4OksHY4PHHEKDlsrCzEK93EmVPQZICA4afCKKSOCgL4CVPDGa2f2bJSYhV2UmQW5UohM7a+QG7CWDKiD8+gKaB7WVDyPh5/I0IIVMWMSTFhNcKIkQlkiPZEKwmYtudpn69+z6qKKQR0P4bU6Bg3nJKmVXgCwbjxwzInEW45tIP5tsQwNOo9pTT5qzAMjQhbIvH27L3eXktwtKenchJ19dvo2b03mqbh92lIND746H1uu+121q9fh9PpxOHYtyiN4084jmeXvA38IdDVri3UmVbz+uuvc+qpp+5TfUcSoRn0UUQgEKBXj95s2LSet99+m7PPPpuxY46jeoWLLHO3o1ak/5d8VjP0zN5Mfm8yUkoy0jJJq2u72fP/YkiDcn0bheoalq9aRseOHQ/KdQ41ky69nNkfLSLD3wk3ThbyEx9++CGXXTqJeEcycXoWKeZg2NQ1+s/0GtiVs845k0mTJgFw4XkX8vXX3xBljqXcWUxWWE9SrZ2INMdjyGBGH0WoBAwfM2reobdlFInm3edLz/evJj+whn6MIkrZ+ee5hdUUGBuxKHZGZV97WGwsGrxlLCz+gESRTi/TsL0u5zQaWclsLMJKipFNishmnVxEHZUMSr/wqBTpiuZNrKyYQnysSrtUC1aLYFuRn8YmneiwJHrFnb/X0RKllDR4y5BSJzYsgzp3EWvrvkcaBj6/l3ffm8yFF164T+1bv349wwaPZEDipXgCDWxx/UpdcxkvvPg8V1555Fpu/5ldzaDb5JsvhCgQQqwRQqwUQizdfixWCPGzEGLz9v9DGzQHiNlsZtmK4ADmsssuQ1VVXnz5BeJ7hbFK7N4S92giXXbh6y++4emnnkbXdSIiIvDjOWjXU4RCGBEYhqSi4si19NwXXC4XP03/CZffSZG6iTzHciZdOokpX0/B5/eSLQeQYg4ORIQQdFGGs2zmOu6/90EgGKP++29/oL8+DtVtw6rY6RI+hEhzcAVJESqKCM62TcJCki2LYj1vj+2qM8oxMMhjFUuNmaw1FlFmFFBvVOM13NQaFZQYW1ExEzB8/LT1adZX/dIm96TJV0WVcwvVrq0EdN8uz3P561lY/AECQY6yb0uu4UoUw5STGSDGka52xKSY6KUOJYk0lpR+gk9zHmg3dmBd1XQWl3xEaeMavFrb5ikG8GgNAKz8NYNlP7dj/vdplK/JZtP8TFLaNbC2+vu9rksIQYw9jdiw4EAuxp6OVXUQ62hHdsxANm3atIcadiQ3Nxez1YTTX0th01KOO3E4hUUFR4047462XOIeLaWs+dPrfwMzpJSPCyH+vf31HW14vb8ldrsdTdMoKSnBbrczYMAAXnj5ecaMOpYGWU2UGofYh/zFRyJmYaGHMYpnH3yJBx98CAeR9FDaPhBIk1FHhXkL9UYVbs1NwPCxcuVKhg8f3ubXOtRomsb48cezZfNWuvXoygUXXcCgQYM4/dTTAZjb8BkjoieiCjNuvREDgzqtjGx7FlaLDX8gKGC/8TUAvSLG7vJaFd6t1HnL0dEoDWwhRW2/y1lvippDg15LnCUVgcAjminUNuLRXRgEZ+WppvYkm4OR8wr96yloXI4hA3RPOmG/7kWzr5q8ulnUuUuwqWEY0sCnu4kJSyPZkUu4JZ4adz6a9GFWbERakjErNgKGlypZ3CqM6f7SVR3IcjmLhSVB4U+N7IZFceDRG0l2dCbKlrLLsn7NTaVzMykRnTGprY351lROo7ppCylKBlu9c1hbNR2zYmFIxiXYzAceotKrOSnzzufyC6JJSmi9/ZGeZuaDV5IYeMJmqlxb9yvdZlnzeuISIymvKCPFlsCypSv2XOh/EEJw/vnn8er/vU5ubhceevhBEhMT97meI5E2WeIWQhQAx/xZoIUQm4BRUspyIUQKMEtKuVuzvdAS9/4xbuzx/DzjJwDMwkqCNZVOoj8WsesoUUcDUkqcsoFwse8pBQ2pUyjWEbC40WQAn+YLWhEHrAgBusVPvazgnvvu4cXnX6a4tBCgxXDlr8jSpUvp378/AOG2KJzeRuy2MLIz22Mxm0GBbZsL8fjc+A0vGXSiiXoaqeH4xKt2qM+jNTOv/jOEFCQq7dCkn0pZAgRDsGabepBu/iM5gZSSbfoatvhWMtoxEYvSWmw0GUBioGJu8V83pEGNXsoKzwzspmA0s2hbBvGOLJLCO+3WkKykaTWFDUtp9tWQoLSjqxiIZfv5XsNNgbGRelMlPsNLuIzALK34FR9NRh0W1YaCQnc5eJdL8fuKYRisknMIJ4p6pRopDJSASrPSQPuYgaRF9gAEtu39LG5YRWHjItz+JqzCjle6UVCIsqcSbkkg2pZKXu1vRBsxdJcDWu7XKmUeTpqwmaPQDA+a7g+uElli6Zo4fgdXNsMwKGxcSnnzOiItKYRbE7Cbo4gLy2Be0duMGWUw5d0d04P+zmMv1vP8fzX6xl++z9sRW+pnc8VtpzPl66m4CmLY2jSLhYvn73NSmIaGBqZNm8a55557VLpPHlQrbiHENqAekMBrUsrXhRANUsroP51TL6XcYZlbCHElcCVARkZGv8LCwgNuz9+NVatWcfMN/2Lm7F9xKJH4hRchBO1MHTHre3afORi4jEZqRQX9TMcSphy6pCC61CnVNlOq5tHsbWTgwIEYumTJ0sUt59x666106dKFCRMm8Owzz/LJa19R6SzBL4Ozxt7d+3D7nbdx3vnnHbJ2Hwo2b97Mv27+FxdceAG6rjNo0CA6dOhAz+69ydu8iaSwdFKNbkSa4tnmWUWpfyMuLWjk1MkxkEhzPHHmdi0Pas0I8EvNW2QpXWgvu9NEHWYsNNNAgdyIkwYswoJZsSGReHQnEkk/+zjiTTtP3bkrNBmgXq9ElwHKjC249CbcejP90yYSF7bjvrc70MjsgteIEYkIVdBPjDnwG3iQKDcKyBdr8eoepDSwm8PQtAACQSadSZGZmIUFTQbw4qZE3YofH81GAxZhpZsxoCUUKwT/Bhqopol6wojARhg6GhVqEZV6CeG2OBQsCCHwaQ34NS8qJtJlDtWiDL+9Dl0DKaFfLztvPZdA5w67HghV1Wj0HF1Es9PAYXOQbjuW5Ii9c6Fa3/gtz/3fI/zn7vvxVYVT495Gr/65/Db7r7NltzccbIFOlVKWCSESgZ+B64Fv90ag/0xoBn1grF27lmv/eR2z5wYTOsTHJlBTV01kzP77De8vuq7haqpAVS1YzHZsuo1wIxqQxKrJ1OmV2JSwNg20okk/i7RpuALBfbjMyI4In5mSQB7nXXA+2dlZ/DjtR9774D06d+7MZZdexjuT32GE7UxsShg+6aFer6LKKKRCK2TLli3k5Oz7st2RTHV1NV06dcHr9RHQAgQ0P7mOoaRaOux0NurU6tnsWk69UUrA8DE2/rJW55V6NrGueTYACgo6GhKJQBBNPAKFOipbzrfjoId9JBFKNA1GDZu9y9CFRryaRpalOzYlbK/64TIameeawujsa7CYdixT3LiS9VU/M0Y954gP5ANQb1RR4FiEV3fhdEkiRRS95AisbbwKVisrcdFEQPgwhEGUEYcdB+FEIYRgg1hMWFYFK2eks2ajn349rSjKnlevpJSUV+p8Nc3FXY/UkOkYS0Z0b0qb1lHh3Ihbr6Bv0nmtcjH7NCcLyt6hvKKM2Ng4wmwOzjzrDCorK5n2w/dHxefWVhwyP2ghxP2AE7iC0BL3IUdKydNPP83tt9+OPSwCj7uZoRMeRVEPvUedlAYeZw1eTz1Ntfl4moMGWM2NZTgiEvG66/F7m4kmno6mPgeUrctjuJjjDeaTtotw+lrG4FCjqNFLqY7bzOp1q4mOjm5V5veZYPuoXKQw8Pg82AIR1IhiTFi56uZJPP7EY/vdpiMRt9tNVkY2QlOJNtJIVjtiUxy73UKo8G1jnTM46BNCIdwUg0W1I4SgwpOPQKEnQ4ghkTxWUk4BABIDu+IgXEYjpKCaMlRUQKDhR0ElXETilE1YsOLHx2jHubtdtpbSYLO2jALvelRhYmyHm3d6Xr2nhGVlX6IKlQzZiSw1d3t5uc/bJQcLzfCzTW4gSsRRbZSS2K2ML99Oxu02uOq2Gpau9BBpc9C9eWyLO9fBZqVjOjXOZpITTdTWacTHmfj09WSGDtj7aF+vv9/IjXdXYzYL7HZBdKTClm0BRmdfi9UUdKHyBJpYXfcVN/3rOu697z8tn0ldXV2r+O1/Fw6aQAshHIAipWze/vvPwIPAsUDtn4zEYqWUt++urpBAtw1+v5/4+EQyup5B0cYf6Dn8hr12gziUSClxNpRQUTifiuIV2AljsHXCPgeo0KXGDM/HKKoZIVQs1nAsAYWBpuMJSB9zA98Q0Py88847WCwWysrKeemll5gy5Rs2btxIIBDAbDZz3nl/LGk7LJHc9/A93HbbbW3d7cOOpmksX76cu++8h3VLN9PNNBp1FwLg1pqZ0/gJDiJpL7pTI8sopwCBgsRAoGDCTBRxBLbv30okx3AsYThQUPHiYaUymyQlg470QggFn/RgIbj9slrOxSkbcBtObCKMtLAcVGkmXclFIJAYlGqb8VtdVHgLcfvcgGRU1jXYzOE7bTeAX3dT5dzC2qof6aD0pDm8hnp3DbGOBGx6OB19hzcD2RptPjK+FFUV1DdofPBKCqed+IcPcFOzzikXVbBxcSS92HtXrwNBkxo1lJOvrMYeDrVNQe8JrazDPg1siksDGAakJpto13sbsWIY7WMHAsG/+2XVH3Hz7ddy1113IqVsmS337tWHFSuXt33HjnAOZqCSJODr7R+eCfhISvmjEGIJ8JkQYhJQBJzdBtcKsRdYLBa65HbDI1R6j/zX4W7OLhFCEBGTTkTMucSl9GLdorf51fspvS2jSTTt/bK8kArpamfKlWIGHv8fKouXUrHh1+AfPirxplTKtYIdEpcsXry4lSvGsccei8PhYOnSpWzatKklAtdfDZPJxIABA/jxpx8468yzWTtrBTmm/js9V9sePcaLm/UsRkfDoUaTaE4ny9qLYt8GtniXUUMZBHPEYMbKKjEHFRWv9KCgYJX2FnGGYFCS30mV7VltBJNreKWbHsd1YPXK1cwq+hTdCGaLS0pK5tJLL8EwDJ588knGZF+306Xt1ghcWh0Awy/qx8TzJ9KxY0dmzJjBP6/+Jx1EnxbRMQyNKkppknVkidwdDNjaGr/hxRNexkfPJzJ+jGOnM/vICJWALrDLCDgEk/5GWUsp22gKK+aME8M5aZydmKhYVJV9XnVol2rC5ZZMn+XC7xe0TwmKs25o5DX+QqfcbO6889/AH3UnJyWjaVrbduoo54AFWkqZD/TayfFagrPoEIcBh8OB0+k/3M3Ya2KTujD0pMco3jyDVZtnMlI5Y6cPSb/hZ40+B7fqajkWCHgxMOjS5wIURSU6Loct/i/5mQ9azsk2daNcK8BLsNyZp5/FSSed1KruhIQEAEaMGMGIEUdffPN9RVVVxh1/HGt+e3WX50Sa4mhv60u+dzn9HRNwqNFYlaC4ajLAFu8y0tulU1xSvH22KwngQ5UmAtvFPVf0Z51cxHL9NzooPYhSWkfjixLxLS5WJ004ma+++pJ58+YxfPhwTIoFuymaysoKHn/8cQC6Jo7bozgHdB9r675h7AkjeP2yRxgxYgQ//PADXTp3wWGNIN6WgvAHhWGh8QMuvQmLYseuhDFX+5YoGU9n0Y9w5cBdrP7Mests3GoVTneA4wdFMG5UsB+7EsDhA208u2IzDfZ8LCYTanMMnfVjsIgDH0B4pZv1Eb+iqgI9EFzVGDMsnAvPTuCsk/bfsLOgOMCo00opqwiAgA4xo4Hgisb6hu/pP6Qnn372cUufi4qKEELQp08/Pv/i0wPu11+JI2/dM0SbUFBQQEzGvrkqHG4URSWz8zhqy9dQ7tlGphLcN2wyanEbTvzSwxa5huiE9rTPPKGVv3dUbBZN9UUUbfyehqp1dMntRu+ePZj29XRUTFSbijj3vLM59fRTGD169A770X9VdF3nt99+Iy4ujujoaCwWC8nJf7jMbN68GeE3wW62GGPMSeCF1e6ZYDJICssgTe9KmBqJ2WTmjn/fQXh4OJdccgkgaCfaky5zWMtimmkgiXRMiolVxjwW6xWkGTnYRBgu2YxTqcNAYlPsDD92GJ9+9glCCIYNG8aPP/7I+PHj6T+kJ/+89ip69erFO29P5rXXXqehdiuZjqFEWBJ3akzk0Rpo9FRz2+230rt3b1auXMlpp51GtDmOY3zjWp3r0psZbDkJhxL0G3YpTRTK9SwOTCdH9sQmHPikGx2NNNGxxVVrf/AZbkYMt/LxqxlYrXs2gnr8nljuvzWawhKNotIAL7/VzPRZU0mUGeTqOyaH2BcK2ERds5cv3kqholrj/NOTiIo8cBclm1VQUa1xbPat+A03NlM4Ln89a+uncNnl/+DJp55o9Zn9/PPPZMR2ZePSUtJS2pGUnITZZGbt+jUH3JajnVCoz78g5eXl5HToRJ9R/0Y1Hf6EA/uClJK1818lvMFEV+sg6rQKlvp/xhYWgxCCtPYjSM4avMOMo7JoMQ3l8/jn1Vdx1lln0q1bN9577z3uuPXfnHzySTzz/DNERh544Iajifnz53PySadg0i1IIQnofjRdwxfwYhg6QggMXRJnbkeWrTsGBrGmVJxGPWXKOpoCNVhMNqzCQVF9HkMGDeGOO+/g66+/5pdv5tCVUTToVWyVi7nzvtsYPGQwQ4cORUElhnicohGf9GLCTIQSg8kwUUMFiaY0AtKHCTMJRjsqZTE1lLFy5Up69dphMW4HdF3nxRde5JZbbkEiUYUJuzmc+LAOpER0xWGJxaRY2Fq3gH7HpvPxpx8C8Oqrr3LPrffRztuJBPGHu9ivgc8YZj0Nq7DTbNTjIApFUajWS1irzcckLFgUK4Y08BhOcpX+JCuZrdrkNpxUyxKiRQKbxUp80o3diEBs/6diwirsKFKlSFlH+er2xMXunxiuXOtj+CklpHt6YsVOOFHYCMNAQ0PDJna/umBIg3IKKHWsIS4ONszNxGxumzX0Ldv8fPGdk3seryUjvhtRShZeo5Fy9xoef/Ixrrnmny3naprGhBNOZs7c2WSE9Sc76hjKnBvIb1yI01+H2+0+4FSURwuhZBl/I9atW0d4RPxRJ84QFNqm+hJMIoF5xlQ8mpOYhI50G3gZQtn1A62xcjn9j+nLf/5zT0uggosvvpiLL774UDX9iKO2tpa6+lq62AcQJRIIV2Mwmc1opgAKChJJjVZKubGF5c7pSClRFROG1Dj19FN5/PHHaWpqIj8/n/79+9PY2Ejv3r3pltsde5yJvKoF5Kj9yTVGcP+9D3LjzTcwY8YMtm3bxuWXXxF0pAU0AtQbVQAomOhhDAaCs8l8NlBDGXfffXcrcTYMg9WrV7NmzRoCgQCpqakcd9xxqKqKqqrc/K+bOX788dxx2x18P+170v05lGn5FDYsAyA+rD1pkT2Z+v1UZs6cyejRo7niiivQdZ3rrrsOgYIqVLJELiBoNGrZZqylSa9DRSXd1ImOpj6MVlsnT9kQWMwGfWmLQBuGwVZjDQVyPRZhQzNWIZH0EIOpV6oQ2zePdTRqjFI8oplrLokmOmr/XYh6d7fy9P0JPPHSetyGZHOdhj8gQYKigNWqYvfFEaOlEEY4bpzU2QswLG68fh1NkyTGm3j0hhiuvjjygK3am50GZRUab33UzFsfNdDQaKCqcPW/LuTbb6ZyTNdcbrv9Dbp06dKq3A8//MCqZetJtuVS0LwIP41U+/K558G7GDp06F6lQP2rE5pB/wXRNA2r1caQEx/eragdiZRsnsG2DdNJSO1OXEpPImIysYXt3O2irnIDxVtmoWDQUBsMcJOfn092dvahbPIRS35+Pjk5HbanetRIsmTQ27Zrs5AGrZpC/3oqtHymTZvGCSe0Dq25ZMkSBgwYwIQTJvDxpx9zxaQrmT7tZxL0bGLMyVQpWylo3MD111/P/fffzyuvvMK9996LgoqCgkCgESBMDcdv+AlsDwwTYYqjWavl6quvpm/fvkgpefyRJ2hqcBJpTkCRKi6jHsMU4JJLL2b8CcdjGAY+n4+5c+by2OOPBa2/ycYkzVRQRCNB4zCBgklVWbp8KT17BtOymlQTuqG39Ov3vfMoYunFEGqoYBMriRRxJKkZZJj+8A6t1ktZEZhJkkgnWiRQwHp8RjAvdoJII432xJDQYhWvGX62sZFmcyUupYGxwx288Eg82Rltm9jG7Taw2QRCwIo1Pl5+u5mVa33kF/qIDFe5/vJIhvS3k51hxm4TxETv+3OhqVknIlxpEXQpJZ996+T8q4Puk4pQUIWJIcOG8MSTjzNw4MDd1rdw4UKGDwvaejz3/LNUVlQyfMRwxo0bt9tyf0VC+aD/RlRXV5OekUX/4+49KuNyS2nssd1bV39FWcHCltczZsygQ4cOZGTsPpvS3wkpJRHhkfT1jWYpv5Jp6k6mdec5n6sChawJzOH8iefzz2uvZtCgQTucM3TwUOYvnE9KUiqFxQWYzWZ+/fVXPv7oEz788EMyLF2JMBJZ6pwGwEMPPsTTjz+Dx+1BI4BJWPBL759qFIDEaraj6QHs5jCSHFnoaMQZWcRbMlrN7poC1VRrBbhM1SjChIKCSbcTYSShEWBT03wMNAwMFFSiiSdGjcdi2Nkgl/L8889z4403cuONN/Liiy+iKiqxMokoGYeCShLtsAobhjQoFlvwSy/FbGWY5RRsyh/uT6XGZuplFWWBbS3iHuxN8Pc+jKRCFKBF1uDxB0hNhZFDHNx3SzQpSYd20TIQkCgKqAeQqnXjZj+3PODixxk1PPGfZG69JoL8wgDnXFHJlnw/qd5eGOj48VJtLmb12tV7FeBnw4YN9O83kHCRTL8Rnfn+h+/2u41HO6El7r8RNpuN2NhY6qs2EZuUe7ibs8/sTpy1gIfK4mU01W1j5MiRfPHFF4c1R/eRzI8//ogZC/WyCo/hIsGevtPz/NJHnlzM7Nm/MXjw4F3WN2bsGIpX1FNcuYHfB/ZjxoxhzJgx/Ofeexg/7gTWbZndcv4HH3xIQnICW/I304k+WLCyluCg6ssvvyQQCHDxRZeSZO5AuC2aeGsGYequ7QQizQlEmhNaH/zTEywg3eQ1L0YgMNDJEJ2ol1WEE4zG1dQYjDDXoUMHAPoZI4kUsTu4MClCIZNOIEBXNBYEvqej2od2pmD2rzSlI02BBizCRkD6YbtASyRp5LDBMoeICMEzD8TjD0hOGx++XzPWtuBA9pYLigP8tsDD7Q86ufa6f/HjjIeY8mMjX36vsWptLQFNMkQ9BaEKFujTGD50OL+8NXWvo+/5fD4ctki6R4zjp19e3+92/pU5+qZXIfZIREQEN95wPbVly5DSONzNaTPczZUs+OE+8td+i7Opkq+//jokzrvhpedfJs6b2rIPuquY6F7DicSge/fuO33/d7p27UqxbwODBgzGYmlt35CRkcG3U6fg0YPpFKdPn87KVSv48acfiHBEYhcOEgjG337hhRc444wzyMnJIaD7yLL3ICOs+27FeW9IsgSF4fcZ7Uo5h0JjE6vkPK7957X85957ALj88svp3KELlfaiPdbZWe9DZ9mHPG05CwPTqNKLASjVN+OXXnLoRgJp2AgjTAmnSa1BUSWjh9k5eZyDSydGHTZxPhB+/s1Fv3GVTP4ije+n/Up6enDP3eroyRPPfM76DVswDPDgxGk0oOkBuvXs1jL42RsWL16MRXFQ5dlKUmLywerKUU1IoP+iXH/9daQmWine9NdZNlo9/7WW36dPn/63DAm4L1x82T/YaqzdPssLRlz7X/yGlyK5nhNPPBGHw7HD+3/mvPPOo66uriVzGkCHnI4IIYgMj6Jjx+AM86mnnmbcuHHYbDZycnL4Yfo08m1rUFARKNx4443U1NSgKAqKUFradyAEDB9mJThT7ht1Au1sXRkcezbZ9j4IFLp07YLHE4yKZbfbuee+uzEUg9UsYK4yjV/l18xTfiBPrqJZ1rfUK4QgWaQzhPHEySRWBn7jZ+9HHGMK7pNGiwQCwo8XNw4ZRT9jDBG+VL6a6uTDr9o+N/OhIiPNjEkFqzWM9PR0li9fxFNPPcUbb37IqFGjyMsL5v7eJJexQvsNq7Dz8ssvMX/+/N3WK6VESsl7773Hrf+6nRRzTzY1zOTnX6Yfim4ddYT2oP/C1NbWkpGZRZf+V+KIPPpHqFIazP3u31itVrxe754LhECIoIuPjkav8BEkifbU6mXoMoBEUqisYcjwwbw9+U0URWHx4sWUlpZSU1NDY0MjNrudb76cQnNzE3HxcRQWFFJdF7TI/vrrr/n6y29474N3iXUkUueq4tVXX+XKK69stXcspaRzhy548nVK2Mqxxx7LtGnTsFgsvPvuu9xy/R2kK72IMiehCpU6fzlhaiSR5niklFT4tqAKM7rUCBg+vEYzYWoULqOeGl8JPs293eBMIpGkh3WlW8TIlutX+4ooF2vBqvPPa68iPj6e6T9OZ8qUKURZEugYNhCHKZo6fxml/g00+KpIlGlk0RmHCM7qDWmwVMykSda3hDn9nQg1GmGouGXT9uV1Ax2NnCwzUz9IpVPO0edNAVBTqzPhwhqWr27m9BOj+HJqAwBNTU2Eh4fz6quv8tJLL7Nhw3qOj7yU8kA+RlYda9av3ml9TU1NdOmcS3xcAuUl1XRyjMGs2lle9ylNzsZD2LMjj5CR2N+UF196mYcffZ6O/S5DVdvWcvRwsHnVF1xw1nCefvrpw92Uo4KPP/6Y+vp6YmJiuPyyKzBJK4mpcWRnt0cIwXHHj6Vjpw588tGnTJnyDQlhqZh0K/hUFEPFUDWiZTJmYWGRdxqJIp0MpQNL9ZnMnTuXoUOH4nQ6+eWXX/js0895483XdzoTX7RoEeefez75hfls3LiRzp2DltFSSm6/9XZWrVzDgoXzkQZktc+iorwcu4jEq7mJjHWQX7C1pa5oEY+u6pgNCyZpoUoW080ylBQ1m82B5RRrm+gfczIxlpRWbaj2FdGgVyBNAUwBOwmWTCLMO+Z6btZqWds8k2Z/LaM5nQZqKFMKqJUVDLOegUkx4Te81BkVRCuJ2JQw8rU1bPGvRBUmIsKSCben4PZVkppWxVvPJdC7uxWT6chI0rGvTJ/p4l/3uejZeySjx5zAFVdc0eLKePKEU1jy02p62UejozHb8xn+gK+lrN/vJz8/n4aGBt57932mfvob0Wo6KeGdUYSJoqZVtB8UxndTpxyu7h0RhIzE/qZce80/mf3bHBYu/Yz2vS443M05IAxdw6QqNDW79nxyCICWBCA+n4+bbrgZv1Ojrj4YBCI9PZ2HHnyYSFMMdl80g9XTMPm3D+J28mRoZ+mIP+AhmgRi7HE0NDQAEB4ezmmnncZpp522y3YMHDiQrQVb+fDDD1v5w/74w3SeeuYpACoqKqioqKBXr1588803XDDxAjx+DzVNcO+99/Lsoy/QX479I5mKCsV6Hh7VSZo5uP/c2XoMfullcf23jEu8opXBYYI1gwS2W/nvZlIbYYqjX9QEZla/xxymEsBPLMn0sx6HaXvSGYtiI1nJaikjpUGYJYphPW9GSgN/wIWqWFhbNJmxZ5cQHamy6Md0khKOrkfu97+4uPJWN48/8Tz/+MfFO/hMnzBhPOvnbsVjOKkI5BMbE0wnGQgEmHTZ5XzyycdEOmIxm6z4/F56x5yBRbGjS40mXxl1ej6n9vhr5V1vS46ub0uIfUZVVT7++AMSEhLZuuIdrBHZJGUMwGzZu7y7RwK65qeqZBklm3+id+/ePPH4o4e7SUcVuq5z+213YPGG00sMxu1tQnqhuq6Y5kAjA+wn7jHbmdNooMJfQK5yDDWyHB/evYr69b+cfPLJvPbaa7zx+huUlpW1WipOTk4mOTm4FeP3+/H4g3vGc+bM4aknn8KpNeI3+TBhQUpJvayiSG4intbW6W6liRRL+wNyMaz0biPMFEGO0gu7CCdK3XGmDUFhrjHKKNG2EBPdHoCNJVMpqVq13YlMEhZmJSZRMn5iOStm7NyS/kilslri8/kBY6cBTTweD/lN66l2lHDGOadz3Q2vMXfuXIYPH44iVGIcKbg9jWh6A70TTqHYvYyttcswm8ykJKfyz5su5d933nHoO3aUEFri/ptQXV3N4sWLeezxJ1i2bDkd+1xIdPzeuUMcTnyeRjYteYOcnCzef+8dunbduR9viJ3z+eefc/std+Bt0OgUGIBNaT0wm+X5nFzLQJJMmbuoIUhBYD1FgfUMFROop4oVxmyuv+F67r33XqKiojCZ2n6sbxgGiqKwatUqevfuTZiIoL86lmZZz2ZjJV7cxCvt6GYZ0iq28wL/d8RZ0unsGLLfUbLm1HxEwPAxyr77JHxew8Vs71dYTQ6Gdr8ek8nG+sJvSO2UxwNPRaKaIDHJxOaNfi48uZr6vPZ7FYP7SGLRci/n/dNH3ubiHaz3XS4X69ato1OnToSHh3PTjTfzyn9fBoJR4wyChomREdH4vF6GDhvGl199/reJhb+37GqJ++j6poTYbxISEpgwYQJz58zmm6+/ZN38t1g6/RHmfHsH87+/h/KCRRjGkZXqrbp0BesXvsKNN1zDsqWLQuK8j0ydOpUrLrmSuKocemgjdxBnj+HEImzka6v2WFeymokQCovlz8SQSDcxkBdffJG0lDRsNjs9uvbiqaeewufztSrncrm49OLLsNvCiImMYcL4k8jLy2NvJga/i+5FF16EgopPulkj57HamEezbKCvZSw9bMN2SJbRwzSCUs8m5tV/SlOgeo/X2RnhllgcInqP563XF+KwxtK/y+WYTMHQlBmJQ1i2IMBH7zhJ3B6YZPp3Hnx+ycx5nv1qz+FkYF8b3bsY3H//PTu853A4GDBgANHR0Qgh+O7b70iL7Ebn2JGkJAfd6h544EHmzpvNkmWL+ennH0PivA+EZtB/UyLCI4kSGVhUO9sag/dcESYcEQlExOW0GJSV5c/FbLIiFBMd+04kKr79IWlfdekq6op/Zfr0afTu3fuQXPOvxpgRx1K9yEuqqfVKiSF11mrzqA6UYDXZSVay6WDus8f6vIaLxb4fsRthNFNPhqkTWXpXJAYN1FBq28z5V03krrvubEndefddd/POsx/Q0d8bA4NyWz6VshiX18kZZ5xJu3btGHvcsYwZMwZd13njjTeoqqpm0KCBjB49mkAg0FJXJDE4adxu0R0AwKxYSVVyyDH3biXUhmGw1j+XZtHA8Lh93+Ms8+SxwTmX3uZRxKiJrd7zSy8VWgF1opwqfwkDc68kypHa8r5uBJi75gUy2ks+/ynoCvjAHXV8/Ymbmg3tj0q/6IoqjSEn1fDq658xfvz4XZ63fPlyBg4YSFxkGi+99hRjx44NuUPuBSEjsRCt+GbK15x9+nk4lC5YLBbS22Xirw4jzBRFfXUxASlBQLQ1mQ7RQ2nwlbJuwVuk5Awlu+uJB3RtXfPhdlajqmakYaCarNgcsa3OaaxcyjvvvBkS5/3EMAxmz/uNEdazWh33Gi4K9HVUa6UcYxu/y73VnWFTHKSo7Sk01pNOB9ob3bdH4VKIIxm7N5wv3vqa1/7vNXLad+Ca669my5Yt2HVHS/7ibF93sunOL3zG4h83scZcypcffketsxxVVYm1pGPWw3niicdRVRO6rm33n4buDGYhP5KgpNHNFAxFWmkUs1VfRYV/G70tY4hQgmKgKAqppg4s9/2CS2sgTI3ap+XuRGs2pd5NbNIXM0j9I2+4JgMs8E5FmFSiHJnkJvdqJc4ADc5idOnj85+SWo5dfVMkC2YFGDyhhCfvjSM91UTPrtYDCsF5KBECzCaD4uLi3Z7XsWNHsjLbk5mZyamnnrrDkniIfSMk0H9Tjj32WAYMOobl8zcSGxPPgw/dzw3X3EJu5CiyRf8dzo+xpRFry2Dx1k9JTO9HU10hVUWLiE7oTGaXnQe397rrqavcgOZ3YnMkYDLbiU3qwqKfHiI83EF4eCRms4W6uhrCorIwAo1ExOSQkjMW1WSnvr5+p/WG2DO6rhMdFYPX40LFRK1RTpNRS7G2CZsSRi/LqH0S59+xibCWMJr/S5gIp4trAIbUqd9YzWO3P4UEsvUercJpatIPCDpGDsCiBpfdAxYvutSwqeEAxFrTCBgeoi0pzKn8gEgZTYnYgiENhCJaDMCS1UwSlXTyjdUs9vxApqkrHay9kVJSTREKKnNqP8ZsspAd0ZP2lh2/2zvDazhpCFSQpGTiNdz48aJJP3V6JYaQjO51607Lubw1rNr6CVf/q3WaxKQUE9MWJHDvrfVcdE0lAU0SG6Py+jOJHD8qbJ+FuqFRxxGmtFmayD1hGLBlmwuHY/cZpiIiIti8ddMhadPfgdAe9N+Y/3vtFeyxkorKMu668x6yO6S3LHfvjChrMtkxx7By1gtsW/0N8UYqlfkL2Ljso1bnSWlQVbKcDQv/y4Ae4ZxzSl+yk5w4K39j3bzn0DU///ffVygpLmBbfh5bt+Rx3pmjef3/nsUqKqkomIcjNpdnn31hr/YqQ7SmpKSEY0ePxRaIwCUbme39kvWBBdTKMjJNXRlgOZF4U+qeK9oJaWoOCio7BLD+E4pQiRPJdHb3p4u7P1bR+qGuYsaChQZ/Zcsxs2JrEWeAel8pK+t+xCysmBQz9VRTJgvoZR5BV6V1liRFKHRQe9PHMpoSPY+Z7k/4zfMZ5b4CDHQeeOABZs76lVLfJlxaw1710yysqJgo17cxzzuFJb6fWK3NodpcTsf043ZaxjA01hV+zdDRJi6/bsewpYqiUFYENl8yI8T52GtyueDqKkaeVsai5XsOvLNxs5/jziknqXs+id3yufSm/dtf3x9Skkz851+xLF26+JBdM0RoD/pvT15eHj179ARdxR5uQQiVeNGZzMh+f/ib/g+eQBN+w0OUNQmnv44FZe/TZcA/iE3qgtdVx9ZV75OSHM87b79B//5/zFh8Ph8bNmwgMTGR5OTkHYx7IBjC8+LLrqNjv8tZN/8Fpk39aqeZlULsyKZNm3j04cf4fur3xHrbkSm6ssg/jQji6W4b0ibX0AyNmZ6PGSVOb0mpuD8sZDrZkf1Jc+w8mYtmBPil/FUAVGEmTcmho6n3Hq+pSw2PdKGj4ZbN5AWWkdE+nU1bNvLcs8/x5EMv0Mk0FIcpeo9tbAhUsqLhR8LCYujf5YpdntfsqaSybj2NrkIUayXfzY3BZtv53OeJexv54n0vDiWKHNGLKJHAWmUmbrWGnCwzxw6z0y5VZfV6P6WVBk3NBiMH20hOUPjPE7UMGGbjlLPD+ODNZpYt8pMQp/LIXfFMOv/A4pjviekzXVx2cyPvTP5it3vQIfaPg2bFLYRIF0LMFEJsEEKsE0LcuP34/UKIUiHEyu0/B7ZxGeKg8M7bk/H5feTGjQXdxKTLLyU6Rye/adEuy9jNkURZg/tr4ZZYcuPGsGnphxiGQcW2n7nhuitYu2ZlK3EGsFqt9O7dm9TU1J2KM0BYWBg+rxMpDSLjOvHVV99QUFDArFmzWLlyZZv1+69GY2MjwwYPY/5nq0h2d8JqOKjQC2jWG/DhxmijpCkawbjZwVn0wcOkmOkaFQzXedO/bqQxrKJVjOxdoQoT4UoUUUocKWoWw62nUVfRyDlnncs/r/knZ51/CmsCP7LZtwDN8OM3vBS617LNvWKHWOXR5iT6Rp9AvbOUuuZtO71eo6uUJRvfxhq3gA49K5kya9fiDHDHg1HM2ZDA6DPdrGMO87Qp6Dqk+/rSvLEj775h4d+P1DD50ybmzvWzdVkU/33Dxb1P1HH3o9E890Ycw8fYOPG04NZAfb3kmjsqWbbq4IW+rarRuPSmRv77f+9z/PHHH7TrhNiRtlji1oBbpJS5wCDgWiHE7/4wz0kpe2//mdYG1wrRxjz8yEM88sijrKz6FqnD88+9wE0330CzWkCe89e9qiMtvDsWxc6aea9QXb6Jfv367Xd7hg0bRp/ePSjfNpfIuM78/MuvZGdnM3r0aPr06cOWLVv2u+6/KqWlpQwfMoLIQBIpSns2+BeRF1jKpsAyBIJGvYaFvqk06XUHfK16vRKBst/+xftCuqM7sZGJnHjiCbz7/mTyTEvQpb5PdShCpZc+ktk/zOPmG2/mzLPPYFthPr1G5TC36SMWNn+GKaMRd2Q5pZ7We6d+w8s2zwoAGpp3bhzl8tZgSI3HX47htQ/jCAvf8yPVZlO478lY5ufF88h/7Zx+lZttYhXb9LV4hYeAP3hvfZqO21qHISEz286JpwdDqN59YyPPP+ImyZxNN9toYiPCqKzZt/uyL9z2oJMLLryM008//ZB87iH+4IAFWkpZLqVcvv33ZmADkHag9YY4NKiqyl133YnH4+G4E0ejGzofvv8RH370AeVNm6h273zm8GeEEByTdCYxRhxej5Mvvvhiv9sjhODNN16lpmQBxZtn0q5dGuvWreOzzz6ja2430tJCX63/5T9334tzq0aO3od1/mA2IRNmVFRsIoz+jCJSj2ax9wc2B5bvs8j9Ga90YaC3SQaqPSGEQoapH5dfdiUnnngiw0YOZZtpzz7b/4tJWIgPpPP5Z18wZswYqqur+fLrL6itq+GxJx5l3bq1hIeHscW7iGW+b8gLzCHftYLNzkXU+stonzISs8lOQcV8tpT/QkHlbxhG8B6mxvUiOjyNR+7c98xViqIw9oQwrrstioVbEpm5KoXbHldJTQ8+lg10srsYnDvJwj+uCW431dfpzJvlpoMxgt6OMXiMRlw+LzmZByfO/nc/OZm9UHDXXffx9ttv43KFwuweStrUSEwIkQX0AX5fH71OCLFaCPG2EGKnznBCiCuFEEuFEEurqw+d0UOI1thsNsafcDxRYXFM+/F7iouL+fDjD9jqnUWla8+z1jBzNJ1jRmOzhvHYY48dUFvat2/Pd99+Q5+emdx3791UV1dzzjnncM21/8Rut++5gr8RxcXFTPt+GglkUK2XUG9UkSayGMJ4hnEiQzkBh4ikHTkY6BT6NzDP8w31euWeK98J2Zbu2FUHK+Rs6mRVG/dmR5JsOWhNKrfdcjtvTX6TQs8mPNK5z/Wkqu3xuzQUFNasWcOyZct45ulnuOeOezEw8Li9VFSW8/OsH7j7qZs5/pIBhKVJevTszoCR7Rg0JpnjTu3MVTecTGp7QX7lT3j9jRRVLiIyLJ0lCzw4mw9sGyE6WuG0cxyktQumzeyZejL1hR344h0bd1xbz7YtAX6a6sGshJFoCUZ+qzSv5M3nEumU0/YCPW+xhytuaeKjj7/inDPPZdKkSXz00Ud7LhiizWgzIzEhRDjwG/CIlPIrIUQSUANI4CEgRUp52e7qCBmJHV58Ph/PP/dCS2zcH374gZiYGE6ecCoJSjcywncfzMIdaGCTbxoVVWUH1A6/34/P58Nut2MymWhsbCQ6OpoTx5/I9z98f0B1/5Xw+/3kdu6KUh6ORVjZ5F0OCNLULDoZreNku6WTxcxgtPks8vQVlMgtpFly6KD2wST2zVe1Withm38tzbKWjqI3SaRjFhZ0qdFILdEkoOwhDvaejMRa9VP38GvFm6xfv54vP/+KJx5/gi7aQGLVfUuh6pMe5vu+I4Cf5MhUhKGiOM2Ukk+yPQ3p0Bk9ZjTPvfBsS0zwndHY2EhmZjYup5u4BEFElIrFYvDWZzHYww58zvPK04289bKbcV1uJ6B7mZH3HAA9+9hYvcJLJ9sAsm09AJjlfgef32D6p2mMHbFjfH2326C8SiMna+8/42anwf1PN/HJNwFee/1d6urquOP6u3BrTpauXNKSiSxE23FQQ30KIczAl8CHUsqvAKSUlVJKXUppAG8AA9riWkcKhtE2RjdHElarlTv+fTszZswA4Juvv2XgwIEsX7mUWjZQ4dq9f2PA8BEZsf/WpK+/9jpCCKxWK5GRkdisNoYOHMavv/7KN998w+tvvr7fdf8V+fbbb/HU+Wmv9qTQvxEFBZuwEW3E73CuDTsaGoZh0EntwyDlBOq1SuZ6vqFaK9mn60YoMdjNDiRQwAZmy29ZJxcxV05lDQuYx1RK5JYDWkr/MxbVTmRYLNO+n8bd/7mL9z96j0Lb2n12wbMKOznmXqiYaHY58Ti9VFBEBh3p5hlEdk0PFny5lOOPG8/uVvOioqLYsiWP8y44E10XPPXfcD6aGtcm4gxwweURCKHg9teTV/tLy/HVK7zk2oe0iDPAENt5pNqzOOeKcopLA+i65OffXNx0Tw2X3lhNzsBCuo8sou/YYvK27npbYvEKL6+/38i1/26g+8hK6tyjWL0mj1NOOYW8vM143T6ysrNC4nyIOeAZtAhaDbwL1Ekpb/rT8RQpZfn2328GBkopJ+6urqNlBu3xeAgLC2PWrFnY7Xb69+//lzOeWLRoEb1798ZqDS63LV68mLGjxzE48RKUXbi61HtLqbIsYUt+3i6ttCE4uNm6dSs+nw+TyUSXLl244/Y7ePKpJ4GgJbfb7SY6LAa324MfL2FWB1dceTlPPv1kKDoR4PV6yWiXib0phnARw0b/EmyKjQ5GTxLFzvfpZ8kp9FOPJVL5Y7dpm76eArmeBHManU0DWiJ+7QxNBijQ11LgW0+0Ek83MQibEkazUc8aYx4u2cxxpnMpNrZQyEY0I0C2kkuazNnBPWqB/AFDAYtp77YsPFozft3DjTfcxHPPP4vFbGGE6SxM++jqJaXEKRtwyUacspFiLQ+LYmWwHNfy/mzlW96a/BYXXXTRHutSFIUrb4jgmlui9qkdu6IwP8DalX4eucuN3y/RdD9Dhwxj3vy5ABwXefEOmcf8hpdZzR9y/21xfPZtM+s2BoU42daRWGsa8dYMFtS/z4VnRTBysJ2oSIXhA+34A5KVa318/l2Adz6upl27RG677W4GDRrEgAF/zKfy8vLo3q07k9+dzPnnn98m/QzRml3NoNtCoIcBc4A10JI77i7gPKA3bB9ow1W/C/auOFoEGmDhwoXU1dUxYcIEAK6//gZefPGFw9yqg4eUkg45nYh05ZLs2DGKVPAcgxUNn/PeJ2/u0h3jkYcf5cknnkQRJswmK9X1ZZSUlFBaWsqsWbO48soriY6Oprm5mbVr1/Le5PeZOnUqgUrwqi4Cipexx43l+ReeJzs7+2B2+Yhm5syZjBkzBnV7MEB9e9agbvQnRew8M9UC8ROZ5JKmto6n7je8rGIOTqOJrpaBJJt2vK91eiVrfLMxKxa6MpAopXUUMiklM7XPyRK5tFe7AVBuFLKNdfgML5lKF9rJHMzbl9MX8CMRIpZoJWGv++w2mtETnJSUF5PRLpPEqo7EqSl7XX5nbNFXUauX0V+ORkpJsSUPJVNj9bpVmM173tf95JOPuf6GK7joChPLFpnI3+zmu9mx+z1gHzeglgEDhpKWlknfPgPIzMwkKSmJPn36EKsm0z9iwk7Llfg2sY15uD0Sm0XBH1DIjRxGlCWJSHMCJa71bHL9SlpaInX1blwuFw6HhV49czn5lPO46KJ/7HZZv6CggMzMzL/cRORI4aAJdFtyNAn077hcLh544EH+7/9e5eyzz+aVV176Sxoy1dXVERcXx5DUC4m0Ju3yvGLnSkRCNYuWLCAsrPWemJQSq8XKwKQLCbfEUtK8Fl90AWvWrmqZqe+MkpIShg4ZSlFxEbEiiToZNHB6//33CQQChIWF4ff7GTlyJBkZGW3T4SMcr9fLsCHDaVrrJVPrsldlVinzCJNRdFJ3bktQqm9lk1xOe1NP0s2dMQkzutTYoq+gxLeZDKUzHdSeu6y/SN/EFmMVY0yt439XGWVsFavx6C7SlQ4YhkE5BXQy9yPN3GGv+1ynV9KQuo3N+Xl8++23XDjxInK0PiSq+55jWUpJs6xnRWAm7WUuaaI9eWErKPUWUFpaSlLSrr/j/8vMmTP55NP3GDRwBLfeegOfTY8gPnHf/MSbGg0+fMvN1C/NbNq4DYfD0aqtifGJhPsSyVb7YlFa/60063UUBNZQ4d1GFl1IIp1SkU+tWolXdzMg7jTWuKfz/IvPctlll/HKK69w/fXXM2xoP2bPWRIS3SOAULrJg4TD4eDJJ59AKIJ33nmLd99993A36aAQGxvLSRNOocizBHegcZfntXP0oqHCx7PPPNtqn97r9fLGG28QERZDuCWYGKPe2MY11169W3EGaNeuHS+9/BLts9tz1qRTmXjOedx9193M+GUGl112GRdMvJAbJt1MZmYm2VntKSwsbJtOH8HYbDauvuYqAmbfnk/+vYx07NYCOk3NoasykG3aGuZ5vmG1fzaz3J9Ro5UyUD1+t+IMwWxoYX8K1/k7iUoqg8V4eivDqaaUIvKIUOKIU/ct3Gi4Ek1ZeRk+n49TTjmFH3/5gXzLSpxGwx7L6lLDaTRSrZewWV/BbP9XLA38jENEkkIWXummyLWVwsLCfRJngNGjR/Paq+9w6aWXYrNbCAT2bdKzdKGPU0fV464bx5zZi1qJMwRdDzfmbaReLWVLoPUEpsK/jUXN3+E2mnCoUeSzDlWY6CR6Yxgaugyw1b+QRx9/hEmTJvHOO2/zwnN3c+JYB3PnLaOu7sB940McPEIC3UY88/QzPPzwI1x66aWHuykHjU8+/YiLrjqD5XWfUdS0Cqd/xz9uIQTZYUN5/ulXiItN4NJLLqNbbk+io2K4/9+Pk20bjtNXy6yiVymty2P06NF7vG5ZWRlXX/VPbBY77dLb8fGnH/HJJ58y+d3JwPblXUMQ9f/s3Xd0XMX58PHv3O276l22JUty773gigvVAZLQeyghCSUhQBok9JCQ9xcgodcAgdCb6WDAxh33btmSLFm99+33zvvHCmEhyVWyVmI+5+yxdPeWGWt3n525M8+Y48gv2EdGRgY3/vq3CCGYNze0jGFfNGjQoCMK0DbDjk8cPONUipbOKO0EzNJCZaCISab5zNAW4dIOPfivSdRiN1ydPh+nJTFJzMOEicn2he3Wpz4Uq7ARY0ngsksuo7GxkRkzZnDNL35OqTm302Nq9DJWBd7nS99rrAt8ys7gWvIDu8iSI5kjz2CCMYtGatloW8aZPzrrmNcqzshIo2Df4a+rvmmdjz9c5+b11xbz4ouvdXrbJj4+nnXr11ErimnWQ1+QfYaHLe4vSbOPYlrkWUyKOg2AJuopIgcMgVlYqGgoZMf2HQCUl1fg9frYkS14+OF/ER9/6AVTpJQsOu0Mxoway1VXXH3YdVOOnVrNqov8/OdX9XQRup3L5eK+v93HaaefxoP/fIgvvnibeFsmA51TsZsjv9vPEsuU+Iup9Rax+oNcYqyjmJkyh2WFT1Eqv0t8MmHsBMaOPXirDMBisWC32diZvYPb77idW353C7fe9if+8+x/0KXBjq3bafDUcO8995Kenk6/fv348P1Q4jqTqfetvXu4LBYLksOfTWDHiSECh9wvSesPSPYYG9vdaz6YJuqJI+mg+wgER3tTLWj48XkCvP7m6zicDp5/4Xlu+8ttvPTfl9jXsJ16vQqbcCDQcMooNDSygxsYYBrKdOtprYOr1gY+plGvI4FUCq17KJEF/P7m33HPX+85ypJ9Z/ask9i8/mmmzzr4qk+6Lnn5WQ8vPBngpf++ycKFCw957iFDhnDZ5Zex5Pm1ZJrGYRE2LMLe+hr4Np3rNrkaszCjaRZMhhkDgyefeoIfnbGI3/zmNwwZMoT4+HhOPPHEw6rTxo0bWbtqHTEyned2Psszzz2tusWPExWglSM2e/ZsZs+eTW1tLbfffif/ee4/xLlSiTQG0C9iNGbNgiENzJqNtIhxmDUrhmGgywA2HDiJpJYKTjn9lMN6oycmJpKXn4fX68VuD33wXXnllVx5ZWhafWNjI1JKoqK+a+XNmzeP/3vg/3XPf0CYeOapZyipL0Ka1uGSkfQ3sloHYXXEhgO/PLwWd52sPKLFMALSj1tvJEUcfAyAQMBRhujt/tX4cTNCTOKtN9/miSefICYmhs+++Kz1i16SloaOTp2ooNloJNmczjDzxDbniSaRIvZSYy8lOSmFHV9sZ/Dgw78XfjDTp8/kwYefP+g+Ab/kyX818NliF2vXfMOgQYMO+/yapoEIreudw1ocZhdF3l0kWAaQYB3A2Ij5JFsy0TQNwzD4svYFMhhGHjs544wzWLp0Keecc86hL3SAN954A4c5kiz7ZAo8m1vzEijdT3VxK0ctNjaWhx/+F6VlxTz23D9Jn2RneelT7Gh8n2+q/8s+4ytWlj1LftM3bKgIpf/04UEXoS7Ap554mgljJhLpiiLSFcnEcZNYvXp1p9f7Njh/X2RkZJvg/EOxccMmrMKGoRuUi0JW8jFu2USNrMAtmyiThRTKHAplDvtlDrVU4jO8nc7h9xteCvTdZOsbKTJyGCzGH1Y5vNLNav0j7JqDFDoeQQ6gS508dhx1C9qt1ZHGEPqLQURqMfzj/n8gpWTMmDH0S+lPpmk0461zmWSdz3TLIhbYLmC0+btVvKSUVOpFVFkLeeqZJymrKCOvILfLgjPA9OnT2bqxmZpOcmN/+r6bOeMq2LN1GG++ufiIgjPAnuw91JgK2RD8kMt+dQEBzU2UJYEiXyhHQaptUOsUR03TiLTGUqtV0k9kAHDKyafx2WefHdE177//fjweL9vdn3DOT89Rwfk4UqO4lS7V2NjIp59+SkZGBpMnT6a4uJhTTz6d7Tu3MsW0gBiRwN7gVvLZxVAmECGisOGgSORSbORhoLN9+3ZGjRrV01UJa3fcfid333M380w/wSxC04G26aspk/uB0GpTZs2CXThaWq0hkTKOEabQKmN+w8c2uYJ6owaJBCQuLQqH5iKSODIYeciMYAD5xk7KZAHTtYOvdLRP7qJQ7iVJpDPCdmR5iwzDYIn3ZbIYRZm2H7NhoYEapk6exvsfLiY5OZlR5hPob24f8PzSS6FpNzVaKa4oF3/7+1+55NJLjuj6R+J3v/8t23e/yN8faX+P/Yafebnq8v/j8ssvP6pzBwIBVq5cyYABAxg8eDCaZkJKgxnR5xBp/m5+u5QGXqOZgOFldcO7jBez2SHWkeYchSm5iT05uw/7mgvnncSK5avx6c0UFhaSmprap28d9YTORnGrLm6lS0VGRrbpQuvfvz8rVy9nysSp7CvbjvQJqikDoETLJcsYTbbYRLPRQDTx1FPdU0XvVWx2G6H7xJuppZIIohkixlFDBUn0Z4S58wAYNILUUMZuYx0RWgxTzAvZbWwgYPiYpp2KEAK/4WebsQqf8BBHMlliZJsEGd+2wg2ClMn9h3WrokDfTaIp7YiDM4RavwKNfewi3pqGWbNiNuysX7+e5ORk/vjHP/Lavxe3ZmIwpEGTrKXUlkutXsHFl13Etdf9ilGjRnX7/dN77v4bySlPUlNtIy6+bSBLSJJ4vUe/NKTFYmlz7/jSiy/lxZdeIMe7ljGuBQgEQelnVf3bGDLYms1tq1yJQCPVMYT1he9SXV19WAPEAB594hGGDw9N5UtLSyMyIopnnn2a884776jroRwe1YJWjgtd1/n8889Z/N5iXn3lVWrrv1vb14yVCczGImzsjV1PRfXRLeTwQ/JtFqsD9SMLA516Uc1M0yJEJ63fFfpiPEYzg81jyWAEQmh4ZBMrgx+SKjIYoo1jt7GeZpuXlJjRlNZtxR9oxpA6ESKagObHE2wGKTFpZoJGKHNVKhmMNk/r8Jq6DPKl/hZTbKcQazr4QLKO7A9kUyB3Myf58jYBtsKzj83VH2MQJM6ZQFZgPCWWHEo9+0lJTOFX1/2S004/jcmT2zVOutX8BdP4ySW5zFnQNifCY/+sJzn6N9x997EPSANYsWIFs2fPxiQs6DJArDMJpx5DQ6CS6aZTASgzCtAwsVdsZnjUHMrFTl5687nDHiS2bt06pk6dRoQzkiZ3Q+v2mpoaYmM7XANJOUJqHrTSo0wmE6eeeiqPPf4YNXU17Nmzh7N/ejYAU8VCorV4AvhauloP35YtW3DYHVzxsyu59dbbKCsr647ihx0hBE57aEqTjVAQKCGPMgrwyCZWG5+w2viQ1cZHbe4579N34Dd8zDefS6YY1RrEHSKC4ZaJVMkSlunvUCXKGdb/ZLJSZjN96C8Ym3EOUwZfQXzCMNKSpjFn5G+YO/q3jM+6gAlZFwJQzv5Oy+sn1GqsMQ7v77PXv4kvPa+yP5BNo1FLjr6FrMjJ7Vq/SY5MnObQ+IMmXwON6UWccfEpNDY2UFJezF9u/wuTJ0/G7/fz3HPPsXTp0sO6/rE65eSz+Oid9q/lNcvNTJ48pcuuM3PmTAAMGRrXkTwggWLfHoIHjNZPoD/VRik+3YPdFEHQCBAdffipSSdPnsz0aSfQ5G5g48aN3HXn3Wiaibi4OD7++OMuq4vSngrQSo8YMmQIb771Jg89+BAbTF+SK7ezV25lzJgxhzw2Ozuba675BaeedBrjx4/H6/Py/Av/4W9/u49RI0bzt/s6Xu7SMAx8Ph/bt28nEDj0dKNw9+x/nsFituBomU+cxhBmm85glDaNOC2RZJFOs97IRuMrIFT/fcZOxphCA6cqjCLKjAJKjH0UGbl4dDd+vEQSi5QGLlsoDadJMxMfmUWUM4XBqQsYmHgCNksEVrOLuIgMzKbQ4D3jIFO+HCICF1EUBg++4Mq3SvRcgjJAg1HDjuAqBrhGkOYa3eG+TcGW+fhCsGXHZh5/8nG8Xi+LFy/m6iuvbl2A5aqrruLhhx45rOsfqxtuuJGdWy2s+rptd3bOnubDmvt/JGKiYpBIfvSjM9iVvYNt27aBWccr3XgNN8v0tymjkPGxp9EYqKbZX3/YGffWr1/PrX+6ja+WfsH5553PxIkTef4/z2M2h253/PbGm7q0LkpbKkArPeo3N/4Gu9NGvtxNHZUsXbb0oNmN6uvrmTZlGp+/tILsZYVofHePb6r1VIa6p/GXv9xOYnwSsVGxXH7pz7jqqqsQQmAymbDb7YwZM4Y333zzeFSvW11wwQXs2bsHLUoyQAxmuHkihtTxSQ/pxlCyGEW8lkKtrGBdYAlf6K+jEyRCRFMuC9miL2ef2EG+2Em2voH9RjbDxESmm09G00x4/LWHLgSwbd9rJGihrGD1RsdjCLYYy/HjxS+9lAXzyfZvYI3/Q5qM77LSVQfL2OL9mupgCUHpJ1rEUabvw603kRExqdPrJ9oHItAIBgOMHTWO2OhY0vqn86tLbmDZf0JL0w9nIlmmkWRkdT7KvCs5nU7uufsfvPb8d63o9Wt8uJv9XXoPXAhBXUMdAo0HH3wAgNGjR/P7P/yBjaYvWK6/hxAa/V1DKTG24UsoZOWqFYd1/1nXdaZMmcLf7/8bdrud8RPGA5BfsI+AP/QF95xzz+6yuijtqQCt9Libb7oZiYFAYBFW0gaks2/fPnJzc7nkoksY0H8Ajz/+OIZh8MADD+AyRTPMPBWD76ayOG0RxGgJRGlxzLKcxdCmaYzxnciqNzfx1eurmGk9kwmWEzFhxqxZ2uUJ760yMjJYtnwZvtgGdspvWGV8TDG5rJdfYhgG/QllpnJZIknQUokScawIvs8OfQ0CwQzzGcw0n0l/S+j+dYmWR7GRh24EcdnbL1v5fWW1O/EG3VQZoTXAa+R3yzR6DTdVRhm79A1UGxVMEyczkGHkBbZSGMzGZthZ6/2IZd43+drzNhv9S2iQVWzwf0GWaTSTtdCgp/7OkdhNnWcom5RwFrH2VCK1GKy50YxunMFM/+mMbJpKhhiOQ7gwYaHRWc155x+/gU1nn302G9c1U1erEwhIrj6/kikTp3L5pT/D7+986ccj8W1PkMRos7jHnXfdwfrN60hJTiXdNYZGUcGV117Czt07Dis5UCAQYPSoUI/Fe++9B8Avf/lLTCYTEsmNN/6G6dOm89abb1NXV9cldVHaU4PElLCwefNmnnryKR5/4vGWbFPtX5cDUtJoanQzxJhCnDmFnd5VFAb2kGwfQLw5lQHBw1urNiewmTJbHo899thRT3cJN/n5+QwbNIyBjCBdDuUL+QZOIpmgzWGl8SEnWE4jsmWZyVqjEhdRLA28xXzreZg1K7nBrRQFcwjix2y2MbT/yaTGHvx2Q9AIsnrXI6TIATRSS4New2xxJpqmETT8LDMWY6ATrcUxRI4jRiSSJ3ewT+7EQQQzTKdRKUsQCJqoJ4JoEkQqOkHMwoJPelmlf0RaxFiGxcw8ZFnWV79Jg6+KOFMSqXoGCaRSJgrIYTtj5Uz2xWylvLKstXv2eDjv/DMxOVawe7skb28AI6jhkBH84rdXdUnmstWrVzNjxgz6Rwwiqr+dHbu2tWmhn3byIr74agn/fOCf3HDD9Yd93szMTPLz83npvy9x8SUXt26/776/8ejDj/KjMxfx1FOh9dmffvpprr5apQA9FmqQmBLWxo8fz9/+/jfGjRnfJjjHxMRwxx13AFBcVsQETiLOHFoWb6R9Bk5TJFHBxMMOzgDRWgJet5drf34dN/76t11bkR6SkZHBtOnT0dBw0wiAl2ZWGh8i0HDwXQs0VksEIdHQ8BNqyUWIGKQI9WLoRoAY16HvUeYUL8Gka2Rqo5ignQhSY7nxPqv0j1kpPyLOlMSJ4idMYSExInQ/O4MRxJCIhybqqSZJ60+i1o9MbQSJWj+EEK3zurcaKwkSINXZ8fKmBzJrZqYnXsCclJ9ht8WTY9rGUt4lW25mlJxOtaOYG359/XENzgBPPvECm9ZEYzUPZMeO3SBhuD6Vf/3r3zQ3Nx/z+b9tiZs0M0WFReTmts1L/twLz7Bl6+YjCs4AF154IatWrWoTnHfv3s1tt91KSVkxTz31FLOSL2FQ5FS2bN56zPVQOqYCtBI2oqOj2bx1E1JKHn/8cQBu/u3N3HTTTVgtViJNcVi1ttnEorVE9gY38aX3ddYGPsYnPYe8zt7gZgwMJgfm8/Aj/+aRh4/PwKHu9vRzT1EbV8Ja+RnRxDNGTAfAjgOz1jYFaLlRiNMUiVMLrT4VJBBKSiJAItGEiY5617z+Blbvfpyl2/4fxTWbyNJGtbZ2g/iJ1RKJJ4VRTGOcMbM12H5LExqTtBPpp2WwSf+aRlnXaX2Ga5OINyWzueaj1qlch2I3RzA6bgFj4k4FBIMZi0tEUiVK+fVvfn1Y5+hKsbGxbN++l9WrNpKSkoLX78GKDanLLplxMGfOHHJycnAmazS661kwbyEffPBB6/OpqamMGDHiiM756aefsnbVNyQltZ0Ot3jxYgCyskLJYGqDxeQ2fkNpSekx1kLpjOriVnqFTz75hKsu+gVjgvPbPVcbLEPDzJ7AOmqC5ZixYKBzou08zN/LJ91sNLDSv5hxzCBR9KNalrHHtoVx48fQr38/aqprGZDen19d+yumTZvW6xYFaGpq4pqf/4IP3v2Aod4J1GtV5Bo7mWCeS8IByzvuNtbTqNczxXoSUkqqjGI2BZa2PBvKl+10RDJmwHlEu/q3Hrd8x4M4DRf9RBYGBv20TIQQrAsuwYqNMfKEwy7rdmMNTVod48UcHKLje8x+6WOTXIbTlsD4+NMO67z1/gq+qXyLDDmcTG0E2fYNXP7bC7nn3q6Ze3wsTjv5dFavWENsQgy79+465FKrHQkEAtTX1xMfH9/6+ly7di3Tp4e+kGmYuO22W7n73ruP+Nw7duxg9sw5mJscxGa6ePmVl5k0aRJCCJqbm6moqCAmJob0tIH4PAEChpfXXntNJS05RqqLW+nV/H4/ht7xNJ5YcwrR5gQm2U5huuNHpFiysAgbJtqnI7Rhx4yF3WyiSdYTSQxBX5A9a/ex6Z3d7F1WwIv/fZFTF57OKSedSn1952tfh6OIiAj+98rLvPjKC+RFbUPDTKLoR66+g0J9D3ttG9jhWEmVUUKDUU2Jnsd269eUxmRzxc+u4NNPP8XtbiYYDPLCi8+xp+J9jJZsVMXVWwgG/UwwzSXVlEF/U1ZrgAjgI85ou46yRzaRK7dRL0Mjuw2pUy+ryWMn21hNHVU0GY2s079Al0EMqbde61sWrESKWCo8eVR48jqtt5SSouYd7K5fzrqqdxggs8jURlApSwhGuLn1tlu78r/5qP33fy+y+JN3yc7ZfVTBGeDee/9KYmIiNpud8eMnUVZWxtSpU7GYLaSaM8k0j+LhBx/lk08+OaLzPvH4E4wePZqk5kzGmufQlB9gypQprS1yl8tFZmYmsbGxrFv/Deec+1M++OADFZy7kWpBK73CypUrOXn+Kcy2nXvIfbd5liOFzhjTLKSU7NLXYpF2bMJBnaigLLAfAcSIBGJkAoXkMINTsQob2XIzbpuHia5T2Or5gogkCyvWLCclJaX7K9nF8vPzueTCS1m5ZgUAZ5x+JudecA7p6elkZ2fz+Wef01DXyEWXXsgll1zSLr+ylJJTTzmdTRt24PbWh5Y1DMA0cWq7VbM2Br9Cl0EmMQ+/4QMka/gMq9mJJ9iAU4tAk2YaZA2RlhhM2EiyZSKlQaF3Bz7djYFOnCmZkUzBghU3jRSRQ4VRTIwpmcpgIXH2foyOOQmHKYpyby6VvjwcWjTl3hx8wWaijFhiSWSgNhy3bGKbfQUff/5Ra0KPvmDbtm3MmjWX9LTT8HjKMVtKWbbsS2656RbWvb6LgeYRFAR3M/2CUTz/3+cP65z33nMvf7n9LwDYhQurZqNBr8VqtVBWVqYyhnUzlYtb6dWKiopw+5sxrMYhF3BItWSywbOEYVrog748uJ8AfhyWKGIiMzgh5RfklX5NsKEalx6Fjt66lnEag1nl+wTdqaMbOnkF+3niiSe58847jlNNu05GRgYrVi9n586dJCUlkZDw3bSpuXPncs011xz0eCEE7773NitXrqRfv34MGTKEyy+5nC8/WsZY/9w23f9jtZksC7zLbjZQSkFoJDYWZsWfj9/wUuzJpsZfzHTXiURbE9uW0zmGCv9+HFokmxs+YYUearFZhQ2zsGJIg/G2efhtXnb51rC87EWE0BBoWLHjI4d+ciCDmd16rz0gfex2fMN99/+1TwVngDFjxvDRR++zaNGZDOg3H59fMH7cRO6863YWv/sBqXoWINEOY0GLnTt38sUXX/CPv/0/kkQatbIca0QchvQzJnMMa9euweFwHPI8Svfo9ha0EOJU4F+ACXhGSvn3zvZVLWilIy88/wLXXPMLRplnkWROO+T+eb5t7PVvYI7tp9iFk7zgNnKCWxjSfyGZqbMA+GbXs0S7HQxhLOvkl+giiFXYaTTqCOAn3T6aYt9uxg4+nya5gT17d3V3NXuFxsZGoqKiiBVJBGUAC1b8+HCICCzCSplRQJYYCUCJls+chCNbNSq3cSO57vXMdZyLRbMipeRrz5sMsU2ivyW0LKRhBKk1KnFoEWzzL8cViGCE9l3jwy0byXau57KrL+GBhx7ousqHmd27dzNlyjSGDrkQr7eWisqlDB00mPxtxSQGBpJv30pO3t42X8wAPB4PFRUVfP755/zm+htJsg0g2ZuJLoNsDi5j8pQbqG/YR1Dfxe7dO9rlfO9IU1MTERER3VXVPq9H7kELIUzAo8BpwEjgQiFa3r2Kchg8Hg8/u+JnpJJ1yOCcE9zEksaXKAjsQKBRoucRkL7WFX0M47v0nv0TJ1Es89jDZppowC2bqTEqSIwficMaTaWxn6x+80iIGkR1VT2/7iPTsY7V8uXLARASPDShE8BNA1WymBpZioFOmhxMhSiiv/3I3+qVgXwM9NZeEiEEseZkygMFrftompl4cypOLRJdBokk1P0qpaSIXLbal3PH3/7CPx/8ZxfUOHwNHz6c//3vJXJyX8fhiCc5aQ77i+uoDlSQo22kuamZ//zn+TbHSCkZNmw4GRkZ3HDdDaTpwzE8gnqjilxjKzFxQ3A6E0hOmsjevbv58ssvAVizZg1bt25tzeu+adMmFi48mfr6evbt20dkZCTz5y/scOS/cvS6u4t7KpAjpcwDEEK8CpwF7Ozm6yp9wN69exkzegzxlmQKA9k0yXqitQQyLaPbTRsCyPfsQCfI2EHnkVvyFXnubewLbsdmdTEq7cf0Txjfum//hPE0usuob9rHsMTTGJA4CcMw2rUWpJREOzOoKFcrbEEoN7NA0EAtLlMkk/QTyRHb2C/3Ml2eAkhMwoTbaCLBeujejgNVePNpCtYw13kuppbR93V6JZWBIqY5F3V4zLed7EEZIMexmbjMSNa9ua51ecS+7owzzuDuu+/kgQdeZHDW2SQnTSQxYR/Ze15l1qxZTJo0sc3+lZWVFBUVYhIWvH4v2WwkOiqNWr0Gk8nO0CFnAuD11eFwRHHGGWdw111384c//L7D62uaxpYtW7BanXz11RfU1tYSFxfXzbX+4ejuAN0fKDzg9yKg4/XoFOV73n7rHRIt/Rjhn06juZY8tlMSyKXAv5N02wiGWCa2uQ+qCY2YyMEkxgwlMWYoNY37CAQ9JMd23JIbnn5qm9876srTjQD7SlbDNxUsWnQmv//9zYwfP/6IVgPqS/Zm5zBEjCWdIaG1lwXEy2RKRD6a1NCEhi6D6OjYtCO7d1nu20e8JRWb+O64HH0jKZZMIk2dD1IyMMh2rGfO6TN48eUXsVrbf3nryy6++CLuuONOKit3kJg4itiYTNIGzGf1N58ye/bsNvvquo7LFcWEcTfg9dbjcMZjNrX//yov38Sll17I3XffRUpKCmazhR//+Ke43c0sW7aUqVOn89hjDxMZGcm4cePw+91YrVaiokIri7ndbl577TVcLhfz5s0jMTGx3TWUQ+vuaVYdTSJt0wcihLhGCLFeCLG+srKyg92VH6LS0lL+8pc/k+oN3XeMFLGME7OZZToDgALfTnYFVrfpUsuyjsPrq2r9PS4ys9PgfLjMJitzx91Cgm0OH330PieeeCIpyanMnnUiL730Ej6f75jO35v4/X5eefV/JMn+bbbHkoQZC6Xsx5AGu7WN2E0O7OYjuydZGyyh2l/KSs+7rPa9z0rvu9QEytEJoLcsp/h9ZmEhl22MmzWal199+QcXnAESEhL48ssl5OW/j9dbB4DTmUQgEODddxe32TclJYXExCSqq7OJjEztMDh7vXU0NuYwevQovh0TNHBgJuvWreejjz6gubmJzz77uLWXIiMjA4DTTluE2Wzm9NN/hMvl4k9/vI9bbvkrAwakkZ+f323178u6O0AXAQf2cw0ASg7cQUr5lJRyspRysvqWpXzL4/EQCAbaLIghpSSXrZiEiemW0ygPFFAQ2ElRYC+lgX1Yhb1b7oHZLBHERg5k8rCfMWfsTcwY+VsaShP53U138eOzzmbr1q14PIfOYNbbWSwWJk+cQpUIvYV1qbOHLVRThkAABvnabmpFNdPjzjmicxuGgTvYQJAAPsPDAMsIsqwTGG6fRpOs5evmNykJ5Lb5+0opsZtcmC1mnnv+2XbTxH5IJk6cyPXXX0dRceiecWxMJiNHnM/Pfvaz0PKTLYQQvPLKf8kv+Bifr+M5/qVlq/jxT07huuuu49NPP2NQ5smYTUMpKMglK2sIX375ZZuUqUII/H4/b731BgDXX38tQ4YMR9f9CKIRwszKlSupr6/n2muvx2q1YbPZufjiS9mwYcMRLf2q6/qhd+pDunUUtxDCDOwBFgDFwDrgIinljo72V6O4lW+Vl5e3zj1eYD6fCvaTZ+wgIH1MtpxMhBZNcTCPPLkFCKWn9Opuop2pTBv5i+NSxmZvFSu3P0JcbApudz3jx08kMTERh8PBrbf9gXHjxh2XchxPu3fvZuqkaQxzT2QTy9HRMWPGqtmZaixkBR8yNnohSfaMIzpvfvNWdjetBMChRTAn6vw2z+/37SLXtxGbcDDWNpcIUwx5chN6QiPrNqxT9z0JjbAfOmQ4CQknkpQYWomqqPgrSkrX8eSTj3LRRRe17jtu3CSqqzScziSiItMxjCAxMRkIoZGb9yZ/ve8mzjvvPGJj48jK/Anbd7yE05nArFlT+OSTD1vP89VXX1FSUoLfH+Dvf/8HdrudCy44l2uuueZ70/rmYRiSfXkNZAw8BRCUla+numYLdXWVXHDu+Vz36+s44YQTOh017na7cblCGeeys7MZOvTQOdp7i85GcR+PaVanAw8Rmmb1nJTyr53tqwK08q3S0lL69etHknkAGXIkG/QvyTKNIc00DLPWfujEGv/HNBjVpMSNYWzW8VujVtf9mExWgrqX2sYCgoYff6CR4pq1XH75Zfzr3w/2uZbdRx99xHlnn4/H6yaTEWSKUK5nt2xkFZ8xP/FyrEd4/9mrN7G06r+4iMZssTDddVa7fQzDYG3z+5iFmdG2WWySn7F2/ZojzjXdl23YsIH58xYydMhFREUNACC/4CsW/Wgk//73Q637rV69miVLlvDRR59SVlaOYehUVJSTnDSegv2r2LdvHwMHDmTIkGHk5u4FoH//qRQXf0NVVVXretJOpxOPx8OkSVPYsGFd6/mfffZZPvjgA9599z1crlgsligiXNEMyjobTfvu/WAYQZZ+fQdDtLHUOksxTDpnn/1T/v7//t7hl65PPvmE004LpXzdtGkT48eP7+r/wh7RYwH6SKgArXzryp9dxfMvPI/EwCWicIhIJlrntduvyagnR26iIlAEwNjMc0iJH328i9tOIOghu+RdRo3N4L6/3cugQYP6VDamhx56iN/+9reAwIkLHR2dAMn2QYyJbp8v/XB8Uv44JmFmduS52LSO1+v2Gm42uj+hMVjLqSefzsefftjhfj9kb775FldccRUD+s8jNWUK+/Lf5fY7fsUVV1xx0ONee+01li37mvj4OO65J5S3fMeOHYwePZr+/dMoLg6N901LS2f//tC0t6qqKkpKShg1alTrF9Gvv/6a9PR0oqKiuO66G0hPH8Azz/wHk8lOhCuLlJSpOOyh98K3AXqhFsoQ6JaNlFr24YttZMXq5WRmZraWLzs7G6/Xy/jx49Ewcfqi03jm2WeIiYk56rSp4ULl4lZ6laTkJAY6hzLGPAOLsDHa3H4RBo/RxGr/h+CKYMao6zh58p1hEZwBLGYHIwecS362n9NP/TFpAwayadOmni5Wl7nxxhtZdPoiQOLDh46O3RSF3RSJz3Af1TkjLHFkWcd2GpwB7JqTSc7TcNgcPPf8M0dZ+r7tnHPOZvXqFUj2kLfvA5rd1ezfv5/du3cf9Ljzzz+fxx57tDU4A+zZsweAxMQkHngglPTFML5r1CUkJDB27Ng2vURz5swhIyODuLg4XnnlZRYuXMjVV1/JJ5+8y6IfjWPb9icpKV3dsnfbccROEcmg4FisVZFceP5FLFmyhD/f+meGDx3O8OHDW1vMP/npT3js8ceYccJMBqYP7LPzr1WAVsJSQmI8+e7dRGuJTLWe0m6ZSYACfTdOWzTjB19AhCP8BhhqmpnM5LlMyPw5qbETeeWVV3u6SF3qNzf+BgCnKYIYSwJ2zUapZw+b6tsu0uAONhzW+ayaFe9hLBfaqNeQmtqv9X6k0t7o0aNZvXoFU6cNRNebeeCBR5k2bRaTJk5l8eLFfPXVV1x//Q28/PLLlB9kjv/pp5/OU089xdNPP8Fvf/tbvvrqK5YvX3ZEZTn11FP5xz/uZ+LEiTz88L/YunUzBfu/Ihj0tUyTbB9cM42RVK9v5qSTTmLZ0mVk781ufe7f/36Yl17+L2lpaVx++WWUV5Rz7tnnsmrVqiMqV2+guriVsBQMBnnwgQe55857mWic1GZuLHy3bOSg1BMZ1P/EninkEahp2IfHvJntOzb3dFG6jJSS+ScuoGxVE+nmYQC4jUZW+T9gRvy5BA0/6+veJygDmIWFDMc4BkdO6fR8Nf4S1td9yFTXIqLNCZ3up8sgG7wf8Ye7buYPf/hDl9erL6mqqmLGjNkUFBQwMH0+lVU7qavbR2xsMhZLLHa7nZqaPP773xcYNWoUQ4YM6fIy/OMf/yQuLoarr74KgOrqakaNGkNqymnExmTx1bI/s1ALrYhlSIMGqnESiRcP38jPeerJp7js8svYvn07w4YNa5NSNBgM8uMzf0x1VTVr1q3h5ptvxuvxcv8/7u9VX+BUF7fSq5jNZn73+99x3gXnUWBqP+g/gA+BYGDKjB4o3ZHTjQCRkX0rV7EQgl/feANNru/yFzi1SAZah7Oq+nXW1L5NqjmTqdZTSNYGUh7ofLnIGn8JuU0bQBpsaP6EoNHxvGcAkzDjdLr6zACh7pSQkMCePbt46aUXmDotntTUCEaPHo/H04jNZkETUUjDxk9+8hOGDh3K1CknkJubyxtvvMGMGTP5/e//wMcff8z119/Ao48+yrx58/nf//4HQG5uLs8++yxXXXUVW7du7bQMv//9za3BGeDGG2+isrKCktJlFBQuAUJf9hpkLevtS6jLKGK9bQk19hKy7CO456578fl8TJo0qV2+b7PZzAcffcDqb1bz9ttvM3ToUB597FEiIiK4+6672bWrd+fQV6tZKWHtoX8/SNZ7g2hoqiZKi2/dHi0SiDElsmr7I8wacyNB3YMhdezWqB4sbedqm3O47KLTeroY3cKvt03WMliMp791MDbhQMOEEAK3bKSeqk7OAFsblhAjExisjaVU5vNVw0vYTU5STFkMsk9sN/XGYtjZuHETp5xySrfUqa8599xzOffc75ZqrampYdmyZWRnZ1NXdwJVVTW8//4HuCIiWLt2LRdffDEAq1ev4tVXX6Ow8Ltc6Fdc8TN+9atreeKJx1u3XXjhhYddllmzZhIbG8uQIYP4+usV5OVBrnUrnmAzJy6Yy3vvv0t9fT1DBg0lpWYwjbU606ZM58WXXmDKlM57YH7yk58AcNppp/HTn/yUO+68gzvuvANd1w9rwY9wpLq4lbD3wD8f4F93Ps7w4PQ22yv0QjYHluGwRuPx1+OyxzNz9A0AFFaso6B0Of6gl6z+88hIaT/I7Hgprt5AtXsDW7dt7nMpD5csWcJFP72U8f4FbdKufl+dUckG/xfMS/wZZs3S7vmlVS8yXE4kUesHgEc2s0L/EJD0tw5htHNOm/0bgtVsl1+ybsM3DBs2rEvr9EPn8XhYvnw5GRkZnHnmmWRnh+7/7tq1i2HDhnHppT/j5ZdfxKyZeeKpJ7jwwgtxOjsf2HcwUkr+3//7f1itVsrLyvnlr37JwIEDAdi4cSML559EZGM8+43QVK8XXniByy677JDnPDAgFxcX069fv6Mq3/GiuriVXusXv/wFDVo1jUZtm+1JpjTm2s4m3RhCjEjE46tj5daH+XrL/5FbuIQMfRguEYnXf3iDlLpDcfUGqprXs2Ll130uOAMsWLCAxH7xlBkFB90vRktEJ8g3te+wtPK/bK//Gm+wqfV5Q+rYxHcDAR3CRYpIR8NEdbC4dRWloOGn2JdDjncDjc0NXHrxwT+slSPncDg4+eSTGTp0KNu3b+eZZ57liiuuJj09HSEEgwYN4txzz2dv7l6uuuqqDoNzMBjk7bffprCwsIMrfEcIwe9//3tsVhv78vJbgzOEsqNt2rKRs649jXmzQ1P3Lr/88kOWXwhBVVUVa9asAaB///6tr5/eRrWglV7hwQcf5IE7HmFkoON7zg1GDUVyDyWBffQTmQzVxmESZraxGo81yJThVx/3bi6vv54Nuc+yadP6bhl8Ey5+97vf8e5Dn5NlHnPQ/fKC2xBo7A1uwooNQxjYTRFYTQ5qfCVMNs0nmjg0EZqys1Z+RrSRQLHMRSKxaDZ0I4BZWEkwp2IyzEw7azyvv/XaQa9bVFSE2WxuzUyndL+PP/6Y008/HYCbfnsTEydNxGKxUFZWxvXXX9/mvSilJCUxlYrqcgoKCkhPT+/wnG63G4vFgsXSvgemM3l5eRQUFHDiiScetIenp6lEJUqv5vP5yMoYREr1MBJMnXdXbQl+TdDwM1GbC4S6SjcaywiKAC5nAqMyzsZp7/6EIUHdy87CN7nqFxdy7713d/v1ekpxcTETxk4ko2k8sVpSp/vpMkiFUYhEsj2wiqnayXhpok5WUUUJbhlqTQ/TJpKuhb7MrNQ/AikwmUxMNi2gUdZiw4FTRCKEoEIvIma6ia+Wf3nQMiYlJOH1+aisquj1CS3CnZSSC867kMWL38MkzKTpwwmYvHisjSAkJQ37+fDDD1uDN8DatWtZMHchcSKZH1+9iH8//K8erEHPUF3cSq9ms9l47vlnyda+Oeh+Qgissm1X6XTtFMaJmdi9JlZtf4SVWx8kp+irbi1vbvknjJ88lLvuuqNbr9PTzjv7fGKb+x80OAPUG1XsCKyhQO7EpUXiIpJkLY1hpgnMNC1ikDmUYEbyXVe2WzaSqY2kUa+lSdYRpyXj0qJaW0IWYaWuruMFH75133330dzkxiFdvPfee11QY+VAPp+Pr7/+mvr60N/hP//5D6+/+RozOYuZnEm6aSiDGMto/0wcgUjMJjOzZs1qc47s7GzirEmk6cN547U3eqIaYUsFaKXXmDNnDt6AB7fR2Ok+funFRts50yZhIkYkMJrpzDCdRlpwEAVlKzGM7lsZp6G5mIcf/lefy8N9oJycHLZt3UY6h86FbWBgNzmYzinM0E5vl089i1HMN52NFRvr9a9YxScIBLuN9ZgwsymwjIBsO1rchJn6hrpOr1lRUcFtt93GEH0CUd4k1qxee1T1VDr2zDPPYLfbOePUsxjcssrVtb+6jkmW+ZhE29d9QPopl4V89vlnrWtGtz4XCGDGgl04qW+oJ3NgVuvAtO5gGAYff/xxr7gvrQK00ms4HA4eeOABtpqXUakXtXs+KP3UBMvpJzI7OLrlHMJFguiHThCvv67bymoyW/H7/d12/nDwxRdfEG9ORROH/hiRSDpeHv47XjzsNNYRYYpitOkE5lvPZbBpLAAWk5U6o7rdOb1eb/trScmqVasYPXIMwx0TSTal45VuXvnfK4dfOeWg3nnnHW684bcMN09imn4aqQ1DOOes8/D5vUSL+Hb7e2QT3oCb5ubmdoHR6XSia0HMwsJwfQqBYsGZi9ovltJV9u/fz+mnn85DDz3UbdfoKn06QM+cMZPi4uKeLobShX79m1/z9uI3qUzMZZd5Nc3GdyO0jZbuUXGIQGDDjkCwLe9N1u58itrG/V1eTl0P9OnWM8D//vsKUd6Dd20fSJfBTlstRUYua/VPAUFhMIdimYNbNhKpxSIx8OjuNl8EdBmkwLqD3/3xljbnueMvdzB00HBOXnAKKfWDSTeGt5x/L2UVpUdeSaWNmpoa/vrXv/LTn/6U4fpU0k3DEEKQaspgSuAUTrZdhFm0H8QVpcUxVpvFlRf9nAljJ5Kfn9/63Kcff4a9OdSqTjT1Z5BpLKVlpd3Wwu3fvz9DBw/j9r/ccURfomtra/nnP//JL6/5VbeUqyN9OkAPGTIEn8936B2VXmXBggXszd3DVTdfxlbLUvaY1uOTHgQaJsy4aTro8ZowMVGbS7I3mXp3CSXVm7u0fEHdh9vdwKBBg7r0vOFm05ZN7NU3sjbwMfnBnZTq+yjR8yjR8ygO5lJ/QIs3TkvBKuys5wtK9HyqjfLWBQ7y5W72GpsZrI1jnvZTZmtn4tO9rA18SqSIxaFF0s88kDiRTED6KDB2s8GyhFknT+eGG25ovUZxcTH33HsPUUX9mGGcQaopAwh1rzpsTjZv3nw8/3v6HF3XOWXhqfz5z3/GIVzEisP/cgaQoPVjvG8e/r1mhg4Zys8uu4Ly8nLeffddkrQBrfvZhRMbDp5+6umurgIAFouF1998jcjICBoaDm8KZk5ODhdddDG33HILb739ZreUqyNqFLfSq9XV1fHzq3/O0o9WYPE7qNKLmWv68WFPqSijgB3Bb5g55tc4bDFdUqaq+hyaxUZ2Z7dPUdqXDBs8jIrcGqKJp8pUGvo/l9/1YLj1JuyaM9SiMgQNshqJRCPUs6Bhwqm5cMsmJoq5RGttu0aXBN9gnvVszMKClJJGWcsO8ypOW3Qat/z+5nZZpZ577jnu/s3fGRZou73WqKBhYBG79/butI89be/evUweP4V+/iHEiiQitZijPpdfesm1bqHEnU+mcwRZgbFtni/XC3FNNFi5dsUxlvrYNTU1ERkZCYQGHf7pT3/q8mt0NopbpfpUerWYmBheevklbrj+Bl547kV0dOqoIpaDJwXxG14C+EliALvYgNdf32UBusa9k5v+8MsuOVc4+8Of/sAtv/49me7hDDHaz4H24qbWqKSEfdRShYMInESga0GSjH7sZTt2w8VwbVK74FxrVGLChKnlI6pcFpBn2cZzzz/bJmXlgdLS0vCbvBBou71OVHDySQu6ptI/UFJKLrv4MpJEGummocd8PquwMyIwjWHmKWiB9h25duEkL38reXl5ZGVlHfP1joXT6eT6a2+gpLjkkFnMupoK0EqvZ7PZ+OOf/sgbr7yFxeNgr9zMVHFSh/tulauoNsrQZRCBhgB0dKJdaV1SFsPQaXSXMXHixC45Xzi78qorefvNd8j5pIA0Brd73i6cpDKQoAygazpTZUuQ/Ha8mBDsk7sYTPvg7seLJkJ5vIu1HMqceSz/8uuDLpAxZ84c6n3V+KSndfUzKSU11lIuueySLqjxD8+qVavYvHkzb77+Fvt2FTI2MOdQY/2OSGcDDKO1eKIbUhg7ehw///nV3Pf3+3A4HB3ue7h27NjBwIED2y24ccgyahoPP/rvY7r20VIBWukTkpOTcfubiZUROEwdLzPXaNRRaZQwRSwgQkQBgr1spYR9XZZlLL9iKWPHjeSEE3ou9/fxdPPvb+Lc5eczoHlQp7cVQvG4/XNpxmACmo/VxqeMZSZJ2ncJaBpkTetgo0pLIc+/+J9Drl61efNmTMKCBWub89gjbEybNu3IK/cDZBgGb7/9Nu+9s5g1q9dQXFxMqmUgdl8ko7WZxzUb10A5glQjk/8++QrLl69g/cZ1R30uwzAYPTo013758uXt5mKHqz49SEz54XA4HAQCftK0oVQGSwhIPx7ZTJNsQEqDgPRTJvcTqcUQKWIQQkMIQSL9MJsOP3XgwRhGkILytbzx5qu9dvWcI3XiiScyILM/JSK/w+f90oebjgfiCCEYJEeTrA1gt1zHfmMPAG6jiWLyGKSFWtax3hSeevzgA4Z8Ph+nnHwK/fyDW1OFAlRrJVx0yYVhneYxHDQ3N/POO+9w6kmnce0VN/DNa9uJKhrALM5icHACA0yDMYnj356zCjtj5Wzy9uzjo48+OurzaJrG66+/DsDs2bN5+OGHu6qI3Uq1oJU+oaysDJcjgthgIjYc5Bu7KZI5IASa1AjgRyLpR0abLjqBwBd088X6ezGbrEwcdjmRzuQjvr5hBNlR9BpTp0wjPr79PNC+SgjBy6++xLTJ00jwprZZ8AJgv9hDmdxPPyOr067RocZY1vEV2XITucZ2JAb9LYNIEaGFE1LJ5P2P3qa2tpbY2I7TtGZnZ2MyLG3uj37bvX3+Bed3TWX7sBPnnsj6DesZapnAWDEXkzl8pghahJVU32AWLVrElVdeybPPPntU5zn33HP58ssvmT9/Pr/+9a8ZOnRo2C9Xekxf84UQ/08IsVsIsVUI8Y4QIqZle4YQwiOE2NzyeKJLSqsoncjJySHKFvrwjjOSKZR7sQonCyIuItqaQJplGBPs86mgiFyxrXWKT4xIYLY4kyliPhEyioLyNYd9zbqmQvaUvsea7H+zZOO9jBqTybKvuzeFaDgaNWoUQwYPxU37DG9SSGJIYKgY28GRoRb2Zm0lUoPR9rmMcy3EYYrCKu3fpfTEikAcdF5sWloanoCbIN/Na/XQhDDzgxgPcKw0TPTXBpGhjWiXBSwc9NMyGWOewXPPPUdNTc1Rn2fevHm43W4+//xzFiwI/4GDx9oP9zkwWko5FtgDHDj+PFdKOb7l0feHtCo9au/evdiCoUEkcVoqAo1M6ygAJtoWMsI+jSRLGtMciyiR+1guF7OPnRhSxypsRIgY4kiipHoTa7Y/0ul1pJQUV21gY95T5Fa+zy1/uoqNm74hGAzy2eef9PnkJJ2JiIgg+P3h04dgSIM92hakJpgdcR797YNJsPQjzTqCYiO3dT+3bEIiMZs77/CLjY1l8qTJ1BqVrdsqjWJOPfUU1b19CA0NDWzZuplBh1iNrCdpQiPVlMFg1yhmz5hzTAmoHA4HCxcuPOjrKVwcU4CWUn4mpQy2/LoGGHCw/RWlu2zfth2T24ZfetmmryTdOpwB1vbTQSJMMcxxnMcI+wxKRQHL5fvsF6F7n+lyGCPFFHwBd4fXkNIgu+RdhKuAxR+8SUVFKddddx2DBg3CZDL9oAPBtBnTaNLaL1whpaSJBqSUSCmplmU0yjqklKzXllIty5jgPKnNPfsE8wC8hod6o4rd1rVstX7NP+7/B9HR0Qctw/QZ0yiz7KPeqGa/kU2pNY9rfnVNl9e1rzGZTFitNgIy/FPTZgbGEsy3cMK0GVRUVPR0cbpdV45kuRL4+IDfM4UQm4QQy4QQszs7SAhxjRBivRBifWVlZWe7KcpBbd+yA6cIJRMQaAyxdd6tqWkaKZaBzHaeTZp1BHv0zUgpEULgphGf7qGmMb/dcfsrV9J/YAQbNq7jhBNO+MEMBDsc8xfMwxPRfjCYEODDQzVl5ItstrKG9SxlKe/ikU3MibwQh/bdtBef4WZl41sIBGsDn/G7+26krKKU3/3+d4cswx133sEvfncl+6I3M+yUNN545zXmzJnTpfXsiwzDoLG5gdWBox+EdbwIIchgJFq1g4f/3TsGeh2LQ7bxhRBLgI5WOr9NSvleyz63AUHg5ZbnSoF0KWW1EGIS8K4QYpSUst07WEr5FPAUhDKJHV01lB+6kpISIuiHWzZhoGMYxmEF0FI9l0xtBAKBX3oppxATZirrdhEXmdFm3yb/fh6++1GsVmvHJ/sBW7BgAdXeSoIy8L1czKFehW2sRUNjvGsBMaYU3EY9EVpsu79RjncTFiz4CC2CccEFF+B0Og+rDC6XizvvupM777qzK6r0g9HUFEqN6xJRh9gzfEQHE9i4blNPF6PbHTJASykXHux5IcTlwI+ABbJl5I2U0gf4Wn7eIITIBYYCKo+n0uUMw6C0vJSRIoudcg0u0+F90Hw76Cjf2E0xeQQIIBCYTDZS4toPajJr9tZ1b5W2bDYbs2bMonBZPkmyP3bxXVCNMiUSb04lzTYSuxbaHqV1PNI9yz6OGr0Is24hISmBhISE41L+H7LU1FRuufkW3n78I+i+FVi7lIZGcXFxa89XX3Wso7hPBf4AnCmldB+wPVGI0FBAIUQWMATIO5ZrKUpnPvjgAyyGjWpKcMsmZtjPPKzWs6ZpzHGew3zXxWRax6FpZvoljmP22N8Q7erfZl9foImahkImTJjQXdXo9R594hFKnftYwUdky800yBrqZTU2zcEQx+TW4Px9TcFaNjR9QoV/Pw4tgtmR55PhGMNJJ3WcDU7pepdedinlcj8e2dzTRTksiVp/cnJz+vxqhcd6E+0RIBL4/HvTqeYAW4UQW4A3gV9KKY9+bLyiHMTy5cuJaE5gv7GHLPNYNO3IRmc2G7Xk6psZ1G8uI9LPwGyytXk+qPvYsu9Fbrjhuj6/QtWxGDZsGI8/+RgAteZKNouVCLOZEY4ZnR5TG6xgTdNipB5kk/tzgoafPGMjvrgq7rz7juNV9B+8sWPHcvHFF1Fqzj30zmEgSBBd6p3Oi+8rjmmcuZSyfQLe0Pa3gLeO5dyKcrgcDgeYDPRgsNNWWmcMw2CN50MAYiIGdrhPQcXXnHzKfP56373HXNa+7uKLL+a5Z56nZF0jAy2jD7l/oXcnAkGTrCfSHEd1sARvbDXbdmw95KhtpWstOmMRn7yxpFd0c1cbpZxwwgm4XB2n9e0r1DBUpdf76vOl+HU/OkHiTKlHdGxpMA8zFvqTyfrs/7B291M0eb6bvlFWs52a5t080kPJ8nujJ556jGK5i2b90PfrRzvnEGdNJd46gFG22eSynpf+918VnHvArFmzqAlU4pYHX0+9M7rUqTUqqNALKdP3E2ydgdv1vNLN8JHDuu384UIFaKXXS0tPo0nWYTc5MWtHNsK6LJhPqjaQEWISJ8qzcDZbWLvracprd1JQsYzShuV8tfQLEhMPvnyl8p0hQ4Zw9S+uolTuPeS+mqYxwXkS/S1D2SG/4unnnlRTo3pIXFwcP7vicsqM/MPaPyB9FBu55AS3stu+lpUspjmrlPiZNqImC74xfcxO+yrK9AKk7DwL3JGSUtLgrODkU0/usnOGq/BPpaIohyCRxIokCoK78BrN2LXD7/bySTdRRhSIULai0Uxlj7GFLbmvExeXQHb2LjWS+Chk79qDP+A75CeMz3BTbGRToeXxzjtv94r0i33Z4WTXklKy17qB8kAhJ86bx5RppzBy5EhOPvnkNveECwoK2LBhA2effTZppiGMME9BSskeNpAsM4jRjvx9JaUk2/oNyQMTOeOMM474+N5GBWilV9N1nc8+/YwR2glUU0KBfxfD7JMP+3g/HpxEtpmuoRFK1/n444+q4HyU5pw4m88/W8II+wwkBg16DdXsJ2jxYAgDzTBR6SlGlwHOOedc/nb/ewwYoBIR9qSNGzfy0L8eYpJlfus2KQ0KxR581mYMTccUsODXvEQPcFG8qvigg7QGDhzIwIED2bJlC/PmzqeiqYhqazGF7lysJudRBehyoxBnqpVvNqzttrS64TR1SwVopVf7doqVFTseo5koa9wRHW8129gd3ECBbTfxWiLSL6g2lfHoPx/lvPPO66ZS930XXXQRf/rTn/gm+B6G1ElMSuAnZ/+YKVOnYLPZqKmpwel08uMf/xibzXboEyrdLj4+noy0TIpr9+DxNhPET4HYycTxk7jmVzfgcrkoKysjPj6ehQsXHvYI6rFjx3LjTTdyz133kBAVD27Yq28mwzTiiAKhlJIS+x7+9+hL3ZYsaOXKlcyaNYtnnnmGSy65pMdfm+LbVX3CweTJk+X69SqXiXL4Zk6fRcN6HRMW9rCROc5zj+h4n+Fhh1zO5ddexMiRIykrK+PHP/4xI0aM6KYS/7B8/PHHJCQkMGXKlJ4uinIYdF3n6aee5qsvliI0wR9v/QPjxo075halruu88847vPnmW7z22qsADLWNI12OQBOHNxSqVM/Hk1bJntzsbmvher3e0KwQ4KorruaZ5w6+DnlXEUJskFK26/pTAVrptfLz8xk9YgxTgqewwfgCq8nBZPuRr+9aYuRQbNlJWUUZFovl0AcoinLUAoEAH3zwAfffdz91WwMMFMMP67gd9pU8/t+Hu/3ec05ODkOGDAHg7J+ezcv/e7nbW9KdBWg1ilvptUYMH0GKSMePF49sZqL16DJPmXQLNpv9B7tUpKIcTxaLhZ/85Cfcd/99VFuL0L83HUuXQYwDRn03GfVUGSUU1xcwderUbi/f4MGDWbx4MQBvvf0WjzzyCOvWrePRRx/F7e54pbvuou5BK71WbHQcyTWZ2HCgSx0fbhxEHPSYoAxgwoxfevHKZqpkEWVaLkve+1ytTqUox9HcuXM58eS5fPbJp8SbUrB5IjFhYkdwLbEiiTGWE8i1bsFnaSYrcxD3/uSvJCcnH5eyLViwAJNmYrwxiwfu+hf36H+l3l3LiSeeyKhRo45LGUAFaKUXmzBhAvlLKgngxyzMSA5+u6bZqGdF8zsIIYhwRpKUlMRpp5/KNb98kTFjwnexekXpi0wmE6+/+Rp79uxh5cqVfPLhp+zevZuHf/Uwb7z6JitWv8/vf/sH7r7nruN660lKydRJU0m0pxLrScTSaKUwIpvo/lGMHDnyuJUDVIBWeimfz8fKVSsZLqax01hLpmUsTi3yEEcJ4mMTKK8sU93ZihIGhBAMGzaMYcOGceWVV7Zuv/7662lsbCQy8lDv6a5lGAZlZWVERUWRF9xHg6ylzLSfUTOG8/TTTx/36VeqT0/plXbu3IlV2Ikghiajnv6WDtPC4zYa2Cq+ZK++gTxjE0E9oIKzooSxqZOnERMdy8033cKs6bMZO2osJSUl3X5dKSUzps2kf//+pPRLISk5if3spc5RwVNPPUV6enq3l+H7VIBWeqUtW7bg9/px04hEEggtP95Ok16HR2vEnqFz3Z+vZvuO7ce5pIqiHImB6emYPXaW/ucb3BtMlO4vJy+v+1crvveee8nZmcsw6zjeefcdamqrKWM//335RQYO7Hghne6mArTSKy1ftoJ6fw2rgx8BYKPj9J6x5mTq6+rYuXMnqampKluVooS5B/71AB5TI2mmoQQJUNVUweDBHfeQdZV33nmH+//2D0a4p2AOWElOSGHnrp00Nzdz5plnduu1D0YFaKVXqq+vAyDCFgVAlV7Y4X7VwVIS45N4/fXXueiii45X8RRFOUppaWn86Ec/YpP5C7YFV3HeueeTkpLS5deRUrJu3ToWnfojrrzkKkZ4J1PGfnbIdSz56nMGDBiA03lky9d2NTVITOmVtm/fgdlkJpk0mtjBHv8GUiyZbfYJygD1pnJu/cufOPfcI8swpihKz3nxpRdYvnw5WVlZZGVldfn5m5qauPSiS1n25dckegcwQT+Rva5NxGVEc/6o8xk6dGiXX/NoqACt9DpNTU3s25fHVHEKVt1OtVZOkLbJDoqM3eQENhMbE8uPfvSjHiqpoihHw2azsXDhwm45dzAYZN6ceVTuqme8dy4mYaKearzWZr7ZsLvH828fSAVopVcJBAJcfMElJNsG4PKHurd1gvQ3D/luH+ljt3c9mzZtVPObFUVpIzs7m/Wb1jPQNYhKigkQoMSRy2P/fjSsgjOoe9BKL1NTU8P2Hdspcu+j0iihWTbQbDQywPJdgDZhYaBjGPNPXMgvfv7LHiytoijhZtSoUaxatYo/P/RHEudEMPiU/ixd8RWXXHJJTxetnWNaLEMIcSfwc6CyZdOtUsqPWp77E3AVoAO/llJ+eqjzqcUylEORUjJu9DjcuQYZ+mj2sJEmo56prtO/t59Btm8DIsXNvv3dP0VDURTlaHXnYhkPSinHtzy+Dc4jgQuAUcCpwGNCCJUdQjlm2dnZ7M8vJFMfg5tGqvQSYs1t8/NKKdmlrSRqiImXX32ph0qq9HXLly9HCMElF13Kpk2bero4Sh/UXV3cZwGvSil9Usp9QA7Q/cuQKH2exWLBpJkQQrCXzViFk0GWCa3P6zLIvsB2tCidDZvXM2PGjB4srdKXLV26FICXX3mJlStW9mxhlD6pKwL09UKIrUKI54QQsS3b+gMHTkwtatnWjhDiGiHEeiHE+srKyo52UZRWycnJeIIemmUDDuGiWdaT59/a+ny2toa06dF88PH7B02wr+s6hmGQn59POK2JrvQe1113HV9++SXr16/nuuuv6+niKH3QIQO0EGKJEGJ7B4+zgMeBQcB4oBT457eHdXCqDj8FpZRPSSknSyknJyYmHl0tlB+MiIgIpk+dTp2sYrAch4soSvU8KoNFNASrCeLjml9dw+jRozs9x7PPPIvZbMZkMpGZmcmJc+YdxxoofUVcXBzz5s1j0qRJx30RBeWH4ZDTrKSUhzUZTQjxNPBBy69FQNoBTw8Auj/bufKDMHrMKLauew3NrzHONIstcgUbPUtCT3rgggsu4OSTTyY2NrbD4595+tnWn/unDOCnZ//keBRbURTliBzrKO5UKWVpy8+/BaZJKS8QQowC/kfovnM/4AtgiJRSP9j51Chu5XDU19cTExMDQKKlH/2NwewW6wDQghY8NLF+wzomTpzY4fFSSoLB4HFdY1ZRFKUz3TWK+x9CiG1CiK3APOC3AFLKHcDrwE7gE+C6QwVnRTlc0dHRlJSUEBcbR2WghG36KgLBACONExhkGo2GxpxZc7n2l9fy/vvvU1NT0+Z4IYQKzoqihL1jakF3NdWCVo6Eruu8+OKL3Hn7XdRXNxBrSiLQHKRY5rbZ74Ybfs2///2vHiqloijKwXXWglYBWun1DMPgm2++YePGjbz84v/Iz8/nhBknMH/hPCwWCxdffHGPr0qjKIrSGRWgFUVRFCUMdWcmMUVRFEVRupgK0IqiKIoShlSAVhRFUZQwpAK0oiiKooQhFaAVRVEUJQypAK0oiqIoYeiQubgVpa/y+Xy89dZb1NTUcOmllxIdHd3TRVIURWmlArTyg1JVVcV9993Hgw8+2GZ7fHw8F154YQ+VSlEUpT0VoJU+r7a2lj/f+hcee+LRNttHjxzN/PnzueiSi5g2bVoPlU5R+r6amhpcLhc2m62ni9KrqACt9Flut5tnnnmGf/7jn1BpIcWUxog5g/nkk0+wWq09XTylBzQ2NrJy5Uq2bNlC7t5cdN2gf1o/Jk6cyKJFi8JiEZWamhpiYmLQtCMfIhQMBnnkkUd46P/+xbjx47jx5t8wb17H653rus7q1aupqqpi8+bNjBs3jrPOOuuortsZXdeprKzkhOkzyC/YR2NjIxEREV12/r5OpfpU+qRXXnmF39xwI3avC3OzHW9EI6VNRcTGxlFTU93TxVOOo9LSUqqrq3nu2ed4/LEniLcnYfM4MAdsCAQB4aPGVs7M+Sfw8CMPk5mZeVzKFQwG0TQNKSUlJSU0NTVRWVnJ3LlzOf2U0/m/B/+PAQMGUFNTg8ViweVyUVdXh81mIzk5GSEEhmFQXFyM0+lk8eLF/PH3f8LssZLanEUzDZS79jNoaBbX3vArXC4Xfr+foqIidm3fxUcff4wWMGEXTkzNVtyOeiISXIwePZqswVmcedYZjBkzhtjYWOrr63nllVd46rGnqaurIz09jeSUZAryC/H5vCQlJdF/QD/ycvexZ+8e6hrq0PUgUkocVidRphhMuoWsyWlccfUVBINBfD4fXq+X5ubm1iVgTSYTLpeLlJQUzjzzTKKioo7L36KnqVzcyg/G2rVrmTNrDmODM6izV9IYUc0/H/o/Fi5cSFJSEkKIni6i0k10XWfdunV89OFHNDU1s2XjZtZ+sxanxYXTiGRA81AcwtXuOL/0UmTNpUzsx+l0Mn78eH553S8YPnw4O3fu5N8PPExMTDQTpkwgMzOTfv36ERERwaBBg0hJSTns8nk8HpYtW8a9d/2V9RvWETR0kBKXPQKryYqGicTmdDzWBurMVTR5G3BYnRjSwB/0Y7fYCegBLFYzjc2NGIZBlDMaf9BHjDWOAU3DiBHxrdczpEE5RTRH1IKQIAWa14wlaCOWRCLEdwMjpZTUUokPL15zEx5XA7Wearx+LxazhWTbABKa+2HDgYdmAvix4cCECT8+fHiw48RFJFbsCDQEAk1orWUpErn4XW6E1BCGAB1kQMABYUhYJOWyCN0cZPv27WRlZfX596wK0Eqf5na7cbvdJCQksHPnTiaMm8gc/Qy+sS3hZ9dczs0330R6enpPF1M5Ao2NjTz4wIOYLWYuvfRS0tLS2u1TVlbGBx98wLq169i6eRvbd27DaYogwhuLCJiwYSeZAZjE4d3NM6SBDw81VNAUVY1HNuMQLqIaEgHwiCakSydo8qMTxKd52bp9C/369TvoeXfs2MENv/o1q9euItYeT2xDKkn0R0ODA4LY4ZBS4sODFfsRHXe0pJTHPUD6pJdCRzY1ohI0yYRxExg1ZiRDhg0hIyODzMxMDMPgyy+/ZM6cOUyePLlXB3EVoJU+6//94//485//jNlk4omnnuAvt92OrTyS9MAwPLKZYkcOlbKU+fPn8dqbr+FwOHq6yH3at92Vuq5jtVqP6J6mz+dj79695OTkcNsf/0xDgRtT0EyFqYisjEFoJo3rf3MdgwcP5vpf3UB+/j6SLP2xNbtwEkEkMdjE8fn7SinZoX3D+df/lIf+9VDr9kAgwP79+2lqaqKkpIQ9e/Zw1+13k9SYTqrMwHyYXxaUEK9000AtHprRbX6CNj8empHSwOmPptFcS3RsJPMWzCc9I41+/fpx6qmn9qov5CpAK33WwP4ZJJcMAmCHfQ2aNDHVd1Kb1oUudfY4NnH6xSfxxJNPdOlAmL7K7XazZcsWdu/ezRuvvsmKlSsY0G8ALpeTJ599ksTERP70h1v5/LPP0XWdcePGkpuTS0l5CYZhIIRAAjFRMcRGx3LT73/LlClTKCwsxOv1YhgGhmFQWVlJzp4cNm/awsZNG4i0R+MQLlwNsfQnEyEEAemnmQaCBKiJKCVoChDdnES/YEaPtJzqZBVbTCuxWCws/mAxCxYsAKCoqIiZ02fSUNeE1WTFJuyYfTZivEnEi+TjXs4fAiklDdRQTy1B4cOwB6mkhEkTJ3PF1T9j7ty5rfeyXS4XUkpsNltYfQaoAK30GYZh8N577/HFki/we/28/L//Mdk7H6uwUSLzKXTsIdHoR5Z/dJvj/NLHbud6rrj+cv5+/996qPTdz+/38+6771JcXMyIESOYPn06559zASXFJVxw8flMnTaV0tJSCgoKKCspIzI6kkWLFrF582Y2fLOBPdl72V+4n8rqSuIc8dgNF/amCOJIwo8fN43k23YhBCQb6ST70zFhooJiookjgujWLmVDGvjx4qGZsoh8gpofO06E1ECCQEBAw+yz4iSCWJJ6RQuzSpaymZUkJSZTXlEGwKOPPsqf//RnktwDSTeG9HAJf9h80kMd1dRFlNMg6wgE/UgkgaAfEBiGTmREFOkD0pk9dxbTZ0xn0aJFxMXF9Uh5VYBWulRxcTEDBgwAIDE+CZvNxoABodaV2Wzm1ddfJSYmpluuff/99/PHP/6ReJFCo6xFw8Rk5uGmgXpqaIirRCLJqBlFjEhoc2ydrKI2o4i9eXt69T2rjkgp2bp1K9dc9Qv27y7CGYiiwVJNVXMFybb+pPgGUhtRhmHSseg2hNuEybDg17w0OKqJNuKxeZw4iMCBEzsuTMLU6bWAPvd/eLjqZTXr+IqLL76YefPm8dknn7Hkoy8Z6p7QZuCVEp4MaRDAh5sm6qmh1l5OtbeCnoqHnQXoY/qqKoR4DRjW8msMUCelHC+EyAB2Adktz62RUv7yWK6lHFpeXh5Op7PNqNK6ujqcTmeXzvudNnU6mzdvIiE6kfr6emqra5EYFJUUtu7zyiuv8POf/5z9+/dTWFiI3+9n9OjRuN1urrjsCrxeL1f+/Eri4+Nxu92cccYZ7b697t+/n8rKSiZOnIhhGJhMoWBxzjnnsHrFGupq61izfjVen5tNzmUkxicSGR1JknMwW7dsxUb7e5FRxJFXuY1PP/2UU089tcv+T3pKfn4+ixcvZtXyVaxYsZLGhkZSvBmMMqaHgmcAJBJ8oWCa2Py9wUyC0Aha9wG/H4YfamD+ViSxjGAiq99ez6p312Fy2xgrZ2IWPT+PWjk0TWjYcGDDgVXaKRf7+eu99/V0sdrpsha0EOKfQL2U8u6WAP2BlHL0IQ5rQ7WgOyalRNd1zObQ96lgMNj687fPL1++nLlz57Zus9vtbNu2jSFD2ne1vfHGG7hcLrKysigqKuLD9z8E4PY7bz+sVu/tt9/O3//6d9KMIdhx4sCFh2aaHLVUU0ZifBJuTzO19bU4bRFEmCNBQp2/BrNmJjHYH5vfidvZgDTrGIZBmbcIi8VChCuS1JRUBg8ZzCeffoIZM+5AM4FAgOTEZM6/4HziE+PZuW0Xq1aupLyygihHNHbhwKRb0LwmHMFI4knBKtpnLTKkwS7Tei696QLu/8f9R/qnCCtffPEFCxcuJNnan1h/cmv38g89eCrKofiljwqtCK+rkepgBf965CGuuPKKHitPt3Zxi9Anwn5gvpRyrwrQh+fA6QsVFRVUVVURCASoqalh3759bFy/kdUr17B7z248PjcRzkj8AT/+gI/YqFiczlDigdr6GgwpiXC4sFltBIM6fr+f+Ph4/H4/zc1u/H4fhjQwaRrxzmQE0Kw3YtecONyRBDQfRryf5KRkmt3N/PinZ5E1KIthw4YxZswYvF4vxcXFlJWVIaXk/r/fz949OTQ3NZGg92NwYCxCCLzSQxA/GqbQHMlOuki/z5A6OjoB/Hhx46aROJJx4EIniAkzzTRQaS7GMCQ2w04UcUQSc8iAJKWknEJqokppDNQxafIkXn/rdRITE4/1T9hjqqqquO2223jqqafIEiPJYmRPF0lRwl6jrCPXtQ2P0cTMGbO48udXMHbsWEaMGNGj5eruAD0HeODbC7QE6B3AHqAB+LOUcnknx14DXAOQnp4+qaCg4JjLE850XeeUhaeyZu1qIiIiyUjPIL9gHw2NjbisEWhCwyKsWIJ2zM02IokhkhgsWAngQ8OECTM+POjoaGhYacmIhJ8AAYyW7RDq3pQtWQBMmHES0WFA+zZJgYGOCTO1WiXSHsRjbqbOW43ZZMFlicCGAykMggRoDjTR4K4HYB4/Puy5pt3JkAZemmmiAQ/NBB1e6k01xCXG8NDDDzFixAgyMzN7VSuzvr6eXbt2sWnTJpYvW8GqlasoKy8jxTKAaHciCaQel/mwitJb6TJIrmsbDVo1f//H37nmF9eE1WfAUQdoIcQSoKNUObdJKd9r2edxIEdK+c+W321AhJSyWggxCXgXGCWlbDjYtXpbC1rXdXw+H06n85D7NjY28uWXX7JmzRr+/ve/M5YTsGEnSAAHLhydBM5wp0u9Tbag7lQjywkSRCLRCWJgtH4RMTBoiKii0ltKXEwcI4aPZOToEYwYNYLZs2czZsyYsJpWcaANGzawfPlycvbmkJ9bQFFhEY1Njfh8XmrrQykTYx3xOIIR2Nwuolq6slVQVpTDk2/exfCTsng9TPMgHPUgMSnlwkOc2Az8FJh0wDE+wNfy8wYhRC4wFOg90fcwPPHEE1x//fVMn3wCFouFuro6qquriY6J5pLLL6axoZHsXXvYtnUr+4sLSXKkYGl0MpRxxJKIRfT+BRsOtwu7K2ykbSfMKSedQnRUDIauY7PbWHjKQs4991xcrvapHLvStzmUjybge71e9u3bx5YtW/ji8y/44vMvqamuJU5PwuyztQxciSaRBDRMDMaGGQsi2PLlrfd9h1OUHhew+IiIjMBut/d0UY7IMXdxCyFOBf4kpZx7wLZEoEZKqQshsoDlwBgpZc3BzhWuLei6ujruuP0ONE2jX/9+zJw5k+nTp7Np0yZmTJ9JZDCWeJKJIhYrNppppMFcgwhqLblpo4gkGu04BrO+plqWUWUroVIvwxt0t24/XtMitmzZwhWXXUFxcTE1dTUIoTEgdQA/OfvH3HjTjR2mofxWZWUlv7j6F6xd8w0V1RVEO2OIIApro5MYEokkRrWGFaUb+aWPHc61jJsyhqHDhjJpykSuuuqqsOm17LZ70EKI5wlNo3rigG1nA3cDQUAH7pBSvn+oc4VrgP7mm2+YNm0aZizEmRJxm5sISB9bt20lPz+fJx57kqVLl+IwXNh0JyKogV/DghUTJjRM2HEQSUxY3KftjZZpixk7fgy33norPp8Pm83GvHnziI2N7dbr6rrOPXffwz//3wP082YRL0MD1ySSJhqoMBdhTZfs3ru70xb1008/zc3X/o604JDWQW9+fBjoGBjEkaTmzipKF5NSUib247E0ggZek5uS5v2tz+fk5DBo0KAeLOF3VKKSY7Rnzx7uvP0uPvvsMzweN26vm5deeomLL74YCOUQ/vDDD6murqahoYHKykrKS8ppbm7G3exh37595O7LIcoeQ4K7H/2N8Hhh9BbFIo8KeyGDRw3i2ut/xcCBA4mPjyctLY3o6I6DW3V1Ne+//z5JSUlYrVYiIiLQNI2/3v1XPl/yObfedht//stt7Y5buXIlX3/9Ndk7s/n888+RTSYGNY/FfkCOZ0MaeGiikTq2881B3+zZ2dlccuGleN0eEIK4uDgSkxKJjIxg3YZ15GTnMkaf3i6piqIoRy/fsgtrJlz9i6uwWq3ExcUxePBgBgwYQEJCQlis/f0tFaC70eeff85HH33ElClTcLlcoeQdtbVERkYydepU6urq2L59O59/uoS3332LGGsckwPze7rYvY4ug5SxH09EA0GTH5/hpcHbgMPhYOTwkZy4cC4TJ05k1KhRJCcn8/bbb3P11Vd3eC6niODkM07inffebvfct91eFmzEEE808RimINKuEzD7ceuNNHgaSE5MZszoMcyZP5ubbroJm81GY2Nja55pn89HSUkJRUVFFBYWkpe7j7Li0NrE1dU1VNdUU1tXg9vrJsWUxmhjWrf+/ynKD0WueTv7ArvZtm0bo0cf0WzfHqECdDe69tprefzxx9tsSzL3w2lz0ShqsZns2AJObG4XMSTgIips7n30dt8uvddIHU2mOoIuH41GPR5/M96AF4fNQYQzkqioKJJTkxmYmU5MTAzR0dHcfPPNxMfHtztnXl4eb775Jrt27aKivIKKiko8zR7MZjM2qw1XRGhB+cTkRFL7pTBw4EC2btnKC/95kaqaKqxmKwKBSTPhtLiwSjsmrwWT34IFGxasLQ8b1m8HganXg6J0mRJZQJWziKDFz91/vYvzzjsvrPMeqAB9HJSVlfHGG2/w1JNPUbqvnAmeuYc+SOk2UkoC+PHhwYcHN00EHF681mZq3FX079efe+67m3HjxrF06VLWrV3HxvWb2Ju3B4tmJdIajVW3Y2q2YJeu1gXoJQZBggQJYJiDGI4A6IIUd4b68qUoYaROVlPp2k9FsIT+qQOYPXcWs+fOZtKkSQwaNKjbZ3wcLhWgOxAMBqmvr299pKSkkJqaeszntFgsJNKPAWRhx4VLRHZRiZWuEkrMUsF+VzZBAsQaiVg9TiKIJoLoPjEFTlGUEEMaNFJHPdX4I9w0iwbqPDVEOCO5/tfXsehHi0hISCAhIaHTMS3d6QcZoJcsWcIvf/4rLGYLw4YPY9OmTTQ0NrBwwQJqa+tYsXI5Js2EzeLAqllp9DUQHxfHzFmzOGHWdFJSUkhOTiY1NZWBAwdis7XP7fx9gUCAX9/wG0qKSigvKycndy9m3YZDONECJqRPIIxQS0wgAIEdBymi9ywu3pf80FdlUpQfKiklbpoodu3Fb/bh0724fU0MHTyMpKQkysvKqKyqxG53kJWVxYhRwxkxagQLFy5k+PDhXVqWH2SAdjpcZHhH4CIKN424iMKKjWrKMWEigdQ2LSUpJU3UU081PpsHaQsSEH48upsGTz1xMXEkJyUTExNNbFwccfGxOBwOigtLKCkpoaq6CqvFitPpJCIigsioSKKio6iqqSQyMpLm5ma2bNlCRUVFm3I6zE5m6qd3Wb0VRVGUI2dIgxoqMNCxYseKDQMdN014aMJra6bQl9fl+Re6ZbnJcBfhjCDem4xdOInhu8FAA8jqcH8hRGvua/yEHi0MaeCtduOv9tJIgFpKyWZ/6x/ShoMUBmNgoBOkiSD1VBOgDL/Jg+EMIoVBhC+OKJJalzqzYccedKkMUYqiKD1MExoJHWS2jiDU7R3w+alxlB+38vTpAN2VNKHhJAInEUd+sAE0HfC7CsaKoijKIaj8goqiKIoShlSAVhRFUZQw1Oe7uKspwyIPPfpaURRFUQ5GJ3hcr9enA/RFF1/Ejm07eroYiqIoSh8xc/DFx+1afTpAP/TvB3u6CIqiKIpyVNQ9aEVRFEUJQypAK4qiKEoYUgFaURRFUcKQCtCKoiiKEoZUgFYURVGUMKQCtKIoiqKEIRWgFUVRFCUMqQCtKIqiKGEorNaDFkJUAgU9XY5ukABU9XQhullfr2Nfrx/0/Tqq+vV+fbWOA6WUid/fGFYBuq8SQqzvaDHuvqSv17Gv1w/6fh1V/Xq/H0IdD6S6uBVFURQlDKkArSiKoihhSAXo4+Opni7AcdDX69jX6wd9v46qfr3fD6GOrdQ9aEVRFEUJQ6oFrSiKoihhSAVoRVEURQlDKkB3MSHEuUKIHUIIQwgx+YDtGUIIjxBic8vjiQOemySE2CaEyBFC/FsIIXqm9IfWWf1anvtTSx2yhRCnHLC919Tv+4QQdwohig/4u51+wHMd1re3EUKc2lKHHCHEH3u6PF1BCJHf8prbLIRY37ItTgjxuRBib8u/sT1dziMhhHhOCFEhhNh+wLZO69TbXp+d1K/Pv/8OSkqpHl34AEYAw4ClwOQDtmcA2zs55hvgBEAAHwOn9XQ9jqJ+I4EtgA3IBHIBU2+rXwf1vRO4pYPtnda3Nz0AU0vZswBrS51G9nS5uqBe+UDC97b9A/hjy89/BO7v6XIeYZ3mABMP/BzprE698fXZSf369PvvUA/Vgu5iUspdUsrsw91fCJEKREkpV8vQK+9F4MfdVb5jdZD6nQW8KqX0SSn3ATnA1N5WvyPQYX17uExHYyqQI6XMk1L6gVcJ1a0vOgt4oeXnF+hlr0Mp5ddAzfc2d1anXvf67KR+nel19TsaKkAfX5lCiE1CiGVCiNkt2/oDRQfsU9SyrbfpDxQe8Pu39egL9bteCLG1pQvu2y7Ezurb2/SVenyfBD4TQmwQQlzTsi1ZSlkK0PJvUo+Vrut0Vqe+9Hfty++/gzL3dAF6IyHEEiClg6duk1K+18lhpUC6lLJaCDEJeFcIMYpQt+/39ejct6OsX2f1CLv6fd/B6gs8DtxDqMz3AP8ErqQX1Osw9ZV6fN9MKWWJECIJ+FwIsbunC3Sc9ZW/a19//x2UCtBHQUq58CiO8QG+lp83CCFygaGEvvkNOGDXAUBJV5TzaB1N/QjVI+2A37+tR9jV7/sOt75CiKeBD1p+7ay+vU1fqUcbUsqSln8rhBDvEOr+LBdCpEopS1tuvVT0aCG7Rmd16hN/Vyll+bc/99H330GpLu7jRAiRKIQwtfycBQwB8lq6pRqFENNbRjdfBnTWSg1ni4ELhBA2IUQmofp909vr1/Kh962fAN+OMO2wvse7fF1gHTBECJEphLACFxCqW68lhHAJISK//Rk4mdDfbTFwectul9OLXocH0Vmd+sTr8wfw/ju4nh6l1tcehF5ERYRay+XApy3bzwZ2EBp5uBE444BjJhN64eUCj9CS4S0cH53Vr+W521rqkM0BI7V7U/06qO9/gW3AVkIfCqmHqm9vewCnA3ta6nJbT5enC+qT1fI+29LynrutZXs88AWwt+XfuJ4u6xHW6xVCt8oCLe/Bqw5Wp972+uykfn3+/Xewh0r1qSiKoihhSHVxK4qiKEoYUgFaURRFUcKQCtCKoiiKEoZUgFYURVGUMKQCtKIoiqKEIRWgFUVRFCUMqQCtKIqiKGFIBWhFURRFCUMqQCuKoihKGFIBWlEURVHCkArQiqIoihKGVIBWFEVRlDCkArSiKIqihCEVoBVFURQlDKkArSiKoihhSAVoRVEURQlDKkAriqIoShhSAVpRFEVRwpAK0IqiKIoShlSAVhRFUZQwpAK0oiiKooQhFaAVRVEUJQypAK0oiqIoYUgFaEVRFEUJQypAK4qiKEoYUgFaURRFUcKQCtCKoiiKEoZUgFYURVGUMKQCtKIoiqKEIRWgFUVRFCUMqQCtKIqiKGFIBWhFURRFCUMqQCuKoihKGFIBWlEURVHCkArQiqIoihKGVIBWFEVRlDCkArSiKIqihCEVoBVFURQlDKkArSiKoihhSAVoRVEURQlDKkAriqIoShhSAVpRFEVRwpAK0IqiKIoShlSAVhRFUZQwpAK0oiiKooQhFaAVRVEUJQypAK0oiqIoYUgFaEVRFEUJQypAK4qiKEoYUgFaURRFUcKQCtCKoiiKEoZUgFYURVGUMKQCtKIoiqKEIRWgFUVRFCUMqQCtKIqiKGFIBWhFURRFCUMqQCuKoihKGFIBWlEURVHCkArQiqIoihKGVIBWFEVRlDCkArSiKIqihCEVoBVFURQlDKkArSiKoihhSAVoRVEURQlDKkAriqIoShhSAVpRFEVRwpAK0IqiKIoShlSAVhRFUZQwpAK0oiiKooQhFaAVRVEUJQypAK0oiqIoYUgFaEVRFEUJQypAK4qiKEoYUgFaURRFUcKQCtCKoiiKEoZUgFYURVGUMKQCtKIoiqKEIRWgFUVRFCUMqQCtKIqiKGFIBWhFURRFCUMqQCuKoihKGFIBWlEURVHCkArQiqIoihKGVIBWFEVRlDCkArSiKIqihCEVoBVFURQlDKkArSiKoihhSAVoRVEURQlDKkAriqIoShhSAVpRFEVRwpAK0IqiKIoShlSAVhRFUZQwpAK0oiiKooQhFaAVRVEUJQypAK0oiqIoYUgFaEVRFEUJQypAK4qiKEoYUgFaURRFUcKQCtCKoiiKEoZUgFYURVGUMKQCtKIoiqKEIRWgFUVRFCUMqQCtKIqiKGFIBWhFURRFCUMqQCuKoihKGFIBWlEURVHCkArQiqIoihKGVIBWFEVRlDCkArSi/AAJIT4WQlze0+VQFKVzQkrZ02VQFKUbCSHuBAZLKS/pgWsvBV6SUj5zvK+tKL2dakEriqIoShhSAVpRwowQIk0I8bYQolIIUS2EeEQIoQkh/iyEKBBCVAghXhRCRLfsnyGEkEKIy4UQ+4UQVUKI21qeOxW4FThfCNEkhNjSsn2pEOLqlp9/JoRYIYT4PyFErRBinxDitAPKEy2EeFYIUSqEKBZC3CuEMB3qWCHEX4HZwCMt135EhDzYUod6IcRWIcTo4/n/qyi9hQrQihJGWgLfB0ABkAH0B14FftbymAdkARHAI987fBYwDFgA3C6EGCGl/AS4D3hNShkhpRzXyaWnAdlAAvAP4FkhhGh57gUgCAwGJgAnA1cf6lgp5W3AcuD6lmtf33LsHGAoEAOcD1Qf9n+QovyAqACtKOFlKtAP+J2UsllK6ZVSrgAuBh6QUuZJKZuAPwEXCCHMBxx7l5TSI6XcAmwBOgvGHSmQUj4tpdQJBeRUIFkIkQycBtzYUp4K4EHggkMd28l1AkAkMJzQGJhdUsrSIyinovxgmA+9i6Iox1EaoYAX/N72foRa1d8qIPT+PTAQlh3ws5tQK/twtR4rpXS3NJ4jgDjAApR+16BGAwoP49h2pJRfCiEeAR4F0oUQ7wC3SCkbjqCsivKDoFrQihJeCgkFru9/eS4BBh7wezqhbufywzjnsUzVKAR8QIKUMqblESWlHHWYx7e7tpTy31LKScAoQl3dvzuG8ilKn6UCtKKEl2+AUuDvQgiXEMIuhJgJvAL8VgiRKYSI4Lv7yt9vaXekHMgQQhzx+72l+/kz4J9CiKiWwWqDhBBzD/MU5YTumQMghJgihJgmhLAAzYAX0I+0XIryQ6ACtKKEkZb7uGcQGpC1HygiNJDqOeC/wNfAPkKB7YbDPO0bLf9WCyE2HkWxLgOswE6gFniT0H3mw/Ev4JyWEd7/BqKAp1vOU0BogNj/HUWZFKXPU4lKFEVRFCUMqRa0oiiKooQhFaAVRVEUJQypAK0oiqIoYUgFaEVRFEUJQ2GVqCQhIUFmZGT0dDEURVEU5bjZsGFDlZQy8fvbwypAZ2RksH79+p4uhqIoiqIcN0KIgo62qy5uRVEURQlDKkAriqIoShhSAVpRFEVRwpAK0IqiKIoShlSAVhRFUZQwpAK0oiiKooQhFaAVRVEUJQyF1TxoRTkYKSWGYWAymZBS4vV6aW5uxmq1YrPZsFqtCCGOe7kaGxsJBoOYzWZMJhM+n4+vvvqKnJwcfD4fHo8Hj9sLgMVqwWKxYLGYsVgsmM3mNo+4uDgyMzPJyMggOTm5R+qjKEp4UAFa6VGNjY2sWLGCffv2ER0dzYgRI/j3vx5h44ZNVFRW0NTUiNfnwTB0pJRomobLGYnb04xAYLXa0HWdYNCPIQ3MJgsWqxWrxYLVasNmsxMVGUV0dDRZg7MYOXIY1157LdHR0YdVPsMw2LdvH7GxscTFxQFQVFTEgw8+xLq1G9i1aycNjfWYTGYMw0BKAyEEyXFZWIgBKRCY0YQJEEhC+0hpgJDfPTCQ6ASlB7evhrrGSoLBADHRsQhN4PG4WblyJRMnTuy2v4WiKOFFBWjluLn4okvYsyeH+vp6PG43tXW1+P0+kuMzsGoxSPzUuUuIdw4hzjmOobEuzAkOzJoFITS+DXAB3YtZs2HS2r58pZQYMohhBCmv30110z7qm+poqqtm5+5trFqzHICVK1ZTX9dAXV0dTU1NNLubCAT8SBk6h8ViYerUaVRXVbN9x1asFgdenxubzcbA9Ay2bt/Ues2hKfOZOPyEI27pfrr13sPar66+tvXnXbt2UVdXR1VVFZWVlVRWVlJWWoHNZiUhMZ7Y2FhOOOEEJk2adERlURQlPAkpZU+XodXkyZOlSvXZ+0kpWbZsGfPmzQNgYHoWTqeTXbu3AxAb0Z/kqFHER2ThsEYjpYEhDSQGJmHGpB1dV7WUkkZvOVWNuewt+6p1+6SJk6mrbSB33x4ARvVfhM0SicVkx2SyYtasaKIl2AuBbvipbS7EanIS7UzFanYhpcQfbMLtr8Xjr6esfheVDXtIjh7B+IFnH3FZ3b5aGjylmDQrZpMVk2ZFSgNvoAFvoIGA7sZqimBXySctxdJIiE3FZnFhMTnRpBUMK/6Am3pPGQ2ektZz79+/n7S0tCMuU3cIBALU1taSkJDQ2hsRHx/6MtFd3fcrV66kvLwcj8eDw+EgJiaGvXv3ApCVlcXChQt71a0DKSV79uzh888/Z+2a9eTl5VFRUcHo0aM5fdEpnHXWWSQlJfV0MZVjIITYIKWc3G67CtBKV5s27QQ2bdpEtH0Aca6BJEYNwRdopMqzkwZvKfUNNZhMFnQjgK4HOjxHjDONaYMvP+h1pJQEdC8B3U1dcxGlTetxRthISkxkw6Z1AEQ44ugXPZ4oZz/slihslgjMmrXL69xdapoKcFpjsVkiqWzYw6aCN1qfi46Mx+G0MXbMWCZNmcj48eMYO3Ysw4cP7/5y1dSQl5dHXl4egUCARYsWsXv3bpYtW0ZeXh5PPfVU674mk7nl/rwZq8WBz+cmqAdITkoFIbnt1j/xy1/9ssvKdqjg6/V6sdlsXXa97lRVVUViYmgNhaiIZFITp+C0x2GxOGlsLsPt209lzR4WLfoRf/jDLar3pJfqLECrLm6ljbq6OgzD6LCF8/jjT/LRhx8yZsxo0gemM2jQILKyssjKygIgPz8fIQQnTJ/Opo0bsDpgT9mX5FWuYsGoW4iPDO0npcSvuymu2czesqVA6EvimLSzCOo+IuyJRDv7tStbfuUaskuXANA/aTCN7mqCRoDY6FgGDxnCbb96gH79+vHqq6+2BugmTw0x/dKIdYVHi/JIxUUMbP3ZZUv4bntcPKtWrWTo0KHHvTVYXV1NcnIKLmc0cTHp+ANurr76GixmG/ExIxFoxMWkU9dQjM3qxOf3YBgSk0nD6YjBbo/A42mkqDi0PkB5RUWXlk9KSUVFBc8++yzNzc2MGjWKWbNmkZycjNXae76cAcTHx/PVV1+xfft2bv3Tn/EFKxA+DYRGTGQaSfEj6Zc4m5XLvua0rxZx3fXXsmbNOlJSkpk+fQozZsxg5MiRmEymnq6KchRUC1oBQNd1Fi5YyNJlS1u3ff3118yePbv1d7PZjK7r7Y5NSkrm/fcXM23atNZtcXHxPPbYo1xwwQUADEqeiUnY0DQzuuHHY1RQVLGzdf/0xHEMT/lRp8FGNwIU12xp7fJdtmwZJSUloQ8tn5/KyjLs9gginXHYzdEI3YXDEk2EPanDYN8buX21bCx8gaXLvmLy5HZfto+rZ595ll//5kYS44aTGDuBKFc/tO+NCdhf+jV79n0eGqxntTF+wgQSEhK4+OILGTJkCDExMaSlpfWq7uaelJeXx6effsrXy1aQm7ePstJSqqorMJnMOOzOlpkNQSKdaTR7qmhoKgJgwYKFLFnyeQ+XXjkY1cX9A1dSUsK7777LiuWrkBLq6+sJBgN88ulHaJrW4YdkVVUV8fHxrb/n5uZy9913M2HCBNxuN+vWbmDb9u3k5u3htttuQ0rB4489RlNTE0FdR8pQML///vvx+/1UV9fg8XiJiHBRXFzEq6++2uZ680b+FqvZ1WZbnbuYiobdFNdtImNgFlOnTubSyy7m5JNP5pmnn+Hn1/wcALvViSEN/IHQdCYhNEb0O5W0+L4z6rnZV8OW4pf4+JOPmDlzZk8Xh5qaGp588inuvvtuvF4Pg9IXkjlgLh5vHXsL30IIH18vX8rf/vY3nn/++TbHnnDCCaxatapHyt0XnXnGWWzcuJmoqGgMwyAYDNLU3ERFeQkSyeeff86CBQvUl6Ew1W0BWggxDHjtgE1ZwO1ADPBzoLJl+61Syo8Odi4VoLuWYRi8//77/P2+f7B121biIgYS9IcGUgV0N5FRLu686w6SkpKw2WyUlpbidruJiIjgnbffo6y0nIsvuZBbfndzu3MXFhayfft2Kisr+XrZchobm4mLi2P4iCHceOONbfZNT8vE6XASGxfLXXffzsknn9z63Ji0MwnoXqob80iMGoqUBmaTDZslEpvZxco9T7buu2vXrg7vrz777LNcffXV7bYPSp5DevzkA6Y1gSYsoUFhWu/p8mv0lLNq79NttpWXl4fNwKDs7GzGjBmDlBATnYTP5+YXv7yae++9B5vNRl1dHV9//TWlpaVER0czbtw4hgwZgtkcvnfY3G43u3fvpqamhoaGBhoaGigo2M/SpcvZk51NaVkRUkoWL36fM8740XErl2EYeDwedF0nKiqKyspKVq5cSVFREbquc+eddxPpGoDNnEKEM5nNu/7bemxmZhb9+6URCAbRNA2TpjFmzChmzZ7JnDlzGDBgwHGrRyAQoLm5GZPJhNlsxm63/6C/PByXFrQQwgQUA9OAK4AmKeX/He7xKkB3rXfeeYef/vSnALgckQSCfoYPH8nUqZNZt24d+fsKiY/IQgo/3kADdY0VpKWlk5bejy+++ILEqEH4ZT2+QDOGYXD1VT/n0cceBuC6627gscceASAj8QQibPFUNOzBHh3gd7+/iXffWUxpaRmNjQ0UFhUwsv/pVDbsobIxhxHDRxEdHYVhSHw+P81NzeiGgTQMJBK/L0Ag4CcYDDJs2DBOO/1kZs2exbx589C0jpPf7dmzhxdeeJE3Xn+LnNxsNM2E1WJtHZxkMpmR0sDn8+H3e4mNTiHCmkKkJY2UmJHH5w9ylHyBJrYVvUuzr4KTTzmF9xa/3dNF6lAgEGDHjh2YzWZGjhzZ6d8q3ASDQbZu3cry5ctZsWI1G9ZvoLi4kMjIeJrdDXi9TR0eFx0dw+LF7zFnzpwuL1NlZSVLly5l/foN1NbUUVdfz5dffEFNbRVmc2iWg9Ppwuv1kBificUUmtcf5cogIXZEu/PpRoDCktW4nEmttyKkodPkqSRgVFBQuIm//vVv3HrrH7u8LgcqKytj3okLyM3LCX1JlhLd0DGZzKSnZzB0yBDGjB3FpZdeQnFxMVJKkpKSSElJISkpqde8po7U8QrQJwN3SClnCiHuRAXoHiGlxO/309TUREVFBQUFBQwePJiBAwdisVi4++67ueOOO4iOjEfTNOoaqkMtzBZmk42g7gNgQPJwahtKcXsbuPiiS/nvSy8AsGLFCt54/U0eefRhbFYXSbHpNHqqOevHp/Of558LnUezETR83HLL73jh2deJsWUhEDT7aghKN5pmwsCPlBJh2DAJMxKJxeTAkEFKardiSB3DMI7o27WU8qD7+/3+1g/km266icyUyfSLmkyEPaHTY3qax1/P17tDX47C6bZUb7dp0yYmTvz/7J13eFTF14Dfu5tt6b03SiCh9ya9ozTpgoAdLCg2FEFRLIgFERQQRUU6CAIK0nvvnRBCeu/ZbG/3+yMaf/mogYSQsO/z8JDcO3fmzGZ3z8yZU5rh4x2MsyoYqcQNk6kIG0XkFsTh4+NHZGQkTZs0ol79KCIiIqhduzbe3t7lvuPbuXMnE16ZSGJiPDZRxNe7Fg6CDw4OKhykcpxUPrg6ByMIQnFInrEQpcLtnxwBZUOnzyVfnYDBlInWkEZuXgrLl69g2LCh5Tqn/8+8efN49dXXCPZvilLuh9lSgCiYsFiMFGly0OhysVpNLFz4A88///wN+6iO7//7paB/Bk6JovjdPwr6KUANnADeFEUx/wbPvAC8ABAaGto8MTGx3OR5WOnSuQt79u5BJpPjpHIFBLT6QhQKJQ5SBxwcZISFhtHn0Z4MfHwgBQUFdO/eHYCgwBA6dOhAs+ZNCAoKwtnZGZVKRV5eHr6+vkRGRhIQEFAy1pEjR1iyZAmenp44OTkREBCARCJhzZrfOXXiDBpNEX5+/hiMepRKJQq5AkGQkJObg0arKTY/22x4e/vi4uKKRCKQl5eLUqHC08uTFi2b0q1bNzw8PGjTpg1KpbJcX6v4+HiWL1/BzM+/pK5vX7ycw8u1//KgyJDFoZjisCWVSkVmZiYuLi6VLFXVJjo6mqioKCQSKT5etahf6wmSMw6SknmYRx7pwIgRQ+jXr1+5HyNYLBZ27NhBfHw8OTk5ODgUp3w1GAy8//77KOQutGkyAQep4q4U751wLWkH8Sl7AfDw8CAyMpI333wTDw8PMjIyEAQBFxcXXFxcCAsLIzw8vNTzmzZtQiqV4uPjg1KpRCKRUKdOnTv2FI+Li2PNmt+5dPEyfv4+pKWlodVqCQoKIiIigmbNmtGhQweysrI4fvw4Fy5cIDc3DxcXF4YOHXJfwgjvNxWuoAVBkANpQH1RFDMFQfADciiOofkYCBBF8Zlb9WHfQZcPM2Z8zvSPPqZF+FM4KYrTU4picQYunSmfrMIrxGcfBkQUCiVGo4FZs2YB0LRpU+rXr8+6deuIiopi9jdzOHPmLImJCdhEC1B8/mmxWPj000+ZN28ebk7+uLl6kVuQilZfwPPPP8/yZSup5dUNldydPG0CuZoE8rVJTHjlVQwGA0uXLsHN2Yf07AQAmjVtzvkL5/Fw9UXh4EKhLh11UcF1c2vZsjVHjx6ukN3LoMeHEOrWnkCPxpV+HiaKIqn5Z7iYsqnkWp2Iuly8dOGBPrutChw9epRhw0aQlJRA06gxSKUKEtL+plHjSH5d/HOZkrz8/vvvHDhwCD8/HwIDA2nevDkNGjTg2LFjiKJYKrIB4Ny5c7Rq1YYgv8aINjmCAAg2RFGCKAq4OPrh592wnGdcGovViEabicFYgM6QjU20kZCyj6CAOsgcihd+NtGE1WqioDCNnr164eTkiJOTE0qlgu+++45A/7qYzFpsNgsWqxnRZmb4iOHMnfstMpnsjuQwmUzXxaN7eXmTkpJc7gvxB537oaAHAC+LotjzBvfCgb9EUWxwqz7sCvre+WLmF0z74CNa1ngKx3+UM4DWmEtC/h6yCxIQRQF3Jz/clDVwUfpyKmElgT4RKKWeaMxp5BVmEOgVRV5RAhqdmhCv5ihlrqQWnGLM2CeYv2A+X375JZMmTQIg0KMhDYL7ozXmciHtDzT6XFQqFS4OYVgFLU5uUvr06cVzzz/L339vYe6sn4jyG4jcwRGdKZ/ozI24KoOo6d3ln5zVoNZncvjqj/j5BqLVaDGbzdjE4rOqAQP6M3rMKPr06VOuZ1Jr165lyJAhtKn9TKWHZu2LnoveVFjyu9ForHIxvA8iixcv5qmnnqJ2aA9CAtqQU3CVlKwdzJs3l+HDh5dpYbZo0c+89eZkvN0aYxONmCx55BXEk5ScSJPGTUlJTebNN98kMyOb+IREjEYjFouZM2dO0qDOUPy9G1XgTMuGzWa5LkwOQK1JQ6vPwmo1Y7NZsNnMyGROBPmVToii0+dy+My3/PTTTzzzTPE+LCUlBW9v7xJl+79HTwaDgeDgEESbHKXcBZNFj8ViwGwxYjTqkEqluLi44ebmjqenJ15eXvTt24cXXxxfLc+h74eCXglsFUXxl39+DxBFMf2fn18HWouiOOJWfZS3gu7evRc7d24D4Msvv+att94ot76NRiNpaWkUFBSwfNkKUlPTaNCwHsOHDweKTZEBAQH3fSfWrWt3du3eiY9XMJ7KCBwdvCkyZhGffYgO7R8pFecsd3CiY+SE63Ja//th1RpzOZe6mlreXfF1rYvGkM25tJVcibmMn58fJ0+e5Pc1a1m5cjVGnQ0nhQ86cw46Q0FxTmuJC0ZzEf7+vvz860907NiRTz7+hK9nzkMiyGkUOgjF/wur+l8Sso/iIJXjrPDB1TEAAQk6Yx45mjjS1SdQOclRKFSEh4fx9awvady48T3tLn19fMnOycZJ5YqncxgBrs1wdwy+73/DhNyDZBZcxcu5Jok5h7FYzWRnZ+Pt/eCekZeFvLw8Dh06hEwmw2w2k5qaitFopE2bNjRt2vSOd2B3g5OTMzqdlhoh7Qnx70BhUTLpeTv57LOPGTlyJCqV6rZ9HD16lAmvTCQ2Np46YYNxcSo+8jlw8gsMxiJkMjnenrVIz7wMQJ0aj+Ko9EIiccBs1nEteSsgpV3TiRU2z/uN1Wpi/8kvqF+/HtOmvY/ZbGbs2KcRgIiISFLTUigoyCMoKBQfHx8uXjiHwagnPKg9tcN6leqruGqdGbNFh9miL/5n1pKZfwKlUmTg4wMYOLA/NWvWRKPRoNFoKCoqwmAw4OHhga+vL7Vr1y73z61Wq2Xs2KdJSUnhyJHyDRGsUAUtCIIjkAzUFEWx8J9rS4AmFJu4E4Bx/yrsm1HeCrp163acOHEUm83G559/wTvvvH3XfVmtVtauXcv2bTs4deoMFy+dR6VwRip1wENZG7nEFb0lm/jM43i4+ZBfmI1SqaJb1x6oC9X4+HrTqHFDwsPDcHFxwcvLC3d3d9LS0ggPDy/TGQ5Aamoq0dHRqFQqrFYr3383nydHj+Sxxx4jJyeHPXv28MvPv6HRaGjdpiUtWjSnX79+fPPNN0ydOvWGfUoEBzpGvoJC5nzTcRPzD5CQfYyI2nXp1/9R+vTpTdu2bYvzBB89SmRkJIt++oWUSwKh3i0QRZFsdQyxudv59ttZDBg4oCS2OsS7GU5yHxzlHjjKPZA7OF539mYTbRRok3FzDEQq+e+LW28qpMiQhUrmRr4+kYyi02h0BYQEhdG336NMmfpemc8PDQYDL7zwAkuWLCl1vUeDyfctLCtbHcuphJXXXV+wYAHjxo27LzKUJzqdjrNnz3L+/HlsNhvp6RnM/uZbXF0CkPxTAEUqdQZRQKtPJSsnCSj2Dfj/Z5/lQVpaGkePHmXNmt9ZuXIlcpkco6k4dl6lUqHT6W7bR4cOnbkanUf9iMElFh+AzJwLXLi6mtat2xJ/LRsf9yYUadOoHdazws6THyRsopW0zJNojXGoi7KoE/Y4jipvirQZqBTuyGVO6A15GExqXJ2DsdlMOEiVODjcmTlbFG2oNWnkFV5Fa0zAYChCJlPg4KDAQSpHEBywWAxodXkEBgZw9NihO/bVuHr1KjqdDl9fX3x8fEoW+v+76z958iQtWrTAy8ubnJzsW3VXZuyJSu6BzMxMRo0czYWzsXgoInBSeOPuGISD9Pp8vv/+Qc1WA0X6DIxmDQ5SBSaLDr0lD1FiwIYZs1WH2WJAIXNGa8hHqyvEaDLQrm0HGjSoT89e3enZsydKpZL169ezYf2fZGZm4eHhweHDh8nPz8fDxR+NPh+jSYePUz10tjT8ArxITIxHqVLRpnUbtm3fiqPKiZYtW/FY3940aNCA7OxsnnjiiRKZJYIUuYMKpcydZuHDkTmoSs3HaCnCZNEhERxwlHsAIudTNpBRULxD2LdvHwMGDESr1SERJMjlCvQGLcFeDQn1eAS51JHtFz4HYMqUqYwc+QQ7duxArVYTH5fI4cNHiImJQRStxWZsiQyV0vGfMotaAgODyMhMx9XJm0CXVgS417/h38lqM6M15JChOY/FIZPDRw4SFBRUpr/14EHDOLznPB6ONVEbk0nJOU+QV0MaBA0oUz93S1r+ec4nbyh1LTQ0lGvXrlWZs2dRFDl48CDTP/qUvXt34+ERgKPCt1hJiRL8vFrg5Ohz3XNWm5mTF+aj1mQjCAKRkfV59tmnqV+/XkmoTXlapSwWC3q9Hp1Oh06nw9/fH5VKRUpKCiEhISgUSsJCaxIUFEi9+lF06tSB7t27s2LFCl5++WUaRz6Jj2fd/+S3mjlw6nMCA4JQOTQkyK9FpfsyPIyIosiRs7Po2rUTHh4exFwtrssOEODvT3BwEDq9jqIiLSNGDCEqKoomTZrg6eGP2WxApyvCQSbHYjFjs1nx8w0gMqoezZs3pkuXLnTr1q3cz8gfSgXdulVb5HIFI54YysCBA8v0Zf3+1PeZOXMmTk7OGI0mAjyiqOnV/TpzcHlhsZrQGLIwWXXojHnobKmk58YilUjxcgvBVVYTpcwFs1WPqyoAF6UfgiBgE20gikgkUkTRRpb6Kk4KL7LU0cikjvj+k/wjT5uEzpKG0VZAgSYTg1GHTKoEinMkyxwc8XSsBRILImasogmTRUdOfiqCIPwTewlGox4XZ3fyC4tXkNu3bycwMJD69YuVplQixWorziDWr29/Th29SoOAwRTq0ovPqFM24OTogiiKTJk6hcmT32Hyu5NZvXgP4Z6PYDAXodancSHlL2bOnMmECRNQqVQUFRXRr18/9u7dS5hfE1RSP3xd66CSl67rnKW+SkLebvLVWSxdupRRo0aV6e+QnJzM4l8Xs37DRq5du0pBQQGNQgYS4HFL94ky828FL4tVj95UiMGsRmvKpsiShFafR7eu3Rk1+gn69OmDs/PNLRoPElarlfXr1zN9+mckJ6Xi59mKAJ8mSKV3fnYuijbyCuNwdvRDo8ukoCgai02DyaxFo83D1cWVAQP7M2jQQDp16lTqXP6DDz7AycmJyMhIatSoQcOGDUspSKPRyLFjx9i9ezfLlq4g5mo0CxcuRBAELBYLV6/GsnnzVpo0bsjKVStwdQkgssYADCY1On02JksGWbnXcHV1JSsrA4AaIa2oGVycotZk1nLk7GxM/+zI60cMIcCncTm9unbKgk6fS15hHKJow1HpiUQiK86xYNZgMmmQSBwQBAl56rMIUhMZGanUrdGXkIDWiKINq81cbB0RBPSGfLS6LHT6LLSmJBydBGJjr5SrvA+lgvb1CcDTpTlGcyZZedE0a9acl18ez8CBA2+7AurapRu79+zCxdGDGt6db7prq0hE0YbFaiy1oy0vLFYTRouGA1fmAeDu7k5E7QisVhsmk5m8vDyUKjlxcXEEejQkwL0hGmM2qYXHMZn1ODg40KZ1O5o2a0RSYiqFBQVs27GFGr5tKTAkkK9ORyKR0DD4cfzdo/6Zj0hizlEC3OuTln8B9xAtY8eO5t13ptAkeGSJU1u+Nolj137j0KFDtG3btkTmzp26cuLESbQ6Nd279eTo0aP4uzWkplfnkjYGcxHpBefR2VLIzk/C18ePJk2b8vWsL4iIiLij1+bSpUu0bfsIPo5RuKvC8XapVU6vOpgtehLy95OWdwGL1YyzkzOBAcGEhoXSqHED+vZ9jLZt21aZ3fK/bNq0iRdeeBGbRY6PR0t8PaPK3awriiIaXSa5BVfQGuIpLMrkmWee4csvZ6JUKgkJCSUlJRlnJ0802jxeHP8S48a/wLJly9m1cy8XL53D3dUfR2UQOXnxqDWpKJVOBPjWR0CKgAo3lzAKNdewiUaCfDqiVLiWksFqNZFTcBW19io5+VcJ8GlKeGD3kvsJqQco0J7GaDQQ7NuZIL+W5foa2ClfRFGksCgJudwFleL2JVDNFj0nLs5Fo1GXqxwPrYKuGzYKpcIdq9VMdt5lUrL2U1CYgbeXL7Vr18Hdw50hQx5nzJjR1zmnWCwWvvnmGyZNmoSHqx8BLs0J9mxarcxWBbpUdMY8TBYtgiBFKilOhSmTqsjWn0cmuBLi0Rr5P4sEm82CTbRisRrJ0yaiNxWikDkjlciQCjJ83eqQp0kkOn0LrWs9U+rc+H8xmIuIzdmCVTQR5NIWF6UvcgcnDOZCMtWXiUnbxcY/N9K3739pFMNCa5Cbm4erqyu79+xgx44dvPLKK3RrMOm6EpKiKGK1FWdIy9VeI6XgGB07dkKhkDH3uzm3tKY82ucxTh25QpPQJ27apqzYRCu5RfHE5e1kyLDH+eijaQQG3t5T3GazodFocHV1ve6eTqfj4sWLKJVKIiIiKiU0RRRFPv74E77+aja1Q/rj6V5+ixmDsZDk9MM4Ofrh7OiHk8oHqfR//BAM+ZyJ/oU5c7+iU6dOzJz5BWvXbMJR5UtK+mlatGhJ3LV4XJ2i8HCtiZtz8HXnnbdLanOn2GwWEtJ2Epd0gMaNm5CSnE2t4P64OlePQi12irEr6HJU0P9+8OrVfhxfz3pIpXIMxkIOnppFkF8LfL3qYzSpycg9jkxm5Y/1a6lfvz6LFy/m9zXrOXnyOAqZirzC/8rhBXrUp2HI4+Um48OOwVzEycTFWKwGLFYrzk4u9OvXj2eefYpOnTqV+vL811vTx8eHBQsWMGXyNBoEDMZF5Veqz4T8fcSmHkQuVxLu1Z4Qz+bFC4LMPaTlnyc1NfWWyvHXX39l4quTaBn27F0dadhsVnSmPDSGbLSmbKyChqzCWGqE1+SDD6cwdOjtszVptVpatGhFdPQlZDIFLVu0om+/PqxcsYb8/HzCa9TgxIljuDp7k5mdyJQp7/PJJ9PLYQnWywAAjkJJREFULOu9UFRUxKiRozl69Bx1w4agkF+/iPgXURTJLbhKkTYNm6jDxTEcb486Nwzt+Zec/JiSXNI+Pn4UFOTj6uKFs6MvVpuRlLTokrYe7r4YTTpkDkrq1RxJVt55RNGGk2MAfl4Vb/1KSNlHbNL24pSVga0I8m2HUuF2+wftVCnsCroCFDSAQqHEarUSGtCeAJ9mqJTupGQcJyZhE87OLnTq2Ik5c2cTFxfHY4/1RYqKJqHDcFZ6YzCp0RizsdrMWG1mXFUBD3RayKqC0VzEqeSlmMw6DEY9gQHBPPvcMwwdOoQGDRqU/P20Wi0D+g/i8uXL2Gw2tDoNRUWFhHm3IjLwurB7EvP3k6O7TP8Bfdm5czfqAi2Oci9sUjVLl/1G165dbylXbm4uY8c8zZFDJ2kaPPqmVoAbka2O5UrWZjw9PIiKiqJV6xbUqFmDHj16lCkBxvHjx2nVqlXJ7/UjBqM1pOLuXAel3AWtIRcP13DkMidy8qO5fG0t3875lnHjXrjjMe6FCxcu0LfvAASbDzWCet3yNRJFkatJa5Ep9Tz+eH9kMhkzZsygZmhHagb3uOU4VquJC7FL+W7e59SsWZMJE17FxcWZHj16MGnSJIL8mlEzpDsKuQt6QwFSiQNy+f0/sxfF4vNNicShQo6k7FQuNpsFQZBQoE7kYuwK9Ibbe/uXhYdSQa9cuZIuXbrg4eGBXC7n3LlzTJr0HkeOHMZR6YlGm8+7k9/k7bffwsHBoUQh5OfnM2HCRNb+vgapVIbFYkIikWK1WjCZi70BezW6caiSnVujNeaRU3QNs1VHpuYcgwcPZOvmvUR4P4bRXMS55D8wmIpQKBR8//33DB06lJUrV/LSiy/j7uKPxWaksKjYQS3ELxJXWW383CL/cXgr/qIUEVHr0sjSXiBLfYUJr75McHAwY8eOvWOHK1EUqVunHm62FmVK/3ky+Wd++mUeAwbcu9d306ZNOXPmDACRNfv/43BVrAgtViOFRcmoNUloDYk4uTiwYsVSWras2DPPgoICZsyYybx58wkL6EaAT9NbthdFG5m5F7gQs4YLFy7w44+L+Omnn/D2qIufZ8s7MgHHpWxF5aLm4sVzAISHtCSvMA6TSU/N4N4E+t5aBjt27pUdh94HwNfHn1deeYX3P5hSrv0/lAr6ZpjNZnbt2oXBYODE8ZN88unHJfc+/3wm77xTnCHLZrNx+PBhtm3bhk6nY83qtSQmxRPq15gov34VLmd1wibaKNSlcCFtHUOHDMHHz5u2bdsyePBgAMJ8WqIxJ+Pj50lCQjwGox6AF198ke+//55Dhw6RkpKCq6srrq6uBAUFcfToUd54403S0lJpV+cFnBU+pOSd5lLqZpyUHtTx645UqiAm+0+ysjOvSyt4O5YuXcorL02kru9jeDiF3rKt0VxEUv4RrPJsLkdfuKOEF3cmwzJGj34STw9v1EWFKBQqlAonNJp86tVrSPceXejSpTM9evSoMMcyi8XCgQMHWLVqDcuXLcfTrQ7Bfh1QKtxv+ozVZiYj+xzZBccJCPChTduWrFr1O97u9Qj0aXPLZ68b32okr+AahZpryGQqwgO7/1MwQXwo4ovtVD4ms5bo+NWMGj2Qr776styzmdkV9E24evUqW7du5cSJkyxe/CuffPIpU6a8BxRXuun72AAcLD5IHQRcZeE4KjxKQpzs3Bl5mkRic7YilQk888zTzPxiBvCPV3diItHR0axd+weNGjXg1VdfBaBz5y5MmfIeu3ftZtjwYWzYsJH9+w5Sv34UkVF1sdlsxMXF069fXzZs2MiypcsxGS14OIaTlZ+A1phTMn7NGrWJuRpdpkQw/7Jx40bGjnmaQNfmhHi0vmEbnTGfI9d+5NnnnmPatPfx9/e/i1fp9thsNrKzs8nNzaVWrVplXnDczXizZ3/L9Okfo1S44aKqja9nAxxVXrd5zsLp6B9o0qQBU6a+S2RkJLVrRdCo7lhcncsWl27Hzr1is1lJTNuByVKAv1c73Fzu7KhJFG0UaTPIK4zFbM3BZDKRnnWRHTt20K1bt3KV0a6gy0hOTg7h4TUJc+9AiFezu+pDFEWKDFk4KbwqLH76QSej4BJJ6r388uui25p99+7dy6sTJjJ02BAmTHiFJUuWMGHCBCa/+x5z5swl1P0RLDYjVkGDiA2pqCJbe5l69aOYN38uWq2WY8eOceL4Kc6cPsOl6Av88ccfdOvW7Z6qP6WlpdG4UVOCnTvi53Z9JR2rzcLeK7OIjb1KaOitd9pVia1btzJi+Biiaoy4YWKRm5GSeQz/EB27d+8Aii1WISHhhPn1tytoOxWCVp9DZs4ZbGgwmgpwcQoj1L8LWl0WSRn7cHTWk5CQQKtGr6BSety0H6vNTHrWGYr0MRSo0/D08KR3n1506tSB/Px88vLyeeON18s9N8HNFPTDqTVug0aj4eLFi0RGRpKZmIzN1uiW3qY3okifxaGrxSUC6wU9SrBnU65mb0VvycZR5oeHshbujsE3zEZWXSjUpZNQsJt9+/fQqNHtCwN06tSJs+dOl/z+4osv0qxZM1q0aMH+fQcpSnUi1K30e7iG2IHkpKN06dQDnUHDa6++yrLlpVN1JiUl4ejoeFc7aIDAwEDW/fE7w4c9QUryQSQSKTKpIwFOLfByqUl6wXlaNG9VJiewqoCHhwcKhWOZlDOARFKc8OXSpUvUq1cPmUyGVColtyAWZyd/JIIUq82MRpuB3pCHxWpCqXDDy7223WRtp0yIoo2UzKOkZh1k/PgXaNy4ESEhIQwfPpLzVxPJyolDFEUcHGTUDu1WSjkbjGpyC2JQKtxxdvQnPfsYmbmnadWqFa+/8RVNmjQpcybC8sauoG/AuHHjWb58GQCRdetzPGkRrk7emC0mwt274Kq6uQnTYjWSkn+Sa1n7AWgSNgSDuYCYnL9IyDjLhg0bOH/+An+s28CBi3+gUjhjMhtwdvTAWe6HQvDG160uSlnVr/ebqT3LlKnv3ZFyvhFSqZR27doB8Pjg/nwz80f83aJKtZEIUsK82xHm3Y6knBOkp2eUuv/dd98z8bXXeOqpp/nxp4V3fTTRoUMH4uJjuXr1KqIocvHiRd5+6x0uZfyJ1WZm39q91e7Yo1atWhSqs66LFbZaTVisRhTyG79HA7xbkpRuoFGjxqSkJOPv78+CBd/z4bSPOReziCJNLkZjsReso6MTPt7eRMclEujXiHq1bh+CZqd6Y7NZMVv0SCUOSKVyBEGCVpdFbuE1ZA4q3F3CUCk9sNksXIpbRlCwJ6e3nqB27dolfaxfv5ZXXpmAWqPC37sxgiDHYMkmJvF3cvLicHb2RKfLp2u3bly4cIjzMQmMHDmKyZPnPVD1pu0m7htgs9k4cOAAKSkpDBw4kLNnz1JYWMi770wmLV6Lg7w4bWCwRzP05gKMFjVRgY8CkJhzjOi0bWzZsoXevXvj6uJO//79efSx4jzYDRv+V+vVZDKRlpaGs7MzCQkJHD9+nP37DrJx40b83RoQ5NbiulSWVYnLWeup0yCQwYMfZ/z48Xfdz6lTp+jSuRvhHl1umdFNrc/gctY63nnnbV586UWWLVvG5HemUj9gCLE5Wxg5ejDfzJ5Vrrmc8/KKC8mXl1NYRRMfH09CQgI6nY5GjRrdctcviiLBwWEEefXBzSUEURTJzD1PUsYuLBYT9WqOwN31epN+WtZpcgpO039gD3788YeS60ajkRYtWnLhwnkC/GqjVHhiteqw2kwoZD5ldh6zUz0wGAtJydyDRp+OTleI0aTHyckFo9GIyWREoVCiUjnSv38/Tp8+TWJ8Fl4e4VhtWhJTztK5cxd2795V0t/Vq1cZMng42Vk6wgJ6ojfkcy1lI7NmfYVUKqVx48ZoNBratWuHTCbDZrNx7tw5mjRpUmmvgf0MuhzYsGEjS5csp3mLJvz22xIEJFy6fAEXlTetaj5NlvoqaepjuHk6MmbsaMaNewE/v7I7lGVkZPDJJ5/x2+LFSCVy5DIVUokUlYM3tb17VZmdWpE+i3xtEmlFJ/hr8x+0b9/+rvo5d+4cjz3aHwerBxE+j/5TBel6iitnXSVLd56MvKsEeNcmxLU9rip/TBY9F9LXMHL0oHJV0lWJCxcu0L59J6QSJXn5afTr14/Zs2dTs2bNmz4zb94CJr09CVdXP3T6Avz9fZkz5xsOHDjA/Hm/0rjOc6XM0gZjIWeiF/Ld93MYOXJkSXY+URQ5d+4cu3bt5o03XqdmSFdqhnSp8DnbeXCx2aykZh4hNesQL7/yMk8+ORI/Pz+8vLxKvKStVitqtRoXFxccHBy4dOkSq1evxtPTk6CgIEJCQoiMjEQmk7FgwQLOnbvA2t/XEuTXgSDfVhRqkjlx/keWLFnCk08+Wckzvjl2BV3O5OTkMGPGTL6bO5dgjxakFZ6mbt26pc5Qly1bxsiRI+96jGJP5Tj0ej16vZ4Xnn8RbZYTNXw63FRJPYik5p2lkHOEh9VAJpfRvUdXevXqSdOmd542Va/X06tnH7LiJYR7PXLLtqIoYrEarksYYbLoOZ+2kjcnTeDdye/c9XyqKn37DuDqRTMODkouxf6Bu6svDRvXY9++3bd8TqvVllRQW7t2PatWLQegadMW6NX+BPv9592ekXMO/9Aitm//u+Sa1Wrl0T59OXLkGK5uLigUcpSSRgT4NKmQedp58MkvjCchfSsNGtblp59+KGWeLis2m40333yLHxb8REhAR7zca+OkKk4kZTAWkJSxg5z8WLRaTXmJX+7cTEFXnW/5BwCNRsOuXbuY/O57hIWG8/3cBZjMRtwDTWza/CcHDu6jf7/HGfT4EA4dOnRPyhlAIpFQu3ZtGjZsSKtWrVi/YS0+4TbOp63kQVpY3Y5Aj0Z4SJqhTfUj95ori+ZupHvX3jRq2JStW7dSVFR02z5UKhWDhzyO3pJz27aCINwwm5PcQYW7shaLFy8mIyPjBk9Wb/Jy80CwEuDTlPbN36RAnUX//n1v+5yTkxPdu3dn2rSPOXoghRD/NgD06/coiWm70epyUGtSuZa8nbSsAzz//NOlnj99+jQnTpyhRYNXcXdsjWgKxsfjwTnns3P/MJk0XE3aQHLWZn5Y+C27d++4J+UMxaGQS35bTfP64wgNaFOinAEcHFRIBHecnaqmT499B30HREdHs3TpMj799JNS14MDQ1n0y4/07Hl9usmKQhRFatWMAL03YZ5tUciqRinC/48oiqQVnCffeIlcdRpdOnehQcP6uLg44+fnx8iRI0tCGWJjY5k9ew6//bqEhoHDcFH53vW4OmM+qerjZKmjmfj6a3Tq1JHmzZvj4XHz0IuqTnR0NIcOHUKn0zFhwgRqhrTH0y2Ss9FLcHNz4+Kl8/j63v41jagdiYu8NVeT/sTXz4u4uFgA3Fz9sYlGXnjhGYKDQ3jttVex2WxIpVIsFgvr1q1j/LgJNK83oaKnet+wWAzkqxPJKbiI3MEFV+fQUrWh7ZRGFG2kZZ0iOWMPTz/zFJ999km5hSo9PnAI0efNBPtfn0UvMW0P3gEGJk58lWHDhpXLeBWB3cR9l/To3pMdO7eX/D7lvSkMHjIYb29vgoOD7+tZpiiKnDhxgqysLJYuXc7qVSvp1uDdKmXuvhFmq4GswmiMFg1W0UxawWn27ttNq1atCAwMIj09jVoBrQn1aIfcwalcxtQZ80hVn8Rkyye/KJ2Vq5aXqpxVHSgsLGTatI9Y9NPPeHtGkJV7BR8fTxITEwkOqEeNoMdIzz6OVZLC99/PpU+f3rfs7+uvZzF39jKKNOnUqRtOfkEhBQUFNGvWmFdffRWVSsUff2zgz42bSEi8hq+vH+5u7mRl5ePpVqdUWcaqgNVqwmAswGjWYDJrMJo05OZfQq3NwGo14+ykpOsjAgVqkf1HjNQO64WDgwIv9wgUchfMFj2xidtwcQog2L/V7QesxiSk7iM2cTtBQSHs2bMLURQ5efIkDRo0oEGDBly6dImzZ8/yxBNlryA3atQYTh7OJyTgv6MWq9VEUvo+riXtZciQoaxZs7o8p1Pu2BX0XbJ+/XoKCwtp2rQpDRo0KPcUb2UhKSmJsLAwAL766iv+WLeRK5fjaOA/GEU1CMv6l7NpS1n5+6906tSJP/74g9FPPkW7Wq9U2EIkWx3LtbytPPfcs3zx5cxK/RuXJ82atiArw0TN4D4o5C4cvzCHX379gV27dvHLL7/g41GPWiF9ycw5T0bePhKT4nF0dCx53mg0smvXLg4ePMSRw0fZvWcnzk5e1K89ktjEzeiN2Xi718NkzSM7Nw4PN39cHGvj6VYbF6cAsvOiMVt0BPg0LVUmsipgNBWx/8QXyGQKHJUynJ0FPN1Fujwi5ckhrjRtKC/1PmnfP4vsbCtZuWbURUb8vKPIzruKzWYBoHHkk1V6h200FVGgTsRoUmMTrSjlbri6BOOo9Lyj5202C3pjATkF0SSl7UUqleHjWYu8wkQmTXqLL7+ciVqtJjMz846sOf/LkiVL+GDKN9QOGQQU79ZTM0/i6J7GDz/Mp1mzZg/8Z9quoKsBoigydOgI1q5dzbvvTuazzz7l8YGDOXEglnDvdjgry5ZQ4kElMfco/rWt7Nq9A0EQaFC/MSp9A7xcbu5tfK+o9ZlczviDPft30Lhx4wob537y2msT+fOPE9QK6Y3ekM/pywtZ+OMCxowZS1hQGzxc6+DpVvyaXk3agE3IYcCA/syd+y02m42WLVqTlpaPozwEucwFqUSOl0cEctn1VgyjSX3LcpNVjczci5y/spLHH3Xi90V3XtM5K8fC069m4ucrZfKrnkTUlDPnx3ze+qiQRnVH4uV+b+etlUFewTVOXfoVX29n/HxALrORlikhK8eIq3MATSLHIpXKb9/RP1isRqxWMwq5MwZjAWev/IIgFFcB++jjt3n55ZfLJF9ycjJRUQ1o0+hN1Jo0zscswcnJiSVLF9OnT5+yTrdSqFAnMUEQEgRBOC8IwhlBEE78c81TEITtgiBc/ef/6nvId58QBIHVq1fQpUtXPv98BgaDge++n0P3fs25nLmhssUrN0I8W3Dx3FVGDB9JfHw8eXl5SMpQ8rGsWKxGCnUp6I1a0tPTK2yc+0lubi4///wzGm0uMYlrOHlpAZ/PnMHXX3+DzWbFSRlYopwBaoX0xWpyY+PGjYiiyJw5c0hNyaN+zTHUDOlGsH8rAnyb3FA5Aw+8crbZLKRlnSYueTfxKXspLEpGFG03bKvWpHH+ykocVRJ+m1u2vOq+3g5sWh7Ez7P9iahZrLRefd6Db6a7c+7KCoq06Vit5nuez7+Ioo2riZs4ffkXUjKOU6BOLNf+Af7dwm1a5sGZXQEc2xpEypkACmJCcXTMIS5l1y2f//84SBUo/ikJKpc5gyDg5OiJq1PNu3LeDAkJwd/Pn9yCWJIz9zHpnbfJyc2qMsr5VpRnJrEuoij+r4vtu8BOURQ/FwTh3X9+f/hiW8oZiUTCrl07S34PDg5m2LChrFn9O8m5p/B0DsdR7lGl43wlgpRGgU9w8sB+6kTUIdy/JR5O5ZtGUxRF0gvOk6E9SWFRDjZbsaLOybm9l3hVwNnZmVmzviY+Pp46deowcOBA3N3dOXv2LKdPn+TC1eJSqhKJHL0ht1iBZZ4lJCQMTw9vHBwcqR08oEqn3iwuPWojK/cSVxP+xsnRSlQdEb1B4PyVA1it4O/TECeVPzn5FzFbDcgcHHFzDsfBQYVOr+e9GTnM/vjunRL/5eVn3ImNN/Hdzwux2Sx4e9ZGKXdFZ8gl0LcV/t43zrYniiIaXQaFRcm4uYQilzmVyuAWn7KL3ILTPPG4gu37dpEcZ8NgtNCu6cSSdsULEeGuvhMMxkIuXF3FqMEuNGukLHXP0VHClhXeNO1+HC/3uni61Shz/ykZx2natCFnz57FURHEli3b+fjjj2//4P/j+ReeZfLkyYwd+xRvv/1WmZ9/UCkXE7cgCAlAi/9V0IIgXAE6i6KYLghCALBHFMVbHsLYTdx3R7++A/hr00ak/+wyPVwCqOXTDXfHql+Y4P+nmbxTjOYiYnO3ojHkYLFasFosODm646R0Q0REZyjA09uVr77+grFjnia/IBeA8+fPExUVddd5ux9ktmzZUrKrUKmc8fbywtnZleYtmqHVaoiPjyMjTUet4L6olO6VK2w5cDXxbxJTDwHw1YfevD6utBFv624tX89XE3MNHn9MSo0QGZdiTKzfYiPY34yLiwNLvvchOKD8rDcfz8qlyyMqFi1Xo9eLhIfKmLVAg5d7DQJ9WyMRpHi618JqNZGefYaE1H3YbAYC/BxIz7JisZjxcq+Fk8oXR6UPGTlncHHNIO5YcMkYjbtmcumKHjcXf7S6PExmHRKJFC/3GtQM6YmLU2mrgMVqJDXzBBnZp/Bwq4mj0he5zBEnlQ+Xrq0nJCibs7tvvkB++rUM/trqSb3aw1DIXcr0eb2WvJWXXh3AH3/8iTYvlMT0bfy+dnmZq0WZzWZiYmKoX//mmQYfZCr0DFoQhHggn2JryA+iKC4UBKFAFEX3/2mTL4ridWZuQRBeAF4ACA0NbZ6YmHjP8jxsZGRkMGfOXL6b+x1YZWj0eSgUKrxcQwn36Iyz0vu2fVQXjOYiEgsOEp9evNBr2qQ5crmMo8eOlLT57rvvaNOmDXXr1uXJUWO4cDwdvUFDWv4FAFRKR954800++WR6pcyhoigoKGDZsmU0bNiQ5ORkPDw8eOyxx5DJ5Li5+uDuHEmAT/Ob5tiuSmi0mRw5+x0fvu1JWoaF+V/4VbZINyUx2cToV/K4HCOi1hhxkDpiMmvx8VIwZaIjLz7lWuLklJFl4a0Pc8jKsRAb74CLs8jWVT74+5Y2hp65YODPbVrat1LSvJGS7Fwr73ySx8atBpwdvZHLnRGQkK9OxmzWExTgyKvPKVm13ohGK5CTZ6OwyEST+gqWzfcqMdffiIwsC826Z5GTa0QqlVMn/FH8vBvdkaK+GLeYxb/NY/y4lzHqXFBrkvAP8OJKzOUqbQUsKxWtoANFUUwTBMEX2A5MADbeiYL+X+w76HtDo9Hw/tRpzJk7G0QpEqmIp2sgTYPHVLZo9wWtMY8DV+YBIHNQEO7TDqkgJzZzFxNenUCPHt05deoUzz33HH5+fjSo34CLly7Srf4kHKRyRFFEZ8onJe8kCdlHOX78OC1aXPeZqdKkp6cTFBSEr08NJAIUFuVSv9YI3FyCb/9wFSIx9QDxqTvQJ4Y/8B68/8uFaCP7Duvp09WRGmF37nh1pxw+oefEGSMpaWY0OhtD+7vQppkSpfLeXyObzcaPS9VMnKomIrwfXu61yc6LpqAolvSsC7Rv/jZKxX++CmpNGheu/kZObjaOjo7I5Uq+/vpLMjIy+Pjjj+0Kmgrw4hYE4UNAAzyP3cRdKWzYsIGBAwfi7R5KTkES3RpMwkFS/h/2B4mcomucjF8BQLPwEXi71EIQBHKK4sjnGNFXLpXKC61Wq3F3dwfAxysIm9VCbkEmzipvNPocAj0bMGBYR+bN/76yplQhmM1munXtybHjR/D1qkN4YO8qtWPWG/LR6DLR6rIIDXwEieTGRxF6Qz5nLi9Gq89lxEBXls33Q6uzkZJmoU6t4vfBw6QA7ifTv87l41lqQMTLQ4lGq0NvgG5tPyzxaSgsSiY6fjW/Ll7EoEGDSv4W0dHR1K1bdcPR7pYKU9CCIDgBElEUi/75eTswHegG5P6Pk5inKIqTbtWXXUGXDzabDT/fAMLdepCriSXCr3u1/jKy2szsuDATgI6RE0pVALPazOyPmYPRpKdv3354enpgNJpZtWoFubm5ZGdnYzabkclkREZGIpVKsVqtyGQKfv75pwc6wf69oNFomD79E3768Vfq1xpTamdTmRQWpZCUsQ2JoCLQty2uToGYzFpSs/ahM2aRlZ1U0rZTy8nIZI437UsUxZJiCX17enHgqBYnJ0cyMgtoGOXCye337vxl59bodDbcIhJp3eilkrriFquRk5fmsWzZr/Tr1w9RFEusHCqVCp1OV5kiVwo3U9Dl4cXtB/zxjwJwAJaLorhFEITjwGpBEJ4FkgB7odf7hEQiIbJuFNo0C3X8e1S2OBWOVCKjZ8MppRYhNpsVvbkAs0WPmyqYbHMcWzZvBUHAYjUC8NNPPzFp0n9rxn8Xq1lZWSQmJlY78/b/4uzszBdffI7Vambdmr3UDul3V/2kZh4nKX0/gX6tCPFre9Md7Z2g1RfX631vyiR27dzN1m2LcHL0xs+rPhk5F+jRowdubp1YunQJXVp/cNvkJ1p9Nhm5hwFo3/VtFv46hsTERC5cuMCrr7501w6Idm7P1TgT2/fq2LxDj6tzQIlyNprURMevZuiQQfTrV/yeEwQBT08vOnfuREBA1XdsLU/uWUGLohgHXJfZQRTFXIp30XYqiYfpq+d/v2iNZg3H4hajM+aXXAv3aUuuJoYifS4+3n5Mfu9dXnrpxRv25evrW+ZsRlWVsLAwJMKR2zekOFxHb8hHpfRAECSYLXouX9tI7doRXI3dSnbeOZpFvYBEUvavlcycC5yPWcUnn3zKpEmT6NWrF1u3bUGry0HvnIPBYODPP/8EoFZod0RuHMP8LwZjAZeuLeeDae8xbNhQnJ2dmT17Nl999Tm9unjwzBOeduVcQfy5VcPjT2fi7OiNxepAk6jHASjSZhAdv4qJr7/CtGkflLQ/f/48RUX5XI05x6efforVaiUzM5PAwDtPEFNdKc84aDsPEAkJ8YQ5R1W2GPcNUbSRlHsCjTWBPHUaw58YjsGoZ+O6rcjkDjh6FfH2h9Pp06cPNWqUPV6zqpKVlcWSJUvw9vbG3d0duVxOjRo1sFqtSKVSDh08jMCNzcRmix6pRI5EIiW34Bpp2fvRG3KRSuWE+nfH0702zk4edOvWnZUrV9CiRQsuxv5O/dpDyqSkRVEkv+gCb7zxBu+9NxmAxo0bc/HiRZ5++jm6du3Mc89toEaNGqxfv55vZ3/HqTPz8Pdui7d7BEqlOxKh9M7dJtoQRSt16kQQEhJCTEwM06dPp0NrR37/6cEw51dXmjRQANCq0Ssli6DcgmvEJq1n/oLvGTXqvyp/ZrOZv//+m7HDvWgYqaFjh+bk5RsI8PcmOSWzUuR/kLAr6GrIlStXKCxU4+j18CRvS8jbj4u/gS8+/Iru3bujUqnYsWMH2Vm5DB02iOeff/6h2zGtW7eOwYMHExbUEolUxGYzYROt6PS5SCQOiKINmYMTEaFDSj2Xkx9DYvpW9AYNFosZJ0dXnJwdmfbRZBQKBadOnmbN6j/xco+gadRzbFy/CUSRlJQUhg4ZwZFzswjybYu/d9OSjFG3Ii3rOEonC1OmlD6mqFevHkePHirVdtCgQQwaNIg9e/bQu9ejxCZuw2azoFQ44+/TBBfHQJxU3jg5+hHo8wg//vgz/fr1o06dOuzcuZORT/Rn2hf5THrFDSfHquPdXZWY/Gkeomjj1OXvcXOOwGIrRKNL5a9NG+jYsWNJu6KiIpo2iSI1LZPJE1x55Vl3FAr47FuB9Mw89Ho9KtX1ZWMfJuwKuhqSn5+PTKa8bldRnSk0JhFzKpFu3bqVfKi7d+9O9+5Vq4JSeeLn54ejoysRYf3L9FxBUQyvv/EKU6ZMwWKxkJSURHBwMMePH6djx47UrVuPlq0bc/zYb9QOGUhEaH/W/r6MxMQkhg4bxMIf5/Phhx+zbt0XRNYcQJBf8xuOYzCqiU/ZRWrmSV4cPx5Pz/8KL2RnZ7Np0ybOnj2B2WwiKCiMp556hoCAAAA6d+5MZlY6S5Ys4bNP3+GLqY588f0pklJPodWZ8PVsgK9XA3bs+IPPP5/Ju+++Q9euXflj/Xa6dOnM73+qmfqGN088Xj7V0ewUc/q8gZV/aABYueo3/v57C3Xr1mXMmNGlCrEA7Nixg0BfA491c+ezOYX8uV0kPUvCL7/+QfPmzR965Qz2YhnVElEUkclkdI2adE9OOw8yoihyOW0LybknS11PSUkhKMjuaALFCWxq1oygTaPXb1vMQBRF0rJOojOkUqiNZ8eOrTRvXlqxbt++nZ49ezJ40BBWr1nFN9/M5sMPp+PlXhMP5/po9dlcTdxKhw6dmD17FhqNhk6dOtGt7fRSO2ODsZAibTp5hXEkpx8mJNCB5DQLHTu2ol69+oCU1atW0LWDEy0aWVHIBS5dFVizsYi2bVvSvcdAbDYbRqORE8f3c/bMQa4e9i8Z49IVI8+8nsepc8VFGeRyOevWreOxxx4D/vNX8PBwZOUCD7p3vLknuJ1izGaRo6cMtG6mRCa7uSWqff9cuvV6iTfffLMkjPFmXLp0iVYtmyKRiHwzez7e3t5ERUVRp06dcpb+wacivbjtPGCkpqbiIJVVa5PusbjFFGhTAPD39+fixYu4u7tXqaQUFY2XlxeCABar6bYKOiXjELnqk3w0/UMGDRqEv//1RSI++2wGEomMrdu2YTKZePPNNxg+fBibN29m6tRpyKXetGr0Ivv3z6d58+Z06tQFJyc3rFYjDg5KCouSiU/dSU7eNXx8/BCQIAgS9EYHvL2UFBVcpl5IPFqdjWNbfKgRWtpL+4v3Xdiy+yp7Dn6OUgkKuY3ubaQs/tqvtGm8roIjmwPYvEPLwWN6enVxokvfvowb9ywLFvzE5MmTmTFjBgIisfFWunf8/zO187+s/1vD6x9oSM/UM36sO19NcycxxUzNsP++Y06dMzD7Rx1pmTJefvnl2ypnAJ1Oh5engheelLN0yQJ27zlewTOpetgVdDXE19eXunUjScs/T5Bn9SidCP8kGNGnczVzFwZzPl988WW1Soxf3vzyy684OXrd9hzYYCwkNfsQly9fJDj45hnFOnbswJlT8RSoE0qSvgQHB/PCCy8wZswYRowYyYYN8wGIjIzC09OTLl06cvL4OurVfAKzRU9O3jUUCgVr164hNTWVsWOfZNZ0N2qFyWgYpbjlubCri5Rh/V0YdocW+0e7O/FodycOHNWjUMh47LEBADRuXFyY4uCfvtSpVb0T+NwtoiiyaYeWnfuM/LVTwRdf/ciIESPYtkeD5wo1SqUCV2eRP37xRBShZa9k3ntvEvN/noqLy50lvlEoFCiVUl573p2pn9stpzfCvt2ohsjlcl6Z8BJZunNYbKbKFqfcyCy8zJHYn8ktSsBg0vL66xMrW6QHmvXr/8RREXrbdgZjIQa97rZfrJ07d0bqoGHia6+XFBPJyckhLS2N7Oxsnn326ZK2S5cuYd2631m+fBlOLjZSM4/g6V4LgHHjxtOhQweaNm2K2WyjTTMlbZqrKsxp67X3NXzyycclcbePPz6IgQP68MaHmgoZrzqwaoOGpydqEFXD2LvvGBpN8WvVd8ALJCdnEBubRHyiBo3WhkIu4OjogFarvmPlDLBu3RpaNJbx0ddFdOvapqKmUqWxK+hqyrPPPkvnbm25lLGuskUpN5LzTpX8fPbsWRwc7AagWzFt2hQSU/djMBbetE2RNp3E9B1Meucd3NzcbtjGZrNhsVjo0qULMVevMHjIIPR6PVC8gw4KCqJ+/cb071+8td2+fXvJ+bWLiwtbt24mMX0foq04dnnOnG9JT0/HZrPh5qbiQnTFLiI93BxITc0gLi4OKF7ADhr8BC7O1dM/ozzo3sERP2+BhQt/5vz586xY/hMvvvgsnTp1x8PDgzNnzgDQ98ksCotspJ4J5e+/lrNixfJb9pucnIxOp+ONNybww4JZvDFOyXc/57Nq9V/3YVZVD7uTWDXGZDIRHlaTQFUnvF1qVrY45cLWc5/QokULjh+3n1fdCYIg4OzsgdGgpUZoOwK9HyE188Q/2dRsZBecZdKkt5g48TVOnDjBwYMHiU9IIj0jE3VREY4qJfv27sFkNBJesxYZ6enodcW7qQULFiCKIrO/mUtySjI6XRG7du2iS5cu18nxSLuOXL6UTH5hAp9++imTJ09GEAQOHz7MoMd78MwIBR3bKvH3dWDNRg21a8h4cogLeoPIJ98UYTab6NLekce6l93r+uIVI/N+0fP7Xzo6d+6Ah6cv+/ftI8i/iG0rPW/fwUPMWx+q2bTTQLf2MP/X4oVefn4+7u7uHD9+nKeeGsulS5expNXmwFEDz78tEnM15YZ9JScnExkZgVQqoVcXJ77/zJWsHAs9RxSRlp53P6f1wHHfimXcC3YFXf78+eefjHnyWRoHjUQpqzpFEW5GbMZeeg1pxPfff1fZolQJLly4gFqtJigoiGZNW6DRaOnRsweNGzdAqVQSFhZGbOw1Vv++jtyCIpRetZAqXJEpnZE4yLEYdbgH1EUqV6LLT0fp6oPZoOHcXzM5ffo0TZo0ASAhIYE//viDCRMm3NCykZyczFtvvcOxY0f4+uuveOSRR3BxccHR0ZFVq1Zx6dIlVixfRHxCBmPGjOXypZNcvHgZnd5CyxbNOXzkOKHBcuKPh931axGfZObYaQM5uVZq15DRupkSdzf7LvpWiKLI/F/VTJ+lZeLr79GtWzdat25dcv+550bjYN7EvJne6HQ2fOonodcXW0RMJhPnz58nJiaGwsJCNv21loa1zjK0v4pG9eQIgsC8Xwo4fL49y5ZXH0vf3WD34n5I6devH2+89Spzv1lIs5CxlS3OPaExZKO3ZeHmemNTrJ3radCgAQB5eXmYLGac/WqwbftWtm3firuHJzqtFo+w5qh8WlCzSf1bev47exefZ0tlSty8A0lNTS1R0OHh4bz++us3fTYkJIRVq5azZMkSBg8eXHJ97tzveOWVlwH44IMPsFqtyOVyfvvtV8aOLT7TPnzkOJ988gmJV2bfy0tBjVDZdZ7hdm7ND79p+PoHB7Zs3UezZs2uu9+oUUvOHdvGph1alqwxEhVZbKlLT09n0ON9KMhLJKKWDK3GhLu7nEmvuHAtwczBYwYuRBuZ/aORt9+p/vUC7ha7gn4ImDp1CsuXrWDvla/xdatDkGsLXB0DKlusO0ZrzCOl4DhqUzwjRz7BR9M/rGyRqhQ5OTk8OXosHiFNCGxS7CglijaMmjwcFI44yMsWB5wTdxxNfiZt2pTdsWfUqFG0adOGdevWYbFY6Nv3sZJ7Uqm0xPmsVq0IXF2dePLJJ/jww88Y98JYmtaxu8zcb2rXkCKVFLFhw5obKmiVSsWiZVkcP1eLceOnMGfQIObN+46XX56AUikQGqTi7+0FCIKEeV948/jTBaRkKPH18SIsvCZzvnuBPn36VMLMqgZ2E/dDgiiKpKWl8dVXX/Hjwp+o4d2ZIPcmlS3WbcnXJnMxbR2jnhzF5zM/w8Pj4Ulfeq+Iosh7U6Yyd+5cPEOb4tegF1IHxT33q8tPI/HoMrp1eoSXX36pJMGEXH7jkCVRFImLi8PR0RF/f/8yx+cfO3aMIYO6c3m/LyqVXUnfb+ISzbR9LJeYq4nXff5EUcRsLk4GYzKZ6NWzI3v2Hr2ujzoRwcQnpPPmmxP55JOZJQsxO8XYz6DtlHDlyhWaNW1O21ov4yB5MONARVEkPncvObrLLPxxAUOGDLn9Q3ZK8cMPC5ny0eeEtn4SuWP5HguYDRqyYw9jyo/DbNRj0BbS59FH+WH+93h5eZW0S0tLo8+j/UhITMRqteLh7sZXX86kVatWd1y0ZPSTg2kasZ+J49zLdQ527pwJ7xWQo2nLylXrb7rAEkWRzp1a4aSIo3NbCWu3+JGXp2b2t/Np3bo1Hh4edsV8E+wK2k4pHu3dl/gLZhwkSi4kb6RmQAvCPDogd3gwchMn5R1B7pnLzl3bS33h27lzGjZqismjKR7B9St8LJNeTdq5TTSPDOCN1yfSoUMH5HI5r018ndWbjxDaYhCCICEn7ji6zIvkpV8jvEZN3N096N2rOwP690cqlfLJZ5+TkZFJZJ3ajB07BrPZTJcuXUg6VYOgAPuJXGWh09noPCiXiW/N5cknn7xpu7i4OKKi6hAW4sSChX/QtWvX+yhl1cWuoO2U4uLFi7Rp/QgBLs2RuqXj5+9HSrSV2n6dKnzsIkMWhdpUpBIZNtGKg1SJj2sEiCKCIEEQBM6lL2fFmp/p1Kni5amO2Gw2lEoVjQZ+gINMeV/GtJh0ZEXvxVSQSFF+BsNHjOBqzFUSCxUENuhZqq3ZUIRenY3NbESbcw1NZjQWkxHPWu1QuPhwdd9ivPyCyc1MxlEloL5W665T1x47bSDI3wFPd4ndRH6XxCWaiWiTwJo1a25pzTKZTDz79AhCw2vz8cef21Pv3iF2L247pahfvz5PPDGcNSv+wlCQz5Sp7/Hyi68SammJ3KF8igfkFsWTZ4jBih6pzRWZg5IQj5YcillIk8ZNCQoKQalUcuVKDCeTDqDWZOPnWZsov4EoHNw4f/68XUHfJQUFBTg6OWPS5uPgfn8cAh3kjgQ2Knb4MenV7DxxBAEF/lHX76JkShdkyuKwP/egKESxdCGLiPajMWmyqNnlZS7/OYUTZ420bFL2hUZU+xRirhUnVRn4qDdrF9l9GO4Gb08JPt5KEhKu3rKdXC5nybKHO2SqPLEvbx5ivvhyJm3aN8Vg0PPMM89So2Yo17L3cK9WFaNZQ2zWLhKLdvDqO6OY+c1Unn6lDzUbOrLjwkwAPpvxKX9t2sDva1dz8tQx5s77ioTEBJq2qkNC3l68lVF8+cXXGI3G8pjqQ8Xhw4dp2KgJrsFNULldX/TifiBXuRJQvyf+9Xsikd5+HyAIQqkdstmoIfHMFixGHVIHCTHX7i7bWK0ajnz99ddotVpOnoP9R/R31c/DjquLlGefcKKgoKiyRXmosCvohxh3d3emvj8ZAGe5H6mpachciricuR6DWX1XfeZrkzmR9Avte9bl3PkzvPbaawwfPpypU6ey+e8/sdlsiKJYKrRCLpczcuRIgoKCePmVF9FZsvF0roFBZ2P//v3lMteHgb///pv6DZvQvWdvnGp1I7DRo1W2oplvreJkGKf/mI5abWbzzrtT0C89pWDxr/Ox2WzMmfsjT08s5Pe/irBYHpyjvarA/F+LmPuzhoEDB1W2KA8V96ygBUEIEQRhtyAIlwVBuCgIwmv/XP9QEIRUQRDO/PPv0XsX1055c/JkcX5rd8cQsCpp3boVbTrW51r2Lqw2S5n7y9Ae59s5s/h18c83LFl4O4URHBxMkS4Hi9WAu7wWS5cs5+DBg7z5xpvMnDnznnf31ZWEhASGDX8Ci1dzonq/jWdwg8oW6Z4QJFIiu74AwIoVKzlxzpGV68u+e+vdxZGI8Hy6dW1H69at+XD6d3zzky89h+dx+ISeIyf1vPBWISPGF5KdU/b3+8NA9FUTH36l4dSpc7Rocd0xqZ0KpDx20BbgTVEUo4A2wMuCINT75943oig2+eff5nIYy0458+qrE9i6dSs2VRo6QyErV62k/4B++IepuJixtsz9JWVcwmS6++IHDRo0YPCQQcTn7cVVFcS5cxdo3749s76ZxbvvvsuVK1fuuu/qypkzZ2javAW+kV3wCKqHg1xV2SKVC65+EfgGR2AymVjz+1+8NlVNTq61TH1IJALL53kQHpjEE08MJTs7k/0HTvLogDd56T05T75iYdGyLNZsyGLuIjV6va2CZlM1EUWRl94tYur706lTp05li/PQcc8KWhTFdFEUT/3zcxFwGQi6137t3D969uxJfEIc4196HgeJgq++mMW8+d+Tq04mOe/6pAO3Y+/evfckz6xZXyEq8riUuol69aNQq9UsmP8DL730MrVr176nvqsjH38yA7fwR/CJaF/ZopQrgiDgHdWL1ya+QXh4OE8/8zyjJ9y8MtfNcHAQGPSYir17D/LWW5O4fPkykya9x6nTMQwYWJx2tH79eqz+S4l3vSQadclh5EtqPp6Vx/Sv83hlciHj3lYzZoKaHsMK6T82n7z8si0UqiqzfyhCZwpg2LARTJjwEqmpqZUt0kNFuZ5BC4IQDjQF/v1Wf0UQhHOCIPwsCMIN3ScFQXhBEIQTgiCcyM7OLk9x7JQBQRBo06Y1SqWCs+dPs2LFCi5ePI9Wco34nIN3ZFq22swo5EoWLlx4T7J4eHiwY+c2Jr7xIp999jHHjx9n/Ivj8PL0tJeY/H8cOXKELVv+xi0gsrJFqRBcfMJxDqjH8BEjmTp1OgeOFrF1t7bM/Qzp64yba/HX3eLFi/npp58YNXIwJ48s57fv/LBaNBw4eAq1WsuS5TvpO+grjA7PYlWOI6rZVFq0/4gefWfy7vtLqRU5lJEvFVbr4xZRFJm/uJAv5hlYsnQt3bs9wnffzWfr1q2VLdpDRbnFQQuC4AzsBT4VRXGdIAh+QA4gAh8DAaIoPnOrPuxx0JXPjh076NGjOHn9vHnz6N+/P/36DiA/A+r49L7lGbLWmEec+k9S05LuenytVktSUhLZ2dm4uLjQsGFDRFHE3z+A7t27s2rVyrvuu7pRUFBAjZq18WnQF8+QhpUtToVhs1o4vupdLl68yNWrMUx8bTwfvAFjh7mWua8XJ+WQnu2Al7uAmyt88o4LKpXA+zOLmL0wj7p1wln82+80atTopn2YTCZatWyIzZLFz9+40KzR/Ykzv19ciTXxyntFFOkDWPzbGjZv/ottm2Zw/LSBCxdjCQwMrGwRqx03i4Mulx20IAgyYC2wTBTFdQCiKGaKomgVRdEG/Ai0Ko+xHhQSExMrW4QKoXv37ly9WhzrmJWVQ1BQEPsP7MXN10ZS3pFbPmu26HBzu7uUkjabjafGPI2zszP16tWjU6dOdOvSGz/fAD7++GOmT/+I335bfFd9V1fWrVuHyj2wWitnAInUAe/AWnw2YyY9e/Zi9Zo/eX+m9q48sed/4c36X9xZ9I0bsz5yw9GxODHOJ++6UhATxktjCun7WHcuX7580z7kcjmnz0Tz7pTvaNU7hb2HdPcyvVvStFs6TbplkZBsrrAxRFFk0fJCxk7IoX3/AjoMyOWxge9y6PAZoqKiMBpNXLmqpXXrFnblfJ+55x20ULylWgzkiaI48X+uB4iimP7Pz68DrUVRHHGrvqrKDlqv1+Po6MjKlSu5En2Fia9PxNW17Kv5B5nCwkJcXV1LdswJCQlERdWnbc3xN01kUqTP5Gr+nyQlx6NU3nxXkZSUxNGjRzEajcjlcoYOHcqokaNYsXIFnp5e9OrVkxUrViBzkCGVKDCYNLg5+9CoST1+W/Ir4eHhFTHlKkVhYSFh4TXwbdi/2itoAKvZSPKJ1Qzo2Y4fFsxDpZKTeSEUZ6fyjRQ1mUR86iWwbPla+vfvf8u2oigikUiY+II7X3/kg8UikpZhITT47ktarv9bw8FjZv74W0d8YrHinzDhZfLS1/Db3HvLp56VY2HOjxrkcpF+PVUUqG0cP21k9Z824hJNPPZoT8a/OJF69eqVSq+bnZ1NkyYNWLFiDR07drwnGezcmApL9SkIQntgP3Ae+NcF8j3gCaAJxSbuBGDcvwr7ZlQVBQ3F5sWEhASaNm0KQNs27Th0+GAlS1WxBAQE4StvTYD7zXM7X8xYw1dzPmL48OE3vD90yAj+/vtvfNzCEEUJiRlniY+Px9HRkfj4eFq1alWyKFCr1fz+++8sXvwbl88lYTTpUesy8PHx5eefF/HYY49V2Tjfe+Xy5cs0bdac+o++g0zpXNni3BcKM2PJv7iRjPRU2rRuyPhR2Yy5CzP3zcjLtzLypTxcPdux5ve/7ui9derUKR57tBtdHpGx/4gedZGJnMuhSKVlf1+Kooh/w1See/41oqKiaN26NY6OjhiNRto/0oSYQ/53vSD5/a8iJrxXxNBho9i//xDnzl3Ax9uF4SOeYMCAoXTp0uWWhSysVqu90EUFYs/FXYHs3r2b4cOewMPDg737dt8w/reqk5eXh5eXF+0insdF5XfTdlmFV0jV7efCxXP4+PiUumexWFAqlHSOehMHqZz4nAMERkjYuWv7LXP26nQ6unbtxtGjR/D3jCAjr9gE/9FHH3Hq1GlcXVzw8PCkR8/uPProow9F/l9RFHn2uefZcTSWwMb9Kluc+0JRTiLG+G3ExkRz+vRpunfvyMTnnJjyevko6XZ9c5HKw9m+Yz+Ojnee7jYxMZEtW7bQunVr+vTuwtHN7gQHlm0XfeKMgU+/1ZOR68+Bg6eQyUo//9xzo0mI2cSs6S40iCxbydCtu7U8PVHLX5t20LhxY9577x0W/vAtNWrU5PiJS9eNZef+U6Fn0A87Xbp0QSaTEXM1mi1btlS2OBWCp6cnb77xFjHZm8gpirtpO1+3ujhLQ3j99TdITk4Gis+Xz549yyuvTMDbIwQHqRxRFNGY0hg2fMhtFaqjoyNz585h0qRJfPLFO3z77bf88ssvqAuL2LBhPYd3xrFp9WmGDx2JVCpl586dJXVqqyuCINCxQ3tEy8OTutLRzZ/UlGQKCwtp2rQply7F8vOq8knfueuAjqMn81i9ZmOZlDNAWFgY48aNo0mTJsjlDpjLmO9k0XI1A54qonPPd9m1+8gNFea8eYvIUYfw0VdlT9YyY46ZOXMX0qJFC2bP/oajB37m6RGuXLwUj053Z+fnoihWa6/1BxV7zEo5sXzFUvR6Pb17965sUSqML7/6gnaPtOX558aRr6+BszwYP7dIJEJp01e4Z0cO7txJVGR9wsNrEBNzGVcXL9yVNYjyHQjAtaz9pOXElEr5eTNiYmJo1arYx7B1qzYcOnwQXx9fcvNyAUjJPY9K6YhNLD5h6d69O4/26cvmv/9CpXKksLCgWu4SIiIiMOvyK1uM+4ZUpsArtAHdevRi058b8PPz49XX3ubz72bwSCslEknZzcpanY2lvxfxwRc6ZsyYga+v7z3JWK9eXc5ejKNG6J29335apuajr83s23+MiIiIm7aTy+Xs3LmLRg3rcPSUgdbN7txz/JFWAot/XcDQoUNxcnLm6Kkizl6Ss3btujty6jSbzURF1uRaXAq1a4dz9Wr8HY9t596w76DLiU6dOlVr5QzFu7ZBgwZx5uwpXpg4GNE1jnNpK8guulZqdS1zUFHXty/NQ59Cqa9Px8jXaRHyHLV9uqGQ/XNeKoq0bt3mjhy+QkJCGD/uRdzdPTFbLJhMJv7e8jfffvstP/zwA7Vqh1K3Xk3Wb1jLhQsXSEpK4vFBAxk75mkmT55cbWOnDQYDEsnDdS4Y1HQIaWop77z7HgAvvzyBQm0IE98vW+54m01k+14t/UdnM/cXJ+bMnc+77757zwu5tu26c/jE7S03Gq2NMRMK+GqBjF27D91SOf+Ll5cXTz39Apu2F1sMijQ2CgpvnzDlw7dcyc44w9y5s3nxxRe5cCGaK1fib+sE9y+HDx/G3UXPX0sDiY1NqNaWqQcN+xm0nbvGZrOxbNkyPvvkc5JTkvF1q4OfU2NcVQGYLBpyNfE4KXxwVfmXcrgRRZHzqet4YcJwPvxwGmlpaVitVvz8/JDL5XcliyiKD53D2Esvv8Jf+2MIbNirskW5r5iNWi5tnkl6Wiru7u6kp6fToEEERzf7UDPs1gpWFEXemFbE8nVFBAcHUb9+A76d82Mpr+V7Ydu2bXz20ZPsWut+0/GvxJp5f2YByZlh7N5zCCcnpzvu/7nnRlM/dAtNGih49g01NULlbF/tedvnYuNNPNIvmw+mfcYrr7xaps9K//79SEvax+ofPWncNZ309BycnR8Ox8T7hf0M2k65I5FIGD16NJevXCT6yiWefO4x0o27ORz/PccTfyakgUhC0d9EZ23Eavtv1W0wq0nPu8xHH32IUqEiPLwGkXXr4eXpw/z58+/qrOthU842m42jR4+hcLk3k2xVRKZwwjM4iudfGI9WqyUgIAB3NzeuJdw6B3xunpVPv8lnzZ9mTpy8xKnTV1i6bF25KWeA1q1bcz5ax+WYG8vy1Tw1rfpkEhrxJH+s31wm5QygUMj54Es1Y1418uXXv3D6goHM7NsfeteuIWf/Bh/mfzeNhQsXlGnMP//8i2YNJfR9Mp8pU6bYlfN9xL6DtlPuxMbG4uPjg5ubGyaTiSdGjOLw/jNE+Q5A5lBcyMFo0SIRpIiiiINUjkSQotZncPjqTxw5coTWrVtX8iwebIYNH8Ga1atoNWImwkNm5gawWoykn9mIxJDJnxvX07Fjez6brOLFp9yva3v2opFXp2o5e1FLr55dmfTOh7Rs2bLCZJs37zuWL57Gvg3XK/4+Iwt56bWFDBgw4K77z8/PR6lUolKpaNe2IZ+8nU/ndnfm2HbijIEnXjJzLe6WEa+lGDtmGL8tWQPA5s2badasGX5+N4/ksFN27DtoO/eN2rVrlzifyOVyVq9ZyaDhfTiasJDzGStIzDmOaLNituiRSRUlTmZOCm+UCtU9O+o8DIx+chRKlRO2uygJWh2QOigIbjEUeXA7OnfpxiuvTGD/PxUADAYbJ84Y+HlFIVEdsugyOJunn59JVlY+a37fVKHKGWD8+JeITbCSeIPsX7XC7j0LoYeHBypV8UL3kfbd2bnPiCiKHDquv+nO/V+aNVJQWFhYEmFxJ3w245uSnx999FH8/f2ZMeOjuxPeTpmwK2g7FY5UKuW77+YQczWaRYu/I7KFE8cTF7H/yvecSfy9pJ3RrMbV1Y0aNWqUqf+8vLyHznGlX79+ODg4YDFWXJrJqoB3eDO8onrz3fcLOHJSx7cL82nUNZOxEwU272vMN98uJykpg2eeefaW2e3KE4lEQquWzTh62nDdPVdnCzk55VcU6LnnxjNnkZrzl0106J9C7yey2H1Qd9NjIolEIKqOM9euXbvjMfLz/4sUUCqLY7Dfe+9Ddu/ejdX6cFT1qizsCtrOfSMwMJDevXvzx4a1qIsKmTNnDlnqGPI0xTsKvbkQheLOkzCIosjSpUvx8vKiZ4/edOrYmXPnzlWU+A8ckVFR5Cefe+jjU73Dm6LwroNGK+FcfHfemzqbS5cTWPfHNh599FFcXFy4ePEizz0/jh9/WnRfZHp88JN8t8h03d9m3d9Weve+fWjhnVKnTh10OjNX40yEhwXSvecAXpkiZdzbN4+Xzi+wluncvUGDBrz44vO4uTnz88+/sGLFCtzcVHTt2pXFi38pj2nYuQn2M2g7lcq2bdvo1asXLWqMQm3IoGYjOX9v2XzLZ/766y8+mPohyclJiFYHcgv/O09zcJDRr29/li1fQkFBAb6+vthsNuLi4tBqteTk5JCens5jjz2Gt7d3RU+vQjl58iQ9e/VB7hZIUNPBOCjKlmCjOpFyeiOpl/eRk5ODwWDg8uXL7N23n/Ub/uTCudM4OrtiMpkZNOhxVq1YVuHyWK1W2rVtwrhR2Tw1/L9MZ661E8nIyC1XR6vGjSLIzEjk3fdmMnHi62g0GmrVDGLjb260bPKf1aBIY+PDr9Ss3yLl/IWrdyTD6tWr+fLLGRw/fprnnnuORYsW4ePtSk6uGlGEWrVCiY2tnoWD7ic3O4OungGidqoMPXv2xN8vgOj07dQN6MaBg5uIjo4mMvLG9Y0zMjIYPnQENV3aE6GKwlnuxfbCbwHoGv4yUsGBnduW4ujoiErpREREHeRyB06ePIHIf4vRpUuXMmrUqPsyx4qiefPmpKUmM3zEExw+8yfhLYciPARpTm9EcNP+OMgVBAWHIHWQ4e4TjNTJF0efFrQcPgyJVEbq6Q3UrXP7eOPyQCqV8sG0z/nkw7E89U9a+p9XaNBqTeV+HHPufCwAI0cWv5+dnZ2ZM/cHeg5/hoaRKlb+4EZGloUBT+XRtWtvjp9YcEfKuaioqFRO/X9LcGbn/Bdz/vbb75XnVOz8P+w7aDuVzorlKxk56gkAAj0aohfTmP3tLNzc3Bg//iUyMtJ4+qln+XrWl7zw/DgO7zlNQ/eBABgsGvYkLsDVyZN2/qXLjYuiSIbmCiabjiCXBujMBSRoDpOjTWbxb78wYsQti6tVGdLT0+nbbwDZeiWBTe7eO7g6YDZocFA4IgilFyqiKHJlyxccPriXqKio+yOL2UxAgCfH//ZGKoWw5gm0aN4Qq9XEjp2H8PS8ffzy7dBqtTg7OyOXO7Bjxy46dOhQcs9ms9G2TRNqhySwY7+NefMXM3jw4DvqNzc3t8TCFB0dTd26dbFarSVJf35etIi5333L6dPniI+Pt1eYu0fsXtx2HlieGDkCo9HI7NmzScs/T35BLmPHjmXgwIFkZKQB8Muvi/Dx8eXgrlPUcupS8qzSwZkG/t2p5drhun4FQSDAJZIwt2Y4SOS4Knxp5DWAWm6P8MQTT/DFzC8xmW7t9VoVCAgIYPeuHRSknseozatscSoVmdL5OuUMUJR1DXd315taZipEFpmM0aNHM2ZCPq0fzWTQ448RfSWGerWzmTTptXIZ4+jRYtf1F8c6M2b00FJOWxKJhMZNmrLnsIzVazbdsXIGSpTz2bNnqVu3LlBsFfjqq68I8Pfgp59+ICnxCv6+MjZt2lQuc7FzPXYFbeeBQC6X8/LLL/P+++/TocN/NWf9/PxZtGgRAhKsVguNPAbgKCudPzjYqQl+jnduugxxbUirwOF8+8VC+vR+DJvNdvuHHnBcXV3p3q0H2TH7EW12z9r/T0HcQd55+637ntDmiy++pXZkb4YOG833835CqZDy7cfuLF26ErW6bOlJb8S/u/CDx8Fs0nD69OlS9+fOXUj0lQQ6depUpn43bNhAdnZ2iVkb4MCBA7z11lukZ+Rz6PAxzu4KpFcXJRcvnrrnedi5MXYFbeeBwcHBgenTp7Nv316OHTtGixat+OGHBTz55JOEh9Ug2K3+DXdHZUUiOOCpCqGBez8OHjjAc88+Xy2U9E8/LiDEXSRmx2y0eSl31YfVYkJXmIE2P63a7MY1ucmYijJ5+umn7vvYMpmMX35dyZw5P+Dr64tGa0anF/FwV5CVlXXP/Tdp0gSz2YyPf2PMZiN9H+vOjBnTS7zHFQoFLi4uZepz3ry5PP/8WC5dulTq+tmzZwEYNmwYAPN/1bB4VRGFBfe+0LBzY+xn0HaqBDt37uTJ4c/QxH1YufarMxdytWgnSlcBENFotfh4+zD+pRd4+umnq1xaQ1EUWblyJc+PexHfyK741G53212j1WwkN+kM+owL5Gcm4OPrh1yuIDMznYBG/fEKa3J/hK8ARFEkft8PfDptEs8//3xli8OECeNYsOAn+vXtwZrfNyGVlj0LXHp6OhcuXCAkJITw8HCUSiWpqalERNRgxxo/JrynIbJ+V5YsXVPm2ujr16/n+edG8dxIBYtW2vj00y8ZPXo0SqWypISrzWYjsm4NEpMyAOyZ/8qBm51B2xW0nSrBli1beGrkOJp6lq+CBrCJVtTGTMxWA2abgYvZ2/Hzq41caWLr1s3UqVOn3MesaKKjoxk4aAhqiyO+kd0wG7Wok06iz0tCo87FydUTlasPyN1Rp56nTZtWvDT+BXr16lWSper06dN06NSFyJ5vYrOa0eQmIVO64OITXrmTKwOZMQdwNSdx+tTxMiurisBsNqPVanF3d7/rPj78cBoffTSdiFru5Bfa2L59L40bN8bDw5n9G7ypGSqj65A8xr38Jc888+wd9WmxWHj11XH8tXE1a37yoEVjBW99mMPshQWsW7eOxx9/vFR7jUbDTz/9SJcuXWncuPFdz8VOMXYFbadKs2fPHrp17U6PGhMr9BwxSxvLpdwdtGv+NudjVmI0pXP0+OH76lxUXmi1WqZO/YCfFi3C3cOTcc8/y4AB/QkLCyMuLo7o6GguX47m8ccH0qRJkxv2MfH1N5k/fx4SiQQHqRS9wUD9XhNRuT34uZjVWddIPb6SM6dPljk73YNMRkYG7R9pzoujLQQHSXj9AyN/bdrBkiW/4CpdzrS3vJj/awFnrvXixx+X3FGfb7wxgbMnlrN2kTuuLlJS0y007JxCw0bN2bVrX7Wsp/4gYffitlNlEUWRM2fOoJBXfKpGT1UoBrMGk0lNoToRo8HC99/Nq/BxKwInJye++eZritQFJCfGMXXqFBo2bIirqytNmjRhxIgRfPTRhzdVzgCzv/ma1JRkCvLzKCpS8/mMGSQe/g3xAT+z1xdmkXxsJb+vWVWtlDOAv78/O3Ye5Ld1rpw+L/Ltxwp69exIjRoRzPvVSEKyGVEEi+XWzoJGo5Hly5fzzDNj2LTxN1YuKFbOAJ/P1TJk6Cj27z9sV86VSIUraEEQeguCcEUQhFhBEN6t6PHsVD+mTnmfKZPfp6nP4Ar3ws3TFxcROHpuHlJBRgv/waxZ8zs63cOb89rb27skBetzzz2LXltYyRLdmoK0aOL2/8jcOd/Qo0ePyhanQggPD2fnrsP8sspAdq7IpqWefPLxFKLqNaLTwGxUKoH169cTFxd33bO5ubkcPnyYGTM+5fNPx1MncDM7f/fCy/O/8/DHujuwbt3vWCx3Vozl2LFjGAzX5x63c29UqIIWBEEKfA/0AeoBTwiCUK8ix7RTvYiNjeWzGZ9Sx60LroqKr3LloQyirlcnQlwa0yJgCM5yb2QWV8aOfqrCx64KbNu2DQ+/8AcyY5nVbCD11B/kR29m05/reWrs2MoWqULx9vZm794jzP5JRmqGhbWL3GnXOAar1cZbHxZSVKRn6dLSJm6bzUaP7o8wbEgPFv4wi4VfuTPpFU8C/Usnleze0RGtVsf8+d8hiiILFsxj8eLFXLhwgfj4eH755WcEQSAzM5MzZ87QunVrwsOD71ih27kzKjrVZysgVhTFOABBEFYCA4BLt3zKjh3g1KlTNG/enLo+HfFzuj+OWjKpkhru/5UjFEURq81CQGDgfRn/QScpKQkHRdnCdu4HRm0eiYd/o3f3ziyYvxlXV9fbP1QNiIyMZNqHnzP/p9fZssKZR1qpeGGMC616ZzJ48FCGDRteqn1aWhppaSmkngm4pTXqxFkDDg5Svv12Fgf272P1mj+ua+Pq6oynpyfHjh3D0VFKZmYuRUVFeHh4lPs8H1YqehkcBPxv4dGUf66VIAjCC4IgnBAE4UR2dvmVYbNT9Vm6ZBm1fFpQw7XVfU8w8S820UKeNo15878nOCiUGTNmcOjQoYe2zN72HbuRe4ZXthilMBs0JBz8hbdff4VlS397aJTzvwwcOJCEFAUzvi0+eggPkbHwK3c2b/6TWrVqlWrr6OiI3mDhdm/fP7fqefPNdzl16gKr1/xBs2ZNmDZtGiNGjCA0NIRp094nLi4BmUxG69at0ems+Pv74+bmhk6n4+jRo7z22ngmT57E/v37K2rq1Z6KVtA3+lYt5TYuiuJCURRbiKLYwsfHp4LFsVNVSEhI4JvZswhQNrp94wpEKpHRJfRluoS+RHp6GlOmTOXxvsPw9fbjtVcnkp6efvtOqgkmk4ltWzfjHnh/clnfCaIokn5mPWNGDWfyu+9U2kKuMnFycmLf/uN894uJU+eKz4HDQ2RoNAZmfj6tVFtPT09aNG/KtC/yb1qm9PgZA0vXGqlXrx5//fUXAMlJcXz00UesXLmSpKRkpk79oKRkpa+vLz17dGHs2JFIJBI6dXqENm3akBq3EqnhF/r27VFSBlYURS5fvsyVK1ce+jKpd0JFK+gUIOR/fg8G0ip4TDvVgH8r/uTorndyqQwcJHI6hD5L9/BXaeb5BPVc+rNx6T7q12/A4sWLOXXqVLXIRnYr5HI5Q4YOJydmX2WLAoDFpCPhwCJ8XCV8+snHlS1OpeLv78/U96fz9nQtoijSpIGC6INhfPX1bJYsWVLK4vPzLytZtMLMtYQbV9X6eYWRF8ZPYsSIEezYsZlZH3mz8CsnAPo+1oOCgoKSohn/snXbLj7//GsAli1bxTPPPMm2vXoWLilErTZy/Phx4uLi6NypFT27t6J715Y0bxbJjz/+WCZlfeXKFfR6/d28RFWSCo2DFgTBAYgBugGpwHFgpCiKF2/U3h4HbedfioqKiIioQ2ZmBj1rvo5EKHvGpYpGZy5kX9KPhPs2RGPKwWTV4+bqhkKh5IMPpzBq1KgHIjlGeZKdnU2DRk1wqdER7xrXhW3eV1JOriEq1I2tW/6udq/z3WCxWGjXtgkDumcz+bXifPWrNmj44nsdo8ZM5q233ilp27VLa0z6a4SHSGnbQsRkFOjbU0WtcDmPPVnI8y/Np1+/figUCubN9OHFSVk80lJFkSGYs+diSvr55puvSUyMRyqRMOubuQB069qexb+tJDg4GABHlYTw8DBEUWT0IA1vvuiORAKbd2r5eYWZDX/nUKdWXSZMfIXBgwcTEBBww/np9XocHYtrnq9fv54BA6pP5bZKS1QiCMKjwGxACvwsiuKnN2trV9B2/uXcuXN06dyNIHkLgpwbVLY4d4TBUoTFZsJo0ZBkOEatuiFs+vvPe8oa9SBy6dIlOnbqgkfdHniFNa0UGYzafGJ3fUf05YsEBQXd/oGHhLS0NB5p14zPJgsMH1DszDfti3xsquf49NMZpdqdOnWKHTs2kZOdicViYdv2ndSpKefoyQKysrLw8fFhyOC+rF1XXK3qsR7ubNpewJUrV0qy60VF1SI6Oo5RI4dw4OBBZA4OxF5LZu7cuWi1Wt59tziytmMbFZ3auTDtLddSxxBqtRWPunE0k3QizzGdLHMqdevU5delv5Qq1PEvSUlJ1K0bicGgZ8OGDfTv37/CXsv7yc0UdEV7cSOK4mZgc0WPY6d6Mf2jT/AWoqqMcgZQOhR/ITrLvfBUhXAt9gBNGzfnvanv0qBBA9q2bVvJEpYP9erVY8/unbR9pAMqN38c3W+846lIMs//xVNPjbUr5/9HYGAga37/i4EDerPnUAHffOTK1QQpfQfVv65dYGAgffv2Lbl27NgxoqOj+TgggH/9gT6Y9hlr122iZYsoNm2/DBR7jv97nHPpUiw6nQ4nJ6eSfnJzc5HL5cjlchQKBfXq1eOzT6fw+dzTHDpp47Xn5PTp6ohEIiCRFCtrL4k/XgZ/aomNyLiURId2HdixewctW/4XUbFhwwbMZjMGQ7GJe8lvSwgICCAsLAxf34oPwawM7HYhOw8kLVs1xyTNr2wx7hpBkFDbrSMexobMmPo9fXo+xvbt2ytbrHKjQYMGTPtgKnmx999D11CUgzYvia+/+vK+j10VaNGiBRcuxpKracWjo3I5e0HDzp07WbFixS3Pb1u1asWYMWNKJXdJSSmuiubo6My2bdsAaNe2Scl9QRBKKWcALy8vXFxcUCgUTJw4kejoS9hsEjQaHWOfncXULxyZ8F6xx/n/P5mQCFIChRoE6GsxsP/jzJw5k/59ByAIAgMHDmTo0KEAvPfeFH5b8hsDBwzEz88Po9F416/Xg4xdQdt5IPH09CQh+wK5uqTKFuWe8HOOoK5LD/wUDfl9zbrKFqdcGThgABnXTmE2au/ruCZdISqVI2lpdn/Tm+Hu7s7KVevpO/A9cvJlnDu1msU/vYaLizMfffQRX3/9NR07tOSttyayb9/Nnf769OnDsWPH+H3tZnr06EFaWhrbdxwskyyvvfY6+w8cQy6XM3r0aPbsPcaK9Rqyciw43MSGGyJE4J0VxrvvvotGq8HL0xuAGqE1OXz4MJ988jEqlYqvvv4KgJbNWzFr1qxq5xluV9B2Hkief/55duzYwWX1FjSm3MoW557xVAaze9fuyhajXKlduzZPjBxJduzh+zqui28NjKKCNWvW3NdxqxoODg68MG4cvXt159Q5HcEBAn17qPjwww/57edptG+WgItkGUMGP8q0adNYs2bNdTtsQRBo2bIl3t7FCjIgIKCk2tmdcvz4EY4ePVrye3Z2NgqFgtPnjfz/apt6UUuSLYZ8MQsnwQ1BEHjm2afJyc3GbDYTl3iNNm3alJxjjxgxgi9mfknLVi148803GT5sOMFBwcTExFAdsCtoOw8s3bp14+233yJOu6/Kr4z1FjXh4eGVLUa588zTT2HMuXpfxxQECUq5jGbNmt3Xcasirq6uLFm6hosXL9K49VS8gx5n3Lin0Bpc+XW1gf3HJMhlFqZPn86wYcOoER7IoUOHmDz5bQRBoF69CGZ8Np06EWH07t0TQRCYMeMzADZu3Mj48c/g6urMli1bbipDixatadWqVcnv774zkYKCQp4Yn0vvkQVAcXx0ri2DM/I9NB0SSVGNdBKVF6knacnLL75CcnLydaFdULyAeHvSWyz6eRFJSUm8NvE1UtNSqVu3Lo/2fpS///67fF/Q+0yFO4nZsXMvTH1/Ckt+W0qOLh4fp5qVLc5dIYoiOearPNV3fGWLUu4kJSWB5P5/jcic/Vi/YSPdunW772NXRerVq0e9ev+VQRBFkcTERK5cuUJhYSH5+fls/msN9Rs2Iysri88/LzYdX74cy4oVS7kam8TV2OLjpgYNGtL+kWYcPHS6pL/Q0NA7lmXi6+8yaPBI6tSpw+7dO9i1bwqXnA9jNpvp338Ay1YsxWKx0Kh+Y0wJBvxNYYSGhvL999/z0ksv3bTfkJAQQkJCMBgM9OrZm7+3/s3fW/9Gr9ejVFZ8JbyKwF4P2s4Dz/Lly3lrwvs0cn+8ymWKEkWRWPVeXINEDh89WFIVqrpw+vRpOnftSd1ebyGR3j9FbdTmcWX7txw/dpT69evf/gE7d4woiuTk5ODl5cXAAX3586/iXeh/13qyYeN26tWrzbJla25ZrvROOHv2LAUFxaFd/fr1K1GmGRkZdO3UDXWallRNIgDPPvMsPy366bbyK+QKzJbiRCzR0dHUrVv3nmSsaCotDros2BW0nRthsVioVSMCX2sLvB3DK1ucMnGt6ABOASb27N2Fm5tbZYtTIXTr3pO4Qmf86jxyX8dNOLGezs1DWbl82X0d92Hj1KlTnD9/nlGjRuHg4MCaNatIS8vgmWeewcXlxoVTCgsLef311xk2bBi9e/e+7RgvjnuJ9RvWk55R2vFPq9Wybt06Ll+O5ptZs6hdK4LzF8/dkdwajaZEPovFgvT/H3g/QNgVtJ0qzerVq5kw/i2aegyrMrtotTGTS0WbiIuPrdYVfl555VU2HrxGYL2u93Xc7GvHaBYmYc2qFbdsd/jwYWQyGS1aVG7ms4cFo9HIDz/8wGuvvQZA+zYdaNG6OTKZnMyMDOYtmFcqNMtsNuPn7Ue+Op/Tp0/f8478fzEYDGi12pK84Q8qdgVtp0ojiiLNmrbEku5FsEvlFtC4E7SmfM4XbGT2nC8Z+1T1rUt88uRJOnfpTs2Oz6Ny87uvYxekXcbLEsvB/Xtu2U6pVGE0GsjPz692Wd0eNIxGIy2atiQ7JRel4IiPNgSjaEAjLUAUrCSYYti8eTN9+vQpeWbXrl083ncQPtZgmvatx5q1qytxBpXDzRS03YvbTpVAEAR++fUnLmZXjWQf8fp9PPvCmGqtnEVRZNiIkfg36nvflTOA1EGJRnvrGOyePXshVzrhX7OxPSyrAkhISODbb7/l4sXi8gozPpvBxcsXaKhrTx1dczwEX/wlodQWG2EWTAQGBNK9e/dSfcTHx+Mh8cHfGs6ePXvQ6XSVMZUHEruCtlNlqFevHm6uHuTqH/zkJVpTAS+++GJli1GhnDlzhvyCIjxDG1fK+FK5iuzMzJveP3XqFNu3byOs7WjkbqGcPHX6pm3tlJ2XX3qZGjVqMPOdb2jTqi1ffvklH03/iHbSPtcdQxlEHQVCDjt37UQmk5W6J5VKESQCSlQYdAacnJzYvLniskMbDAamT/+YoqKiChujvKjWCvpBMt/buXfkcjkrVi7jStE24tVHsYmWyhbppjhIZdW+LN7WrVtx8qlZaT4BJm0+Lq7XOymp1Wq+//57OnXuSkT7MTh5BqPOvMrCHxZUgpTVkxmfzWDF4lW0k/ahgbUN9Yxt+P7jhbjI3JFzfUiTFQsWq4VVK1eRl5dX6p5UKsUm2JAIUhqZ2xMlac6LL9w8nOpeycrKYtq0D/j8888rbIzyoloraJlMxvnz5ytbDDvlSO/evTl3/gzhTZw5kbOCTM3VB3IhZjTrcXZ2rmwxKpTf123Aya/e7RtWAEZtPpkXNvHZJ9NLXe834HH8/AL45Kv5hLV7Cs/QYn+FgrRoIiLqVIao1Yro6Gg6d+rMe1Peo66xBU6CKwBugid19M1pI/bCQZBd95yT4EoLWzd+/XI5EbXqsGnTppKCG2tXr8NJ41HSzk8IISsnE4PBUCFzCAkJYdCgwXz22WcUFhbe8XOXLl2iY4eOhIaEVYhcN6JaK+h58+YREhJS2WLYKWfCwsLYsm0zS1b8jN7tKqfzVlFkzK5ssUowWfVYrCbCwu7fB7kyKCwswEHheF/H1OalkHJiFTE75jDprYkMHjy45N758+fZuuVv6vV5m7B2T+PsVfzZN+nVKBQqduyoGv4LDypGo5HuXbqzd99ePARfnClb2KCj4EyEqSnh6gY8OWwMLZq2YOvWrWzfsQ1f4b+qZDJBgafUl08/+ay8pwAU+7PMm/c9T4196o5Dr/766y/GjBnL/gP76dKlS4XIdSPsXtx2qjSiKDJ9+nRmffktkW498VRV/oIsregS8uBcjp88UtmiVChdu/UkUeeFT837E76Um3SWrAub+OD9qTz7zNPXeWT/8ssvfDDzB4KaDy11vTAjBmXBaU6fPHZf5KyuHD9+nF5delPL0AQnXJELd590RxRFkqTRFCqz8dYHEyiWzhKYbUtD3sTE0QfgM1RUVISra7GlYMGCBYwbN67cx6i0etB27FQkgiAwbdo0goKC+HDy5w+Egi4Skpn++qTKFqPCmTrlXQY8PgQ3/wjkjhWXhEUURTIubkWTdpa9u3feNE42MjISXX4qoiiWOhfXZF5hyKA+N3zGzp2h1+sZNGAwAaaaeAg+99yfIAiE2aJAF3XD+46CCxdiDrJx40b69etXqbkPnJ2d+e2338jIyGDUqFH3dexqbeK28/DQu3dvivSVX/XKbDWQp02lUaMHP1b7XunatSsjhg0lN75id6aZ5//C0ZzO1SvRt0xi0bp1a4y6Qsx6dck10WalIPkcT44aWaEyVkfUajVzvp3D2CefolZ4bWSFjgSJte7L2E6CCzV0DXlu1At0at+ZxMTEe+pPFEWWLFnClStXyvysIAiMHj2at99++777ldgVtJ1qgZeXF3pj5cdPXtXsZsTI4Q+FggZ47bUJ5Cccx2Y1V9gYurwkvvpyJp6enrdst2bNGuSObsiU/3l2q7OuERwc/MDnYn5QKCoq4t13JhNVpx6B/oHMnPo1x1acJyS3PrWM9zeczlcSRCN9R+KOpdC2dVusVutd9yWKImPGjCEyMpL58+aXo5QVi11B26kWyGQyLFZzpXp0m60G0guv8u2cbypNhvtNgwYN6NChPekXK84ByyWsDW+9/c4t26jVakaOGoV33W4Ikv++1jTpFxk7+v6aJasiKSkpjB8/ngZRDVg+dw1O1/xoZupKfUNbQiQRuAmelWJmlggSIsVm2DQS5s6de9efb4lEwsmTJwF46eWXGPnEKMzmiltUlhf3pKAFQfhSEIRoQRDOCYLwhyAI7v9cDxcEQS8Iwpl//tkDEO1UKMnJybg5V86XiNGipcCQzvHsZTw15ulqV7Hqdvz800LUyacxFOVUSP+ewfWJvnyRrKysm7ZJSEjAwzsAz5CGJddE0UZB6iWGDBl80+fsFNO6VWt++OEHvNLDqWtqjqfED6Vwfz30b4ZEkOKvr8Hrr79O3Tp3bwlp1qwZ8fHxNG/SghUrl7Nnz57yE7KCuFcnse3AZFEULYIgzAQmA/8uda+JotjkHvu3Y+eOiI2NxUV1/xLiW2wm0jWXyDRfRG8qwt8vgOfHPcdXX39x32R4UPDz86N2RB30ugKULt7l3r8gLY6rvdXCp3bt2hh1RRi1eSicik3huvw0PDzcqV27drnLVN0IDgzBOdMXb0lAZYtyQ3wlQXQQ+rE/9k9iYmKoU+fuYtrDw8M5cfo4OTk5eHuX/3u1vLmnHbQoittEsSSd0xEg+N5FsmOn7MTExCATK96Bw2IzcVW9m/2pC/GOtLJx81oK1QXExsU8lMr5X9zc3LBUgA+AaCveBQO3tI44OjrSpm07NLnJJdcK0y4yoH//cpepupGbm8uJU8cJFGpUtii3RCk4Us+hJW1bt+PYsXtzTKwKyhnK9wz6GeDv//m9hiAIpwVB2CsIQodyHMeOnes4f+4iMptrhY5hsZk4m7eWFl3qkJGZzp59u2jbtu0DXWf2ftGpQzv0+Snl1p8oiuTEHePKtq9RFp5j69atJbGoN6NPrx7kXtlFVuwRUk/9Tu61w4wf93y5yVRdcXV1xdnZBbWYd/vGlUwQNQlRR9GjW0+io6MrW5wK57YKWhCEHYIgXLjBvwH/02YKYAH+rZyeDoSKotgUeANYLgjCDT9dgiC8IAjCCUEQTmRnPzjZoOxULS5fvIyTrGJrLsdrDtGrb1dWrFxmL1v4/+jevTuG3Nhy609fmMG1I6vZsG4V586eomfPnrd95vXXJ7J40XxquWsY/2Q/Yq5EU79+/XKTqbqSn5+PuqiQU7a9lS3KHeErCcLXEMJ3c76rbFEqnNueQYui2P1W9wVBGAv0BbqJ/7jYiaJoBIz//HxSEIRrQB3gujRhoiguBBZCcSaxsk7Ajh2A9IwMvB0q9oTFSD5Pjh5VqUkTHlTatGmDrigPs6GoVJjT3fLvOXLTpk3v+BlBEOjXrx/9+vW75/EfJuRyOQA+/5Nu80FHZXMhIe7eYqOrAvfqxd2bYqew/qIo6v7nuo8gCNJ/fq4JRABx9zKWHTs3w2g0kp6RilJ674rhVkgFOUajsULHqKpIpVIef3wQmZd3lUuomyY3iUZNmt/WrG3n3nF3d2fWrFk4Oj4YXtt3ghwF5y+cw2J5cCvalQf3egb9HeACbP9/4VQdgXOCIJwFfgfGi2IVOOCwUyX57bffcFcGonBwqrAxCo2Z5GiSad26dYWNUdWZ/c3XqCxZ5Fy7t/zJNpuVgqRTdOrYvpwks3M7Bg0aRK6YTpGYX9mi3BEegi/5eQWkp6dXtigVyr16cdcWRTFEFMUm//wb/8/1taIo1hdFsbEois1EUfyzfMS1Y+d6rl2LQ2mruBArg0XDubwN/PzLIvz8/CpsnKqOt7c36/9YS+blnVhMd+fRLdqsJB1eQmSoGx99OK2cJbRzM8LCwnjzrTfJVFYNs7ERA6Jgq/afR3smMTtVHovFgiCpOPeFOM1+Xn75RYYNG1ZhY1QX6tevz5DBg8i6tPOuns+KPUSwjxPbt/6Nh0fFOv3ZKU2btm0wSvWVLcYdkSdm0KVz15Lz8+qKvZqVnSrPkUPHcJGV/0paFEXiiw7j4Grkw4/su7k75asvZ1I3sh7qrHq4+t55cYW85PPkx+5n27EjODjYv5ruN506dcIk1VMo5uEm3Drv+f9HFEU0FJIvZmMWjQhS8BNDcbpx8M49YxT01Kpd8/YNqzj2HbSdKk+duhHoLerbNywDoihyqXAzzkEmjhw9hEqlKtf+qzPe3t48NXY0mrSLd/xMduxhci9tZveuHURERFSgdHZuhkql4oXxz5ND2m3biqJIgZhDvOo8MU4nOKbYRqLXeVqPbMioqYMY+FpvzisPcFD6J3GSC1jE8st7bRUt5CrTGDy0+qdwtS9T7VR5MjMycRDK19SVobmCzNXC0eOH7bu5uyAhMRmj6dYe71azkaKcBAoTjuIo0XPs6GFq1bo/5QztXI8oily7dg2JKIVbRBLaRCun5XtQuSl54cXnady4MVFRUdel3/zyyy//r707j4+zKhs+/juzZNbse5N0SbrRJV0ppQuyVARFEBEpAlUebUEWKw+KIiqgvp9XeODx0Y8K4quPCiKLQKFSWkWWgt3oQhtKaZo9afZ9JrPfc94/ktaUJl3SLJP0+n4+00zuZea6mpm55j73uc+hvLycgoICOi1tzNHLiGKwlY1M0XPINJ3+3O1RbbDXtpnLr7iMZcvGfidC+eQRo5rf7+ftzW+xKP2mAe1f7tmCRbtJc0zEYe1ujmv2VVAZ2MKm9a9JcR6gC5Yv5cUXnidn9qeIGmE66w/hb/wQf2czUSOCJc5OW1Mt02fM4nv/eQtrVq8+6yYZiTVvvfUWzz73LOeaLzm6rEt7qHUcosvUSdgI4bS46Qp7WbJsMRs2bTjh4ymlyM/Pp7m5mcXnnk9l5UFaHXX4u7rwqg4yOf0CfViVMXvBLP78zFOnve+piEajR79UxAL59BGj2lNPPUWKM3fAl1iVtewibHQf6aUnj8NisuEPt/P8C8+xaNGiwQz1rHLzzTfzpz89xYcbH8FisXLZZZdz7d33M2/ePOLi4mhra8PtdstEFjFk7ty5XHXF53jzn2+SpscRUWFaqOPmVTfztTVfw+VyUVdXR2pq6mlNVpGamso9936bW2+5lSRbEnRBmd7PJD0Dkzr1s6xRHeVwXCnP/eqdAWR3ajZv3sxFF13EmtW3cP8DP2TcuHFD9lynQo3k/Lkft3DhQr1z53GDjQnRr+lTZ+D2ziDdObCB/qPaoKhlPTeuuZrrr7+ehoYGli9fjss1dNdUn02qqqpwu92kpJxepyMxcrZv3862bd3Xsq9atWrQetMfOnSIV15+hUf/+1Hq6uoY7yogP1CI9RRPT1VRTNbiBN56561Biacv0WiUc6adQ3FJMVdc/lnWb3hlyJ6rN6XULq31wuOWS4EWo9WmTZtYee0NnJf+lTMafrPJV87u+hcJBAJj/rINIWJBRUUF937ne7z38j7yjVmntE+R812eXf80F1xwwZDG1t7ezuT8ybS0tQDQ2to65Jf89VegpRe3GLU+85kryLYXnvHY2L5IC3ML52O1WgcpMiHEiUycOJFv3XM3zebD+HXXMeu8up2gDgBgaIO6aCXl0QPUdx6msLBwyGNLSkpi4983Hv3929/6Nk888QRfWnkDwz2hkxxBi1Frwvh8cvVyEmwZp7R9VBt0BOowm6yEDD/+SCceqvGGG9n9/i4mTJgwxBELIXp76KcP8eMf/Rin1Y07nIQ2oCJ0EKfJzVTmUW7/gMK5s5m/YB6XXnYpn/70p4clrubmZsZl53CevpRaaxlhq59qTzllZWVMmjT482ZLE7cYc6684ipKt/sYnzj3lLbvCrXxTvXvmJw/lbS0NHLz8rjis5dzzTXX4Ha7hzZYIUSfQqEQH3zwAW+++RYf7PuA2++8jWeffY7n/vIsj/zsEa699tphjScajWKxWMiMy2W2sYSWaD0HrbuYOWsm23ee2Tjz/ZECLcYUj8dDZkYWizJuPHp5VH+01iil8ISaOeTfSEPT2B5gX4jRrKWlhbi4OOLj49Fao7XGZBqes7FtbW0UFRXx6vpXefyxxynwz6U5roYrvvIp/ufn/zNkfVT6K9BymZUYlYqKikhypZ+0OHcE6th6+M/kpE0mEPaSmCJHykLEsnlz5lF9uJrCmXOorKrE0+Xh4MGPhvySvGAwyDnTZtDQVE9WRha+gI/SaBHuJCc/feinI9KBVDqJiVFpz549tHQ00thVcsLtQtEA47JzSUiP47Hf/oIPD3wwTBEKIQbiSzfcQI5zIpYDSRT6LiDNlU5t7cmHHz1TX/3KV4nzO5hjWkp9YwOzZs0msyCd1zZtGLF5yaVAi1Fp81vvEor42V2/Dq2j/W6X6sijru4wBw58SCgUktGqhIhx3/nuPbQaDbhUItUU0+ipZ/78+UP2fKFQiO/f9wNefXkDBf65eCytzJk1hy1b/0VxycFh6TneHynQYlQymbsvrcpNn4w6wWhE1Z37mD2rkOLiYm644YbhCk8IMUDJycl8+5572KJfpcFaySP/9ciQdOL0+Xz85je/YWrBVP7w8yeZFlrIQXZTFjrAa3/fEBMT5Mg5aDEqvf32Zmxxdly6/6H4OgJ1dBo1/PDOu2WGJCFGkQd/9ADfWHsnLpcLu90+6I9fXl7O5Zd+Gm9dgAz/BFJVFnvtm7ns6kv5xIUXkJFxapduDjUp0GLUqa+vp62tjU/kfh3VTyPQIc+bdKk6ChcU8vnPf36YIxRCnKnU1NQheVyPx8Oy85eT0JLJOboQZVI0RKtJzIznD3/832HrMX4qpECLUcXr9XLxhStItuUAqs9RxEKGj7Km3ezZs4c5c+YMf5BCiJjV2NhIbcNhgu4QoYAfw2LQbmlg/R/Wx1RxBinQYpSJRCIkJSdy4OAWsp3lZLiOnxYuzuxkZvoKFp+3hMLZs9n+3tAMLiCEGH0KCgpob2+ntLSUF194EZvNxu133B6TE7qcUYFWSj0ArAaODFD6Pa31hp519wJfBQzgG1rrTWfyXEIAuN1uKsormZ1xeZ/F+YgM5xS8kWYiEWMYoxNnG7/fHxOdicTpSUxMZP78+UPaO3wwDMbx/M+01nN7bkeK8wxgJTATuAz4tVLKPAjPJc5yBw4cIBSIkBM/s99tojrKvrZ1LLt8FuteeXEYoxNnk+eeew6n08nkSVN45ZXhmZZQnF2Gqon7KuAZrXUQKFdKlQCLgK1D9HziLJGQkIARjfS73h/upNy7hUlT8vjTk38845muhOhPZWUlAKUVJUQi/b8mhRiowTiCvkMptU8p9Xul1JFJM3OA6l7b1PQsO45Sao1SaqdSaudwT+UlRp+srCxMZmjzH+5z/UHPJq664WI2btpwwuJcXV1NZWUl69atw+v1DlW4Ygy7++67aWtrIxQKyZUCYkictEArpV5XSn3Qx+0q4DGgAJgL1AGPHtmtj4fqc1YOrfUTWuuFWuuF6enpA8tCnDVsNhuzZxfii7Qft05rDdpMSkrKCTt83HHbnYwfP56JEydy9dVXM3vWyI0UJEYvk8lEUlKSzCMuhsxJm7i11itO5YGUUr8F/tbzaw2Q12t1LjD0g6mKs8KVn/ss9937fTyhBqYkL8dsstLYVUqFdxut3joefPAB1q79BsnJyX3uH4qEmTZlOmlp6eTm5nLbHbcOcwZCCHFyZzTdpFIqW2td13P/LuA8rfVKpdRM4Gm6zzuPA/4JTNFan7BLrUw3KU5FMBjEbrejMGOzOshLmMuhlndJcKQyJfFCSrve5vHf/pLrrrtupEMVQoiT6m+6yTM9B/2wUqpIKbUPuAi4C0BrvR94DvgQ2AjcfrLiLMSpstlsBAIBVq68jkDYS0nLVmxWJ4WpV5LumsS0hE9yy9duZ+H88/je977Hvn37RjpkIYQ4bWd0BD3Y5AhanK7333+fB+//MRs3vUaiK5UElYfNlEhj6EMaO6oAeOD+B7n/gR+OcKRCCNG3/o6gpUCLMcHj8bB//36ee/Z5ykrL+eSnLuG8884DYP78+TE3hJ8QQhzRX4GWoT7FmBAfH8/ixYtZvHjxSIcihBCDQg4rhBBCiBgkBVoIIYSIQVKghRBCiBgkBVoIIYSIQVKghRBCiBgkBVoIIYSIQVKgxVmrvLycu775n1xz9TWUlpaOdDhCCHEMuQ5anDVqamooKirihi/dQFt72zHrbr3tVgoKCkYoMiGEOJ4UaDHmFRcXc9P1N7Fj946jy1auXMm0adMoKCjgqquuIiEhYQQjFGJw+f1+HA7HSIdx1N69e0lISGDSpEkjHcqoIgVajFklJSU8eP+DvPjiS+QEC8g05zLp3Fy2bt060qGJEaC15r333uMf//gHO7a+R2VFFdGoQWZmJuctWcQ37/omaWlpIx0mO3bs4JxzziE+Pv60962treWeb93DM88+w7isHO5cewd33HlHn8W6rq6OF154gYaGBnZseY8Fi+bzrW9/64RzqWutCYVC2Gy2frfp6OigsbGRcDhMKBSirq6O66+7ng5PBzU1NeTk5Jx2XmcrGYtbjDmGYfDtu+/hiSeeICs0gWjUoDGuGn/Iz4pLVrDpH5tGOkQxTAzD4PXXX6exsZHf/fb37N21j+RwBs5wPHacKBQhgtRZKkmeGM/DjzzEsmXLSElJQSk1pHF99NFHRKNRDMOgqqqKrq4uGhoauOuuu5icP4UHf/wAubm5tLa2YrVacbvdtLW1YbPZmDNnDq2trQSDQQ4fPozL5eKlF17if3//v2TrieSFptBFJ/WuCryWDlZev5L4BDfBQJDy0gpKDpVQXllOpikHU8CCU8fjtbXTZKolLSWNvLxcrr72aubMmUNKSgptbW08+cen+MszTxOJRIh3J5CclEJjUz3hSJikhCTS0zKoravF5/fhsrkxKRMmZcKm7NiCTkyGBV9aK1ddfRXhUBi/P4Df58PT6UVrTSQSwWKx4HK7yJuQx5pbVjNz5swh+xvEEpksQ5w13n77bS775OWcG76EUudeJszK44nf/YZZs2aNdGhiCGmtqaioYOPGjbz013V0ebyUlJVgClmwaxcWn4286GTM6viGw6g2qKeGtvg6OkKtuOPjufk/vsLswtkU7SviN48/gdvpYtq06UydPoUJkybgdruZP38+559//inFZxgG77//Phs3buTRhx9FRU2YlRmlTNhxYtImMBTpvjy8dOCL7yBsCmLRVlAaAwOzthDFoC3UjNPqwqTM2JQDgwhxAQd5wanEqWOPbr26g2bq0URRmLBhx4GLeJIxK/Mx2wZ1gDBBuvDgtbUTsvsI6xAWZcXpTSTbmEgcNoJ0b2fDgRkzIYIE8WPHiQ1Hv19uWnUjHtpQmDBh7vm3+++hMAGaCBHqVAVtuonnn3+e888/f8wfdUuBFmPWkabLYDDI8uXL2bZtGxdecBHLI1dQ5NzC3PMLuWPt7Vx22WVYLHJWZ7QoKyvjG7evRSnFN+9ey8UXXwxw9MO/vb2dbdu28eJfX2THtp2UVZRCVJOqsnD7krFgxYaDeJV02s/dqdtosdRh2MOYAhYyIrkA+PDipwvDEkZbojSbatn8r83MnTv3hI+3fv16vvqVr6JDEB9JISOQN6C4zhaGNqhT5fjiO2kJNWC325k4YRIFkwuYds5UCiYXEI1G2fC311hx6SVcf/31o7ofiRRoMWbdvOpmXn5xPVpHueWONTz2q8cY33UOWSoPQ0eoVRV0upuxJVvZtmMrmZmZIx3yqBOJRKivr2fcuHFEIhHi4uKOrmttbSUajZKcnIzf76empobOzk4Mw8DtdpOdnU1iYiJWq/WEzxGNRtm3bx9FRUUUHyzm17/8NSmeHCxRK/XOCrpCHpRS3HTjTUyfMZ2f/Oj/4FYJOL2JJERTcBJPHLYhbZruLaSD7Oc9brjzi/z8Fz8/uryqqoodO3bg9Xqpra2laO8H/G3935jmn0+ySh+W2MYSrTUBfPjxEsBPwOQj6gwDmjivi4DLS2P4MFMKppKVlUXehDxuuOlLXHTRRcP2WjhTUqDFmDU+ZwI5tdOwYGWv/V0iRpjzwpdiUccWhDLLfsYvzuSVV18ZUAec0SwajaKUOuUPrK6uLj788EN27txJ0d4iXnl5Pc0tzUS1gcPu5NGfPUJGRgb33vM9yspLMSkTLpcLj9eDyxZPnCkOUESiYbpCXoKRAF++6Sucv3QxFRUVBPwBDMPAMAzqaxsoKymjtLwEs7YSTxKmgIXUSBaJKhXo/pCOYhAhTJ25EsMSJjmYSYrKGML/tf416BqK2EZmRib/fOOfR8+Vbtmyhcs/9WmSTWmYDDMETdgiTlLJxKFcIxLr2SCiw3hoJ0SQAD4aHJWY48xcf/1KVly64ujRtcvlIhqN4nQ6ycjIICsrKybmipcCLQZde3s74XCYtLS0Yf2m2t7ezkMPPcT2f22ntbWNkpJDnBv8JBZloVU3UuzYTYJKYbpvISb17zdfVEc5ZHufC7+wjD899cdhi3e41dfX8+gjj1JZXkXh3NkUzilkzdfW0NzawlVXXsni8xdTWVFJSXEpzU3NuNwuvnDdNWzfuoM9u/ZQU1uDP+Aj2ZmKK5yAxW8jiTQSSCGKQRceatyHMJtNJHRmkKlzUSjaaSaepOO+GEH30ebhuFKilgj4zJgxAwqFwoIVBy6cuLEr5/D/hw1Ap25jB/8kLyePqpoqwuEwq/9jNX/96wtMDhSSrsaNdIhnNa01frpotFQTcvrRKoqm+zy+AiI6gi/cRdgIM3vGbBYvXcxNq25k0aJFIxKvFGgxaLxeLw0NDUyePLnfbT766COmTZvW5zqfzweA0zmwD+Of/OQn/OAHPyCRVDppRaOZwxJ8ePDFeUiY4KDT00lGfT6p6tjm7E7dRlX6h1RUl5/wUpHRqKOjg5deeonv3nMvjvYEnOEEupzteFQ7KZFMsoMTqVXlaHMUc8SKHRdW4gjgw+tqxd6VQAJJOHAPa1PxaNSmm9jF26y4eAX5+fm8/eZmvHUBpvjm9PkFRcSmsA7RSStVHKKFBkaqHvZXoM+ox4xS6lngyKdwEtCutZ6rlJoIHAAO9qzbprW+9UyeS5xYIBDgySefJC8vjyVLlhxt0tmyZQt2u538/Hzi4+OPnkc8kw/faVOnUVtXi81qQxvd31bNFjMms8JitdDp6WT79u0Eg0FKSkqorq4mEAhQWFhIV1cX37j9GwSDIa686kqysjPxeDxct/I68vLySEpKIjExEaUUb775JqWlpSxfvhyv10t+fj7JycnceeedmE1mWlpa2LJ1C1u3bsUzvgF3gps4w01TUxNRnyaB5ONijycJ7VM888wzfPnLXx7w/0Es0FqzYcMG/vzk0+zc8R5VNVVk2MYxzjul+4uJAvy9dlAwiRlgdN8/hm/i8ctEv5JVOov0xdS80ULVG004SSOXTPlSM8pYVRxaQ8jpZ/2z60c6nOOcUYHWWl935L5S6lGgo9fqUq313DN5fNF97rCyspLW1lYyMjIIBAJ0dnaSm5tLfHz80YEA9u7dy5o1a47Zd/fu3SxduvS4x/z+97+Pw+GgoKCAqqoq1r3wMkopfv/H35Gfn49hGCc8unzo4Ye4Y82dpPrH4cBNOtn4w120hOupowKTMnHL6luItyXiVG7MQSs6ChFnAKVNpHrG49LxbP3THsKEUErx/JMvEIoGCYT9oBTjssbR1NhEkimVLtWJ1RRHu7+N+fPmk5iYSGlpKVXVlaQ6M5jonoKuNeOrimLHST6FuEg47sNSa00QPxjdHXlGu6effpobb7yRLMaTx2TymIUpYpZCO0wSVAoJ9D+oh4hN3UfNbbQ7Gugwt2KoCBs3vsaSJUtGOrTjDMo1J6r7k/CLwMWD8XhjnWEYVFdXY7fbycrKoq2tjZ07d9LU1EQoFKKtrY2DHxWza8cuPvxoP1ZTHHaLA3/Eh8VkwWqKwxvyEIoEMZss3YMCoHDZ3fiDPqK6u0PQwgXHtpiYlJlMVxZP//SF7jgcIUxBC+5QMiEVYP6c+SiTwjAMzjt3MQVTCpg9ZxaFhYUEAgEOHz5MXV0dVquVwoWzKSkppazuQ+KtiSwMX0S8ms7E4PTuJwv33Hrr7HVfdR/NHuX9992wDuGr9DCBwmOu04xqg6YddXhpJYkccpmJudN8zGP2JaLDVFmLqaEMi9nMbbfdxne+851T+lvFoq6uLrZt28bTTz0NQLIpnUQthUKIE4nqKA1UU+U4yPTp07n+smtZ9eWbmDBhAna7faTD69NgXRS6HGjQWh/qtWySUmoP3R/L39dav9PXjkqpNcAagPHjxw9SOLErEAiQnpYBBkSJYjaZCIVDpDkyidN2iIIKmzCH4nCTwEIuOW7ggWMYHFMIj5xDUT3VSvPvcyoKBV299vUeXQFARiAXjcaEiZZ3m6h9dydv2DcTsgUwY8YctoLfhDIDVo3VaiPFnYY5bO0ZZGBwWFUciaQet9ykzGSS2+9+UR3Fh4cuPHSpTrQzgt/spS3QyhWfuYJ3fvk648aNjs47hmHg9/tpamqiqqqKAwcOsG3LdrZu2UpFVQWpjnTc3mSWcjkOLb2DhTiRoPaz37md/KkT2fir2Dxa7stJC7RS6nUgq49V92mtX+65fz3wl17r6oDxWusWpdQCYJ1SaqbWuvPjD6K1fgJ4Aro7iZ1uAiOpubmZ8vJyFixYgMlkQmuN1+vFZOq+5OSIYDDI7t27eW3Da2x5dyveLg/zWEYCKWiiWLGhIh87/BtgM+XHm3VP55yYTf37W+TRQhjsufVm9NwCvZ/odKIcmDL9IVF6Lhey6u7JUqMK0GiTplnVkZScxDnTpzP/3AuZNn0akydP5txzz43ZDmFdXV38+c9/5p9/f4Oy0jLq6utobmkiFA5hsVhx2Vw4LW5sIQdxficJjGMpMzBHeloOpDlbiJOqsZewavVN/Ox//nukQzktJy3QWusVJ1qvlLIAnwcW9Nrn6Me61nqXUqoUmAqMqS7azz//PLfddhuJ7kTMZjNenxetwRZn48JPXIins5PKyipq6w93X7LiT8IVTmQ+F5BE2jGXAImTO2wuI2gEQAMh+MIXvsDSpUuJRqPYbDaWLVvGnDlzhjQGr9dLaWkpVquV/Pz802oa6+zs5KOPPqKkpITdu/bw+qbX+aj4ABlx2bi7UnHgZDwzmYIdMxaUocDX6wGkGAsxICZMbHn3X4RCoWMG2Yl1Z3yZlVLqMuBerfUnei1LB1q11oZSKh94B5ittW490WPF6mVWJSUlXHLRJWRnjiN7XDYrPnUJ1113HR0dHcyZPQd3JJnEcCrZTMCq4vBpLx20YsGCHSdO4o8b81acnlprOW2OBjoCbfiC3e30cXFxBIMfP7wffFprnnrqKVatWoVSijR3BlGidPrbWbTgPB7+74dO2GR26NAhLr3kUurq60hypOLQLsxdcSRGU0gktc+xoYUQg0drTbFzNwF7F06nk5mzZrDulXUnHd1uuAzJZVY9VnJs8zbABcCPlFIRuhtDbz1ZcY5lJpOJqpoq6g7Xk7grhU0bNnHHHXewefNmDhw8wF/+8hde+us6dhW9iTsuHouyYtFWVNiMx2gFQ2E1bMSTTDxJUqwHoDiyl7mT57Lh/63Hbrdjs9kGPLdsKBSiubn5lM5HNzY28rWbv8a2t3dwLheRoFNQ3u5DWUNHqN9ezZWfuZLahtp+v5m/8cYbtNS1MTEyA8KaCGF0nEG7pYlW1UCyL4PUPs8iCSEGKqIjVNuKCdi9aDT+SBdtra3QCpU1FdTV1cV8vycZqOQUeb1efve737HuhZfxdHrQSvPQf/2UFSv+fQagrKyMlpYWOjs7aW1tpaWlBb/fTyAQ4OCHB9m6dRvFpQcZbytgamjeCGYz+rTpJmqt5RgJQb648otMnlJASkoKeXl5TJs2jaysrOPOtx86dIi77rqLJUuWHJ2uz2Qy8fD/fZiyyjK++IXrePb5Z457rsd+/RivvbqRstIyyirKGMdExgenHf1iFdFhfHi7B0axeCiLHKC4uJgpU6b0GXtTUxM//P79BPx+lFKkZ6WTkZGByWRi3bp1bN68menMI1cVDP5/nBBnIa01Bx27WPjJuay9ay1Wq5XU1FQmTZoUk/1RhvII+qzgdrtZu3Yta9euPW7do48+yk9+8hMuuOAC5s2bR0tzC00NzSQmJ7Js+VI6OjpQPZ3IAJScez5tySqdpHAanS1tvParN9G2fxC1GoTNAdqDrVisFhbMW8h5SxZROKeQzMxM9uzZw6uvvsqrr7563OMl2pPJyen7CPq2228DwG5xkGrLwFBhSuzvE9R+vEEPRjRCTnYu55xzDouWfIbFixdTUFBAR0cHRUVF+P1+otEowWCQ2tpaKioqaG5qorKiqvsLnKeTTm8H0ajGZXdjNVkxTJHutiYhxBnbZ95Ck7+Op/7zD3ziE584+Q4xSo6gB8Hjjz/O17/+9WOWZZJLAsmE4/2osBlrwEFiTxO3SZq4B11A++igFZ/Jg+EKEjGFCesQgYgfb8CD0+4iMyOTqdOnMjF/Ajk5OaxevZr09GNnFzIMg+LiYl577TUOHDhATXUNVeXVtLa2orVGKYXZYibeHU9CQgKZWZlMmTaZfe/v45133yHVmY4ZK4ruy9rMISsEzNh19zy5cdiwEoeFOMyYZeQpIYZAp26j2VRLo62Ga75wDTeuuoFly5bF7PXOMhb3MDAMg61bt3Lfffexf+cB5vlH7ze3sURrTah7xGm66CRo9xGy+WgLtrJmzWoWnLuAjRs2sWfXHkrLS3Da3MSbEjGH4jAHrDiJx4kLhQmFQhMlQoQIYcI9s+eYlYUcPUm+fAkRQ4I6QL25Eq+rjRZ/E1MLprLsgqUsXrKYKVOmUFBQQEZGxoh/UT5rC7TH48HhcGCxWOjs7KSrq4vs7Gy01uzfv5/6+no6Ojro6OggOzubpUuXntHE38FgELvdTqopk+RoBnacpDNOOobFoKD2U+08RNRk4PAmEE8ibhJlsgMhxiBDR+ikjQ5aibgDBM1+OgKtXHTRRXz2c58lLS2NtLQ0Fi1ahMPhQGtNR0cHdrt9yI+8z8oC/Yuf/4J7v3svESNCVkY2jU2NmJQiKysbj9eDETRwmt2YtRWTYSJkDtDsb2B87ngWLFzA+InjGZczjuzsbPLz8ykoKCA5+fgJGI4Ih8OYTCaeffZZampqqKutY+f2Xby36z1cNhc2sx0rcZh091R7aIhEw9jCTiaFZwxa3kIIIU7O0AbVpkMYtjBRq0GIAJ5IB06Hg7aONswmMxHDICkhiYkTJjJt+lRW37p60M9rn5UF2m6zMyu0mASS8eHFgQszFjppxYylzwkVotrAQzteOggSRNsMdFyEgPLRHmglqqO4HO7uc5Dx8cTZbDQ3N9Pc2kwg6EejscXZcdgcOB0O4uMTSE1LISUtBX/Az54979PS0nzMc2bacpgdOn/Q8hZCCDEwQe0nSpQ47JiVGa01AXz48OKhjRI+GPRpKc/KXtwJ7kQcrS7MynLMxAx9jfN8hEmZSST139uEem50n8uMYhAJhwl3hokQJorBOFKZxBwsdDeNGsFI960zQrghTGdJFw2UEyVKBhMYz3RsOLDhwIIVFZKOQkIIEQtsynHM70opHLhw4CJBJ1PnKB+2WMZ0gR5sSinMWDBjwYaj3+0sWI8Wa4BEmZJOCCHEaZILcoUQQogYJAVaCCGEiEFjvom7kmIsWi6bEUIIcWaiwzzc35gu0I/87L8oLx++E/pCCCHGtpycnGF7rjFdoFetWjXSIQghhBADIueghRBCiBgkBVoIIYSIQVKghRBCiBgkBVoIIYSIQVKghRBCiBgkBVoIIYSIQVKghRBCiBgkBVoIIYSIQTE1H7RSqgmoHOk4hkAa0HzSrUa3sZ7jWM8Pxn6Okt/oN1ZznKC1Tv/4wpgq0GOVUmpnX5NxjyVjPcexnh+M/Rwlv9HvbMixN2niFkIIIWKQFGghhBAiBkmBHh5PjHQAw2Cs5zjW84Oxn6PkN/qdDTkeJeeghRBCiBgkR9BCCCFEDJICLYQQQsQgKdCDTCl1rVJqv1IqqpRa2Gv5RKWUXyn1fs/t8V7rFiilipRSJUqpXyil1MhEf3L95dez7t6eHA4qpT7Va/moye/jlFIPKKUO9/q7fbrXuj7zHW2UUpf15FCilPruSMczGJRSFT2vufeVUjt7lqUopf6hlDrU8zN5pOM8HUqp3yulGpVSH/Ra1m9Oo+312U9+Y/79d0Jaa7kN4g04B5gGvAUs7LV8IvBBP/vsAM4HFPAacPlI5zGA/GYAewEbMAkoBcyjLb8+8n0A+FYfy/vNdzTdAHNP7PlAXE9OM0Y6rkHIqwJI+9iyh4Hv9tz/LvDQSMd5mjldAMzv/TnSX06j8fXZT35j+v13spscQQ8yrfUBrfXBU91eKZUNJGitt+ruV96fgM8NVXxn6gT5XQU8o7UOaq3LgRJg0WjL7zT0me8IxzQQi4ASrXWZ1joEPEN3bmPRVcAfe+7/kVH2OtRabwZaP7a4v5xG3euzn/z6M+ryGwgp0MNrklJqj1LqbaXU8p5lOUBNr21qepaNNjlAda/fj+QxFvK7Qym1r6cJ7kgTYn/5jjZjJY+P08DflVK7lFJrepZlaq3rAHp+ZoxYdIOnv5zG0t91LL//Tsgy0gGMRkqp14GsPlbdp7V+uZ/d6oDxWusWpdQCYJ1Saibdzb4fN6LXvg0wv/7yiLn8Pu5E+QKPAT+mO+YfA48C/8EoyOsUjZU8Pm6p1rpWKZUB/EMp9dFIBzTMxsrfday//05ICvQAaK1XDGCfIBDsub9LKVUKTKX7m19ur01zgdrBiHOgBpIf3Xnk9fr9SB4xl9/HnWq+SqnfAn/r+bW/fEebsZLHMbTWtT0/G5VSL9Hd/NmglMrWWtf1nHppHNEgB0d/OY2Jv6vWuuHI/TH6/jshaeIeJkqpdKWUued+PjAFKOtplvIopRb39G5eBfR3lBrLXgFWKqVsSqlJdOe3Y7Tn1/Ohd8TVwJEepn3mO9zxDYL3gClKqUlKqThgJd25jVpKKZdSKv7IfeBSuv9urwBf7tnsy4yi1+EJ9JfTmHh9ngXvvxMb6V5qY+1G94uohu6j5QZgU8/ya4D9dPc83A18ttc+C+l+4ZUCv6RnhLdYvPWXX8+6+3pyOEivntqjKb8+8n0SKAL20f2hkH2yfEfbDfg0UNyTy30jHc8g5JPf8z7b2/Oeu69neSrwT+BQz8+UkY71NPP6C92nysI978Gvniin0fb67Ce/Mf/+O9FNhvoUQgghYpA0cQshhBAxSAq0EEIIEYOkQAshhBAxSAq0EEIIEYOkQAshhBAxSAq0EEIIEYOkQAshhBAx6P8DKNFeorkaMfUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x864 with 2 Axes>"
      ]
     },
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   "source": [
    "fig, ax = plt.subplots(2, 1, figsize=(8, 12))\n",
    "ax[0].set_title(\"countries\")\n",
    "ax[1].set_title(\"continents\")\n",
    "world.plot(ax=ax[0], column='pop_est', edgecolor='k')\n",
    "continents.plot(ax=ax[1], column='pop_est', edgecolor='k')"
   ]
  },
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   "cell_type": "markdown",
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   "source": [
    "**Question 8**\n",
    "\n",
    "Dissolve mmcovid_gdf by `Province`. Show the result below."
   ]
  },
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    "### VIII. Summary\n",
    "\n",
    "**Data Structures**\n",
    "1. A Geoseries is a vector of shape objects. Classes can vary in the vector.\n",
    "2. A Geodataframe is a pandas' dataframe with an active Geoseries.\n",
    "3. Attributes and methods can be applied to a Geoseries and consequently to a Geodataframe.\n",
    "\n",
    "**Reading and Writting Files**\n",
    "1. You can read directly through a ZIP file. You can further clean the geodataframe by ignoring fields upon reading.\n",
    "2. There are many options such as Shape and GeoJSON for writing a geodataframe.\n",
    "3. A written/saved geodataframe into Shape or any format can be loaded in GIS software.\n",
    "\n",
    "**Making Maps**\n",
    "1. Using plot() method, we can display our GeoSeries or GeoDataFrame.\n",
    "2. There are certain ways to manipulate our map such as resizing, adding legend and choosing different color scheme.\n",
    "3. We can create multiple layers on the map provided they have a GeoSeries, which means only vectors are allowed (no raster).\n",
    "\n",
    "**Geometric Manipulation**\n",
    "1. There are at least two types of geometric manipulation, constructive methods and affine transformation. They are both use to alter the visual representation of the vector objects.\n",
    "\n",
    "**Set Operations with Overlay**\n",
    "1. There at least four overlay operations -- union, intersection, symmetric difference and difference.\n",
    "2. By default we can only overlay polygons. We can set the argument keep_geom_type=False to accept other vector shape.\n",
    "\n",
    "**Aggregation with dissolve**\n",
    "1. We use dissolve to aggregate GeoDataFrame geometric features to a greater extent.\n",
    "2. We can use argfunc argument to aggregate numerical data with our geometric features."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Congratulations for finishing the Geopandas Tutorial!**\n",
    "\n",
    "![image info](./data/yoda.jpg)"
   ]
  }
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