diff --git a/notebooks/01-introduction-geospatial-data.ipynb b/notebooks/01-introduction-geospatial-data.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Introduction to geospatial vector data in Python"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib inline\n",
+    "\n",
+    "import pandas as pd\n",
+    "import geopandas"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Importing geospatial data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Geospatial data is often available from specific GIS file formats or data stores, like ESRI shapefiles, GeoJSON files, geopackage files, PostGIS (PostgreSQL) database, ...\n",
+    "\n",
+    "We can use the GeoPandas library to read many of those GIS file formats (relying on the `fiona` library under the hood, which is an interface to GDAL/OGR), using the `geopandas.read_file` function.\n",
+    "\n",
+    "For example, let's start by reading a shapefile with all the countries of the world (adapted from http://www.naturalearthdata.com/downloads/110m-cultural-vectors/110m-admin-0-countries/, zip file is available in the `/data` directory), and inspect the data:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "countries = geopandas.read_file(\"zip://./data/ne_110m_admin_0_countries.zip\")\n",
+    "# or if the archive is unpacked:\n",
+    "# countries = geopandas.read_file(\"data/ne_110m_admin_0_countries/ne_110m_admin_0_countries.shp\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "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>iso_a3</th>\n",
+       "      <th>name</th>\n",
+       "      <th>continent</th>\n",
+       "      <th>pop_est</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>AFG</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>Asia</td>\n",
+       "      <td>34124811.0</td>\n",
+       "      <td>64080.0</td>\n",
+       "      <td>POLYGON ((61.21082 35.65007, 62.23065 35.27066...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>Africa</td>\n",
+       "      <td>29310273.0</td>\n",
+       "      <td>189000.0</td>\n",
+       "      <td>MULTIPOLYGON (((23.90415 -11.72228, 24.07991 -...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>ALB</td>\n",
+       "      <td>Albania</td>\n",
+       "      <td>Europe</td>\n",
+       "      <td>3047987.0</td>\n",
+       "      <td>33900.0</td>\n",
+       "      <td>POLYGON ((21.02004 40.84273, 20.99999 40.58000...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>ARE</td>\n",
+       "      <td>United Arab Emirates</td>\n",
+       "      <td>Asia</td>\n",
+       "      <td>6072475.0</td>\n",
+       "      <td>667200.0</td>\n",
+       "      <td>POLYGON ((51.57952 24.24550, 51.75744 24.29407...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>ARG</td>\n",
+       "      <td>Argentina</td>\n",
+       "      <td>South America</td>\n",
+       "      <td>44293293.0</td>\n",
+       "      <td>879400.0</td>\n",
+       "      <td>MULTIPOLYGON (((-66.95992 -54.89681, -67.56244...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  iso_a3                  name      continent     pop_est  gdp_md_est  \\\n",
+       "0    AFG           Afghanistan           Asia  34124811.0     64080.0   \n",
+       "1    AGO                Angola         Africa  29310273.0    189000.0   \n",
+       "2    ALB               Albania         Europe   3047987.0     33900.0   \n",
+       "3    ARE  United Arab Emirates           Asia   6072475.0    667200.0   \n",
+       "4    ARG             Argentina  South America  44293293.0    879400.0   \n",
+       "\n",
+       "                                            geometry  \n",
+       "0  POLYGON ((61.21082 35.65007, 62.23065 35.27066...  \n",
+       "1  MULTIPOLYGON (((23.90415 -11.72228, 24.07991 -...  \n",
+       "2  POLYGON ((21.02004 40.84273, 20.99999 40.58000...  \n",
+       "3  POLYGON ((51.57952 24.24550, 51.75744 24.29407...  \n",
+       "4  MULTIPOLYGON (((-66.95992 -54.89681, -67.56244...  "
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "countries.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f02e6fdf810>"
+      ]
+     },
+     "execution_count": 4,
+     "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": [
+    "countries.plot()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "What can we observe:\n",
+    "\n",
+    "- Using `.head()` we can see the first rows of the dataset, just like we can do with Pandas.\n",
+    "- There is a 'geometry' column and the different countries are represented as polygons\n",
+    "- We can use the `.plot()` method to quickly get a *basic* visualization of the data"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## What's a GeoDataFrame?\n",
+    "\n",
+    "We used the GeoPandas library to read in the geospatial data, and this returned us a `GeoDataFrame`:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "geopandas.geodataframe.GeoDataFrame"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(countries)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "A GeoDataFrame contains a tabular, geospatial dataset:\n",
+    "\n",
+    "* It has a **'geometry' column** that holds the geometry information (or features in GeoJSON).\n",
+    "* The other columns are the **attributes** (or properties in GeoJSON) that describe each of the geometries\n",
+    "\n",
+    "Such a `GeoDataFrame` is just like a pandas `DataFrame`, but with some additional functionality for working with geospatial data:\n",
+    "\n",
+    "* A `.geometry` attribute that always returns the column with the geometry information (returning a GeoSeries). The column name itself does not necessarily need to be 'geometry', but it will always be accessible as the `.geometry` attribute.\n",
+    "* It has some extra methods for working with spatial data (area, distance, buffer, intersection, ...), which we will see in later notebooks"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0      POLYGON ((61.21082 35.65007, 62.23065 35.27066...\n",
+       "1      MULTIPOLYGON (((23.90415 -11.72228, 24.07991 -...\n",
+       "2      POLYGON ((21.02004 40.84273, 20.99999 40.58000...\n",
+       "3      POLYGON ((51.57952 24.24550, 51.75744 24.29407...\n",
+       "4      MULTIPOLYGON (((-66.95992 -54.89681, -67.56244...\n",
+       "                             ...                        \n",
+       "172    MULTIPOLYGON (((167.84488 -16.46633, 167.51518...\n",
+       "173    POLYGON ((52.00001 19.00000, 52.78218 17.34974...\n",
+       "174    POLYGON ((19.89577 -24.76779, 20.16573 -24.917...\n",
+       "175    POLYGON ((23.21505 -17.52312, 22.56248 -16.898...\n",
+       "176    POLYGON ((29.43219 -22.09131, 28.79466 -21.639...\n",
+       "Name: geometry, Length: 177, dtype: geometry"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "countries.geometry"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "geopandas.geoseries.GeoSeries"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(countries.geometry)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0       63.593500\n",
+       "1      103.599439\n",
+       "2        3.185163\n",
+       "3        7.095047\n",
+       "4      278.923392\n",
+       "          ...    \n",
+       "172      0.631326\n",
+       "173     38.475618\n",
+       "174    112.718524\n",
+       "175     62.789498\n",
+       "176     32.280371\n",
+       "Length: 177, dtype: float64"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "countries.geometry.area"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**It's still a DataFrame**, so we have all the pandas functionality available to use on the geospatial dataset, and to do data manipulations with the attributes and geometry information together.\n",
+    "\n",
+    "For example, we can calculate average population number over all countries (by accessing the 'pop_est' column, and calling the `mean` method on it):"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "41712369.84180791"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "countries['pop_est'].mean()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Or, we can use boolean filtering to select a subset of the dataframe based on a condition:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "africa = countries[countries['continent'] == 'Africa']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f02e6ee6b90>"
+      ]
+     },
+     "execution_count": 11,
+     "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": [
+    "africa.plot()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "\n",
+    "The rest of the tutorial is going to assume you already know some pandas basics, but we will try to give hints for that part for those that are not familiar.   \n",
+    "A few resources in case you want to learn more about pandas:\n",
+    "\n",
+    "- Pandas docs: https://pandas.pydata.org/pandas-docs/stable/10min.html\n",
+    "- Other tutorials: chapter from pandas in https://jakevdp.github.io/PythonDataScienceHandbook/, https://github.com/jorisvandenbossche/pandas-tutorial, https://github.com/TomAugspurger/pandas-head-to-tail, ..."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-info\" style=\"font-size:120%\">\n",
+    "\n",
+    "**REMEMBER:** <br>\n",
+    "\n",
+    "* A `GeoDataFrame` allows to perform typical tabular data analysis together with spatial operations\n",
+    "* A `GeoDataFrame` (or *Feature Collection*) consists of:\n",
+    "    * **Geometries** or **features**: the spatial objects\n",
+    "    * **Attributes** or **properties**: columns with information about each spatial object\n",
+    "\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Geometries: Points, Linestrings and Polygons\n",
+    "\n",
+    "Spatial **vector** data can consist of different types, and the 3 fundamental types are:\n",
+    "\n",
+    "![](img/simple_features_3_text.svg)\n",
+    "\n",
+    "* **Point** data: represents a single point in space.\n",
+    "* **Line** data (\"LineString\"): represents a sequence of points that form a line.\n",
+    "* **Polygon** data: represents a filled area.\n",
+    "\n",
+    "And each of them can also be combined in multi-part geometries (See https://shapely.readthedocs.io/en/stable/manual.html#geometric-objects for extensive overview)."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "For the example we have seen up to now, the individual geometry objects are Polygons:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "POLYGON ((21.0200403174764 40.84272695572588, 20.99998986174722 40.58000397395401, 20.67499677906363 40.43499990494303, 20.61500044117275 40.11000682225935, 20.15001590341052 39.62499766698397, 19.98000044117015 39.69499339452341, 19.96000166187321 39.91500580500605, 19.40608198413673 40.25077342382247, 19.31905887215714 40.72723012955356, 19.40354983895429 41.40956574153546, 19.54002729663711 41.71998607031276, 19.37176883309496 41.87754751237065, 19.37176816334725 41.8775506797835, 19.30448611825079 42.19574514420782, 19.73805138517963 42.68824738216557, 19.80161339689869 42.50009349219084, 20.07070000000004 42.58863000000008, 20.28375451018189 42.32025950781508, 20.52295000000004 42.21787000000006, 20.59024654668023 41.85540891928363, 20.59024743010491 41.85540416113361, 20.4631750830992 41.51508901627534, 20.60518191903736 41.08622630468523, 21.0200403174764 40.84272695572588))\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(countries.geometry[2])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's import some other datasets with different types of geometry objects.\n",
+    "\n",
+    "A dateset about cities in the world (adapted from http://www.naturalearthdata.com/downloads/110m-cultural-vectors/110m-populated-places/, zip file is available in the `/data` directory), consisting of Point data:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cities = geopandas.read_file(\"zip://./data/ne_110m_populated_places.zip\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "POINT (12.45338654497177 41.90328217996012)\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(cities.geometry[0])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "And a dataset of rivers in the world (from http://www.naturalearthdata.com/downloads/50m-physical-vectors/50m-rivers-lake-centerlines/, zip file is available in the `/data` directory) where each river is a (multi-)line:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "rivers = geopandas.read_file(\"zip://./data/ne_50m_rivers_lake_centerlines.zip\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "LINESTRING (51.9371337598152 55.70106609892139, 51.88086646731369 55.68625891701544, 51.82031249962222 55.69745514553858, 51.7476018274624 55.69366250841807, 51.6628417966117 55.60817291874525, 51.57871093775964 55.59943268477065, 51.51342773400279 55.58312409100404, 51.50854492161091 55.52948639548083, 51.48583984403365 55.49640534033426, 51.36914062543957 55.46796295772435, 51.21306254869774 55.50264985760492, 51.13452148447897 55.48273346527725, 51.07934570274205 55.46759674659262, 50.98022460947817 55.46637604371949, 50.83445217522774 55.45630956063775, 50.6883789060617 55.42011139502489, 50.4118652342932 55.40119049644431, 50.07802734358711 55.38112213757665, 49.82216796867687 55.33466217681809, 49.53222656260584 55.260614325191, 49.38232421848795 55.17182037990665, 49.24808475131027 55.11301870345045)\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(rivers.geometry[0])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### The `shapely` library\n",
+    "\n",
+    "The individual geometry objects are provided by the [`shapely`](https://shapely.readthedocs.io/en/stable/) library"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "shapely.geometry.polygon.Polygon"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(countries.geometry[0])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "To construct one ourselves:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from shapely.geometry import Point, Polygon, LineString"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "p = Point(0, 0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "POINT (0 0)\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(p)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "polygon = Polygon([(1, 1), (2,2), (2, 1)])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.5"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "polygon.area"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "1.4142135623730951"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "polygon.distance(p)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-info\" style=\"font-size:120%\">\n",
+    "\n",
+    "**REMEMBER**: <br>\n",
+    "\n",
+    "Single geometries are represented by `shapely` objects:\n",
+    "\n",
+    "* If you access a single geometry of a GeoDataFrame, you get a shapely geometry object\n",
+    "* Those objects have similar functionality as geopandas objects (GeoDataFrame/GeoSeries). For example:\n",
+    "    * `single_shapely_object.distance(other_point)` -> distance between two points\n",
+    "    * `geodataframe.distance(other_point)` ->  distance for each point in the geodataframe to the other point\n",
+    "\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Plotting our different layers together"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[(-40, 40), (-20, 60)]"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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QqxMdHR389ttv+OOPP7Bp06byK5SCvr4+duzYgbfffhvNmjWDn58f5HJ5tbXt3LkTT548weTJk6tt63WluXNhTLgvD9xGT79z+Gz3dVyISkGe/P+jfwdHpcBn7w2sPxuNsISMWtXXsmVL6OjoYNeuXRUqb2FhgUmTJuGDDz5AmzZtKhxFv2/fvrh9+zaioqLg7OyMhIQEmJiYICOjdvtbGlFRUWjYsKGmZdQYogP1kqC1dCkUzwRWU+rqFkaSfQ4x/wa727t3b01JqzGOHTuG/v37Y8WKFfjuu+8glao3PYyI+sjJyUFERATCw8Oxd+9edO/eHdbWhVkRli9fjnr16uGtt96qdV2WlpYIDAzEF198gdu3b1fJhiAI8HV0RIKODqZOn45kAwPcmju3yppSU1Mxa9YsbNiwocppYESAOf3ccGZmF8zq7YK29S1xPCwJIzZdwthtV6BUFQaITsrMw8XoVCw5cgdDfrqAs5GPalVj48aNsWfPnhpvp1GjRoiLi4OZmRnq168Pb29vREdHQ1laKplaJDo6Gg0aNKj9hnftKgwCK5EUPlbQia0s4l/vy8KIEdAGwLlzgbg4pJuY4Ed7e/yvnDD8I0eOREJCAqZOnYrw8HD89NNPtaNXDfzwww9YuXIlhg4dqmkpryxr1qxBcnIyrKysSj309fWRmZmJ+Ph4xMfH48GDB8X+HxcXh/v37yMrKwumpqZITk7G4MGDMWzYMACFX6ArVqzA1atXazV6/X9p3Lgx3n33XQQEBMDd3b3yBv5NySH9NyWHg0IBsyVLAHf3KqXBOH/+PBQKxUuX6uJFpK6VIT7rWjjCkZyZh092XseFqFSsOB6BWb1dMaSZI4Y0c8TNuDQMWnMBo7dcxrX/9SiWWaGmSExMRFhYGEaOHFnjbQGAkZERwsLCMGfOHOjo6CAwMBCBgYEYNGhQrbRfGuoagUpJScGsWbOQkJAAFxcXeHl5oW3btnBzcyuZBunZFDqxsYXPAbWmrQHUnMqluoipXCpObGws2rdvj/j4+AqVnzx5MtavX4+C0hKDvoA8efIEdevWRXx8PIyMjDQt55UkMzMT9vb2mDFjBlJTU5GSklLsePToEUhCW1sbDg4OcHBwgKOjY7FHJycnODs7w9raGt9//z2uX7+OrKwstGrVChYWFti6dSveeecdzJo1S6N9PXjwIFavXo3jx49XuA5JPH78GJYtWpSazoTOzhBKS3NSAfbs2YPJkydj0aJFGD9+vMacy1eJlKx8fLzjGq7FPsGCwR4Y1bZ4EuqDNxMw5Ze/MLZjPcwbUHbCbnXRvn17JCYm4t69ezXeVmns3r0bmzdvxsmTJzXSfl5eHszMzJCVlVWhkdbExERMmjQJgiDA2NgYpqamMDY2xpEjR3Dt2jVYW1tDJpMhISEBT548QW5uLkiifv36WLZsWdFNW1XTD2k8F151ER2oiqNSqWBkZISkpCQYGxuXW9ba2hp9+vSp8Hy8ptm6dSsOHjyI/fv3a1rKK0tAQAB++OEHnDhxotTrJJGfnw9dXd1yf+ALCgrQoEEDHDx4ENu3b8eFCxfg5eWFli1b4qOPPtL49Gt6ejocHR3x6NEj6OnpVahOUlIS6tSpA0UZi0UpCBCqkVA3IiICw4YNg5eXF9atWyfeKFQDkhi//RpOhCdh2VueeKelU4nPLEl4fHUM2QVKeDmawlhPCmM9bZjqS+FWxwT1rAxhoKMFAjDRk6KhjRG0JFV3bLt27Yrw8HAkJCRoJFl0QUEB6tati6CgIHh4eNR6+w8fPoSHhwdSUlLK/f44deoU+vXrB3Nzc1hZWSE3Nxd5eXkoKCiAs7Mzli9fji5dupSoFx4eDh8fHxw/fhwWFhaYPXs2ps+aBaE0v6acBNhVcaDEKbyXFIlEgsaNGyMyMhItWrQos5xKpULr1q2Rl5eH9evX16LCqpOdnY0dO3bUWGZykUKCgoLQq1evMq8LglBhZ2PPnj1wcXFBs2bN0KxZM3VJVBumpqZwd3dHcHBwhRME29ra4sMPP8Sj3bthm5dX4rrKwQHVmYRzcXHBpUuX8Nlnn6F169b4448/0Lhx42pYfD25FvsESw6H42rsE4ztWA/vtip9Y40gCDg4uSN2hdxH9KMsZObJkZSRh8fZBdhzJa5E+fpWhjg4uSOMdKv2MxkQEABra2uMGzcOW7ZsqZKN6qCjo4OJEydi9erVGvnut7Ozg5GRESIiIuDq6lpmuSVLluCLL77AsGHDsGfPnko5m25ubjh69CgyMjIwZcoUzJ07F28DKPUTUM6GqypR2W17NXmIYQwqR+vWrZ+bYkKpVLJVq1bU19cvljfpRUMulzM4OJjz58+nt7c3DQ0N2aNHj1Kj7oqojyFDhtDNzY3fffddtVKqqFQqenp68ujRo2pUp34WLVrEMWPGVKrOw4cPOd7QsEQQ23xtbcq3bVObNj8/PzZv3rzUBMwi/49KpWJSRi7jHmdz+8UYTtp9vSiB+gebLxXlAK2szQdPcnjln1SeiUjmuchkfn/sDmW+gdx64Z9q6f311181mos0MTGRZmZmHDJkCL/99lueO3euRuOvPcuHH37IH3/8sdRrSqWS/fv3p0Qi4cqVK9XSnlwu596BA5n9TLgfua4u09eufW5diHGgXh/kcjkNDAyYkZFRZplJkyZRV1eXUVFRtaiscoSEhNDKyopeXl6cMWMGDx8+LDpOpaBSqXjjxg3+9ddfaksrolQqeebMGY4dO5bm5ubs2bMnt2/fXunX/++//6aNjc0LHyU+NTWV5ubmvH//frllk5OTefr0aa5Zs4YeHh5c3a5djSbUValU7Ny5M9eW8yX/OqNSqThtz19FDpPMN5DuXx7l4kNhzMxTbwLbxPRc1ptd2MbA1X8yOKowLdCdO3f43nvvsVevXvz444/5/fff88SJE8/N+9a7d2+am5trLMluXFwcd+/ezSlTphTdUDdv3pyfffZZjedi3LVrV7FAmkqlkqdPn+Ynn3xCOzs7GhgYMDg4WP0N79zJDAsLKgHel0g4SkuLACiRSGhqasply5aVqCI6UK8RoaGhbNy48XPLzJs3j+bm5rWkqPLcvn2btra2DAgI0LSUF5b4+HguW7aMTZo0Yd26denh4UE9PT02btyYQ4cO5YIFC9QyapGTk8M9e/awf//+NDMz46hRoxgUFFQh23K5nA0aNOCZM2eqraOmmT59On18fJ5bZv369dTT02OHDh04fvx4+vn58ebNmzWu7ebNm7S2ti5KfSNSnAtRjyjzDaSv/01uPBfN8IfpNeq0X4xI4MyNR+gx+zfKZh1gHa/OBECZTMbWrVtTJpPRxMSE2traBEBBEKivr09bW1suWLCgyE5ubi6NjIw4dOjQGtNaGXJycnjhwgUuW7aMNjY2XLhwYY2NfD58+JDGxsbs1asXbW1tKQgCJRIJHRwcOHjw4FpNOJyfn8/g4GBOnz6dEomEPXr0KObUig7Ua8S2bdv43nvvPbfMjRs3CIDLly9nUFAQHzx48MKMEsTExNDJyYk7duzQjICdO2tkROHmzZucNGkShw4dysGDB3PQoEF888032b9/f/bt25e9e/fm3LlzmZ6eXqaN7Oxs7t69u+jOdezYsTx37lzRe5efn8/7S5cyy8qKSoAKR8ci/UqlkgcPHuShQ4eq3IekpCT+8MMPbNmyJe3t7fnZZ59x586djIyMLPPz88MPP/Ddd9+tcpu1RVxcHM3NzZ+baDgiIoI2NjY1kkC4PKZMmcLx48fXersvA8dvJ1LmG8iN56KrZUepVHLr1q3s1q0bO3XqxJ49e3LgwIHs06cPXV1daW5uXuQUaWtrU9/EnA6fbKH7pHVlTnXL5XKGhoZy27ZtnDhxIrW0tNiiRQteuXKFb7/9dpG9K1euVEu7uomLi6O3tze9vb3VGmn/KampqdTR0WGLFi04ffp0Xr58We1tVIUrV67QyMiINjY2RctbquJAibvwXlKmTp2KnJwcNG/eHJcuXcKjR4/g7e2NHj16oGnTpvD398fUqVPRunVrODo6IiwsDLdv30ZBQQGaNGkCd3d3TJ8+HW5ubrWu/dGjR+jYsSM+/fRTTJ06tdbbLxEnBAAMDIANG6oUJ6SgoAD79+/HmjVr8M8//2DChAlwd3eHIAiQSCTFDgDYt28fgoKCMH/+fDRt2hRJSUlISkpCQkICjh07htu3b6N169YYPXo0Bg0aBAMDg3L1U18fR996C5MvXoShoSFSU1MRGxtb7VhD4eHhOHToEC5duoTLly8jKysLH3/8MaZPnw4rK6uicmPGjIG7u7vGwxVUhI8++gh169bFl19+WWaZfv364Z133sGYMWNqTxiAtLQ0uLm54eDBg2jVqlWttv2ik5WvwIBVf+L+4xzMbpKN4UP6VXjnokKhwObNm7FhwwbcvHkTEokEXl5eMDY2Rl5eHvLz8yGRSNCgQQN4enqibdu2aNeuHdLS0lC/fn20e28ykp27Y2RbGeb0K/878+7du+jcuTMSExMhk8kwZswYBAQEIDs7G3fu3KnuS6FWlEolli5dilWrVmHdunUYPHhwlcNqkMTDhw9x+/Zt3L59G0FBQbCwsMDOnTvVrLr6ZGVloVOnTrh16xa2b9+O4cOHV3oXnsZHnf57iCNQFeejjz6iu7s7P/roI65bt47+/v6cNGkSXVxcaGxszCZNmpQ6t5ycnMwzZ87Qx8eH3bt3r3Xd6enpbNGiBf/3v//VettkYZJeuYMDS8srmGJkVJSAtnv37mzTpg2bNGlCZ2dnmpubUyqVskGDBpwyZQqPHTvGe/fu8csvv6SdnR27du1Kf39/FhQUVEjHlStX2KNHDzZv3px9+/bl6NGj6enpSSMjo/IXdMtkpepPNjDghQsXuG/fPlpaWlY4l1ZliI6O5scff0xzc3POmjWLiYmJTE1NpampKZOTk9XeXk0QHh5OCwsLbtq0qcx1KUeOHGGzZs00MmL7888/s3Xr1i918u9r165x1apVvH37dqVewylTpvDDDz8s9r5kZmZyzZo17N69Oy0bNqXdaD8ae3SlIAh0c3PjqlWrSn0f8/Pz6efnR09PT0okEurq6tLb25v+/v4Vem3lcjnt7Ozo6urKArmCIzaGUOYbyPfWX2TQ7Yrl5PxvHrx79+5REAQeOHCgQnVrm+DgYDZu3JgGBgZ0dXVl7969OWHCBC5evJi7du3i+fPnGRcXVzTd93Sd4OrVqzlx4kR27NiR5ubmtLKyore3Nz/77DP+9NNPL/z3wuTJk58mbxZHoEQK429YWlpC55nUL/9FLpejcePG2LlzJzp06FBh2xcvXsTy5cuRm5sLqVRa4pBIJFAoFFAqlaUeT+/M1q5dWyPBA9PS0nD58uWiaNnPHqmpqchXKEqP6wNgx7ZtMDY2hrGxMYyMjIo9Ghoa4s6dOwgMDMShQ4cQHh6O4cOH49NPP61ahOtnsLGxwaBBg7Bx48bnF5RICl2mZxEE/LJrF3x8fHDs2DF4eXlVW1NZxMXFYdmyZdi9ezfc3d0hk8leyLvMsggJCcHs2bORmJiIRYsWYejQocU+jyqVCm5ubti8eTM6duxYq9pUKhU6duwIa2trmJubQ6FQFDvkcjn09fUxffp0tG/fvkI27927h2nTphWFpnj2MDY2xrhx42BnZ1dt/Xv37sWkSZPQt29fnD17FiqVCr169UKvXr3Qo0cPCIKA6OhoREVF4d69e3jvvfeK0n3Y2toiJSUF+vr6aNOmDW7cuIHHjx9DX18fTZo0QZ++/RCk2xFZBSqMcdfFqZ+X4cyZM8jPzy9Vi76+Pjp27AgfHx/07du3wn1QqVTo0KEDwsLCioL5puUUYN3Ze1h3NhoAsHZEc/T1rFOp1+bNN9/ElStXkJiYWKl6tUlmZiZiY2PLPFJTU2FoaAiScHd3h4eHB9zd3Yv+b2Njo+kuVJqDBw9i0KBBYiBNkYqzceNG+Pv749ixY+WWjYmJwezZs3H+/HnMmzcPjo6OkMvlJQ6VSgUtLS1oaWlBW1u76P9PDwMDA3Tv3l2taSwSEhJw4MAB/P777wgJCUGLFi3g5ORUFD37v4etrS20GzasUqTamuTixYvo0KFDUayN/BkAACAASURBVFqV51JGpN0sS0s0kkoRFBQET0/PmhH6DPHx8Vi9ejVGjhypkWB91YEkgoKCMGfOHGhpaWHp0qXo3r170fUff/wR586dw759+2pdW1xcHI4ePQqpVAptbe2i4+nzBw8eYNGiRWjdujWWLFmCRo0aPdfe0KFD4eTkhG7duiEvL6/EERMTg/3792PFihUYPnx4lW5uSGL+/PnYsmULDhw4gKZNm4Ik7t69i2PHjiEoKAhnzpwpmip7+PAh5HI5QkJCitJ9GBgYYPXq1QgJCcH169fRu3dvjB8/HvXq1Stq596jLHy66zpiUrNx+5s+0JIISEtLA4ASU+YVjWP2lIyMDEydOhW//PILJBIJrly5UuLmqOn8IKTlyDG9Z2N80qUBpFoVj1uUlpYGKysrrFy5EpMmTaqUtheF/Px8ZGRkwMrK6pWKoF+VQJoan7b77yFO4dUu+fn5dHZ25rFjx8osk5OTw9mzZ9PCwoJff/11jUwLVYXo6GguXbqUbdq0obm5OUeMGEF/f/+KbcHfuZM0MCg+BWZgoPat6ZVh9OjRdHZ2rljhUvQr9fT4sbExb9++XbNCX0GUSiX37NnDhg0b0sLCgqampjQwMKBUKqWZmdkLs/HiWXJycrh48WJaWlpy8uTJZe7eO3fuHJ2dnZmTk/Nce1evXqWHhwcHDhzIhISESmt599132aZNGz58+LDMcgqFgiqVir/88gvt7Oz4999/F7sukUgYEhJSbnvvrb/Irt+drpTG8vDx8aFEIqGVlRWXLVtW5jSf/9U4enx1lDLfQPb74RwfplVus8HHH39MIyOjl3qK9lUE4i48kcpy8uRJWllZlTovn52dzR49enDQoEF88OCBBtSVJDc3l3PnzqWVlRU/+eQTHjt2rNg6gwpTQ7vwqsqSJUtoampa8QrP6A+dM4fdunWrMX1ltavp102dyOVyJiUl8fHjx8zMzGReXt5L8SOXnJzMyZMn09LSkosXL+bVq1e5fft2fv755+zXrx8tLS25e/fuCtnKy8vjvHnzaG1tzW3bthU5j7m5uXzw4AFv3rzJU6dO8ddff+W6deu4aNEiTp8+nU2bNuXw4cMrtHMxIyOD2traJW7cVq9eTQDl3gSdCEtkk3lH+H3QnQr1qaLIZLJiMYueh1yhZODNBLrNO8KRm8p3+IrVlcupp6fHmTNnVkWmSA0hOlAiVeLy5cu0s7Ojn58fo6KiqFQqmZ2dze7du3PEiBEaCwD3LBcvXqSbmxuHDBlS6TvkF51r165REIQq1z969Ch79eqlRkWl8AKO3In8P5GRkXz77bfp4eHB9957jwsXLuQff/zB6OjKb/u/du0a33jjDdra2lJfX59SqZR2dnZ0d3dn586dOWTIEI4bN46+vr789ttv6e/vX6mRuoULF7JNmzZFDteoUaMoCAIXLlxYbt2Bq/+kzDeQienqDTPRvn17du3atVJ1Np6Lpsw3kH/df1KpeosXL6ZUKq3VqOAiz6cqDpS4BkoEQGFi05kzZ+Lvv/9GSkoKzMzM0L17d/z8889qXa9UWVJTUxEeHg5/f3/s3bsXq1atwrBhw16puXcARWvHwsLCqhRaIigoCD4+Pjh//jzMzc1rQCGqnOVc5OVELpcjISEBFhYWMDIyUuvfHEm888470NfXx40bNxAREYGDBw+id+/e5dbdFhyDrwNuw9xABz3cbGBjrIeH6Xl48CQHxnrasDHRg7u9CdrWt0R9K8MK6x49ejQuXLiAqKioCvcjLacATecfh28fV3zSpUGF6wGAtbU1FAoFfH198fnnn2sk4fBz2bUL+OIL4P79wjxyixZVKczLy4KYTFikymRkZKB169Zo27YtCgoKkJaWhjp16uDWrVs1upvrKZmZmQgJCUF4eDjCwsIQHh6O8PBw5Ofnw83NDW3atEFoaGj5C6xfUiQSCYyNjREUFFQlB6pLly7o2bMnvLy8sGPHDnh7e6tf5P37lTv/CkLylXPey0IqlUImk9WIbUEQ8PPPP8PJyQlSqRR3796FcwWTvY5uXxeejqbYeO4egsKSILMwQHJmPhzM9BGfloersU+w+1LhZ9LeVA8j2srwQTsZjPWkz7Xr4eGBAwcOVKofcY9zAQB60so7P9HR0Zg2bRq+/vprzJ8/H2PGjMHy5ctLxn3TBM/GmouNLXwOvNJOVGURR6BEIJfL4eLigjfffBNGRkZQqVQgifz8fOzatQszZszAzJkza2QkSqlUYtOmTfjqq6/g4uICDw8PuLm5FR116tR5bX6wXF1d0bRpU+zZs6fKNg4fPoyhQ4ciKysL2tpqvj96zUegAgMD8eabb2LFihWYPHmy+l/fl5wnT54gICAA/v7+aN++PWbPnv3c8idOnMC4ceMQFhZWZaeBJJQqQvs/O+FIIiY1ByH3UnE49CH+vJuCTo2ssO3D1pBIyv4uOXXqFHr16gWFQlHh9r87dgdrTkcjYFJHeDqaVqkPCoUCCxcuhJ+fH6RSKVJSUqpkR628hn/r4i48kSqxfv169uzZs9RrMTEx9Pb2ZufOnRkTE1NqGZVKVeEAkv/lxIkT9PT0pLe3N69fv17p+q8agwYNoqenZ7Vs3L9/n3Z2dmpS9Ayv+RqoDh06cPHixezRowe9vLx48eLFomsFBQVMSkpiWFgYr1+/zvj4+Bdm7aBaeWYTQfratdy0aRP79u1LqVRKABw9enS5+fzy8/Pp6urKP/74o8Yl/3z+HmW+gfx4+1U+yswrs9w333xDY2PjStmeue8G3eYdUctOzcjISBb+JL8ACELxv/OnRzXWab7oQFxELlJZ8vLy6OTk9NytwwqFgsuWLaO1tTXHjBnDwYMHs3PnznR3d2edOnWoo6NDbW1turq68oMPPuCaNWt49erVMnfHRURE8M0332T9+vX522+/vbDbxGubFi1asEuXLtWycfz4cXp7e6tHUGm8wrvwnseVK1doY2PDnJwcqlQq7t69m3Xq1GHdunVpYmJCLS0tWllZ0cXFhZ6enrS1taW2tjZtbGzo5eVFX19fkoU75o4cOcInTyq36FjT/Pjjj/xQV5fZz/ygZgP8qlEj6urqsmHDhjx58mSF7J08ebLWIr2rVCpuOBvNRnMP0+ubYzwSWvoGFFdXV/bv379Stn+7FkeZbyB/u1b9PHJKpZIAinKzaZQysh1QJtO0shqjKg6UOAb9mrNx40a88cYbaNOmTZlltLS08Pnnn6NPnz64dOkSLC0tYWlpCQsLi6JHbW1t3L59G5cvX8alS5ewbt063Lt3D2+88QaaN28OU1NTSKVS3Lp1C2fOnIGvry9+/fVX6Orq1mJvX2xCQ0Oxbt26atmIiIiAi4uLmhSVwogRr+UaiOTkZJiYmMDc3Bz16tWDm5sb3n77bVhYWKBTp05o3bp1ibxsCoUCjx49wv79+zF37lz89ttvSE5ORkZGBoKDg9GuXTsN9aZ88vLy8OjRI6SkpODy5cuYNGkSMiwsYPBMxG8DABNiYpAyYQK+++476OvrV8i+jY0N8vLyamV6XhAEjO9cH11drdF75Z+YuPM6Fg/xxPA2/7/mSqFQIDIyEqtWraqU7UFNHbAzJBZf/H4LrnYmaGJvUmWdTwN/BgcHFwscqhEWLSo9X+iiRZrT9AIiroF6jUlOToanpyeOHTuGpk2bqt1+ZmYmrl+/jr/++gvZ2dkoKCjA/PnzMWHCBKxfv17t7b3MXLhwAZ06dUJBQUG11tZMmTIFdevWxfTp09WoTuQpeXl5uHv3btEmh6fH3bt3MXDgwKL1aySRm5uL9PR0REdHY/fu3WjUqBEUCgW2bduG0NDQF3Ztn0KhgLm5OfT19WFvb4+EhAQ8evQISqDUFEgqAEMGDqzUAuzMzEzY2dkhKyurVl+HJ9kFeGtdMEDgt0/aw9ywMN3Vhg0bMGXKFOTl5VXaZnJGHnqvPIe6Vob4/dOKp8V6ln379uH999/H999/j2nTplXZjtoQd+GVizgC9RozZcoUjB49ukacJwAwNjaGt7d3sR1hVlZW8PHxwYIFC17KnEk1xZo1ayCTyaq9MDkiIqJCW8FFqoaenh48PT1LpMr5888/0bt3bzRs2BDp6elIT0+HRCKBqakpTE1NYWZmhrt378LU1BQrV658YZ0nANDW1sbo0aOhUqnw008/AQBycnIguLmVuuPyPgBT08otoDY2Noauri5SUlJgbW2tDtkVwtxQB759XDFp93XM+PUmNo9uCUEQsHnzZrRsWbn1w0+xMdFD+wZWOBT6ECoVn7tQvTTy8vIwaNAgHD9+HOPGjcOUKVOqpEPtvKajzZWisnN+NXmIa6Bqj4MHD7JBgwYaCeQmk8nYsWPHWm/3RcbOzo6ffPJJleurVCr6+fnR2tr6uak0RGoGuVzO69evMzIykklJSczLK3ux8stAamoqra2tefLkyf+Pxr5zJ1XPbCLI19Zm7JIlVWqjadOmvHLlihpVV5y1Z6Io8w3k1F+uMyUzl1KplNu2bauyvYM34inzDaT/1cqthUpNTaWxsTHNzc0ZHBxc5fZFqg/ENVAiFSE9PR2ffvoptm/frpGYI7/++ivatGmDM2fOoEuXLrXe/ovGypUrkZSUhKlTp1apfnp6OsaOHYuYmBhcunQJdnZ2alYoUh7a2tpo1qyZpmWoDQsLC/z000/4+OOPkZ6eju7du6NOnTrI09bGl7q6sM3PB52coLNkCZyrMEpBEmlpaWjXrh1MTExgaWmJH374AX379q2B3pRkQqf6yJMr8eOpKFy9Gw+lUoWRI0cWXX+YnotHmflwsTOGrnb54Vv6e9bB1uAYLD4cjv5v1IGetGIhX/z8/AAULqcQw2K8fIhroF5DPvnkEygUCmzcuFFjGtq3bw+5XI4rV65oTMOLwKxZs/D999/ju+++w4wZMypd/8aNG3j77bfRq1cvrFixQlyUL6J2YmNjcfLkScTGxuK9996rUqDXZ9myZQuWL1+Ob775BhEREdi7dy+ePHmCBw8eqEFxxVl7JgrLDodBO/4vtOjcC4IAPM4uQGRSFgDA2lgXW0a3QiNbI2hLhGLxpp4l5F4q3tsQgu+GvYG3WzpVqH03Nzc0bNgQAQEBaumPSNWpyhoo0YF6ndi1C3kzZkAnKQl0dITW0qUam+P+9NNPcejQIcSWFqztNWH48OHYu3cvdu7ciffff7/S9SMjI9GuXTusXr0aw4cPrwGFIiLqJyoqCu3atcOZM2fg7u4OAHjw4AGcnZ1x+fLlKq9FqgwFBQX44osvsHbzNui1GALjFm/C3swAVsa6MNbVRrsGlnC2MMDSI3eQmJEHpYpoW98CeyaUvXOSJFotOonOja2w4p3y15WqVCpIpVIEBgbW2sibSNmIi8hFymbXLnD8eOjlFqYewIMHGg3N36BBA6Snp9d6uy8CKpUK3bp1Q3BwME6ePFnlaUwzMzMolUoMHjxYvQJFRGqCXbvAuXNR//59RJubw+TGDeBfByo3Nxc6OjpYvnx5tSLxl0dmZiYmT56M3bt3Q0dHB5MnT8aCBQuQrwT0pVolFoB7OJhi6ZFwHLudhJB7j59rWxAEdGhoiaDbSfjjr3i41TFBQxsjaJWxqHzv3r3Q0tISN328xLxg2QtFagKlUomsqVMhPHWenpKTU7hNVQO4uLgg578xRl4j/v77b5w9exbXr1+v1howGxsbtGnTRhz+F3nx+Te3mnD/PiQATJ48KbyB27UL8+fPh6urKzw8PKodB60sEhMTMWjQIJiZmSEwMBDLli1DRkYGlixZAm1tbRjqape6e66elSHWj2qJuf1cAQCzf/sbSlXZszYzerrA3FCKaXtvoPfKc2iz+CROhieVWnbTpk3w8PB48ZIIi1QY8Z17Fdm1qzCXkUSCXFtb/K9ePRikppZeVkOJYJs3bw65XI6MjAyNtK9JGjZsCABo3LhxtW0NHz4cO3bsQHZ2NpRKZbXtiYjUCF98UTwoIwDk5ODxqFEY/dVXUKhUuJqSArNDh9TabEREBLy9vWFvb4/r169j+/btSElJgY+PT6Ucl4861MNAL3vsuRIHty+P4k5i6d9bzpYGOD2jCwInd4Tfu15QqlT44eTdUssqlUokJiZCpVJVqW8imkd0oF41nmbRjo0FSOgnJ2NBUhIEC4vSy1cwA7q6sbe3h4mJCVasWKGR9jWJkZERJBIJ/vrrr2rbGjJkCCIjI2FjYwOpVAodHR0sWLBADSpFRNRIGTdq5iRkAASg8Dvr31Gp6nLx4kU0a9YMbm5uSE5OxrFjxxAXF4cRVVyuoK0lwbwBTTC4qT0KFCoE3S59VOlpWQ8HUwy+fRbaqSkw/fNM4Q3tM/06ePAg0tLSiu3+E3m5EB2oVwiVSoUcH58Sd3raBQWFgfueDVmg4dD83bt3x+7duzXWviYxMDDA9evXq23HxMQEkZGRRSNQ0dHRWLlyJeLj49WgUkREPSgdHIr+n2xojvndxqFAoo0Sk2bVXFYQEBCAhg0bokOHDtDW1sbVq1cRHh6Onj17VtnmU6yNdfHd215wq2OCH09FYWFgGNaeiUZUchby5M+M/u7ahTOL1+KRvik6xNwo1Tk0MTHBb7/9hj179uD333+vtj6R2kd0oF4B8vPz8fPPP8PT0xN6jx6VXujxY2DDBkAmAwSh8HHDBo1GmvX19UVUVNRruRbK3NwcYWFharUpCAKcnJwwbtw4zJ8/X622RUSqw8G2bZGvpQWFIMGI9xZij1dvRFk6ll64CssKNm7cCHt7ewwaNAh169ZFdHQ0rly5gubNm1dTeXGkWhL8Mr4NurpaY9P5f7Ds6B30WHEWnl8fw6jNl3D01kOQBL74AsnSwhvWHtGXCiuX4hz27dsXY8aMwfvvv4+UlBS1ahWpBSobebMmDzESeeWQy+VctmwZ7e3t2atXLx4/fpwqZ+eXKou2kZERFy9erGkZtU7v3r1pYGDAs2fPqt12amoqraysuHz5cqampla84s6dhZ8TQSh83LlT7dpEXj/y8/NZp04dxi5Zwv1vdKHMN5BbXDsyQ1e32t9VJ06coKOjIwHQwcGBjx49qrmOPENaTgEjEjO4KySWCwJus9OyU5T5BvKL3/9mgrEV442tWH/WAfYYu4ZZUr3CvglCCTtKpZIymYxNmjSpNe0iJUEVIpFr3Gn67yE6UBVHqVRyxIgR7Nq1K2/evPn/F3buJJ9Jt0ADgxf2x7B///50dXXVtIxaRy6Xc+DAgRQEgVOmTFG7/WvXrnHEiBE0MTFhmzZtuHfvXj558qTsCi/Z50bk5WHRokW0tLTkxIkTadFzIuvN3E+Jljavz5xZ5c/crVu36OnpSUEQ2KNHD86ePZtGRka10JuykSuUnLz7OmW+gWw083f+KfPi/iaFDuO0/tOZL9Eu0zmMjY2ltrY2Z86cWbuiRYoQHajXBJVKxQkTJtDb25s5OTklC7xEIwlnz56lIAjMzc3VtBSNsGPHDkqlUjZu3JhJSUlqt79w4ULq6emxb9++NDY2pre3N7/99luGhYVRpVL9f0GZ7KUauRR5OUhOTqaxsTGdnJzo5OTElpPXsMt3p6mnp8dffvml0t9VSUlJ7NatGwVBoJeXF8PCwkiS2dnZFASBISEhNd+p56BUqngrPo09vzzAFpN2MkNHn34d3qfMN5CdJm7i9h/2Me5x6flHt2zZQkEQ2KtXL0ZFRdWychHRgXoNUKlUnD59Otu0acOMjAxNy1ELBgYGfOuttzQtQ2PEx8ezfv361NHR4d69e9Vqe9q0aXRwcCBZ+CMTEBDAiRMn0snJifXq1eOkSZO4du1aqkpzngCqSplyeBlJTU3l8ePHuXTpUo4aNYozZ87kxo0befbsWSYmJhZ3JkXUxuTJkzl58uSi5//7PZQTfr5IbW3tSiXvzc3N5YgRIyiRSOjs7MyTJ0+WKNOoUSMOGjRILbqry437T1jXN4DfDphECgJPt+nLAV//UTg69cVh/nQ6ium5BSXq/frrr2zQoAEFQaCnpydPnDihAfWvJ1VxoMRF5C8Z33zzDU6ePIkjR47A2NhY03LUgr+/PwICAvDGG2+8ljFR7O3tER0djY8++gjvvvsuCgoK1GY7MTGx6HNiYGCAAQMGYO3atYiNjcWBAwfg4OCAy5cvI9PcvNT6cSiMVzVlyhScP3/+pXp/srOzMWvWLNSrVw9169bF/PnzkZiYCG9vb1haWuLChQuYM2cO3N3dYW5ujtatW2PUqFFYuHAh/P39kZeXp+kuvNSoVCr88ssvmDlzZtG53AIlDh0+BIVCgbS0NCgUinJtzJkzB6ampjh06BC2bNmC2NhYdOvWrUTZkSNH4tSpU2rvR1XwcjKDWx1T3Bw0ElCp0CXkMA5+ORDrR7WArYkulh29gzn7Q5GRJy+qc/3+E6TZNsfR4L9w9epVGBsbo2fPnrC3t8dPP/30Uv3tvTZU1uOqyUMcgXo+u3btoouLS41M9WiarVu3UhAEZmZmalqKRgHAe/fuqc1ejx492K5du/ILlrEGSrF9O2/evMkFCxbQ09OTDg4OnDp1KoODg6lUKtWmU90cP36c9erV46hRoxgWFlau1pSUFF64cIE///wzZ8+ezbZt23L48OHiyFQ1uH79Ol1cXBgTE8M+ffrwxIkTbLfwKK0Gfs727dtTV1eXWlpabNu2Lffv31+i/vr162lsbEw9PT1+88035b6HmZmZFASBly5dqqkuVYqWC4/TZ89fpV779mg4Zb6BbDj3EPv9cI6DfzxPmW9g0dFn5TnO3f83D1+9y3fffZdSqZSGhoacMmUK8/Pza7knrwcQp/BebQYOHMjdu3drWkaN0KhRI3bt2lXTMjROw4YNqaOjw3Xr1qnFnqurKwcMGFCxwhVYjxIWFsavv/6abm5udHJy4vTp0xkSEvLCOBpPnjzh2LFj6ezszMOHD1fZTnZ2Nj09Pbl27Vo1qntN+PdzpAKYYmTEH9u1o1QqpSAIdJyym43f/x/Jwo0we/fuZatWrailpVW0Vu+nn35inTp1qKWlxbFjx1bKYWjQoAGHDBlSUz2rFKM2X2LbxSdYoCjd8btx/wmXHgnnyE0hdJt3hF7fHOPdxAz+dDqKIzeF0P3Lo5T5BvLQ3wnMz8/nnDlzaGBgwObNm9dyT14PRAfqFUahUNDMzIwPHz7UtJRqkZ+fz5CQEK5atYrjx49nly5diub8xYWThUyfPp0SiYTNmjWr8mjjiRMnaGNjQ6lUykOHDqlZYSG3bt3il19+SRcXF8pkMo0v4D1//jwdHBz46aefMj09vdr2IiIiaGVlxV9//ZXnz5/n1atXqVAo1KD0FaaUkcxsgDv69GFmZiYdP93KYZ/+UMJRl8vl9PPzo4uLC6VSKfv27Vu5EBz/8tVXX9HY2Fjt3aoKR0ITKPMN5IW75YdWWHsmijLfQF6LfVx0Lv5JDmW+gfzhRGTRucjISEokEq5atapGNL/OiA7UK8zVq1fp5uamaRmVJiwsjG+88QYtLCwolUoJgBKJhEZGRpTJZOzQoQNHjx5d6hD+60xkZCTr1atHbW3tSjkmcrmcnTt3piAI7Nu3b61MiapUKm7cuJHt2rXT2EhURkYGZTIZf//9d7XaDQgIYMeOHdmuXTu6uLjwjTfeYGBg4As9falRytjNqQKYV68BG8z4jV/2/JjPThWra6fwxIkTCYA6Ojps1KgRR48ezYCAAMrlcrXYrwyJ6bmU+Qbyp9Pl3xg+ysyjzDeQK4Iiis7FpmRT5hvI/qvOMSn9/3cp/+9//6O2tvZLfzP9olEVB0oorPdi0LJlS169elXTMl5I5s6di7y8vJcqd9zevXsxYsQIeHh4YMiQIWjRogXat28Pi7Ly8omUoEGDBmjWrBn8/f3LLatSqdC0aVPExMTgzJkzao/C/DyUSiWaNm2KxYsX480336y1dp8ydepUpKenY+vWrTXWBkkcPHgQ8+bNQ2RkJBwdHeHs7Fx0yGQyNG7cGB07dixMnfQ6IpEUukWlkKpvghZTduOrE+vx4bWA4hdlMiAmptLN3bp1C5s3b8bx48dx9+5dqFQqbN68GTo6Ovj9999x+fJlPHjwAEqlElZWVvD09ESfPn3w2WefweDZ1FY1wDvrL+JuUiYuze0BHe2y92w9eJKDjstOY3K3hpjRy6XovP+1B/jywC142Jti8VAPNLQp3BDSsGFD6Onp4datWzXeh9cFQRCukWxZqUqV9bhq8hBHoEonOzubVlZWvHv3rqalVAilUkkfHx8KglBsC7NI5Rk3bhwdHR3LLZefn88WLVrQwMCAsbGxtaCsJAcOHKCnp2etj85cvHiRderUqdKUT1XJyclhREQEjx8/zs2bN/Orr77imDFj6OjoyJ9//rnWdLxwlBVPDKBCkLDBzD+4rPMHJa9XMFzGrVu36OPjQ3d3d+ro6FAQBNra2nLgwIHcuXNnmeulbt68yc8//5ytWrWioaEhtbS0OGzYsBqPXP7HXw8o8w3k7fjnTynLFUr2XHGGnl8dZW5B8WniHRdjKPMNZL3ZgQx/WGgnJiaGWlpaXLZsWY1pf92AOIX3arJ27VoOHDhQ0zLKRC6Xs2/fvpTJZDQwMCAASqVS7nyBA3i+LJw+fZoSieS5TsnixYupp6dHMzMzja4jU6lUbNu2ba2/7/PmzaOPj0+ttlkWoaGhtLKyYmhoKHNzc5mVlcX09HSmpqYyOTmZDx8+5IMHDxgbG1urDl+tsXMn87S1S3Wgrtm70NXnV56t27Tk9TICtj51mDw8PKirq0sAtLGx4YABA7hjx44q70jbuHEj7ezsiiKZq3Pn638JfZBGmW8gZ+y7wXz5828sjt56WGId1FNColNYd3Ygp++9UXTOx8eHhoaGatf8uiI6UK8gSqWSLi4uPH36tKallEloaCgBcPz48dy4caO4GFyNKJVKSiSSb2E3QAAAIABJREFUUgMHHjhwgNbW1pRKpZw9e/YLsS7n1KlTrF+/fq1utT537hybNWtWa+2VR6dOnSgIAnV0dGhgYEBjY2OamZnR0tKSNjY2tLe3p5OTE01MTNisWTP6+vry1KlTzMvLU6uOU6dO0c/Pj76+vhw+Zhx79+5NLy8v2tvbs2XLlvzoo4/o5+fHkydPMiT8Ps9EJKul3fcBppmZlXCSFnuPYaMZvzNLR7/4tVLWQA0cOFCtDlNZHDhwoGgTS6tWrXjt2jW12ifJ747eocw3kANW/cnvj93hwRvxzCgliGZMShZlvoHcfjHmuXaeXn+621REPVTFgdJW9zyiiHo5evQo9PX14e3trWkpZRIfHw+pVIoNGzZoWsorh0QigYODA3bv3l0seOCwYcOwf/9+DBo0CDt27ICRkZEGVf4/Xbt2RYMGDfDuu++if//+aNOmDZo0aQItLa0aa7Ndu3a4f/8+4uLi4OTkVGPtVITt27fj/PnzOH78OLp37/7csnK5HJcuXUJQUBDmzJmDsLAwdOrUCb1790bfvn3RqFGjKmlIT08vCnw6YMAAJJp7IsyhPb4aoo0GTnVgZWWFuLg4hIaGIjQ0FL/9/gf+aTgM1k4NcWFuDxjoVP1nYe3atbjaqBHkwcHAsWPIHjkShv9eu21bH41TYmE4dgxw+DBw/z7g7AwsWgSMGFHMjpaWFgoKChAcHIx27dpVWU95DBw4EAMHDsTFixfx6aefomXLlnBxccGqVavQs2dPtbQxs7cLXOsYY/mxCPx4OgoqAjbGuhjSzAFvNXdEY7vCdU3OFgZoYG2IrRf+wZBmDjDSLf4++PRsjJsP0vDt0Tt4q7kDLly4gFatWqlFo0gVqazHVZOHOAJVkp49e3L79u2alvFctm7dSgMDA03LeGUZNmwYGzVqVOxc586d2apVKw0pej5JSUlcs2YNR40axcaNG9PY2Jhdu3bl7NmzeejQodLzN1aTUaNGcc2aNWq3WxliYmKora3N6dOnV6l+amoq9+3bx7Fjx7JOnTp0cXHhjBkzePr0aRYUlByxeBalUsmAgADWrVuXEyZMKNqBefmfVMp8A/nd0Tsldkn+GfmIb67+szBX2/uTSJJffPEFvQaM4SdfreC1a9cqtLMyLy+PM2bMoEQiKTYCvat/f2ZaWlIlCJzY34cffvBFhV+Pvn37UiqV8sqVKxWuU13u3LlTtIvVycmJQUFBarWfL1fyz8hHHPjjeTaae5he3xzje+svctmRcAbcjOfR0IesP+cQ31z9Z6lTfmcjkinzDeSZiGTq6upyx44datX3OgNxCu/Vo06dOjU2P68u/o+98w6L6tra+Htmhs4Ig1QVBlAMTUFRsQW7EsWKRLF3sUVvokHsWK/EwmeuLRoVRY2xRUUFe0OxYK+ACKiACkjvM+v7AzUWEKZxAM/vec4zcM7Za71DmVmz99prLV++nEQiEdsyaix79uwhNTW1T84FBgZWm/yH1NRUOn78OM2fP5/c3NxIKBRSz549aePGjfTixQul+Ni7dy9169ZNKbbkxd7enuzt7ZViSyKR0I0bN2jBggXUrFkzEolENGDAAAoODqb09PRP7n39+jUtX76crKysqGnTphQSEvKZLSkN3hRBYt8QWhH2+MP5Azefk+XMEGq++CRtuxhDlpaW9Ouvv5JYLKZm80Oo7fRN1KBBA6pTpw6NGTOG9uzZQxcvXqQHDx5QcnIyFRYWUmFhIW3atIksLCxIJBKRQCAocynZ2tqahg8fLtPPwd3dndTU1FSytPY1kpKS6IcffiCGYWj48OEqWR4vKCqmlWGPqdvq81Tf7yiJfUM+BE9i3xC69iyViool9Dozn5Iz8uhNVj6F3HlJYt8Q+vPkbQJAcXFx33z3BmUhTwDFlTGo4vTo0QNjx45Fnz592JZSKoWFhejXrx9u3ryJxMREtuXUSAoLC6GpqYk7d+6gUaNGAID09HSIRCJkZWVVmeW7ipKWlobQ0FCEhIQgNDQUlpaW8PDwgIeHB5o1awYeT/YWnbt27cKsWbMQJ8dWeGXRrl07ZGZm4tatW0q3nZSUhGPHjuHQoUM4f/482rdvjx49euDChQs4evQo+vTpgwkTJqB58+alllCQSAmTd93EuSdv8HBhNzxPy0PnVefhIhZhy4jm0FLnY/fu3RgyZAjOnTuHRTeksDbUxYahLoiKisLRo0dx/vx5vHnzBqmpqUhLS0NaWhr4fD7c3NywcOFCuLq6QlNTE+vWrcOYMWM+8S+VSqGhoYG//voLnp6eMj13d3d3nDlzBhEREZVamgMADh06hIEDB6J27do4f/486tevrxI/hcVS3E/MwJE7idh5NR5FxQQ7MyGiX2ejSPLpe7ShrjrM1AsQ4tsLAEEgEKCoqKh0wxwVhitjUAOZO3cuzZ5d8WnvyqCoqIjWrFlDjRo1Ih6PR1paWuTv78+2rBqNkZERTZ8+/cP3p0+fJh6Px6Ii5VBUVETnz5+nGTNmkJ2dHZmYmNDIkSNl6me2c+dOMjExqfRZis85ceIEMQxDeXl55d+sAOnp6bR9+3b68ccfaeXKlRXezRd4MorEviH0OjO/1O31UqmUHj58SERE3f/vAo3aeu2r9iQSyRezH127diVbW9sv7t2zZ89XZ6fKo1u3bqzMRBGVtAdq2rQp8fl8WrFihcr9vc7Mp0VHHpDnunBacPg+BV1+Rjsj4ino8jM6cPM5rT75hMS+ITRkcwQ9eBJDJW/jHIoCbgmv5vHPP/+Qu7s72zKoqKiINmzYQE5OTsTj8UhTU5O6dOlCp06dYlvaN0HXrl3J2dn5w/c//fQTmZmZsahINcTExNBvv/1GFhYW1KFDBwoNDf1qDs7mzZupTp06dO/evUpUWTYaGhqs52KVxcGbJUHT/ZfpdCGqJJcmPKakDlJOQRGdefSKtoU/o99CH1PjBWE0cafswcr169eJYZgvWhC1b9+eFH1979q1K6mrq9OtW6U36FU1ixcvJh6PRy1atGB12UwqldLas9Ek9g2htWF3uQBKSbASQAHQBHANwB0ADwD4vztvAOAkgOh3j6LybHEB1Je8ePGCDA0NWW3WGhgYSHw+nzQ0NKhDhw4q663GUTZr164lLS0tysnJoTFjxpBAIKB+/fqxLUtlFBYW0vbt28nBwYGcnZ1p9+7dn7TjeP78OY0ZM4bMzc3pyZMnX7FUebwPHp4/f862lFJ531rk99NR9J89t0jsG0L3XqST/+EHZDP7GIl9Qz7k4TSYdZTGbZcvedvIyIjGjh37yTktLS2F+7fl5OSQSCRitdfdw4cPycTEhLS0tBRqVq0oEomUuq0+T9YzQ8hkyG+0/kxUlWnoXV1hK4BiAOi++1oNwFUALQEEAJj57vxMAMvLs8UFUF8ilUrJxMSEterSkZGRxOPxaO7cuaz45yghIyPjQx9BkUhEAQEBVaLuk6p5v7Osbdu2ZG1tTWvXrqUZM2aQgYEB+fr6VqlilG5ubuTo6Mi2jK/y/fIz1GBWScKyr+dM6jVsFYl9Q2jGf/fTxag39Dozn4olUtoaHktOC8LozGPZm1lPnz6d9PT0Pnx/8eJFYhhGoTpXBw4cIIFAQCKRiLZs2SK3HWUgkUho4MCBxDAMDR06lLX/w5SsfFp27CHVG7WGxL4hNPiPy/Ty7b87XPfv3083btxgRVt1hPUlPADaAG4CcAXwBIDZu/NmAJ6UN54LoEqnR48etH///kr3m5eXR7Vq1aIOHTpUum+OL9HX16dOnTqxLYM1Ll26RP369SMfHx+l7d5TFjk5OcTj8eiff/5hW8pXOXLnJVn5HikpWzB2E1n+ephCbVp+Ucwyp6CI3Fefp+7/d4HyP2stUh5ZWVnEMMyH5f1+/fp9UYZDVoyNjalHjx4K2VA2R44cIU1NTTIzM6OoqCjWdLxJSaE67hPIYsZh8t4YTkREGzZsoHr16lGdOnWoX79+9ODBg0/G5OTkUFhYGOXk5LAhuUoiTwAl+3aXUmAYhs8wzG0ArwGcJKKrAEyIKOldonoSAGNl+PoWcXFxQWRkZKX6fPHiBVq0aAE1NTWcOHGiUn1zlM6gQYNw584dtmWwRps2bbB//36sX78edevWZVvOJyxatAi6urro3bs321K+ikfjOthx9nd89/oZ8tXU8MPjcHSLjgByc4HZsz/cp60uwMQODfAgMRN3XmTI5ENXVxfOzs6YP38+AODMmTPw8vKSWatUKsWNGzcwYcIEpKSkIDg4WGYbqsTDwwOvXr1CnTp1YGtri4CAAJX6y87OxnfffQexWIxWrVph8ODBWLx4MR4/eoSLa6eD4q4hPCoZ81dtwKJFi3Du3DlER0ejZcuWaN++PYYNG4YNGzagZ8+eMDU1xahRo7B48WKVaq7xyBpxfe0AoA/gLABHAOmfXXtbxphxAG4AuMGVpS8df39/+vHHH1XuJy4ujsaPH0+mpqYEgExMTOjx48flD+SoFN68eUMMw7CWRMtRNuvWrSN1dfXqsazKMJSsa1DSFqRJdyqtoa9UKqUT56/Q0bsvKSVL9qW3ffv2EZ/PpwcPHhAASklJqdC4zZs3U5MmTUhfX58YhiGGYUgkEtGcOXNk1lCZLF26lHg8HjVr1owyMr7eOFhemjRpQkZGRuTj40OdO3em7777jkQiEamrq5OBgQGpG5qT2cjfSdvA9IsZp/T0dFqwYAENGTKEdu3aRWlpafT8+XMyMDBgLT2kqgG2l/BKNGA+gOnglvCUwp9//kn16tVTeqJsTk4OhYaG0pw5c6hHjx5kZGREAMjU1JTGjx9PcXFxSvXHoRxsbGyoZ8+ebMvg+AyJREJqamq0bds2tqWUj1hMUoAa/ryflrQf+W8A9VFD31WrVhEAOnnypNxutLW1ydbWtsK7Re/cufOhue/ixYvp1q1b1SMgfcfjx4/J1NSUtLS0lL7R5ueffyaBQPBpn9HgYJJaWJAEoGxDQyrevp2SkpIoMTGxwnZnz55NQ4cOVarW6gorARQAIwD6777WAnARgAeA3/BpEnlAeba4AOpTlBk87dixg1xdXcnU1JTU1dUJAAkEAjI0NCRnZ2eaPHlyld09xPEvK1euJE1NTbZlcJRCx44dq3wSORERBQdTsY4O2fxykJa+D6A+y4Fau3YtAaA2bdrIvbtr4MCBH5qMl4dEIiEzMzNq1aqVXL6qChKJhAYNGkQMw9CgQYOUEgCGhYURwzAUFBT078ng4JLf2UdNmaWlNGUuj8zMTDI1NWW9hlpVgK0AqjGAWwDuArgPYN6787UBnEZJGYPTAAzKs8UFUP+ijOBJIpGQv78/6evrE5/PJzc3N5o+fTodOHCA3r59q0S1HJVFUVER8fl82rNnD9tSOD7j0qVLxDCMypZwlMnlDX+R2DeEjn3XpmTm6bM33rdv35Kuri6JRCK5a71duHCBANCdO3e+el9qaio1atSINDQ0qsXPriIcOXKEtLS0yNTUVKE0iDdv3pCmpiZ5e3t/ekEs/iR4Km0WsaKsW7eOOnbs+M2XQagSS3iKHFwAVYKiwVNWVhaNGTOGNDQ0SFNTk3x8fLjdFjWI7777jgYOHMi2DI5S0NfXl7uZcGWy/fIzEvuGUGJ62Y2dhw0bRs7OztS2bVuZ31yLi4vJzc2NdHR0iM/nk0gkIjs7O/Lw8CA/Pz86dOgQvX37lvbu3UsaGhpkbm5e5Xt+ykpGRgY1a9aMeDweLVu2TC4bNjY2ZGlp+eVMFsOUHkB9lMdWUQoLC8nW1vabr+8nTwAlUF46Oocy2Lx5M/z9/XH69Gk0bNhQprEJCQmYMGECQkNDoa+vj/nz58PX11eu3mIcVZd69eohPj6ebRkcpdChQweEhoZi5cqVbEspE6mUcPx+Mgx01GGgo17mfWPHjsXIkSORk5ODs2fPomPHjhX2sWrVKhQWFkIgECA0NBRXr17FnTt3EB0djatXr2LFihUoKioCwzAYPXo0Nm7cWONep2rVqoXr168jICAAfn5+WLp0KTQ0NKChoQFNTU1oaWlBS0sLOjo60NHRgVAohFAohJ6eHvT09HDs2DFER0fj4cOHX/5sLCyA0l4DLCxk1qmmpoaAgADMmDEDXbt2hUDAhQUVhWsmXEW4ceMG/Pz8kJCQgCNHjsgUPF2/fh0TJ05EZGQkLCwssGzZMnh7e6tQLQeb+Pj4ICwsDM+ePWNbCsdnDBkyBJGRkXj06BHbUspk7dkY/Bb2BIv6OGJoS3GZ9xER7O3t4ebmhkePHuH8+fOlNir+nIKCAhgbG8PPzw+3bt3Cnj17Sr0vPz8fmZmZMDau+RVu4uPjcfDgQaSnpyMjIwMZGRnIyspCdnY2cnJykJubi9zcXOTn5yM/Px+FhYXIyclBfn4+AIBhGGhoaEAoFMLY2Bhhw4ej7oIFJeUn3iHR0AD/zz+BwYNl1kdE6NChAwYNGoRx48Yp62lXK+RpJsyFmizz/Plz/Pzzz7h8+TLmz5+PkSNHQk1NrUJj09PT0axZM8TGxsLZ2RkXL15EmzZtVKyYg214PB6Ki4vZlsFRDXmYmIlVJ6PQo7EZhrh+fbaCYRiMGTMGt27dQlJSEs6dO4cOHTqU6yM8PBy2trZ49OgROnfuXOZ9mpqa0NTUlPk5VEfEYjGmTZsm11ipVIqoqCjcuXMHDx48wLZt2/DDjh24+8cfJbW7EhKQJRLhD0tL/CJH8ASU/K5XrFiBXr16wdvbG0KhUC473xo1a860mnHz5k20atUKDg4OiI6Oxrhx4yocPAHA/v37kZCQgKdPn+LmzZtc8PSNcPnyZTRu3JhtGRzVkP+djYZQU4AlfRwrNJs0bNgwhISEYNKkSfD396+Qj+PHj+OHH37As2fP0KBBA0Ulf/PweDzY2tpiwIABWLhwIcLCwnD//n1cEouBuDhAKgUvIQHL4uMVmpVu1qwZunXrBl9fX+WJr+FwARRLhISEoFu3blizZg0WLFgAbW1tmW0IBAKoqanByspKBQo5qioxMTFwd3dnWwZHNeRidAp+cDSDvnbZuU8fY2RkBG9vbzx69AgvX77EuXPnyh1z/PhxuLu7Izo6GtbW1goq5vgcOzs7tG3bFp6enhg1ahR+/PFHDBgwAAKBAL/++qtCtgMDA3H8+HEcPXpUSWprNlwAxQLr1q3D2LFjceTIEfTr109uO3w+H1Uph41D9WRmZiInJwcDBgxgWwpHNSMtpxBZ+cUwN9CSadySJUtw6NAhuLu7Y/bs2SgsLCzz3ufPn+PVq1fQ0dGBhoYGLORIauYon+DgYIhEIly4cAEPHz5EcnIy6tevj7CwMGRmZsptV09PD9u3b8fYsWPx+vVrJSqumXABVCUilUoxffp0/N///R8uXbqEli1bKmSPz+crSRlHdWHv3r3Q0tL6JhJvOZTLX9cTAACdbE1kGmdgYIDly5fj0qVLEIlEGDBgQJlBVHBwMHr06IETJ07A3d29QsuEHLJjYWGBx48fIyYmBvfv38eNGzcQHh6OHj16YPPmzQrZ/v777zFixAiMHj2a+4BeDlwApQLy8/MRFRWFU6dO4c8//8T8+fMxYsQING/eHNeuXcOVK1dQv359hf1wM1DfHmFhYdyneg65iE/JhaYa76ulC8pi2LBhEAqF6Ny5M4gIXl5eKCgo+OSe9PR0rFq1CjNnzkRoaChsbGxw9+5d3L59+4t7OVTDL7/8gsDAQBQVFSlkZ8GCBUhMTMQff/yhJGU1Ey6AUiJEhA0bNsDIyAg//PADli5diosXLwIoier/+9//4uTJkzAwMFCKPy6A+vbQ19f/sLWZg0MWhrUWQ0rAmtPRMo9lGAbr1q3DkiVL8L///Q98Ph+enp6f/C2uWrUKHh4esLW1hYaGBrZs2YLBgwfD09MTXl5e3GtVJdCsWTPUr18fe/fuVciOuro6du7ciTlz5uDJkydKUlfz4MoYKIns7Gz4+Pjg7t27iIyMlLkIpjzUtMJzHOXTpk0bBAcHsy2DoxriUEcPLSwNcPdFulzjHR0dMXLkSMyaNQt79uzB4MGD0bt3bxw8eBAvX77E2rVrERkZCaBkk8x7CgsL0bZtWwQGBuI///mPUp4LR9nMmDEDs2fPhre3t0JLqLa2tvD390fXrl0xZMgQeHh4oEWLFlzqyEdw78BKICoqCq6urlBTU0NERESlBE/p6ekIDAyEVCpVuS+OqkOnTp2Ql5fH/d455KKWlgDZBfLXEJs3bx7OnTuHiIgI7Nq1C8bGxnBzc0ObNm0QEBAAS0vLL8aoq6tjz549WLZsGa5du6aAeo6K4O7ujsLCQgQEBCAvL08hWxMmTMDu3bshlUoxbtw4mJqaYvjw4fj777+RkZGhJMXVFy6AUpDCwkL069cP48ePx9atW+UqRyAPp0+fxoULFxRe6+aoXjx48AB8Pp+bfeSQiyIJKTQroaurC39/f/j7+0MgEGDbtm3w9PTE8ePHMXr06DLHWVlZYf369Rg4cCDS0+WbAeOoGDweD3/99RcuX74MKysrLF68GG/fvpXLFsMwaN26NZYtW4Z79+7hxo0bcHV1xbZt21CvXj3MmDHjm34P4l6FFeT40KE4/fQppkybBlhaAjt3VopfkUgEoKSPUXJycqX45GCfPXv2oF69emzL4KimiLTVkJCai8j4NLltDBkyBDExMbhy5Qr4fD78/Pzg4uJS7jhPT090794dY8aM4fKhVEyjRo1w6NAhnDlzBo8fP0bHjh2VMmstFosxceJEHDt2DM+ePcODBw/QoUMHvHjxQgmqqx9cAKUArwMD0eXvv2GSnw+GqKS547hxlRJEGRoaAgCKiopQr149LF68WOU+Odjn0qVLaNGiBdsyOKopvu62MNHTwMA/IrD9SpxcgYyamhpmzpyJJUuWyDx2xYoViI2Nxdq1a2UeyyE79vb22LFjBxiGwZEjR5Rq29DQECEhIejRoweaN2+OEydOKNV+tYCIqszh4uJC1QWpVErJmppEwJeHWKx0f/v27aNGjRqRlZUVmZqakp6eHgEgIyMjWrp0KQkEArKysqLHjx8r3TdH1UFLS4s2bdrEtgyOMhg8eDDZ2tqyLeOrvM0poJFbr5HYN4RmH7wrl428vDyqU6cO3bx5U+ax0dHRZGRkRNeuXZPLN4fs7N+/n+zs7CgqKkol9s+ePUt16tShefPmUXFxscL2pFIpxcXF0c6dO2nChAnUuHFjcnJyot9++40SExOVoPhLANwgGWMWbgZKTvbv3w+jsraTJyR8deyzZ88QEBCAYcOGoXXr1hCLxRAKhVBTU4ODgwPWr1+P7Oxs5ObmIjs7G3379oWXlxeMjY3RqVMnDBs2DLNmzfpQxdzPzw8vX76ESCSCvb09pkyZwiUZ11C0tbXx8uVLtmVwVGP0tdWxeVgzjG5rheCIBITcTZTZhqamJmbMmCHXzHeDBg2wfv16DBgwQO7cHA7Z6Nu3L0aPHo1WrVph4cKFSq/L1b59e0RGRuLChQvo1q2b3FXMY2Ji4OPjAwsLC7i6umL//v2wsbHBpk2bEBgYiIcPH8Le3h5jx45Vqn65kTXiUuVRXWagMjIyqG7dupRnYiLzDJREIiFtbW0SCoVkY2NDHTt2JB8fH1q3bh3t27ePunTpQhoaGgTgwyEUCun06dNf2Jo7dy4ZGRl9cm7Lli2koaFBxsbGFBERoeynzsEyDg4O5OnpybYMjjKoDjNQ7yksllDftZfIcV4oPXuTLfP47OxsMjY2pvv378vlf8qUKdS7d2+SSqVyjeeQnfj4eOrTpw81bNiQTp06pXT7RUVFNGvWLKpbty7Nnz+fwsPDqaioqNxx9+7dI29vbzI0NKR58+ZRVFRUmX8XWVlZZGRkRLGxsUrVDjlmoFgPmj4+qkMAVVxcTOPGjaPRo0cTBQcTaWt/Gjxpa5ecL4ONGzeSQCCo0B9VecydO5eMjY2/OJ+VlUUdO3YkhmHIy8tLKb44qgYeHh7k7OzMtgyOMqhOARQR0fO0HHLyD6OWS0/Rk+RMmccvW7aMBg0aJJfv/Px8at68Oa1atUqu8Rzyc/jwYRKLxSpLB7h8+TJNnz6dnJycSE9Pj/r06UNr166l6OjoTwKjq1evUu/evcnExIT++9//UkZGRoXs+/j40NKlS5WqmQugVIhUKqXjx49To0aNqG3btpSSklJyITi4ZMaJYUoevxI8ERFZWlqSh4eHUjTNmTOn1ADqPUeOHCGhUEhCoZCOHj2qFJ8c7DJ+/HgyMTFhWwZHGVS3AIqI6GpsKol9Q6i+31HKyCuUaWxGRgYZGhrKnVvz7NkzhcZzyM+2bdto8ODBMr+HyUpycjIFBwfTsGHDyMzMjCwtLWncuHHUuXNnMjc3pzVr1lBOTo5MNs+fP0+NGjVSqk4ugFIRkZGR1KlTJ/ruu+/on3/+kXvK+f79+8QwDMXExFR80Ff+uMsLoIhKplS9vLyIYRjq1KkTZWVlyaWdg32OHj1KPB6PZsyYwbYUjjKojgEUEVFwRByJfUPoP3tuUbFEtte3BQsW0KhRo+T2vXjxYvL29pZ7PId8hIeH0xwrK5lXURRBKpXSvXv3aNWqVbRlyxYqKCgod8zff/9NPXr0oBcvXnw4J5FIqF69enIvH5cGF0CpgM2bN5OpqSmtX7+eCgtl+3T2OV26dCEbG5uKDyhniXDWrFnlBlDvuXz5MhkZGZGmpiZt2bJFHvkcLHL+/Hni8/klS8ccVZbqGkAREa0Ie0xi3xDqty6col9lUXJGHm2/EkdbL8VSQZGkzHGpqalkYGBAcXFxcvnNysoiU1NTun37trzSOeTg0aNH9JzPp8raSS4P4eHhZGRkRG3atKHly5d/cu2XX36h2bNnK82XPAEUtwvvK6SmpsLPzw8nTpyAj48P1NTUZLYhlUoxYcIEWFtb49SpU/D396/44NmzgdzcT8/l5pacl5FOJ+SFAAAgAElEQVRWrVohOTkZo0ePxpgxY+Di4iL3TgmOysfd3R1ubm7YvHkz21I4aig/d2mIoS3FeJyUic6rzqP1f89g7j/3seDIQ2y/ElfmOAMDA0ycOBEzZsyQy6+uri78/PwwZ84c+YRzyMXp06dRVyIp9RrFx8POzg5BQUGVrOpfrl+/jh49eiAoKAg8Hg9Nmzb95Lq3tzd2795dMhPEFrJGXKo8qtoM1MSJE2ny5MkK2QgKCvqwm05bW5vMzMyoXr16JBaLydrammxsbMjW1pYcHR3JycmJXFxcqEWLFtS6dWuSlPbJACAJQMOGDaPGjRvLlQ/z+PFjsrKyIoFAQMuWLVPo+XFUDr179yZNTU169eoV21I4vkJ1noF6z5PkTJr3zz1aEfaYYl5nUdOFJ2jm/jtfHZObm0t2dnb0119/yeUzPz+fLCwsKDw8XK7xHLLTp08fyqpdu9T3mDe6unTkyBEyMzOT+3eqCA8fPiRTU1NiGIbCwsJIR0eHMjM/3eQglUrJxsZGabvNIccMlIC90K1qc+fOHezbtw+PHj1SyM6KFSsAlJTW79mzJ4qKilBUVITCwsIvvi4uLv7wWFxcjNcaGjAtpV5HkkCAiIgISCQS9OzZU2ZN3333HWJjY7Fo0SLMmTMHmzdvRlhYGOrXr6/Qc+VQHQcOHICNjQ2aNWuGuLg4rhceh8poaCKEf29HAEBEbCrScgthpqf11TFaWloICgqCh4cH3NzcYGZmJpNPDQ0NLFq0CCNGjMDBgwfh4OAgt36OiuHs7Ix9OTkYER7+yUpHHo+H2hs2wMPDA2FhYejUqRMcHBzg6OhYKbru37+Prl27Yvny5QgKCkK3bt3g6ekJoVD4yX0Mw8Db2xsBAQGYOHEizM3NYW5uDi2tr/+tKhVZIy5VHlVpBsrd3Z3WrVunkI2MjAxiGIbMzMxowIABshuQo0yCrLx8+ZKcnJyIx+PRtGnTSCIpO9eBg13evn1LOjo61LVrV7alcJRBTZiBes+xu4lU3+8otQs4Q6nZ5Sf7EpWUVvHw8JB7o82WLVvI0NCQ9u/fL9d4jorz7Nkzql27NuVs2kQkFpOUYeiFQEC3329SebeBSQJQjpGRyhLLP+bWrVtkampKu3btIiKiN2/ekJqaGkVHR5d6f2JiIo0YMYLat29P9evXJw0NDTI0NKSmTZtS7969acqUKbR+/XqKjIwsN4cZXBK58jA3N5c7KfI9M2bMID09PWrUqJH8xQ9VvMX0PRs3biR1dXUyNTWl69evq8QHh+Jcv36deDwezZ8/n20pHKVQkwKo0duukbN/GKXnVnzzTEFBAdnZ2dHhw4fl9nvt2jUyNDSktLQ0uW1wVIwpU6aQq6srvX37lv7++29q3bp1SfBbCR/eP/DuPU7KMJTA41HETz99ctnV1ZUuXrxYIVMSiYSSk5Pp+vXrtH//flq9ejWNGjWKHB0dSVtbm1q1akVTp06lnTt3flGTiguglIiBgQG9efNGIRsmJiY0evRocnZ2pj59+ihJmerIyMigdu3aEcMwNGjQIK4AZxVl48aNxDAMlw9VBalJAdRvoY/J2u8oRb+SrfTJ8ePHqWHDhhXaol4WY8aMIV9fX7nHc1QMqVRKP/30E7m4uNDq1avJx8en5IJYTJWyO68Cgdro0aNp/fr1CrvKzMykc+fOUUBAAPXv358sLCxIT0+PWrZsSSNHjuR24SmT7Oxs6OjoyD3+wYMHePXqFRYuXAg+n4+ioiIlqlMNtWrVwrlz53DgwAEcPnwYhoaGCAsLY1sWx2eMGzcOfD4fd+7cYVsKRw1mSEsx9LXU0G9dOA7fqXi/PHd3d1hbW2PdunVy+16wYAE2bdrE9X1UMQzDIDAwELq6ukhISMCrV69KLpTVz7WcPq8yU4Gd5o6Ojrh//77CroRCIdq1a4cZM2Zg7969iI+PR0xMDAICAtCyZUu5bHIBVCk8f/4cmpqa0NTUlNvGnDlzYG1tjTp16oDH40FSxnZRNomPj8fdu3dx/fp1hIeH49y5czh58iTU1dWxbds2iMViuLu7o1WrVsjKymJbLsdHaGpqIjo6mm0ZHDUYUz1N7JvQGjYmQvy0+xZuP0+v8NiVK1diyZIlSE5Olst33bp18eOPP2LLli1yjeeoOAzDYNKkSTh79uy/AZSFRek3l3VeDoqLi0Hx8aVf/ChQU1YAVRqGhob4/vvvMW7cOLnGcwFUKQQGBmLs2LFgGEZuG6GhoZg4cSIAQCAQVLkA6smTJ7C0tESTJk3QsmVLtGvXDl26dEH37t3Rp08fDBo0CE+ePIGGhgauXbsGY2Nj7Ny5k23ZHO8QiUQ4c+YM2zI4ajhWhjrYMqI5GAa4EPWmwuPs7e0xefJk9O/fH4WFhXL5Tk5ORoMGDeQaWyPYuROwtAR4vJJHFb7+9u7dG6mpqYiNjS05sWQJoK396U3a2iXnlUB2djb69OmD12VMUqRoa0NDQwPq6ur44YcfcOXKFaSnVzyAryy4AOoz0tPTsXXrVkydOlVuGxMmTEBRUdEHG3w+v8oFUHXr1gUA5OXlQSKRfCih8L6sQkFBAfLz85Gfn4+ioiIMGzYMQ4cOhaurK9LS0lhWz7FixQocOHAAd+/eZVsKRw1HT0sNdfS0EPsmW6Zxc+fOhZGRESZPnlyScCurXz09hcvIVFt27gTGjQPi40syg+LjS75XURClrq6O1atXIzk5GYcOHQIGDwb++AOvtbRAACAWA3/8UXJeXt4FhMTjIat2bfTKzkbtjRtLDdQWaWmhU6dOOHLkCEJDQ+Hl5SV3oVaVImvSlCqPqpBEHhAQUNJgUQ6ysrLIycmJBAIB7dmz58P5du3akZubm7IkKg0ejyfTjrt79+6Rubk5qampUWBgoAqVcVQEV1dXMjc3//B9ZGQk+fn5ydyYk0N51KQk8o9pvew0Td51U+ZxmZmZ5ODgIFdJmPj4eDIwMKD4+HiZx1Z7KiuJ+zNGjRpFDMOQi4sL1a9fnwQCAaWkpChuuJRkcen7ZPFSdpoLhUJas2bNh+EZGRlkYWFBJ06cUFxLGYDbhSc/0dHRNHbsWBKJRHTnzter7pbG9evXSSgUkomJyRflDzp27Eht2rRRllSloaOjQ5s2bZJ5nJ+fH/F4PLKzs/s2X9yqCKmpqSQQCKhjx44fqvZqa2uThoYGrVixgm153yQ1MYAqLJaQ2DeE5v5zT67xMTExZGxsTOfPn5d57Lx582jgwIFy+a3WMEzpARTDqNz15cuXqUmTJuTt7U2urq70xx9/KG5UxoCQx+PR5cuXPzl3/PhxsrS0pKws2XaFVhR5AihuCQ9ASEgIXF1dYWJigqioKDRu3Fim8atWrYKrqytatmyJFy9eQCwWf3K9Ki7hASW77uSZIl+6dCliY2NBRLC2tsbcuXNVoI6jPAwMDLBixQrcvHkT7u7uSExMRFZWFqZOnYqZM2eiXr16CA8PZ1smRzVHjc9DbR115BXK9xpWv359BAcHY8CAAYgvK2m4DH799VdcunQJf/75JwpK6cpQY6mEJO6yaNWqFW7evIldu3Zh5cqVWLhwIRYuXKhQIjfJsKsvMzMTUqkUTk5On5x3d3dH+/bt4evrK7cOpSNrxKXKg40ZqOvXr5OhoaFc/XQkEgm5u7sTj8f7olP0x7i7u1Pz5s0VkakSnJycqHfv3grZWLlyJQkEArKwsKD79+8rSRmHoqSmplKHDh2IYRjq0KGDyj61cXxKTZyBkkqlZDP7GC05+lAhOytWrCBnZ2eZl5jDw8OpU6dOZGhoSFOmTKFbt24ppKNaUJmFLMtBV1eXAND8+fOpoKCAIiMjaePGjTR27Fhq06YNff/999SlSxfq2bMneXl50dChQ2n8+PE0ffp0WrBgAa1cuZJeqqlVeAaqoKCAdHV1ydTU9ItahGlpaWRra0teXl6UnJys1OcJbgZKNp49e4ZevXph06ZNcHV1lWlsQkIC6tWrh4sXL+Ly5cv49ddfy7y3Ku7CA4B69erh+fPnCtn4+eefkZSUBBMTEzRu3BgTJkyAVCpVkkIOeTEwMMCZM2dw8eJF3L59G25ubmxL4qimZBUUQyIlGOioK2Tn559/hqOjI0aNGlWSP1JBWrdujVOnTuH69eswMDBA9+7dMXv27Jr9OvMuiRtiMcAwyknilhNzc3PUrVsXgYGB0NfXx/Dhw3HlyhU0btwYS5YsweLFi/HLL79g9OjR8PT0RKdOneDk5AQjIyNIJBI8f/4cDwYPBlVgV9+xY8fg7OyMnJwcCIXCL3ZwikQi3Lx5E9bW1mjcuDF27Ngh09+S0pE14lLlUZkzUKmpqWRra/tJolpF2bdvH6mpqZGjoyNlZGSUe3+fPn3IyclJHpkqZcqUKVSvXj2l2QsKCiJNTU0yMjL6Yv2agz1iYmKIz+fTsmXL2JZS46mJM1B5hcXUcPZRCjz5RGFbly5dIh6PR1FRUXLbePXqFbVp04b69u1L2dnZCmvi+DozZ84kXV1dioiIUOznXYG2ZAzD0Pfff0/37pWfb3fjxg1q3LgxtWzZkn7++Wfatm0b3bx5k/Ly8irs72PAzUBVDCKCl5cXevTogSlTpsg0dtasWfDy8sKoUaNw79491KpVq9wxfD6/Sn5asrOzU2ptjWHDhiE1NRVOTk5o06YNfvzxRxQXFyvNPod81K9fH0uXLsWcOXPw9OlTtuVwVDM01fhQF/CRliNfPaf35OTkwMPDA/v27YONjY3cdoyNjXH69Gno6emhbdu2eP36tUK6OL7O7NmzkZOTo3B3DgweDMTFAVJpyWMps2lEhMOHD8PR0bFccy4uLrhx48aHchlhYWEYNmwYRCIR/CwsUDhypOrLQMgacanyqKwZqNDQULK3tyeJRCLzWG1tbfL395dpzIABA8je3l5mX6rm/adBVRASEkJCoZCEQiEdPXpUJT44ZKNJkyZUt25duf7uOSpGTZyBSkzPJbFvCG268FQhOxkZGaSrq6skVSW5WRMnTqSJEycqzSZH6TRp0qRSdpIDqNCqztfIz8+nPBOTCudcfeSbm4EqDyLCokWLMHv2bPB4sj39Fy9eIDc3F9OmTSv33uLiYjx48AB///03oqKiqmQOVJMmTSCVSpGfn6902z169EBaWhq6desGDw8PdOnSBbmf9zziqDSKi4vRqFEjvHz5ElpaWnB1dUVAQIBKqvsWFhZi4sSJGDNmDLKzZSu+yFH14PNKOjJIpIrlmujq6iI3N1dps/EMw8Df3x9//fUX4uLilGKTo3RmzZqFiIgIuavKV4SffvoJ6urq0P48V0pGNDQ0oFnWrKSSe/l9cwHUuXPn8Pr1awwYMEDmsUFBQahVq1aZy3bt2rWDtrY2+Hw+1NTU0KhRIwwbNgzx8fHo2rWrotKVjra2Nng8nsqa0goEAuzdu/dDInPt2rURHBysEl8cZRMYGIhatWrhwIEDWLNmDdasWQMtLS0sWrQIIpEIhoaG6N27Nw4ePKjQm5tUKoW/vz/09PQQHByMgwcPQl9fH/379+eq11djtNUFEPAYJKbnKWSHx+NBS0sLOTk5SlJW0sts0qRJWLhwodJscnxJ//79oa6ujlWrVqnE/tWrV/G///0PmzZtgkAgUNxgGeUe8o2NFbf9MbJOWanyqIwlvA4dOtDWrVvlGtumTZsypzEPHTpEDMPQ5s2bKSIiotpsG9fR0aENGzao3I9EIiEfHx9iGIaaN29Ob968UbnPb52jR4+SiYkJCQQCmjp1aqlLd3FxcfTrr7+Svb09CQQC4vF4ZG1tTRMmTJCpLMW2bdtIX1+f1NXVyc/P74OvLVu2kKmpKfF4PHJ3d6fnz58r7flVRWraEl6xREqjt10ny5khdDvhrcL2TExMKCYmRgnK/uXt27dkaGhIjx8/Vqpdjk/x9PQksYoqoRsYGFCXLl2UZ7CUMhBFGho0UV+fEhMTSx0CrhL514mOjiZjY2MqLCyUa7yenh4tXry41GvW1tbK/QOoJOrWrUvTpk2rNH/3798nCwsLUlNTo9WrV1ea32+J+/fvk6OjIzEMQx4eHjLlFJw+fZq8vb3JzMyMGIahmTNnfvX+U6dOUb169YjH49GwYcP+3QHzGfv27SOxWEwMw5Cbm5tCu7CqMjUtgFp+/BGJfUMo6PIzpdibO3cuWVlZ0Y0bN5Ri7z1Lly79NiuWVyJRUVEEgMRiMXXu3JlmzpxJJ06coIKCAoXsFhUVEQDlt6AqZReev78/tWnTplTNXABVDhkZGaSjo0PFxcVyjQVQ6ifoixcvEsMwX7RwqQ44OzuTh4dHpfudM2cO8fl8srW15drBKInU1FTq1q0bMQxDzs7OCgcpwcHBxOPx6D//+c8X127evElWVlYEgLp06VLhGcVTp05Rw4YNP/TbqmlFEat7ACWRSOlxUial5xTSszfZZDkzhH75+7ZSfezdu5eMjIxo48aNJJVKlWIzKyuLTExM5GrDxVFxQkNDaezYsdSiRQsyNjYmgUBAAEhLS4ssLS2pa9euNGvWLDp9+vQXRTDLIi4ujkoWw1SPRCKhXr160fjx47+4xgVQFUAsFss11btu3TrS0tIq9drIkSM/aepanfDw8KAmTZqw4js+Pp7s7OyIx+PRrFmzWNFQEygqKqIJEyYQn8+nOnXq0MmTJ5Vme8+ePcTj8WjChAlEVPIptEWLFsQwDNWtW5d0dHTkshsREUFOTk7EMAw5ODjQxYsXlaaZTapzAJWSlU+9fr9IYt8Qspl1jBznh5Ld3OP09LXy0xEeP35MDg4ONHz4cKXNPKxevVrhzgocspOUlETbtm2j0aNHU7NmzcjIyIj4fP6HwMra2prc3d1p7ty5dP78+S8Cq5UrV6pmBqoMMjIyyN7enubNm0epqakfznMBVDmcPXuWzM3N5cpP6tatGzk7O5d6bfny5aSvr6+oPFaYNm0a1a1bl1UNgYGBpKamRubm5lw7GBkJDAwkbW1t0tHRobVr16rExz///EM8Ho9sbGyIYRiys7Oja9eu0ePHjwmAQmUR7t+/Ty1btiSGYah+/frVvuRFdQ2gcgqKaOifV8lm9jHacimWJu+6SSO3XqP7L9NV5jM7O5uGDBlCjRs3VsqSbl5eHhkaGlbLlYCayMuXL2nz5s00YsQIcnFxodq1a38IrLS1tcna2po6d+5MPB6PNDU1qXPnzpWmLTY2lry8vKhWrVrUv39/ys/P5wKor5GXl0cNGzakQ4cOyTXeyMiIZsyYUeq1s2fPEp/PV0Qea2zYsEHuWQRlkpqa+mFmY/z48VytonI4duwYmZqakkAgoClTpsi1LC0LR48epWbNmtGpU6c+Oc8wjFKWTWJjY6ljx44fZrb++usvhW2yQXUMoGLfZJN74AWymhlCu65W7nK6VCqldevWkZGRER04cEBhe3Xr1qWEhAQlKONQFc+fP6dNmzbR8OHDqWnTpjRnzhy6dOkSMQxT6R+gMjIyyMjIiBISErgA6mvMmzeP+vbtK9fYjRs3EsMwZS795eTkEIBqs/PuYyIiIlRWTFMeduzYQZqamlS7dm26dOkS23KqHA8fPqRGjRoRwzDUvXt3evtW8Z1RilCrVi1auXKl0uwlJSVRr169iMfjkZGRUaXsEFUm1S2AioxPI4d5oeTkH0ZnHr9iTce1a9dILBbTjBkzFPrwpKmpybV3qaZ4eXmRUCiscO6UMnj58iXp6elRWloaF0CVRnFxMS1btoxMTEzoxYsXMo8/dOgQ8Xi8cquPCwSCLz6dVwfy8vIqdf25IuTk5FDXrl2JYRjy9PSs1H+oqsrbt2/J3d2dGIYhJyenKrNl29bWViW7n96+fUve3t4kEAhIX1+fli9fXi1mJatTAJWSlU9O/mHkFnCGXrzNZVsOpaSkUKtWrcjPz0+u8bm5uaShoaG0xHSOyqWoqIiEQiF5eXlVms+BAwd+yL/lAqjPSEhIIDc3N2rXrp1cO70uX75MfD6ffHx8yr1XJBLR0qVL5ZHJOjwer0rO9hw9evRDO5gjR46wLYcVioqKaOLEicTn88nMzIzCwsLYlvQJvXr1osaNG6vMfk5ODo0dO5bU1dVJR0eHZs2aVaUD6s6dOxOAanHUaulFYt8QUjO2Zl3L54c8mwqSk5Opdu3aKvitclQWW7ZsqbQVkZMnT5KlpeWHyQN5AqgaXYl83rx5aNy4MU6fPg2LMiqTfo2ePXuic+fOWL9+fbn3Ghsb4/79+/LIZB1tbW3cvXuXbRlf0L17d6SlpaF79+7o1asXOnfu/E21g/n999+hr6+PoKAgBAYGIjExscpVtHdxccGLFy9UZl9bWxt//PEHsrKyMH78eKxevRpCoRBTpkxRaVsJeTExMUHDhg1RUFBQpY/b8Skw6zwSnWyNkP38Eet6Pj4WLlyI3bt3y/yzNzIyQl5eHjIzM1Xwm+WoDC5evAhTU1OV+ykoKMCkSZOwZs0axVrHyBpxqfJQ9gxUp06d6MSJE3KNffjwIQH4ZJvj1+jSpQu1aNFCLl9sU7duXZoyZQrbMr7K5cuXycjIiDQ1NSkoKIhtOSolNDSUzMzMiM/n0+TJk6v0jMv58+crdQOFRCIhf39/EgqFpKamRsOHD69SuYfVYQkvNbuA2v92hlosOUmvMksvfMomT548IVNTU7k2RjRt2pQiIiJUoIqjMjA0NKyU96KlS5dSr169PjkHOWaglNB0puoSGxuLrKwshIeHIyMjAxkZGcjMzERmZiaysrKQnZ2NrKws5OTkIDc3F7m5ucjLy0NeXh6eP38OCwsLGBgYVMiXra0tDhw4oOJnpBpMTEzw9OlTtmV8lVatWiE5ORmTJ0/GiBEj8Pvvv+P48eMwNDRkW5rSyM/Ph4eHB86cOQN3d3fs2rUL+vr6bMv6Kq1bt4ZEIkFiYiLq1Kmjcn88Hg/z5s3DnDlz8Pvvv2PhwoUIDg5Gnz598Mcff1T4//VbhYjw0+5b0FITYNWPzjAWarIt6QsaNmwIY2NjXL58Gd9//71MY+3t7fHw4UO4urqqSB2Hqnj69ClSUlIwa9YslfpJSkrCihUrcPXqVYVt1egA6tmzZ/D09Kzw/QzDgM/ng8/nQyAQwNraGn379v1w7ePHz889ffoUb9++VaL6ysPc3LxadDPn8XhYt24dJk2ahO7du8PMzAzLly/Hzz//zLY0hQkJCcHAgQOhoaGBK1euVJs3AIFAAE1NTZw8eRLDhw+vNL88Hg9Tp07F1KlTsXXrVsyaNQtGRkbo2rUrNm3ahHr16lWaluqCREpYdzYGl2JSMPMHWzSxELEtqUz69++Pffv2yRxAOTg44MGDBypSxaFKlixZgjp16qh0Ce/Jkyfo378/Jk2ahAYNGihsr8YGUNnZ2QBKghsXFxcwDFOSNQ98ePyYj8+9/zo/Px9xcXGlXivNhru7u/KeQCVibW2Na9eusS2jwjg4OCA+Ph5z587Fr7/+ik2bNiE0NBRisZhtaTJTWFgIT09PHD16FN7e3tixYwd4vOqVmvj9999jzJgxyMrKwuTJkyvd/8iRIzFy5Ejs378fv/zyCywsLNC2bVv8+eefsLGxqXQ9VZU5/9zH7msJ6GhrjGGtqvb/Sv/+/dG5c2esXr1apv+HNm3aYPjw4Zg/fz6EQqEKFXIomyNHjsDb21tl9vfs2YPJkydjyZIlGDt2rHKMyrrmp8pDmTlQjx49IgA0aNAgpdmsqWzatKlKFNOUh/j4eLK3tycejyf39me2OHXqFAmFQtLT06OzZ8+yLUchZs2aRTwej7p27cq2FFb77VXVHKh7L9JJ7BtCw7dcrTbb/B0cHCg8PFzmcaNGjaIxY8aoQBGHqoiJiSEAlJSUpBL7wcHBZGVlRTdv3izzHnC78P4lMzMTAoEA3bt3Z1tKlcfJyQl5eXlsy5ALCwsLPHjwAKtWrcKKFStgYWFR5XdDFhcXY+DAgejSpQs6deqElJQUtG/fnm1ZCrFkyRIcOHAAp0+fZlsKOnXqhCdPnuDKlSsoLi5G06ZN4ejoiEuXLrEtjRXScgrhf+QB9LXVML+nwydpCFWVQ4cO4dWrV1BTU5N57OrVq3H69GkcOXJEBco4VIEql+/y8vLg5+eH4OBgNGnSRKm2a2wA1aJFC9y4cQNz5szB7NmzIZVK2ZZUZXFycoJUKv2w7FkdmTp1KpKTk1GnTh00btwY48aNq5K/8ytXrsDExAQhISEICQnBwYMHIRDUjJV0W1tbSKXSKvNzd3V1xe3bt3Hv3j0IhUK4ubmhQYMGOH78ONvSKo20nEK0/+0srse9xYR29WFlqMO2pHIpKiqCl5cXjh49iubNm8s8vlatWggKCsK4cePw+vVrFSjkUDZHjhyRKV9ZFn7//Xe4uLigdevWSrddYwMooCQwuHbtGi5duoS+fftW6wBBlairq4PP5+PmzZtsS1EIAwMDREREYMeOHQgODoaJiQlSUlLYlgUAkEqlGDVqFNq0aQMXFxekpKTUuNlRKysr6OjowMrKqsr83IGSnLkrV67g6dOnEIvF6NGjB8zNzbFnzx62pamcUw9fITO/GOsGN8X4dvXZllMh1NTUUKtWLYVyGr///nsMHz4c48aNKzVflaPqoMrdd2lpafjtt9+wbNkypdsGlBBAMQxjzjDMWYZhHjEM84BhmKnvzhswDHOSYZjod4+sbPkwMjLCyZMnoaWlpfLtkdUZLS2tKllMUx4GDx6MlJQU8Hg8jBgxgm05uH37NszMzLB79278/fffOHHiBDQ1q972cUVRV1dHfHw8GIaBWCzGjRs32Jb0CVZWVjh9+jQSExPRpEkTDBo0CMbGxti4cSPb0lTGm+wCAICTedUuh/E5DRo0QExMjEI2/P39ERcXh61btypJFYcqUObyXV5eHqZMmYKffvoJv/32GyZNmgRPT0/Y2toqQemXKGMGqhjAL8rG8ZIAACAASURBVERkB6AlgEkMw9gDmAngNBHZADj97ntWUFdXx++//45du3ZV+XpHbCESifDo0SO2ZSgNbW1tbNiwAceOHUNycjJrOqZOnYqmTZuiYcOGePPmDfr378+alsrAwMAAsbGxsLCwQM+ePdmWUyqmpqY4fPgwUlNT0alTJ0yaNAkikQgBAQFVZvlRWbg7mkKNz8At4Cz2RaquYryysbGxUTiA0tDQQHBwMHx9ffF///d/3HJeFUVZy3cSiQRDhgxBYmIirK2tkZSUBE1NTfj7+ytBZekoHEARURIR3Xz3dRaARwDqAugNIOjdbUEA+ijqSxGMjIwwbdo0zJ49m00ZVRZjY2M8e/aMbRlKpW/fvjA3N4enpyeKi4sr1feTJ09gbm6ODRs2YOvWrbh48SJ0dXUrVQObJCQkYMiQIWzL+Cr6+vrYvXs3MjMz4eXlhblz56JWrVo1KmeyvpEu9vq0hpWhDrZcqj7/38qYgQIAR0dHHD58GJGRkWjYsCF69epVLWrefSsoc/lux44dSExMxK5duzBt2jSsWrUKW7duhYmJiRKUlo5Sc6AYhrEE0ATAVQAmRJQElARZAIyV6Use/vOf/+Cff/5BRkYG21KqHObm5irtacYWQUFBuHXrFnR1dTFmzJhKyYObNWsW7O3tYWJigqSkpEotMFkVmDt3LqRSqcryDpRNaf32dHR08NNPP33Rby8tLQ0jRozAoEGDMGjQIHh7e2PgwIEYOHAgfvzxR1y8eJGlZ1E2zub6sDUV4m1u1esdWBYNGjRAdHS0Umy1atUK27dvx4sXL9CqVSu0b9++xn1YrI7k5ubCx8dHact3e/fuxU8//QQNDQ0lqKsgstY9KOsAoAsgEkC/d9+nf3b9bRnjxgG4AeCGhYWFIqUeyuXly5dkaGhYbeqgVCbTp08nMzMztmWoBIlEQsuXLycDAwPi8Xjk7u5OkZGRSvcTFxdH1tbWJBAIaO3atUq3X10wNDSkyZMnsy1Dbj7vtzdixIgP/fY2bNhAPB6P7OzsyM7Ojuzt7cnBwYEcHBzI0dGRGjVqRIsXL2b5GfxLVn4Rjd52jcS+ITRu+3W25VSYiIgIUnZv1PesXbuWLCws6OnTpyqxz1E2OTk5tGjRIrKxsSGGYUhXV5e2bdumsN2MjAwSCoWUnp4utw3IUQdKWcGTGoAwAD9/dO4JALN3X5sBeFKeHVX9w7zn0KFD1K1bN5X6qK5s3ryZtLW12Zahcnbt2vXhn1ckEpGPj49S7C5dupT4fD45OjqqrBhcdUAikRDDMHTt2jW2pSiMRCKh1atXk4GBAfH5fPL09KQFCxaQvr4+29IqzIWo1yT2DaGJwZGUWyB7c162SEtLI6FQSPn5+Sqxv27dOrKwsKCYmBiV2Of4l9KCpl69etHly5eV5uPvv/8md3d3hWzIE0ApYxceA+BPAI+IaNVHlw4DeL92MRzAIUV9KcqtW7fQtGlTtmVUSZo0aVJti2nKgre3N6KiopCWloYxY8Zgw4YNcpdvSEtLw+zZsyEWizF37lwsXboU9+7dU2kvp6rO7du3AQAuLi4sK1EcHo+HadOmITU1FZs2bUJ4eDgWLFgAiUTCtrQK00xsAF0NAYSaAmip8+W2UySR4nzUG1x7loYiierzw0QiERo1aoSzZ8+qxP6ECRPg5+eHDh06KCXXiuNTcnNzsXjxYjRs2BC6urpYvnw57OzsEB4ejqysLBw6dAitWrVSmj+pVMrKzmZl5EC1ATAUQEeGYW6/O7oD+C+ALgzDRAPo8u57VqlduzbevHnDtowqiaOjI4gImZmZbEupFPT19REQEACBQCBTXlR8fDwmTJiAunXronbt2li3bh2aNWuG2NhY/PrrrypUXD04fPgwRCJRtevnVx4jR45EUlIShg4dCj5f/kCkstFS56NdQyOceyL/615qdgH6rbuM4Vuu4ceNV9Bs8SlsC1d9DlHv3r1x+PBhldn38fHB7Nmz0a1bt2oVFFdVKjto+hhnZ2fcuXNHJba/hjJ24V0iIoaIGhOR87vjGBGlElEnIrJ595imDMGK4ObmhvPnz7Mto0pSU4ppygrDMOXOvN2+fRve3t6oXbs2LC0tcfDgQXTr1g2PHz/G27dvsX//flhYWFSS4qpNeHg46tevHgUb5aFhw4bVKoACAMe6ekjOzEd2gew7UXMLizF+RySiXmVhpZcTNg51QW1ddfwW9gRvsgpUoPZfevXqhcOHD6u0EOb48eNRq1atKpn8Xx1gM2j6mAYNGuD169eVPgFQM3pIVBBHR0ekpKQgKSkJZmZmbMupcmhra+POnTvVvi+bLDAMg9jYWISEhODp06eIi4vDixcvkJycjOTkZCQkJKCoqAgWFhYYMWIEZsyY8U0v0ZXHo0eP0LdvX7ZlqAyBQFDtShwYCUt2JaVmF0BXo+Iv+QdvvcCCww+RmV+E372bwKNxHQCAhYE2+qwNx5jtN3BoUhuVaAZKWgPp6OggMjISzZo1U5mfgQMHYvfu3d/U654i5ObmYtWqVdi+fTtiYmKgo6ODjh07IigoqFKCpdLg8/lwcHDA3bt30bZt20rz+00FUDweD82bN8fNmzfRo0cPtuVUOUQiEZ48ecK2jEpFW1sbkyZNgkAggJaWFoRCIUQiEQwNDaGpqQl1dXWkpqZ+UzWcFOHVq1fo1q0b2zJUhpqaWrVtDcKgYk2EJVJCeEwKZuy9C/s6tTDzB1u0rm/44bqdWS1M7tAAK09G4W1OIUQ66qqSjN69e+PQoUMqD6BcXFzwv//9T67mxTUVqVSKZ8+eITw8HLdu3cKjR49w9+5dJCUlQVdXl/WgKTMzE7du3QLDMGAYBoWFhZXeQuqbCqAAwMLCokbWO1IGxsbGiI2NZVtGpZKamlpmvs6SJUuwevVqLniqIAkJCSguLkbXrl3ZlqIy1NXVq90MlFCz5GU+I6+o3HtvJbzF5F238DI9D6a1NBE0skWpAdJ7m6oOJXv37o2JEydi0aJFKvMhFovx3Xff4eTJkzWuP2V5ZGdn4+rVq7h27Rru3buHmJgYJCYmIi0t7UNqg5aWFgwMDFCnTp0PH5BCQ0NZ00xEHyrMW1paQiAQgIjQqlUr9OrVq1K1fHMBlLm5OZ4/f862jCqJhYWF0orXVRdqWrIzmxw6dAg6OjpQV1fdjATbvH+xrk40MC75AHAjPg2N6ul99d4FRx6ioFiCJX0d0dXetMzZJVO9kh1Pmy7GwtddNX3GAKBly5ZISkrCs2fP/p+98w5r8vri+PcNIey9RQhLBEFFxY0TxInWqj/EUaVQcY9WBa1aJ627dStWW0UcVVy4caA4QRBRUVSGCIiKzDCTnN8f1FQkyAoEhM/z5EFz73vveTPenPfec74HpqamtTbPx228r82BEgqFeP78OW7duoXIyEg8ffoUiYmJePv2LXJyciAQCMBms6GiogI9PT1wuVx0794d7dq1Q/fu3WFqalrqGrl9+3bMnDkTBQUFUsl6i4qKwvTp05Gfn4/jx4+jc+fOdW7DpzS6X4/mzZs3OVDlYGFh0ZSl+AkMwzS4H0tpcvXqVXC5XGmbUavIyso2uBUocx1l2BmpY9f1OKTnig/8FggJsw5FIiopEwNtDTC2M1cUOyUO51b6sGmmissxabVlNoCS2JYRI0bAy8urVq/bbm5uOH/+PKKjo2ttjrqkqKgIM2bMgKKiIqytrTF9+nQcP34c2dnZ6NixIxYsWIDg4GDweDwUFxfjw4cPiImJwfnz57Fx40Z89913MDc3L3ODOWXKFCgqKuKnn36q83PauXMn+vXrh3HjxuHu3btSd56ARuhAGRkZwTI8HDAxAViskr8HDkjbrHpBq1atmsrcfEKJxFkTlSU6Ohrt2rWTthm1SkONgVo21AZvcwqxI0R8MfX1F5/h5IMUTO5ljoWDrCscj8Vi4NxKH8/f5iI8oXYTrP/44w84ODigffv22LFjR604sNra2li1ahV++OGHBi1pkJubi4kTJ0JZWRn79u3DokWLwOfzwePxkJSUhDt37sDf3x/z589H7969oaioWOU5fvrpJ/z55591Xl90//79CAgIgJeXV73JhG10DlSrBw8wJyYGSEwEiEr+TprU5EShREyzoKBA2mY00UB5/fo1HB0dpW1GrdIQt/AAoK2ROrqaaeHas3dl7L/18j12hLyEq70RfAZaVVpw093BBMaaihiz+y4eJdfejReHw8GSJUtw7do17N27F87OzkhMTJT4PJ6enuBwONi+fbvEx65tPnz4gFGjRkFdXR2nT5/G+vXrkZWVhUWLFkk8TOHjmMuWLZPouF9CIBDgwYMH6NixY53NWRkanQNlsHkzFD+/AOblAT//LB2D6hGtWrUCESEzM1PapjTRwMjOzkZBQQGGDRsmbVNqlYa6AgUAg9sY4PnbXEwPiETkqwzEv+dh9404uO8Ng4m2Eha7tKrSeKrystj/fWcU8YU4/+hNLVn9HzY2Nrh58yacnJxgb2+P3bt3S/S9YLFY2LVrF5YtW9agwjxevXoFfX19hIaGws/PD+np6ZgxY0atzcdiseDl5YXff/+9zrazHz9+DAMDA6ipfTmGr65pdA4UU14G3qtXdWtIPYTNZoPNZuP+/fvSNqVe0LSFV3nOnDkDOTk5aGpqStuUWkVOTq7BOlCu9kaY42SJK0/fYvi2W+iz7hpWnolBe2MNHJ3crUoaUR8x1lKEqbYSEtJ5tWBxWdhsNnx8fHD16lUsXboUXbp0kej4VlZWmDFjBqZNm9Zg3mcnJydYWFggNTUV7u7udTLn6tWrUVhYiE2bNkl8bD6fD4FAIHr9k5KS4Orqih9++EHic9WURudAFenpiW9oUpIGUKKL9LUEUjZRd0REREBDQ0PaZtQ6DXkFisViMMupBe4scMQmt3ZYO7INLs3piYOTukCzBlpO2socpOcWSdDSiomIiEBKSgqePXsmqr8oKXx8fPDy5Uv8/vvv9f69Xrx4MeLj43HlypU6nZfD4WDMmDFYuXKlxMYsLCzE4sWLoaysDFlZWbBYLLDZbJibm8PT07NelspqdA5U5KhRKPg8AE1REVi1SjoG1TM0NDTw9OlTaZtRb6jvF9D6QlZWllTSmuuahuxAfURNURZD2zbDKHsjtNBTqfF4+UUCPH2TjXvxdVOt69q1a3B3d8eCBQuwdOlSLF++XKLjczgcHD9+HP7+/nBxccGbN7W/PVkdnj17Bl9fX2zcuFEq1RG2bNmCzMxM+Pv713is8PBw2NnZ4fHjx4iLi4NQKIRQKERBQQF4PJ5Usv4qQ6NzoEIMDXGsf3+AywUYpuTvrl3A2LHSNq1eoKenh/j42i8U2hBo0oiqPLm5uU0OVCMkPbcQsWm5KBYQxvjdQeSrjFqdLyYmBs7OznB1dcWqVavg5eWFO3fuSHwVytLSErdv30a7du1gZ2eHEydOlNu3Z8+e0NHRqdNVIKFQCEdHR7Rr1w7Tp0+vs3k/RVlZGUOGDIGPj0+Nx1q6dCm+//57BAYGolmzkpJBDMOAzWbXa3X4RvcLERcXh6zBg4GEBEAoLPnb5DyJMDY2RnJysrTNaKKBwePxoKCgIG0zap0mB6o0y04/AYHwl3tHqCrIwv2vMJx8kAyhUDKvUV5eHvbt24eRI0fCxMQEtra26NSpEwICAgCUqGTPnz+/VjLCOBwOVqxYgePHj2Ps2LFiM5Rv3ryJ0NBQ2NrawsnJCc7Ozhg8eDDU1NREpaBkZWXBZrMhIyMDFosFhmHAYrHQv39/7Nu3DxERESgqqtoW6KxZs/D+/XsEBwdL6nSrxY4dO5CSkoKzZ8/WeCwrq9oTZK0tGp0DFR8fDzMzM2mbUW9pEtNsojrk5uZWS1OmodGQg8glzbM3OTgVVaIdZW+iiSNeXWGsqYhZhx7AZUsorj57W+2xMzMzYWJiAiUlJXh5eeHx48dwcnJCUFAQQkNDS/X18vLC3bt3ERkZWdNTEkvXrl1hYWGBR48elWmbMGECHBwccPXqVVy7dg0xMTGIi4vDvHnz4O/vj8DAQJw/fx4hISG4f/8+YmJikJiYiFOnTuHFixeYPHkyOnbsCDk5OcjIyEBJSQkGBgYwMTGBqqoqZGRkymS2RkREYOvWrdi9ezfU1dVr5Zwri76+Pnr37o3Zs2dXe4yCggKkp6c3SP2tRlXK5cOHD4iIiICNjY20Tam32NjYICcnp07meptTgLD4DDxJzcKbrELIybLQy1IHHDYLds3Va7VIaWVoysKrPHl5eVBRqXk8TX3nay5TU1Vuvywp3Dq6U0kCjoWuMo5P7Y4Tkcn4/XIs3PeGYVBrfawe0QYq8pXfhnn//j1atmwJZWVlJCYmwriCBB8FBQV4e3tj2bJlX9xqqwnt2rXDrVu3ShU1vnDhAuLi4nDt2jUAJVt5lZU/MDY2xpAhQ0T/z8vLQ3R0NKKjoxEbG4vMzEzY2NhAS0sLEyZMwJYtW+Di4oIlS5bgyJEj6NmzJ8aNGyfRc6wuO3fuRMuWLREWFvZFnabw8HAQEVq1agUlJSUQEU6cOIG5c+fC1tYWvXr1qkOrJUOjcqCWL1+OUaNGwcjISNqm1FtqU0yzoFiAtOwCXI99h8DIZES+KtGbYrMY6KrIITO/GAF3S+Qk5NgsqCvKQl9VHhtd7WCm01TQtz6Tn58PAwMDaZtR6zRt4f1HRl5JcWLWJ/cZMiwGIzo0h0vbZvC7EYe1F57BREsJ86tQL69169ZQV1dHTExMpR3WSZMmYc2aNYiMjKwVNXwvLy8MHToUNjY2IrHYvLw8yMjIoHnz5jUeX1FREZ07dxZbniQuLg4zZ87EjBkzYGhoiJkzZ2JVPUp6atGiBezs7DBlyhSEh4eXaQ8NDcUvv/yCuLg4qKur49mzZ9DX14eqqir4fD527twJJycnKVhecxqNA/Xs2TMcOHAAT548qbBvQbEA8rL1Qyq+rmnZsiWICO/fv4e2tnaNxhIKCbFvc3A55i2CY9IQ/ToL/H9jI6z0VTDX2RI9WujA2kAVHDYLeUV8PEnJRhFfiAuP34BXJEBwTBp8AqNxxKurJE6vSoSEhEBOrvx6YE38R35+PpSVv34nt2kFCsjKL8aZh6n4MzQeXcw0YaBWNvaNw2ZhWh8LPEnNxu7QeAxuYwCbZhWLIBYVFeHNmzdIS0ur0mutoKCAefPmYc2aNTh48GCVzqcydO3aFUePHsXIkSNx/PhxODg4wMXFBQKBAOHh4aVWpiTNkiVL0LJlS3Tp0qXe1prcvn07unbtiri4OJiZmYGIcPv2bfzyyy94+fIlFi1ahPHjx0NWVhZ8Ph9xcXFISkpCr169wGY3XDek4VpeRXx9fTFnzhyoqGvi5btcmGopgfXvrVNsWg4iX2Ug+QMPf4c+R1axDJRYxQAR2LIcONoYYnQnY3Qy/bpFAoH/xDQjIyPRr1+/ao0R9y4Xsw49QGI6D9kFJfWS2hqp44eeZuBqKsJAXQE9W2iX2SJT5LBhb1LyGnezKHHedoa8xK/nniIs4QM6mtTd679hwwacO3cOly5dqrM5GzLZ2dmNYguvMa9AFRQLsOdmPLZceYG8IgHaGqlj/f/svnjM8qE2CE/4gKkHInBuVg8ocr78k3Pv3j3IyMhAV1e3yva5ublh6dKlKCoqqhVHt1evXlizZg1Wr14NBwcHZGdniyQPatOBAgBXV9daHb+mGBkZQUNDAw4ODtDS0kJiYiK0tLTw888/Y8KECaUy6dhsNiwtLWFpaSlFiyVDo3Gg2Gw2FNW0MOD360hIz4OKrBDG2qoo4BNevvtURVcGRa+iUJSfBZAQxUIGx3kdcTwyGdP6WGBOP0vIsL7u2BglJSU8fPiwWg5UQTEfv517iujkLIzuaIT2XA30stSBnmr1UtzHdeHi71sJmLz/Pq781BtqirWf0nrt2jXR3Wzfvn1rfb6GzJs3b+Dg4IAPHz5g4sSJ0jan1mmMK1Av3uZiyclHuBv/AQIhoV8rPUztbQ47I/UK4wS1lOXwx+h2GL3rDvyux2OWU4sv9r9x4wZUVVWrZaeenh6srKxw/fr1WtsS+uabbzBr1iwcPHgQ7u7u0NPTq9WyKfWZ/Px8nDhxAn///Tfu3r0LFxcXdO3aFV27dgWXy4W6esWfj4ZOo3GgrK2tcSEuDwmyeci+fQT5Gvp4K6sIRshH/usnUM58gXmzpmH6JA+w2YNFx8XExMBl+AhkmTljC4CUzDxscP26K85raGhUK6OloFiAIZtuIqugGB4Oplg8pGq1tcShJMfGzvH2cNkSikNhr+DVy7zGY36JlJQUDBgwACNGjKi34m31haNHj2Ls2LEwNjZGUlJStVYNGhqNQevqU56kZMPN7w4AYFJPM3Q310Z3C60q/TB2MdOCPVcDB++9gkcP0y+WjImIiKhRLJ2LiwtOnz5daw6UhoYGTE1NMXbsWHz//ffYtWtXo9SLu379Or755hvY29tjwoQJCAwMbBRZuJ/TaN55XVNrPKbmKEiMwj9LvkPaidV4/uccbHFrizPr5yD5WRRmT50ENrt07JO1tTVePH2CXwZZoODhBQRGpsDGcy3m/nUVp6NSvsrlfA8PDwQEBGDx4sWV6p+VX4yQZ2/htusOXrzLxbucQvS01JGYPa2bq8HOSB2BEZLTlymPTp06wdTUFIcOHarVeRoyQqEQY8aMwf/+9z98//33eP78eaNwnoDGtQIlEBKmBURAQVYGQTMc4D3ACg5itt4rw4JBVnibU4AlJ8pKAXzKgwcPapQl/dGBqs3rsr29PWbMmIHdu3c3SucJAFatWoX169fj4sWLGDt2bKN0noBG5EDdTikGi6OIbZ59RVkUqqqqGDlyJBwcHCo8fvr06YgNXA8jRQF42q1w9GkeZhyMxMDfgiCo5R/1umbRokWwsLDAw4cPK+x7JCwJDr9dwYS9YYh6XZJVN6i1PrqaaUnUpvFduHiWloMd119KdNxPSUlJQXJyMsLCwhrthbEiEhMTweVyceLECZw7dw7bt2+Xtkl1SmNyoEJi3yL+PQ+LhljDSLNmP5AduJqY0bcFAiOTcSoqRWyfj8HFkydPrvY8rVu3hkAgqFSyUHVp06YNhEJhrY1f33ny5AmioqIwZswYaZsidRrNr0Ro9EuosAX41rH61btV5WVxfbELYpYPgP84G+i/j8DTLBa2nL4jQUulT1FREV68ePHFLaw9ofEYteMW5h97CFMdJSjIsmDTTBWzHFvgd9d24LAl+9H6tr0hhrQxwJrzz/BnaHyt3GGGhoZCTk6uUWSTVYe9e/fCwsICGhoaSElJQf/+/aVtUp3zMWPoq/8BPXAAD+YuB0sogPM3PYADB2o85EzHFuhmpoULj8TXlgsICACbza5R3CHDMHBxcYGfn1+trUJpa2sjNTW1VsZuCPj5+cHLy6spQxmNxIF68OABMu4ex9wBNRfQZBgGChwZONia4NauRWAXZGL1wWBkZ2dLwNL6wc6dOyEvL4+ePXuKbb8bl47lQU8Q9ToLXj3NwBcIwWaxsMmtPeb0s5S48wSUvO7rRrVFv1Z6WBH0BD7HoiV+gQwLC4OGhoZEx/wa4PP5cHFxgYeHB+bMmYOHDx9KXQG5LigoKACfzxfbVtXSGw2KAweASZOQQrLQ5WWAEx8HTJpUYydKhsXASFMRYQniiw7v3bsXrVu3rtEcALBw4UJcvnwZs2fPlri6tVAoxPbt20W7GI2RuLi4WtHaaog0CgfK19cXs8YNwwQHyQYgs1gMxvVpA45Je9iNWwg+v+FJ0Ytjz5496NKl/JW6mYcioacqhzsLHHEpJg1PUnPQ20oXptpKtWqXvKwMdo3vgO+7m+JweBKik7MkNvabN29w9epVGBoaSmzMr4UpU6YgODgY169fx5o1a6RtTp3w+vVrqKioQFZWFiwWC/Ly8tDQ0BCJ8NaW2Gy94Oefgbw8EAG5HAVENGsJ5OWVPF9DzHSU8DanEHHvcsu0hYWFwc3NrXoDHzgAmJgALBaadeuGOzNnIioqCqNHj5boe5WXl4d79+7Bw8Oj0vbAxEQiK3j1gczMTMTHx0NT8+uX9KkMX30W3vHjxxEREYE9e/bUyviznFoiIvEDHmIgWs/1R/jqsVAqJ8ukqKgIUVFRSExMhImJSaW1Q65cuYLRo0eDz+eLVl0q+7e858rrAwCFhYVfLInQ2lANAiHhA68Icf9KQKz8xrZS51JTGIaBRw9THLz3CuN238W8AVYY36VicTk+n4+UlBQkJSUhOTkZ4eHhuHfvHmJjY/Hu3Tvw+XwoKChg3bp1dXAWDYsTJ05g8uTJlYoV/FpwcXGBqakpIiIi8OLFC7x48QLx8fF4/fo1iouLv+4VuFcl1QAiDVtCwMjg+5G/4OiB+bD49/maMLy9IdZeeIa/biVg+bD/rhmPHj0Cj8eDl5dX1Qf9d8UMeXkl/09MhNLs2bi0bRvGnT0LZ2dnHDt2DDo6NU9sUVZWFtXFa9++faXtwaRJJf9uoIXrHz16hC1btuDw4cMYNGgQOnToIG2T6gVMfcois7e3J3FS8NUlLS0Nbdu2RWBgILp16yaxcT8nr4iPRf4hCIwtgC07FUErPcX2s7e3R0REBDgcDoqKiqCjowNPT08sXrxYlB6dl5eHdevW4eDBg1BRUYGdnR0OHToEGxsbDB8+XFTJu6p/q/Kcrq4uunYtX/n7bHQqpgVEQIkjg9xCAeTYLMQsHyASJq0LHiVnYc7hB3jxLhfPVgwEh81Cbm4u+vXrh8TEROTn56OwsBDFxcUQCAQiB1FGRgZsNhvq6uqwsLBAx44d4ejoCCcnp0aXol4ZPhbfTk1Nhb6+vrTNqRMOHDiA7777Dk+fPkWLFl/WLfoqMTEBEhPRZtYh9H1xDzdM24PHkcc3r+5j/l9LoVnDGpULj0fjcFgSgmY4wNqgRPPJUBIZrQAAIABJREFU09MT58+fx+vXr6ttbxm4XAjj4rBo0SL89ddf8PPzw+DBg8v2qyLu7u6wt7fHtGnTqmwPEhJqPH9dwefzcfLkSWzZsgWxsbHw8vLCpEmTvtrrAMMw94moaoqoRFRvHh06dCBJIRQKycXFhRYsWCCxMSuiw6LjxPUOonlrd5VpEwgEJCMjQ4GBgURE9O7dO/Lw8CBlZWVisVjUvXt3srGxIYZhSFlZmYYOHUr9+vUjLpdLVlZWVFxcXGfnURkevMog540hxPUOotNRyRIfv7i4mIKDg6mwsLDcPiO23aR+G64REVFGRgbp6uqSrq4uzZs3j9atW0f+/v509epVevHiBeXn50vcxsaAp6cnGRgYSNuMOqOwsJAUFRXJw8ND2qZID39/yldRI653EG3pMoqSVbTJZ/BssvA5TX3XXaWcgppdizJ4hdRu+UUauf2m6DlDQ8Pqv+YMQwSUfTCMqMu1a9fIxMSEfvjhB8rJyam27VOnTiUVFRXy8/OrkT31FT6fT7dv36ZFixaRkZERde/enQ4dOvTF6/DXAoBwqqLPInWn6dNHjRwof38iLrfkQ8rl0hVPT2rbtm2dvvFJH3hks6DEieqz7Bhl5ReJ2k6fPk0yMjIkEAjKHHf06FHq0KED9evXj0JCQurM3poS/OQNcb2D6OrTNImMd//+fRo7diwZGRkRwzDEMAxpaGjQo0ePyvTNLywmU58gGrvlEv3zz1HS1NQkY2Nj4vF4ErGliRJ0dXVp6tSp0jajzhgxYgSpqamJ/Z42JsJ3HiSudxAFWTmUXFf9/Sn0+TviegfRzpAXNR5/94044noH0ePkLOLxeMQwDEVHR1d4XGpqatmbSS5XvMPC5ZbqlpWVRe7u7mRmZkahoaHVsvv8+fNkZGREGRkZ5XeqpD31hQ8fPtDBgwdp/PjxpKOjQ7a2tuTt7U0RERHSNq1OabwOlL8/kaJiqQ8rD6DEX3+t3ng1ICu/iEb8vIOM550kpxXH6dmbbCIiGjp0KFlZWdW5PbUFr7CYHNdfoxYLz1JKZl6Nxtq/fz+ZmJgQwzBkampKHh4eFBoaSoWFhdS9e3cCIHKoGIYhAASA9MevI653EGk5epCdnV2juEuqS5KSkggAJSUlSduUOiE5OZkYhqHTp09L2xSpIhQKaXpABJkvOFPqJpCIqN+GazToj+skEAhrNEfA3QT6Zmsoxb7JpvXr15OSklKFxwgEAlJQUCB1dXWKior6r0HM9Z8UFUueF8Px48dJT0+PfHx8qnXNmDZtGo0ZM6b8DlW0p64RCoX08OFD+vXXX6lHjx6koqJCQ4YMoW3btlFCQoK0zZMajdeBqoce//B5G8j4p0DiegdRq1l7Sa5ZS/L1rXuHrrbYeOkZcb2D6Nqzt9U6vrCwkBYsWEBqamokIyNDgwcPLvfLm5CQQE+ePKHY2FiKi4sjFotFwcHBlF/Epx/+DiPrxecoPbfJeZI0U6dOJV1dXWmbUWeMHDmSDA0NpW2G1DkR+Zq43kH0+6XYMm1Hw5Mksm3vc+whtV9+kYiIxo8fTyYmJhUes23bNpKVlaWePXsSi8Wi1atX/9fo7095urokAOiDmlqFzsqbN2/IxcWF2rZtW6mVr0/h8XhkYmJC9+7dK7/TZzsi9cF5evz4MU2ePJmMjIzIxMSEpk2bRmfPnqW8vJrdAH8tNF4Hqp7uOXtMm00qHVzIaIY/cb2DqM3SC/TTkQeiVamGSkExn7r9epnG/3m3Wsd7enoSm80mJSUlmjFjRpW23RITEwmAaBn/2ZtsMl9whjz/DqvxXXETpTEwMCBPT09pm1EnFBcXk6ysLG3atEnapkgdt123qc/aq2K/T3yBkPpvDKEuvsE1ioVaduoxfb+3xAE5e/ZsueENn8LlcmnYsGFERLRmzRpisVjUo0cPmjlzJmloaBDDMGRnZ0csFoucnZ1px44dtGfPHgoICKCjR4/S06dPS40nFApp9+7dpK2tTWvXriU+n19p++fMmUMrV66s4llLj4MHD5K2tjatXLmSnjx5QkJh07XycxqvA1XOCpTQ2Lh640kQhmHobsRDCribSD8efkDWi8+R2YIzEokjkAYCgZCmHrhPXO8gulKN2KcdO3YQi8Wibdu2VSvOZM+ePaSgoFDquT//jaeYeuA+5dYwwLWJElJTUwkAxcXFSduUOmHlypUkLy/f6GOfiIi6+AbTnEOR5baHJ3wgrncQrTj9uNpzjNp+i0ZsKwkiFwgExGKxyMXFhfbv96f0Dx8op6CY3Hbdpm6/XqYbse8oOjqaGIYp9XmMiooiXV1d0tDQoJkzZ1JWVhYREd26dYv09PRIWVmZlJSUSEFBgeTk5IhhGGrRokWZLdqXL1+Sg4MDDR8+nIqKSm9ZlseZM2eod+/e1T7/uqK4uJh+/PFHMjU1bXQxTVWlOg7U1yFj8LnuBoACFgunhw7FqOPHJWhh1eFwOAgMDMSQIUMAABm8Ivx8Ihpno99g78SO6GNV/4uw5hQU4+aLdIQlfEB4YgaikjKxcJAVJvWsmjBpZmYmDAwMMGnSJPzxxx/VsiU8PBydOnVCXl6eSHaAiLDrehx+O/8UhuoKOPhDlxrX7mrsXLp0Cc7OztizZw/c3d2lbU6tY2lpCR0dHdy8eVPapkidIZtvQEORg/0encvtsyAwGkfCk3Bjfh80U1eo8hyef4fhTtwHDLTVx8t3ubh19RJkZdlgGbQCGBYEvAyw1XQhU5wHRlYOqje3IP99EmJiYqp9Xs+fP8eUKVNw5coV6OrqYsmSJZg8eTJYLBaKioowYsQIKCgoiErKfInc3Fzo6+vj7du39baQ7tu3b+Hq6go5OTkEBAQ0iV9WQHVkDL4OJfKxY4Fdu0p0NhgG4HKRs349Jl+/jrS0NKmaJicnh1efCNBpKHHwx+h20FCUxeYrz1GfHNjPSXjPw/SACLRfcQmT/e/D/04ihELC8mE2VXKehEIh5s2bBx0dHTRv3hwbN26stk329vaQl5fH7t27Rc8xDAOvXub4x6srsvOLMfvwg2qP30QJ/fr1w8KFC+Hh4YGlS5dK25xaZ8WKFbh9+za2bNkibVOkTntjDdyL/4Cs/OJy+0zpZQ6BkHDsfjV0mwAsGGQNMx0lXHj8BhAKIKNhCFO7bhjfowW+62YCq+ZasMp/DPWwXSguLECqaX+sXOVb3VMCALRo0QLBwcF4//49+vbti1mzZkFNTQ3btm0Dh8PBP//8g+zsbEyYMKHCEjDKyspo164dQkNDa2RTbXH37l3Y29vDwcEBZ86caXKeaouqLlnV5kOSOlBERDNnzqSZM2dKdMyqoqurS/Pnzy/z/MjtN4nrHUS/no2RglXlwxcIKSgqheYcjqT2yy+S9eJztOzUY7r98j0V8au+vXH48GFSU1MjeXl5Wr9+PSVn5FH068wa2dijRw+ys7MT2+Z3/SVxvYMo7l1ujeZoogQ/Pz9isVh1qqcmDRISEkhBQYF69OghbVOkTvTrTOJ6B9GukJfl9nmbXSCx65e4bflP+RjUvu7CUyoornycUkUUFhbS1KlTiWEYunr1KhER5eXlUd++fWnixIkVbueuWrWKJk6cKDF7qgqfz6eNGzfSlClTyM/PjwICAujXX38lDw8P0tHRoRMnTkjNtoYIGm0MVDmkpaWRpqYmxcfHV9jPysqKNDU1SUVFhUaPHi1WuDI0NLTKgox9+vShNm3alHk+v4hPMwIiyGLhGbob975KY9YWSR94Iseuw4qLNMbvdrWdnbi4OLK2tiaGYcjNzU30uv14+AF19Q2ukZ23bt0iFotFixcvLtOWkplHFgvP0IyAiJJASQlkwxQXF1NUVBT9/fffNH/+fBoxYgR16tSJuFwumZubk6+v71ctoTB48GBq166dtM2oNR49ekQKCgrUtm3beidYKy3G+t0h2yXn6XFyltj2c9EpxPUOoouP39R4rnHjxpGFhUW57R9lFbjeQXTzxbsaz/c533zzDSkqKopiqHJzc6lHjx40ZcqULwZbfxTvffjwocRtqohXr15R7969qUePHrRx40YaP348jRw5kubNm0dbt26lly/Ld36bEE+TAyWGI998Q++UlMr8gBYXF1N6ejrFxsaSpqYmcblc8vX1JV9fX1JRUSElJSXauXMnhYWF0T///ENcLpcAkL29fZXmP3/+PLFYLLE/sKmZ+dRrzRXqt+EavUqXngDk6nMxZLfsQonkwuJzdCTsFfFrmNHG5XLJxMSkTBDyqjNPyPLnszXOAtm9ezcxDEP+YhyiP4JjiesdRJ6rjlO8gSlVV48lMTGR9PX1RTpUCgoKpK+vT7a2tuTs7ExeXl707bffkqKiIrFYLOrcufNXqSE0ZMgQat++vbTNqDUGDRpEBgYGTQHkn5D0gUcdVlyiQX9cp7zCsqs+h++9Iq53EJ2IfF3juWxtbembb775Yh++QEiXY95UaxW8IgQCARkaGpKamppImiArK4s6dOhQ4crrihUraNq0aRK36UscOXKEdHV1adWqVVXKHGziyzQ5UJ/j709CBYVSP6C5ALn9K8T48WFmZkb5+fmUlZVFAQEBVFxcTOPHjydZWVlisVgkIyNDTk5OFBISQiwWi9avX18lMxQUFGjdunVi216l55LZgjO0MLDu72KEQiEdDiu5EI7bfYe2X3tBie+r5sh9/qMjEAho0aJFxGKxKDm5rFaM685b1GP1lRrZ/ZG5c+cSi8WiO3fulHpeKBSS3/WXZPlTIJnOO0mL+k2mPLbcf5+DSuiD3bt3jzgcDrVu3ZrS09Mr7H/ixAnq2LEjsVgsUlJSIldX1wYlQPnxB0NOTo6MjIxKvaaDBw+m2ri5qS9s3rz5i1tIjZWP1wa/62VXMy49LqlCsCe05lmaysrKVb6mSprCwkJydHQkhmFETtO7d+/I2tqafvvtt3KP27hxI82aNavW7Xv58iX9/vvv1KdPH2rRosWXNaiaqBZNDtTnlCNvIDAyKvPD//vvvxOHwyGGYUhJSYl++eWXUn1SU1PJycmJGIYhV1fXKpkxaNAg0tXVLVf+v4tvMLWQwKpMRSR94NHe0Dhaduox+Rx7SIM3XSeudxD9b8ctyi+q2p1MQkKCSHuFy+WSp6cn+fj4kLKyMnE4HPL19RV73JBNN+jbbTfFtlWHwYMHk7y8vFhnJU1Zk35xnFQicTDMm/LZHKqsPljfvn2rpRyfn59PK1asoGbNmpGcnBw9efKk3L6FhYUUG1tWrLAmFBYW0vz588nNzY0WL15Mhw4dohcvviyZcfLkSZKXlycDAwPas2cPtW7dmvT09ESf/8GDBxOXy6VDhw7R2bNn6c6dO5SWJpnyPfUBHo9HAL74XjVGMnlFxPUOou3Xyn5+8gr51GfdVeqx+grFpIrf5qsMFy9eJIZhvlwapQ7ZuXMnsdlsGjVqFBERvX79mkxNTWnbtm1i+y9btowWLVpU43mTkpLoxo0bdPr0afL396ctW7bQypUraebMmWRjY0O6urrk7u5OgYGBTcKXtUSTA/U5FQhsBgcHU4sWLURq2D4+PiLdDHl5eZKRkSF5eXlSVlYmhmHI2NiYzp8/X2UzUlNTydDQkBQUFOjixYtl2rv9epm43kE0bEsobbz0rMbbZ58jFArp2P0karX4nGibrv3yizRqxy3aExpX5WXx6OhokpeXpzZt2lBoaCh99913ZGhoSCoqKjR79uwvxgN5H40i21+q/hqWh0AgICMjIxo4cGDZxn8d6O2dRhDXO4hmD/6x0itQGhoaNbowCgQC6tGjB8nLy5f5YS4uLqa5c+eSnJwcASADAwNat25dlbaQ8vPzydHRkfT09IjL5ZK1tTV16NCBOBwOKSkpkZWVFeno6JC8vDwBIDU1NfLw8KDU1NRSNo4ePZoYhqHx48eL5s/KyiIOh0M+Pj5EVKKRpKSkRPLy8iQrK0sMw5CcnFy1X5v6RkhICDEMU7o8SBPEFwip48pL5LbrttibuyP/rlBxvYPo5IPqKZN36NCBOnXqVFNTJcrly5eJYRhREPbLly/J0NCQDh8+XKbv3Llzac2aNTWay8jIiLS1talbt240aNAgGjNmDE2dOpUWLlxIa9eupdu3bzdtL9cBTQ7U55SzApXIMKSurk4Mw5CjoyMtW7aszHZTcXExXbx4kQ4dOkTbtm2rluP0KQKBgEaNGkUMw9Dly5dLtV16/IYm7w+nb7aGEtc7iI6EvarRXJ/yNruAXHfeIq53EA3fGkov31a/EvlHBg0aRGZmZlX+UguFQuriG0xc7yD6+1Y87budQI+Sa5aRR0Q0cOBA8bFpn9SkmjtwFln+eIyElYiBysnJIQA1rgslEAioe/fuxOFwqFWrVtS+fXvq2rUrKSgokIKCAi1btoxSU1PJzc2N5OTkSE5OjsaMGVPh6k5ISAgpKyuTlpYW+fj40OTJk8nV1ZUGDBhAq1evLvO+5OTk0Pz580lPT48YhiELCwtauXIl6evrk4KCAp09e7bMHOvXrycZGZlSDtdHZs6cSQYGBjV6beoLAoGAdHR0qH///tI2pV7y18144noH0cG7iWLbkz7wqPtvl8l9b9W3lNLT00tlwNUnJkyYQPLy8qLA8qioKNLR0aFLly6V6rd27VqaMGFCteaIjY0lXV1dOn/+fJMyeD2gyYH6HH9/KmSzSzlPRRwOnR03jnx9faVyx2lhYUFubm5i24RCIXVeFUzdfr1MxdUJlvws4yzuzwDq9utlarnoLB24kyixUieGhoY0ZcqUKh8nFAqpz7qrorvWj4/+G0PIaf01ulTNjJ7x48dTy5YtxTf++5rs6jScuN5BlPHXgQrHk2RMjEAgoAULFpCrqysNGTKEnJycyMfHR2zs2Lp168jAwIAYhqEOHTpQSEhImfGmT59ODMPQ0KFDq5UxFh0dTUOGDCFFRUXq2LEj5eSU71CbmZmJjX1q260v9Rr2hWKqDYh58+aRnJxclcoJNSY+3vSM3nm73D6T9oVRj9VXqnx9+ZhuXx8RCARkYGBQanUsJCSEtLW1affu3aLvb3p6Oqmrq1NKSkqlx7516xYNGzaMVFVVyc/PT+K2N1E9mhwoMdyZOZPSFBTqTVHHsWPHkpmZWbntS089ql6R3s8qgD/XbE6dpu2jdgtPUVSSZOMLZGRkKDi4rBRBVFIGvc8p+OKx+UV8inuXS2+zCyg5I482X46lMX63qdOqS9UOLp8/fz6xWCyytbWlCRMm0KFDh8o4Bjefv6tUEdScnBxSVFQs18mtC27cuEEdO3YkhmFIQ0ODdHR0SFVVleTk5EhWVlZs5mFt8OjRI2IYRrR1sX79euJyuaQ3bi3Z/Li/VjKi6ho9PT2aPn26tM2o13T1DaZZB8svA/JRe23JiaoV5VVSUhIrRVJfePLkCbFYrFKfj4iICOrcuTN169ZNdAM+ZcqUSm/35+bmkrGxMW3dupXevq1eIfYmaofqOFBfRymXL5CUlAR7e3u8efMGDMOUaS8oKMDmzZuRl5cHBQUFyMnJQUFBAYqKiqX+KikpQVFREcrKyqJ/y8vLg8Wqmpj7hg0bsHTpUmRnZ4ttv5/4ASO238a8/i0xrY9F5Qc2MQESExFm2AqBtn1x3KY3lIvyceD6VrSMul0lG79EREQE7O3twefzS537kbAkzD/2EAwD/OhkiRmOLSoe7MAB4OefgVevsMP5e/xmNxx+39mjXyu9KtlUVFSEnTt34vLly3j48CFSUlJQWFgIRUVFGBsbo3379vhp3nzMvZyBYoEQ1+b2gQyr7GcBALp27Yq4uDikpqZW+b2VNO/fv8fGjRshKysLDQ0NaGlpYdCgQXWqKvzdd9/h+PHjyMjIgLa2Ntq0aQPGvBsS9XrAVEsB+z27oLlG/SxlURG5ublQUVHB3LlzwePx4OvrC3V1dWmbVe8YvOkGtJTlsO/7TmLbhULCgsBo/HM/CfcX9YOGEqfCMfft24fvv/8eeXl54HAq7i8tjh07hv/9738YO3Ys9u3bB6CkssKWLVswa9Ys7N69Gz169ICDgwN27doFLS0t0YPH42Hnzp04cOAABAIBlJSUIBAI0L17d/j7+0v5zJr4nOqUcpH6qtOnj9pYgRIKhaSvr09xcXEUGBhITk5OpKWlRYaGhmRlZUUyMjKkpKREOjo6pKGhQaqqqqUKUMrKyhKbzSYWi0UMw5SSP/j4+Fik0tfXt9RWgEAgoODg4FIxLRMnTvziCtTFf9ODzz8qG3vyRRiGXmo0oxY/BVKr2UdoyjAfSlXWqlTGWVUYP348aWtrl3nefe890Zac+YIz9Dwt+8sDfbZilqyiTVzvIPL+7ZhE7ExLS6MdO3bQyJEjSUlJiXr27ElbrjwnrncQtVl6gULErPCdOHGCWCwWPXr0SCI2fA0UFxeTiooK9e3bl1gsFp06dYoEAgHpd+hHJnOP0/SAhlug9KMgq4qKCsnJyVG/fv2kbVK9xG3X7QozZ4+GJ1X6uvXkyRNSVlamQYMGScrEWuXixYsEgJo1a0bDhw+ndevWkbq6OikqKpKcnBzdunWL1q5dSy4uLtS9e3dRAoe2tjb9+OOPFBMTQykpKRQbG0uRkZFftehuQwZNW3ji6dSpk0jPqW3btrRw4UKaPXs2jRw5kg4dOlTl8b799ltq3bo1FRcXU1ZWFt24cYOGDh1KSkpKxDAMWVlZ0fTp08nW1lbkdLFYLFJTUyMAZGtrW+7YbrtKtrPEidedOHGCtm7dSomJYgI6uVz6o9to4noHUbKKtsgxqUzGWWVZuXJlGfFKgUBIPseiiOsdRHMORdKj5Exqs7RElLP32qsUFl+OhpKYAH+7GQdoyfC5ErP3I126dKF+/frR2+wCmhEQQaY+QWTqE0QH7pR+HX/88UcyNDSU+PwNncDAQFLTNiA915XE9dpBq4Ie0+ng69Sp/3RqPfswCevJ9nhN+JhO//TpU2mbUq8QCoXU1TeYpvrf/2K/uHe5ZLvkPLVddoEy84rK7Xf48GGSkZGh7t27NxjV982bNxPDMDRs2DBq1aoVKSkpUbdu3aiwsJBOnTpFRkZGVFRU/jk30TBocqDKYfHixeTo6Fg2a6yaZT5sbW2pe/fuYttCQkJo4MCBZGhoSK1bt6bQ0FAqLi6m0NBQWr16NfXt25eMjIyIiOjo0aPk6uoqijHJzCsSOSKfEhoaSpaWliKRRhaLRWfOnCnV55HfQbKdfZjGj1r2n1NSBdXtivj999+JYRjasWNHqefPPCwp6TD3yANKzSwp1/I2u0C02rOgPIFQMRIT3SbvoanDfCRi76fY2dnRsGHDaNOmTWRubk4m1m3IdMIa4noH0ebLsaIMGDc3N7K2tpb4/F8DQqGQlgXeJ0OPrcSdd5J6Lj5JK3pPJK53ED3XbC7xz5s0aNWqVVMtvM/I4BUS1zuIzAb+QP3796d58+bRu3fiy6kERZVcC67Hio/tmT9/PjEMQzNmzKhNkyVKWFgYsVgsWrFihdh2oVBIbDa7aVXpK6DJgSqHpKQk0tXVpV9++eW/O4XPtpAq+wPwcTn3c/XryrJ//35isVhkYGBALBaLzM3NicVi0Th3Dxr4e4mw5f7bCaK+H1PPO3XqJFp58vDwIBaLRWFhYURElJaVTx1WXKSui05RYqv2Eg+Y9/PzI4ZhyqipC4VCGr3zNrVddqFM1mB+EZ+43kE0dPMN8YOKWYGaO3AWtfrxKKVlVa3eYEVYW1uLsttGjhxJXl5e1LuvI2kP+Ym43kG0/kLJqoOjo2O5jnETJaSmppKGZUdqO+MAceefItN5J6nr5D20t/0QEkp4xbOuGT9+PLVo0ULaZtQLBAIBJSQk0J6AoyWryT8sIXt7+y8Wlv54MyWuft63335LMjIy9Pfff9e26RKDx+ORsrIyOTs7l9snIyODVFRU6tCq2iMzM5Pu379PYWFhjVJUtsmB+gLJycnUv3///wQXy9GIqugHICMjgwBUu0xHfn4+ubm50cSJE0UaO+fPnyet/tOIO/8UTVi4ju7cuUNjx44lhmHK1QWys7MTpdjOORxJLRaepWdvKog7qgYBAQHEMAwtXbq0TNvHKul7xZRzeJXOI653EHntCxc/sBgHNt7AlFr4nCaPv8IkmuGlqqpKLBarTHXyPXv/Iu3Bs4nrHUR/XHxCbdvb07BhwyQ279eKgYEBvVVQpbU9xpHDJD/qMWkXcb2DaFvnERKPuatLPDw8vhif2BgIDAwkGRkZUXynLEeOuPNPi24yZGVl6eTJk2KPDYtPJ653UBk5ko9Cpbdu3aq0HUV8Aa278JSWnnpEWfnS2R7r0qUL6ejoiNe78/enombNSAjQaza7Qa+8EpUsDDRr1ozatm1L7du3J1lZWcrNzZW2WXVKkwNVAYmJiaSlpVWy3FqBSnl5ZGVlkaysrERrN0W+yiAT7yCyHrOItLS0RErP4gQOP3L16lViycqRx/aLxPUOotXnYiRmz0dOnjxJLBaL5s2bV6YtLSuf2iy9QN9sDRWrnJ74nifSeCoXMVuoH1Oif5PQ+WzdupUYhqErV8RLJDyNfUFGEzcQ1zuImk/8nTy9qq5v1ZhIS0sjAMRv3lz0nRGAIY9vF5Pt7MNUZGIqbROrzZQpU8jY2FjaZkiVnJwcUlNTKyVM22bpBVp8IpqysrIIQLnaYbzCYmq56CxtvfK81PNGRkbUp0+fKtnBKygmp/XXiOsdREtP1X1Sx7p168pNKHno7U35LFaVdy/qI4WFhTRv3jwyNDQsJU1jbGxM8fHx0jNMClTHgZJunnYdY2RkBAcHB0yfPh1kZCS+k7FxmacKCgrg4uICOTk5aGhoQEdHBxMnTqyxPSGx77DxUiwm7QuHnqo87v65BO/fv4dQKEReXh4GDhxY7rFduveA9ZStCE4owmALBfzk3LLG9nyOp6cnhg0bhjVr1pR6PqeTZ/0WAAAgAElEQVSgGFMORKCgWIB1o9qKlQTQVZWDkaYCYtNySjx1cYwdCyQkAEJhyd+xY+HZwwyWesq49TK9/OMqID4+Hhs2bMCwYcMwc+ZMLFq0CH369BHbt2ULc8Tvngnj5MuQ0bNAhHpPHLv/GoV8QbXm/tq5dOkS5OXlIfPbb4BiiXwBCwSbtJfI5ShAsHyFlC2sPhoaGkhLS8Pz58+lbYrUUFZWxu3btxEZGYnt27ejkC9AbiEf6gqyuHz5MjgcDpSVlcUeq8hhw1xHGZefvhV9d3ft2oWUlBQcOnSoSnYEPUzF87e5MNNWxN24D+ALhDU+t8ry5s0beHt7Y+XKlbCxsSnVRkTQ3rgR8sLP7MnLK5FkqefweDxcuXIF69evx7hx42BlZYWYmBg8ePAAjo6Oon5CobDa19/GRKNyoBiGwf79+3Hr1i2sUlJCEZtduoOiIrBqFQDg1KlTUFZWhqqqKtTU1BAaGopdu3bh0qVLSExMrLEWT2I6DxP23MMfl5+DAOx17wgVeVlRe3kaRHyBEGejU+H5dzhyFfRh9DoYflMHIOpBZI3sEQebzYa5uTmAEqfpdFQKFgRGo+OqYES+ysBGVzuY64i/mMrLysDBQhtKcmyx7V+id0tdRCVl4tvtt5CWXVClY4cPHw4zMzMsXboU8fHxmDdvHpYvX/7FY2RkZHB9/wZkntsIAUcZP/0Thb7rQnA3Lr3Ktn/NZGZmYu7cuSWfibFjgV278FpGBgRAVlUZxLBQNOp/0jaz2ixevBht2rRBq1atcOTIEWmbIzWsra1hbW2N4OBghCdkQCAktG6ujuvXr0NbW/uLx47s0Bz3EzPw84lHKCzm46effoK7uzt0dXWrZMPu0Di0NlTDhO6meJKajU6+l3HyQXJNTqvS5OfnQyAQYMqUKWXaGIaBfnGx+ANfvaply6pGYWEh3r17h+fPn8Pf3x/Dhw+HgYEBlixZgsTERDg6OiIwMBCnTp0q9b7m5uYiPT0dxmIWE5r4jKouWdXmo7a38D6SkZFBZ8+epTNjx9JbRUUSAFRoYCBagr116xbJyMiQq6srbd26lTZt2iSxYo5CoZBuvnhHXX2Dqc3SC/TgVUaVigdvv/ZCVBA44N/6VC1btiR9fX2J2PcpzZo1o+/cPelE5GtyWH1ZpPM053Ak3Xn5vsLjHddfo4l77lZ53mK+gA7eTSSudxDN/6fy5XY+1tYqL0ajIgBQXFwcXXv2lvqsu0otFp6le+XJMDQykpKSSF1dnYyMjEpt4RgYGNDcuXMpIvFDqQSIhszHcjmNWQ9s2LBh1Lp1a/I9+4QsFp6hvEI+jR49uvySSf8iFArp17MxxPUOovZz95G6bS96l1W1MjmZvCIy8QmiP4JLMmTPRafQ8H/rhG6/9qJ6Za6qiLKycvlFgqsZP1ubvHjxgtzd3cna2pqaNWtGioqKojg2c3NzcnFxob1791J6esXXs/DwcGrbtm0dWF2/QNMWXuVQV1fHwIEDMcjfHzo8Hv45dAiGxcX4m8/Hs2fP0Lt3bwwZMgSHDh3C1KlTMWPGDImpUm+4FIsxfnchJOCAZ2e0NVIvVxVbHEkf8gAA9xf3g1snY1y5cgWxsbFYvHixROz7yJ9//ol0UsJz81GYdegBBALCljHtEPxjL2z4nx06m2lVOEYGrwjx73lVnpstw8LoTsboaKKBYxGv8baSq1BTp06Frq4uhg4dWuU5AUBWVhbXrl1DL0sdBE7pBkMNBYz/8y7+CH6OdzmF1Rrza+DRo0ewtLSEoaEhXrx4UWoLp6CgADo6OrAzUoeZjhKCY9KkaKlkWL9+PQAgIyNDypZIjzZt2iA1NRUv3+bCTFsZChwZdOzYEampqV88jmEY+Ay0wkbXtkhLioPa4HlwWBuCI+FJlZ77XW4BiICCYgEYhsEAWwMc9uqKATb6+O3cU/RdH4KVQU9w5WlarW3t6enpISYmRnzjqlXgf6aengcgVgJhHZVBIBAgJiYGZ86cwaZNmzB+/Hh07twZXC4XR44cwd27d5GWlgZNTU2sXLkSL168wKlTpzBx4sRK7ZzExMTAysqqDs6k4VP1/ZWvEFdXV9ja2uLbb79FfHw82rZtixMnTkh8nrh3udh69QWGtm0G329bQ7kK21vJmfnw/DscManZsOdqQF5WBgAwbdo09OrVC1OnTpWYnbm5uZg2bRq6TtuADAGwd2JHdLPQghxbpkrjtNBVxuuMPLx69Qo5OTnIzc0VPfLy8sDj8cDj8ZCXl4e8vDxoa2vD2dkZ1tbWCA0NxcO9S8Dv8xPaDhwLo+IkaGtrw9zcHPLy8lBQUICCggLk5eWRkJCA06dPIz4+Hn5+ftU+7169emHdunVwd3eHuiIHhyd1gU9gNDYGx+LP0DjsmdgR9iZ1V0alPnD9+nU4OTmhW7duuHLlSpkbiaKiIujo6IBhGNg0U8PduHQU8gVV/qxIm+vXr2Pnzp0ICQlBSkoKiAhpaQ3fGawuHA4HObx8xL3nQVOxxFlwdnbG3LlzIRQKK7yhHGitjeSjK3HsShj2ROVg9bmn+J99OXGnn2Guo4z+NnrYEfISIzo0h7mOMmRlWNg+rj2CY95iT2g89t1JxO7QeJhqK+Fv904w1pJsOSElJSUEBgbi4cOHkJOTA5vNxuPHj5GdnQ1fX19ECwTYoKwMLR4PMDZGaO/e2Hz/Pk5L1Ir/ICLcv38fBw4cwOHDh6GoqIgWLVrAzMwMHTt2xB9//FHGOSIiyMrKljNi+aSlpaFZs2aSMv3rpqpLVrX5qKstvPL48OED9e3bl3R0dGqlSvb6C0+J6x1EL9+Kz2IpD6FQSK47b5H14nO08dKzUkq/GhoaZG5uTl5eXhKz09PTkzQ0NOh9Tj7xCqunFrxv334y9NpNOsN/FpW7YbFYxGazicPhkLy8PCkpKZGqqippamqSrq4uqaioEMMwokfnPgOI6x1EI33+oJYtWxLDMGRsbEwGBgakq6tLmpqaor6urq4UGRlZsWFf4M6dO8QwTJll7udp2dTt18s0eNP1Go3f0Dh69CixWCwaOXJkuX04HI5oy/RyTEkZom+2htLNF+8ov6ismn59g8fjUZs2bYhhGDI1NaUffviB7t+/T5aWll8876+ZgIAAYrFkqO/8ncT1DqIL/5ZnEQgExDBMpb5nU6ZMITk5OSIi2njpGXG9g6q09VZQzBdbbukj+UV8OvMwhUx9gmjVGclrFp05c4ZGjBhBgwYNIkdHR3JwcKC5c+fS/PnzCQBpa2uXCuvIy8sjfX19evDggUTtiI2NpaVLl5KlpSWZm5vTkiVLKCamchnKGhoa5W9DfoENGzbQ7Nmzq3xcQwfV2MJrWoH6BA0NDVFB2iFDhsDExAROTk4SGftxShY2XXkBWRkGWspylT7ueVoOgh6m4k7cBywfZoPvupqUahcIBMjNzcWff/4JTU1N+Pr61tjWj5k2Wsry1R4j/Fki2Op2+HWCI8YHrqz0cUKhEJGRkVDX1EJzIyO0XHQeFh17Iz/6IjgcDh4+fFiqv7OzM9LT06uc5SOOzp07Q1NTE7/88gs2b94set5CVwVdzLQQEvuuxnM0FJ4/f45Ro0Zh2rRppV6Lz2nWrBnWrFmDoUOHoq+VHja7tcMvpx5jjN9dAIClnjImdDOBW0djsKqwVV0XPHr0CN27d4e8vDzi4+PB5XJFbc7Ozjh69KgUrZMOBw8exLjx36HH3J14yejjhx6mcLbRB1CS2KKqqopz587Bzs5O7PFXrlyBm5sbMjIyRFuhWfnFUJZjgy1T+TAIObYMelrqlNsuLyuDQa0NYKypiNSsqiWaVIZBgwZh0KBBZZ4/duwYGIbBmTNnSq3CKSgoYNWqVRg2bBguXrwIS0vLSs0THx+P2NhYvH79Gq9fv0ZycrLo369fvwaHw4Grqyv279+Pjh07gmFq/zvEYrEg/DzLsAmxNDlQYmjTpg127tyJadOm4enTpzX+0F54/AZBD0tiBw7+0AVqCuKXVYkIMak5kJVhcC/hA/4MjUfcu5IYosFtDODWqWxWRFZWFgCItlEkgbW1tajyeHVJ5REgB9gaqlX6mEK+ALdepmP1DR6evnmDgbYlWXCFxSUpta9fv0ZBQQHk5f9z7CIjI+Hp6VkjWz+Fz+eXuXgIhYT497mwaaYqsXnqO3PmzIGpqekXnScA+Oeff9CpUydcunQJ/fr1g0vbZuhrpYsbz9/j2ZscXHmahp+PP8LJyBTMH9ASdkbquPz0LcLiP+Db9s3RSkqvqb+/PyZOnCjammR/lpE7e/ZsbNu2DT/99JPIEfjaOXjwIMaNGw+HubuQwOhhtlMLzHJsUarPkCFDsGjRIigrK2PGjBml2ubPn49169ahf//+OHz4MFRVS97b9Nwi5BcLUCwQQrYKTlRlqSu3XCgUwt3dHaNHj0anTp3KtH///fcgIvTu3RtnzpxBu3btyvTJyMjAlStXcPHiRVy6dAn5+fmwtbVF8+bNYWhoiPbt22Po0KFo3rw5mjdvDi0trTpxmj4lNze3zudsqEjEgWIYZg+AIQDeEpHtv89pAjgMwARAAoD/EVGDicocMGAAcnJyEB8fDzMzs2qPk/Cehyn+9yEkwNXeqNwYmmvP3mLPzQRc/2SVw6aZKuY6W6J3S13YNFP94oc6KysLioqViwO4fPkyLl68iNjYWJw7dw7W1taIjPxPBsHOzg75+fmVPEPxUO57QA44HJaEdsYalTpmYeAjHIt4Lfr/uUdvMKSNATx6mMJ82DEYGhrCwcEB4eHhAEouaO/fv0e/fv1qZOtHNm/eDB6PV+YH82DYK0S8ysRed3uJzFPf4fP5uHDhAnbs2FFhX3t7ewwaNAhjx47FmzdvwGKxoCTHxgBbfQyw1cdMRwv8c/81fjv3f/bOOyyKqwvj7+wuS28iCKIsxa4YY4n62RJLjCV2Y+waNYlJjCZqAGtILNGoMbHE3mJLJJZQ7CKKDTV2RQQBUWmKVBdYdt/vD2QjwsLusqAm/J5nH2Xmzrlntsycuffc94RjwKozhY7ddfE+vuvdED08nXQanSgr0dHRGDlyJCZNmqQxOPLw8MD27dsxePBg2Nvbw9vbW+/+oqKiEBMTU0hn51Xjxo0bGDZsGIZMnouTQjW4VTXHpM5FR1G2bt2KOnXqYOLEiThw4AD8/f3VIzHr16/H5MmT8eOPPxY6xtXODEoVsfxYJL7qUtQmSczadwPRj7Lg9V491HOy1DrQyspVwkxaMfl2KpUKWVlZaNasmcY2Y8aMgY2NDbp27YrPP/8cUqkUIpEIaWlpOHbsGG7cuIG2bduiS5cumDBhAho2bPhKBSupqalYtmwZgoKCXrYrrwe6zvkV9wLQHkBTANef27YQgPez/3sDWFCanZedA/UiQ4YMMUguVFRSBm/Fp6mL1r7IwgO31BIBP+y/xU2norkx9C6VOsgbeHt7UxAELliwgJ988onGWkbJycmUSCS0s7Oju7s7v/rqKwqCwLS0NMrlcvr6+tLFxYUA2Lx5c165or2MwPOMGjWKsgm/6ZT7MODXU6w7I4jh8elMk+cWyaGJiIigRCLh+PH/qIU3adKEZmZmjIyM1MvP53F0dOTgwYOLbB+54Rw7LgrW+Pn92/j+++9pamqqtXRHVlYWpVIpvb01F4LOyFbw9/P3uPhgOA9ej2dUUgY7LDxGmVcAP1x9pkLzpTw8POjp6alV22XLllEQBG7YsEFr+0uXLmWHDh3o6OhYqCzK6tWr9XVZZ7Zu3crffvtNq7ZKpZKOjo5s3bo1kzOy2XFRMN28A/goI1vjMadPn6a5uTnd3PKV5wsU6jWVuBq27izbLSi+GsD+a/Hq65/MK4AePoHsuCiYk/+4zHuPNUsgyHPz6OodwKWHI7Q6T0Mwc+ZMSiQSdRkuTZw4cYLe3t708vLi1KlTOWvWLB49epRyuWHrfJaEPjlQkyZN4rhx48rJo1cbvMxSLsgfaXo+gLoNwOnZ/50A3C7NxqsWQG3atIlNmzZlQkJC6Y3LQP2Z+9ly7hGGx+tfyy4nJ0cd+Jibm6sLEPfu3Zt9+/blgAED+OGHH1Imk1H2gl6JjY0N69WrR7FYTHNzcw4cOJA7duxQJ9c2adJE5x/+2rVrad95HGVeAbz/5KlWx4zccK7UgGv37t2F6moplUq2aNGCJiYmDA8P18nHF/H09GSHDh2KbB+x/lzJJWn+ZTg6OnLkyJE6HbNo0SJKJBImJydrfUyeUsWdYbF09Q7g+K0XKiRAnT17tlY3wOeZOXMmRSKRVvpimzdvpiAIbN26Nb/66iseOXKECoWCX375JY2NjTWWQTEUwcHBdHFxoUgkokgkYsuWLZmWVrS47/OMGjWKJiYmat+O3UqkzCugVA20tLQ0CoLAkJAQfvvtt7S2ttbYdtXxSNafuZ+BVx9SpVIxR6HkyuBIfrQxjPVn7menxcf5MPUp/7wYxwX7b3Hs5vOUeQWw74pQPs0pHFyrVCpeiEnhZ1svUuYVwOMlJJuXB7Vq1WKjRo0qtE990DWAys3NpZWVFR8+fFiOXr26vGoBVOoL+5+UZuNVC6CUSiVnzpzJGjVq0N/fX+8LvLe3N62srGhpaVnoZWNjQz8/P360MYzNvj9cpqdwX19fSqVSLliwgEqlkkePHmXr1q3ZpEkTNm7cmI0aNWL9+vXp6elZRCDw66+/ZpUqVYodbbty5QotLCw4atQonfyJj4+nZbP3KfMKYFK65ifZ5/l4S/5Fs7T3wdzcvJCvSqWSbdq0oYmJCSMi9H8a9fb2pqmpaZHtSw7dppt3AFOzXk5R04okOTm52JEEhULB9u3bc/jw4dy9ezdzcnIYGBjIcePGcfTo0fzkk09oZGTEdu3a6dxngTjs/mvle+GOiYmhSCTSq47loEGDaGtrW2IbhUJBc3Nzjhkzpsg+pVJJZ2dnurm5GUyU90XCw8MpCAI7duzIxMREXr9+nY6OjjQxMeHu3buLPaag0K+fnx/J/OBk4o6/6e4TyPjU0h+aGjZsyHfffZeenp7s2rWrxnapWTnsszy00EiTzCuAXZYc54Ttf/NBMQ9ZcwJuFBLvTX2ayxMRSWpRzTrTg/jNris6jdQbgpiYGIrFYs6fP79C+9UVXQOoU6dOsUmTJuXo0avNaxlAAfgYwAUAF17VQp5BQUFs2LAhW7VqxUc//1ykAG5x7Nq1i0OHDmWjRo0oFos5bdo0rly5kitWrFC/evfuTSMjI+4+lX+h2Hvpvt4+tm7dWq+blzasWrWKYrGYiYmJhbb7+fmxRYsW9PDwoL29Pe3t7Tlq1Cg+ePCAJGnh0ZwyrwCejixdtZwk9197SJlXAC/fe1JiuxcDKDL/BtW6dWuamJjoNZ139+5dSiQSfvHFF0X2nY16xFo+gQy+lVjMkf8uvv/+e1pZWRXZPm3aNEqlUrq7u9PIyIgAKBaL6eLiwlq1atHNzY01a9Zk9+7dde4zT6limx+OsutPIczI1k82Qxtq167Nhg0b6nXs2rVraW5uXmKb0aNH08LCggpF8eeQnJxMCwsL/u9//9PLh9L48MMPixRDViqVHDVqFAVBYM+ePQv59vjxY1pbW6s/M5VKxUXPpFZ+Onxbqz4nTJhAZ2dnGhkZ8ffffy+xbY5Cyd/P3+MHq05zyNoz3H+t9FHA38Pu0fvPq/TwCVQHU63nHeHm09HMLMfvSmksXLiQIpGIFy9eLLqzmCLpLwMbGxudAqjvvvuOkydPLkePXm1etQDqtZ/Cex6lUsl9gwYxSxBYWhXuvXv3UhAE1qlTh23btuW1a9c02m3YsCEdHZ34xrcH6eWnX74RSTo7O/PDDz8sdl9qVm6ZR08aNmxIkUjErl27MiYmhv369aMgCGzfvj1Hjx7NmTNnctKkSXR0dCQAuru708bzHcq8Ahh6p+RpHUWekqtDIvnW3MOUeQXwWCmBirm5OdetW1dke8FTfv/+/XU6N4VCQQcHB43lC7KyFXT3CazQXIuXRbNmzdipU6ci2y0tLQtpwyQnJxt0JOVYeCLdfQI5bN1ZvbXHSuL777+nRCJRB/e6smHDhhIDKKVSSYlEUmqe082bN2lkZFRsrp0+KBQK/vLLL6xTpw4FQdB4wwwJCaGVlRWtra1Zq1YtmpiYEACdnZ2Zk5PDS/ee8MPVZyjzCuDUXZe1HtUZN24cbW1tKRKJym1kjSRPRSbzh/23uOfv+8xWvBr6Yp06daKVlRWzsp7L09q6Nf+eUMo9oiKwsbHhokWLtG7foUMHBgUFlaNHrzavWgD14wtJ5AtLs/EqB1AktaqBpFAoaGxsXOwwfnGkpaXR2NiY9bx28+vf9RdhW7p0KSUSCZ88KTp688uRCDacdaCQAKc+7N69m25ubuo8qyNHjhTb7tq1a+zVqxfNa7WgzCuAAVdKnprx8ruiHs7/cPWZIjkPL6IpgCLJt99+W+eRuI4dO9LS0rLwhfA5rj9IpcwrgDue1R58HUl9msvQO8k8GZHEA9fj+XdsSpEp6dDQUIpEIm594WK/atUqSiSSck+A/eP8Pbp55+e9PMnKMZjd2NhYisViLliwQG8b48ePp4ODg8b9QUFBWgcRR44coUgk4tChQxkfH8/g4GDWr19fnWwuEoloZGREU1NTuru7a3zfw8LCKJFIaGxszO7du/P8+fPFtpPn5tH/ygMuOnCTb386h++O8ebK9VvUuVHHwhNZa1ogm31/iL+didEpVWHIkCHqemv/NRQKBe3t7VnovvUK1cnTJYDKysqiubl5uefovcroE0AZSsZgB4C3AVQVBOE+gNkAfgDwhyAIYwDcAzDQEH29VDRV235u+48//giRSIQ1a9ZoZdLKygqTJ0/Ghru3cNjEDLl5npBKdF/SPXHiRPzwww8YMmRIkSWod5IyUcVcqlF/Slv69u2Lvn374vbt26hZs6ZG2YRGjRph37598PaZhh1ZqThwIwE9GjtptHvyziO0dKuC3z9prbUv+d/3otjb22uuYVUM06ZNw/Hjx3Hx4kWN51OgxaWLppVGtm0Dpk/P/864uABz5wJDh5bdrgaSMrKx/Fgkdl24D7lCiXqOlghPyAAAtKtdFetGNsfFmCe4EB6DqUN6oU+fPhg6dChUKqqFL6VSKZRKJbZt24YxY8aUm68Dm9eEhbEEE3dexsBVZ7BlzFtwsjYtk82ff/4ZM2bMQO3atfHNN9/obWfHjh346KOPNO5fs2YN6tSpo1XNzE6dOmHz5s2YNGkStm3bBkEQ0KZNG1y7dg02NjZISkpCcnIykpOTMWHCBLz11lto06ZNETtnzpyBvb097t+/r7HfnDwlhqw9i7/vpeZvsM4XwFz/UIrwoCi0crfDiuBIuNqZw2/8/3S+Rkif1YRLSEjQ6bh/AxKJBKdOnUKjRo3Qrl07hISEQKTFPaIiUKlUyMnJgVisncRDaGgomjRpUqjOZSVaoGvEVZ6v130E6vTp0zQ2Nubo0aN1MqtUKmnf8SPKvALKlAOyb98+ikSiIjkYE3f8zTY/HNXbrr6EhoayxuebOXDV6RLbTd9zlTKvAAaHa5dj5ODgoHHJvLe3N01MTIrkaxXHtGnTKAgCN2/eXGK76ORMunkH8L2lJ3g3OVP/ZP8KHN5X5Cm57GgE68/cTw+fQE754zJDbifxfMxjXrufytUh+Ynbjb89qM4tcfnqD245E8P1J++yxZzD/PS3C8xR5I+ozJ49m4IgVMhS/FORyaw7I4hvzT2s9QKE51EqlVy4cCGtra1pZGTEMWPGaBxd1IajR49SEIQSn86rVKlSooyDJmJjY0tcEXj69GnWqlWLrq6uxb6+/fbbEu0HXc3PK9x8Opq5eUqmy3M5bN3ZQp99vRn7S11xpwmlUqkeOXspvAL5RtevX6epqSk9PT2pcnF5JUaghg8fThMTk2JnJIrDy8uLs2bNKmevXm3wMqfwDPF65QOoYm6ACqmU3LqVK1eupEgkYq9evXTOBcjMVtDtq99Z99MVZXbR2Ni4yE1u9r7rdPMOqPDVKulPc/J1fpYXr/9SgDw3j3WmB3HqLu2mMD09Pdm3b99i9ykUCtaqVYu2trYlfg4LFy7UKngqYGdYrDrQqD9zP/0uxOm+KrOChvdTMnM4eE1+PssnWy7wbnJmse0Crjzklzv+5s6wWDo2bMU3pmxVn2OtaflJu8uP3VG39/X1pSAIXLVqlUH9fZGk9Gw28T1IN+8Avr/sZKGcqJiYGAYHBzMyMpI5OYWn+ZRKJefMmUNLS0tKpVJ++umnBpl2XL16dbGrMwuIj48nAL3zq8qTeUE3C0mJFKx4XBF8h3lKFe8mZ5Y5P1IikRg8gAqPT+fD1FLkT16hfKPY2FhaWVlxtLExs8Xil+pTgdRLYGCgVu1VKhUbNmzIkydPlrNnrzaVAVRF8NwTT46TEz+2sGDfvn0pCAJ9fX31NuvWZST7f1R0BZiu/O9//2PLli0Lbeu9PJRdlhwvs21duZOYQZlXAJv67Cq17ay911h/xn7GPip9pKB79+5s2rSpxv05OTkEUOKIgaOjI8eOHVtqX8+z/9pDrj95lwNXnabMK4A9fznJRQfDi12CXSwvLkAoeAmCTn6UxphNYaw9LYi7LhQvavgiT548IQBG3LnD8Ph03nucRZVKxU+2XGDtaUGFVlHOmTOHgiBw6tSpRQIYQ3D9QSrrTA9i3RlBXBMSRTfvAPZbeYobd+5m1apVCYASiYSCIKhHPsRiMU1MTCiVSmlsbMwJEyYY1LcCaYcXi0wXMG3atFIlDl4GD548pZt3AL/Y/jfJ/AK9nrMPcPTGMINqbkmlUoMHUO0WHGOHhcdK1pB7hfKNyPw8ohkzZvBzW1tGA1QCTLGyonz9+grzITk5WaccXJLqHLz/ilCwJioDqIpm61am2thQCTDL3r5MTxm9evUqUuFbHzZs2ECpVH/CbOgAACAASURBVFpo26KD4XxnUXCFj0CpVCrWGTyDMq8AJqYXPxKgVKp4PvoxD17PVyPedrb0RO1JkyaxevXqGvcXTCtoei/VAYOemlE5CiU3nYpmv5Wn6O4TyNrTg7ju5F1eiXvCS/ee8HGmhpt3OV/w85Qqbj4dTZlXAFcd117KYf78+bS0tCyy/UlWDt9ZFEwPn0D+dfmf0ZXFixfT3NycYrGY7dq106h6rw9LD0dQ5hXAv2NTSJKBVx+yzvQgun+zj7at+nPHiRvqtgqFgjExMQwJCeH27du5bt06jRICZcXV1ZXW1taFxFoVCgXHjRtHsViss/BoRRByO4kyrwCeerYKVp6bR5lXABcf0k6iQFtMTU0NHkAdvZVAd59Afr6tGJmAAirogUQfYmJiOGLECFpbW1MQBDZs2JCrV68u15WKSqWSderUoaurq0799OnTh7/++mu5+fW6UBlAVSQGHj7OysqisbFxmUaxyPyLukgkKrQc9ecj+Tel0la3lQcffjyRsqn7+OHqM4V0W67GpXJNSCS7LT2RPy02I4hv+B5k3elBjNYw5VTAunXrSpxSycrKKvGC7uvrW6zWkT7EpWTxo41hRQQCx20+X/T9Locph6ikDE754zK7/hTCRrMOUOYVwGHrzmpdPictLY1OTk7s3LlzsftTMnPYdsFRvr+s6PD+rl27WKNGDXU5D0Pw1e+X2Oz7Q4W23U3O5PiNp+g0ZiVlXgH8VYfg0FAoFAq2atWKEomEvr6+7NmzJ42NjWlhYcGVK1dWuD/akJgup7tPICftvESSvP/kKWVeAVx7Isqg/VhYWBg8gJLn5rHWtPzcPY28YiNQmjh58iQ7d+5MqVRKIyMjvv322zx61PA5qQMGDKCxsbFOU8l3796lnZ0dMzNLvub+F9AngKq4Cp7/NqZPB54+Lbzt6dP87XpgZmYGmUyGqKgo9bZHjx5h9OjR2LFjh1Y2UlJSMHPmTIjFYqxfv/4ft3KVEIsEaLFAyOD0fqcVUg+twLnox/j2rxsAgIjEDPRZeQpHw5OgVBEzetRHzzeqw9rUCLbmUny69SIyc/I02+zdG7m5ufjuu++K3f/0xc/lBXbt2lXsqiZ9qGFrhnUjm2PrmJZYN6I51o1ojs/f8cChm4nYcCq6cOOhQ4E1awCZDBCE/H/XrNF7Fd6FmBS8t/QkAq7Go4atGfo2dcbPHzbBhlEttCrOe+bMGVSvXh0ksXHjxmLb2JpLIRIEVDGXFtk3YMAA+Pv7IyYmBqmpqXqdw/Nk5uTh6K0ktKttX2h7TRtjJPy1CPEbvwQArDsZXdzh5YpEIsGZM2fw8ccfY/bs2QgICECfPn2QlpaG8ePHV7g/2uBgaYJmMluERadAkaeE959XIREJ6NrQ0aD9SCQS9OzZ06A2jcQi1LA1Q/DtZDxM1VDYfO5c4MWVs2Zm+dtfIdq2bYvDhw9DLpdj7dq1SElJQefOnWFlZYUhQ4YUuubry/z587F7924cOHAA1atX1/q4lStXYvTo0TA3Ny+zD/9JdI24yvP1Wo1AlcPwsaurK93c3Ojo6Eg7OzsKgkBra2utancdOXKEgiDQxsaGAwcOZExMjHpfcHh+baugqxVf4ygtLY0AOPPPv+nqHcB7j7O4MfQuZV4B9L/8oMi8+4mIJLr7BHL0xrASBfMWL15MkUhU7DRcbGxsiU/E1tbWOgnM6cPw9efYaPYBjQncZeVibAqbfneIHRYeY2Ka7onSc+bMoUgkYrdu3Uod7h+85gwbzT6g8fOwsbHhN998o7MPL7Jg/61C03dk/go4a2trWlpa8tChQ5wXmJ8Ufe6ufqvGDEFISIg6/8rY2FinunoVzZJDtynzCuBflx8UWRSgL6tXr+bUqVM5btw4dunShWKxuFz0gyIS0tlo1gF2W3qC6XINie6vwCo8fcjKyuLMmTNZs2ZNAqCTkxOnTp1aat3C4vD396cgCFy2bJlOx2VmZtLOzo7R0dE69/lvBJVTeBVIOQwf9+3blwBoYmJCHx8f9aqIWrVqsUGDBiUe6+npyebNmxe7L0+pYt0ZQfzO/0ax+8sbExMTLlu/lXWmB3HwmjNq2YJW84oX4vztTIy6kGhJ1djd3d2LVc0uqAmmiapVq5Z5qrQ0Yh9lsYnvQbace0RzTpSOqFQqht5JVq+waz3vCKOSdL9xrV69miKRiEuXLtWqT+8/84VONYlbjh07llWqVNHZj+fJyFawwcz96oRnMj/XTRAE9urVS50UnpWjYJsfjrLT4uMVntP3IjNmzFAHUoZSFjc028/FPsstzP9NXY1LLZM9X19fikQiOjk50c3NjQ0aNNCrtqC2BIcn0sMnkF1/CmGKgX5HrxqxsbEcOXIkbWxsKAgC69evz5UrV2qVxxQREUGJRKJT0ngBv/76K/v06aOPy/9KKgOoisTA+SwKhYJ16tShlZVVkSfaAiXlOXPmaDzex8enxGro3X8+wZEbzunlW1l48uQJRSIR/fz8+PszpekCKYCSEp2Drj5kvRn7WXt6EBcdDGdeMTfLatWqFSovUsClS5coEok02q5evTqnTJmi3wnpwLX7qaw1LZDTdl9Vb8vKUfBK3BPefJjGh6lPtdaUupOYzoG/5q/+azHnMFcdj9RbWf7NN98sNvB8EXluHj/ZcoEyr4BC5/AiGRkZFIlE3L59u17+kOT56MeUeQXwyM0Ekvl13UQiUbH11Xb/HUeZVwDP66ldZGjatGlDsVjMpk2bvnJKzutP5o/2zn8mZ3Dzoe4jHAWkpaXRyMioVO0pQ+N/JX/0bPtrXAlAW06fPs13332XUqmUEomE7du356FDh4ptm5GRQWtra7Zo0ULnflQqFevXr8/g4OAyevzvQZ8AyiBK5P9JCvJWpk8H791DnCDAcuFC2OqRz6JSqeDp6YmEhATcvn0bjo6FcxRcXFwwf/58+Pj4YNiwYZDJZEVsVKtWDSqVSmMfdhbGePJUobNvZWXs2LGwt7dH//79AQCt3OwQ9+QpmrrYwlSqWSW3m6cT3qhpg4UHwrHsWCTuJmdhxdCm6v25ublISkrC6NGjixwrl8shCIJG28bGxsjIyCjDWWlHI2drvP9Gdey7/BBvuVXBhlMxuHY/FarnRNTFIgFvuVbBuw2r4d2GjnC2Kay8HZmUiT2X7mPL6VhIxAK+79MIHzSvAWOJdgrDL6JSqXDt2jWt8uoO3kjAgRsJ+KSDO7y61tPYzsLCAu+99x58fHwwePBgvfwqUMB+nJGNTp064cSJEzh69CjefvvtIm1bu1cFANx4mI7mrlX06s+QhIaG4s6dO2jfvj2qVasGf39/dOzY8WW7BQD4oEVN/HY2FjvC4iASAJld8Wr72tC/f3/Y2dlh9uzZBvSwdNrVys+JyyohL/LfQuvWrXHw4EGoVCps374dixcvRteuXSEWi9XXtIKbt1KphI2NDUJDQ3XuJyAgAMbGxujQoYOhT+E/RWUAVRaGDgWGDoUAYMmkSWBEBH7Ww0zXrl1x7949REVFFQmeCpg6dSpmzZqFw4cPY+zYsUX2X7lyBfb29sUcmY+1qRHiUkpOrjY0KSkp2LNnD7Zs2aLe5mJnBhctL+LVbUyx9MM3IbMzx89H76DvzUR0blANALBnzx4YGRmhcePGRY4rLYCSSqXIzMzU8Wz0o6atKTJz8jBx52V42JtjQsfaqO9kCRJIlStwL+UpjtxMhK//Tfj630Q9R0s4WJnAWCJCVHIm7iZnQRCATvWqYVbPBlq/d5rYs2cPSKJfv34ltkuTKzAv6BaMJSJ80t5DXdZFE7/++itcXV1x6tSpIgn6CQkJiIiIQKtWrdSlP54nJSUFW1f+AuTUx+ff/4LssDBcvHix2M8WAFTMj0CvPUhD2lMFrM3KVqLIENSuXRsPHjzAgAED0LlzZ2zbtk3vYNKQWBhL4NOtHj7+7SLqOVnCTKrfJf/cuXM4cuQIxowZgxMnTqBp06YVVvYjOTMHAGBVxlJUrxMikQjDhg3DsGHD8PTp0/wyMSIRRCIRBEHA2LFj8ejRI9y8ebPY31RJkMScOXMwY8aMEq+TlWiBrkNW5fl6rabwXiAhIYFubm5cvny5TsdNnTqVYrGYFy+WoHfC/Ck+AIWSw999910aGRnRyMiIEomE77zzjsbjZ+y5xjrTg9SlOSqCfv360dHRscx2nubk8Z1Fwaw/c79aT6pv376sV69ese0DAwOLaGE9j7u7u84imvry7V/XWXtaEA9djy8xZycqKYOrjkdy2Lqz7L08lO8tPcFh685y8+no0hWZdcDFxYUdO3bUqu3cwJuFRDRLo0GDBuzQoUOhbWlpaTQ1NaUgCLSwsFAn/V+7do2jRo2ik5MTAdDa2pr1Jqxn+zkBWvVVUIC67YKj+pfWKSfq1KnDoUOHvmw31Nx8mEaZVwAX7L+lt42QkBDKZDJaWVlRLBYTAE1NTRkWFmZAT4tn06l8bbPS5E3+K7Rr146mpqaF7gW6cOjQIdavX79cNaleR1CZA/VyuXv3Ll1cXLh27Vqt2m/fvl3rciJhYWEEoE6mvXTpEgVB4Nq1a9WrqUr6Qe29dF9dE6siePz4MUUiEbcaaFVMgap5wSoiJycnjh8/vti2fn5+NDY21mjL2dm52Nyp8mD4+nPs/vOJCumrNNatW0eRSKRVnUBdSU5Oplgs5rRp0+jv788lS5ZwwoQJlMlkdHJyokKhYMuWLWlkZKTWDapRowY//fRTdVDV45d8TbCBq05z1t5rvHSv5DpeW56Jhnr/eUWjUOvLwNPTk926dXvZbqhJSs9+9j5pzmPTFblczm7dulEikTAkJMRgdl8kN0/J9guPsdvSE/95pWyS7NmzJ6VSKa9fv663jfbt2xvsuvxvojKAegW4c+cOnZ2dSw2K5HI5xWKx1jdyuVxOW1tb1q1blzt37mTdunXV5UxEIlGpdYx2PFuNc+hGgnYnUkYGDBhgkNGn5xm69iwbzNzP2wnpFIlEGhMgt27dWqLQpoODA2fMmGFQ3zTR5oejnPDcyrKXia2trc6FrrWlXbt26hVpRkZGtLa2Zo0aNdi0aVNGRv6zWOCbb77hvHnzil2ufe9xFhceuMXa04PUgqQal68zPxF286lo1p4WxE9/u1DsDfZucqZeMg9lYdGiRRQEgcOHD39lnvKHrTtLz9kHNK6k1JcBAwZQLBbzwIEDBrVbQEEx5MMVdN16lRk+fDjFYjHPndN/MdCJEyfo4eFRbor9rzOVAdQrwq1bt+jk5EQfHx+Nuh579+6lkZGRTnYfPHhAR0dHmpiY0MLCgleuXCFJmpmZlaqGPGtv/hReRT3FVa1a1SDaQM8TnZxJmVcAlx6OoImJCTdt2lRsu3Xr1tHc3FyjHVtbWy5YsMCgvhWHIk9JN+8A/nggvPTG5czjx49LrOdWFh48eEAA/OOPPwxiLzNbwXoz9tPNO0CrOoMrg/ML5M7ed109RZ2jUHLE+nN09wnkmE3nDeKXLgQGBtLY2Ji1a9cul/dcV248SKO7TynK3noyatQoikQihoaGGtz2qmfFj1+F39DLZMKECRSJRDx8+HCZ7HTt2lXrGZL/GvoEUJVK5OVAvXr1EBYWhgcPHqBu3bpYvXo18vIKryDZtm0bqlWrppPd6tWrIz4+HnK5HBkZGeokWzc3Nxw6dKjEYx2sTJCTp8LTXGXpHW3bBri6AiJR/r/btunkZ15eHh49eoThw4frdFxp1KySn0BNEA4ODjh16lSx7XJyciAqQXZdoVDA0tLSoL4VR2JGDlQEnG1NS2+sB2fOnMFnn32mTjZ99OiRxrbbt2+Hubk5qlQx/Kq10aNHQyaTYeDAgWW2pVCqMG3PNcgVSqwf2QLVbUp/7z7t4I5R/3PFptMx6Lr0BOYG3sQHq88gJCIZfZo4w7d3wzL7pSvdu3dHTEwMcnJy4OzsjGPHjlW4D8/ToLoVPu3gjl0X72Pr2ViD2t64cSNatGhRLorsA5rVAACcvJNscNuvC99++y1WrFiBP/74A507d9bbzvnz53Hz5k2MGDHCgN79t6kMoMqJGjVqYPPmzQgMDMTOnTvxxhtvICgoCCRx+PBh+Pn5YeHChQbp66233sKlS5dKbGMkFiCzM0OeUrPUAYD8YOnjj4HY2Hx1q9jY/L91CKL27dsHIyMjNGrUSOtjtCHmcRYAoJqVCTw8PHDt2rVi28nlcojFmpf55+XlwcbGxqC+FUdCWn4JCkdrE4Pb3rdvH9q2bYu//voLFy5cwOHDh1GjRg38+eefRdr+/PPP8PHxMfjnAeSvsDt8+DCWL19uEHvbz93DvssP8VXnOninnoNWxwiCgG97NcTGUS1ga2aEjadikCZXYNHAN7D4gzeKSENUFI6OjoiOjkaPHj3QuXNnbN269aX4UcBXneugUz0HzNh7Hd/+dQNybR6mtGT58uW4fv06YmMNG5ydi04BAAxv7WpQu68LS5cuxXfffYe1a9eqpWD0Ze7cufjmm290XrVXSQnoOmRVnq9/yxTei6hUKu7bt4+NGjWio6MjjYyMOGDAAIPZb9GiBZs0aVJimwJF4itxJSfmGkJhffDgwaxVq5bW7bVlyzOF8kv3nnDZsmWUSqXF5pgsXryYFhYWhTdu3Ura2ZEAVQCzLS3zt5VjKYiTEcnlUnbEz8+PIpGIn332mXqbUqnk2LFjKQgCBw8eTKVSyYULF6pLAY0aNYpZWZpV3fVBpVLxvffeo4uLi9bHlLRiTqVSsccvJ9jzl5Lz+bTx61XD29tbLSj7MpHn5nH2vutsMecwv9l1xaBq7m5ubrS3t+fu3bv1tnHtfioDrz5kXEoWo5MzWWd6ENstOMbULP1EY19nNmzYQEEQuGTJkjLbunTpEh0dHfn0qeFW9P7bQGUO1KtPVFQUe/XqxebNm+fnRpTxBl5QtuTs2bMltkvOyNaukr0Bavy5ublxxIgRWrfXloUH8mulnbqTTKVSSRMTk2JzmR4/fkxBEHjpUn4Vem7dSkqlRc9JJCq6vQxq8i9yJuoRZV4BPBmRbBB7JLlz506KRCJ++eWXxe4PCgqiqakpxWIxpVIpP/nkE8rlhk+iPhWZzBFrQikIAvft21dq+8Q0OcdsCqPMK4BTd10upCyvUqmYJs/ljwfCn5Ud+XcqTn/55ZcUiUQMDAx82a5w86l8hfIVwWWvjVdAcnIye/ToQZFIRBcXF51W591JzFAr7Re86kwPYsNZB0qV8cjNUzI+9dVZhWkIdu/eTZFIxJkzZ5bZlkqlYvv27blq1SoDePbvpTKAek1QqVScMmUKvWrWpMrUtEw38LZt22rUQ3qelMwcyrwCuPZEVMkNDTACJZFI6O/vr3V7bem7IpTdlp5Q33yHDBlCJyen/J0vBKKTHBzYu3fv/H2azknTqwz1DJ/n7rOk9z8vxpXJzs2bN+nj48PRo0dTJBKVWoYmLS2Nv/zyi1rywtDIc/P4hu9BNvxsBWvWrKnenpyRzRyFkrGPsjhmUxgHrznDhDQ585Qqdlp8nPVm7OfYzefV+k0fbQzj1F2X+eZ3h9Q3za9/v/zSa9yVJ6NHj6aRkVG5fTbaolKpOH7rBdaeFsSYR4bVV4qPj2erVq1oZmZW4moveW4ed4bFcva+66wzPYhv+B7khtC7PB/9mF/9fonf7LrCiIT0Uvs7Fp7Ixt8efGVK+5SVI0eOUCQS8YsvvjCIvZ07d7JJkybMy3u19NJeNSoDqNcIlUrFJ9bWZb6BDxo0iEZGRqWugLkQk6KdjEEZa/xdvHiRgiCUyzLZvitC+dm2C+q/4+PjKQgCb8+eXcTnXCMjjixY5ahpVE3DSyUITE5OZnx8PJOSkvT2V56bR3efQC46WLYVRLa2tmpZgIquQ/Yi8tw8jtpwjjKvAJrI3lBP1ySmyfmG70E2+/4w3bwDWHdGvhTB6I1hnPLHZcq8Arj30n2S5ObT0Ry27izbLjjKRrMO8PNtF7n82B2eiEh6JaffDI25uXmFyWiUREKanPVn7ufHWwy/SlGhUNDMzEzjSClJTt2V/71w9Q7g59su6q3llZSezUazDrDHLydeOVFVXQkLC6NEIjGYEGtmZiZr1qxZqsxNJZUB1OuHAabLyHxVbrFYzD59+nDVqlXFTtnEpz7l8PVn+dnWC6VfZMowrbho0aISNZjKwjuLgjlo9elCIxTNmzfnfYmk2PcxBuDMmTOZamOjUwAVKwisUqUKHRwcaGFhwXnz5ul9Y+/6UwhHrNdft2XFihWUSCQGz1/SlwI9Meu3+haRkVgdEsmha89yyaHbjH2UxQX7b6lvkHMDb/4ngiNt+OSTT2hnZ/ey3SBJ/nT4NmVeAbz+INXgthctWkSJRFJsgWV5bh5rTwvipJ2X+Diz7KNxR24mUOYVwO/9b5TZ1svi5s2blEql7NGjh8Fszpgxg0OGDDGYvX8zlQHU64YBpssK8PX1ZcOGDWlsbEw7Ozs+eVI0WfznIxGUeQWwxy8nmFaCQGFZyMjIoEQiKVWXSh+m7b5KmVcAW8w5zPeXneSfF+MYFxdHpYZASAmwffv23NajB/PE4qJttMiBevDgARs1asSpU6fqFQB0WXKcYzfr/4RvZ2dXLvlk+jIv6CZl3/zFfgM+0Kr9vcdZTKhgIctXnSdPnlAQhHITn9SF1Ke5bDT7QLmMQpH5enD9+/cvsj0qqXBlAUNQMKLVe3kolx+7w6T0bIPZLm9iYmJoamrKNm3aGMxmVFQU7ezseP/+fYPZ/DejTwBVKWPwMpk7FzArXBw2WyTCwy++0NnUrFmzcP36daSmpsLc3BweHh5ISUkp1ObLTrXxZcdauP4gHX9dflgm1zVhYWGBIUOGYMaMGYYx+Jwmle/XvbG0Rhba1KqK3DwVvv7jCiIfPUWihmW5gosLQkJCMCQgAOLNmwE7u3922tkBW7YAGzYAMhkgCPn/rlmTXyT6GdWrV0dISAhOnDiBcePGQanUful3mlyB6EdZqO2gX9HVdevWITU1FStWrNDreEOSnq3A2M3nsebEXagSwuHu6qLVcTWrmKGaleFlHF5nbGxs0KZNG/Tv3x/r169/qb5YmxrhozZuOHgjEdcfpBnc/sqVK7Fnzx7cv3+/0HaXZ5puitJkVXRgbl9PzH6/AZQq4seDtzF2y4X8UYJXnKSkJHh6eqJ27do4ceKEwexOnjwZkydPhrOzs8FsVvICukZc5fn6z41AkYWmy1QuLtw/fDjt7Ow4Z84c5ubqN0okl8spk8loa2tbRAU5MU3OejP28625h5n6tHxGobKysiiRSLhixYqyGdKQj5W9YQNXb9pGt8m76ND8Pa7r2JEKY+MSR5LKSkZGBjt37sz+/fszO1u7J9vfw+6pZRf0wd7enoMHD9brWEMzN/AmXb3zC9JaezThmzP28lSk4VYX/teQy+UcMWIExWIxnZycuHfv3pfmS5o8l2/4HuSnv10ovbEeuLu7s23btoW2xafKy7U2Z0GdxC93/M17jzVPfyemy7n82B3+Hnav0MrQiiItLY12dnasVauWQfNGDx48SA8Pj3JZgftvBZVTeP8OYmJi2K1bN3p6evLqVf0KgObk5NDCwoLTpk0rsq9gef3CA/pXZy8tT2rUqFG0tbXV3z6pcYozVhDYrVs37tix858LRDnqORWQnZ3Nfv36sVu3blpN5w1de5btFx7Ta+pv06ZNFIvFGksBVRR5ShXXhERR5hXAYevypTJMqtelzCuAR25W1icrK48fP2bPnj0pCAI9PDxKlSMpL6buuswmvgfLxfapU6cKy4qQDA5PpMwrgMfCE6nIM3y9wNw8JX2eTfm/t/REsTUV/7wYx4azDqhXgP58JMLgfpSEXC5n9erV6ezsbNBAJzc3l/Xq1eNff/1lMJv/BfQJoCqn8F5BZDIZAgMDMXnyZHTq1An+/v4625BKpXBycsKDBw+K7Gvlbod+TZ2xIjgKf1yI091BLdTKV6xYgYyMDCxbtkx3+wXcu1fs5poAgoKC8OGHg2Bi8mx6aOhQICYGUKny/31uGs5QGBsb4/fff0dsbGyppTkCrz5EaOQjOFgaQxAEnfvy8fFB3759YWVlpa+7ekMSl+49QXJGDrafi8XcoFuo5WCBJR80gUqlgmCSXwZHLNL9vCopTJUqVeDv74+YmBjY2NjgnXfegUpluGktbbGzMEZmTl7pDfWgVatWsLKyQvPmzdG5c2cEBAQg5lF+VYFxmy9g6LpzBu/TSCzCvL6eGPyWC27Fp6Pj4hDsu/wAF2JS4HfxPgavOYuv/7iCBk5WCJ7yNjrXr4a1J+8aVJ29JPLy8tCoUSPk5OTg5s2b/1zHDMDy5cvh6uqKnj17GsxmJcVTGUC9ogiCgJEjR8Lf3x+ffvopFi1apPN8vqmpKZKSkordN6+vJ9rVrgrvP6/iYmxKsW00Mn068PRp4W1Pn+Zvf4aZmRm6dOmC1atX62b7GXfu3EGisXGx+wQX7fJvygOJRIIpU6bgxx9/VG8jCaUq/7PJyVNi/NYL+Hz7JUhEAlKfKnTu4/r164iPj39puU+bTseg78rTeGveEcz+6wYkIgF7P28De0tjqFSETYeRsDMV0NLNrnRj/3HS09Ph5+eHGzdulBgYubi4ICwsDADg7e1dUe6pSX2aCysTI4PbzcvLwxtvvIG8vDx4eXkhOTkZvXv3xuQpU/P3q6gu11IezOnTCFs+egvmUjEm7ryMAavOYMquK7j7KBOzejbAjo9bwa2qOca2c0NGdh4Cr8WXmy8FqFQqNGvWDElJSbh586ZBH5Lu3buHefPm4aefftLrwa0S3ZC8bAcqKZmWLVvi7NmzeP/993Hr1i38+uuvWtUyunXrFq5du4Zp06YVu9/ESIxfhzVD2wXHsP1cHJrJihaZzcnJQVRUFCIiIhAREYGoqCg8ffoUm2Nji4+8XxgxyszMRNWqufGlnQAAIABJREFUVbU5TTXZ2dn44YcfsHz5cmzu2xfd9+2D8HywZmaWn3z/EhkyZAimT5+Oq1ev4kiCMTadjkF6dh5kdmawtzDGhdgnAPJvDn2b6p7AOWvWLLi7u8PBQbtacIbmTNRjGEtEeLehIxwsjTGunTssjPMvFXeSsyB1cINjylWYSru/FP9I4u97T3DkVhLkuUrUsDVFv6Y1UMW84mt83b9/H1lZWahbt26h7d999x0WLVqEjIwMSKVSKBQKkISpqSmqVKkCZ2dn2NjYwMzMDGZmZjA3N8eVK1eQk5ODxYsXY9KkSahevXr5n8C2bcD06bjRYRJqiQlsSzLY6G3BKMvDhw8RHh6OGjVqYO7cucjLy4OxqTm6DRuP0Lhs1NJzkYU2iEUC2texx+GvO+Dq/TRk5uShurUJ3KqaQyL+5yrW0q0K6lazxMrgSPRpUr3QPkPToUMH3LlzB+Hh4Qb9jefm5uKDDz7A1KlTUa9ePYPZrUQzlQHUa0DNmjURGhqKYcOGoUuXLvjzzz9LDUyCg4Nhbm6OQYMGaWxjYSzBW65VcOhmAs7dtsPl44G4fv26OmCKj4+HTCZD7dq1UadOHTRu3BiWlpaQHzgA80ePithLNDbG5oULUaVKFSgUCoSHh6Nly5bIy8uDRFLyVy09PR3+/v7w9fWFp6cnLl26hJo1a6ov8Lh3D3BxyQ+eymF6TheMjY3x5ZdfYvHixeg7aR56N3GGrbkU5+4+RvSzqQkBAAEMbqH7aNnBgwcxc+ZMwzqtgfg0OYKuJeBWfDrEgoBmrjaITMpELQcLLBv8ZqG2JLEjLD9IvnvtfIX49yJpTxWYse86/K88BFR5MBIAhSDB5jMxmNPHE+1rV62QJ+9Tp07hyy+/VBfxfuutt7Bjxw64ubnhzp078PX1xcSJEzFlyhR1IBQVFYXQ0FBcvHgRt27dQlpaGhITE5GTk4Ps7Gw4Oztjy5Yt+O6779CuXTtERUWV70k8m4pPVYlwo5o7Pj/zB/D7nvx9ZfyN5ebmon79+khJSUFERAQcHR3V+yQSCaDKg6U0/3NaOKBxmfrSBiOxCM1kthr3C4KAKV3rYtyWC1h5PApfdqqtcx/R0dE4fvw40tPTkZGRgaysLGRmZiIzMxNyuRxZWVmIiopCVFQULl++DBcDj6RPnToVDg4OmDJlikHtVqKZygDqNcHCwgK7d+/GtGnT0LJlS+zatQtNmzbV2P7u3buwtLQs1e77LkpcuPwA77Ufja7vtEerVq3QrVs31K5dG66urjAyKmZYXyzOz3l6bmSIpqaI+/RT3L9/H7dv34ZUKkXz5s0RHR2N6tWro1evXujXrx86deoE42dTc48fP8a+ffuwe/dunDhxAu3bt8dPP/2EHj16/NPX0KEvPWAqjk8++QQeHh7w8fFBnz6N1NsXHgjHyuNRaO5qi7/vpWLhwduY389Ta7sBAQHIzs7G119/XR5uF+J8TAo+2ngeGTl5sLc0Rm6eCtGPM3E/VY7Vw5oVaR90LQFbzsTC+OElOAmp5e7fi2Tm5KH7z8fx4Ikcqae2o7HxY1y5GIZcaxdI+nlh5AY5WrlXwZw+nuU2qrF582bMnDkT9+/fR9OmTXHq1ClIJBIMGzYMHh4ekEgkUCgUaNq0KZYsWVLoWA8PD3h4eGDkyJEl9tGlSxfUrFkTH3/8MdasWVMu5wFAPRUf3OBtKEVidIw6/89UfBl+c0+fPkX9+vWRmZmJO3fulPqw5/iKyFx0ru+AXm9Ux89H76C7p5NO36Hly5dj4sSJMDExgUQigUQigVQqhZGREaRSKYyNjWFsbIwqVapgy5YtqF+/vkF937VrF/z9/XHx4kWIRJWZORWGrlnn5fmqXIWnHb/99hudnJzYrVs3BgcHF7vKa+DAgWzYsGGxx6enp3Pjxo1s2bIlXVxcOG/ePCYmJurmhA6r3u7evcslS5awbdu2tLa25gcffMBOnTrRysqK/fv35/bt25maangl5PJm3bp19PDwYHJy/nL+xDQ53bwD6OETyNn7rvOrnZfYYOZ+rZSW79+/z8WLF9PBwYHNmzcvV7/vPc5iv5Wn6O4TyHd+DGZUUr5SdG6ekpFJ6RpLany27SJbzj1CUzNzzp8/v1x9JFnkOzbk4wV0+eYv1m7bk+Hh/5TH8fPzYwPPN2jZ7H26TNzBuj5/8UJMit7dnj9/nr169aKvry8jIyOZk5NDb29vWllZUSwWs1evXoyLK1rfMDQ0lIGBgYyJiaFSWbaVZX5+fuUvtvmsEsLwgb5sNX4jlXhWGUHHSgjPk5GRQScnJ9rb2xcr5luAkZER603dpV7Z+aqQnJFNd59AzthzTav2SqWS/fr1oyAInDNnTjl7Vzy3b99m1apVeeFC+chQ/FdApYzBfwe5XM61a9eyTp06bNGiBf38/AoVi2zbti3ffvtt9d95eXk8fPgwhw8fTmtra77//vvct29fhReYTEhI4Lp167h79+5XpjxJWfDy8mLbtm2ZnZ3NkNtJlHkFsMGs/Zy97zojEtJLXB6dnJzMX3/9lR06dKCtrS1Hjx7Nvn37cuHChQbzLzdPyWxF/mccdPUh+608RZlXABvOOsDv/W8wOUN7teZh687y/WUn+d5779HExIQxMTEG87MIL2iAnXeuT9dv/uLoCT9pPCQuLo69Bo+i8ydrKft8E4+dPK1zt1euXFFLCtja2hIABUGgubk5v/zyywrV1Rk8eDBNTU21lrLw8/Nj06ZN2bVrV+06kMl43rl+/nf0fx/+IxWiZzHtJ0+e0MHBgU5OTsWWb3me3377jdXHrGTzKZv16qs8mbjjb7r7BHL/tfgS2yUnJ9PNzY0mJiYMDg6uGOde4OnTp2zcuHG5VH74r1EZQP0HUSqV3L17N1u2bMlatWpx1apVjImJobu7OwcOHMjw8HD6+PiwRo0afPPNN/nTTz/pPtpUiUaUSiUHDBjAIUOGcO/f9ynzCuA7PwarCwg38T1Inz+v8JdffmHz5s3Zu3dvfv311+zWrRutrKw4aNAg7tmzRy3O6evryyZNmpRaHLo08pQq/nggnG/4HmSDmfvZ/1ng1Gj2AfZfeYrX7us+4jcn4AZrTQvkvUeZbNy4Ma2trUscZSgTz2mAHXNvxqZfbGXbT9Yx06NOqYce/DuSsqn7WPPrP+k65U/2/Pk4t52NZWK6vNQ6kM2aNWPjxo3Vf+fk5PD06dNlHlHSB6VSSWdnZ7q7u3Pfvn1UKpXMycnhoEGDaGdnx3r16rF79+7s3bs3zczMKBaL2apVKwqCQH9//9I72LqVW1r2ocwrgPEWdiyLAG1ycjLt7OxYs2ZNrR+Mlm72o8TMira2trSzs1O/7O3tuWDBAp19MBQZ2Qr2WRFKD59ABlx5UGybkJAQmpqa0tXVVT0C/TL46KOPOHjw4Mo6kwZAnwBKyD/u1aB58+a8cOHCy3bjtYQkQkNDsXDhQly6dAlyuRzZ2dmwsrLC0KFDMXLkSHh6ap+LU4n2yOVyvP3226jWpCPiqr6FgY6P4WgugrGxMY4lSHDKfydqSDLg4+OD1NRUREZGombNmujVqxcsLArnWahUKuzYsQNff/019u7di9atW+vsz6PMHHj5XcXR8CR0a+QIkUjA/SdydK7ngE/f9oCRniuMYh5l4f3loahiLsXgFjUxb/58qB7H4u7pIK1WhuqESASQuOpYC71GLoWNPB27f5sC99T4fK2vUjh79zHWH/obBw8eRJ6NC6TVPAAAgioPDkiFxKIKZI5V4eFgieautmgms0Xqg7to3LgxwsLC0Lx5c8Oej57ExsaiW7duiIiIAEl1Ts348eMRGxuLiIgIZGVlYcSIEZg6dSqkUinef/99nD9/HgkJCaXa/3P5H5h83xzH1n4Cd0uJXos0IiMj8eabb8LBwQE3btzQSdPowoULOHjwYKFtcXFxWLduHerVq4cjR44USkA3JAcPHsSNGzeKzTfMyFbgo03noVQR1pn34Jx+E0+fZkEulyMxMRF79+5F3759sWvXrpeWc7Rp0yYsXLgQYWFhRa4jleiOIAgXSer0w68MoP7FFHy2lXog5U9iYiJ+/vlnZGVlIScnR/1SKBQYMmQI+vTpo9PnsGLFChw5cgR79uwptW14QjpORjyCk40JzkfnCwVm56kw2zELI5ZMNegKxgsxKRi75UIhfauqykf4+P22aOBkDUdrE8MkcLu6ArGxOO/cAAOHLcTCoKX44NqR/HqFMTE6mTp58iT+OH4JV+6nIylTAbmVC3JTEwCJCaQOrhCM8m/4ouxUGF/bi1tHd5XdfwOjUqlw9OhRhIWFwcvLq8RVrenp6bCzs0OPHj2we/fuEm/w1x+koeeyUHzXuyFGtHbV2a9t27Zh1KhRyMvLw44dO/Dhhx/qbKM4YmNj0aVLF0RHR2PBggUGXVSxZs0afPvtt0hISIBIJEKLFi1w8uTJIu9pTp4SLb9eh1SzGlClPoTq7G8wSouDVCrFhAkT8IUeNUsNxZkzZ9C7d28EBwejYcOGL82PfxP6BFAvfdru+VflFF4llZDcupXKmjWpBJhbvXqJUyqxj7JYZ3qQuhxF3RlB/GzrRUau315sHUFDlLiR5+Zx/7WHjEzKYJPxS+n62Xp1/zKvAG4IvVvmPgpyoJQQWHvybs57e7TB6xueP3+e4z75lO7N2tOq+ft0GvUL3bwDuO1sLHMUSiakyXnvcVa5lBrJylFw6q7LbDT7AP01TBOVheDgYJqamtLZ2ZmxsbEa26lUKg789TQbzNzP2wnpWtsvmLoWBIGTJk3i6NGjaWJiUmruk658++23FIlE9PT0LFPqgUKhoI+PDy0tLSmRSDhgwAAmJiYyPDycVlZWdHJy4qFDhxgSEqJ+ff755xSbmHP6pkNsu+Aoa08P4rFbLz/9ITIyko6OjgwMDHzZrvyrQOUUXiWVvOYUlMl5TiIiVyLB4x9+gNPkyYWargqJwg/7w2FpIsGSD5rAydoEdapZQioRqUdwiqDHCE5JbN26FR999BH+unAXxsZSLDt6B3FP5Dg2uQMsy6psvW0bHnw0Bh2/2I4RUScxfWDzcpO0UKlUiIyJg++xeJyKfAyxSFCry9tbGqO6jSly81QY1LwGhraS6T0NCgAJadkYu+U8bjxMh5mRGGbGEpz16YQlh28jJCIZM3s0QEv3f1TeU7JyQRJ2FsUr82siNTUV7dq1Q3h4ODZt2oShL7x358+fx5tvvolHWXl4f3koJCIBfuP/B2cbU3Wb6Oho+Pn5QalUQiQSQRAEiEQi/PTTT0hJSYG/vz86deoElUqF6tWro1atWggNDdX7vSmO6OhodO7cGffu3cOSJUswYcIEnY5ftmwZpkyZAolEgo8//hjz588vNM2YmZmJli1bIiIiQr1NqVSCJFasWIHPPvsMT7JyMWjNGeSpiKNfd3hpo/opKSn43//+h4kTJ2L8+PEvxYd/K5VTeJVU8rqjIfCJE4mwYPx4LF++HDcfpmPn+XvYciYW7WpXxcyeDVCn2guaX89yiIogCFrlEGlLXl4eHBwc0KRJExw7dgz+Vx5iwo5LMJeK8VWXOviojRtExdTMu3DhArp37w5zc3O0b98ew4YNQ6dOnYpMNzl71IN0wI+Y3asRRrVxM5jfGs9HqULw7WRciElBdRtTGIlFOBX5CKnyXGRk5+Hq/TQYiQUYiUXwsLfA+284YeT/XGEsEWu0Kc9VYtfFOCzYHw5rUyM8VSihyFNh2ZA3kSZX4Kvfr+DApHYYuSEMiek5kIpFGNC8BkyNxLgQ+wRX4lIhEoBunk6oZW+BNh5V0cDZCqZGYiSkZ6O6tUmJN/SJEydi2bJlGDRoELZt24a4uDh06dIFd+7cgVgsRtOmTTF4/FRsiLWCvYUxRjo/wo7N63DmzBmkp6fD2tpa/bkU3C88PDxw5MgR2NjYqPu5evUq3nzzTaxZswZjxowx0CfyDzNnzsS8efPQuHFjHD58WK0vlZmZCalUWmwe3o0bN9C4cWNMnjwZP/zwg1b5SgkJCXB1dcWgQYOwefNm9fbZ+65jx/k4hH/3XrHf6fImJycHXbt2RbNmzbB48eIK7//fTmUAVUklrzsaAh8KAlycnbFz507cFdfAzL3X0b9pDfzQ37P40ZAKGoEC8oOht956C6tWrcLHH3+Mv+89wfJjkTgWnoQejZ2wfPCbhW7w+/btQ//+/dG+fXvUrFkTJ06cwL1nZYCqVauGKlWqoGrVqnB0dMTewyfhOG415vf1xOCWMoP6rStKFXH4ZiIux6UiN0+FS3FPcOleKtztzdHvzXw1elszKdrUqoqVwZG4GZ+OR5m5uBWfDgBo6mIDOwtjZCuUmNa9Puo7WeFKXCp6rzil7mNcOzc8zsxV12Sr52SFdxtUw9+xT3A0PAmCADSX2eJ8zBOIBEBF4N0G1bByaNMSy48cPHgQffr0gbm5OZ48eYL69evj0KFDOHfuHBYtWoQbOVVg1qgzxFZVkbh5Euq7VsfAgQPxxRdfFAqSSmPy5MlYvnw5srKySq0+oA9RUVHo3LkzYmJi1N8pkpBIJBg+fDh69OiBFi1awMXFBSqVCk5OTnB3d8eZM2e0sq9SqeDu7g4jIyPcvn27UMA1eM1ZZOXm4a8v2hr8vEqDJEaOHInMzEz4+flVimWWA5UBVCWVvO6UEPjsmD8fCxcuxInTZyERS2Aq1TzqUdxUIMzMgDVrymUazMvLC0uWLEF0dDRq1KgBkvjlaCR+OhKBjaNb4J26+TW/li1bhokTJ+LTTz/FypUr1cerVCocP34cgYGBiIuLQ2JiIh49eoRbUbFwmfQ7ZvSoj7Ht3A3ud1kJvp2EpYcjcOV+WpF9jZytYGViBM8a1sjNU2FCx9pF6vUpVcTEnZdw/4kctR0s8H2fRjAxKvq5kkSaXAFBEHA57gluPExHVk4eUp8qsO3cPYxoLcMXHWvBwVLzCriUlBQ4ODjg/+zdd3yN5/vA8c9zsndkyRAJEYQIJXbtmrWVIkWNqtH1o6VodaAoba3WqLaqlGrtVWrvFQRBSkSmLNk755zn98epfI2EJOecDO7363Veac55zn1f8UqTK/d9P9fVs2dPtm3bVvD8jqAY3ttwCStDFV62Bqx7pzOWpqW/q9LY2JgNGzYwYMCAUo/xLDExMSQnJ5Ofn0+9evVYunQpCxcuJDk5mdzcXACMjIwwMjIiLi6u2HepDR48mO3btxMZGflEBfURP5/jzJ373JzVrcy38D7//HP27NnDkSNHMDc3L9O5XxTiELkgVHaPFZB8+PC3Wq2W27ZtKy9fvrz4YxWzWrwuNGzYUDYxMZH/+OMPWZZlOSUzT/aYukv+8VioLMuyPGnSJFmSpGLX+ElNTZUlY3PZY+oueUkRxUgriqSMXPleSra89WKUPGPrFfnk7bKrDfTptquyx9Rdsvf0PfLliKfX5TIxMZG3bNlS8Hl6Tr7cZNY/cp9lJ3R2WN7b21sePHiwTsYqDZVKJd+5c0feuHHjUw/QP+7nn3+WJUmSDxw4UOjrrecdlAeuKHlxVm39+uuvsqenpxwbG1vmc79IEIU0BeE58JTEJygoSHZ0dJTv379fbuEVRaVSyW+99ZYsSZLcs2dPOTc3T24y6x/5zZ/PygcPHpQlSZI3btxY7PFOnDghWzXoJHtM3SVfuFvxvt6KQq1Wy0f+q4Lfau5B+Zv9IfK9lMIrphsYGDxSpPWbfTdlj6m75EvPSLxKYsSIEbJHKauZl5ebN2/KBgYG8scff1zkNX2/PyG/9OV+ObEE1fu1dfjwYdnR0VEODg4uszlfVKVJoMRGqiBUNAEBmnNKarXm40Nbbn5+fri4uHD79u1yC68oCoWCVatWceTIEQ4dOkS/fn15s5UHh0MSGP7x13Tu3JnXX3+92OPduHEDy3rtcbM1o3H1KnqMvHKTJIl2tR35dlBDHKxMWHroFu0WHOaLncHsC44lOiW74Fq1Wl1QmDIjV8kvJ+/S3deZRu7FP+f0LKNGjSIiIoKMjAydjalPeXl5tG7dmsaNGzN37txCr5FlGXsLE5Iy80jIyC2TuG7evMnrr7/Ohg0bqFevXpnMKZSMSKAEoRJRKpXcunWrQhfPa9u2Lf369ePWrVuk5ygBSM3MZcOGDSUaZ832gxh7vsSAJtVEMdhi6N+4Gtsntubohx3o7uvMujPhvP1bIB0XHuFKVApqtRpZlnFxcQHgalQq6blKuvnqttJ327Ztsba25ssvv9TpuPrSo0cPlEolx44dK/KaNafucuBGHCNbe1LX2VrvMV25coVu3boxd+5cOnXqpPf5hNIRCZQgVCIhISG4u7tjYWFR3qE8VY0aNUhJz+CXU3fJ+fckIzr6YmdnV+z3BwUFcduyAZZGMKaN/ssXPE+q25uzaPBLXPikMxvHtsDUyICVR++QlJQEUHAI2cdFU/oiOCZN5zEMGjTokRIAFdmpU6dYuHDhU1vQ/H0tlhoOFszsqf+VoD///JNOnTrx1VdfMWrUKL3PJ5SeSKAEoRIJCgqiYcOG5R3GM9WrV48MlSF5SjXKqKssWby4RO9/7d3PMPVoyEfd62OtbUHOF5SNmREtatrjaKUpnRAbG/vISp6tuTG1q1qy43IMeUrd1QYDmD17NgkJCVy8eFGn4+qLmZlZka+l5eRzMSIZv2o2el0JVavVzJgxgw8//JB9+/YxdOhQvc0l6IZIoAShErl06RK+vr6oi1kMU61Wc+nSJZYtW8bKlStJSUkp9JojR44Uq+9ecQ0YMIDclARklZJO/QJKVLdm+/btZHi2wc3amCHNqussphdRRq6S0IQM/KrZEhcXhyRJhP9XJiMnX0U1W3OMDSXWnr7L5zuCmbf3JuH3M7We18nJiTp16jB9+nStxyoLchHlfLLylHy+I5h8lYx7FR2VD1i/XlOuRPFfx4D160lNTaVPnz4cP36c8+fP07hxY93MJeiV7iudCYKgN1u2bOHOnTt89tlnT7z24K9jSZKQJAlZllGr1UiShIWFBWq1mnHjxmFhYYGXlxcODg4EBwcTHx9fcD2AgYEBBgYGKBQKDA0NCx5GRkaYmpry8ssvM336dOrUqVNknMbGxri7VkWVmUSkXcmSoFmLVmLSfCJvvuylaUujQ7IsE5qQwZWoVO6l5pCanY9KLWNqpMDV1ozO9ao+tZZSZWNhbMCxjzpgYqggL82MqlWr4unpSdWqVek7dRmH4syQgNm7b2BlakhOvooVR0NxsjJhzchm1HMt/XmfyZMnM2HCBNRqdYUv/FjUHyT3UnPYcjEagJ4NXbSf6PH6bOHhqMeM4UtbW6r37893331XaEV1oWISCZQgVBLJyckkJCSQmZmJiYkJeXl55ObmkpOTU/Dfubm5Bf/dt29fOnfuzLp16wrGSExMZNOmTezevZuEhAQCAgIYPHgwTZs2xdfXFycnJz755BPS09MLHhkZGWRmZpKZmUlCQgIHDx5k7dq1VKlSha5duzJt2jT8/PyeiNfEuRa51k608XYs0dcZprLDCnjVr3S/sJIz84hNyyErT0VOvor0HCXRKdlEJmVxOCSe8Pv/Ky5qYqjAUCGRo1SjUst8tj2Yz3rVY1hLz1LNXdFIkoS73X8rJ9bViImJYd26dQwfPZZTCQpqO1nSvYELvRq6UMvJirg0TcKwYN9NfjkZxoKBpd8uHjVqFBMnTmTFihVMmDBBR1+R7j38x8PjPO3/d9bQxabobb5imzHj0eK2gCInh8/z8rD6/nvtxxfKlEigBKGS2Lt3L+3bty84BGxmZvbUsxvm5uZYWT3aI8/BwYEJEyYU+gstKiqK4cOH07Fjx2fGkpiYyIIFC/jjjz9o2LAhVlZWtGrVivHjx9OrVy8UCgXJOSrMgf6N3Yr9Ne7ZswdD59r4uFjhalu8X1hRyVn8fS2Wy5EpXIlKJSIpq9DrLE0Maehuw7h2XjTxqEJ1O/OCqt9qtWZlau7em3y6PZi/LkYzoLEbbzT3KJe+Z/py+fJlRo4cReMJS0mSTfiyry8tHmpcXNXalPHtvfg7OJawRO228hQKBZ07d2bRokUVOoF6GgOFxMKBDfnwzyBO3EosdVJf4L+WRY+zSk7WblyhXIgEShAqiR07dtC7d+9iX69QKFCpVMW+PjMzEze34iU7Dg4OzJ8/n/nz55OSksKyZcvYtGkTAwYMQJIkfHx8SL4TgaUER/5NoPlDv6SfZsmSJVi6dS20ncnDcvJV7L8ex58XIjlxOxFZBjdbMxq62zC0eXU87MwxMzbAzMgACxNDXG3NqGJuVOQhYIVCwruqFT8O92fNqbtsuRjFzO3BBIYns+C1hjrfSiwPS5cuZdKkSdQf9jmJZtX4pIfPI8kTQK5SxfQt1wiKTGF8ey+t58zKKjyZrUgkSXrqmcJWXvZIEpy+o4MEqnr1wls1VRdn/SojkUAJQiWQl5fHvn37WLRoUbHf86xfDI9r374906ZNI6CEvfJsbW355JNP+OSTT1Cr1Wzfvp2VK1eSlJ6Nn5s1WbnKYo918eJFPBsNw6CIRCc2NYcfjtxm26Vo0nKUuNma8V5HbwY0rkZ1e+0P+RooJEa/XINRrT1ZfjSUr/8OQaWWWfpYQ+TKJCMjg44dOxIYGEi3qSsIVrvyVpsahfYWPHwzgc0Xo7C3MCYzR0lkUtb/tgBLKCIigiNHjrBv3z5tvwS9e9r/J662Zgxv4cHaM+FMaF+r2Cujj0tOTmajuzsjIiIwf3jL0Nwc5swp1ZhC+ar8f1YJwgvg6NGj1K1bt6CKdHFIklSiFaj169cTHR2tVf0ehUJBv379+PvvvwkOvs6N2AxuxqYX+86ulJRUlCY2OFiaPPFaYHgyPZeeYOP5SNrXcWLd6OYcn9KB/+tcWyfJ08MkSWJC+1pM6VaHXVfu8cORUJ2OX5batWvH7duhjF99hGBn0x2wAAAgAElEQVS1K8NaeDCtu0+h17auZc/UbnVoXtOOI//G89mOa3z3z7+cC0sq8bwjR46kRo0adO7cWdsvQe+KOgP1QPs6TsgyRW4PP8uOHTvw9fXleqNGKFavBg8PkCTNRz01+Bb0T6xACUIlUNLtO3j64djCODk5MXjwYMaPH8/SpUuJj48nJSWFrKysgjv4fvjhh2KPZ2NuxOQutZm79ybdFx/n97daPLVlSE5ODoqq3iTlSnSpX/WR1zZdiOSTrddwsTXl97eaU7uqVRGj6Nb4dl6ExKazYF8IVcyNGdq8cm21zJw5k6Br13nz+33sCknj7bY1+bh73SJX06xMjRjfvhYAYYkZfLzlKosP3mLJoVv8/X5b6jgX7989IiKCw4cPV4rVJ3j6ChRALSdLJAn+uR73xLbn0yQlJfHee+9x5swZfv/9d9q1a6d5QRTIfC6IFShBqOBkWWbHjh306tWrRO9TKBQl2sID+Omnn2jdujVVq1alT58+fPXVVxw6dIjffvuNH3/8kb59+5ZovLFtvTj6YQeqmBszeNVpTofeL/Lac+fOYenbEXNjg4L2IrIss2DfTab8dYWmNaqwfWLrMkueQJOEzh/gR9vajkzfepXpW69yv4x6oWnrwoULfLflON6T/+BelsT/vVL7qcnT42o4WPLH2Jacm96Jmg4WrDkVVuy5R4wYUWlWn4rzh4a7nTmDm7rzy8kwIu4XbxVq27Zt+Pr6Ym9vT1BQ0P+SJ+G5IVagBKES8PLyYsKECUiSxO3bt8nIyCio91TU4/79+/j7+5doHlNTU/75559CX1u0aBFxcXEljr26vTlbJ7Six5IT/Hj8Di29Cv8L/tSpU5jXbEyHOk6YG2t+NM3adYOfT4YxpJk7s/r4YmhQ9n/zmRoZ8MubTVmwL4QVR0PZdD6SzvWqMqlzbbzLMJkrqW6vBWD/+kLqudszo0ddGnsUv5XOw5ysTaluZ875u8W7U2zt2rUcPXr0qb3lKpri/KExoX0tNpyL5Mi/8Qx/SpmLzMxMxo0bx5kzZ/jjjz9o06aNDiMVKhKRQAlCBSdJEnv37sXR0RFfX18GDRqEp6cnsiyjUqkeeajVatRqdcHnb731lk5iyMnJ4eLFi+zcubNU73eyNqVTXSf2X49FluVCV0GCgoJQuHnjYqMpZHnydiI/nwxjZGtPZvasV66HuA0UEh93r0u/l9z4KzCSjecj2X89jh+GNqarjpvxakullpm6+DdMu36IiZEhy4a+pHUNI39POw6HhJCUmYedRdGFHiMiIhg9ejQffPABL7/8slZzlpXifl9ZmWp+XebmF51shYeH06dPHxo2bEhQUFBByRHh+SQSKEGo6NavR/roI1LS05Gio5H8/cv80On8+fMxMzOjR48epR6jnqs1f1yIJC4tF2ebJ6t9JycnQzUF6v92UzZdiMTa1JCp3Yq/7aRvdZytmPFqPca3r8XIX86xcH8Is/dc57XG7oxrXxMTw6eXX9C3yKQsxv4WyI04e8wtM1g/prlOCkA2q6FZvToder/IW/nVajUvv/wyderU4dtvv9V6zrJUnLOCNmZGOFmZsPfaPUa/XOOJ+mDHjh3j9ddfZ8qUKXzwwQcV5ntW0B9xBkoQ9KWQnlelGmPsWIzv3UMBSBERmlYQpRlLC6tXry7xIfbHvVRdc4D8SEh8oa+7uLhAZhIxKdkoVWoO3oinRwOXZ9aEKg92FsZsGteSka1r4OVoyXcH/qX7ouMsO3SLQzfjSCync1KTNwURnpBG4s4FHJrcFn/P0m3bAY98/77UwR97AzU7g2KKvHzYsGEkJCRw4sSJ0s9ZToqzhSdJEh+8UpuLESkERjy6nbly5UoGDhzImjVr+L//+z+RPL0g9J5ASZLUTZKkEEmSbkuS9LG+5xOECuFBz6vwcJBlzcfSJD6FtH4gK0vzfBkJCwsjKiqKOVrWqmngZkNNBws+3nKVkb+c43Lko42NPT09UWWlkZKdx4176WTkKmldy0GrOfXJxNCAoc2rs2ZkM355sylWpoYs3P8vo9ZcoMVXB/ly53VylcUvI6GtXVdiOHc3iTrKO1jev0k1Vy2KPj72/Wt4N4zXz25nX/A9NgdGPnH51q1b2bBhA9u2bcPWtug7LSuiktyt2snHCYCQ2HQA8vPzmTBhAosXL+bEiRN07dpVb3EKFY9eEyhJkgyA74HuQD1giCRJ9fQ5pyBUCLpKfIpo/VDk83owffp03N3dqVGjhlbjSJLEb2OaM/rlGpy5k8SglaeJSckueN3LywvMbXGxMeNsmOZuvQdbRxVdh7pObH/nZS7P7Myf41oy0L8aP58MY+L6SyUqJaGN5UdCMTZQYB13+YkWPiVWyPfvu0fX0SgxjHl/hzzyfFpaGkOHDmXEiBGVNoEo7t2q5saa1dDsPBUpKSl06dKFyMhIzpw5g7e3tz5DFCogfa9ANQNuy7J8R5blPGAj0EfPcwpC+dNV4lNUi4cybP2wc+dOxowZo5Ox3GzN+LRnPdaNaU6eUs3nO4ILXtuy9wAKSwc87S04fisRZ2sTHAspqFmR2Zob09TTjrn9/Zjeoy4HbsRx+k7RpRt0qVNdJ/JUaiIzwMbGRrvBCvk+DXSryyWHmrza4NGVrY4dO2JnZ8dPP/2k3ZzlpCQrUClZ+QCYG0GfPn3w8fFh27ZtWFtb6zNEoYLSdwLlBjy83hv133OC8HzTVeIzZw65Bo+dASrD1g/nz58nMzOTDz74QKfjNvGoAmgKN4LmLr/Dd3ORFAo6+Thx9s59YtNyGfLjGdadCSc0IeOp45XlVllxvdHCA4UEZ+6UvIp3abxST1N8NDlHTZUqVbQb7LHvUzUSczqMpnpGAh93r/vIa4GBgezevRuFovIeqS3uCtS+4FgAfls6H2dnZ5YtW4bB4/9/Ci8Mfd+FV9hJukdSfUmSxgJjAaqLhorC82LOHM0Zkoe3QUqR+OQPGsS7b7/ND7a2GMbEaH6xzZlTZnfhNWjQADs7Ozp16sT58+d1OrabrRnK/35xrVy5EvO6rWnmacep0ERylGoGN3Pn0I14Ptl2DYCXazkwvKUHfwfHcv5uEjEpOVgYG+BsY8q/cRnUqWqFvaUxn/asR52qVigUEleiUgiKTKGnnytVnnL7vT6YGRlgamRAWnZ+mcx3Oz4DSxNDcuLv4lBTy9IKj33/Hvby50bVmnxXLbPQQ/2urq7azVeOinvgOz0nn6//DsFOmUhe3G3W7tlTqZNGQXv6TqCiAPeHPq8GPHIbhyzLq4BVAP7+/mVzWEAQ9O1BgjNjhmY7pJSJz6FDh7jaoAGGp0/rIchnMzU15cyZM9SrV493332XpUuX6mRcWZZRqeWCmjp3wiMxtG9HdXtzFuwLoVNdJ+b2awD9IDIpm73X7rHubDjj1gViZmRA+zpO9PIzJzEjl7uJWQxu6s7lyBROhd6n++LjOFqZ4GJjSkxKNokZeXy6PZiWNe1xsTGl70tuNHS3xcbMSCdfS1GColLJylNRt5jtT7R14nYiJoYSN66eY8irU7Ub7LHv319bD6SqoZqe418r9PK8vDzt5itnxdnCM1BIWKgzybuyl21bt2JiUrm2lwXd03cCdR7wliSpBhANDAaG6nlOQagYAgK0XinatGkTAwcO1FFApePt7c369esZPHgwbdq0YdCgQVqPKcuQlJlHZp4SgNi4OCR3BXuu3sPFxoxvBzUqWBmobm/O2+286POSK7uvxNLTz4Wq1k/WkQLNFktMSjZBkSncz8yja31nvBwt2HM1lsjkLA7ciGPLpWiqmBvxfidvejZ0LbRxsS78cT4SSxPDIusm6ZJSpebQzXgM40MwMjLkk08+0X7Q/75/9169x7H1F/moUx2MiqgEX5Km1RVRcbbw1q35mdRN8zl18qQ48yQAek6gZFlWSpL0DrAPMAB+lmU5+BlvEwQBTWXunTt3Mnv27PIOhUGDBnHixAkCAgLo378/hoba/ehQKCQaudtyLiyJfJWaE2cDMXF7DVk2YPUIf2zMn1wdcrY2Y/TLT78TsGv9wreuuvlqkpjU7HyOhMTz66m7fL7zOl/uuk5LL3t6+rnSt5EbZsa6O89yNzETL0eLgnNe+nQ5MpmUrHwSDvzB2p9/1snWkizLbL8cw4ytV2nkbsvYtjULvU6SJPLzy2abUh+Kc4h827ZtfP755xw7dgxn54pVeV4oP3rfwJVleY8sy7VlWfaSZblsTr4KQiWXm5vL8OHDWbBggabAZAWwZMkS1Go1gYGBOhnP37MKuUo1+04GIredgImxMb+/1VyvzYJtzIzo08iNzeNbsff9NkxoX4uYlBymbblKt8XHiE3N0dlcdZytuBmbXibNh0/evo+tQT6KhFsMGDBAq7Hi0nJYdyac7ouP88Efl6nrYs3yNxoXufoEVOoECp6+AnX8+HHGjh3Lzp07qVWrVhlGJVR0opWLIFRABw4cwMLCguHDh5d3KI+wtLTk5MmTNG/eXKtxEjNy2XQhCmtFHm+vD8LEwZ0fRzTlpepa3j1WTJIk4eNijY+LNZO71Gb/9Tje23CJtgsO07KmPd19nRnk7/5Eu46SeKOFB2tP32X27ht8O6ihXqtTX4xIwVBSo1CWLgGMSMpk/ZkIjv6bwM3/ikTWdbZi/oAGDGhcrcgmzg8Sp8q8hSdJEqmpqYW+du3aNV577TXWr19PkyZNyjgyoaITCZQgVEDR0dHUq1e+DXQL4+TkRFBQkFZj3EvNps+yEySm56DOV2Nt58i6cW0LShuUNUmS6FrfmX0ftGXNqbsc/TeBj7dc5dzdJD7uVhenIs5bPUstJ0ve6+TNogO3aF/HkT6N9FfB5fq9NBwNsgktZOsuK0/J4j1BbDt+iTipCgZxNzG9shkDWYmBgQF51VuQWac7itx0DLKTMIq9iTr6GsHxd3hvbh7j8vJQKpUolcqCJtWyLD+y7TVkyBD27dun3d1469drfdNFaQwcOJDvvvuOyZMn4+DwaOX78ePHM2vWLDp37qz3OITKRyqrKrnF4e/vL1+4cKG8wxCEcvftt99y9epVfvnll/IO5RGdO3cmPT2dM2fOlHqMLl//Tch9JaiUdKhly6xBzXC3qzhd62VZ5pv9/7Ls8G0MFBJ1na3wq2ZD61oOdKpbtUTnpFRqmT7fnyA9R8nBSe2KXMnRVsMv9qPITScxNhpb9zqsHNaEVrUcOHjwIMO+XI1xyzcAqJIRRrKFB+Z5Kdil3UKRn01U1VaYZifgHLoLC0MZCwsLLC0tsbKyKnjY2NhgY2NDlSpVqFKlCnZ2dtjZ2WFjY0NoaCjdu3cnLCyMN954gx9//BFj4xKWjHjQOubxsh+rVuk9iVKr1dSsWRNLS0uuXbtW8PyFCxfo378/d+7c0frMn1DxSZIUKMuyf4neIxIoQah4EhISqFevHkePHqVevYrT/ej999/nr7/+Ijo6ulTv337wFO/9nYChOofD03pQ3aFsbvEvjTsJGWy7FM2lSE0tqbQcJV6OFiwe/BK+bsWv9P3P9TjeWnuB5QGN6d5AP+fZfjkZxpc7r5GXEM74vu3pYJ/G6FGj+Pfff/Ft1ZnUlhOo72jM+omdOBuWxNf7bnInIRMAW3MjfhvVnAbVtKtevnbtWt59913y8vL44osvmDJlSvHf7Omp6bv3OA8PuHtXq7iKIyIiAi8vL6ZMmVLQ83HYsGH4+fnx0Ucf6X1+ofyVJoEqWIqtCI8mTZrIgiBoLF68WO7UqZOsVqvLO5QCEyZMkN3c3Er13rt378pV+02Xa3y4RY5JydJxZPqlVKnlbZei5IZf7JO9p++R/41NK/Z707LzZI+pu+RVR0P1Ft+1a9dkExNT2dDQUFYoFLIkSXKrVq3k27dvy7Isy21GTpc9pu6SX1l4WM5TqmRZluX4tBz5dny6nJuv0lkcKpVK/uijj2RDQ0PZyclJ3rlzZ/HeKEmyrKlu8ehDknQW27OsWLFCVigUcmBgoHzz5k3Z1tZWTkpKKrP5hfIFXJBLmLOIMqqCUEFNmDCB2NhYtm7dWt6hFDh//jw+Pj4lfl9KSgovte+BqXcLxnXywcXGTA/R6Y+BQqJPIzf2fdAWJE2Np+KyMDZEkjSVrPUhPDycxo0b07x5M3Jzczn1zjvkODtz8vRpvDp1gvXrObTqC3IO/cCthEwO34wHwNHKBC9HS4wNdfdrQKFQ8PXXX3P//n1atGhB79698fPz48aNG09/YwXo+fj222/Ttm1bOnbsSJcuXfjmm2+0b4kjPNdEAiUIFZShoSFLly5l0qRJZGdnl3c4AISGhtK6desSv8/f3x/LFq9jbmLEmDaF1xOqDKpam+LtZMmt+Kf35ntYvlqNLIOBntp+bNiwAVNTU44ePYpiwwaar16N8b17mjWc8HAYOxbDP/7g90WfA3DtTum2X0vC2tqa7du3ExISgkKhoH79+rz66qukpaUV/oY5czRnnh5Whj0fAZRKJf369SM1NZWAgABGjRpVZnMLlZNIoAShAuvQoQPNmjXj66+/1sv4p0+fLnYbDrVaTXJyMr179y7RHPv27SPOshYKjyaMa+eFXRn3pNO1us7WXI5MITuveLfux6dp6kA52+in4nl8fDxWVv+dJZsx49GD2KD5fMYMXGvUBsDVvuyqaHt7e3P58mV2797NxYsXsbe3Z9KkSU/WXQoI0BwY9/AASdJ8LIMD5A8cPHiQxo0bs2XLFi5evMhXX31VJvMKlZtIoAShglu4cCFLlizhrh4O07Zp0wZPT0+SkpKeee2GDRuQJIlGjRqVaI73lvyJfdd3aFvbkfHtvUobaoXxelN3UrPz+etiVLGuj03T1GZy1tO2ZWJiIhYWFppPIiIKvygigrT4aGS1ipuJZd+3rnv37ty7d4/58+ezYsUKbG1t+emnnx69KCBAc2BcrdZ8LIPkKTIykj59+jB27Fg+//xzDh8+zEsvvaT3eYXng0igBKGCq169Oh988AHjxo3TacHCsLAwVCoVRkZG1KhRg7CwsCKvzcnJYezYsQwbNqxEbUK2nrhCboN+NKtmxqphTZ5azbqyaOpZBX+PKszbc4ObsUVsST0kKVOTsNjraeUtLCzsfytQTzlLFHn7Bvlxt7l+79kx68ukSZNISUlh0KBBjB07Fk9PT06ePFkusciyzBtvvEHt2rW5fv06/fv3r3B114SKrfL/NBOEF8DHH39MTk4OM2fO1Ml4eXl5LF++HEtLS0JDQ6lVqxY+Pj6cPXu20OsHDBiAiYkJP//8c4nmmb1yIwCr32qLqZHu+syVJ0mSWDa0MZamhoxdG0hO/tOTWn3+Sn7vvfc4ffo048aN0zxRyFkipbExm5s0Ydz7H2Lk4IGnffnW3DI2Nmb16tVER0fj6elJmzZtaNWqFVFRxVvR05WNGzeSlpbGvHnzMDHRz/aq8HwTCZQgVAJGRkZs2rSJdevWsXnz5hK/Pycnh5EjR+Lj44OlpSUmJiZ899139OnTB0NDQwIDA3nllVdo0aIFkiRhYGCAsbEx5ubm2NrasnfvXrZs2VKi1ae0tDRCb4UA+k0iyoOzjSnfDWpERFIW684UUr/oIQ9W3Z6VaJXGoUOH6Nu3L2PGjNE8ERDA4aFDCQfUQKRCwZv5+by2ZQu1ek9EMjJlSLOyu7PtaZydnTly5Ajnzp0jPj4eDw8P3njjDXJydNeP8HEqlYrr16+zbt06PvroI5YtW4aBwfOR2AtlT5RXFYRKwsnJiS1bttCtWzfq1KmDr69vsd539uxZunTpgiRJdOnShXfffZeePXtS/bHtnl27dpGTk0N8fDxxcXEkJCSQmJhIUlIStWrVon379iWKd9KkSZgZaX7E5CrVVNySmaXTqpYDbrZmXI0uvI/aA/XdNIe2z4Yl4e9pp9MYIiMjefPNNws+V6vV9P/rL3oPH86vv/6KOzA1+Dp/f7iCe9Y+9G3kWmb9BovL39+f27dvs379eiZOnIitrS2ffvopM2bM0Plcw4cPL+jlOHv27FLdUSoIBUpaOEqfD1FIUxCebe3atXKtWrWKVeTv8OHDsiRJcpcuXeT8/PwyiO5/HB0d5b6TF8geU3fJUcmVq3BmcU1YFyg3+OxvOeJ+5lOvG/Prebn/Dyfl7DylzuZWqVSyJEny9u3bZZVKUwxz1qxZsrGxsZydnV1w3aydwbLH1F3yh2uPykpVxSnKWhiVSiVPmzZNNjIykh0cHORt27bpbGy1Wi1XrVpVDg8P19mYwvMDUUhTEJ5/w4YN49VXX2Xo0KHPPFReu3ZtJEkiICCgzPt5SZKE2X/nnvKUj962LlegFlLa+L/OtZGBfj+cempZgwGN3QgMTyYoMkVncyuVSmRZpk+fPhgYGGBmZsacFesZ8cGMR870BMekIeVm8PMH/cjMSNfZ/PqgUCj46quvSEpKok2bNvTr14/69esTHBys9dgxMTGoVCrc3d11EKkgiDNQglApLViwoOAuIqVSWeR1rq6uDB8+nHfeeefJ2jt6ZmJiQlaOpgZSwI9naDX3IN0WHaPzt0ep/cleOiw8wvqz4Xo5G1RWajlZ8kXv+iRm5BISV3Ry4mRtCkCWDr9WY2NjevTowXhra/Ld3MjKyeHVjqPZLzWhw8IjpGTlkZSZR3RKNtWcHTExMaFLly46m1+fLC0t2bJlC7du3cLU1JQGDRowePBgrca8cOEC/v7+4k47QWdEAiUIlZCRkRFbt24lJSWFIUOGkJ9fdJuQlStXolQqmTx5chlGCKampiTma27dr+tiTUsvB9ztzPFytGR4S0+sTQ2ZsfUazb86wJKDt7gek1YpV6ZqV7VicFN33GyLrvN0P0NTysDWzEinc2/q25cFaWkYRkcjAUu3zWPItQPcvZ9F+4VH6PfDSWLTcpg3wI++ffsSGxur0/n1zcvLi8DAQLZu3coff/yh1ViBgYE0adJER5EJAkgV6QeWv7+/fOHChfIOQxAqjZycHF577TWMjY3ZuHEjxsaF1xpavHgxkydPJj4+Hjs73R5kLoqfnx+Gbd7CzL0eJz/u9MTrsizz1toLHLgRX/BcKy976jpbY2Qo0aKmPe28HVEoKv+KwapjoXy15yaXZ3bG1lyH9aA8PTXtWh7T7e2V3LR1w9XGlCVDXsLf046BAwdy+vTpMi8XoAtqtRoDAwPCw8OfuPmhOOLi4mjatCnr16+nTZs2eohQqOwkSQqUZdm/JO8RK1CCUImZmpqyZcsW1Go1r732Grm5uU9co1arOXv2LCqVivPnz5dZbEYmpqSZOFDXufDWIbIMJ24n0q62I8endGBy59pEJmfxx/kIfjlxl5G/nGf0r+c5eCOOiPtZhY5RWZgZa86fpWTpuKFwEZXHP9u7jMmda7P3g7b4e9rxxhtvsGXLFj799FPdzl9GFAoFJiYmpfr+zc/PZ9CgQbz55psieRJ0SiRQglDJGRsb8+eff2JsbEz//v0fqaMTGhpKtWrV2LZtG3v27KFr165lEtPp06e5pXJAaWzNGy08Cr1GkkBCwtHKBHc7c97t5M3xKR0J/rIbV7/owme96nH6zn1G/3qBtgsOM2jlaQ6HxFfKbb72tR0xMVSw9NBt3Q5cxGpMSymNdzt5Y2NmxPTp09m4cSP79+/n7bff1u38Zcja2pqDBw+W+H1Tp07F0tKSzz//XPdBCS80kUAJwnPAyMiIDRs2YGlpSZ8+fcjOzmbx4sXUqVMHFxcXYmNj6d69e5nEkpSUROee/XDqMJImHlVoX8ex0OsCw5PJzldR3/XJFSoTQwNGtq7B6Y87sXl8S6b3qEtUUhYjfznPgOWnOHU7Ud9fhk6525nzik9Vzt99ds/BEpkzB+Xj27bm5pqK5MDJkyeZN28eK1asoFOnJ7dRK5N33nmHFStW0KVLl2I3wM7KymL16tX8+uuvJSoCKwjFIb6jBOE5YWRkxPr163FwcMDDw4NJkyYxc+ZMAgMDsbYufBtNJyZMAENDkCTirez5v57jcRg8F4WpBbP6+D5x19OtuHQ+3XaN8esv4mxtyutNi76tvIqFMU087Bjb1osjH3Vgbv8G3EvNYejqswxaeZoD1+OeKJFQUWXmKTE31nHV64AAbk2ZQjholvQ8PGDVKggIICsri27dutGjR4//VSqvxGbOnMnp06e5cOECDg4OHDly5JnvOXz4MI0bN8bBwUH/AQovHHGIXBCeMyqVihYtWlCzZk2t71x6pgkTYPlyAFJMLek2ahmxVg40VCbz/pjOdKxbteDS4JhU1p0JZ8vFaGQZqtmZ8e2gRjRyty3RlDn5Kjaci+DHY3eISc3BzMiAYS09eKdjLaxNdXuXmy59vPkKO4NiODi5Pc42pjobNyQkBB8fn0fKVKjVaho1akRcXBzR0dFlXgNMn5RKJQMHDmT79u0MHz6cn3/+ucjVpfHjx1OzZk0++uijMo5SqGxKc4hcJFCC8BxKS0ujWbNmTJ06lZEjR+pvIkNDUKk4XLMJszqOIbyKKxt/n0bT2BB4qD5VSGw6vZaeIE+l5nV/d95/xRvXp9z2Xxz5KjUHb8Sx91osO4NicLA0YWavemTnqYhIyuL1pu5Uq1K+jXMfFhKbzoDlp3CyMmHlsCZ4V9VNc5u0tDRsbGxQqVQoFArUajXNmjXj+vXrBAcHU6NGDZ3MU9Fs3bqVoUOHYmtry4EDB6hfv/4jr8uyjIeHB3///Tf16tUrpyiFYlm/HmbM0NwUUb26Zgs6IKBMQxB34QmCAGgO3G7evJkpU6Zw+fLlIq/7559/uHjxYuknUqn4y7cjowfMRAJ+3TSTptHX4bEK6Rm5+eSp1Mzr34D5r/lpnTyBpklvN18XFg9+iW0TW+NgacI7v1/io7+usPTQbXosPs6VKN1V/tZWHWcr1oxsSmp2Pr2XneTHY3fIV2m//fhge/bu3bvs27ePxo0bP/fJE0C/foMz4WcAACAASURBVP2Ii4vD09MTPz+/R+4wlGWZRYsWYWpqio+PTzlGKTzT+vUwdqymHIcsaz6OHat5vqIrae8XfT5ELzxB0K0NGzbINWvWfKJv3vXr12UfHx9ZkiRZoVDIv//++yOvX7p0STYzMyt43cDAQHZ1dX1i/OMefnLNj7bLbwz6Us4yNJFlzY9AWTYweOS6bZeiZI+pu+Tg6FTdf5H/UarU8p8XIuUlB/6Vb8WlyS2/OiDXmr5bnrH1ipySlae3eUsqNjVbfvPns7LH1F3yK98ckYMik7UeE5AB2dDQUHZxcZHv3Lmjg0grj6VLl8qGhoZy3bp15fDwcHn06NGyr6/vC/fvUCl5ePzv58bDDw+PMg0D0QtPEISHDR48mJ49ezJixIiCMzJXrlyhYcOGGBkZcevWLSZNmkRAQACLFi0CICoqilatWtG8eXMuX77MmTNn2L9/PzExMUQ8VHdo2pxveav3VGokRbN821zMlA/VoBo79pE4DP87o6LPLhoGConXmlTj3U7e1HKyYvd7bXitiTsbzkUyb+9N/U1cQlWtTfllZDNWD/cnI1dJ/x9OcSQk/tlvfAobGxu++OIL8vPziYmJea5XngrzzjvvEBYWhlKpxNPTk/j4eE6dOvXC/TtUSkXUMivy+QpEnIEShOdcXl4e7du3p1evXgwePJh69erRsmVLDh06BEBiYiKNGzcmMjISV1dXMjMzcXNz4+rVqwWHc1VqGZeGbTFxrU399n2Q83MJjs3EytaOXWnH8VrxnWbbzsBAkzz98MMjMQSGJzNg+Sl+ftP/kYPlZWHalqtsDoziyuddMDXS8V1wWkrNyqf39ydwsjLhz3GtSj2Ov78/9vb27Nu3T4fRVT6BgYH07duXsLCw5+rg/HOtiGr6eHjA3btlFoY4AyUIwhMeFNpcsmQJ9evXx8fHhwMHDgCaPnnOzs6A5lBuhw4d8PPz49KlSwXJU1pOPn2/P4n5qx9j8FJ/rt6NJzg2k6q2Fvw5sR1eyxZoDozLsubjY8kTgLWp5pdZVl7ZNw72dbMmT6XWfRVwHbAxN6KbrzOXIlJQanEeqnnz5gQHB+swssppzZo1vPXWWyJ5qkzmzNHULnvYQ7XMKjLxXSYILwA3Nze++OILPvzwQ86fP49CoSA+Pp533nmHDz74gIULFwLQt2/fJ9772+lwrkan8vUAP7o3cCY/K53r16/z8ssvF3v+hHTN9l55lBmwNNH8mEvPyddp+QBdqWFvgVItcy81B3e70t012LNnT1atWqXjyCqX3NxcNmzYgNjFqGQe3G1XznfhlYZYgRKEF8SYMWOwtrbmxo0bAAwbNgw3N7eC5Olh8ek5vLfhEl2+O8qCfSG08XZgUFN3rEyNsLOzK1HyBHA/U1M52qUcEph7qZrWNk7WFS95AvBx0dxFd+bO/VKP0blzZ5RKJWFhYboKq9LZtWsXfn5+eHp6lncoQkkFBGi269RqzcdKkDyBSKAE4YWhUCgYMmQI6/+7PfjOnTt06NCh0Gu3X4phR1AM8em5dPd1ZtnQxlrNbWKo+VGTnV+2W3hqtcyeq/fwsDfHxqxiFtl0q6Ip6fAgySwNQ0NDrKys2Lp1q67CqnTWrFnDm2++Wd5hCC8QkUAJwgskICCA33//HbVaTUZGRsH5p8cpFJrb5ZYOeYnlbzTROvmo+t/qT2xqzjOu1K2dV2K4EpXK+528y3Tekjh+KwGAl2tp124kLy8PFxcXXYRU6cTGxnLixAkGDBhQ3qEILxCRQAnCC6Rhw4YYGBjQokUL4uLiqFu37hPXyLJMcHQqAPVcdNNDr9p/qyxRydk6Ga847qVm8/XfIfi4WNO3kVuZzVtSl8KT8XG2KrSpcnElJSWRm5tLr169dBhZ5bF+/Xr69euHhYVFeYcivEDEIXJBeIFIkkTv3r1ZsWIF8+fPZ8SIEQWvqdUyDT7bQ05WFiojcwg5RBPfiUiSVPAAzVbgg/8u6rWHn5Mkif79B2Bm1KzMEqgrUSkM//kc+Uo13wc0LlhRq4jC7mdhYmTwRNPlkti+fTtmZmZYWlrqMDI90EPLDlmWWbNmDd9//72OghSE4hEJlCC8YGbOnMnatWvJysqiQYMG3LhxA7VajUKhwLrtm9hV86JBFRl31xxk5+7IsoxarS6ovqtWq5/4vLCPDx73799n1qwveWXhIUITMsrka/zxeBgpWfkcnNwOL8eKnVRk56kw07I+1Z07dzA1rZiH5As8aNmRlaX5/EHLDtAqiVKr1dy4cYOWLVvqIEhBKD6RQAnCC8bOzo7q1aszb9482rZty/z58/Hw8CA2NpbWrVvr/BexWq3G1NSUKnnxHLtlxsnbibTW8rzPs7TysmdnUAx3EzMrfAJlZmxAeo7y2Rc+xcSJE5k9eza3bt3C27uCnveaMeN/ydMDWVma57VIoAwMDHByciIuLo5q1appGaQgFJ84AyUIL5j79+9z8+ZNoqKi2LdvHz169KB+/fp06tRJL6sYCoWCpk2bcmvrImQZjv13aFqfBjSuRk0HC2bvvkFOGd/5V1LO1qZEJmWhTVcIZ2dn3N3d+eKLL3QYmY7psWWHm5sb0dHRWo8jCCUhEihBeMHY2trSunXrQus/6ct7771H0EVNgUMLY/0vfBsbKvisd33CEjN5f+MlcpUVN4lqXtOe+5l5BMekaTXOkCFD2L17t46i0oPq1Uv2fAm4uroSFBSk2Sb09ASFQvPxv5IdgqAPIoEShBeMgYEBGzdu5Pfff2fz5s1lMufAgQNBrcLaUEVIbHqZzNmutiOf9arHvuA4un53jMNaNuzVl+r/VR9PzMh9xpVPN23aNNLT0zX/1hWRHlt2vPPOO1yZOpXcESM0Z6tk+X9nrEQSJeiJSKAE4QXk6OjI5s2bGTduHNevX9f7fAqFgo4dO5J+8xT/3IgjLq1s6kGNbF2DtaOaoVBIjPzlPHN2X9eq55w+ZOZpzj9ZmGi3Mmdra8uRI0fYtm0bPXv21EVouhUQAKtWaZrESpLm46pVOqk63blzZ5ZYWWGiemyl8cEZK0HQA0mbfXdd8/f3l0UfI0EoO7/88gvz5s3jwoULWFlZ6XWuiIgIajVqgce4H+noU5WVw0rU+PyZ9uzZw8GDB1Gr1ahUKtq1a1dQWDFPqWbO7uv8ejqcVl72fD+0MVUsjHU6f2lFJmXR5uvDTO9Rl7FtvbQe7/z587Ru3Zo2bdrwzz//FDSFfu4pFJqVp8dJkqZFiCA8hSRJgbIsl+iHkkigBOEF17NnTwYNGsTw4cP1Plfr1q2Jd2pKfp3OHJ/SodTNcx+WlpZGREQEjRo1wsHBASMjIxITE3F1dSU0NPSRa/8KjGL61qvUcrRkw1stsDGvGO1dunx3lKrWpvw2urlOxrty5QrNmjWjadOmHD9+XCdjVnienpptu8d5eGj6qwnCU5QmgXpB/jQRBKEor732Gjt27CiTuVavXk1M8FkAolNKX1Rz7ty5GBhoik/a2Njg5+eHvb09MTExREZG4urqSosWLZ5432tNqvHjcH/+jUtn/r6bpZ5fl2RZJikzH2cdNjv28/MjKCiIkydPsnfvXp2NW6Hp8YyVIBRGJFCC8IJ79dVX+eeff8jJ0f+5JB8fHxpWs0FW5fP94dvkKUu3tTJv3jxGjhxJQkICKpUKtVpNXFxcwXbVvXv32LBhAwqF4pGHJEm0r+NE0vkdbDgbXmZnsZ7m5O37JGbk0tTTTqfj1qlTh1atWjF16lSdjlthPXTGSg2k29np7IyVIBRGJFCC8IJzdHTEz8+Pw4cPl8l8+3f8RcaR1Ry/lci3//xb4vdv2LCBzMxMlixZgoODQ6FnfG7fvs3ly5e5evUqN27cICQkhNDQUMLDw4mOjqZK0nVkJE7eTtTFl6SV7w/fpqq1CX1ectX52IsWLeLatWtERUXpfOwKKSCA63v24Fq1KoZRUSJ5EvRKJFCCINC7d2+2b99eJnNZWlry++x3ybh6kB+P3SYsMbNE7585cyavvPIK5o9v1zzE1dUVPz8/6tevT506dfD29qZGjRpUr14dV1fXgoKhxobl+yMwO0/F6Tv3GeTvjomhdu1cCuPv70+1atV4//33dT52RfXNN98wceJEzMzMyjsU4TknEihBEOjbty87duxAXUZ3K3Xt2pXubnnk52Tx4R+BRVbhvnjxImlp/yswefr0aUJDQ1m8eLFW80tV3ACo5VS+bV6y81VIEpwKvY9KrZ8beqZNm8bOnTtRKrVrF1NZ/P333wwePLi8wxBeACKBEgQBb29v7OzsOHfuXJnN+euKJSiu7CAwMp1NFyIByMvL4+zZs0yfPh0HBweaNGmCjY0NdnZ2dO7cmd69e9O+fXvq1Kmj1dyStTMAtcq5T14VcyOaetgRGJ7MtehUvczx9ttvY2hoyJwX5DB13bp1uXPnTnmHIbwARAIlCAKgWYXatm1bmc2nUCg4sXY+uZHX+Oj3MxhbWGNiYkKrVq1Yvnw5/fr1Izk5mfDwcCZOnEhSUhIWFhZs2bJF67mbv+QHQExCktZjaePva7Gcu5tEx7pO1HO11sscCoWCgIAAli1bppfxK5qaNWuKBEooEyKBEgQB0CRQW7du1aqpbUlVc3Pj09dbozCx4PvfNpOamopKpSI5OZkff/wRW1tbqlevzqxZswgMDOTu3bvY2tpqPe+wPq8AMPyjsl+VSc3O55eTYYxac55Jm4KwMjVk5bAmGBno5sdxYmIiu3bt4ssvv2TIkCF06dKFatWqkZiY+EKUNIiKisLd3b28wxBeAPrv6ikIQqXQpEkTsrKyuHnzJj4+PmU2b6+XG/PNmSPsj7egr2RSJnO+XMsBK0UeIXnaJ2MlNW/vDTaci8TbyYK+L7nxRovqpUqerly5wvz58wkNDSUmJoakpCSys7NRq9UYGRlhbW2No6MjFhYWBY2je/TowZkzZ2jeXDcFOyui0NBQvLy0r+guCM8iVqAEQQBA+v13glJTqVuvXpl2sne3M+erfr5cjU5lxM/nyMlXPftNWjJQSBhkJmJiba/3uR6mVKnZcC6SV3yc+GdSe+b2b0B9V5sSjZGXl4ePjw+NGjXi9OnTWFtb06tXL7755hvOnz9Pfn4+eXl5JCYmcuPGDS5cuEB6ejqhoaG0bNmSli1b8uqrr5KRkaGnr7J8RUdHY2en25paglAYsQIlCAKsX488dix2WVmazx90socyqaXzetPqOFqZMGrNBb478C/Tuut/BSw56T5WTtX0Pk/BfJl5TFh/EYBeDUtf8+mTTz4hIiKCkJAQvL29i/2+mjVrcurUKQ4ePMiQIUOwsbGhXbt2LFq0CD8/v1LHU9EMGTKEb775hq+//rq8QxGec2IFShAEmDED6UHy9EAZd7LvWLcqA5tU4+cTYcSm6rdCuFqtJletwMWx7Fagfjx+h9N37jO7ry+9tUigVqxYwYQJE0qUPD2sU6dOxMfHs2nTJmJjY2nYsCE2NjZ07NiRlStXkvX490ElM2vWLH766Sfuiv53gp6JBEoQBOSIiMJfKOp5PZnYoRb5Kpk9V+/pdZ5r165hZF+NxrV0X/27KHlKNZIEQ5pVR5KkUo2xevVqsrOzdVKSYMCAAVy/fp24uDimTJlCeno6//d//4eFhQU+Pj6cP39e6znKg4uLC++//z7Tpk0r71CE55xIoARBIMnCovAXqlcv0zg8HSyoYm7ExYhkvc5j5eCCgbkNNeyLrmauK2q1zLXoVHYExfCSuy0GitIlTwBffvklvXr1wtjYWGfxOTk5MWPGDM6fP09WVhZXr17FxsaG5s2b4+/vz61bt3Q2V1mZPHkyx48fL9O6ZsKLRyRQgiDwS61aKB//pVxOnexdbMzYdeUeq4/rr5ZPmsoIAHV6nN7mAPhs+zVqTt9Dz6UnuJ+Zx4ddtCsAGhcXR7t27XQUXeF8fX05c+YMFy5cIDs7m9q1a+Pg4EC3bt2YPXs2165d0+v8umBhYcGUKVP49ttvyzsU4TkmEihBEKg+bRpza9YEDw+QJM3Hcupk/+uoZrziU5Wv9tzgxr20Z7+hFDJyNW1NYsJu62V8gNSsfH49HQ7Am6082f9/bWlVy0GrMQcOHMisWbN0Ed4zNW7cmODgYH744QeSkpI4cuQI33zzDX5+fhgYGODk5ETXrl3Jy8srk3hKasSIEezfv5979/S7HSy8uLRKoCRJGihJUrAkSWpJkvwfe22aJEm3JUkKkSSpq3ZhCoKgT3379uWHlBSu79kDajXcvVtunewdrUxYONAPazMjPt5ylcxc3fdwU/x3BunEuYs6H/uBq/+1Zvl9THM+710fLx20jVmxYgWpqaksX75c67GKa/z48ezduxelUkn79u1RKpUcO3aM0aNHc+rUKXr27FlmsZSEjY0Nr7/+OqtWrSrvUITnlLYrUNeA/sCxh5+UJKkeMBioD3QDfpAkSfetxgVB0AljY2NGjx7NypUryzsUAGzNjZnXvwFXolLo8t0x7iZm6nT8Jh5VsDGWuWVejy++0s/t7uoHFd1Lf+TpCZaWljRt2pT1ZVSj64GuXbty/Phxdu/ezahRo2jdujVz587l0KFDHDhwoMImKRMnTmTVqlXk5+eXdyjCc0irBEqW5RuyLIcU8lIfYKMsy7myLIcBt4Fm2swlCIJ+jR07lnXr1pGenl7eoQDQzdeFTW+3JC0nnwX7CvsxU3rGhgqWD2+BiX01VoQYs+Y33SckDd01Vc7P3tFtv724uLhSlzDQRsuWLfnyyy/ZvHlzwXNNmzZl6tSpTJw4kfDw8DKP6Vl8fX3x9vYu0x6PwotDX2eg3IDIhz6P+u85QRAqqOrVq9OxY0fWrFlT3qEUaOppR2svB67FpOp87Fa1HPjhDX9MXLyZ9ecZnY9/5s59AKpam+p03Li4OJo2barTMYtrwoQJZGRkEBwcXPDc3LlzqVu3Lm3atEGtVpdLXE8zceLEF6aRslC2nplASZJ0QJKka4U8+jztbYU8V2iHUkmSxkqSdEGSpAsJCQnFjVsQBD344IMPWLx4cYX5RXgkJJ4DN+J0cn6oMN18nbHNCEdVqy15St1+zT+dCMPD3pwBTXT3t6NarSYrK0vvd+IVxdraGjc3N7777rtHnj969CgJCQmMGTOmXOJ6mr59+xIWFsbs2bPJzc0t73CE58gzEyhZll+RZdm3kMf2p7wtCni4HXY1IKaI8VfJsuwvy7K/o6NjyaIXBEGnWrVqRZUqVdi9e3d5hwLAlzuvU93OnIUDG+ptDou4IDA252Rook7HNTMywMzIABND3R3/DAnRbGWWZbPnx3Xv3p29e/c+8pydnR0zZ858ZHuvojAyMuLo0aNcuHABV1fXCnteS6h89LWFtwMYLEmSiSRJNQBvQFQ0E4QKTpIkPvzwQ2bMmFEhms2mZudjYWKIhYn+7kGRE0IBdF4yIS0nn5ux6Ry4rrtaU0eOHMHc3ByFovwq0EyaNImYmBjS0h799xo6dChpaWnk5Oi3DU9p1KhRgwYNGpCUlMR7c5ahUlWMFVahctO2jEE/SZKigJbAbkmS9gHIshwMbAKuA38DE2VZ1n+LdUEQtDZo0CCaNm3KsGHDyn0rb0q3OlyNTmXlUf0V1XxQJsHa1Ein477kXgWAMWsv8I+Okqhz585RtWpVnYxVWjVq1EChULB///5Hnvfw8MDIyKjQ1UuVWkalLvQUh96lpKTQqFEj5n69kL6zfsd5yFwWbD5eLrEIzxdt78LbKstyNVmWTWRZrirLcteHXpsjy7KXLMt1ZFne+7RxBEGoOCRJYvny5SQlJTF79uxyjeX1ptWRJHRexuBhORmaA+rxabpdOZnZqx43Z3WjpoMFP53QTQJ448YNatSooZOxSmvgwIHY2NjQv3//J15zc3N7IoGKT8+h5dyDNPh8Hx/+GURkUtk1K96zZw+urq4k5kh0mLOLSxnW+BrGEnm84m01CpWPqEQuCMITjI2N+eqrr9izZ095h0K72o4c+TeBnHz9LGLn1O8NQBNPu0eeV6vV7Nq1i4CAAOrUqYO/vz+DBg1i8uTJ/Pbbb5w4ceKZ21WmRga4VTEjNVs3xUCjoqKoX7++TsYqjby8PHbv3s2GDRsK3UZs1KjRE/3nAu8mE5+ei6+bDfuCYzE00GFhrCKEhYXRd8BABoz/mIYjZ2M+YA7xmSp+HO7Ph694cTXost5jEJ5/huUdgCAIFZOLiwtxcfrtFVccbzT3YEzIBS5HptCipr3Ox1crjFFkJdPL///Zu+/4mq//geOvO5KbvQWZJIidELtKbVqrqFnUprRGbUXLFz9Vq1q1aqcIglKjRo1ajb1HkESIRCKDJDfj3s/vj5Q2lUTGHamc5+NxH3E/9/M5532D3HfOOZ/38UahUGBmlll2ICoqCoVCgYeHB7Vr1yYhIYFr166xfft2TOxdkNs4U6GUNZdOHc2x7R+P3uPE3Rh61/PUSaxxcXH4+fnppK2CCAwMxMTEhFatst9comXLlq9N7bnamwPwkb8b7f1cdLqo/p/i4+OZOXMmmzZv5nnJGjg07kPJ8pbEKGR09HNlTMsKlLY1Z3/4RSws9L+JtPD2EwmUIAjZKlmyJE+ePEGSJGQy/Y8a5KR2GQdkMgh+8EwvCZSDPJkEc1umfDkVpUJOTEwMaWlpdOnShfr162c5NyVNQ+MvlhJt6QVAXFoKIY+ekp4YQ3x8PFWqVMHGxubV+ZuDw7FWKZn0fkWdxJqSkmK0GlAAW7duzbWI50cffcSnn35KYmLiq+9DNVdbXO3MOXD9CR/Vcs/x2ryQJIm45HQyNFqcrFRkZKSzcOEiVuw/xwunyqhKVMOiV0NM5aa8W96Jfu+Uwd/DAVuLv9e3JSUlYWlpWag4BAFEAiUIQg4sLS1RKBS8ePECa2tro8Vha2HCyGbl8S9jr5f218wey9WIBHrU+QBTZc6rGi6ExzFp+1WeWpbl+Z/bGTRoEJsvP6N64w9Q3z+HTCZDq9WiVCqxtbXFxcWFGv3/R1iqgg2nwxjS2LtQcb5MZitXrlyodgrj7NmzdOvWLcfXnZycMDMzY8eOHfTt2xfIXFPXqkopNp4N40VqBlaq/H/saLVa2nfuykXHZpg4eWQeS0nk+cW9WJTxw6RuXzwsFDSoUBJLlZJG5Z1oVaVUtol/UlKSGIESdEIkUIIgZCs5ORmNRlMkPmxGNa+gt7ZrethT0yPn5OzWk0Sm7LjG+bA4StqoqJX0J6fv/MZXXVaiMr/BmOknsTXPHOFITk7m5MmTnDp1iiNHjrBpci+6LvyVOftu0cDbiWputgWO8+zZs5iamhqthEFaWhrR0dEMGDAg1/Pc3d1ZuHAhR48eJTw8nMePHxOndMDsg8k06zsWPz9fLmS4YW9pyoCGZfnI3x25/O9EJyE5nUR1Om725shkMpKTk/H39yfargrWPh50qmiJhSydS1HWXDPvjr2FCZPaVKKLv1uWdnKSnJysmxGogACYMgXCw8HDA2bNMtoG3IJxiARKEIRs3b9/n7Jly6JQFM99wLVaie0XIpi55wamSgVfflCJ7nU8qFtzJLVr18bMRMHXHatlucbCwoIWLVrQokULpk+fjq+vL0f/rz92fX7gy13XaFWlJLU8HahTNuuC9ZCQEAYPG86UieNp1qxZtvFcunTJqCOBO3fuRKlUUr169VzPS09P58qVK7x48YKSJUvi5+eHt3c5dqe/IKpMCw7EQ1rULSJlEhOiXrA46DjTO/ohV5owdukO4h0rI5MrSI+8zfM/g8hITcHBrz12Po3wdbfj2z4NXiVKIdEvKGGlyjJF9yY6GYEKCIDBgyH5rzsKw8Iyn4NIoooRkUAJgpCtu3fvUq5cOWOHYRSnQmKY+etNbkYm4u9pz8Kufng4Zn7ohoeH07t37zy1c+zYMVxcXHC6vI1bldtz+WE8vu527BiWmQRERETQp08fjp06i/uoQAYv2MK9HBKomzdv4uTkpLP3mF/Ozs5oNBq0Wm2Oo2DJycmEhYWxb9++1xaa937ynICzYZR3tqJZGX82/fwz669d4HHJmgzZ8ddGxCWqUUkZjbOlCWflFTDpMAkAU4WMnnU9GdvKJ8soUznn/G/xk5ycXPgEasqUv5OnvxvOPC4SqGJDJFCCIGQrJCSkWCZQ606F8tXu67jbW7C4ux/tqrtk+dD29vZm3759TJw48Y1t2dnZsWfPHgYNGkTkoS2kyc2IlGlxm2WKk5MT165do0yZMuzfs4svz2h46FyNqzduUa3y64vOGzZsSGBgIM2bN+eXX34x+NRqo0aNADh16hQNGzbM9pxvvvkGS0vLbO/S8yllzYwOVV89/+KLMYyRJK4/TuR+VAIxsbG08PfB3SHzfaWkabgRmYA6XUtVV9tX06SFZWtry507dwrXSHh4/o4LbyVRB0oQhGxdunQp1zuu3kZRiWr+9+sNGlcowYFRjejg5/raupoJEyZw8uRJMjLyVtupadOm3Lt3j+QXibyIDmd7wFq6d+9OqVKl2LlzJ/fv36dF8+b8r5MfpiW9+GTuz9m2M2LECE6fPs2VK1ews7Nj8uTJBq0UL5fLKV26NAEBATme89NPP9GuXbs8tymTyajqakv7mh70b1HjVfIEYG6qwN/TgXfKOekseQIoV64cd+/eLVwjHh75O24kL168YMyYMa9tuyPoiCRJRebh7+8vCYJgfAcPHpRcXFyk6OhoY4diMFqtVvp41Rmp/OS9UmjMixzP02g0kkqlkn744Qedx/DBnF2S+8jNklkJd8nV1VVq0qSJNGnSJOnMmTNZzps5c6akUqkkW1tbad26dZIkSdLKlSulypUr6zymf+rYsWOOfdy/f18CpPv37+s1hsK6ffu25OXlVbhGNm6UJAsLSYK/HxYWmceLkD59+kilS5eW2rZtK2k0GmOHU6QB56R85ixiBEoQhCyesVk/ogAAIABJREFUPn1K3759WbduHSVKlDB2OAZzIzKRE3dj+KJlBTwdc75LKzExkbS0NL2UE1g6qDn29nb4DF1K1a5jibNwZ9XajdSvX58pU6a8Ou/LL78kPj6e9u3b069fP+zs7BgyZAg3btzQ62hDx44duX8/+21p1q1bh62trdG3mnmTMmXKEBERQVpaWsEb6dULVqwAT0+QyTK/rlhRpNY/rVu3juDgYG7cuEFCQgLTpk0zdkhvHZFACYLwikaj4ZNPPqFXr140b97c2OEYVERcCgDvlMt9ofaUKVNwcHDgvffe03kMHo4WBAysh4nKjFum5Ymr2hX7/sv5bOHPzJkzh/Xr178618zMjPXr1/Pw4UM+/PBDrl27hlwuJyQkROdx/ZNarc526rBp06Y8f/5cr33rgqmpKa6uroSFhRWuoV69IDQUtNrMr0UoeXr48CFjx44lMDAQOzs7tm3bxrp164rE1kxvE5FACYIAZE7njxo1CrVarbNNhG88TqTzj6d4oMfNgHXlZYHHZ0m5j0wcPnyYd999V29xVHW15cT4Jpyc2JTNg+tRu4wDuyKt6Td+Fv369ePkyZNZzndxcWHNmjVUqlQJExOTHEeICuvo0aP079+fsWPHZnsXXsOGDZEkieDgYL30r0vlypXTe6JpTLdu3cLX15eqVTMX7Ts7O7Nx40aGDBnyn0hy/ytEAiUIAgDz58/n6NGjBAUFYWpqqpM2fUpZExL9gmm7rumkPX2q7maLuYmC7Rcicj2vZs2aXL16Va+xmJkocLUzp56XI6v61sLZWoWsUnPatm1LixYtcpymMzMzI1wPd4LFxMTQsmVLunbtyrx587I9Ry6XU6JECTZv3qzz/nXN0dGRuLg4Y4ehN2q1GnNz8yzHGjduTIsWLZg6daqRonr7iARKEAS2bNnC4sWL2bt3L7a2Ba+W/W8KuYzuddw5fS8WdbpGZ+3qwsGDB1GpVJiamqJSqXCytSLmzA52XniIhV0JzM3NsbCwwMLCAktLS6ysrLCysmL79u08fPjQYHGamSjwc7fj4bMUduzYgb29fY4jYFZWVkRE5J4AFsTs2bOxtrZm06ZNuZ5XrVo1jh8/rvP+dc3U1LRwa6CKOLVa/WpT7H+aN28emzZt4tatW0aI6u0j6kAJQjF34sQJPvvsMw4ePIi7e+E2e81OdVc7MrQSd6NeFGorE127fv06JiYmbN26FUmSyMjI4GIMrLmjYOT/LcPPPoOMjAwkSXpVQPLlV09PT4PGGhGXgoNl5jYup06doly5cowfP55vvvkmy3k2NjZERkbqvP9t27bxwQcfvPG85s2bM2fOHJ33r2sqleqtTqCeP3+OSqV67bijoyP9+vVjzZo1zJ071wiRvV1EAiUIxVhSUhI9e/Zk/fr1+Pr66qWP8iUzq0XfjylaCVRaWhqmpqa0adPm1bFmqRkc//4Ptj+U41+7Gt383YwYYaZbTxK5EZnI+NY+AHh6erJixQoGDBjA5cuXUSqVKJVK5HI5T548oXTp0jrt/9mzZzx8+JBJkya98dwePXowadKkHEdAigpTU1NSU1ONHYZePH36lBkzZrBo0aJsX+/bty/NmjVj1qxZKJUiBSgMMYUnCMXYnDlzePfdd2ndurXe+vB0tEAug3vRL/TWR0Gkp6e/thjaUqVk29AG1Cpjz9itl9l16ZGRooMfj96jwZzDtP3uD2zMlHSt9ffoYL9+/ZgyZQrx8fFER0cTERHBgwcPcHNzo3PnzjqNY968edjZ2VGpUqU3nuvp6YmpqSm7du3SaQy69rZO4WVkZNC9e3d69OhBx44dsz2nUqVKeHh4cPDgQQNH9/YR6acgFFOhoaH8+OOPXL58Wa/9qJQKHCxVRCUWrd/4s0ugAOwtTVnXvw4dvj/J90dCaO/rgkwmy6YF/Zn16w1WnniAr5stHWu48lEtd5yssk7JzJw5k5kzZ+o9li1btmS7NUtO3N3dmT9/Prdu3cLBwYHPPvtMj9EVzNs6hTdx4kSUSuUb76L95JNPWLNmTZbRVyH/xAiUIBRTy5Yto3///ri56X+aKjktA2uzovX7WlpaWo6b4poo5PSq58Hd6Becvhdr0LgkSWLDmTA8HCzYNLge41tXpKxTzoU99SkxMZEHDx4wfvz4118MCIAyZUAuz/z61xYvvXv35vbt23z//feMGTOG+vXrG3TLmbx4W6bwJk2axMqVK4mIiGDz5s0EBQXx888/o1Aocr2uffv2/P777waK8u0lEihBKIa0Wi0BAQH07dtX7309fJZMcpoGV3vzN59sQBkZGTkmUAAf1nBFIZex5Ihh6wUtPXoPdbqWkc3KY2Fq3KQzPj4ec3NzGjZsyIQJE/7e/y8gAAYPhrCwzI1MwsIynwcEMH36dBISEnj69CnXrl3j2rVrlC9fnuTkZKO+l396W6bw9uzZw/Lly/H19WXw4MEEBQXh6Oj4xutKly5NcnKyqAlVSCKBEoRi6Pjx4zg6Or4qtKdPv9+OBuA9H2e995Uf6enpuf6mbmGqpLyzFSZKw/2YvP44gXkHbtPBz4UPa7garN+ceHh48Pz5cz7//HPmz5+Publ55pYgU6bAvxOi5OTM4//g4+PDgwcPSEhIKFKV7VUq1VsxAtWpUyfee+89oqOjCQ8Px8/PL0/XyWQyypYty4MHD/Qc4dtNJFCCUAxt3LiRjz/+2CB9nX3wDFc7c6NNQ+Uktym8l8xMFDxXpxsoIrgblbnQvk/9Msjlhl139W9nz56lX79+eHl58c0336BQKHBxcWHmzJlIOW2Dkk0RTycnJ/bv38+ZM2c4evSofoPOo7dlBKply5bs27cPhUKBnZ1dvq718vLi3r17eoqseBAJlCAUM2q1mqCgIHr06GGQ/m48TqR6ESpf8JJGo3njWpFH8Sl4OVkZJJ7o52p+ufwYAEdL3VSCz48nT54wbdo0/Pz8UKlU1K9fnyNHjtC0aVNOnz5NamoqYWFh7N+/nxxrnXt4ZHu4Vq1aNG/enJ49e+ot/vywsbEhOjra2GEU2urVq2nZsmWBrvXy8tLbtj/FRdFa1SkIgt7t2bOHmjVr4upqmCmi2BeplLDOfYNeY0hLS8s1gZIkCUtTBQkpuh+BkiSJwzej2X3lMZEJah7Hp/AoPgWlXMbX7atQxgCjdWlpaWzatImNGzcSHBxMQkICdnZ21K1bl3HjxtGtW7ds6wS1atWK6IULSR49Got/HFfL5Wi//DLLMch8r5EJapas2kBVbze++eab7BelG1CbNm0YPXo0SUlJWFoWrZHRvDp79iz79u3j5s2bBbre29tbVCQvJDECJQjFzJEjR2jbtq3B+vN0tOT329GExRatDYXftIj80M1oQmOTaVxBd8lfQnI6d6Oe89Uv1xm4/hyn/rrDr6aHPWOaV+Dg6Mb0bVBGZ/392x9//EGfPn1wd3fHzMyMIUOG8OzZM7744guioqKIi4tj//799OrVK9cii86jRqFYvZonKhVaINHenjHW1tgPH86KFSuynKvRSny+6SLHw5IYM2YM06ZNQ61W6+095kXJkiWpW7cuv/zyi1HjKKj09HRGjBjB3LlzC7z1khiBKjyRQAlCMRMWFoaXl5fB+pverjLxyek0m3+Mn8/qfqPbgnrTIvL1p0NxdzCnR53sp6UK4sMfT9Ji4XHWnQ7jkwZlODWxKYFD6vNdjxp81qy8zkeeIiIimDx5MtWrV8fU1JRGjRpx4sQJWrduTXBwMGq1mvPnzzN16lScnfO3yF/Vrx+l1GrkkoTNs2d8/+wZgwcPZtiwYVnOUyrkRCaouRX5nDlz5iCTyVi3bp0u32aB9OjRgy1bthg7jHwLCwvj3XffxdPTs1DrGEUCVXgigRKEYiYsLIwyZcoYrL9aZRz4bXQj6no5MGPPdYMuys5NRkZGjqMsz9XpnLoXS9vqLigVuvkx+euVSO4/zRyFW9DVl2ltK2Oio7azc/ToUdzd3Vm+fDnu7u5s3LiRtLQ0Hjx4wMqVK/H399dpf3K5nMWLF6PVal/b0NjPww6QkMvlWFtb8+iR8Sq8v3Tz5k2D/iKhC7t27aJOnTp89NFHbN26tVAFXr28vHj27FmBpwAFsQZKEIqVyMhIHj16RPny5Q3ab2lbcwY29OJkSDDXHiVS3/vNtWr0LbcpvMsPE9BoJep76SbOx/EpDP/5AgDfdK5Op5r6L15asmRJZDIZsbGGKwQql8sxNzfn6NGjWUZHwmKTsFJlftxYWloafQG3Wq1m9erVnDx50qhx5FVaWhoTJ04kKCiIXbt2Ua9evUK3qVKpmDRpEhMmTPjPTmUamxiBEoRiZMOGDXTu3Blzc8MXtazpaY+5iYLAcw8N3nd20tPTcxyBuhOVWWCwUmkbnfRV0iZzY9221UvTtbb7G87+lxwqfr+Jj48PkiQRllPJAT0IDw9HrVZnSdDPhT7j2qPEV3XArK2tefr0qcFiyk5gYCA1atQw+C8SBREaGsq7775LSEgIFy5c0Eny9NLw4cO5du2aqEpeQCKBEoRiQpIk1q5dyyeffGKU/m3NTejboAw7Lj5i+/mIN1+gZ7mVMbBUZR5/HJ+ik75epGZW8PZzz1+tntwqfr+JXC7HzMyMU6dOFSTkAhk+fDgeHh7UrVsXyEyeJmy/QmlbM/rU9wTAzs6OZ8+eGSym7CxdupThw4cbNYa8uHHjBu+88w7dunVj165dODg46LR9lUrFF1988drCfyFvRAIlCMXEn3/+SXp6Ou+8847RYviiZQXqezkybttlPg04z9qTD4h+bpw7sjIyMnJMoJr4OFPCWsWE7VfQaqVC92WiyFyrkq7JZ1t5rPidExsbG86dO5e/PgsoOTmZffv2vdrIduu5h3y0/DQJKenM7Vz91bY0Dg4OxMfHGySm7Jw5c4bIyEg++OADo8WQFzdu3KBFixbMnTuXMWPG6GxD6y1btrB27dpXzyMjI/8TI3FFkVgDJQjFxMvRJ139IC4IE4WcVX1rseDgHfZceczeq09YciSEI2Pfw9bcxKCx5LaI3NnGjM+almParuuExibhVaJwxTTNTRSYKGTEJWdWv05J03A5Ih6tVuK3G1HciEykrKMlI5uXx8xEwbnQZzxJVGNp7Y2fQwbez/616Dqbit9HTgWzYvtBbj58SkxsLElJyUhlGrIvNIPyxzIrTpeyUVHSxpzKLjZEJ6q5EZlIUqoGpUL2ao1S7ItUTtyN4UJ4HEmpGup7O3DvaRJVXW2Z3rYyzn9NR/7bxYsXkSSJjz/+mEfxKXy58xoNvB1Z2adWlj39nJycuHr1aqG+nwUlSRLjxo1j+vTpbyyiakz/TJ50uWNAREQEI0aMQJIkWrVqRenSpQkODmbEiBE666M4EQmUIBQDKSkpBAYGcunSJWOHgqVKydS2lfnyg0ocvfOU/muDmbbrGou6+Rk0udNoNLnWOkpIzrxbUGVS+A9amUxGFRdbgi5kJkKB5x4S/1f7pgo51d1s2XX5EVvOPUQmy5ytA+CDMQA0un+elnfPUPJFLO+GXsLMtfSrtk/cieazH3YRZ1YKmYkveIGJF7ycLEwG/m9fZsHEGu52XHz45tEfZ2sVTXycsTU3wcxEjoWpkt+uRxGdqGZd/zrZbnJcrVo1tFotGRkZHLkVTWqGlpkdqr52rrOzM0lJxqkJtmPHDhITEw2yiXZ+xMXFce/ePdRqNbGxsXz66ac6T54Apk2bxpAhQ8jIyGDSpEksXbqU4OBgateurdN+iguRQAlCMXDixAkqV66Mu3s+FzDrkUwmo4mPM2Nb+jDvwG1quNvxyTtlDdZ/RkYGKpUqx9ff83Fm0eG7bDgdxsQ2FQvd3+fNyjFy0yVWnbjPez7OdPF3w1Qhp6anPQ6Wpjx8lszuK49Jz5Co5maDu70Fsj17OLh2N8tqtue4V2bZAcfkBLp6qrA9FsLeC2FciVKj0ZjR1lPOgPfrU97ZGsVfU4abNv3MsKFDKVOmLBnpaQSjQLL3QGtdEnsrc6YO7UGThvVJ12hJTtOglSTsLUwpYa1C8a+9+HZffszIzRfp/ONplvaq+drehjY2NshkMm7duoWNmT0AqRna174ParWalBTdrC3Lj7S0NMaPH8+yZcuKzOjTkydP+Pbbb1m9ejVly5bFzMwMlUrFggUL6Natm877s7S0xNbWlqFDh+Lj40PPnj1p1aoVpUqV0nlfxYFIoAShGLh58ya+vr7GDiNbn77nzfE7T1l27D59G5Qx2ChUblN4ANXcbGlU3om9VyN1kkA1rViS81NbICGhUr7+Ae7uYMGn75XLenBAD8qZaRkwdQqP49WEV6jG2nZDWR5jgnbfbbTqF9g/PsORFV/jaPf6HYN9e3bn9PGjSJKEmZkZZmZmmJubo1Kp2LdvH73arcLNzY2FCxfSuXPnXONv5+uCtZmSUVsu0fnHU6zvX4eqrlmrYKtUKi5fvsw7rToCcPBG1Ks7GQMDAxkzZgyPHz9mwIAB+fnW6cQPP/yAj48PzZs3N3jf/5SRkcHBgwdZv349+/fvp3fv3ly5cgU3N/2XtmjSpAkrV65k3LhxzJ49m88++0xs51IYkiQVmYe/v78kCILuDRkyRFqyZImxw8jRhtOhkueEPdLDZ0kG67N79+6SlZWVlJCQkOM5y4+FSJ4T9kjPXqQaLK68WHHsnuQ5YY/Ud+TkQrXz6NEjqW3btpJMJpO2bduWp2sePH0hNZhzWKo2fb90KzIxy2slSpSQRo0aJUmSJA1Zf04qP2WvFPNcLa1evVqSyWRS27ZtpaioqELFXBDHjx+XnJycpOvXrxu035SUFGnr1q3S0qVLpZkzZ0pDhw6VSpUqJdWtW1f64YcfpJiYGIPGExMTI1lbW0upqamSVqs1yt9FUQWck/KZs4i78AShGLh16xYVKxZ+FEVffN0yV+y83BvOEDZs2ICtrS3+/v5ota9PNQFUdckcYdlz5bHB4sqLO3fvAjB32oRCtePi4sLu3bsZNmwY3bp1o2nTpowcOZLAwMAc96sr42TJ5sH1MDNR8MmaP4lM+Hs6buDAgXz33XesWbOGIY29SMvQcuRWNNOnT6dDhw7s3r0731vGFNaRI0fo3LkzmzdvpnLlygbte9euXYwfP55Lly6RnJyMj48Px44d48yZM3z66ac4Ohq2oKyjoyPlypUjODgYmUxm8L+Lt41IoAShGLh16xaVKlUydhg5qupqg4eDBYHBD5GkwpcNyAulUsmFCxeIiIigU6dO2Z5Tz8uRhuWcmL33FvefvjBIXDlRq9U0atQIK8eSbDh8EXl6Cs721jpp+4cffni1ye+2bdv4+OOPsbe3z7E+kLuDBWv61ea5OoNPVgcTl5R5d+Hs2bOZMmUKAwYM4EjQBlztzJkUdIVYVWmWLFmik1jz48CBA3Tv3p2tW7fSrFkzg/f/559/MmjQIJYvX87s2bMZNWoUFSpUMHgc/9S4cWOOHTtm1BjeFiKBEoS3XFxcHMnJybi4uBg7lBzJZDIGNCzLubA4/giJMVi/zs7OHDp0iN27dzNr1qzXXpfLZXz7kS8qEzm9f/qTe0ZKohISEij3bgfuuTTHedBP+Nepz9wedXW6XmzatGmcOnWKR48eoVarGThwIMOGDaNSpUo8ePDgtfOruNiyvLc/D2KT+OC7E6z+4wEJyenMmDGDefPmMW7MKN5Vn4b4R5ToOJE0VT6LiBbSnj176N27Nzt37qRx48YG7fuls2fPUqdOHaP0nZOEhASdF+QsrmSG+m0vL2rVqiUZquibIBQXd+/epVWrVkV+53V1uoZWi46j0UrsG/ku1maGqwv1448/Mnz4cH799VfatGnz2utXIxLot/ZPNFqJ1Z/UpoaHvUHikiSJ7WfvMnr17ygc3HCyNKFjDTc+rOlKFRfbNzdQSGFhYbRp04b79+/nOKV3PuwZ/7fvFsGhcZgq5DSt6ExnfzcenNzN0CGDkVs64DliHYMaeetkMf6bXL16laVLlxIUFMTu3buNlsCkp6djb2/Po0ePsLXV/99VXlWtWpV169bpfDPp/zqZTHZekqRa+bpGJFCC8HZLS0vDxsaGxMRETE1Ns7ym1WoJCgrit99+w8rKCjs7OxwcHChVqhQdO3bM9S41fTgf9oyPlp2mc0035n1k2LsG+/XrR0BAAOfOnaN69eqvvR4Wm0Sf1X/y9HkqgUPqv3YHmq6lpGkYsPokp0KfQ2IUc/s24UN/T0yVhp04uHv3Lj4+PjmuE3vp2qMEtl+IYPflx8S8SMPVzpzWTnGc37MBTbOx2Fuasr6/fpKZtLQ0goKCWLp0Kffu3WPw4MEMHjyY0qVLv/liPdm3bx8TJkzgypUrRovh306ePEnr1q2JjY197WdBcVeQBMrod9798yHuwhME/fD29pZu3bolSZIkPX36VBo7dqxUoUIFSS6XS0qlUvL09JRcXV0lR0dHydraWlIoFJKzs7MUEhJi8Fi/PXBL8pywR9r8Z5jB+27evLlkYmIinTlzJtvXoxJSpPqzD0l1Zx2SniSk6C0OjUYrdVh0WPIY/4tUod0wKUVtvLsA79y5I8lksjyfn56hkfZdjZSazT8q+X19QHqhTpe6LjsldV12SuexPXz4UPryyy+lUqVKSU2bNpW2bdsmpaWl6byf/EpOTpa8vb2l3bt3GzuUVzZs2CCVKFFC2rt3r7FDKZIQd+EJgpAdHx8ffvjhB6pWrYqzszNr1qyhatWq7N27l9TUVEJDQ4mIiCAmJobExETi4+Nxc3PDx8eHNWvWGDTWUc0r8G55J6buvM7F8DiD9n3w4EHef/99GjZsyJEjR1573dnGjFV9a5OoTuerX67rLY5vg05yKTIF27v7ubnze8xUxhstkMvz9zGhVMhpXbUUsz+sRlxyOnuvRmKqlJOmyX0EK68kSeLkyZN069aN6tWrEx8fz5EjRzh8+DCdO3fGxMSwWwJlZ9asWdSoUYO2bdsaO5RXPv30Uw4ePJjtFLVQMKKQpiAUAxYWFixZsoQmTZqwZs2aN27dYGVlxfnz55kwYQIDBgwgKCgItVpNREQEWq0WSZLQaDSv/qzVal89snv+8tg/f3t7OSWU3W92qCwp1XsBfVf8waEJLXC2zn7/NX3YuXMnvXr1omXLluzcuZO2bdui1WrZv38/q1at4o8//iC9Yiv2pnbF2rU7qtQ4bG1tadu2LQsXLsx3wvFvR87d4PtTT7BMfcbl7d8bde/Cwqhdxh4vJ0s2nAnDxqzwHzWpqals2bKF7777joSEBD777DNWrlyJjc3rBUSN6caNGyxfvpzLly8bO5RX1Go1arU626lpoeBEAiUIxUCNGjUoW7Ys33zzTb6umzt3Lm3atKFz5844OztTo0YNlEolcrkcpVKJUqlEoVCgUChePX957OWfTUxMXj03MTF59bqJicmrx7+fK5VKlm/Zw4kUOxpNXM+fcz/GxspCT9+d123YsIG4uDjatWtH6dKliY6OBsDb25uPP/6YLr0+oV/QQ0r1WYiKNGSpLwiMeMCWDz7n0/b1mTasV4H6vR0RQ99Vp1CaW/H77D66T54CAmDKlMzNiD08YNYs6JV7rAVNCGUyGQPf9WLyjqtUcbEp8Nqtx48fs2zZMlasWIGvry8zZsygdevWhU5U9WXTpk3079+/SN31Ghsbi5OT0382GS+qRAIlCMWAs7Nzge/Ce++994iNNVyBy5caNWrEoqATLPpThU+//2NF/4a0a9NSL309e/aMzZs3s3fvXi5evMiTJ0+QJAlHR0cqVarEsmXLaNu2bZYP7TW2Lhy8GUVcUhrPktOJcvfkTmQcq8NMuP7VT2z5Kn/blYREJdJq/hHkFrb8PKwxpWx1POoWEACDB0NycubzsLDM5/DGJKqgOvu7suqP+9yOeo6nY/4T4O3btzNo0CB69OjB77//XqRrmb1kb2/Pw4cPjR1GFrGxsQYv2lkciARKEIoBJycnnj59auww8m1Up3excrrH//bC8N/i+TxwAUqlAlOZFitZKk4mGThZq3C0s8HS1gFLG3vKuZWgeY1y2FlbZtumVqvl1KlTbNmyhRMnThASEkJSUhIWFhZ4e3vTsWNHunXrRsOGDVGr1VhYZP/B36CcEw3KOZGRkcHChQs5umQJEZHRuHQcy1nv+pTsOgNNdAim1g6YxdyhhDaW0i4ueHh4UL1aNfr06fPqTqh0jZa2MwPRKqwI+rQBtcrroUL0lCl/J08vJSdnHn9DAiUV8G5tlVLBqj616LP6T0KfJvP77Wia+OTtva1fv54JEyZw+PBhatSoUaD+jcHZ2Znz588bO4wsRAKlHyKBEoRiwMnJiZgYwxWo1KWBjbzxL+PAgp1nuPjAkQyNhlSUJKlsiVIoQQLi/nqQClciyNh8kReX9pOR8ARTexdUrj4olCZoo0N4eioIrfo5JUuWxM/Pj4EDB9K9e3ecnJwIDg7m559/ZuTIkdy9e5ekpCQqVarEtWvXsow+LVq0iEmTJr2qjWRmZka7du2YN28ebu4eDFoUxIG40ph7+QMSWlrw/PlDolWOXFSqCDrziLE/9cLVVI2ZrRPPbCsguVZnXH07avl46OcbGR6ev+N/KexUmVcJK/aOfJfuy8/w+aaLzP/IlxaVS+Y6nfTjjz8ye/Zsjhw58p8YdfonZ2fnV1O+RYVIoPRDJFCCUAyUKFGCsLAwUlNTUalUxg4n32p42LPh86x3D2VotETEpZCQkk5KugYrlRKVUs79mCR+OnGfP21KvDrX0SQdSZPOM3dfmjTvintJR77+oDxHD+xh586dzJs3j0ePHqHVal8lVgMGDKBJkybUrVuXd955h9OnT3P9+nXat29PWFgYo0ePZvTo0SiVSpycnLIkGqvHZK4Za9SiJWvXrWPRobscv2NDWSdLPBwsCA51ItjJgyQgCTBNf84QPxM+6/CO/r407dyHAAAgAElEQVSJHh6Z03bZHc/FuXPnCl0PzMbMhBV9/Bm47hyDN5ynupstS3rUwNPx9VHCefPm8eOPP3Ls2DG8vLwK1a8xlCxZkqioKGOHkcUff/whFpDrgSikKQjFgCRJdOnSBRsbG1avXl0sFpM+S0rj7sMnTBkzguexUaSkpJCstCXVuSLyqu+T9jSUuK1TKevpTsOGDenatSvNmjV7bcTl9u3bVK9eHRcXF8LCwqhZsyZ79uyhVKlSufa/fPlyRowYQUJCQrbTgA+fJXPv6QtMFXJql3XARKHnRdH/XgMFYGEBK1bkOoX3wQcfEB4eztWrVwsdQmqGhl2XHjNj9w08HS1Y1acWpe3Mgcx/o9OnTycwMJBDhw7h5uZW6P6MITIykho1avDkyRNjhwJkTlm7u7tz6NCh/9xoniEVpJBm0byNQRAEnZLJZKxfv55Lly4xf/58Y4djEA6WpoScP8HvB37Fzs6OChUq8K5vObpUsqK13RNUpSvQcdFBdh8LZuXKlbRo0SLb6SofHx/++OMPlEolgYGBnDt37o3JE8CQIUOwsrJi1KhR2b7u7mDBez7ONCjnpP/kCTKTpBUrwNMTZLLMr29IngBOnz5Nx44ddRKCSqmgay13Fnbz40FMEq0WHefr3deJT05jzJgx/PLLLxw/fvw/mzxB5nR5fHw8yf9eb2YkJ0+efHUzhKBbYgRKEIqRhw8fUq9ePZYtW0a7du2MHY7erV+/nmHDhpGUlPTaa6v/eMCcfTextzDlt9GNsLPQfbHKefPm8eWXXxIWFpanpKuoefLkCaVLlyYyMlLn8R+6EcXA9Zk/75XadKyvb+PIxiXY2xtmn0F9atKkCWPGjCkS/8dGjBhB6dKlmTJlirFDKdLECJQgCLlyd3cnKCiI/v3762RKpqjTaDQ5Tlf2b1iWHZ++Q2xSGrP33izwnWa5+eKLL/Dy8sLb25ubN2/qvH19W7p0KXZ2dnpJ/hr7lEAhA9v4O5jGP2DL8oVvRfIE0K5dO3bv3q37hgMCoEwZkMszvwYE5Hq6RqNh27ZtfPTRR7qPRRAJlCAUN3Xr1mXx4sW0b9++yN0tpGsajSbX16u62jK4kReB5yIYvOE8956+0Gn/crmc69ev4+3tXaS29cirGzdu4O7urvN27927R6cPO5GRFI+LsyPnFw+lgluJN1/4H9GuXTv27Nnzxg2Y8+XlGrawMJCkv+t45ZJEHT9+nNKlS1OhQgXdxSG8IhIoQSiGevbsSa9evejUqROpqanGDkdvchuBemlcSx9GNS/PmXuxjN16mdP3YwiNSSJDR3u3yeVy9u7dS2hoKIGBgTpp01ASEhKwtrbWaZv37t2jSZMmvNOgHhf/14ElIz7E3Nxcp30YW/ny5bG2tiY4OFh3jeZWxysHgYGBdOvWTXcxCFmIBEoQiqkZM2ZgZ2fH999/b+xQ9CYvCZRcLmNU8woMaFiWi+Hx9Fhxlve+PUqNGQdZefy+Tqb23Nzc+PDDDxk+fHih2zKkhIQEne41FxoaSrNmzZgyZQoTJ07EwcaKcs66TdCKikGDBrFgwQLdNZjPOl4ZGRls376drl276i4GIQuRQAlCMSWXyxkzZgwBb1hH8V+WlwTqpSGNvfFwsMBKpWDy+xWpXdaBWXtvsuPiI53EsnbtWuLj45kzZ45O2jOE58+f62xdUnh4OE2bNmXcuHEMGTJEJ20WZUOHDuXo0aO6W/uWU72uHI4fOnSIMmXK/Cdraf1XiARKEIqxxo0b8+TJE27fvm3sUPQiPwmUuamC1Z/UAmRs/vMhI5qUo04ZeyZuv0L3FaeJTEgpVCxWVlbMmDGDKVOm8NNPPxWqLUNJTk7G1ta20O1ERETQtGlTPv/88//cKFxBWVlZMXLkSGbPnq2bBmfNyqzb9U8WFpnHsxEQEEDv3r1107eQrUIlUDKZbJ5MJrslk8muyGSyHTKZzO4fr02SyWQhMpnstkwma1X4UAVB0DWFQkG3bt3YtGmTsUPRi/wkUADlnK1Z0682z5LT6PTjKa48SiBNI3EhLJ4lh+8WOp5JkyYxbdo0Bg0axNKlSwvdnr75+fmxc+fOQrVx9uxZmjRpwtChQ3OsifW2atasGTdu3NBNY/mo4/XixQt2794t1j/pWWFHoA4CVSVJqg7cASYByGSyykB3oArQGlgqk8kUhexLEAQ96NGjBwEBAbq9Y6iISE9Pz3fV9dplHDg2rgnfdK5OzzqeNPEpQZpGy4HrUTx4+no9qfz66quvmDVrFiNGjCjyRU3XrVvH06dPWbVqVb6vDQsLo2fPnnTu3Jnp06czduxYPURYtN27d49y5crprsFevSA0FLTazK85FEHdtWsXDRo0wNlZD5tSC68UKoGSJOk3SZIy/np6BnhZPrYDsFmSpFRJkh4AIUCdwvQlCIJ+1K5dG2traw4cOGDsUHROo9EUaDNcW3MTutZ2Z1q7yqzpV4fPmngTm5RGUlrGmy/Og0mTJrFgwQLGjRvHrBymYIoCOzs7HB0dCzTF27hxY7y9vbl9+zYff/yxHqIr+kJCQnSbQOVRQEBA8fie57Mulq7pcjPh/sCWv/7sSmZC9VLEX8cEQShiZDIZo0aNYtGiRbRp0+bNF/yH5HcKLzsXwuNYeuw+VV1tqOKiuzvSRo0ahbm5OcOGDUOtVjNz5kydta1LMTExfPDBB/m6Jjk5mSdPnvD1118XKIF9W4SEhNC0aVOD9hkdHc2pU6fYunWrQfs1uH/v7fiyLha8cXsiXXnjv2yZTHZIJpNdy+bR4R/nTAEygJfpX3Y/sbK9F1gmkw2WyWTnZDLZuadPnxbkPQiCUEjdunXjypUrXL9+3dih6JRWqy10ArX6jwdotBLXHiUyaP05bjxOJDQmiQvhcWi0hStxMGTIENasWcOsWbMYN25codrSh5s3b6LVamnUqFG+rnv48CHu7u7FOnlKSkri6NGj+Pr6GrTfLVu20K5dOywtLQ3ar8EVoC6Wrr1xBEqSpOa5vS6TyfoCbYFm0t8FUyKAf5avdQMe59D+CmAFZO6Fl4eYBUHQMZVKxbBhw1i8eDErVqwwdjg6o4sRqAmtK1LN1ZbIBDW/XH7M+9+dePXaO+Ucmda2Cj6lCl7LqG/fvpiZmdGzZ0/UajVLliwpVLy69N1332Fra5vvRCgsLAyPnG67Lya++uorGjVqRI0aNQza78aNG5kxY4ZB+zSKfNbF0odCTeHJZLLWwASgsSRJ/0wFfwF+lslkCwAXoDzwZ2H6EgRBv4YOHYqPjw+zZ8/GycnJ2OHoREHXQP2Tu4MFQxp7AzCiaTlWnXiAuYkCS5WCWXtv0mrRcTYOqEvD8gX/nnXr1g1TU1O6dOnC+vXr8fX1pXPnznz22WdGG8UZPXo0K1asKFDdqvDw8GKdQF28eJH169cbfL/Ju3fvEhYWRrNmzQzar1F4eGRO22V33EAK+z/ze8AaOCiTyS7JZLJlAJIkXQcCgRvAfmC4JEm5b0olCIJROTs706lTJzEClQsnKxUT21RkZPPyDHzXiynvVwJAq4Nq5R9++CGRkZGMHz+e9PR0Ro0axaVLlwrdbkGtXbuWL774gvHjx+f7WjMzM0JCQvSyQXNRp9FoGDx4MP/3f/9n8LvgNm/eTNeuXVEqdbm8uYjKZ10sfSjsXXjlJElylyTJ76/H0H+8NkuSJG9JknwkSdpX+FAFQdC3kSNH8sMPP5CWlmbsUHRCF2ugcnP2wTNK2qho4O2ok/acnZ2ZMmUKp0+fRqFQkJJSuOKdBXXy5EkSEhL48ssvC3R9jx49UKvVrF27VreB/Qd8//33WFlZ8cknnxi8723btvHRRx8ZvF+jyEddLH0pviv8BEF4TfXq1alYseJbU1hT1yNQ/3Yu9BmNypdAqdD9j1KZTEZ0dLTO282Lr776ikqVKhV4HzyFQsGKFSuYOHEixenmIEmSmDp1KsuWLdPrv7vs3L17l6ioKBo0aGDQfo0qj3Wx9EUkUIIgZDFz5kwmT55MfHy8sUMpNF2sgcqNjbkJJ+7GcPS27hMdPz8/o5Q20Gq1HD9+nJEjRxaqnRo1avDxxx/zxRdf6Ciyok+r1fLixQt8fHwM3vf27dvp1KkTCoWoWW0oIoESBCGLBg0a0K5dOyZPnmzsUAotIyNDryMBi7vXwEQp45M1wXyz/5ZO2/7xxx+5dOkS9+7d02m7bzJgwAAABg4cWOi2vv76a44dO8bhw4cL3VZRl5SUxMaNGwu8/kirlYhMSCEiLhltAcpjbN++nc6dOxeob6FgisFKM0EQ8mvOnDlUqVKF3r17U79+fWOHU2BarVavI1B+7nYcHvMe/7fvFmUcdVt3p1atWpQrV47BgwcbLAGZNGkS69evZ/fu3Tr5vllZWbFo0SImTpxIcHCwDiIsetRqNZ99/jm7rj7F3zEjX3sHJqrTSUnTcPhmNIsP3yEqMRUAF1szJrSpSAe/vNWfDg0NJTQ0lMaNGxfoPQgFI0agBEF4jb29PQsWLGDIkCGkp6cbO5wC0/cUHoCpUs60dpXpWtv9zSfn04IFC/j999/5/PPPOXjwIBkZutlKJjvz589n7ty5rFu3jvfff19n7bZr147w8HCDj6QZyuHDh/nzXgwWjQdS7ZP/5fl7t+C32/h9/RsjN19k8o6ruNlbMLNjVWZ9WJUS1ipGbr7E90fytoF1UFAQHTp0KB533xUhIoESBCFb3bp1w8XFhYULFxo7lALT9114+ta2bVv69OnDtm3baNOmDSYmJtjb21OrVi127dqls37WrVvHuHHjWLhwoc73UFMqlXTu3JnAwECdtltUHD16lM6N/RjexJvAcxH8fuv19XCSJPE4PoXg0GfsvvyY2Xtv8t2REN6vVpoOvq4s6ubH5sH16F3Pk151Pdk6tAFNfErw7W93iH2R+sYYtm3bRpcuXfTx9oRcyIpSnY5atWpJ586dM3YYgiD85f79+9StW5ft27fnezsPQ4qPjycqKor4+Hji4+NJSEggMTGRlStXEhcXx507d4wdok7cvn2boKAgDhw4wPHjx+nUqROBgYGFGmXbs2cPHTp0YOLEiXrb2Pjo0aOMHj2aixcv6qV9Y6pTpw7ffvst9Ro0pPmCYzhYmrKgqy9HbkVjqpRz+l4sp+/HEp+cdSS3aUVnVvaphUKefYJ/LvQZXZadxtXOnEXd/ahdxiHb8x49ekS1atV48uQJpqamOn9/xYVMJjsvSVKtfF0jEihBEHJz6NAhevbsyd69e6lVK18/XwwiPDwcT09PZDIZMpkMhULx6qFUKunSpQurVq0ydpg6d/jwYTp06IC5uTmHDx+mevXq+W7j5MmTNG7cmIEDB7Js2TI9RJlJo9Hg4ODAvXv33poq9wCJiYm4uLgQExODmZkZG06HMnVX1v0kHS1NaV6pJFVdbXB3sKCUrRmlbcyxMVe+cXT0l8uPmbrzGinpGtpWL830tlWwtTDJcs6SJUs4d+4c69at0/XbK1YKkkCJCVNBEHLVvHlzVq5cSdu2bTl8+DBVqlQxdkhZPH/+HJlMhlarNXYoBtWsWTOio6Np3bo1vr6+1GvUFM9qdbBSKXn/3dp06tg+1+uvXbtGkyZN6NChg16TJ8isC+Xg4EBQUBCdOnV6a5KoU6dOUatWLczMzADoVdcTOwtTYl+k0qRiZhVyVzvzAtcJa+/rQg13O374PYSUdA0hT1/g72mf5Zzt27czZsyYwr0RoUBEAiUIwht16NCBBw8eMG3aNLZv3164xgICMndMDw/P3Ldq1iyDF8B7G6SkaZiy9TwR1fvjVuNTIs2tifzrtd9OpPLpusmUM42npncpdgdt5XGCGjNrexwdHfEubc+JvUE0aNCg8H+feVS9enXGjx+PhYWFztdZGYtGo3mVPAHI5TLa+brotA93Bwv+r3P2o4tRUVFcunSJli1b6rRPIW9EAiUIQp506tSJOXPmIElSwRdmBwTA4MGQ/Nfe42Fhmc9BJFH5cP/+fdp+HUBSKT9MkmNp904t/Mq74V3CiufqDIJDY9luqiRCUhChBTr6U/qva7XAXcDRoSGfD2vH/acv8CphpfeYd+3aRZcuXVCpVHrvy1DKli3LgwcPjNb/zp07adOmTZYkTjAckUAJgpAnHh4eqFQqQkJCKF++fMEamTLl7+TppeTkzOMigcpVfHIaRy4/YNbSdTyWO6MqXZMPvFUsnft6pe+ONVyZ3q4qF8PjCItN5nlqBq52ZthbmCIBtx7HM2VDJGO2XgHIvOPrI18crfSb3KjV6rfqw97T05Pw8HC91xvLye7du+ndu7fB+xUyiQRKEIQ8a9iwISdOnCh4AhUenr/jAgBrjt3mf3uuo1GowPUdylnB0BZV6VnHI8drTJVy6no5Utfr9Y2O63k5Mv/TTtiVrUqP0V+z6NBdui4/zdahDXCw1N+dXKmpqW/VCJSlpSU2NjY8efIEFxfdTt29SWpqKsePHxeLx41I1IESBCHPypYty6NHjwregEcOH/g5HS/mtFotzYbP4et9IaRHP2BohVQuTG3BiS8/oFddz0LVuBoyeBDBB7bz6Xvl2NC/DhFxKXwacB5NAbYRySu1Wv1WJVCQ+X/CGGUyTp06RaVKlXB0fD1BFgxDJFCCIOSZiYlJ4aphz5oFFhZZj1lYZB4XskhMTKR8s+7cs65OZasU7q8ezcT+nXQ2QjR06FDS09P55ZdfqOvlyKwPq3Hm/jNm772JvsrbpKamvlVTeAAdO3ZkzZo1Bu/3wIEDtGrVyuD9Cn8TCZQgCHlmYmJSuK1devWCFSvA0xNkssyvK1aI9U//cv36dco26kSGf3e8Hc3ZNalTgW+Fz4lSqcTX15f58+cD0MXfjb71PfnpjwdM2H5Fp3299OLFi7cugRo8eDC//PILkZGRbz5Zh3777Tdx952RiQRKEIQ8K3QCBZnJUmgoaLWZX0XylMWWrdtoNmM71q1HU8HFkWV9amOi4+TppeHDh3PmzJlXNbSmt6tCjzoeBJ6L4EFMkk77Cg8PJzo6mkqVKum0XWNzcHCgR48eLF261GB9RkVFvdolQDAekUAJgpBnOkmghGxptRIdJi3li2PJmJX1p3NNNwIG1qV8SWu99dmvXz80Gg3btm0DMusYjW5eHktTBV8EXtLpeqjNmzfTqVOnt3K7kZEjR7J8+XJSUlIM0t+hQ4do0qQJJiYmbz5Z0BuRQAmCkGcigdKPkOgXVBqzkcuSJxVLWvHtR758+1F1nG30O90ll8vx9/dn0aJFr44525jxdYeqXAiP5+CNKJ319XJD5LeRj48PdevWZePGjQbpT6x/KhpEAiUIQp4plUqRQOmYOl1D1yWHSZaUjKhlzcEvP6SLv1uh7rDLj88//5zg4OAsW+F09HPB1c6cgLNhOuunR48eDBs2jKNHj+qszaKkV69e7N+/X+/9SJIk1j8VESKBEgQhzwp9F57wGjMTBY8P/oRv4lnGdmlksMTppR49eiCXy1m5cuWrY0qFnLbVS3PmfizP1bpJmEePHk23bt3Yu3evTtorakqWLElsbKze+7lw4QLW1tZ4eXnpvS8hdyKBEgQhz0qVKkW4KHqpU6tWrSLm3F42L/mfUfqXy+W89957LF68OMvxphWdSddIHLqpm2k8SZL49ddf6dq1q07aK2ocHR0NkkCtWbPmrdlL8L9OJFCCIORZnTp1XpvuEQpn0qRJdOvWDSsr/e9Hl5OvvvqKW7duER8f/+pY7TIOeJewZNnR+6jTNYXu47fffkOpVOLv71/otooiQyRQKSkpbNq0iX79+um1HyFvRAIlCEKelShRghIlSnDr1i1jh/LfERAAZcqAXJ75NSDg1Uvz5s0jLi6O5cuXGy08gPr162Nra8vMmTNfHZPLZUxoXZE70c/5NOBCoYprBgYG8vHHH7N48WKDT1EayssESl9FSAG2b99OnTp18BCV+4sEkUAJgpAv9erV48yZM8YO478hIAAGD4awMJCkzK+DB0NAAKdPn2bixInMnj3bqKNPL7Vu3ZodO3ZkOdaySikmt6nEkVvRfPXLdVIz8jcSpdVqmT17NmPHjuXgwYNv9Z1jZmZmKJVKkpJ0Wz/rn1atWsWAAQP01r6QPyKBEgQhX0QClQ9TpkByctZjycmkjBlDs2bNeP/99xk/frxxYvuXhIQE7O3tXzvep4EnbaqWYt3pMLouP8O+q2+uuP306VPmzp1LuXLl2LdvH2fOnMHPz08fYRcpVatW5eDBg3pp++7du9y4cYP27dvrpX0h/0QCJQhCvtStW5ezZ88aO4ws9DltUig5LLhXRUdTsWJFdu3aZeCAcnb37l2qVKny2nGVUsGPH/uzuLsfNx4nMCzgAkM2nGPp0ZAs33dJkjhx4gQ9e/akQoUK3L59my1btnDixAlcXFwM+VaMZtq0aUydOhWNpvBrxv5t9erV9OnT560sRPpfJRIoQRDyxdfXl5CQEJ4/f27sUABeLWh3dXXlyJEjRo7mX3JYqyL39OTChQvI5UXnR3BkZCT16tXL8fUOfq5c/aoV/d4pw4HrUXyz/zbBoXGkpqaydu1afH19GTRoEHXq1OH+/fusXr2a2rVrG/AdGN/777+Pra0tmzZt0mm76enprF27VkzfFTFF53+vIAj/Caampvj5+XHu3DljhwJk3oYvk8moXLkyLVq0KFplFmbNAguLrMcsLDKPFyFarZakpCRatGiR63lmJgqmt6vCoTGNAJi/djtly5Zl06ZNfPvtt9y8eZNRo0ZlOxVYHMhkMmbPns3kyZP59ddfC3W3anp6OseOHWP8+PH4+vpSrVq1t24fwf86kUAJgpBvRXEa7+DBg1SoUIG2bdsaO5S/9epFzJw5hAKSTAaenrBiRZHbQPnSpUvIZDLKly//xnPv3bvHJ3N/BiDt8S3279/PgQMHaNmy5Vt7h11+NG7cmG+//ZapU6dSpUoVVq1ahVqtztO16enpbN68ma5du+Ls7MzYsWMxNzdn7dq1BqlyLuSPSKAEQci3orqQfM+ePVy/fp01a9YUuq2MjAwmTJhAiRIl8PX15X//+x/Pnj3LdzuTr12jfqlSyLRaCA0tcskTwOHDh7Gxscn1nLNnz9K5c2fq1atHZdNY9g+uxo6V86levbqBovzv6Nq1K+fPn+eHH35gx44dlClThhkzZvD06dNsz09NTWXFihX4+PiwfPly2rRpw82bNwkODubrr7+mTp06RWq6V/iLJElF5uHv7y8JglD0hYeHS05OTlJGRoaxQ5GuXbsmyWSyV8+HDRsmmZmZSSkpKQVqT6PRSIMGDZJMTU0lCwsLaejQoVKrVq0kGxsbSSaTSa1bt5YSEhLy1Nbz588lR0dHaciQIQWKRZIkSdq4UZI8PSVJJsv8unFjwdvKQZcuXaRKlSpl+5pWq5XmzJkjubi4SEuWLJGeP3+u8/7fdtevX5cGDBgg2dnZSYMGDZKuX78uSZIkJSUlSYsXL5bc3NykNm3aSH/88YeRIy2+gHNSPnMWoydN/3yIBEoQ/jtq1qwpHT582NhhvJZAaTSa/2/vvsOjrNL/j79PGiGhh14SAkQpCQGJVEEhNlaURaUIuCjLoij+LIslwoqugGJZhdV1xQXFL81GcbEiKqyo9JIgLUCIEGmhBUgjc35/zIAJJJAJgZlkPq/r4iLz1Pu5IbnunHOec2yNGjVsr169SnS9++67zwYFBdmJEyfavLy8AvsWL15s69SpYwMDA+3f/va3QgupvLw8+84779jo6GhrjLHVqlWzv/76a4lisTNmWBsS4vxRffpPSEipFFGHDx8+E9dtt91mo6Ojz7m3IzzcOsDuCQy06f/850Xf09ft27fPPvvss7ZOnTq2R48etm7durZPnz521apVng7N56mAEpHLZuLEiXb48OGeDuOcAspaa7/55htrjHH7N/oTJ07YgIAA++qrr573uOeff94GBwdbwALWz8/PBgUF2dDQUBsQEGADAwNtfHy8XbJkidvPU0BERMHi6fSfiIgSX/Kzzz6zVatWPRN7vXr1bPfu3W1wcPDvB13Cwk2szczMtLNnz7YbNmzwdCjiUpICyjjP8w5xcXHWW97sEZHzS0lJ4eqrryYtLY3AwECPxbFx40ZiYmLOeeMpPj6e7du3k5KSUuxr3XPPPSxYsIDDhw8X63iHw8GhQ4fYvXs3u3fvZu/evVSuXJm+ffuWzpiVogZlGwMlfMMrNjYWYwyff/45ubm5PPPMMyxYsICjR4+yadMmmjdv7lxyZteuc0+OiHCO4xIpZ4wxq621ce6co1FpIlIijRs3pmnTpixevNjToRQqOjqa3NzcYh3rcDh49NFHef/993nxxReLfQ8/Pz9q1qxJmzZt6NWrF8OGDaN///6lUzzNnFl0AVXCtdAOHTpE9IYN/JiWRv2GDYm49lqm33gjR44coV69ekycONF5YFFTQXjTFBEiHqYCSkRKrG/fvsyfP9/TYRQqKSmJiIiICx63fPly6tWrx1tvvcWbb77JfffddxmiK4bRo52dZ2czpsTzSE2MjWUaEHLgwO9r8w0dCjNn0rdvXxYuXOg8sKgCTYvYipyhAkpESuzaa69l2bJlng6jUDt27Ch0aZL8xo0bR6dOnYiOjubgwYOMGDHiMkVXDEW19lhb7KkQMnN+X1IkISGBx3fvpsLZB+XkwMMPk5CQwMGDB9m9e3ehE4CeCgryuglARTxJBZSIlFhsbCwpKSkcOXLE06Gc48CBA8TGxha5f9iwYYwdO5Z///vfLF68mEqVKl3G6IqhqNaeYrSqAXy3eT9dX/qWg8ezAZg0aRJhRR2cnk7dunUJDQ1l3rx5zgJtyhTnvYxhT0AAv/397145h5WIp6iAEpESCwwMJC4uzqOzkhf1IkyzZs2YPHnyOdsdDgc33HAD06dPZ+HChQwfPvxSh1gy48ezNiLa8qgAABzrSURBVLI16+vmmx28mMvA5Jxy8M7/dpB+IofsU8UfbN64cePf1xMcNAhSUsjJyqKpvz+1H3nE3ScQKdcCPB2AiJRtnTt3ZtmyZdx0002eDqWAzz//nPDwcAYOHIifnx9bt25l9+7dpKen4+fnx8qVK2nTpo2nwwQgN89BoL8fh07ksGbXYZ5buJEjJ2qS0W8CAKO//Q/D9q/FjB9fZCtQ0p6jpKSfYOeBE8xekUra0SyevbUlDapVBJzF7nGHg8rZ2eeeHOZsm6pZsybz588nODgYcK7tZowhNDSUChXO6fwT8WkqoETkonTu3JnXXnvN02Gco379+rzwwgtMmDCBWrVqERkZyTXXXEOHDh245ZZbPN5l53BYPl2fxpyVqaxMOUyzWpXYfuA4pxyWmpWCuKV1PaLqVObH5IMsaPAYs3Py+EPNenRKPsjB49k0rVWJikH+LEs+yBvfJrM/4/fCqH3jGky8szVdo2qd2fbSSy9x//33854xBOZvtQsMhEmTcDgcrFy5kgEDBtCvXz9yc3PJzc1l9uzZ1K5d+3KmRqRM0DxQInJR0tPTiYyM5NChQwQEXP7fyZKSkmjduvU580B5s9+OZvLwnHWs2HmImpUq0DgsBD9jaFQjhBta1qZDZBjVQ4MAZxflJ2v2MG/tbn49lEnqoZPnXC+mQVXaNKrGgPaNqF+14plzz7ZgwQI+6tOHfwQHUzsryznOytWqNWnSJB5//HFOnDhxZl4vay0tW7bk3XffpWPHjpcuISIeVpJ5oNQCJSIXJSwsjLZt2zJz5kyGDBni6XDKhIS5iazYeYiJd8TQt10j/PyKmO8JZzfane0acme7hqzZdZiVKYcIrxFC9ikH6SdyqFkpiF6t6+N/nmuc1rt3b2ovW0aj664jNi6Oe+65h+8XLCBx3Di2bdvGwIEDC0yKmpiYSGZmJh06dCiV5xYpT9QCJSIXbdmyZQwcOJAtW7acGT9zuZS1FqilWw/w5+kraVQ9hG9HXeeRGLZt20anTp3IysqiUaNGxMbG0r17d/7yl78UmAT06aefJi8v7/cJNkXKKbVAiYhHdOnShdjYWN566y0effRRT4fjVXLzHPySdoyalSvwwYpUJn+bTHCgH3e199yklFFRURw8ePCCx33yySfMmjXrMkQkUvaogBKRUjFhwgTi4+MZOnQoVatW9XQ4HrfjwHEWrEvj2837SNxzDIDwGiHcflUDXry9NUEB3j2LTFZWFrt27TrvXFoivsy7v4NFpMyIjo6mZ8+ebq0lVx7lOSzPL/yFHq8uYfK324htWJ3X+7dhwNWNqFYxgHG9o72+eALYuXMn4eHhHnkxQKQs0HeGiJSa8ePH07lzZ5o2bcqwYcOKPG734ZPkOSwRYaGXMbpLLzfPwXP/3ciMn1MZ3DGch3pEUaeKc0zYH9s28HB07tm2bRtRUVEXPlDER6mAEpFS06BBAxYvXkz37t3x9/fn3nvvLbA/NTWV6x99jZyo6zEGnr21FUM6N/ZMsKUoN8/B+M82MXfNbo5lnWLYNZGM6dXS02FdlOTkZJo1a+bpMES8lgooESlVzZo1Y/HixfTo0YOAgADuvvtuANLS0ojp0I1qgyeRtX0lYfUjGPsppB46yd/KeLExa3kq7/2YQq/W9ejTtgHxLep4OqSLlpycTIsWLTwdhojX8v6OeBEpc6644goWLVrEk08+yaxZszh48CAto1sT1m0Qxj+AVwZ3Yc9Hz8ORPUz9YSdHM3NLdJ+s3Dw27M2i0lW3MmdFKvuPZRV57I/bDzJixmoGTPmJV77aQo4ba8QVZm3qYd5ZuoMjJ3P4ZtM+mtYK5Y2BV5WL4ik7O5uvvvqKuDi33uoW8SlqgRKRS6JFixYsWrSI+Ph4skNqU+2ul3FUrk3zupUZfFtXbujwI9F/nkilaiUbG/TZht9I+Hgtx3IsNa4fzlNzEwnwM9zVPpzHb76SKsG/Twj5fz/v4m/zk6hduQL1qlXkje+SyT6Vx+hbStby9b9tB7j33ZWccljGf74JgK5RNUt0LW80adIkWrVqRadOnTwdiojXUgElIpdMq1at+Oijj7jhjwOIbxHJ0Guv5NoramGMoW7dutTI2E4O1zNy1hoGdQinYfUQrqxbmUD/ohvHj2bm8vLCdcxYmUb2/p1EZGxk+j/+jl9wJab/lMKsFal8v3U/w65pQqC/H//bdoAvkvZyfYvavDHwKoID/Xny4w2892MKd3dsTHhYiFvPlJWbx5Mfb6BJrVCGXdOEN75LJsDf8MLtMReZrfNbsGABTz31FCdOnODTTz+9ZAsh79u3j5deeomffvrpklxfpLzQTOQicsk99thjZGZm8tZbbxXYPmPGTB7+v5+oFN0dE+h8Wy0kAPq0C6dW5QocOZnLgePZVAjwo26VYK5pWoNRb35EWnBj+G0jU/9yLfHXFFxmZFXKIUbPS2LLvgwAqlYMZEinCB7s0YwKAf4A7D2aRfyr31OnSjAD2jdi2DVNzrucSn5fJu3l/hmrmXZPHD2au9FdN3MmjB4NqakF1qC7kClTppCQkMCRI0fo1q0bp06d4scff+TJJ59kwoQJxb9/MWzevJl+/fpx2223MW7cuFK9tog3K8lM5CqgROSSO3ToEFdeeSVLly49Z2DymjVr+PzLr/lf0k627knnePUoKjZph19QRYKMgxC/U2Tm5JJtgsHPWQA1CM5h2bN9iryftZbdhzMxBupXrVhocfTNL/tImJfIgYxsnrvtwm8Dbt2bwVe/7OW9ZSkEBfix9Inu520pK2DmTBg+HE7mWwg4JASmTClYROUrshwNGzKhUiXGbtnCkCFDeP3116lSpQoAb7/9NiNHjqRly5YsX768VJbPmT59OqNGjWLChAkMGzYMY4pXUIqUByqgRMRrvfrqqyxZsoRPP/30vMfl5OTw7rvv8u5709mwfh2BgYHUrl2bBpFRRLa/nj539ie+RR1CK1z8CARrLXdPXUFS2lF+TognOND/nGMOn8hhRcohHpy1hlN5lriI6rx4R2ua1a5U/Bs1bgy7dp27PSICUlKcXxdSZJ0E9o0bR+To0eecum7TdnqOeIa8HcvZsOIH6tatW/x48jl+/DgPPvggK1eu5IMPPiAm5tJ2RYp4IxVQIuK1srOzad68Oe+++y7XXXedp8M545tf9jHs/VWMuaUFQ7tEnmmtysrNY+byVKYs3c6+Y9lnjv9/PZrx8PVX4F/MLj8A/PygsJ+1xsDpRZCLU2S5JO/P4MlPElm96zAB37zEvi1ryMjIKH48LuvXr6d///507tyZf/7zn4SGlq+JTUWKqyQFlKYxEJHLokKFCrzwwguMGjUKh+PiphAoTV2a1aRlvSqM+2wTN7y2hPW/HmF/RhZ3/vtHnl/4Cw2qVeSlO1qz9PHu3N62AZO/Tebtpdvdu0l4EQsH59+emlr4MYVs/3+z17FtXwZjb21JdXOSmjXdfwNw7ty5XH/99YwZM4Zp06apeBJx00UVUMaY540xG4wx64wxXxtj6ufbl2CMSTbGbDHG3HTxoYpIWde/f3/8/PyYM2eOp0M5o2KQP/Me7MykAW3IynXQ+81ltB+/mKQ9xxh7a0vmPtCFflc3IjwshH/0b0P7yBq88tUWxsxPZFnyQYrVij9+vHPMU34hIc7tLqfq16dQZxVfy3ek88tvxxjWtQnBqT+zevVqFi5c6NYzr1y5kvvvv5+vv/6awYMHu3WuiDhdbAvUy9ba1tbaNsBC4BkAY0xLYADQCrgZ+Jcx5tzBBSLiU4wxvPLKKzz99NNkZRU96eXlViHAn95tGvDxiE5UreicP2rMLS24t0vkOcdOu+dqBnYIZ86KXxn0n+WM+2zThYuoQYOcA8YjIpzddhERBQaQ5+Tk8FBGBplnD9w+q8gCyMlztt5VqeDHsGHDGDJkCK1atSr2s+7Zs4c+ffrwzjvv0LZt22KfJyIFXVQBZa09lu9jKHD6p0hvYI61NttauxNIBtpfzL1EpHzo1q0bbdq0YfLkyZ4O5Rz1qlbk+1HX8eF9nRjWtUmhx1SqEMC4P8aw+m830D+uEVN/2MnQ91ay9+gFCsJBg5xjmRwO59/53r677rrrmOPnh/nPf4ossk5LSXcOMv/gw4/w9/dn6tSpxX6+kydP0rt3bx566CF69+5d7PNE5FwX/RqLMWY88CfgKNDdtbkB8HO+w3a7tomI8NJLL9GlSxf+9Kc/lfjtsUulemgQ7SNrXPC4qhUDefGOGFrUq8yLX27mmQVJPHFzc/feznMJCgoiOzubffHxRAwdemb7/owspn2xmZ92pJN+PJvYRtX4PPE3AL5972VeGT8eP7/i/x78wgsvEBkZyRNPPOF2jCJS0AXfwjPGfAMU9hNutLV2Qb7jEoBga+1YY8ybwE/W2hmufVOBz621nxRy/eHAcIDw8PB2uwp7C0VEyp2EhATS0tKYPn26p0O5aEl7jjJk2nJCKgQwd0QXalWu4Nb5DoeDuLg4tm7dyubNm2nYsCFHT+YyeOpyEvccpX1kDbIyjrD5t2NkZRzm0E8fUTdzF8nJycW+R1paGjExMaxdu5bwoga1i/goj05jYIyJAD6z1ka7iimstS+49n0FPGutPe/aAJrGQMR3HD9+nBYtWjBnzhy6dOni6XAu2vpfj/DAzDVEhIXwj35tqFvVvcktHQ4H0V1v5nCttjwxfCD//jGN7FMOJvSJwexYxqBBg2jWrBm33HILI0eOpGnTpm5df/jw4VStWpWXX37ZrfNEfMFlL6CMMVHW2m2urx8CrrXW3mmMaQXMwjnuqT6wGIiy1uad73oqoER8y5w5c5g4cSKrVq3C37/sv2eyfEc6Q99bSbWQIN4Y2Ja24dUByDnlYO2vh1n/6xGa1a5E56Y1C0zauT8ji6827mPsgiQcrh/JwQF+vD6gDTe2rEP16tW59dZbmTFjRoniWrNmDTfddBNbtmyhRo0Ld0+K+BpPFFCfAFcCDmAXcL+1do9r32hgKHAKeMRa+8WFrqcCSsS3WGvp3r07/fv3Z8SIEZ4Op1Qk7TnK8PdXkXY0i1ti6tKkViU+S/yN0CB/Evf8/t5NdIMqDLumCbl5Dl7/Zht7jmQSFhrEhD6teGDIAA7v2UHbVleyYsUK8vLyOHLkCEFBQW7Hk56eTlxcHBMnTqRfv36l+agi5YZmIheRMicxMZH4+HgSExOpU8eNxXm92LGsXGYtT2Xzb8eYvy6NmpUqMO6PrWjdsBo/70gnJf0kH6/6lTTXm3uNalTkxdtb06lJGH5+hpycHLp27UpeXh533HEHI0aMoFq1am7HkZeXR8+ePYmNjVXXnch5qIASkTJpzJgxrFu3jv/+97/lbhHbY1m5hAYFnLP0y6k8B1v2ZRDk70eTWpXcWxqmmBISElixYgVfffUVAQEXv3agSHmlpVxEpEx65pln2Lt3L1OmTPF0KKWuSnBgocVRgL8frepXJapO5UtSPH3yySfMnj2bOXPmqHgSuQT0XSUiHhcUFMSMGTPo2rUr3bt354orrvB0SGXakiVLuP/++/niiy+oVauWp8MRKZfUAiUiXqF58+Y8++yzDB48mNzcXE+HU2bNnz+fvn378sEHHxAX51aPhIi4QQWUiHiNBx54gLCwMMaNG+fpUMqkqVOn8sADD/DFF1/Qo0cPT4cjUq6pC09EvIYxhmnTptG2bVt69uxJx44dPR1SmWCt5cUXX2TKlCksWbKEqKgoT4ckUu6pBUpEvEq9evV46KGH+PDDDz0dSpngcDh47LHHmD17NsuWLVPxJHKZqAVKRLxO9erV2b17t6fD8Hq5ubnce++97Nq1i6VLl5ZorigRKRkVUCLidYKDg8nKyvJ0GF7txIkT3HnnnQQGBvL1119TsWJFT4ck4lPUhSciXqdixYpkZmZ6OgyvtW/fPnr06EHdunWZO3euiicRD1ABJSJeRwVU0RITE+nQoQN/+MMfmDZtmibJFPEQFVAi4lW+//57nnvuOSIiIjwditf58ssviY+PZ8KECYwdO7bcLXsjUpboVxcR8RoffPABI0eO5F//+hd33nmnp8PxKm+88Qbjx49n3rx5dOnSxdPhiPg8FVAi4jU6deqEw+GgR48eal1xOXDgAKNGjWLlypUsW7aMJk2aeDokEUFdeCLiRcLDw7n99tuZPHmyp0PxuLy8PN566y1atWpFWFgYP//8s4onES+iFigR8SpPPfUUHTp04LHHHqNq1aqeDscjVqxYwQMPPEBISAiLFy8mJibG0yGJyFnUAiUiXqVp06b07NmTN99809OhXFYOh4PFixczcOBAevfuzcMPP8ySJUtUPIl4KRVQIuJ17rrrLr777jtPh3FZbN26ldGjR9O4cWNGjRpF+/bt2bRpE3fffbfGgYl4MRVQIuJ1Gnz/PTN++AH8/KBxY5g509MhlRprLfv37+ftt9+mU6dOdOvWjaysLBYuXMjatWt55JFHtCSLSBmgMVAi4l1mzqTV5MkEZGc7P+/aBcOHO78eNMhzcV2EHTt28Oc//5nU1FTS0tKoUKECN9xwA2PGjOGmm27SZJgiZZCx1no6hjPi4uLsqlWrPB2GiHhS48bOoulsERGQknLJbpuRkcGXX35JaGgokZGRVK9enaSkJFavXs2qVavYtGkTERERxMTE0Lp1a2JiYrjyyisJCgoCnC1Lq1atYtq0aaxevZqOHTvSrVs3unXrRkJCApUrV2bkyJHUq1eP0NDQS/YcIuI+Y8xqa22cW+eogBIRr+LnB4X9XDIGHI5SvZW1lh9++IFp06Yxf/58OnbsiLWWnTt3cvDgQaKjo2nXrh1xcXG0aNGC1NRUEhMT2bBhAxs2bGDXrl1ERUURHR1NUlISJ06cYOjQoXTp0oUVK1awdOlSfvjhBxwOBzt37iQsLKxU4xeR0qECSkTKvsvQArVnzx7ef/99pk2bRlBQEEOHDmXw4MHUqVPHretkZmbyyy+/kJSURHh4ONdeey1+fgWHlubl5XH48GFq1qxZKrGLSOkrSQGljncR8S7jxzvHPJ08eWZTTkAAgePHU5J30hwOB9u3b2fdunWsX7+e5cuXs3r1avr168eMGTNo3759id92q1ixIu3ataNdu3ZFHuPv76/iSaQcUgElIt7l9EDx0aMhNZW8Bg0YawwHv/+eDpmZhIWF0atXLwIDA4u8xPHjx3n55ZdZtGgRiYmJhIWF0aZNG2JjY3nwwQe58cYbCQkJuUwPJCLlkbrwRMTrHThwgFdeeYX09HQ2btxISEgIH330ETVq1ChwnLWW+fPn88gjj9C1a1eGDx9O69atNS2AiJyXuvBEpFyqVasWEydOBJxjip544gk6duzIwoULueKKKzh16hQ7d+7k0UcfZfv27bz33nt0797dw1GLSHmmAkpEyhR/f39effVVmjdvzlVXXYXD4SA7O5vq1avz17/+lblz556ZWkBE5FJRF56IlFkZGRn4+fkREhKiZU9EpMTUhSciPqVy5cqeDkFEfJTWwhMRERFxkwooERERETepgBIRERFxkwooERERETepgBIRERFxkwooERERETepgBIRERFxkwooERERETepgBIRERFxkwooERERETepgBIRERFxkwooERERETepgBIRERFxkwooERERETepgBIRERFxkwooERERETepgBIRERFxkwooERERETepgBIRERFxkwooERERETepgBIRERFxkwooERERETepgBIRERFxkwooERERETepgBIRERFxkwooERERETepgBIRERFxkwooERERETepgBIRERFxU6kUUMaYUcYYa4ypmW9bgjEm2RizxRhzU2ncR0RERMQbBFzsBYwxjYAbgNR821oCA4BWQH3gG2PMFdbavIu9n4iIiIinlUYL1GvAE4DNt603MMdam22t3QkkA+1L4V4iIiIiHndRBZQx5jZgj7V2/Vm7GgC/5vu827VNREREpMy7YBeeMeYboG4hu0YDTwM3FnZaIdtsIdswxgwHhrs+Zhtjki4Ukw+pCRz0dBBeRPkoSPkoSPkoSPkoSPkoSPko6Ep3T7hgAWWtvb6w7caYGCASWG+MAWgIrDHGtMfZ4tQo3+ENgbQirj8FmOK65iprbZw7D1CeKR8FKR8FKR8FKR8FKR8FKR8FKR8FGWNWuXtOibvwrLWJ1tra1trG1trGOIumq6y1e4FPgQHGmArGmEggClhR0nuJiIiIeJOLfguvMNbajcaYD4FfgFPAg3oDT0RERMqLUiugXK1Q+T+PB8a7eZkppRVPOaF8FKR8FKR8FKR8FKR8FKR8FKR8FOR2Poy1hY7tFhEREZEiaCkXERERETd5RQFljHnZGLPZGLPBGDPPGFMt3z6fWxLGGNPXGLPRGOMwxsSdtc/n8gFgjLnZ9czJxpinPB3P5WaMmWaM2Z9/mg9jTA1jzCJjzDbX39U9GePlZIxpZIz5zhizyfW98rBru8/lxBgTbIxZYYxZ78rFc67tPpeL/Iwx/saYtcaYha7PPpsPY0yKMSbRGLPu9NtmPp6PasaYj111xyZjTKeS5MMrCihgERBtrW0NbAUS4JwlYW4G/mWM8fdYlJdPEnA7sDT/Rl/Nh+sZ3wR6Ai2Bu1y58CXv4fw3z+8pYLG1NgpY7PrsK04Bf7XWtgA6Ag+6/k/4Yk6ygR7W2ligDXCzMaYjvpmL/B4GNuX77Ov56G6tbZNv6gJfzsck4EtrbXMgFuf/E7fz4RUFlLX2a2vtKdfHn3HOGwU+uiSMtXaTtXZLIbt8Mh84nzHZWrvDWpsDzMGZC59hrV0KHDprc29guuvr6cAfL2tQHmSt/c1au8b1dQbOH4AN8MGcWKfjro+Brj8WH8zFacaYhsAtwH/ybfbZfBTBJ/NhjKkCdAOmAlhrc6y1RyhBPryigDrLUOAL19daEqYgX82Hrz73hdSx1v4GzoICqO3heDzCGNMYaAssx0dz4uquWgfsBxZZa302Fy6v41yj1ZFvmy/nwwJfG2NWu1b/AN/NRxPgAPCuq4v3P8aYUEqQj0syD1RhzrckjLV2geuY0Tib5meePq2Q48vFa4PFyUdhpxWyrVzk4wJ89bnlAowxlYBPgEestcdcqyL4HNc8e21c40fnGWOiPR2TpxhjegH7rbWrjTHXeToeL9HFWptmjKkNLDLGbPZ0QB4UAFwFPGStXW6MmUQJuy8vWwFV1JIwpxljhgC9gHj7+9wKxV4Spqy5UD6KUG7zcQG++twXss8YU89a+5sxph7O1gefYYwJxFk8zbTWznVt9umcWGuPGGO+xzlezldz0QW4zRjzByAYqGKMmYHv5gNrbZrr7/3GmHk4h0X4aj52A7tdrbQAH+MsoNzOh1d04RljbgaeBG6z1p7Mt0tLwhTkq/lYCUQZYyKNMUE4B9J/6uGYvMGnwBDX10OAolouyx3jbGqaCmyy1v4j3y6fy4kxppar5QljTEXgemAzPpgLAGttgrW2oWty5wHAt9bawfhoPowxocaYyqe/Bm7E+aKST+bDtdzcr8aY04sHx+NcNcXtfHjFRJrGmGSgApDu2vSztfZ+177ROMdFncLZTP9F4VcpP4wxfYB/ArWAI8A6a+1Nrn0+lw8A12+TrwP+wDTXTPc+wxgzG7gO5wrq+4CxwHzgQyAcSAX6WmvPHmheLhljrgH+ByTy+ziXp3GOg/KpnBhjWuMc9OqP85fiD621fzfGhOFjuTibqwtvlLW2l6/mwxjTBJjn+hgAzLLWjvfVfAAYY9rgfMEgCNgB3Ivrewc38uEVBZSIiIhIWeIVXXgiIiIiZYkKKBERERE3qYASERERcZMKKBERERE3qYASERERcZMKKBERERE3qYASERERcZMKKBERERE3/X+V6DUTDeyPDwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = countries.plot(edgecolor='k', facecolor='none', figsize=(15, 10))\n",
+    "rivers.plot(ax=ax)\n",
+    "cities.plot(ax=ax, color='red')\n",
+    "ax.set(xlim=(-20, 60), ylim=(-40, 40))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "See the [04-more-on-visualization.ipynb](04-more-on-visualization.ipynb) notebook for more details on visualizing geospatial datasets."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Let's practice!\n",
+    "\n",
+    "Throughout the exercises in this course, we will work with several datasets about the city of Paris.\n",
+    "\n",
+    "Here, we start with the following datasets:\n",
+    "\n",
+    "- The administrative districts of Paris (https://opendata.paris.fr/explore/dataset/quartier_paris/): `paris_districts_utm.geojson`\n",
+    "- Real-time (at the moment I downloaded them ..) information about the public bicycle sharing system in Paris (vélib, https://opendata.paris.fr/explore/dataset/stations-velib-disponibilites-en-temps-reel/information/): `data/paris_bike_stations_mercator.gpkg`\n",
+    "\n",
+    "Both datasets are provided as  files.\n",
+    "\n",
+    "Let's explore those datasets:"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-success\">\n",
+    "\n",
+    "**EXERCISE**:\n",
+    "\n",
+    "We will start with exploring the bicycle station dataset (available as a GeoPackage file: `data/paris_bike_stations_mercator.gpkg`)\n",
+    "    \n",
+    "* Read the stations datasets into a GeoDataFrame called `stations`.\n",
+    "* Check the type of the returned object (with `type(..)`)\n",
+    "* Check the first rows of the dataframes. What kind of geometries dooes this datasets contain?\n",
+    "* How many features are there in the dataset? (hint: use the `.shape` attribute)\n",
+    "    \n",
+    "<details><summary>Hints</summary>\n",
+    "\n",
+    "* The geopandas.read_file() function can read different geospatial file formats. You pass the file name as first argument.\n",
+    "\n",
+    "</details>\n",
+    "    \n",
+    "    \n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [],
+   "source": [
+    "# %load _solved/solutions/01-introduction-geospatial-data1.py\n",
+    "stations = geopandas.read_file(\"data/paris_bike_stations_mercator.gpkg\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "geopandas.geodataframe.GeoDataFrame"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/01-introduction-geospatial-data2.py\n",
+    "type(stations)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {
+    "clear_cell": 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>name</th>\n",
+       "      <th>bike_stands</th>\n",
+       "      <th>available_bikes</th>\n",
+       "      <th>geometry</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>14002 - RASPAIL QUINET</td>\n",
+       "      <td>44</td>\n",
+       "      <td>4</td>\n",
+       "      <td>POINT (259324.887 6247620.771)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>20503 - COURS DE VINCENNES PYRÉNÉES</td>\n",
+       "      <td>21</td>\n",
+       "      <td>3</td>\n",
+       "      <td>POINT (267824.377 6249062.894)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>20011 - PYRÉNÉES-DAGORNO</td>\n",
+       "      <td>21</td>\n",
+       "      <td>0</td>\n",
+       "      <td>POINT (267742.135 6250378.469)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>31008 - VINCENNES (MONTREUIL)</td>\n",
+       "      <td>56</td>\n",
+       "      <td>0</td>\n",
+       "      <td>POINT (271326.638 6250750.824)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>43006 - MINIMES (VINCENNES)</td>\n",
+       "      <td>28</td>\n",
+       "      <td>27</td>\n",
+       "      <td>POINT (270594.689 6248007.705)</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                  name  bike_stands  available_bikes  \\\n",
+       "0               14002 - RASPAIL QUINET           44                4   \n",
+       "1  20503 - COURS DE VINCENNES PYRÉNÉES           21                3   \n",
+       "2             20011 - PYRÉNÉES-DAGORNO           21                0   \n",
+       "3        31008 - VINCENNES (MONTREUIL)           56                0   \n",
+       "4          43006 - MINIMES (VINCENNES)           28               27   \n",
+       "\n",
+       "                         geometry  \n",
+       "0  POINT (259324.887 6247620.771)  \n",
+       "1  POINT (267824.377 6249062.894)  \n",
+       "2  POINT (267742.135 6250378.469)  \n",
+       "3  POINT (271326.638 6250750.824)  \n",
+       "4  POINT (270594.689 6248007.705)  "
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/01-introduction-geospatial-data3.py\n",
+    "stations.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(1226, 4)"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/01-introduction-geospatial-data4.py\n",
+    "stations.shape"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-success\">\n",
+    "\n",
+    "**EXERCISE**:\n",
+    "\n",
+    "* Make a quick plot of the `stations` dataset.\n",
+    "* Make the plot a bit larger byt setting the figure size to (12, 6) (hint: the `plot` method accepts a `figsize` keyword).\n",
+    " \n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f02e699f5d0>"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/01-introduction-geospatial-data5.py\n",
+    "stations.plot(figsize=(12,6))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "A plot with just some points can be hard to interpret without any spatial context. Therefore, in the next exercise we will learn how to add a background map.\n",
+    "\n",
+    "We are going to make use of the [contextily](https://github.com/darribas/contextily) package. The `add_basemap()` function of this package makes it easy to add a background web map to our plot. We begin by plotting our data first, and then pass the matplotlib axes object (returned by dataframe's `plot()` method) to the `add_basemap()` function. `contextily` will then download the web tiles needed for the geographical extent of your plot.\n",
+    "\n",
+    "\n",
+    "\n",
+    "\n",
+    "<div class=\"alert alert-success\">\n",
+    "\n",
+    "**EXERCISE**:\n",
+    "\n",
+    "* Import `contextily`.\n",
+    "* Re-do the figure of the previous exercise: make a plot of all the points in `stations`, but assign the result to an `ax` variable.\n",
+    "* Set the marker size equal to 5 to reduce the size of the points (use the `markersize` keyword of the `plot()` method for this).\n",
+    "* Use the `add_basemap()` function of `contextily` to add a background map: the first argument is the matplotlib axes object `ax`.\n",
+    "\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [],
+   "source": [
+    "# %load _solved/solutions/01-introduction-geospatial-data6.py\n",
+    "import contextily"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "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": [
+    "# %load _solved/solutions/01-introduction-geospatial-data7.py\n",
+    "ax = stations.plot()\n",
+    "contextily.add_basemap(ax)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-success\">\n",
+    "\n",
+    "**EXERCISE**:\n",
+    "\n",
+    "* Make a histogram showing the distribution of the number of bike stands in the stations.\n",
+    "\n",
+    "<details>\n",
+    "  <summary>Hints</summary>\n",
+    "\n",
+    "* Selecting a column can be done with the square brackets: `df['col_name']`\n",
+    "* Single columns have a `hist()` method to plot a histogram of its values.\n",
+    "    \n",
+    "</details>\n",
+    "    \n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f02e1abae90>"
+      ]
+     },
+     "execution_count": 41,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD4CAYAAAAXUaZHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAS50lEQVR4nO3db4xl9X3f8fcn2CWEcflT7NEGUIeqWzfA1uswIq5cVTN2GjZ2FRyprhZRa1FoNw9IZasrtZBKjaNoJR4Up5WILW2KayRcT7fYLisc0tCtR1aqUrJLcJYFr1iFLV2gu42DweNatIu/fTAH+bLM7NyduXcu58f7JV3de37n3+fO3v3MmXP/paqQJLXlJyYdQJI0epa7JDXIcpekBlnuktQgy12SGvSuSQcAuOKKK2pmZmas+/jBD37AxRdfPNZ9jFOf8/c5O/Q7f5+zQ7/zb0b2w4cP/1lVvXeleW+Lcp+ZmeHQoUNj3cfi4iJzc3Nj3cc49Tl/n7NDv/P3OTv0O/9mZE/yP1ab52kZSWqQ5S5JDbLcJalBlrskNchyl6QGWe6S1CDLXZIaZLlLUoMsd0lq0NviHao6PzN3fmNi+z5x98cntm9Jw/PIXZIaZLlLUoMsd0lqkOUuSQ2y3CWpQZa7JDXIcpekBlnuktQgy12SGmS5S1KDLHdJapDlLkkNstwlqUGWuyQ1yHKXpAZZ7pLUoDXLPclPJnk8ybeTHE3ym9345UkeTfJsd33ZwDp3JTme5FiSm8Z5ByRJbzXMkftrwEeq6gPAdmBHkg8BdwIHq2orcLCbJsm1wE7gOmAH8PkkF4wjvCRpZWuWey1b6ibf3V0KuBm4vxu/H/hEd/tmYKGqXquq54DjwI0jTS1JOqdU1doLLR95Hwb+KvA7VfXPknyvqi4dWOblqrosyb3AY1X1QDd+H/BIVT141jZ3A7sBpqenb1hYWBjZnVrJ0tISU1NTY93HOA3mP/LCKxPLse3KS857nZZ+9n3T5+zQ7/ybkX1+fv5wVc2uNG+oL8iuqteB7UkuBb6e5PpzLJ6VNrHCNvcB+wBmZ2drbm5umCjrtri4yLj3MU6D+W+b5Bdk3zp33uu09LPvmz5nh37nn3T283q1TFV9D1hk+Vz6qSRbALrr091iJ4GrB1a7Cnhxw0klSUMb5tUy7+2O2ElyEfDzwHeAA8CubrFdwEPd7QPAziQXJrkG2Ao8PurgkqTVDXNaZgtwf3fe/SeA/VX1cJL/BuxPcjvwPPBJgKo6mmQ/8DRwBrijO60jSdoka5Z7Vf0J8MEVxr8LfHSVdfYCezecTpK0Lr5DVZIaZLlLUoMsd0lqkOUuSQ2y3CWpQZa7JDXIcpekBlnuktQgy12SGmS5S1KDLHdJapDlLkkNstwlqUGWuyQ1yHKXpAZZ7pLUIMtdkhpkuUtSgyx3SWqQ5S5JDbLcJalBlrskNWjNck9ydZJvJnkmydEkn+7GP5vkhSRPdpePDaxzV5LjSY4luWmcd0CS9FbvGmKZM8CeqnoiyXuAw0ke7eb9dlX9y8GFk1wL7ASuA34a+M9J/lpVvT7K4JKk1a155F5VL1XVE93t7wPPAFeeY5WbgYWqeq2qngOOAzeOIqwkaTipquEXTmaAbwHXA/8EuA14FTjE8tH9y0nuBR6rqge6de4DHqmqB8/a1m5gN8D09PQNCwsLG70v57S0tMTU1NRY9zFOg/mPvPDKxHJsu/KS816npZ993/Q5O/Q7/2Zkn5+fP1xVsyvNG+a0DABJpoCvAp+pqleTfAH4LaC663uAXwGywupv+Q1SVfuAfQCzs7M1Nzc3bJR1WVxcZNz7GKfB/Lfd+Y2J5Thx69x5r9PSz75v+pwd+p1/0tmHerVMknezXOxfrqqvAVTVqap6vap+BPwuPz71chK4emD1q4AXRxdZkrSWYV4tE+A+4Jmq+tzA+JaBxX4ZeKq7fQDYmeTCJNcAW4HHRxdZkrSWYU7LfBj4FHAkyZPd2K8DtyTZzvIplxPArwJU1dEk+4GnWX6lzR2+UkaSNtea5V5Vf8jK59F/7xzr7AX2biCXJGkDfIeqJDXIcpekBlnuktQgy12SGmS5S1KDLHdJapDlLkkNstwlqUFDf3CYBDCzjg8t27PtzIY/7OzE3R/f0PrSO41H7pLUIMtdkhpkuUtSgyx3SWqQ5S5JDbLcJalBlrskNchyl6QGWe6S1CDLXZIaZLlLUoMsd0lqkOUuSQ1as9yTXJ3km0meSXI0yae78cuTPJrk2e76soF17kpyPMmxJDeN8w5Ikt5qmCP3M8CeqvoZ4EPAHUmuBe4EDlbVVuBgN003bydwHbAD+HySC8YRXpK0sjXLvapeqqonutvfB54BrgRuBu7vFrsf+ER3+2Zgoapeq6rngOPAjaMOLklaXapq+IWTGeBbwPXA81V16cC8l6vqsiT3Ao9V1QPd+H3AI1X14Fnb2g3sBpienr5hYWFhg3fl3JaWlpiamhrrPsZpMP+RF16ZcJrzM30RnPrhxrax7cpLRhNmHfr82Olzduh3/s3IPj8/f7iqZleaN/Q3MSWZAr4KfKaqXk2y6qIrjL3lN0hV7QP2AczOztbc3NywUdZlcXGRce9jnAbzb/RbjTbbnm1nuOfIxr7068Stc6MJsw59fuz0OTv0O/+ksw/1apkk72a52L9cVV/rhk8l2dLN3wKc7sZPAlcPrH4V8OJo4kqShjHMq2UC3Ac8U1WfG5h1ANjV3d4FPDQwvjPJhUmuAbYCj48usiRpLcP8rfxh4FPAkSRPdmO/DtwN7E9yO/A88EmAqjqaZD/wNMuvtLmjql4feXJJ0qrWLPeq+kNWPo8O8NFV1tkL7N1ALknSBvgOVUlqkOUuSQ2y3CWpQZa7JDXIcpekBlnuktQgy12SGmS5S1KDNvZpTu9wM5v4AV57tp3p3QeGSZocj9wlqUGWuyQ1yHKXpAZZ7pLUIMtdkhpkuUtSgyx3SWqQ5S5JDbLcJalBlrskNchyl6QGWe6S1CDLXZIatGa5J/liktNJnhoY+2ySF5I82V0+NjDvriTHkxxLctO4gkuSVjfMkfuXgB0rjP92VW3vLr8HkORaYCdwXbfO55NcMKqwkqThrFnuVfUt4M+H3N7NwEJVvVZVzwHHgRs3kE+StA6pqrUXSmaAh6vq+m76s8BtwKvAIWBPVb2c5F7gsap6oFvuPuCRqnpwhW3uBnYDTE9P37CwsDCCu7O6paUlpqamRrrNIy+8MtLtncv0RXDqh5u2u5EaRfZtV14ymjDrMI7Hzmbpc3bod/7NyD4/P3+4qmZXmrfeb2L6AvBbQHXX9wC/AmSFZVf87VFV+4B9ALOzszU3N7fOKMNZXFxk1PvYzG9G2rPtDPcc6ecXZ40i+4lb50YTZh3G8djZLH3ODv3OP+ns63q1TFWdqqrXq+pHwO/y41MvJ4GrBxa9CnhxYxElSedrXeWeZMvA5C8Db7yS5gCwM8mFSa4BtgKPbyyiJOl8rfm3cpKvAHPAFUlOAr8BzCXZzvIplxPArwJU1dEk+4GngTPAHVX1+niiS5JWs2a5V9UtKwzfd47l9wJ7NxJKOtvMJj6/cbYv7bh4YvuW1st3qEpSgyx3SWqQ5S5JDbLcJalBlrskNchyl6QGWe6S1CDLXZIaZLlLUoMsd0lqkOUuSQ2y3CWpQZa7JDXIcpekBlnuktQgy12SGmS5S1KDLHdJapDlLkkNstwlqUFrfkG29E535IVXuG0CX9B94u6Pb/o+1Q6P3CWpQWuWe5IvJjmd5KmBscuTPJrk2e76soF5dyU5nuRYkpvGFVyStLphjty/BOw4a+xO4GBVbQUOdtMkuRbYCVzXrfP5JBeMLK0kaShrlntVfQv487OGbwbu727fD3xiYHyhql6rqueA48CNI8oqSRpSqmrthZIZ4OGqur6b/l5VXTow/+WquizJvcBjVfVAN34f8EhVPbjCNncDuwGmp6dvWFhYGMHdWd3S0hJTU1Mj3eaRF14Z6fbOZfoiOPXDTdvdSPU5O0wu/7YrL9nwNsbxuN9Mfc6/Gdnn5+cPV9XsSvNG/WqZrDC24m+PqtoH7AOYnZ2tubm5EUd5s8XFRUa9j818BcWebWe450g/X9zU5+wwufwnbp3b8DbG8bjfTH3OP+ns6321zKkkWwC669Pd+Eng6oHlrgJeXH88SdJ6rLfcDwC7utu7gIcGxncmuTDJNcBW4PGNRZQkna81/9ZM8hVgDrgiyUngN4C7gf1JbgeeBz4JUFVHk+wHngbOAHdU1etjyi41bWYEp/32bDuzrtOHvoGq/9Ys96q6ZZVZH11l+b3A3o2EkiRtjO9QlaQGWe6S1CDLXZIaZLlLUoMsd0lqkOUuSQ2y3CWpQZa7JDXIcpekBlnuktQgy12SGmS5S1KDLHdJapDlLkkNstwlqUGWuyQ1yHKXpAZZ7pLUIMtdkhpkuUtSgyx3SWqQ5S5JDXrXRlZOcgL4PvA6cKaqZpNcDvx7YAY4Afz9qnp5YzElbaaZO78xkf2euPvjE9lvi0Zx5D5fVdurarabvhM4WFVbgYPdtCRpE43jtMzNwP3d7fuBT4xhH5Kkc9houRfwB0kOJ9ndjU1X1UsA3fX7NrgPSdJ5SlWtf+Xkp6vqxSTvAx4F/jFwoKouHVjm5aq6bIV1dwO7Aaanp29YWFhYd45hLC0tMTU1NdJtHnnhlZFu71ymL4JTP9y03Y1Un7NDv/P3Lfu2Ky950/Q4/t9uls3IPj8/f3jglPibbKjc37Sh5LPAEvCPgLmqeinJFmCxqt5/rnVnZ2fr0KFDI8mxmsXFRebm5ka6zc180mnPtjPcc2RDz39PTJ+zQ7/z9y372U+ojuP/7WbZjOxJVi33dZ+WSXJxkve8cRv4BeAp4ACwq1tsF/DQevchSVqfjfxKnwa+nuSN7fy7qvr9JH8E7E9yO/A88MmNx5QknY91l3tV/SnwgRXGvwt8dCOhJEkb4ztUJalBlrskNchyl6QGWe6S1CDLXZIa1J93N0hq3tlvDNyz7Qy3bcKbBVv8NEqP3CWpQZa7JDWoidMyw3zGy2b9eSdJbwceuUtSg5o4cpekjRjHJ7wOe7ZgXE/meuQuSQ2y3CWpQZa7JDXIcpekBlnuktQgy12SGmS5S1KDLHdJapDlLkkNstwlqUGWuyQ1yHKXpAaNrdyT7EhyLMnxJHeOaz+SpLcaS7knuQD4HeAXgWuBW5JcO459SZLealxH7jcCx6vqT6vq/wILwM1j2pck6SypqtFvNPl7wI6q+ofd9KeAn6uqXxtYZjewu5t8P3Bs5EHe7Argz8a8j3Hqc/4+Z4d+5+9zduh3/s3I/per6r0rzRjXl3VkhbE3/Rapqn3AvjHt/y2SHKqq2c3a36j1OX+fs0O/8/c5O/Q7/6Szj+u0zEng6oHpq4AXx7QvSdJZxlXufwRsTXJNkr8A7AQOjGlfkqSzjOW0TFWdSfJrwH8CLgC+WFVHx7Gv87Bpp4DGpM/5+5wd+p2/z9mh3/knmn0sT6hKkibLd6hKUoMsd0lqUJPlnuSLSU4neWpg7PIkjyZ5tru+bJIZV5Pk6iTfTPJMkqNJPt2N9yX/TyZ5PMm3u/y/2Y33Ij8sv8M6yR8nebib7lP2E0mOJHkyyaFurBf5k1ya5MEk3+ke/3+zR9nf3/3M37i8muQzk8zfZLkDXwJ2nDV2J3CwqrYCB7vpt6MzwJ6q+hngQ8Ad3Uc39CX/a8BHquoDwHZgR5IP0Z/8AJ8GnhmY7lN2gPmq2j7wGuu+5P/XwO9X1V8HPsDyv0EvslfVse5nvh24Afg/wNeZZP6qavICzABPDUwfA7Z0t7cAxyadccj78RDwd/qYH/gp4Ang5/qSn+X3ZBwEPgI83LfHDnACuOKssbd9fuAvAs/RvcijT9lXuC+/APzXSedv9ch9JdNV9RJAd/2+CedZU5IZ4IPAf6dH+bvTGk8Cp4FHq6pP+f8V8E+BHw2M9SU7LL8T/A+SHO4+4gP6kf+vAP8b+LfdKbF/k+Ri+pH9bDuBr3S3J5b/nVTuvZJkCvgq8JmqenXSec5HVb1ey3+eXgXcmOT6SWcaRpK/C5yuqsOTzrIBH66qn2X5E1nvSPK3Jx1oSO8Cfhb4QlV9EPgBb9NTMOfSvWnzl4D/MOks76RyP5VkC0B3fXrCeVaV5N0sF/uXq+pr3XBv8r+hqr4HLLL8/Ecf8n8Y+KUkJ1j+JNOPJHmAfmQHoKpe7K5Ps3zO90b6kf8kcLL7Kw/gQZbLvg/ZB/0i8ERVneqmJ5b/nVTuB4Bd3e1dLJ/LfttJEuA+4Jmq+tzArL7kf2+SS7vbFwE/D3yHHuSvqruq6qqqmmH5T+v/UlX/gB5kB0hycZL3vHGb5XO/T9GD/FX1v4D/meT93dBHgafpQfaz3MKPT8nAJPNP+smHMT2h8RXgJeD/sXxEcDvwl1h+ouzZ7vrySedcJfvfYvm86Z8AT3aXj/Uo/98A/rjL/xTwL7rxXuQfuB9z/PgJ1V5kZ/m89be7y1Hgn/cs/3bgUPfY+Y/AZX3J3uX/KeC7wCUDYxPL78cPSFKD3kmnZSTpHcNyl6QGWe6S1CDLXZIaZLlLUoMsd0lqkOUuSQ36/yhlnTLLyWopAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/01-introduction-geospatial-data8.py\n",
+    "stations['bike_stands'].hist()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-success\">\n",
+    "\n",
+    "**EXERCISE**:\n",
+    "\n",
+    "Let's now visualize where the available bikes are actually stationed:\n",
+    "    \n",
+    "* Make a plot of the `stations` dataset (also with a (12, 6) figsize).\n",
+    "* Use the `'available_bikes'` colums to determine the color of the points. For this, use the `column=` keyword.\n",
+    "* Use the `legend=True` keyword to show a color bar.\n",
+    " \n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f022e9fcf10>"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x432 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/01-introduction-geospatial-data9.py\n",
+    "stations.plot(figsize=(12, 6), column='available_bikes', legend=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-success\">\n",
+    "\n",
+    "**EXERCISE**:\n",
+    "\n",
+    "Next, we will explore the dataset on the administrative districts of Paris (available as a GeoJSON file: \"data/paris_districts_utm.geojson\")\n",
+    "\n",
+    "* Read the dataset into a GeoDataFrame called `districts`.\n",
+    "* Check the first rows of the dataframe. What kind of geometries does this dataset contain?\n",
+    "* How many features are there in the dataset? (hint: use the `.shape` attribute)\n",
+    "* Make a quick plot of the `districts` dataset (set the figure size to (12, 6)).\n",
+    "    \n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [],
+   "source": [
+    "# %load _solved/solutions/01-introduction-geospatial-data10.py\n",
+    "districts = geopandas.read_file(\"data/paris_districts_utm.geojson\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {
+    "clear_cell": 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>id</th>\n",
+       "      <th>district_name</th>\n",
+       "      <th>population</th>\n",
+       "      <th>geometry</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>St-Germain-l'Auxerrois</td>\n",
+       "      <td>1672</td>\n",
+       "      <td>POLYGON ((451922.133 5411438.484, 451922.080 5...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Halles</td>\n",
+       "      <td>8984</td>\n",
+       "      <td>POLYGON ((452278.419 5412160.893, 452192.407 5...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Palais-Royal</td>\n",
+       "      <td>3195</td>\n",
+       "      <td>POLYGON ((451553.806 5412340.522, 451528.058 5...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Place-Vendôme</td>\n",
+       "      <td>3044</td>\n",
+       "      <td>POLYGON ((451004.908 5412654.095, 450960.640 5...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Gaillon</td>\n",
+       "      <td>1345</td>\n",
+       "      <td>POLYGON ((451328.752 5412991.278, 451294.721 5...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id           district_name  population  \\\n",
+       "0   1  St-Germain-l'Auxerrois        1672   \n",
+       "1   2                  Halles        8984   \n",
+       "2   3            Palais-Royal        3195   \n",
+       "3   4           Place-Vendôme        3044   \n",
+       "4   5                 Gaillon        1345   \n",
+       "\n",
+       "                                            geometry  \n",
+       "0  POLYGON ((451922.133 5411438.484, 451922.080 5...  \n",
+       "1  POLYGON ((452278.419 5412160.893, 452192.407 5...  \n",
+       "2  POLYGON ((451553.806 5412340.522, 451528.058 5...  \n",
+       "3  POLYGON ((451004.908 5412654.095, 450960.640 5...  \n",
+       "4  POLYGON ((451328.752 5412991.278, 451294.721 5...  "
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/01-introduction-geospatial-data11.py\n",
+    "districts.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(80, 4)"
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/01-introduction-geospatial-data12.py\n",
+    "districts.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f022ed9b150>"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/01-introduction-geospatial-data13.py\n",
+    "districts.plot(figsize=(12, 6))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-success\">\n",
+    "\n",
+    "**EXERCISE**:\n",
+    "    \n",
+    "What are the largest districts (biggest area)?\n",
+    "\n",
+    "* Calculate the area of each district.\n",
+    "* Add this area as a new column to the `districts` dataframe.\n",
+    "* Sort the dataframe by this area column for largest to smallest values (descending).\n",
+    "\n",
+    "<details><summary>Hints</summary>\n",
+    "\n",
+    "* Adding a column can be done by assing values to a column using the same square brackets syntax: `df['new_col'] = values`\n",
+    "* To sort the rows of a DataFrame, use the `sort_values()` method, specifying the colum to sort on with the `by='col_name'` keyword. Check the help of this method to see how to sort ascending or descending.\n",
+    "\n",
+    "</details>\n",
+    "\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0     8.685379e+05\n",
+       "1     4.122371e+05\n",
+       "2     2.735494e+05\n",
+       "3     2.693111e+05\n",
+       "4     1.879097e+05\n",
+       "          ...     \n",
+       "75    1.294254e+06\n",
+       "76    8.061191e+05\n",
+       "77    1.486139e+06\n",
+       "78    1.598127e+06\n",
+       "79    2.089783e+06\n",
+       "Length: 80, dtype: float64"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/01-introduction-geospatial-data14.py\n",
+    "districts.geometry.area"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [],
+   "source": [
+    "# %load _solved/solutions/01-introduction-geospatial-data15.py\n",
+    "# dividing by 10^6 for showing km²\n",
+    "districts['area'] = districts.geometry.area / 1e6"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {
+    "clear_cell": 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>id</th>\n",
+       "      <th>district_name</th>\n",
+       "      <th>population</th>\n",
+       "      <th>geometry</th>\n",
+       "      <th>area</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>45</th>\n",
+       "      <td>46</td>\n",
+       "      <td>Picpus</td>\n",
+       "      <td>62947</td>\n",
+       "      <td>POLYGON ((456790.759 5408686.978, 456841.941 5...</td>\n",
+       "      <td>7.201383</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>60</th>\n",
+       "      <td>61</td>\n",
+       "      <td>Auteuil</td>\n",
+       "      <td>67967</td>\n",
+       "      <td>POLYGON ((444930.499 5411923.067, 444957.444 5...</td>\n",
+       "      <td>6.380679</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>44</th>\n",
+       "      <td>45</td>\n",
+       "      <td>Bel-Air</td>\n",
+       "      <td>33976</td>\n",
+       "      <td>POLYGON ((456987.121 5409120.599, 456996.502 5...</td>\n",
+       "      <td>5.967841</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>61</th>\n",
+       "      <td>62</td>\n",
+       "      <td>Muette</td>\n",
+       "      <td>45214</td>\n",
+       "      <td>POLYGON ((444686.860 5413985.234, 445358.893 5...</td>\n",
+       "      <td>5.475037</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>62</th>\n",
+       "      <td>63</td>\n",
+       "      <td>Porte-Dauphine</td>\n",
+       "      <td>27423</td>\n",
+       "      <td>POLYGON ((446548.869 5414236.010, 447025.036 5...</td>\n",
+       "      <td>3.085061</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>10</td>\n",
+       "      <td>Enfants-Rouges</td>\n",
+       "      <td>8562</td>\n",
+       "      <td>POLYGON ((453580.220 5412266.849, 453591.609 5...</td>\n",
+       "      <td>0.271603</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Place-Vendôme</td>\n",
+       "      <td>3044</td>\n",
+       "      <td>POLYGON ((451004.908 5412654.095, 450960.640 5...</td>\n",
+       "      <td>0.269311</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>6</td>\n",
+       "      <td>Vivienne</td>\n",
+       "      <td>2917</td>\n",
+       "      <td>POLYGON ((451686.936 5412747.032, 451682.879 5...</td>\n",
+       "      <td>0.243418</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>12</td>\n",
+       "      <td>Sainte-Avoie</td>\n",
+       "      <td>7501</td>\n",
+       "      <td>POLYGON ((452928.277 5412227.550, 452830.786 5...</td>\n",
+       "      <td>0.213201</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Gaillon</td>\n",
+       "      <td>1345</td>\n",
+       "      <td>POLYGON ((451328.752 5412991.278, 451294.721 5...</td>\n",
+       "      <td>0.187910</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>80 rows × 5 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    id   district_name  population  \\\n",
+       "45  46          Picpus       62947   \n",
+       "60  61         Auteuil       67967   \n",
+       "44  45         Bel-Air       33976   \n",
+       "61  62          Muette       45214   \n",
+       "62  63  Porte-Dauphine       27423   \n",
+       "..  ..             ...         ...   \n",
+       "9   10  Enfants-Rouges        8562   \n",
+       "3    4   Place-Vendôme        3044   \n",
+       "5    6        Vivienne        2917   \n",
+       "11  12    Sainte-Avoie        7501   \n",
+       "4    5         Gaillon        1345   \n",
+       "\n",
+       "                                             geometry      area  \n",
+       "45  POLYGON ((456790.759 5408686.978, 456841.941 5...  7.201383  \n",
+       "60  POLYGON ((444930.499 5411923.067, 444957.444 5...  6.380679  \n",
+       "44  POLYGON ((456987.121 5409120.599, 456996.502 5...  5.967841  \n",
+       "61  POLYGON ((444686.860 5413985.234, 445358.893 5...  5.475037  \n",
+       "62  POLYGON ((446548.869 5414236.010, 447025.036 5...  3.085061  \n",
+       "..                                                ...       ...  \n",
+       "9   POLYGON ((453580.220 5412266.849, 453591.609 5...  0.271603  \n",
+       "3   POLYGON ((451004.908 5412654.095, 450960.640 5...  0.269311  \n",
+       "5   POLYGON ((451686.936 5412747.032, 451682.879 5...  0.243418  \n",
+       "11  POLYGON ((452928.277 5412227.550, 452830.786 5...  0.213201  \n",
+       "4   POLYGON ((451328.752 5412991.278, 451294.721 5...  0.187910  \n",
+       "\n",
+       "[80 rows x 5 columns]"
+      ]
+     },
+     "execution_count": 58,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/01-introduction-geospatial-data16.py\n",
+    "districts.sort_values(by='area', ascending=False)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-success\">\n",
+    "\n",
+    "**EXERCISE**:\n",
+    "\n",
+    "* Add a column `'population_density'` representing the number of inhabitants per squared kilometer (Note: The area is given in squared meter, so you will need to multiply the result with `10**6`).\n",
+    "* Plot the districts using the `'population_density'` to color the polygons. For this, use the `column=` keyword.\n",
+    "* Use the `legend=True` keyword to show a color bar.\n",
+    "\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [],
+   "source": [
+    "# %load _solved/solutions/01-introduction-geospatial-data17.py\n",
+    "districts['population_density'] = districts['population'] / districts.geometry.area*10**6"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f022eceb310>"
+      ]
+     },
+     "execution_count": 62,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x432 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/01-introduction-geospatial-data18.py\n",
+    "districts.plot(column='population_density', figsize=(12, 6), legend=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7f022ecbd950>"
+      ]
+     },
+     "execution_count": 64,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x432 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/01-introduction-geospatial-data19.py\n",
+    "districts.plot(column='population', figsize=(12, 6), legend=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "\n",
+    "## For the curious: A bit more on importing and creating GeoDataFrames"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Note on `fiona`\n",
+    "\n",
+    "Under the hood, GeoPandas uses the [Fiona library](http://toblerity.org/fiona/) (pythonic interface to GDAL/OGR) to read and write data. GeoPandas provides a more user-friendly wrapper, which is sufficient for most use cases. But sometimes you want more control, and in that case, to read a file with fiona you can do the following:\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Afghanistan\n",
+      "Angola\n",
+      "Albania\n",
+      "United Arab Emirates\n",
+      "Argentina\n",
+      "Armenia\n",
+      "Antarctica\n",
+      "Fr. S. Antarctic Lands\n",
+      "Australia\n",
+      "Austria\n",
+      "Azerbaijan\n",
+      "Burundi\n",
+      "Belgium\n",
+      "Benin\n",
+      "Burkina Faso\n",
+      "Bangladesh\n",
+      "Bulgaria\n",
+      "Bahamas\n",
+      "Bosnia and Herz.\n",
+      "Belarus\n",
+      "Belize\n",
+      "Bolivia\n",
+      "Brazil\n",
+      "Brunei\n",
+      "Bhutan\n",
+      "Botswana\n",
+      "Central African Rep.\n",
+      "Canada\n",
+      "Switzerland\n",
+      "Chile\n",
+      "China\n",
+      "Côte d'Ivoire\n",
+      "Cameroon\n",
+      "Dem. Rep. Congo\n",
+      "Congo\n",
+      "Colombia\n",
+      "Costa Rica\n",
+      "Cuba\n",
+      "N. Cyprus\n",
+      "Cyprus\n",
+      "Czechia\n",
+      "Germany\n",
+      "Djibouti\n",
+      "Denmark\n",
+      "Dominican Rep.\n",
+      "Algeria\n",
+      "Ecuador\n",
+      "Egypt\n",
+      "Eritrea\n",
+      "Spain\n",
+      "Estonia\n",
+      "Ethiopia\n",
+      "Finland\n",
+      "Fiji\n",
+      "Falkland Is.\n",
+      "France\n",
+      "Gabon\n",
+      "United Kingdom\n",
+      "Georgia\n",
+      "Ghana\n",
+      "Guinea\n",
+      "Gambia\n",
+      "Guinea-Bissau\n",
+      "Eq. Guinea\n",
+      "Greece\n",
+      "Greenland\n",
+      "Guatemala\n",
+      "Guyana\n",
+      "Honduras\n",
+      "Croatia\n",
+      "Haiti\n",
+      "Hungary\n",
+      "Indonesia\n",
+      "India\n",
+      "Ireland\n",
+      "Iran\n",
+      "Iraq\n",
+      "Iceland\n",
+      "Israel\n",
+      "Italy\n",
+      "Jamaica\n",
+      "Jordan\n",
+      "Japan\n",
+      "Kazakhstan\n",
+      "Kenya\n",
+      "Kyrgyzstan\n",
+      "Cambodia\n",
+      "South Korea\n",
+      "Kosovo\n",
+      "Kuwait\n",
+      "Laos\n",
+      "Lebanon\n",
+      "Liberia\n",
+      "Libya\n",
+      "Sri Lanka\n",
+      "Lesotho\n",
+      "Lithuania\n",
+      "Luxembourg\n",
+      "Latvia\n",
+      "Morocco\n",
+      "Moldova\n",
+      "Madagascar\n",
+      "Mexico\n",
+      "Macedonia\n",
+      "Mali\n",
+      "Myanmar\n",
+      "Montenegro\n",
+      "Mongolia\n",
+      "Mozambique\n",
+      "Mauritania\n",
+      "Malawi\n",
+      "Malaysia\n",
+      "Namibia\n",
+      "New Caledonia\n",
+      "Niger\n",
+      "Nigeria\n",
+      "Nicaragua\n",
+      "Netherlands\n",
+      "Norway\n",
+      "Nepal\n",
+      "New Zealand\n",
+      "Oman\n",
+      "Pakistan\n",
+      "Panama\n",
+      "Peru\n",
+      "Philippines\n",
+      "Papua New Guinea\n",
+      "Poland\n",
+      "Puerto Rico\n",
+      "North Korea\n",
+      "Portugal\n",
+      "Paraguay\n",
+      "Palestine\n",
+      "Qatar\n",
+      "Romania\n",
+      "Russia\n",
+      "Rwanda\n",
+      "W. Sahara\n",
+      "Saudi Arabia\n",
+      "Sudan\n",
+      "S. Sudan\n",
+      "Senegal\n",
+      "Solomon Is.\n",
+      "Sierra Leone\n",
+      "El Salvador\n",
+      "Somaliland\n",
+      "Somalia\n",
+      "Serbia\n",
+      "Suriname\n",
+      "Slovakia\n",
+      "Slovenia\n",
+      "Sweden\n",
+      "Swaziland\n",
+      "Syria\n",
+      "Chad\n",
+      "Togo\n",
+      "Thailand\n",
+      "Tajikistan\n",
+      "Turkmenistan\n",
+      "Timor-Leste\n",
+      "Trinidad and Tobago\n",
+      "Tunisia\n",
+      "Turkey\n",
+      "Taiwan\n",
+      "Tanzania\n",
+      "Uganda\n",
+      "Ukraine\n",
+      "Uruguay\n",
+      "United States of America\n",
+      "Uzbekistan\n",
+      "Venezuela\n",
+      "Vietnam\n",
+      "Vanuatu\n",
+      "Yemen\n",
+      "South Africa\n",
+      "Zambia\n",
+      "Zimbabwe\n"
+     ]
+    }
+   ],
+   "source": [
+    "import fiona\n",
+    "from shapely.geometry import shape\n",
+    "\n",
+    "with fiona.Env():\n",
+    "    with fiona.open(\"zip://./data/ne_110m_admin_0_countries.zip\") as collection:\n",
+    "        for feature in collection:\n",
+    "            # ... do something with geometry\n",
+    "            geom = shape(feature['geometry'])\n",
+    "            # ... do something with properties\n",
+    "            print(feature['properties']['name'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Constructing a GeoDataFrame manually"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "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>attribute1</th>\n",
+       "      <th>attribute2</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>POINT (1.00000 1.00000)</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>POINT (2.00000 2.00000)</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  geometry  attribute1  attribute2\n",
+       "0  POINT (1.00000 1.00000)           1         0.1\n",
+       "1  POINT (2.00000 2.00000)           2         0.2"
+      ]
+     },
+     "execution_count": 66,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "geopandas.GeoDataFrame({\n",
+    "    'geometry': [Point(1, 1), Point(2, 2)],\n",
+    "    'attribute1': [1, 2],\n",
+    "    'attribute2': [0.1, 0.2]})"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Creating a GeoDataFrame from an existing dataframe\n",
+    "\n",
+    "For example, if you have lat/lon coordinates in two columns:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = pd.DataFrame(\n",
+    "    {'City': ['Buenos Aires', 'Brasilia', 'Santiago', 'Bogota', 'Caracas'],\n",
+    "     'Country': ['Argentina', 'Brazil', 'Chile', 'Colombia', 'Venezuela'],\n",
+    "     'Latitude': [-34.58, -15.78, -33.45, 4.60, 10.48],\n",
+    "     'Longitude': [-58.66, -47.91, -70.66, -74.08, -66.86]})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "gdf = geopandas.GeoDataFrame(\n",
+    "    df, geometry=geopandas.points_from_xy(df.Longitude, df.Latitude))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "gdf"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "See http://geopandas.readthedocs.io/en/latest/gallery/create_geopandas_from_pandas.html for full example"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/notebooks/02-coordinate-reference-systems.ipynb b/notebooks/02-coordinate-reference-systems.ipynb
new file mode 100644
index 0000000..0201941
--- /dev/null
+++ b/notebooks/02-coordinate-reference-systems.ipynb
@@ -0,0 +1,928 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Coordinate reference systems"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib inline\n",
+    "\n",
+    "import pandas as pd\n",
+    "import geopandas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "countries = geopandas.read_file(\"zip://./data/ne_110m_admin_0_countries.zip\")\n",
+    "cities = geopandas.read_file(\"zip://./data/ne_110m_populated_places.zip\")\n",
+    "rivers = geopandas.read_file(\"zip://./data/ne_50m_rivers_lake_centerlines.zip\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Coordinate reference systems\n",
+    "\n",
+    "Up to now, we have used the geometry data with certain coordinates without further wondering what those coordinates mean or how they are expressed.\n",
+    "\n",
+    "> The **Coordinate Reference System (CRS)** relates the coordinates to a specific location on earth.\n",
+    "\n",
+    "For a nice in-depth explanation, see https://docs.qgis.org/2.8/en/docs/gentle_gis_introduction/coordinate_reference_systems.html"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Geographic coordinates\n",
+    "\n",
+    "> Degrees of latitude and longitude.\n",
+    ">\n",
+    "> E.g. 48°51′N, 2°17′E\n",
+    "\n",
+    "The most known type of coordinates are geographic coordinates: we define a position on the globe in degrees of latitude and longitude, relative to the equator and the prime meridian. \n",
+    "With this system, we can easily specify any location on earth. It is used widely, for example in GPS. If you inspect the coordinates of a location in Google Maps, you will also see latitude and longitude.\n",
+    "\n",
+    "**Attention!**\n",
+    "\n",
+    "in Python we use (lon, lat) and not (lat, lon)\n",
+    "\n",
+    "- Longitude: [-180, 180]{{1}}\n",
+    "- Latitude: [-90, 90]{{1}}"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Projected coordinates\n",
+    "\n",
+    "> `(x, y)` coordinates are usually in meters or feet\n",
+    "\n",
+    "Although the earth is a globe, in practice we usually represent it on a flat surface: think about a physical map, or the figures we have made with Python on our computer screen.\n",
+    "Going from the globe to a flat map is what we call a *projection*.\n",
+    "\n",
+    "![](img/projection.png)\n",
+    "\n",
+    "We project the surface of the earth onto a 2D plane so we can express locations in cartesian x and y coordinates, on a flat surface. In this plane, we then typically work with a length unit such as meters instead of degrees, which makes the analysis more convenient and effective.\n",
+    "\n",
+    "However, there is an important remark: the 3 dimensional earth can never be represented perfectly on a 2 dimensional map, so projections inevitably introduce distortions. To minimise such errors, there are different approaches to project, each with specific advantages and disadvantages.\n",
+    "\n",
+    "Some projection systems will try to preserve the area size of geometries, such as the Albers Equal Area projection. Other projection systems try to preserve angles, such as the Mercator projection, but will see big distortions in the area. Every projection system will always have some distortion of area, angle or distance.\n",
+    "\n",
+    "<table><tr>\n",
+    "<td> <img src=\"img/projections-AlbersEqualArea.png\"/> </td>\n",
+    "<td> <img src=\"img/projections-Mercator.png\"/> </td>\n",
+    "</tr>\n",
+    "<tr>\n",
+    "<td> <img src=\"img/projections-Robinson.png\"/> </td>\n",
+    "</tr></table>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**Projected size vs actual size (Mercator projection)**:\n",
+    "\n",
+    "![](img/mercator_projection_area.gif)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Coordinate Reference Systems in Python / GeoPandas"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "A GeoDataFrame or GeoSeries has a `.crs` attribute which holds (optionally) a description of the coordinate reference system of the geometries:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'init': 'epsg:4326'}"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "countries.crs"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "For the `countries` dataframe, it indicates that it uses the EPSG 4326 / WGS84 lon/lat reference system, which is one of the most used for geographic coordinates.\n",
+    "\n",
+    "\n",
+    "It uses coordinates as latitude and longitude in degrees, as can you be seen from the x/y labels on the plot:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe0b73a94d0>"
+      ]
+     },
+     "execution_count": 4,
+     "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": [
+    "countries.plot()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The `.crs` attribute is given as a dictionary. In this case, it only indicates the EPSG code, but it can also contain the full \"proj4\" string (in dictionary form).\n",
+    "\n",
+    "Possible CRS representation:\n",
+    "\n",
+    "- **`proj4` string**  \n",
+    "  \n",
+    "  Example: `+proj=longlat +datum=WGS84 +no_defs`\n",
+    "\n",
+    "  Or its dict representation: `{'proj': 'longlat', 'datum': 'WGS84', 'no_defs': True}`\n",
+    "\n",
+    "- **EPSG code**\n",
+    "  \n",
+    "  Example: `EPSG:4326` = WGS84 geographic CRS (longitude, latitude)\n",
+    "  \n",
+    "- Well-Know-Text (WKT) representation (better support coming with PROJ6 in the next GeoPandas version)\n",
+    "\n",
+    "See eg https://epsg.io/4326\n",
+    "\n",
+    "Under the hood, GeoPandas uses the `pyproj` / `PROJ` libraries to deal with the re-projections.\n",
+    "\n",
+    "For more information, see also http://geopandas.readthedocs.io/en/latest/projections.html."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Transforming to another CRS\n",
+    "\n",
+    "We can convert a GeoDataFrame to another reference system using the `to_crs` function. \n",
+    "\n",
+    "For example, let's convert the countries to the World Mercator projection (http://epsg.io/3395):"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# remove Antartica, as the Mercator projection cannot deal with the poles\n",
+    "countries = countries[(countries['name'] != \"Antarctica\")]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/srv/conda/envs/notebook/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method.\n",
+      "  return _prepare_from_string(\" \".join(pjargs))\n"
+     ]
+    }
+   ],
+   "source": [
+    "countries_mercator = countries.to_crs(epsg=3395)  # or .to_crs({'init': 'epsg:3395'})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe0e8649c90>"
+      ]
+     },
+     "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": [
+    "countries_mercator.plot()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Note the different scale of x and y."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Why using a different CRS?\n",
+    "\n",
+    "There are sometimes good reasons you want to change the coordinate references system of your dataset, for example:\n",
+    "\n",
+    "- Different sources with different CRS -> need to convert to the same crs\n",
+    "\n",
+    "    ```python\n",
+    "    df1 = geopandas.read_file(...)\n",
+    "    df2 = geopandas.read_file(...)\n",
+    "\n",
+    "    df2 = df2.to_crs(df1.crs)\n",
+    "    ```\n",
+    "\n",
+    "- Mapping (distortion of shape and distances)\n",
+    "\n",
+    "- Distance / area based calculations -> ensure you use an appropriate projected coordinate system expressed in a meaningful unit such as metres or feet (not degrees).\n",
+    "\n",
+    "<div class=\"alert alert-info\" style=\"font-size:120%\">\n",
+    "\n",
+    "**ATTENTION:**\n",
+    "\n",
+    "All the calculations that happen in geopandas and shapely assume that your data is in a 2D cartesian plane, and thus the result of those calculations will only be correct if your data is properly projected.\n",
+    "\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Let's practice!\n",
+    "\n",
+    "Again, we will go back to the Paris datasets. Up to now, we provided the datasets in an appropriate projected CRS for the exercises. But the original data actually were geographic coordinates. In the following exercises, we will start from there.\n",
+    "\n",
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Going back to the Paris districts dataset, this is now provided as a GeoJSON file (`\"data/paris_districts.geojson\"`) in geographic coordinates.\n",
+    "\n",
+    "For converting to projected coordinates, we will use the standard projected CRS for France is the RGF93 / Lambert-93 reference system, referenced by the `EPSG:2154` number (in Belgium this would be Lambert 72, EPSG:31370).\n",
+    "\n",
+    "<div class=\"alert alert-success\">\n",
+    "\n",
+    "**EXERCISE: Projecting a GeoDataFrame**\n",
+    "\n",
+    "* Read the districts datasets (`\"data/paris_districts.geojson\"`) into a GeoDataFrame called `districts`.\n",
+    "* Look at the CRS attribute of the GeoDataFrame. Do you recognize the EPSG number?\n",
+    "* Make a simple plot of the `districts` dataset.\n",
+    "* Calculate the area of all districts.\n",
+    "* Convert the `districts` to a projected CRS (using the `EPSG:2154` for France). Call the new dataset `districts_RGF93`.\n",
+    "* Make a similar plot of `districts_RGF93`.\n",
+    "* Calculate the area of all districts again with `districts_RGF93` (the result will now be expressed in m²).\n",
+    "    \n",
+    "    \n",
+    "<details><summary>Hints</summary>\n",
+    "\n",
+    "* The CRS information is stored in the `crs` attribute of a GeoDataFrame.\n",
+    "* Making a simple plot of a GeoDataFrame can be done with the `.plot()` method.\n",
+    "* Converting to a different CRS can be done with the `to_crs()` method, and the CRS can be specified as an EPSG number using the `epsg` keyword.\n",
+    "\n",
+    "</details>\n",
+    "\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [],
+   "source": [
+    "# %load _solved/solutions/02-coordinate-reference-systems1.py\n",
+    "districts = geopandas.read_file(\"data/paris_districts.geojson\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'init': 'epsg:4326'}"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/02-coordinate-reference-systems2.py\n",
+    "districts.crs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {
+    "clear_cell": 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>id</th>\n",
+       "      <th>district_name</th>\n",
+       "      <th>population</th>\n",
+       "      <th>geometry</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>St-Germain-l'Auxerrois</td>\n",
+       "      <td>1672</td>\n",
+       "      <td>POLYGON ((2.34459 48.85405, 2.34459 48.85405, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Halles</td>\n",
+       "      <td>8984</td>\n",
+       "      <td>POLYGON ((2.34937 48.86058, 2.34822 48.85852, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Palais-Royal</td>\n",
+       "      <td>3195</td>\n",
+       "      <td>POLYGON ((2.33947 48.86214, 2.33912 48.86148, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Place-Vendôme</td>\n",
+       "      <td>3044</td>\n",
+       "      <td>POLYGON ((2.33194 48.86491, 2.33135 48.86399, ...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Gaillon</td>\n",
+       "      <td>1345</td>\n",
+       "      <td>POLYGON ((2.33632 48.86797, 2.33587 48.86700, ...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id           district_name  population  \\\n",
+       "0   1  St-Germain-l'Auxerrois        1672   \n",
+       "1   2                  Halles        8984   \n",
+       "2   3            Palais-Royal        3195   \n",
+       "3   4           Place-Vendôme        3044   \n",
+       "4   5                 Gaillon        1345   \n",
+       "\n",
+       "                                            geometry  \n",
+       "0  POLYGON ((2.34459 48.85405, 2.34459 48.85405, ...  \n",
+       "1  POLYGON ((2.34937 48.86058, 2.34822 48.85852, ...  \n",
+       "2  POLYGON ((2.33947 48.86214, 2.33912 48.86148, ...  \n",
+       "3  POLYGON ((2.33194 48.86491, 2.33135 48.86399, ...  \n",
+       "4  POLYGON ((2.33632 48.86797, 2.33587 48.86700, ...  "
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/02-coordinate-reference-systems3.py\n",
+    "districts.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe0b7228c10>"
+      ]
+     },
+     "execution_count": 15,
+     "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": [
+    "# %load _solved/solutions/02-coordinate-reference-systems4.py\n",
+    "districts.plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(80, 4)"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "districts.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0     0.000107\n",
+       "1     0.000051\n",
+       "2     0.000034\n",
+       "3     0.000033\n",
+       "4     0.000023\n",
+       "        ...   \n",
+       "75    0.000159\n",
+       "76    0.000099\n",
+       "77    0.000182\n",
+       "78    0.000196\n",
+       "79    0.000256\n",
+       "Length: 80, dtype: float64"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/02-coordinate-reference-systems5.py\n",
+    "districts.geometry.area"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(80,)"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "districts.geometry.area.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/srv/conda/envs/notebook/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method.\n",
+      "  return _prepare_from_string(\" \".join(pjargs))\n"
+     ]
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/02-coordinate-reference-systems6.py\n",
+    "districts_RGF93 = districts.to_crs(epsg=2154)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fe0b71b9bd0>"
+      ]
+     },
+     "execution_count": 24,
+     "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": [
+    "# %load _solved/solutions/02-coordinate-reference-systems7.py\n",
+    "districts_RGF93.plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0     8.690007e+05\n",
+       "1     4.124585e+05\n",
+       "2     2.736968e+05\n",
+       "3     2.694568e+05\n",
+       "4     1.880122e+05\n",
+       "          ...     \n",
+       "75    1.294988e+06\n",
+       "76    8.065686e+05\n",
+       "77    1.486971e+06\n",
+       "78    1.599002e+06\n",
+       "79    2.090904e+06\n",
+       "Length: 80, dtype: float64"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/02-coordinate-reference-systems8.py\n",
+    "districts_RGF93.geometry.area"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-success\">\n",
+    "\n",
+    "**EXERCISE:**\n",
+    "\n",
+    "In the first notebook, we did an exercise on plotting the bike stations locations in Paris and adding a background map to it using the `contextily` package.\n",
+    "\n",
+    "Currently, `contextily` assumes that your data is in the Web Mercator projection, the system used by most web tile services. And in that first exercise, we provided the data in the appropriate CRS so you didn't need to care about this aspect.\n",
+    "\n",
+    "However, typically, your data will not come in Web Mercator (`EPSG:3857`) and you will have to align them with web tiles on your own.\n",
+    "    \n",
+    "* Read the bike stations datasets (`\"data/paris_bike_stations.geojson\"`) into a GeoDataFrame called `stations`.\n",
+    "* Convert the `stations` dataset to the Web Mercator projection (`EPSG:3857`). Call the result `stations_webmercator`, and inspect the result.\n",
+    "* Make a plot of this projected dataset (specify the marker size to be 5) and add a background map using `contextily`.\n",
+    "\n",
+    "    \n",
+    "<details><summary>Hints</summary>\n",
+    "\n",
+    "* Making a simple plot of a GeoDataFrame can be done with the `.plot()` method. This returns a matplotlib axes object.\n",
+    "* The marker size can be specified with the `markersize` keyword if the `plot()` method.\n",
+    "* To add a background map, use the `contextily.add_basemap()` function. It takes the matplotlib `ax` to which to add a map as the first argument.\n",
+    "\n",
+    "</details>\n",
+    "\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [],
+   "source": [
+    "# %load _solved/solutions/02-coordinate-reference-systems9.py\n",
+    "stations = geopandas.read_file(\"data/paris_bike_stations.geojson\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "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</th>\n",
+       "      <th>bike_stands</th>\n",
+       "      <th>available_bikes</th>\n",
+       "      <th>geometry</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>14002 - RASPAIL QUINET</td>\n",
+       "      <td>44</td>\n",
+       "      <td>4</td>\n",
+       "      <td>POINT (2.32956 48.83920)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>20503 - COURS DE VINCENNES PYRÉNÉES</td>\n",
+       "      <td>21</td>\n",
+       "      <td>3</td>\n",
+       "      <td>POINT (2.40591 48.84772)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>20011 - PYRÉNÉES-DAGORNO</td>\n",
+       "      <td>21</td>\n",
+       "      <td>0</td>\n",
+       "      <td>POINT (2.40517 48.85550)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>31008 - VINCENNES (MONTREUIL)</td>\n",
+       "      <td>56</td>\n",
+       "      <td>0</td>\n",
+       "      <td>POINT (2.43737 48.85770)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>43006 - MINIMES (VINCENNES)</td>\n",
+       "      <td>28</td>\n",
+       "      <td>27</td>\n",
+       "      <td>POINT (2.43079 48.84149)</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                  name  bike_stands  available_bikes  \\\n",
+       "0               14002 - RASPAIL QUINET           44                4   \n",
+       "1  20503 - COURS DE VINCENNES PYRÉNÉES           21                3   \n",
+       "2             20011 - PYRÉNÉES-DAGORNO           21                0   \n",
+       "3        31008 - VINCENNES (MONTREUIL)           56                0   \n",
+       "4          43006 - MINIMES (VINCENNES)           28               27   \n",
+       "\n",
+       "                   geometry  \n",
+       "0  POINT (2.32956 48.83920)  \n",
+       "1  POINT (2.40591 48.84772)  \n",
+       "2  POINT (2.40517 48.85550)  \n",
+       "3  POINT (2.43737 48.85770)  \n",
+       "4  POINT (2.43079 48.84149)  "
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "stations.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/srv/conda/envs/notebook/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method.\n",
+      "  return _prepare_from_string(\" \".join(pjargs))\n"
+     ]
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/02-coordinate-reference-systems10.py\n",
+    "stations_webmercator = stations.to_crs(epsg=3857)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'init': 'epsg:3857', 'no_defs': True}"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "stations_webmercator.crs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "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": [
+    "# %load _solved/solutions/02-coordinate-reference-systems11.py\n",
+    "import contextily\n",
+    "ax = stations_webmercator.plot(markersize=5)\n",
+    "contextily.add_basemap(ax)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/notebooks/03-spatial-relationships-operations.ipynb b/notebooks/03-spatial-relationships-operations.ipynb
new file mode 100644
index 0000000..5f0268d
--- /dev/null
+++ b/notebooks/03-spatial-relationships-operations.ipynb
@@ -0,0 +1,1591 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Spatial relationships and operations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib inline\n",
+    "\n",
+    "import pandas as pd\n",
+    "import geopandas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "countries = geopandas.read_file(\"zip://./data/ne_110m_admin_0_countries.zip\")\n",
+    "cities = geopandas.read_file(\"zip://./data/ne_110m_populated_places.zip\")\n",
+    "rivers = geopandas.read_file(\"zip://./data/ne_50m_rivers_lake_centerlines.zip\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "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>iso_a3</th>\n",
+       "      <th>name</th>\n",
+       "      <th>continent</th>\n",
+       "      <th>pop_est</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>AFG</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>Asia</td>\n",
+       "      <td>34124811.0</td>\n",
+       "      <td>64080.0</td>\n",
+       "      <td>POLYGON ((61.21082 35.65007, 62.23065 35.27066...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>Africa</td>\n",
+       "      <td>29310273.0</td>\n",
+       "      <td>189000.0</td>\n",
+       "      <td>MULTIPOLYGON (((23.90415 -11.72228, 24.07991 -...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>ALB</td>\n",
+       "      <td>Albania</td>\n",
+       "      <td>Europe</td>\n",
+       "      <td>3047987.0</td>\n",
+       "      <td>33900.0</td>\n",
+       "      <td>POLYGON ((21.02004 40.84273, 20.99999 40.58000...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>ARE</td>\n",
+       "      <td>United Arab Emirates</td>\n",
+       "      <td>Asia</td>\n",
+       "      <td>6072475.0</td>\n",
+       "      <td>667200.0</td>\n",
+       "      <td>POLYGON ((51.57952 24.24550, 51.75744 24.29407...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>ARG</td>\n",
+       "      <td>Argentina</td>\n",
+       "      <td>South America</td>\n",
+       "      <td>44293293.0</td>\n",
+       "      <td>879400.0</td>\n",
+       "      <td>MULTIPOLYGON (((-66.95992 -54.89681, -67.56244...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  iso_a3                  name      continent     pop_est  gdp_md_est  \\\n",
+       "0    AFG           Afghanistan           Asia  34124811.0     64080.0   \n",
+       "1    AGO                Angola         Africa  29310273.0    189000.0   \n",
+       "2    ALB               Albania         Europe   3047987.0     33900.0   \n",
+       "3    ARE  United Arab Emirates           Asia   6072475.0    667200.0   \n",
+       "4    ARG             Argentina  South America  44293293.0    879400.0   \n",
+       "\n",
+       "                                            geometry  \n",
+       "0  POLYGON ((61.21082 35.65007, 62.23065 35.27066...  \n",
+       "1  MULTIPOLYGON (((23.90415 -11.72228, 24.07991 -...  \n",
+       "2  POLYGON ((21.02004 40.84273, 20.99999 40.58000...  \n",
+       "3  POLYGON ((51.57952 24.24550, 51.75744 24.29407...  \n",
+       "4  MULTIPOLYGON (((-66.95992 -54.89681, -67.56244...  "
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "countries.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Spatial relationships\n",
+    "\n",
+    "An important aspect of geospatial data is that we can look at *spatial relationships*: how two spatial objects relate to each other (whether they overlap, intersect, contain, .. one another).\n",
+    "\n",
+    "The topological, set-theoretic relationships in GIS are typically based on the DE-9IM model. See https://en.wikipedia.org/wiki/Spatial_relation for more information.\n",
+    "\n",
+    "![](img/TopologicSpatialRelarions2.png)\n",
+    "(Image by [Krauss, CC BY-SA 3.0](https://en.wikipedia.org/wiki/Spatial_relation#/media/File:TopologicSpatialRelarions2.png))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Relationships between individual objects"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's first create some small toy spatial objects:\n",
+    "\n",
+    "A polygon <small>(note: we use `.squeeze()` here to to extract the scalar geometry object from the GeoSeries of length 1)</small>:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "belgium = countries.loc[countries['name'] == 'Belgium', 'geometry'].squeeze()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "shapely.geometry.polygon.Polygon"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(belgium)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Two points:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "paris = cities.loc[cities['name'] == 'Paris', 'geometry'].squeeze()\n",
+    "brussels = cities.loc[cities['name'] == 'Brussels', 'geometry'].squeeze()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "And a linestring:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from shapely.geometry import LineString\n",
+    "line = LineString([paris, brussels])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "shapely.geometry.linestring.LineString"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "type(line)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Let's visualize those 4 geometry objects together (I only put them in a GeoSeries to easily display them together with the geopandas `.plot()` method):"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7efc10f53110>"
+      ]
+     },
+     "execution_count": 8,
+     "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": [
+    "geopandas.GeoSeries([belgium, paris, brussels, line]).plot(cmap='tab10')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "You can recognize the abstract shape of Belgium.\n",
+    "\n",
+    "Brussels, the capital of Belgium, is thus located within Belgium. This is a spatial relationship, and we can test this using the individual shapely geometry objects as follow:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "brussels.within(belgium)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "And using the reverse, Belgium contains Brussels:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "belgium.contains(brussels)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "On the other hand, Paris is not located in Belgium:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "False"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "belgium.contains(paris)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "False"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "paris.within(belgium)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The straight line we draw from Paris to Brussels is not fully located within Belgium, but it does intersect with it:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "False"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "belgium.contains(line)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "line.intersects(belgium)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Spatial relationships with GeoDataFrames\n",
+    "\n",
+    "The same methods that are available on individual `shapely` geometries as we have seen above, are also available as methods on `GeoSeries` / `GeoDataFrame` objects.\n",
+    "\n",
+    "For example, if we call the `contains` method on the world dataset with the `paris` point, it will do this spatial check for each country in the `world` dataframe:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array([False,  True])"
+      ]
+     },
+     "execution_count": 17,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "countries.contains(paris).unique()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Because the above gives us a boolean result, we can use that to filter the dataframe:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "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>iso_a3</th>\n",
+       "      <th>name</th>\n",
+       "      <th>continent</th>\n",
+       "      <th>pop_est</th>\n",
+       "      <th>gdp_md_est</th>\n",
+       "      <th>geometry</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>55</th>\n",
+       "      <td>FRA</td>\n",
+       "      <td>France</td>\n",
+       "      <td>Europe</td>\n",
+       "      <td>67106161.0</td>\n",
+       "      <td>2699000.0</td>\n",
+       "      <td>MULTIPOLYGON (((2.51357 51.14851, 2.65842 50.7...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   iso_a3    name continent     pop_est  gdp_md_est  \\\n",
+       "55    FRA  France    Europe  67106161.0   2699000.0   \n",
+       "\n",
+       "                                             geometry  \n",
+       "55  MULTIPOLYGON (((2.51357 51.14851, 2.65842 50.7...  "
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "countries[countries.contains(paris)]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "And indeed, France is the only country in the world in which Paris is located."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Another example, extracting the linestring of the Amazon river in South America, we can query through which countries the river flows:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "amazon = rivers[rivers['name'] == 'Amazonas'].geometry.squeeze()"
+   ]
+  },
+  {
+   "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",
+       "    }\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>iso_a3</th>\n",
+       "      <th>name</th>\n",
+       "      <th>continent</th>\n",
+       "      <th>pop_est</th>\n",
+       "      <th>gdp_md_est</th>\n",
+       "      <th>geometry</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>BRA</td>\n",
+       "      <td>Brazil</td>\n",
+       "      <td>South America</td>\n",
+       "      <td>207353391.0</td>\n",
+       "      <td>3081000.0</td>\n",
+       "      <td>POLYGON ((-57.62513 -30.21629, -56.29090 -28.8...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>COL</td>\n",
+       "      <td>Colombia</td>\n",
+       "      <td>South America</td>\n",
+       "      <td>47698524.0</td>\n",
+       "      <td>688000.0</td>\n",
+       "      <td>POLYGON ((-66.87633 1.25336, -67.06505 1.13011...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>124</th>\n",
+       "      <td>PER</td>\n",
+       "      <td>Peru</td>\n",
+       "      <td>South America</td>\n",
+       "      <td>31036656.0</td>\n",
+       "      <td>410400.0</td>\n",
+       "      <td>POLYGON ((-69.52968 -10.95173, -68.66508 -12.5...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    iso_a3      name      continent      pop_est  gdp_md_est  \\\n",
+       "22     BRA    Brazil  South America  207353391.0   3081000.0   \n",
+       "35     COL  Colombia  South America   47698524.0    688000.0   \n",
+       "124    PER      Peru  South America   31036656.0    410400.0   \n",
+       "\n",
+       "                                              geometry  \n",
+       "22   POLYGON ((-57.62513 -30.21629, -56.29090 -28.8...  \n",
+       "35   POLYGON ((-66.87633 1.25336, -67.06505 1.13011...  \n",
+       "124  POLYGON ((-69.52968 -10.95173, -68.66508 -12.5...  "
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "countries[countries.crosses(amazon)]  # or .intersects"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-info\" style=\"font-size:120%\">\n",
+    "\n",
+    "**REFERENCE**:\n",
+    "\n",
+    "Overview of the different functions to check spatial relationships (*spatial predicate functions*):\n",
+    "\n",
+    "* `equals`\n",
+    "* `contains`\n",
+    "* `crosses`\n",
+    "* `disjoint`\n",
+    "* `intersects`\n",
+    "* `overlaps`\n",
+    "* `touches`\n",
+    "* `within`\n",
+    "* `covers`\n",
+    "\n",
+    "\n",
+    "See https://shapely.readthedocs.io/en/stable/manual.html#predicates-and-relationships for an overview of those methods.\n",
+    "\n",
+    "See https://en.wikipedia.org/wiki/DE-9IM for all details on the semantics of those operations.\n",
+    "\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Let's practice!\n",
+    "\n",
+    "We will again use the Paris datasets to do some exercises. Let's start importing them again:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/srv/conda/envs/notebook/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method.\n",
+      "  return _prepare_from_string(\" \".join(pjargs))\n",
+      "/srv/conda/envs/notebook/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method.\n",
+      "  return _prepare_from_string(\" \".join(pjargs))\n"
+     ]
+    }
+   ],
+   "source": [
+    "districts = geopandas.read_file(\"data/paris_districts.geojson\").to_crs(epsg=2154)\n",
+    "stations = geopandas.read_file(\"data/paris_bike_stations.geojson\").to_crs(epsg=2154)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-success\">\n",
+    "\n",
+    "**EXERCISE: The Eiffel Tower**\n",
+    "\n",
+    "The Eiffel Tower is an iron lattice tower built in the 19th century, and is probably the most iconic view of Paris.\n",
+    "\n",
+    "The location of the Eiffel Tower is: x of 648237.3 and y of 6862271.9.\n",
+    "\n",
+    "* Create a Shapely point object with the coordinates of the Eiffel Tower and assign it to a variable called `eiffel_tower`. Print the result.\n",
+    "* Check if the Eiffel Tower is located within the Montparnasse district (provided).\n",
+    "* Check if the Montparnasse district contains the bike station location.\n",
+    "* Calculate the distance between the Eiffel Tower and the bike station (note: in this case, the distance is returned in meters).\n",
+    "\n",
+    "\n",
+    "<details><summary>Hints</summary>\n",
+    "\n",
+    "* The `Point` class is available in the `shapely.geometry` submodule\n",
+    "* Creating a point can be done by passing the x and y coordinates to the `Point()` constructor.\n",
+    "* The `within()` method checks if the object is located within the passed geometry (used as `geometry1.within(geometry2)`).\n",
+    "* The `contains()` method checks if the object contains the passed geometry (used as `geometry1.contains(geometry2)`).\n",
+    "* To calculate the distance between two geometries, the `distance()` method of one of the geometries can be used.\n",
+    "\n",
+    "</details>\n",
+    "\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Import the Point geometry\n",
+    "from shapely.geometry import Point"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "POINT (648237.3 6862271.9)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/03-spatial-relationships-operations1.py\n",
+    "eiffel_tower = Point(648237.3, 6862271.9)\n",
+    "print(eiffel_tower)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Accessing the Montparnasse geometry (Polygon)\n",
+    "district_montparnasse = districts.loc[52, 'geometry']\n",
+    "bike_station = stations.loc[293, 'geometry']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "False"
+      ]
+     },
+     "execution_count": 30,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/03-spatial-relationships-operations3.py\n",
+    "eiffel_tower.within(district_montparnasse)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "True"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/03-spatial-relationships-operations4.py\n",
+    "district_montparnasse.contains(bike_station)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "3540.1534488921966"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/03-spatial-relationships-operations5.py\n",
+    "eiffel_tower.distance(bike_station)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-success\">\n",
+    "\n",
+    "**EXERCISE: In which district in the Eiffel Tower located?**\n",
+    "\n",
+    "In previous exercise, we constructed a `Point` geometry for its location, and we checked that it was not located in the Montparnasse district. Let's now determine in which of the districts of Paris it *is* located.\n",
+    "\n",
+    "* Create a boolean mask (or filter) indicating whether each district contains the Eiffel Tower or not. Call the result `mask`.\n",
+    "* Filter the `districts` dataframe with the boolean mask and print the result.\n",
+    "\n",
+    "\n",
+    "<details><summary>Hints</summary>\n",
+    "\n",
+    "* To check for each polygon in the districts dataset if it contains a single point, we can use the `contains()` method of the `districts` GeoDataFrame.\n",
+    "* Filtering the rows of a DataFrame based on a condition can be done by passing the boolean mask into `df[..]`.\n",
+    "\n",
+    "</details>\n",
+    "\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Construct a point object for the Eiffel Tower\n",
+    "eiffel_tower = Point(648237.3, 6862271.9)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0     False\n",
+       "1     False\n",
+       "2     False\n",
+       "3     False\n",
+       "4     False\n",
+       "      ...  \n",
+       "75    False\n",
+       "76    False\n",
+       "77    False\n",
+       "78    False\n",
+       "79    False\n",
+       "Length: 80, dtype: bool"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/03-spatial-relationships-operations6.py\n",
+    "mask = districts.contains(eiffel_tower)\n",
+    "mask"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {
+    "clear_cell": 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>id</th>\n",
+       "      <th>district_name</th>\n",
+       "      <th>population</th>\n",
+       "      <th>geometry</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>28</td>\n",
+       "      <td>Gros-Caillou</td>\n",
+       "      <td>25156</td>\n",
+       "      <td>POLYGON ((649336.752 6861767.761, 649110.815 6...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "    id district_name  population  \\\n",
+       "27  28  Gros-Caillou       25156   \n",
+       "\n",
+       "                                             geometry  \n",
+       "27  POLYGON ((649336.752 6861767.761, 649110.815 6...  "
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/03-spatial-relationships-operations7.py\n",
+    "districts[mask]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-success\">\n",
+    "\n",
+    "**EXERCISE: How far is the closest bike station?**\n",
+    "\n",
+    "Now, we might be interested in the bike stations nearby the Eiffel Tower. To explore them, let's visualize the Eiffel Tower itself as well as the bikes stations within 1km.\n",
+    "\n",
+    "To do this, we can calculate the distance to the Eiffel Tower for each of the stations. Based on this result, we can then create a mask that takes `True` if the station is within 1km, and `False` otherwise, and use it to filter the stations GeoDataFrame. Finally, we make a visualization of this subset.\n",
+    "\n",
+    "* Calculate the distance to the Eiffel Tower for each station, and call the result `dist_eiffel`.\n",
+    "* Print the distance to the closest station (which is the minimum of `dist_eiffel`).\n",
+    "* Select the rows the `stations` GeoDataFrame where the distance to the Eiffel Tower is less than 1 km (note that the distance is in meters). Call the result `stations_eiffel`.\n",
+    "\n",
+    "<details><summary>Hints</summary>\n",
+    "\n",
+    "* The `distance()` method of a GeoDataFrame works element-wise: it calculates the distance between each geometry in the GeoDataFrame and the geometry passed to the method.\n",
+    "* A Series has a `min()` method to calculate the minimum value.\n",
+    "* To create a boolean mask based on a condition, we can do e.g. `s < 100`.\n",
+    "\n",
+    "</details>\n",
+    "\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0        3343.212509\n",
+       "1        8260.688451\n",
+       "2        8126.514622\n",
+       "3       10482.807156\n",
+       "4       10176.957110\n",
+       "            ...     \n",
+       "1221     6636.204309\n",
+       "1222     6153.437794\n",
+       "1223     2709.390547\n",
+       "1224     3633.146997\n",
+       "1225     2420.249246\n",
+       "Length: 1226, dtype: float64"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/03-spatial-relationships-operations8.py\n",
+    "dist_eiffel = stations.distance(eiffel_tower)\n",
+    "dist_eiffel"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "232.34672323449053"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/03-spatial-relationships-operations9.py\n",
+    "dist_eiffel.min()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [],
+   "source": [
+    "# %load _solved/solutions/03-spatial-relationships-operations10.py\n",
+    "stations_eiffel = stations[dist_eiffel < 1000]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/srv/conda/envs/notebook/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method.\n",
+      "  return _prepare_from_string(\" \".join(pjargs))\n",
+      "/srv/conda/envs/notebook/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method.\n",
+      "  return _prepare_from_string(\" \".join(pjargs))\n"
+     ]
+    },
+    {
+     "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": [
+    "# Make a plot of the close-by restaurants\n",
+    "ax = stations_eiffel.to_crs(epsg=3857).plot()\n",
+    "geopandas.GeoSeries([eiffel_tower], crs='EPSG:2154').to_crs(epsg=3857).plot(ax=ax, color='red')\n",
+    "import contextily\n",
+    "contextily.add_basemap(ax)\n",
+    "ax.set_axis_off()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Spatial operations\n",
+    "\n",
+    "Next to the spatial predicates that return boolean values, Shapely and GeoPandas also provide operations that return new geometric objects.\n",
+    "\n",
+    "**Binary operations:**\n",
+    "\n",
+    "<table><tr>\n",
+    "<td> <img src=\"img/spatial-operations-base.png\"/> </td>\n",
+    "<td> <img src=\"img/spatial-operations-intersection.png\"/> </td>\n",
+    "</tr>\n",
+    "<tr>\n",
+    "<td> <img src=\"img/spatial-operations-union.png\"/> </td>\n",
+    "<td> <img src=\"img/spatial-operations-difference.png\"/> </td>\n",
+    "</tr></table>\n",
+    "\n",
+    "**Buffer:**\n",
+    "\n",
+    "<table><tr>\n",
+    "<td> <img src=\"img/spatial-operations-buffer-point1.png\"/> </td>\n",
+    "<td> <img src=\"img/spatial-operations-buffer-point2.png\"/> </td>\n",
+    "</tr>\n",
+    "<tr>\n",
+    "<td> <img src=\"img/spatial-operations-buffer-line.png\"/> </td>\n",
+    "<td> <img src=\"img/spatial-operations-buffer-polygon.png\"/> </td>\n",
+    "</tr></table>\n",
+    "\n",
+    "\n",
+    "See https://shapely.readthedocs.io/en/stable/manual.html#spatial-analysis-methods for more details."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "For example, using the toy data from above, let's construct a buffer around Brussels (which returns a Polygon):"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7efc0bda1e50>"
+      ]
+     },
+     "execution_count": 48,
+     "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": [
+    "geopandas.GeoSeries([belgium, brussels.buffer(1)]).plot(alpha=0.5, cmap='tab10')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "and now take the intersection, union or difference of those two polygons:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
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+    "brussels.buffer(1).intersection(belgium)"
+   ]
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+  {
+   "cell_type": "code",
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+   "source": [
+    "brussels.buffer(1).union(belgium)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "metadata": {},
+   "outputs": [
+    {
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+   ],
+   "source": [
+    "brussels.buffer(1).difference(belgium)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Another useful method is the `unary_union` attribute, which converts the set of geometry objects in a GeoDataFrame into a single geometry object by taking the union of all those geometries.\n",
+    "\n",
+    "For example, we can construct a single object for the Africa continent:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "africa_countries = countries[countries['continent'] == 'Africa']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "africa = africa_countries.unary_union"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [
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+      ],
+      "text/plain": [
+       "<shapely.geometry.multipolygon.MultiPolygon at 0x7efc0bd40bd0>"
+      ]
+     },
+     "execution_count": 54,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "africa"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "MULTIPOLYGON (((49.54351891459575 -12.46983285894055, 49.80898074727909 -12.89528492599955, 50.05651085795716 -13.55576140712198, 50.21743126811407 -14.7587887508768, 50.47653689962553 -15.22651213955054, 50.37711144389596 -15.70606943121913, 50.20027469259318 -16.00026336025677, 49.86060550313868 -15.41425261806692, 49.67260664246086 -15.71020354580248, 49.86334435405016 -16.45103687913878, 49.77456424337271 -16.8750420060936, 49.49861209493412 -17.10603565843827, 49.43561852397031 -17.95306406013437, 49.04179243347394 -19.11878101977445, 48.54854088724801 -20.49688811613413, 47.93074913919867 -22.39150115325108, 47.54772342305131 -23.78195891692852, 47.0957613462266 -24.94162973399045, 46.28247765481709 -25.17846282318411, 45.40950768411045 -25.60143442149309, 44.83357384621755 -25.34610116953894, 44.03972049334976 -24.98834522878231, 43.76376834491117 -24.46067717864999, 43.69777754087445 -23.5741163062506, 43.34565433123763 -22.77690398528387, 43.254187046081 -22.05741301848412, 43\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(str(africa)[:1000])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-info\" style=\"font-size:120%\">\n",
+    "\n",
+    "**REMEMBER**:\n",
+    "\n",
+    "GeoPandas (and Shapely for the individual objects) provides a whole lot of basic methods to analyse the geospatial data (distance, length, centroid, boundary, convex_hull, simplify, transform, ....), much more than the few that we can touch in this tutorial.\n",
+    "\n",
+    "\n",
+    "* An overview of all methods provided by GeoPandas can be found here: http://geopandas.readthedocs.io/en/latest/reference.html\n",
+    "\n",
+    "\n",
+    "</div>\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Let's practice!"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-success\">\n",
+    " <b>EXERCISE: What are the districts close to the Seine?</b>\n",
+    " \n",
+    " <p>\n",
+    " Below, the coordinates for the Seine river in the neighbourhood of Paris are provided as a GeoJSON-like feature dictionary (created at http://geojson.io). \n",
+    " </p>\n",
+    " \n",
+    "  <p>\n",
+    " Based on this `seine` object, we want to know which districts are located close (maximum 150 m) to the Seine. \n",
+    " </p>\n",
+    " \n",
+    " \n",
+    " <p>\n",
+    " <ul>\n",
+    "  <li>Create a buffer of 150 m around the Seine.</li>\n",
+    "  <li>Check which districts intersect with this buffered object.</li>\n",
+    "  <li>Make a visualization of the districts indicating which districts are located close to the Seine.</li>\n",
+    " </ul> \n",
+    " </p>\n",
+    " \n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/srv/conda/envs/notebook/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method.\n",
+      "  return _prepare_from_string(\" \".join(pjargs))\n"
+     ]
+    }
+   ],
+   "source": [
+    "districts = geopandas.read_file(\"data/paris_districts.geojson\").to_crs(epsg=2154)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# created a line with http://geojson.io\n",
+    "s_seine = geopandas.GeoDataFrame.from_features({\"type\":\"FeatureCollection\",\"features\":[{\"type\":\"Feature\",\"properties\":{},\"geometry\":{\"type\":\"LineString\",\"coordinates\":[[2.408924102783203,48.805619828930226],[2.4092674255371094,48.81703747481909],[2.3927879333496094,48.82325391133874],[2.360687255859375,48.84912860497674],[2.338714599609375,48.85827758964043],[2.318115234375,48.8641501307046],[2.298717498779297,48.863246707697],[2.2913360595703125,48.859519915404825],[2.2594070434570312,48.8311646245967],[2.2436141967773438,48.82325391133874],[2.236919403076172,48.82347994904826],[2.227306365966797,48.828339513221444],[2.2224998474121094,48.83862215329593],[2.2254180908203125,48.84856379804802],[2.2240447998046875,48.85409863123821],[2.230224609375,48.867989496547864],[2.260265350341797,48.89192242750887],[2.300262451171875,48.910203080780285]]}}]},\n",
+    "                                               crs={'init': 'epsg:4326'})"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/srv/conda/envs/notebook/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method.\n",
+      "  return _prepare_from_string(\" \".join(pjargs))\n"
+     ]
+    }
+   ],
+   "source": [
+    "# convert to local UTM zone\n",
+    "s_seine_utm = s_seine.to_crs(epsg=2154)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7efc0bd65d10>"
+      ]
+     },
+     "execution_count": 59,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "fig, ax = plt.subplots(figsize=(20, 10))\n",
+    "districts.plot(ax=ax, color='grey', alpha=0.4, edgecolor='k')\n",
+    "s_seine_utm.plot(ax=ax)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# access the single geometry object\n",
+    "seine = s_seine_utm.geometry.squeeze()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/svg+xml": [
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+      ],
+      "text/plain": [
+       "<shapely.geometry.polygon.Polygon at 0x7efb60265550>"
+      ]
+     },
+     "execution_count": 64,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/03-spatial-relationships-operations11.py\n",
+    "seine_buffer = seine.buffer(150)\n",
+    "seine_buffer"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [],
+   "source": [
+    "# %load _solved/solutions/03-spatial-relationships-operations13.py\n",
+    "districts_seine = districts[districts.intersects(seine_buffer)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7efc0bcc7590>"
+      ]
+     },
+     "execution_count": 68,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/03-spatial-relationships-operations14.py\n",
+    "fig, ax = plt.subplots(figsize=(20, 10))\n",
+    "districts.plot(ax=ax, color='grey', alpha=0.4, edgecolor='k')\n",
+    "districts_seine.plot(ax=ax, color='blue', alpha=0.4, edgecolor='k')\n",
+    "s_seine_utm.plot(ax=ax)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/notebooks/04-spatial-joins.ipynb b/notebooks/04-spatial-joins.ipynb
new file mode 100644
index 0000000..426890e
--- /dev/null
+++ b/notebooks/04-spatial-joins.ipynb
@@ -0,0 +1,2571 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Spatial joins"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "fragment"
+    }
+   },
+   "source": [
+    "Goals of this notebook:\n",
+    "\n",
+    "- Based on the `countries` and `cities` dataframes, determine for each city the country in which it is located.\n",
+    "- To solve this problem, we will use the the concept of a 'spatial join' operation: combining information of geospatial datasets based on their spatial relationship."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib inline\n",
+    "\n",
+    "import pandas as pd\n",
+    "import geopandas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "countries = geopandas.read_file(\"zip://./data/ne_110m_admin_0_countries.zip\")\n",
+    "cities = geopandas.read_file(\"zip://./data/ne_110m_populated_places.zip\")\n",
+    "rivers = geopandas.read_file(\"zip://./data/ne_50m_rivers_lake_centerlines.zip\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#Recap - joining dataframes\n",
+    "\n",
+    "Pandas provides functionality to join or merge dataframes in different ways, see https://chrisalbon.com/python/data_wrangling/pandas_join_merge_dataframe/ for an overview and https://pandas.pydata.org/pandas-docs/stable/merging.html for the full documentation."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "To illustrate the concept of joining the information of two dataframes with pandas, let's take a small subset of our `cities` and `countries` datasets: "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cities2 = cities[cities['name'].isin(['Bern', 'Brussels', 'London', 'Paris'])].copy()\n",
+    "cities2['iso_a3'] = ['CHE', 'BEL', 'GBR', 'FRA']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 51,
+   "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</th>\n",
+       "      <th>geometry</th>\n",
+       "      <th>iso_a3</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>Bern</td>\n",
+       "      <td>POINT (7.46698 46.91668)</td>\n",
+       "      <td>CHE</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>170</th>\n",
+       "      <td>Brussels</td>\n",
+       "      <td>POINT (4.33137 50.83526)</td>\n",
+       "      <td>BEL</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>219</th>\n",
+       "      <td>London</td>\n",
+       "      <td>POINT (-0.11867 51.50194)</td>\n",
+       "      <td>GBR</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>235</th>\n",
+       "      <td>Paris</td>\n",
+       "      <td>POINT (2.33139 48.86864)</td>\n",
+       "      <td>FRA</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         name                   geometry iso_a3\n",
+       "26       Bern   POINT (7.46698 46.91668)    CHE\n",
+       "170  Brussels   POINT (4.33137 50.83526)    BEL\n",
+       "219    London  POINT (-0.11867 51.50194)    GBR\n",
+       "235     Paris   POINT (2.33139 48.86864)    FRA"
+      ]
+     },
+     "execution_count": 51,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cities2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 52,
+   "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>iso_a3</th>\n",
+       "      <th>name</th>\n",
+       "      <th>continent</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>AFG</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>Asia</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>AGO</td>\n",
+       "      <td>Angola</td>\n",
+       "      <td>Africa</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>ALB</td>\n",
+       "      <td>Albania</td>\n",
+       "      <td>Europe</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>ARE</td>\n",
+       "      <td>United Arab Emirates</td>\n",
+       "      <td>Asia</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>ARG</td>\n",
+       "      <td>Argentina</td>\n",
+       "      <td>South America</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  iso_a3                  name      continent\n",
+       "0    AFG           Afghanistan           Asia\n",
+       "1    AGO                Angola         Africa\n",
+       "2    ALB               Albania         Europe\n",
+       "3    ARE  United Arab Emirates           Asia\n",
+       "4    ARG             Argentina  South America"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "countries2 = countries[['iso_a3', 'name', 'continent']]\n",
+    "countries2.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We added a 'iso_a3' column to the `cities` dataset, indicating a code of the country of the city. This country code is also present in the `countries` dataset, which allows us to merge those two dataframes based on the common column.\n",
+    "\n",
+    "Joining the `cities` dataframe with `countries` will transfer extra information about the countries (the full name, the continent) to the `cities` dataframe, based on a common key:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 53,
+   "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_x</th>\n",
+       "      <th>geometry</th>\n",
+       "      <th>iso_a3</th>\n",
+       "      <th>name_y</th>\n",
+       "      <th>continent</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Bern</td>\n",
+       "      <td>POINT (7.46698 46.91668)</td>\n",
+       "      <td>CHE</td>\n",
+       "      <td>Switzerland</td>\n",
+       "      <td>Europe</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Brussels</td>\n",
+       "      <td>POINT (4.33137 50.83526)</td>\n",
+       "      <td>BEL</td>\n",
+       "      <td>Belgium</td>\n",
+       "      <td>Europe</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>London</td>\n",
+       "      <td>POINT (-0.11867 51.50194)</td>\n",
+       "      <td>GBR</td>\n",
+       "      <td>United Kingdom</td>\n",
+       "      <td>Europe</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Paris</td>\n",
+       "      <td>POINT (2.33139 48.86864)</td>\n",
+       "      <td>FRA</td>\n",
+       "      <td>France</td>\n",
+       "      <td>Europe</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     name_x                   geometry iso_a3          name_y continent\n",
+       "0      Bern   POINT (7.46698 46.91668)    CHE     Switzerland    Europe\n",
+       "1  Brussels   POINT (4.33137 50.83526)    BEL         Belgium    Europe\n",
+       "2    London  POINT (-0.11867 51.50194)    GBR  United Kingdom    Europe\n",
+       "3     Paris   POINT (2.33139 48.86864)    FRA          France    Europe"
+      ]
+     },
+     "execution_count": 53,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cities2.merge(countries2, on='iso_a3')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "**But**, for this illustrative example, we added the common column manually, it is not present in the original dataset. However, we can still know how to join those two datasets based on their spatial coordinates."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#Recap - spatial relationships between objects\n",
+    "\n",
+    "In the previous notebook [02-spatial-relationships.ipynb](./02-spatial-relationships-operations.ipynb), we have seen the notion of spatial relationships between geometry objects: within, contains, intersects, ...\n",
+    "\n",
+    "In this case, we know that each of the cities is located *within* one of the countries, or the other way around that each country can *contain* multiple cities.\n",
+    "\n",
+    "We can test such relationships using the methods we have seen in the previous notebook:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "france = countries.loc[countries['name'] == 'France', 'geometry'].squeeze()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 55,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0      False\n",
+       "1      False\n",
+       "2      False\n",
+       "3      False\n",
+       "4      False\n",
+       "       ...  \n",
+       "238    False\n",
+       "239    False\n",
+       "240    False\n",
+       "241    False\n",
+       "242    False\n",
+       "Length: 243, dtype: bool"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cities.within(france)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The above gives us a boolean series, indicating for each point in our `cities` dataframe whether it is located within the area of France or not.  \n",
+    "Because this is a boolean series as result, we can use it to filter the original dataframe to only show those cities that are actually within France:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "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</th>\n",
+       "      <th>geometry</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>Monaco</td>\n",
+       "      <td>POINT (7.40691 43.73965)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>Andorra</td>\n",
+       "      <td>POINT (1.51649 42.50000)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>186</th>\n",
+       "      <td>Geneva</td>\n",
+       "      <td>POINT (6.14003 46.21001)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>235</th>\n",
+       "      <td>Paris</td>\n",
+       "      <td>POINT (2.33139 48.86864)</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        name                  geometry\n",
+       "10    Monaco  POINT (7.40691 43.73965)\n",
+       "13   Andorra  POINT (1.51649 42.50000)\n",
+       "186   Geneva  POINT (6.14003 46.21001)\n",
+       "235    Paris  POINT (2.33139 48.86864)"
+      ]
+     },
+     "execution_count": 56,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cities[cities.within(france)]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "We could now repeat the above analysis for each of the countries, and add a column to the `cities` dataframe indicating this country. However, that would be tedious to do manually, and is also exactly what the spatial join operation provides us.\n",
+    "\n",
+    "*(note: the above result is incorrect, but this is just because of the coarse-ness of the countries dataset)*"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "slide"
+    }
+   },
+   "source": [
+    "#Spatial join operation\n",
+    "\n",
+    "<div class=\"alert alert-info\" style=\"font-size:120%\">\n",
+    "    \n",
+    "**SPATIAL JOIN** = *transferring attributes from one layer to another based on their spatial relationship* <br>\n",
+    "\n",
+    "\n",
+    "Different parts of this operations:\n",
+    "\n",
+    "* The GeoDataFrame to which we want add information\n",
+    "* The GeoDataFrame that contains the information we want to add\n",
+    "* The spatial relationship we want to use to match both datasets ('intersects', 'contains', 'within')\n",
+    "* The type of join: left or inner join\n",
+    "\n",
+    "\n",
+    "![](img/illustration-spatial-join.svg)\n",
+    "\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {
+    "slideshow": {
+     "slide_type": "-"
+    }
+   },
+   "source": [
+    "In this case, we want to join the `cities` dataframe with the information of the `countries` dataframe, based on the spatial relationship between both datasets.\n",
+    "\n",
+    "We use the [`geopandas.sjoin`](http://geopandas.readthedocs.io/en/latest/reference/geopandas.sjoin.html) function:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "joined = geopandas.sjoin(cities, countries, op='within', how='left')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "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_left</th>\n",
+       "      <th>geometry</th>\n",
+       "      <th>index_right</th>\n",
+       "      <th>iso_a3</th>\n",
+       "      <th>name_right</th>\n",
+       "      <th>continent</th>\n",
+       "      <th>pop_est</th>\n",
+       "      <th>gdp_md_est</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Vatican City</td>\n",
+       "      <td>POINT (12.45339 41.90328)</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>ITA</td>\n",
+       "      <td>Italy</td>\n",
+       "      <td>Europe</td>\n",
+       "      <td>6.213780e+07</td>\n",
+       "      <td>2221000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>San Marino</td>\n",
+       "      <td>POINT (12.44177 43.93610)</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>ITA</td>\n",
+       "      <td>Italy</td>\n",
+       "      <td>Europe</td>\n",
+       "      <td>6.213780e+07</td>\n",
+       "      <td>2221000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Vaduz</td>\n",
+       "      <td>POINT (9.51667 47.13372)</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>AUT</td>\n",
+       "      <td>Austria</td>\n",
+       "      <td>Europe</td>\n",
+       "      <td>8.754413e+06</td>\n",
+       "      <td>416600.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Lobamba</td>\n",
+       "      <td>POINT (31.20000 -26.46667)</td>\n",
+       "      <td>152.0</td>\n",
+       "      <td>SWZ</td>\n",
+       "      <td>Swaziland</td>\n",
+       "      <td>Africa</td>\n",
+       "      <td>1.467152e+06</td>\n",
+       "      <td>11060.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Luxembourg</td>\n",
+       "      <td>POINT (6.13000 49.61166)</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>LUX</td>\n",
+       "      <td>Luxembourg</td>\n",
+       "      <td>Europe</td>\n",
+       "      <td>5.941300e+05</td>\n",
+       "      <td>58740.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>238</th>\n",
+       "      <td>Rio de Janeiro</td>\n",
+       "      <td>POINT (-43.22697 -22.92308)</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>BRA</td>\n",
+       "      <td>Brazil</td>\n",
+       "      <td>South America</td>\n",
+       "      <td>2.073534e+08</td>\n",
+       "      <td>3081000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>239</th>\n",
+       "      <td>São Paulo</td>\n",
+       "      <td>POINT (-46.62697 -23.55673)</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>BRA</td>\n",
+       "      <td>Brazil</td>\n",
+       "      <td>South America</td>\n",
+       "      <td>2.073534e+08</td>\n",
+       "      <td>3081000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>240</th>\n",
+       "      <td>Sydney</td>\n",
+       "      <td>POINT (151.18323 -33.91807)</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>AUS</td>\n",
+       "      <td>Australia</td>\n",
+       "      <td>Oceania</td>\n",
+       "      <td>2.323241e+07</td>\n",
+       "      <td>1189000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>241</th>\n",
+       "      <td>Singapore</td>\n",
+       "      <td>POINT (103.85387 1.29498)</td>\n",
+       "      <td>111.0</td>\n",
+       "      <td>MYS</td>\n",
+       "      <td>Malaysia</td>\n",
+       "      <td>Asia</td>\n",
+       "      <td>3.138199e+07</td>\n",
+       "      <td>863000.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>242</th>\n",
+       "      <td>Hong Kong</td>\n",
+       "      <td>POINT (114.18306 22.30693)</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>CHN</td>\n",
+       "      <td>China</td>\n",
+       "      <td>Asia</td>\n",
+       "      <td>1.379303e+09</td>\n",
+       "      <td>21140000.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>243 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          name_left                     geometry  index_right iso_a3  \\\n",
+       "0      Vatican City    POINT (12.45339 41.90328)         79.0    ITA   \n",
+       "1        San Marino    POINT (12.44177 43.93610)         79.0    ITA   \n",
+       "2             Vaduz     POINT (9.51667 47.13372)          9.0    AUT   \n",
+       "3           Lobamba   POINT (31.20000 -26.46667)        152.0    SWZ   \n",
+       "4        Luxembourg     POINT (6.13000 49.61166)         97.0    LUX   \n",
+       "..              ...                          ...          ...    ...   \n",
+       "238  Rio de Janeiro  POINT (-43.22697 -22.92308)         22.0    BRA   \n",
+       "239       São Paulo  POINT (-46.62697 -23.55673)         22.0    BRA   \n",
+       "240          Sydney  POINT (151.18323 -33.91807)          8.0    AUS   \n",
+       "241       Singapore    POINT (103.85387 1.29498)        111.0    MYS   \n",
+       "242       Hong Kong   POINT (114.18306 22.30693)         30.0    CHN   \n",
+       "\n",
+       "     name_right      continent       pop_est  gdp_md_est  \n",
+       "0         Italy         Europe  6.213780e+07   2221000.0  \n",
+       "1         Italy         Europe  6.213780e+07   2221000.0  \n",
+       "2       Austria         Europe  8.754413e+06    416600.0  \n",
+       "3     Swaziland         Africa  1.467152e+06     11060.0  \n",
+       "4    Luxembourg         Europe  5.941300e+05     58740.0  \n",
+       "..          ...            ...           ...         ...  \n",
+       "238      Brazil  South America  2.073534e+08   3081000.0  \n",
+       "239      Brazil  South America  2.073534e+08   3081000.0  \n",
+       "240   Australia        Oceania  2.323241e+07   1189000.0  \n",
+       "241    Malaysia           Asia  3.138199e+07    863000.0  \n",
+       "242       China           Asia  1.379303e+09  21140000.0  \n",
+       "\n",
+       "[243 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 58,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "joined"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Asia             59\n",
+       "Africa           57\n",
+       "Europe           46\n",
+       "North America    26\n",
+       "South America    14\n",
+       "Oceania           8\n",
+       "Name: continent, dtype: int64"
+      ]
+     },
+     "execution_count": 59,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "joined['continent'].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#Lets's practice!\n",
+    "\n",
+    "We will again use the Paris datasets to do some exercises. Let's start importing them again:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/srv/conda/envs/notebook/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method.\n",
+      "  return _prepare_from_string(\" \".join(pjargs))\n",
+      "/srv/conda/envs/notebook/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method.\n",
+      "  return _prepare_from_string(\" \".join(pjargs))\n"
+     ]
+    }
+   ],
+   "source": [
+    "districts = geopandas.read_file(\"data/paris_districts.geojson\").to_crs(epsg=2154)\n",
+    "stations = geopandas.read_file(\"data/paris_bike_stations.geojson\").to_crs(epsg=2154)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-success\">\n",
+    "\n",
+    "**EXERCISE:**\n",
+    "\n",
+    "* Determine for each bike station in which district it is located (using a spatial join!). Call the result `joined`.\n",
+    "\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [],
+   "source": [
+    "# %load _solved/solutions/04-spatial-joins1.py\n",
+    "joined = geopandas.sjoin(stations, districts[['district_name', 'geometry']], op='within')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {
+    "clear_cell": 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>name</th>\n",
+       "      <th>bike_stands</th>\n",
+       "      <th>available_bikes</th>\n",
+       "      <th>geometry</th>\n",
+       "      <th>index_right</th>\n",
+       "      <th>district_name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>14002 - RASPAIL QUINET</td>\n",
+       "      <td>44</td>\n",
+       "      <td>4</td>\n",
+       "      <td>POINT (650791.111 6860114.328)</td>\n",
+       "      <td>52</td>\n",
+       "      <td>Montparnasse</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>143</th>\n",
+       "      <td>14112 - FAUBOURG SAINT JACQUES CASSINI</td>\n",
+       "      <td>16</td>\n",
+       "      <td>0</td>\n",
+       "      <td>POINT (651406.382 6859738.689)</td>\n",
+       "      <td>52</td>\n",
+       "      <td>Montparnasse</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>293</th>\n",
+       "      <td>14033 - DAGUERRE GASSENDI</td>\n",
+       "      <td>38</td>\n",
+       "      <td>1</td>\n",
+       "      <td>POINT (650694.991 6859723.873)</td>\n",
+       "      <td>52</td>\n",
+       "      <td>Montparnasse</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>346</th>\n",
+       "      <td>14006 - SAINT JACQUES TOMBE ISSOIRE</td>\n",
+       "      <td>22</td>\n",
+       "      <td>0</td>\n",
+       "      <td>POINT (651327.035 6859441.637)</td>\n",
+       "      <td>52</td>\n",
+       "      <td>Montparnasse</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>429</th>\n",
+       "      <td>14111 - DENFERT-ROCHEREAU CASSINI</td>\n",
+       "      <td>24</td>\n",
+       "      <td>8</td>\n",
+       "      <td>POINT (651261.351 6859926.893)</td>\n",
+       "      <td>52</td>\n",
+       "      <td>Montparnasse</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                       name  bike_stands  available_bikes  \\\n",
+       "0                    14002 - RASPAIL QUINET           44                4   \n",
+       "143  14112 - FAUBOURG SAINT JACQUES CASSINI           16                0   \n",
+       "293               14033 - DAGUERRE GASSENDI           38                1   \n",
+       "346     14006 - SAINT JACQUES TOMBE ISSOIRE           22                0   \n",
+       "429       14111 - DENFERT-ROCHEREAU CASSINI           24                8   \n",
+       "\n",
+       "                           geometry  index_right district_name  \n",
+       "0    POINT (650791.111 6860114.328)           52  Montparnasse  \n",
+       "143  POINT (651406.382 6859738.689)           52  Montparnasse  \n",
+       "293  POINT (650694.991 6859723.873)           52  Montparnasse  \n",
+       "346  POINT (651327.035 6859441.637)           52  Montparnasse  \n",
+       "429  POINT (651261.351 6859926.893)           52  Montparnasse  "
+      ]
+     },
+     "execution_count": 62,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/04-spatial-joins2.py\n",
+    "joined.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-success\">\n",
+    "\n",
+    "**EXERCISE: Map of tree density by district (I)**\n",
+    "\n",
+    "Using a dataset of all trees in public spaces in Paris, the goal is to make a map of the tree density by district. For this, we first need to find out how many trees each district contains, which we will do in this exercise. In the following exercise, we will then use this result to calculate the density and create a map.\n",
+    "\n",
+    "To obtain the tree count by district, we first need to know in which district each tree is located, which we can do with a spatial join. Then, using the result of the spatial join, we will calculate the number of trees located in each district using the pandas 'group-by' functionality.\n",
+    "\n",
+    "- Import the trees dataset `\"paris_trees.gpkg\"` and call the result `trees`. Also read the districts dataset we have seen previously (`\"paris_districts.geojson\"`), and call this `districts`. Convert the districts dataset to the same CRS as the trees dataset.\n",
+    "- Add a column with the `'district_name'` to the trees dataset using a spatial join. Call the result `joined`.\n",
+    "\n",
+    "<details><summary>Hints</summary>\n",
+    "\n",
+    "- Remember, we can perform a spatial join with the `geopandas.sjoin()` function.\n",
+    "- `geopandas.sjoin()` takes as first argument the dataframe to which we want to add information, and as second argument the dataframe that contains this additional information.\n",
+    "- The `op` argument is used to specify which spatial relationship between both dataframes we want to use for joining (options are `'intersects'`, `'contains'`, `'within'`).\n",
+    "\n",
+    "</details>\n",
+    "\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/srv/conda/envs/notebook/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method.\n",
+      "  return _prepare_from_string(\" \".join(pjargs))\n"
+     ]
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/04-spatial-joins3.py\n",
+    "trees = geopandas.read_file(\"data/paris_trees.gpkg\")\n",
+    "districts = geopandas.read_file(\"data/paris_districts.geojson\").to_crs(trees.crs)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {
+    "clear_cell": 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>species</th>\n",
+       "      <th>location_type</th>\n",
+       "      <th>geometry</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Marronnier</td>\n",
+       "      <td>Alignement</td>\n",
+       "      <td>POINT (455834.122 5410780.606)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Marronnier</td>\n",
+       "      <td>Alignement</td>\n",
+       "      <td>POINT (446546.284 5412574.697)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Marronnier</td>\n",
+       "      <td>Alignement</td>\n",
+       "      <td>POINT (449768.283 5409876.557)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Marronnier</td>\n",
+       "      <td>Alignement</td>\n",
+       "      <td>POINT (451779.708 5409292.071)</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Sophora</td>\n",
+       "      <td>Alignement</td>\n",
+       "      <td>POINT (447041.361 5409756.712)</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "      species location_type                        geometry\n",
+       "0  Marronnier    Alignement  POINT (455834.122 5410780.606)\n",
+       "1  Marronnier    Alignement  POINT (446546.284 5412574.697)\n",
+       "2  Marronnier    Alignement  POINT (449768.283 5409876.557)\n",
+       "3  Marronnier    Alignement  POINT (451779.708 5409292.071)\n",
+       "4     Sophora    Alignement  POINT (447041.361 5409756.712)"
+      ]
+     },
+     "execution_count": 64,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/04-spatial-joins4.py\n",
+    "trees.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {
+    "clear_cell": 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>species</th>\n",
+       "      <th>location_type</th>\n",
+       "      <th>geometry</th>\n",
+       "      <th>index_right</th>\n",
+       "      <th>id</th>\n",
+       "      <th>district_name</th>\n",
+       "      <th>population</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Marronnier</td>\n",
+       "      <td>Alignement</td>\n",
+       "      <td>POINT (455834.122 5410780.606)</td>\n",
+       "      <td>43</td>\n",
+       "      <td>44</td>\n",
+       "      <td>Sainte-Marguerite</td>\n",
+       "      <td>36476</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>130</th>\n",
+       "      <td>Micocoulier</td>\n",
+       "      <td>Alignement</td>\n",
+       "      <td>POINT (455458.848 5411310.443)</td>\n",
+       "      <td>43</td>\n",
+       "      <td>44</td>\n",
+       "      <td>Sainte-Marguerite</td>\n",
+       "      <td>36476</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>142</th>\n",
+       "      <td>Platane</td>\n",
+       "      <td>Alignement</td>\n",
+       "      <td>POINT (455704.681 5410991.067)</td>\n",
+       "      <td>43</td>\n",
+       "      <td>44</td>\n",
+       "      <td>Sainte-Marguerite</td>\n",
+       "      <td>36476</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>402</th>\n",
+       "      <td>Cedrele</td>\n",
+       "      <td>Alignement</td>\n",
+       "      <td>POINT (455538.223 5411112.314)</td>\n",
+       "      <td>43</td>\n",
+       "      <td>44</td>\n",
+       "      <td>Sainte-Marguerite</td>\n",
+       "      <td>36476</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>428</th>\n",
+       "      <td>Micocoulier</td>\n",
+       "      <td>Alignement</td>\n",
+       "      <td>POINT (455487.563 5411285.863)</td>\n",
+       "      <td>43</td>\n",
+       "      <td>44</td>\n",
+       "      <td>Sainte-Marguerite</td>\n",
+       "      <td>36476</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         species location_type                        geometry  index_right  \\\n",
+       "0     Marronnier    Alignement  POINT (455834.122 5410780.606)           43   \n",
+       "130  Micocoulier    Alignement  POINT (455458.848 5411310.443)           43   \n",
+       "142      Platane    Alignement  POINT (455704.681 5410991.067)           43   \n",
+       "402      Cedrele    Alignement  POINT (455538.223 5411112.314)           43   \n",
+       "428  Micocoulier    Alignement  POINT (455487.563 5411285.863)           43   \n",
+       "\n",
+       "     id      district_name  population  \n",
+       "0    44  Sainte-Marguerite       36476  \n",
+       "130  44  Sainte-Marguerite       36476  \n",
+       "142  44  Sainte-Marguerite       36476  \n",
+       "402  44  Sainte-Marguerite       36476  \n",
+       "428  44  Sainte-Marguerite       36476  "
+      ]
+     },
+     "execution_count": 65,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/04-spatial-joins5.py\n",
+    "joined = geopandas.sjoin(trees, districts, op='within')\n",
+    "joined.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-success\">\n",
+    "\n",
+    "**EXERCISE: Map of tree density by district (II)**\n",
+    "\n",
+    "- Calculate the number of trees located in each district: group the `joined` DataFrame by the `'district_name'` column, and calculate the size of each group. We convert the resulting Series `trees_by_district` to a DataFrame for the next exercise.\n",
+    "\n",
+    "<details><summary>Hints</summary>\n",
+    "\n",
+    "- The general group-by syntax in pandas is: `df.groupby('key').aggregation_method()`, substituting 'key' and 'aggregation_method' with the appropriate column name and method. \n",
+    "- To know the size of groups, we can use the `.size()` method.\n",
+    "\n",
+    "\n",
+    "</details>\n",
+    "\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [],
+   "source": [
+    "# %load _solved/solutions/04-spatial-joins6.py\n",
+    "trees_by_district = joined.groupby('district_name').size()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 67,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [],
+   "source": [
+    "# %load _solved/solutions/04-spatial-joins7.py\n",
+    "trees_by_district = trees_by_district.to_frame(name='n_trees')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "metadata": {
+    "clear_cell": 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>n_trees</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>district_name</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Amérique</th>\n",
+       "      <td>183</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Archives</th>\n",
+       "      <td>8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Arsenal</th>\n",
+       "      <td>60</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Arts-et-Metiers</th>\n",
+       "      <td>20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Auteuil</th>\n",
+       "      <td>392</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                 n_trees\n",
+       "district_name           \n",
+       "Amérique             183\n",
+       "Archives               8\n",
+       "Arsenal               60\n",
+       "Arts-et-Metiers       20\n",
+       "Auteuil              392"
+      ]
+     },
+     "execution_count": 68,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/04-spatial-joins8.py\n",
+    "trees_by_district.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-success\">\n",
+    "\n",
+    "**EXERCISE: Map of tree density by district (III)**\n",
+    "\n",
+    "Now we have obtained the number of trees by district, we can make the map of the districts colored by the tree density.\n",
+    "\n",
+    "For this, we first need to merge the number of trees in each district we calculated in the previous step (`trees_by_district`) back to the districts dataset. We will use the [`pd.merge()`](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.merge.html) function to join two dataframes based on a common column.\n",
+    "\n",
+    "Since not all districts have the same size, it is a fairer comparison to visualize the tree density: the number of trees relative to the area.\n",
+    "\n",
+    "- Use the `pd.merge()` function to merge `districts` and `trees_by_district` dataframes on the `'district_name'` column. Call the result `districts_trees`.\n",
+    "- Add a column `'n_trees_per_area'` to the `districts_trees` dataframe, based on the `'n_trees'` column divided by the area.\n",
+    "- Make a plot of the `districts_trees` dataframe, using the `'n_trees_per_area'` column to determine the color of the polygons.\n",
+    "\n",
+    "\n",
+    "<details><summary>Hints</summary>\n",
+    "\n",
+    "- The pandas `pd.merge()` function takes the two dataframes you want to merge as the first two arguments.\n",
+    "- The column name on which you want to merge both datasets can be specified with the `on` keyword.\n",
+    "- Accessing a column of a DataFrame can be done with `df['col']`, while adding a column to a DataFrame can be done with `df['new_col'] = values` where `values` can be the result of a computation.\n",
+    "- Remember, the area of each geometry in a GeoSeries or GeoDataFrame can be retrieved using the `area` attribute. So considering a GeoDataFrame `gdf`, then `gdf.geometry.area` will return a Series with the area of each geometry.\n",
+    "- We can use the `.plot()` method of a GeoDataFrame to make a visualization of the geometries. \n",
+    "- For using one of the columns of the GeoDataFrame to determine the fill color, use the `column=` keyword.\n",
+    "\n",
+    "\n",
+    "</details>\n",
+    "\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "metadata": {
+    "clear_cell": 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>id</th>\n",
+       "      <th>district_name</th>\n",
+       "      <th>population</th>\n",
+       "      <th>geometry</th>\n",
+       "      <th>n_trees</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1</td>\n",
+       "      <td>St-Germain-l'Auxerrois</td>\n",
+       "      <td>1672</td>\n",
+       "      <td>POLYGON ((451922.133 5411438.484, 451922.080 5...</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2</td>\n",
+       "      <td>Halles</td>\n",
+       "      <td>8984</td>\n",
+       "      <td>POLYGON ((452278.419 5412160.893, 452192.407 5...</td>\n",
+       "      <td>40</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>3</td>\n",
+       "      <td>Palais-Royal</td>\n",
+       "      <td>3195</td>\n",
+       "      <td>POLYGON ((451553.806 5412340.522, 451528.058 5...</td>\n",
+       "      <td>4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>Place-Vendôme</td>\n",
+       "      <td>3044</td>\n",
+       "      <td>POLYGON ((451004.908 5412654.095, 450960.640 5...</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>5</td>\n",
+       "      <td>Gaillon</td>\n",
+       "      <td>1345</td>\n",
+       "      <td>POLYGON ((451328.752 5412991.278, 451294.721 5...</td>\n",
+       "      <td>7</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   id           district_name  population  \\\n",
+       "0   1  St-Germain-l'Auxerrois        1672   \n",
+       "1   2                  Halles        8984   \n",
+       "2   3            Palais-Royal        3195   \n",
+       "3   4           Place-Vendôme        3044   \n",
+       "4   5                 Gaillon        1345   \n",
+       "\n",
+       "                                            geometry  n_trees  \n",
+       "0  POLYGON ((451922.133 5411438.484, 451922.080 5...       40  \n",
+       "1  POLYGON ((452278.419 5412160.893, 452192.407 5...       40  \n",
+       "2  POLYGON ((451553.806 5412340.522, 451528.058 5...        4  \n",
+       "3  POLYGON ((451004.908 5412654.095, 450960.640 5...        7  \n",
+       "4  POLYGON ((451328.752 5412991.278, 451294.721 5...        7  "
+      ]
+     },
+     "execution_count": 69,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/04-spatial-joins9.py\n",
+    "districts_trees = pd.merge(districts, trees_by_district, on='district_name')\n",
+    "districts_trees.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [],
+   "source": [
+    "# %load _solved/solutions/04-spatial-joins10.py\n",
+    "districts_trees['n_trees_per_area'] = districts_trees['n_trees'] / districts_trees.geometry.area"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/04-spatial-joins11.py\n",
+    "ax = districts_trees.plot(column='n_trees_per_area', figsize=(12, 6))\n",
+    "ax.set_axis_off()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#The overlay operation\n",
+    "\n",
+    "In the spatial join operation above, we are not changing the geometries itself. We are not joining geometries, but joining attributes based on a spatial relationship between the geometries. This also means that the geometries need to at least overlap partially.\n",
+    "\n",
+    "If you want to create new geometries based on joining (combining) geometries of different dataframes into one new dataframe (eg by taking the intersection of the geometries), you want an **overlay** operation."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 72,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "africa = countries[countries['continent'] == 'Africa']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 73,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fb2597c8410>"
+      ]
+     },
+     "execution_count": 73,
+     "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": [
+    "africa.plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "cities['geometry'] = cities.buffer(2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fb2596a0210>"
+      ]
+     },
+     "execution_count": 75,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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43GdKmTDkZPL8ljbkqaW4cWXxnHBymbHT9b1hXEWL009sggl4yfv1XDEutvuMDjT2mFFXrEGaeGpKYytzFZiXIceujpGIBo0N7QYsyldCLRNh2OqCaUIHntnpwfY2PdxeivoSTUIy1tMBt5fi/vcb8aPX986J3PmMHMn3do7gwY8PhzyuEPOhHzctNzuSNy2LV1u9ocMArVyEJVkK7O2MT5s8Vgo0UmhlIuzvZl/aeqDbv+McSRvO7vJiR5t/xF+u0+D4sA39LNxdI0EIkK2cGsWWHW3DuO3lBjx53VKoZDP7xhWJGRfkRpsblz+5NUgRZIyybEWQb3g/w254vOgTEHDUW13QW11YUqjC8WE79LbUFNFoZEKUZimw+7ghqrVTOEZsbqikQsal0BhuL8XOdgP4PIJlxRr0G0PX9Wzx+ZL7OcVKv8mJ/+zuxq0nl0zZNaSaGRfkfSY7Ti5NH1U+IX4JFApQUIzY3KjOV4LSE8oozf1muJLgT2awuSHkEbgTSD/t7TRCIRagrlgTcPpMFsuK/WYPO9sTl7Yq0EgjBvkYXh/Frg4DCAGWFKphtLvRNmSN+rrpxicHe7kgjwQhpBDAywByAPgAPEMpfTRVNkkeL8WWo0NTko/OUIjQa0xs1DE7PWjoMKAqT4lhi5Mx9x4LWpkIBVppUj3Q24esmJchRyvLgKUUgaXIonwlnB4fmmM0TZhKmvstcHq8EAtmZltxNJKxM+UB8F+U0koAJwH4ISFkIYBfANhAKS0DsGH054Spylfh2ZuWQzYFfd4qafLWbY09JozY3VieQGlsbZEaXkqT3lZqdXmRnhbf73qg24TmfgsqcxWomiSDh0S5eEnerA1wIAlBTintpZTuHv23GcBhAPnw2yS9NHrYSwAuSfS9xjitPAv3nF6WrNOxJtk3Fofbh10dBuSpY5MnUkoFqC1UY8/xEVbT6njY2W7A4sL4++gP95rR2GNCaVbatO/HP66ffC/5ySSpa3JCiA5+5dYQmyRCSFibJAC3A0BRUXQjuzFuWa3DmZVZMDs92NGmx8tb29FjjC66nwipsMv1UX+p5YoSLVr6zUHZASZqClToMvgdXVKJWiZEY3fiNd5jbqm6dBk0chH2Hh/BsmL/7IUCGLZO3abbGO0zcB8hFpIW5ISQNAD/AfATSqmJbZEBpfQZAM8AfldTtu8nEfJRlu3vslpapMGNK4vx87f24eMD4YUjEiZFkkojNje2t+nBI8DiAhX2TZh+EwDlOQrIRPyg7EEqKdRIA2m1ZNA+bEP7sA15agkIodjZPjm/Bxvah23oNzlmreBjsgwPhfAH+L8ppe+MPjypNkkykQCPXl2L2qLUiTo4Urzb56OASMBDlkKM0iw5agtVqCvWQCkV4kifedICHACkEWr1E6FnxIHpaNP2xeH+qb6ElJEMmyQC4DkAhymlD497atJtkoR8Hv4nhaIAk1EdtbPdgAGzE0cHrBAJ+GjoMKRs3R2JWCv8YmE6VpJ+fogL8kisBnADgNMJIXtH/zsPU2STVFecurLLmeJomgzYmArGC5mG/i6bW4bwwpY2xiKrmU4ybJI2I7wrz6TbJBFCkK+WJlShFo4RmxtCPknIkzsWpurrJhfxgzr55gIeH8XvPziETw704a9X1qAoffq2DMfKjG1QiYQpiTXrE5lMZ8ypGu8mquAkm+k4XR+ja8SGX717MKz+wExkxpW1RqPLYAuIOqYCpUSIHszuUU4kSO29PxUxXlOgwu2nzEN9iRYKsRCdBhs+2t+L5za3sWou0qXLkKkQo8tgx8EeI470mVGZOzOKeaIx64L8ya+OpfT8cvGs+5OFwEYgIxGSPUbeslqHX5+/EPxx1lALshVYcJYCVywrwPXPbY94419RosX2Nj08Poo/XFyN0yuygs4105lV0/V1e7rx7+3sDRTiYbI+/DQRPyB+MdlIUyz4mMyNt7XlmfjtBQvDfi6FWhmeu2k5RBFuXEf6TFiQnYYP7j4ZZy3MnlUBDsySID82aMG9b+/Dj9/YiyWFapRkpG7TxDZJIgMlmWlxt4smQr1OG1KMk3SSGEM/P7s8qrpLaVYaLl+Wz/icSiqEye7B369ZCs0MF8MIx4yeew6YHLj8qa3o1J8IhrFuqIocBTqGrbAnWZssVb3g48lRinEgBsGHZKCUCqDTyrEjCa2qk0W2Usy6CWZteRZe29EZ8vj8TDmUUiHKcxTJvrxpw4wO8iylBJcvLcDfvmgJee5In5mxRJSJbKUYcpEg0J4O+FNxo63q4x4D1FJRUtNLpVlpyFKIMWRxon3IinyNDFkKccItqLGikAhjUpKJFa1ciEKtDEIeL2npzSyFhLVGW1aErMhynTYp1zNdmdFBDgBX1RXiia+OMVZo7esyol6nDYxOK0q0aO43oyw7DU63D0I+D15K0dxnTqk6CZ9HIBbwYHN5A49duDgP/312OYrSZYHHug02PLqhBW82dKXsWphYkJ2W8v5vXbo86WW5Qxb2n9kwg2EGIf6l3gU1ecm8rGnHjA/yPLUUb9+5Etf/c3uIACEA7GjXY0WJFvu7jegescNgc2NHW3JVWcJRmpUGhUSApl4TJAI+KnIUUIgFWLMgE987uSRkFMrXyPDnKxajLEuBBxg07FKFJsX6ZmVZaSmpu+81OtDcb8aC7OhT7U0tgyGP6dLlaBuyBhlkRsProzNuY25WbLzVFKjxp8tqwj6/vU0PnVYacSNLJODhppXFePW2Ffjm3tPw4T0n49fnVyJfHbsFkpBPUFOggsnuQmO3CTa3D3qbC7uPj0AhFTIG+Hi+v6YEp02iAUBHivup01LoxfbwZ81RC1c69Ta82RC6Hh8wOVCokeDzQ/2savX7TQ5c+PfNaB2cOao3wCwYycc4b1EOSrPSAv3LE+FHSKHkqSR48db6oBGhEEB1vgrXrSjGz97ci08ieJ+PZ0mhGv919gKcNC8dQj4Pbq8P244N45EvmrHn+AguqMmLuo4khOC2NfOwsSl09EkFeSoJhsxOFGikWFKohkjAw9EBC/Z0jiSlu1aYRGnsiXza2IdHvmjBT88sY/y7Dpgc+P5LDXAwbMDKxQJ0GhwQ8gke33g0otstpRSPbWiBx+fDNc9+izfvWIniGVL6OmuCnBCC08ozIeLzMGB2hJgWysO0Tgr5BM/fsjzslE8q4uPRq2vR/dTWqDJL311eiAcuqQ4SlxDyeThlQSZWzU/HL985wFruaWmxBmVZcmjlYvgohdvr30No6jcn3eCg1+jACzcvx8llGUGB0jpowa/fO8hoRcUWrVyIA92pbZF9bEMLdrbpccep87CiJB0SIQ+9Rgc+PtCLJ746FnajL0clwYDZCbeX4tENLRAJeLjz1Pkh03GH24vff9CI13Z0Qi0TQikR4Npnt+OtO1ciL46Z3mRDplONbl1dHW1oaIj79YNmJ3677iCODljQMmFEz1aK4fHSkE6ya+oLI071x9jcMoTrn9se8vhY0GYrJXjku0siVou5vT7wCQGPxZqOUorK334aMgIJ+QRLCtXYOer1JuQTZCrEjDv+UiEPPOJ/XiMXwWhzB8QZ89USyEQCFGqleODSRchVMX9Z3V4f7vzXLmw4Ep8cgIDnz1IkonIbz3uy8bdbrtME/o5jlGcrcNnSfCzIVsDro9jfbcTbDZ1BqkNiAQ8LstOglArxyvdWTAsXFkLILkppHdNzs2YkB/zNIw9ftQSXPrEl5Ll+kxMZDOKEZy/MYXXulfPTkSYWBNVBl2TIAl+Sx66pjVoOGku5aJfBzjjFHNM8r8hRQC4WoGPYip4RB6rylOATEkiD1Rap0dJvgcXpgXVUlQXwyy3nqaQ40G1E94gD955TETbAx675L1cuxil/3hiXwURtkTokkFINmwCXCvk41BOqfNPUb8afPjkS8bVOjw+ZCv9NfToEeDRmxcbbeKQiPn5z/kKUZMhD+sqHLC6opMH3tVyWIop8Hglx+kgf1611cmlGnFfMzAf7eyI+f6TPjF0dhsCypLHHhP3dRqhlQmhkQuw5PsIYlF0GO3a062F3e5GnkuDMSkbpvSC0chEuXJwb1+9BQKbMJioS1flKWMelNGMhZ3TWppIKk3xVqWHWBTkArJyvhdnhgd7qQnm2AvU6LeZlyFGd59cE18hOfDhs3U4ppUEKLXlqCVoHTqRe1Cw/cJ+Pht0cHOO43hp3o82IzQ0Dy9+pOl/FeiRalB+frNaOdj2q8iZXrVUi4EGnlYWtnq0r1mDP8fhnF3eeOm/GBDgwS4Ocx+NBN1pk0tRvxo52PVqHrDjYY4JaKoTB5saKEi3KcxTYz1L1tLnfEhg1sxT+9f34EtceI7s68x6jHTc8tx0HwmziNfeZ8YcPDsHMkPNPNrEsHwQJmJo7J9EJo16nwfysNLTrbYwS2kuL1GjoMCRkznF6RXYCV8iOIYsTv37vAD5lmdWJxKxak49nYZ4S7cPWkF32sXLRMRvfJ78+hivrCqM2J/z9yxOls4UaKXZNKO74/FA/blkd3Wrni0P96DU6cPHjm3F1fRGWFqmRpZBg2OrE102D+HB/L+onqcyyuZ+9rXJLDMdOpM/kQI5yckp1HR4fGntMyEgThXz2EiEvqM8hXrJSZNCot7rw5ZEB7DluwPrGfgxZnCjUyKK/MAqzNsj/cHE1fndhFTYcGcDv3m8M27ZpsLnxg3/vxj9vqgvbK/7MpmP4cH8vAP/O7SBDOeUTXx3DxUvyI+rLGawuPDFuGr6/cwSvMrTGOjzs1oqEADIhP+61ZcuABfu7RlBTEHkq7nB78cG+3rjeA/DbOJ9Uop2UIB8c1aZj2ntblK9KyibgkMWJggSDr2PYiuZ+Cz7c34Otx4ZRlpXGmKqcl5mW0PsASQpyQsjzAC4AMEAprR59LCVeaLHA4xGctTAbtUVqXPXUtrDeXttah3HB3zfjv85egDMrsyER8kEpxYFuI57YeAyfNp6YMi3MUzLmywfNTvzmvYP43UVVjBJRQxYnHvzoMPg8gkKNFF4fxUGG3V0AaOwxQiriwx4meGsKVLjn9DKcXJoBqYgPs8ONL48M4NENLWgdjM0o4FfvHsAbt6+ELIIYxv991oQ+U3xNOct1GhwbsKS8qm6MfLUMvUYn9Fb/JqtxtKYgWymO2hhTnq3A99aUoF6nhVwswHG9FR/t78Mr2zuCKuK+bh7EdSuKWV+Tw+1Fr9GBXqMdB7uNeH9fDw5O0LSfF6Y9WpKE3v6k5MkJIacAsAB4eVyQ/xmAnlL6ECHkFwA0lNL7Ip0n0Tx5JPZ3jeCif4Sm1iZSqJGCwr+BNbY7rUuXQSER4kC3EeU5CjT1MU9d63VaNA+YcfMqHU4rz0KGQowhsxNfNQ3iha1tEPAIfBTweH2wOj0IpweZr5ag1+hgHI2uqivAg5cuYnRzsbu8+OGru/FlDDntihwFFBIB/nZ1bUgJr8PtxZ8/bcLzW9pYn2889SVa7Gg70bo6psAyEQJ/+nMgQa/ziXnvBdlp0FtdcLh9cHu9cHrCf9evXVGE319UxbhP0dRnxk3P7wjc6Aq1Uqz/ySmQsdSmbxuy4syHv46oBMv0t5EIedj487URU5xjRMqTJ60YZtQi6cNxQd4EYO2oRVIugK8opeWRzpHKIAeAO1/ZhaMDZnQM28IqrhLi3331Uf/UHAB2degh4vNQla9CY7cRhVo5Bs3OkN7y2iK/P1kkagvV2NM5gpp8FQ71Ghk3gMqy09DC0BW2KF+Fd3+wKqJdk9XpwdmPbGKtKrOsSINdxw1IE/NxWkUWFheoIRHycXzYhnf2dMfU6TWecDfDpUXqoGaVep0G+7qM8PgoSjLkUTMPgP/zcXt96DU6AjeGmgIV4wxrYa4SYgEvoq3UmrIMvHRLfcQipQNdRlzyxJZAoJ5ekYXHr10KKUt/vFtf3Bnx5ssU5N+tK8T/XhG9UAuYumKYlHqhxcOifBU+PdiHZcWasFa/aqmQcd3m8fkCjzf1m1Gdr4RcwkeuSgqT3Q25WBC4KUTCPWofsr/biHqdBjsY3kse5otzz+mlUf3Y5GIB7jh1Hn67rjHqtRACHBvyB9XCXBW+ODyAzxr7E94NFwt4sIRRzBWMq2OXCXk42GMKvFhUh0kAACAASURBVJ/e6gxs0EmFPHh8NOhmLOQRVOWrcKDbCKfHhzSxAMt1GhAQtAwwz66GrdE3r+47pyJqFeKiAhUuqMnFur3++oUvjwzgL+ub8NsLF0Z83RhLCtUxzbAAYHVZcmovpnzjLV4vtHi4dXUJXvm2A7s6DGFHS4PNHTLaMDG2ppq4WysR8hgr1cag42QMLc7QNffEKe4YhABryth1prE9rl53YvQgBGH3AGIhTyVBpkIcVqxj/KZiWbYi6Di91Q2tXIiqPCUO9ZpAKVCVpwz0HTg83oDyDwBYnJ6oG2kmhyfsDQcAclUSVOezy+OfWZkdCHIA8PrY3wyjpSvdDN5Rq+ansz5/JFIZ5P2EkNxx0/WUeqGxQSri46q6Qjy6oSVi8UoiFkEFGlnEKadxXHPJoV4TyrMVaBpNT9XkqxgDHPCXYbKdGrJ1kBl/ndvb9Kgv0WLPcQNr84girQw5KgkI/H3WlAK7jxsiust6xo/MDF98vdUNvfVEUDaG2ZxkS7QbVywmhzmq4GOPxtByGuk7sbhAFTKo1Ou0SdO/T2WQj3mhPYRJ8kJjw5JCf7rIFuHDPzZoDXFKKdLKcP1JRVhapIFYwEfrkAXv7ekOaQcdX03HRL/JAbnoRNpr/Pc80t3e5vLC5HBDKYleaTXAYid8bG9gPDva9NDIhPD4KKtinIw0UdibUjh6jXasKNHC6fGiIcySKdl4Ioy4IzFo9k3cnd/eqkf3iD2q5oDJ4cZnh5iLWvLVUsaMyM2rdayvKxrJSqG9BmAtgAxCSBeA++EP7jcJId8DcBzAlcl4r0TJU0txTX0RpEIeKnMU2NQyBI1MFBhNpUI+hAICu/1EgF+9vBC/v7gKYsGJkXRRgQoXL8nHpwf78OPX97Bex7q9FLVFJ0bsOp0W/3V2ORZkK+DxUgxZnaDULxP8VkNXkKDjxiMDuHgJs+roeKJ1jNWXaMKq4xhsbsburJBz6LTY0xl7kBpGbZprClTIVfmzCKmiXqeFl9Kw+y+A37a4U29DoTZ63ntzy1DQzx4fxa/fPYB/3rQ8rFoMpRSPfNaMylwl2oasGByXQVCM1vSbJ/QY5KkkOHth8qrqZlWraTzs7xrBX9c3YdPoBzj2WY1lO86oyMKzN9ZF3JhZt7cbP359LwBmf/HxnLogEzev0qEyVwmJkAd1BOkln4/in5tb8eDH/q6oeRlyfPSjNRGn7cMWJ85+ZFNYc0ZC/DLEkWr2C9RSdBvtjIIRKqkQC7LTklJUIhXyUJmrTIk0VKRU50QuX1qA/7tqccRjugw2nPXwJtjdoTPAc6tz8KfLFoV8ljaXB3/86HBQwdPCXCXSxAIQUJidXhzqDV2O/M95Fbj9lPmsrn2MSUmhJYOpCHIAMNlduOrpb5EmFkAm5mNT84k79safr42q404pxSVPbIXJ7kYbQ8FNRpoY1flKnFedi6uWF8Z8ff/3WRP+/uVRAMBp5Zn4x7VLGavzhi1O3PpSA/ZFSBeNpcwiIeITaOQi8AhBjkoCIZ8HAsBod6Gpz5JUBxStXJQSc8qxPvsCtYyVzPRvLliI753MXJY8bHHihud2MAbkGAqJABfU5GFRvgo84u8S/HB/T0hpLeAfSKrzmVN+GpkQm+87PWanHi7IWXCo14hrntkeNEpV5irxyY/XsHr927u68FZDZ1CuMyNNjPsvXIjzFuUmJP7n9Hix+qGNgZx1vlqK20+ZhzVlGUiXi9FvduDLIwN4dlNrVHvlSBJZY4RL7aWK6jwljuttjEKcyYDN8gMAvlOVjdtPmY8lhWrweQQjNhc+PtCHv33RnHChzngiZW9+fvYC3H16WcznnDOiEYmwMFeF+Zly8Ma1XhZq2Ev7XLGsAFV5Ctz5ym50DNuQpRDjP3etYrXWi4ZYwMeZlVl4fadfjLB7xI7734+cB1dIBMhTSTFodqIoXYpjA1YszFNiZ5RRTSLkhajqpJqDPSbkqsSQCPkxBxMh/vqHAo0UJrsHeztD++hbBizIYlFRt76xH+sb+yHi8yAR8lJy04l0w1FIBLhhpS7p78kF+ThqCtT4qunEplWsFsiVuSq8ettJOO/Rb/DApYuSEuBjxHKu6jwlbC5vYDNRb3NBIuAxlpROpKZAzWrHXCbiw+31Jc2rvdfoRL5aylq6CQDOqcrBr86vDPrbONxevLytHX/9rDmQCh3zlWdTkQgALq8PLoa8daKEq4EY46dnLkhJnzoX5OPgEX9t+djddn+XETaXh3WNMuCfSv/5ihpWiiuxYGUpvbQwV8HY+OJgsftfnq2I+CVUSgS4+/RSXLwkH9lKCbw+fxPP85vb8P6+yEo2bOgesbMOxBtOKsYfLq4KEb2QCPm4/ZT5qMpT4abndwRuGG4vRafeBhGfwJWkG1MsRAvwsqw03LCSfdNLLMxK0Yh4ae4347jehp3tBizXaWBzefHyto6Yz/Odqpyka39FG10rchS4oCYXdcXaoLwtn0dwfk0uHrpsEZ66fhl+f1EV1oQpl1RE0Ecv1Erx0Y/W4PZT5gcKSPg8v6jkY9fU4i9X1CAZv3LroAX1Oi2EEUQq5mXI8ZsLFkb8G68uzcBtp8wLemzI4sKSInZquclkuU4T9fO7/0Lm5phkwI3ko3TqbdjWeqKf99hogcLDnzVjUb4Kq5Os4RYLg2Zn2MKRxQUqPHDpoqDSzN9Tig2HB/Dc5jbcf9FCVOQEmwLetEqHb1oGcfere4IkrXhhgobPI3j6+rqIS4Yr6wrR3G/Gs9/E17E2htHuwY52PUoz5Tgapm32upOKIRJED4hbVulCZLR8PooVJVq0DFhSsqs/kWVF0Tf9zqnKwclJqlNnghvJR3lhS3tQK2DxqHyUy+vDTc/vwF/WH4GDIUc6GWQqxIxqMStKtHjjjpUhtdeEEJy5MBuv3X5SSICPsaYsE8/fHFzEYXUxLwnOXpiNhSzcQ3+wtjTiCDyGWECwXKdBTb4KSqkAlbkKiAQ8FGikqMpTYnGBCjweCatRX1vETm8uSykJmtXUFqmx+7gB29v0gc83mQj5BKWZclTkKFCVp0S9ThO1YChXJcGDly1K+rWMhxvJR7n3nHIUaaV49ps2dI/YA6b1KqkQFy7OxfmL8iARsqsdd7i9EPF5rPTV2fLApdW47MmtgXJTsYCHv129hPU1MbGsWIOr6goClr7h0qlsG140chGq85TY0xma/11apIaXUkgEfBzuNQWNbia7f4Owy2APsrIS8ghKMmRoGwoWnBDHMK0Vj474y4o12N1hCOT42XQMxkKOUgypSBB29sGEgEfwj2uXsu41iBcuyEeRCPm4eXUJrj+pGJ829sFgdeGmVTqcUZkVVM7K9lzJpixbgaeuX4bHNx6Fy+PDaRVZrMQEonHR4vxAkB/qNTNuEGnl7Hd8SzLTIOTzYXd7MGByot/sRLFWGldVm9tHYXN6saJEC4/X7yJjcrhxbMiKKhadYw63F10jdsa8/852A3TpMgj5PKhlQhzoMkbdnFRJBbC5vIGMglIqQLZSAoVYgKMDlpjlrX55XiWWFad+j4AL8gkI+Lxpa2W7ujQj6XsD8zKDq/l2dRggE/JgG9cuG4utc0u/JajePkcpYVS4YUu/2X+jGM+6Pd24aHH0z2j9wT7U5KvQb3ZCyCMhLi5jhhOAf9qskgpxhKEUNkcpRqFWhv1dRhSny6EQ80EIwbDVxdiuDPhFJc5emI08tRRGuxtbjw3h3T3dgTbk79YV4tYkNqFEggvyOc7EfQavj6JqguvJF4f7cdMqXdRz9YzY0dgTPFWPVxsuEhuODODTg304pzq8+82wxYmHPj0SaIAJJz01hl+DzYG6Yg14xN/f3aG3w0cpPD4a+HuMVQsuKVSjYzhUt04lFeKJ65aG3IwvXJyHH6wtxV3/3gW1VIQ/Xlo9ae4rXJDPcXYz1LHvbDcETdtdHh+2Hh3CqiiziL+ub0po1I6FH7++Bw9dvgiXLMkPCZZjgxbc9cquoA43tnJYbNpf63Vaxnp4HgGeu6kOdWEktQu1MrzyvRXg8UjK0mVMcEE+h/H5KF7c0s743I42PZbrNDDZ/a2hP3x1N168pR6LC0N3tn0+vyvoO3u6U3zFJ3B6fPjpG/vwVdMgFmQr/GWtDg++bR3G+oN9IVVzXQZ/3zfbYA9HaVZa2AafS2rzwwb4GJG6DlMFF+SzGEpp2CkhpRR/+awpYlssKAKKsgabG5c/uRXX1Bfh0to86DLS4HB7sfu4Ac9vbktJuygb+oyOIEmmSORrEg9yrVyIowPM05ULp+leDhfks5ghixODZify1NKgEaTLYMNf1zej3+RARY4CAh4Bn0cgFvBhcrgDm09mpyeoY83jo/jXtx041GMMcZCZKhq7jSjLSoPF6cH3Ti7BKQsyoZGJ0G9y4IvD/Xh+c1ug0aR10AICJNQqG6lpUxelJXmq4IJ8FpOpkCBTIcF/dnXhi8P9cHn8MsaH+/wiiXXFGsbdZI1MiHmZaYxlqoQg0Pgy1fAJsDBfBamQj39cWwvFOGmsTIUY1fkqXFNfhJtf2InDvSZYnB7IxXxGAU22kLA2in6RiOkIV/E2B7h8WQHKstOw4chAQAUVAPZ1jWBhrhKL8pUoHZdKM9jc2NVhQANDOWa2QpJQkCSTRQUqDJmdeOr6ZUEBPp5spQQv3rIcKqkQiwvUSbj28EM5099rOpDyICeEnEMIaSKEHB11UuGYAq6tLwoZmd1eikO9JhzoNsHCUo45PW3yN46YqCvWYG+nET8+syyqim22UoIfnjYfh/sSU34FIk/1X9ranpDSb6pIaZATQvgAHgdwLoCFAK4hhLBTo+dIKjkqKUojmOcVs+xXT3Y5aLx0jW6gnVHJTvBwdWkGTOPksHkEOLk0A3etnY97Ti/Fd6qyAyWwkYj028vE/Jg1CCaDVK/J6wEcpZS2AgAh5HUAFwM4lOL35WBAEyF902VgZ0iYCjGFWFFIBOgzOqCQCJDGUgttfAlwTYEKD1+1GKVZiqBjBswO/Prdg/jsUH/Y84Qbyc+tzsHDVy1hrY0/maQ6yPMBdI77uQvAivEHTKZN0lyn18ScPpKL+KyljhTi5CuXxMKpCzJxRkUWNKMCkJHShOMxjOqrV+Up8dptJzEKJWYpJHjq+mW4+7Xd+PgAs056uGt67JraSS1wiYVUBznTXz/oZjiZNklzmSN9phBLpzGsLq/fmqjHFDW9ZHVNzXQ0SyHGE9ctjVpsEo4xzfT/vbwmohIqj0fwwCWLsKl5KEQrjonFhWo8cd3SaRvgQOo33roAjNcgLgCQuE4QR0z4fBQPfXIk4jGNPaaQZpWJlGTI0Nw3uSKPgN/w4t/fXxF3gFudHjyzqRXV+UpWvmcauQjfqWKuix+fJ5+XIccLNy+PWT55skl1kO8EUEYIKSGEiABcDb99Esck4fb68Jt1B/HVBDsnJpQRRASX6zTo0ttDOrkmg++vKUFZtiL6gQw43F488NFhuL0+LMyNLnwxRmUu8/sd7jUFPNH+eEl1ynvBk0FKb0GUUg8h5G4A6wHwATxPKY3uqcsRN1anB0a7GzaXFw3tejy/pQ3NYdohJxJuZRtNhDDVXFIb3RoK8HfQeX0UIgEPNpcHXzUN4pHPm9EyYIFYwEtKQFpdXuSppZhfmo6VSXIdTTUpn2dQSj8G8HGq34fDD59HcOVT26LWaPN5JEjuCkDAvGE8ZVlpUxrg2UoxStLZlYu6vT5U378eCokAI3Z30NTa6fHhm5Yh/OJcdu8bzi1FLODh3Ooc3HHq/ElrFU2U6btbwBEXEiEff7y0Oupx1XlKlGScyI1X5SlxXG/HvEw5zqjIwqr56VBIBFO63hQJeHjp1nrWMlpOtw8eH4XB5masMW/sMWF/V/Sae73VhfUHQ3fXRXwePrjnZPzs7PJpvw4fz8y5Ug7WnFaehZ+euQCPfNEc9Hi2Uox8tRQDZif2dRkhFhDo0mUQCXjISBPjw3tODtqYcnq8eKuhCy395oDV8mRy40nFYYUomWDjsnrv2/vx9l2rwubXvT6KX/xnf8jvu7RIjXtOL8OCOPcGphJuJJ+l3HN6Kc6doJxSnC7H7uMjAbFEp4eifdiGAo0Mz95YF7LzLBbwcf1JxXjjjpWQT0GRxwUsJJ7GoJTihTC98eM50mfGd5/exuh42mu04/aXGxiLYa6qK8RpFck1zJgsuJF8lsLjETx6dS18r+3G+kb/l3Z3hwG5KjF6jSfW3iqpEA9ftTiijnl1vgr3nVuB366b3D1TXQyyyS9sacfXzdEzCIB/2n7Oo5uwXKfF4gIV+DwemvvNsLu8Qdr7Y4j4PJw0b2ZssjHBjeSzGJGAh39cuxTnL8oFIX5Z4omijJctzWelVnJVXSGUERxWUoGN5RLB4/XhgY8Px3RuSv3qN89+04anvj6GL48MYMjiZNSN/5/zKqZtrzgbuCCf5Qj5PDx69RJcs7wQ29v0IRpsS1naBkmE/LiLUeIlmgPrGHs6R0IyBfHQMmBBrkoa5EfP5xFcurQg4XNPJdx0fQ4g4PPwi/MqsfXYcECGOE8tQc+IIyaNeHUKHDcj8fzmNlxQkxfV2/3ZTa2sznf2wmzcsroEtUVqCPk8tA1Z8M7ubjy3uQ3O0RbR43obhHwSUHe9qq4gJU6jkwk3ks8RlBIhnrx+GeRiPhYXqtBvdGDlvHT0xKB5lqg+Wqzs6zLifz89EtbZBQBe2NIWsWtsjD9dtgjP3FiHlfPTIRHywecRlGYpcO85FVh392pkpIkDx7q9FP0mB35xbgUevDS1FkaTARfkc4jKXCXu/U4F9nUasahAjW2tw3hrV2fEIBpjyOJklG9ONc9sasWdr+zCscHgqr2eETt+8Z/9+P0H0buWb1tTgmvqw3c4VuQo8fi1tQD8bajv/XA1vvrv03DnDCp4iQQ3XZ9jnLcoF//vw0bs7fQXhRzsNmHd3p6opaN/+bQpYA802axv7Mf6xn6UZMhRoJGiz+jA0UFLRFHFMUQCHu4+rSzqcSvmpePec8px6+qSlNhcTSXcSD7HyFSIcVVdISRCHtLlItQWqfFmQye+ahpgPN7no3jk82a80dDJ+Pxk0jZkRa/RjpYBdgEOALWFaqhk7NbUP1hbOusCHOBG8jmJLkMOr5di2OrC8KhH99ZjwzhvUQ4urS1AWVYa3F4f9naO4J093VNauz6RfqMDQj5hPavIUIijHzTL4YJ8DvKdqhz848ujcE9Qg/n4QB+jIkp1vhIHuxMXQUwGZqcXy3WaIK+2SAyaY3ManY1wQT4HKU6X44Vb6tEzYodIwMPRAQve39sTXk+dxaDJG1dsc1zPTi8uXna2G1Cn07CSQN57fAQGqwuaGdD3nSoIm53VyaKuro42NDRM9WXMSXw+iuc2t+HBTw4zrncX5ipwqDf0JiAW8JCrkkBvc8Fk92C5TgPe6I60yeHGYYbXJAMC//7CAIuR+pbVOtx/YVXEY5web8w+9NMJQsguSmkd03PcxhsHAH+t+22nzMO936lgfH7Q7GIsa11UoEL7sC0gd7yz3YDtbXpsb9OzVlKNBwoEVaZF4oUt7Xh5W3vY5w92G3H9P7cnpWpuOsJN1zmCuP2UeXizoRNtQ9agxwctTlTnKSER8cEjQO+IA1q5CK0D1jBnAuwpbk893GeCSMBjZWjw23WN+KppEDev0qG2SA2RgIdjA1a8t7cbL46aIjyzqRV3rZ2f0mueCrgg5wiCzyM4f1Eu/rHxaMhzB3uCN986DZEr4A72mKAQC2BmoXoaDR4BavLVEAt58PgorE4PvD6KLKUY21uHwca45MsjA/jyCHOqEAD+vP4ICAFuWzMvaintTIILco4QktVxlauSoNfoSMq5lhUz76i3DFiQo5SgKF2GAaMD7Qls+lEKPPTJEbzV0ImLl+RjfmYa1izIgDKMz9pMIaE1OSHkSkJIIyHERwipm/DcL0f9z5oIId9J7DI5JhOHOznTbFkShSYipcL6TA7saNOjXW9DvkaK2kI1WDgeheXYoBUPf96MH766G49/GTqjmWkkuvF2EMBlADaNf3DU7+xqAFUAzgHwxKgvGscMYHdHcmrUB0wOxv7seMhSSlgd122wY0/nCJYWa1CslaK+JLH22Fd3HJ+2lsRsSSjIKaWHKaVNDE9dDOB1SqmTUtoG4Cj8vmgc05yeETs+OtCblHOZnV7U5KuTci7Wdayj7GgzQCMXY0ebHst17HrmmTA7PFi3d2b7gaQqhcbkgcbYAUEIuZ0Q0kAIaRgcZCffw5EabC4PfvTankBvdTIYsiRnTR7iu8yCsc2zvZ0jSE+gGOaxDS3YenQo7tdPNVGDnBDyBSHkIMN/F0d6GcNjjLdiSukzlNI6SmldZmYm2+vmSCKUUmxvHcZlT2xFQ5Km6mMIk1RgYotjh95o9/u2ub0UhVpplKPDo5IK8Zt1B+H0TL5ibTKIurtOKT0zjvNyHmgziL9+1oTHNx5LybkFPGBBtt8X3a8sQyAUEPQbHTg6GD7HPhH9aCNNLIxXdBHFcbMp1EqRq5RiZ7seFECn3o7SrPAe79OVVKXQ3gfwKiHkYQB5AMoA7EjRe3EkiIifuj3RIwwGiQuy0+DxUdTrtCDEv5u/r8sY8TyDDO4u0egal06zOKK7sZZmpQWm9QNmJ9qGrEFOsNPRe5wNCQU5IeRSAH8HkAngI0LIXkrpdyiljYSQNwEcAuAB8ENK6cyc68wB+s1JWjezRCkRoqHDENCbA/x933tGhSy0MiHyNVIcGO18S5eLAi2xbJEK+egfl3bzUYoshRjDFidUUiGK0uUQCXjwUQrqo/BSoLHHiKMD4X3jJInk5aaQhIKcUvougHfDPPcAgAcSOT9H6qGU4lDP5LaRMnmu7ekcgUIiQJ5Kig69FR3DNqikAhjtHgxbXVhWpEGH3oohC7tgl4r4uHJZAbKUYlhdXvSbHHhndzcAQG9zQ2+Lbpc0kRG7G+lpqelP9/koBszOgGNqMuEq3uY4r+/sDEhBTRbhOh/NDg+aHP6uNYfbv8OfrRSjSCvDznYDxAKC2kI1XF4fGiPcmO44dR5+csaCkOn1dSuK8JM39gZNwWOhY9iK+ZmpWZM/vakVb+3qxLofroYiyRV2M3P+wZEUvm0dxv0pdkXhkdBUSyxf4n6TEw0dBtTkq+D0UOzpHIko0fRfZy3AL8+tZFw/LyvW4q07ViEzTrWYnpHULWs2Ng2gddCKv6xnKjtJDC7I5yhtQ1bc/nIDXN7k5cSZ0MhEIbnTxjC2wOGgFGgbtiJfLYVEwAM/TM68PFuBH5xWGvFcOSoJfnVeZUzvPwabbrd4z9tv8t9A/r39eNLVbLggn6P8/oNGmBypL9f0MUzN2RavLchOww/WzscfLq7C90+ehzy1BA6PDzvCOKtcWVfAqnvsvEW5cRk4ulN0Q3zgo0PoGN2E9Poo1u3tTur5uTX5HKR9yIqvmianujAeIQaxgIcHLl2Ey5fmB+me//jMMmw9OoQfvb6XcfOOrc2xSMBDaVZa1LTdRJI9kn/TMojnN7dh44TPYn+M1xUNbiSfg7yX5JEiEvEE+ZPXL8UVywoYjQ1WlWbgtdtWMHa4+Sj7IIxHBCYZffHjoRQhAQ4g6Rp5XJDPQSIJJyQbb4yNJRcuzsPpFdkRjynLVuAHa+dDyCdYmKtAfYkW8zPlOMRyrW93eSLmw8PxxeHodkxsMTnceOAjZifWTi7IORLB5fGhLYZy0kSJdSS/Yhk7B9HLlxWATwgO9Zqxo02PY4NWvLmzi9W6+f19PfD4Yp96ZyQpR36gy4gLHtscVh132OpKqiUVF+RzjI1NA0mfdkYi1iAfq3OPRq5KCtGECrTWISv++lnkFFTHsBUPfXIkrlz0jSuLY37NRNbt7cblT26NOiV/5duOhN9rDG7jbY7xVkPXpL5frGtfD0tnFEopFBJhSIbg6a9bYbJ78ItzKoLskSil+Lp5EP/99n4YbG4UaWUxNb1U5ChwbnUu6+MnXqvJ4cHnh/px79v7Iv5Nzq3OgZDPQ1mWIq73YoIL8jkEpRTftg5P2vsR+Hu6PTFE+oFuIwq1sqjH2d1ePHhpNWoK1JAI+Wgd8htEvLC1Ha/tOI51e7uxpiwDxelyWJ0eDJid+HzU4ni5ToPDMZby/ur8ypjFHa1OD9Y39uGlre2sd/LdXor7L6yETJy8ZhguyOcQA2YnLJM4VacAlhSqY+pR/9e2DpxbnRPVMlgmEuDU8qzAz1V5KlTlqXDp0nxc/88dGLI4sb7xxEZZSYYcKqkQhVopa4slwK9V8eCli7CmjL3Wgdvrwyl/3ogBszPm5cr2tmFkK8VJtUzm1uRziLGqqsmkocMQk/zSttZhvLClPe73q8hR4pkblkI7wcm0bcgKpUQAdwy5bl26DH+/pjaitzkTTX1m9BodcaUP1TJh0j3RuZF8DlGokUErF6E0Mw0WpxsjNjekIj7EAh6jBVKy2NluwLJiDXaxHNH/8OEh9BrtuOeMsiA5ZK+PspoyLy3WorZIjQ1HgnPQ0XTiAf/IfXp5Fm5cpcOa0gzw4tBff/IrZgGOjDQRbj9lHk6vyEKWUgK9xYVvWgbx9KZWdI1e2z+uWRrz+0WDC/I5hEYugtsbWhZKCFBToILL4/P3V8NfqOGjFJTS0X/7f/aN/lyklaGhXQ+W+2Ro7B7BmtIMOL0+DFuccLi9UEn9Ag1M+e1nv2nDgW4jZCIBclQSGKwu2N1evHgLOz3QteVZIUEeCbmIj+8uL8JNq4pRnB6/7nxLv5lRCLO2SI3nbloO7TitOaVECF2GHJctLcA9r+3BjjY9FhcmSfhyHFyQzzFUUiHME3akKY29lLLX6EBJhhxZCvHoTYHC46Nwe31wenzweCm0MhF4PGDI4oLJ7kaP0Y5jozn6BdlpkIn5MNndWFueCavTA0IIXG4fukZsmJeZhm9bXLOYxgAAEK9JREFUg29GZ1ZmMVwJM5kK9n3ZGWki/Ot7K1CZy64sNhJMpokZaaKQAB+PXCzAE9ctxR3/2pXw+zPBBfkc48zKbLy4tT0p52obsoZ4pgF+GSW1VAgeD/D5/I6hw1YXhq0u1JdoYXV6gvrBbS4vukfsQY0rQ5bQJpRBloIRADBsZdfJlauS4N/fX4F5SeoTT08LDeTb1swLG+BjSIR8/PXKxUm5holwQT7H+NX5lWgZMGPL0dSl0iRCfkDKaSI72kKDt8tgx3Idsw3SeBq7jRiyOFlVnn3NogFnXoYcL91azyplxxa5WIB5mXK0jqsqPIPlDCTePvdoJGqT9BdCyBFCyH5CyLuEEPW45zibpGmIkM/D49cuZW37GxdxeN7vbDegOD1ysHl8FI9taIl6rn2dI/g8Sp35fedU4NOfnJLUAB/j7IU5QT+zdX9JFYmm0D4HUE0prQHQDOCXAGeTNN1Ry0T4YRRxhURg6iFnQ5rYb4sciZe3dUT0Gm8dtODvXx6NeJ+5/8KFuGvt/JCy2GRx48riIHsofQzLjFSQqE3SZ5TSsV2cb+HXVwc4m6Rpz3eqsiERpuZLHl+IA409ZtQUqCGIEum/XdeI77/UgG3HhuFwe+HzUbQPWfHoFy248O+b0TbE3GGWqRDjke8uxi2rS+K8QnbkqaVIE59YCW9qmVpnoGSuyW8F8Mbov/PhD/oxwtokcUwNCokQl9YW4LUdx5N+7jgHcgB+S6OafBUO95ngjpCf++Jwf6D1k0eCa+TD1aDcdep8XFrLrsstEYYtThhsJ3Ten/66FZcvLYBcPDVbYEmxSSKE/Ap+ffV/jz3EcCrGPz3nhTZ13Lpal6IzJxDlAPZ3G1GerUA5y460iUGdybDDDQB56slZGz86Yd+ge8SOu1/dDbtraqwHErZJIoTcBOACAGfQE1q7rG2SKKXPAHgGAOrq6hL7dnDERFm2AqcsyMSmZuabK59HcOWyAlxQk4fidBmsLg8a2g14YUtbIN/NBKWJl2UeHE2xpYkFMdXbZ6SJwu7Sf3qwD+fE2UnGln2dI/gXQ5voxqZBnP/YN/jRGWU4rSILKqkQVqcH37QMYblOkzI9dyBxB5VzANwH4FRK6fgGWc4maYZw73fKsbllMGQ01MpFeP7m5VgyoQKrIkeJq+oK8dt1B/H6zk4wQRMcycdTlp2GPcfZ68LPy0xjzLEDwHt7e3D5soKYmk1igVKKDYf7wy5XWoes+MkbewH4HV7sbi/y1VJsvu+0lFzPGInuvPwDgALA54SQvYSQpwCAUtoIYMwm6VNwNknTlup8FW6dsBFFCPD0DctCAnwMkYA32pmVwfh8PPpp4dBbnKjIUTBquk2ktlDNmIcfzxMpMnYEgO+91IDHvjzK6li72x8O57DouEuURG2SwuZhOJukmcPPzl6Ane36QM/zWZXZWK7TRnwNj0fwP+dV4txHvwHgb+VMTxOBR0hS5aU6xrmdLNdpcKDbGHBXGU9VnhIHuqOP+NvbhjFic0Eti9+vnAm7y4vNLbF7mJ+3KCf6QQnCVbxxQCYS4MVb6rHiwQ1weX04u4rdF68yV4kCjRRdBjuyFGJsjzKKJsqxAQtqi9SwOb2QCPlwenyBXPf+zhGw6SL1UeDNhk7cfsr8pF7bgNkRs1FFtlKM2kL2bbjxwgU5BwB/h9qiAhV2dRiQF4PpXp5KGmiTjBdCgAKNFHxC0GWwhyjJKCQCVOYqsb9rBNuOhd5IxkwX2MJUb58oOSoJCIktfXh6RXZcrayxwgU5R4Cs0drpEXt0L+8xRuzxV3NJhDzcc3oZrqkvCjRwWJwevLunG//3WRNGbG4sK1ajqc8Sca3dM+LA/Ex5xB3/8Yj4yS8CEgv4qClQY18M5pGnLmDe00g2nDIMRwDB6Jd/81F2a8t+kwMtceiXA4BCLMBbd6zCD08rDerQShMLcMNJxfjg7pNxZmUWdnWMsEqhxZKCqspTxXXN0Yil7oDPI1g5nwtyjklGODp1fGd3F7oM0QX+H98YuUY8En+4pAqLCsIHW6FWhjtOnY/SrDTU67RRm1faY5iCp0rn7rxFuaxLhZcUqqGSJteiOBzcdJ0jQMbodN3h9uHOV3bhX7eugCZMH/SbDZ14eVt82uD5aikuXhy9ynm5TosvfnZq4OejA2b876dNAdXV8QyYnTinOhvzMtKglYswYHbiyyMDjE4pqQpyIZ+HdLkY3SPR9yguqEltUc54uCDnCFA7Li9+sNuE8x77Bj87awHOXZSLNLEAlFIc6TPj2U2teGdP/H5qK0q0cW04lWYp8MwNy/DHjw7juc1tqClQYU1ZBjQyEcqyFTh1QXCRyy/PrcB/dnfj1+8dCKTdvltXiDtPTe7O+ni0clHUIBcJeLi0dvJaObgg5wiwpCi4+KXX6MB/v70f9/1nPzIVYtic3rDuK3w++6BVJjBNJcSfnz+zMhsr56dHPfaKZQXIVIix8cgArltRhLLs5JkWMHH50nwc6I4spXVOVU7S8/SR4IKcI0CuSoocpQR9E6SbfRToN0WWU/J6KVaUaFnlytms9yPh37SKHODjOXVBZsgonyquWVEEvdWFl7/twMi4TjQ+j+CUsgycXpmNc6tTXwAzHi7IOYJYXqLFB/sYe4misvu4AflqKeN0tTRLDgGPBy+lsDq9Kak6mw6IBXz87Oxy3LW2FG/v7sIr2zqwtFiNO0+dn5AKbCJwQc4RxPmLcuIOcreXMq5JCfybeV0G/w54Cyx45PNm/P7i6kQvd9oiFfFxw0nFuOGkxE0SE4VLoXEEsbY8KyFZpImWwHlqCSpyFSFVcS9t68CjX7TAl8xuFg5GuCDnCEIi5KMmP/5ikfF58/LsNJgdHhwO487yyBfNuOjxzXh1+3Hs7xrBwBTYOM0FuOk6RwjLijUxmRSO50ifGQtzlbA43Tg6aI3qB3aw24T/efcAAKCuWIO371oV1/tyhIcLco4QLl6Sj2e+aY27mo3J9igSq0vTcVVdIcpzFKCUpry/eq7BBTlHCAvzlLh4cR7e2xvfBhxb+DyChy5bhCvrCqMfPMoH+3pQkaNIeb57NsGtyTkY+c0FC1GW5RdSJABEMRS7sOWX51bEFOCfNfbhntf24OYXdqK5n3mdb7S5YbBOrc75dIMLcg5G0tPE+PdtK1CaKUdtkRpZSklEP69YZ/b5ailuXqWL6TWnV2ShIkeB/9/e/cdWdZdxHH9/Wu5a2pVS1hYYhQJpHQKyjZaCYRqWsYwpQw3MoGNjg5gsYY4lJm5IYjTGZAazuOmMLjCHGYYsmQQyNY5N/MHMGJ2gBIFRx+8UOgesNdBVyuMf5xQueAv03tveew7PKyE9957Tw/NN89zzPefc8zzHTp9l7nNbWblhF3967wNa2jpoPniSZ9/Yz7zntw7IM9pR4tN116vqsmLWPDyNu5/5M13d55k2toJEgTjRcfHbb0NLEtRV30jzwb5Vhbl74vALj7Zeq0GFBTwycyxPvrqLru7zrNt2mHXbLq0b/915kwbs6a6oyLQX2vfCPmg7Jb0u6eakdd4LLQZqbyrl4fA56e0HT3Gi42NGlBfTWFvBraPLOddtNB881efijTUVg9OKp6E2dbmkoSUJVj/UyOI+zg6uB5lO11eZ2RQzuw14Dfg2eC+0uFk2q+6So+PxjzppPnSKvx/5KO3HNtv7UH0mWar+3+MqS/nt459h9sThae0z7jLthZZ8r6SUi6dm3gstRspLEjx+V31W9/nXf6XXOvny+mxlxYNYs7iRm4emNzO4HmR84U3S9yUdAR4gPJIT9D1Lrrzfay80b5MUDQ99upa66mtrW3Qtmg+dYtv7fU/0jZfd1nti9icYX5W9uOIo415oZrbSzEYT9EF7rOfXUuwq5Vmbmb1gZo1m1lhVNTCPA7q+SxQW8J37JmV1n8vX7+TQh9detumdAyfZsOPohdeTRw1h0YwxWY0pjq6a5GY228wmp/i38bJNfwXMD5evuReai4476iuZPzV7XUGPt3dy34+38tJbB2jvvPI5+pZ9bSxdu/3CBb6KkgQ/W9SQ8hzdXUqWQZ9ZSfVmtj9c/jpBT7QFkiYRJH0TQS+0N4H6q7VKamxstObm5rTjcf2vo/O/3PvsXzKutX65AgV9vc2CK+h31FVSXpKg9fRZNu85wVstF6f2Q4oH8YtHptFQe+UuL9cTSe+aWWOqdZneJ39a0i3AeeAQ8CgEvdAk9fRCO4f3QouNsuIEP5g/hQdWb8vqfs8bFz44jp0+y6ZenmkfPqSItUuamDBiSFb//zjL6EiebX4kj4azXd38ZlcrJ9o7+eO+tl5bBWfbuMpSfrmkidHDrlye+XrUn0dydx0afEMhCxqCc/Nld9axZW8by9fvoL2zf0odQ/AY6s8fbOjXPt5x5d9ddxm7c0I1Ly1pYlA/fWd8QUMN67423RM8TZ7kLiumjqngq9OzeztrfFUpLy+dzg/vv9WvomfAp+sua750+6i0u6r0KE4UcM+kEcyfWsPMukoK/YmyjHmSu6zprZDDmGEllA9OUDSogAkjy/jwP13sPd7B4ZNnmDF+GDeVFnHo5BmeW3gbI8qL/aidZZ7kLmu6knqEV5UV8dn6Kr7cWEPTuGEpSzqd6z7f58dNXd95krusOXbqLKsWTGHWLdVUlV39Ipkn+MDwJHdZ86ma8iu2I3a54R+lzsWcJ7lzMedJ7lzMeZI7F3Oe5M7FnCe5czHnSe5czHmSOxdznuTOxVxeVYaR9AFBGalK4N85Dqe/+NiiKd/HVmtmKcsd51WS95DU3Fspm6jzsUVTlMfm03XnYs6T3LmYy9ckfyHXAfQjH1s0RXZseXlO7pzLnnw9kjvnssST3LmYy5skl7RK0l5J/5C0QdLQpHUrJLVI2ifpnlzGmS5Jc8L4WyQ9let4MiFptKQtkvZI2i1pefj+MEmbJe0Pf1bkOtZ0SSqUtEPSa+HryI4tb5Ic2AxMNrMpwHvACgBJE4GFwCRgDvBTSZEq5xnG+zxwLzAR+Eo4rqg6B3zDzD4JzACWheN5CnjTzOoJmlxG+cNsObAn6XVkx5Y3SW5mr5tZT5+dtwnaHQN8AVhvZh+b2QGghaBbapQ0AS1m9r6ZdQHrCcYVSWbWamZ/C5c7CJJhFMGY1oabrQW+mJsIMyOpBvg8sDrp7ciOLW+S/DJLgN+Fy6OAI0nrjobvRUkcxpCSpLHA7cA2YLiZtULwQQBU5y6yjPwI+CZBt94ekR3bgFZrlfQGMCLFqpVmtjHcZiXBdHBdz6+l2D5q9/3iMIb/I+lG4FXgCTNrT1VbPWokzQXazOxdSbNyHU82DGiSm9nsK62XtBiYC9xlF2/gHwVGJ21WA6RuXp2/4jCGS0hKECT4OjP7dfj2CUkjzaxV0kigLXcRpm0mME/S54BiYIikl4nw2PJmui5pDvAkMM/MziSt2gQslFQkaRxQD7yTixgzsB2olzRO0g0EFxI35TimtCk4ZK8B9pjZM0mrNgGLw+XFwMaBji1TZrbCzGrMbCzB3+kPZraICI8tn5or/AQoAjaH0763zexRM9st6RXgnwTT+GVm1p3DOPvMzM5Jegz4PVAIvGhmu3McViZmAg8CuyTtDN/7FvA08IqkpcBh4P4cxdcfIjs2/1qrczGXN9N151z/8CR3LuY8yZ2LOU9y52LOk9y5mPMkdy7mPMmdi7n/AdEiVQ77Gl8QAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "geopandas.overlay(africa, cities, how='difference').plot()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-info\" style=\"font-size:120%\">\n",
+    "<b>REMEMBER</b> <br>\n",
+    "\n",
+    "* **Spatial join**: transfer attributes from one dataframe to another based on the spatial relationship\n",
+    "* **Spatial overlay**: construct new geometries based on spatial operation between both dataframes (and combining attributes of both dataframes)\n",
+    "\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-success\">\n",
+    "\n",
+    "**EXERCISE: Exploring a Land Use dataset**\n",
+    "\n",
+    "For the following exercises, we first introduce a new dataset: a dataset about the land use of Paris (a simplified version based on the open European [Urban Atlas](https://land.copernicus.eu/local/urban-atlas)). The land use indicates for what kind of activity a certain area is used, such as residential area or for recreation. It is a polygon dataset, with a label representing the land use class for different areas in Paris.\n",
+    "\n",
+    "In this exercise, we will read the data, explore it visually, and calculate the total area of the different classes of land use in the area of Paris.\n",
+    "\n",
+    "* Read in the `'paris_land_use.shp'` file and assign the result to a variable `land_use`.\n",
+    "* Make a plot of `land_use`, using the `'class'` column to color the polygons. We also add a legend. Note: it might take a few seconds for the plot to generate because there are a lot of polygons.\n",
+    "* Add a new column `'area'` with the area of each polygon.\n",
+    "* Calculate the total area in km² for each `'class'` using the `groupby()` method, and print the result.\n",
+    "\n",
+    "<details><summary>Hints</summary>\n",
+    "\n",
+    "* Reading a file can be done with the `geopandas.read_file()` function.\n",
+    "* To use a column to color the geometries, use the `column` keyword to indicate the column name.\n",
+    "* The area of each geometry can be accessed with the `area` attribute of the `geometry` of the GeoDataFrame.\n",
+    "* The `groupby()` method takes the column name on which you want to group as the first argument.\n",
+    "\n",
+    "</details>\n",
+    "\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "metadata": {
+    "clear_cell": 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>class</th>\n",
+       "      <th>geometry</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Water bodies</td>\n",
+       "      <td>POLYGON ((3751386.281 2890064.323, 3751395.345...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Roads and associated land</td>\n",
+       "      <td>POLYGON ((3751390.345 2886000.000, 3751390.345...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Roads and associated land</td>\n",
+       "      <td>POLYGON ((3751390.345 2886898.192, 3751390.370...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Roads and associated land</td>\n",
+       "      <td>POLYGON ((3751390.345 2887500.000, 3751390.345...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Roads and associated land</td>\n",
+       "      <td>POLYGON ((3751390.345 2888647.357, 3751390.370...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                       class  \\\n",
+       "0               Water bodies   \n",
+       "1  Roads and associated land   \n",
+       "2  Roads and associated land   \n",
+       "3  Roads and associated land   \n",
+       "4  Roads and associated land   \n",
+       "\n",
+       "                                            geometry  \n",
+       "0  POLYGON ((3751386.281 2890064.323, 3751395.345...  \n",
+       "1  POLYGON ((3751390.345 2886000.000, 3751390.345...  \n",
+       "2  POLYGON ((3751390.345 2886898.192, 3751390.370...  \n",
+       "3  POLYGON ((3751390.345 2887500.000, 3751390.345...  \n",
+       "4  POLYGON ((3751390.345 2888647.357, 3751390.370...  "
+      ]
+     },
+     "execution_count": 76,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/04-spatial-joins12.py\n",
+    "land_use = geopandas.read_file(\"zip://./data/paris_land_use.zip\")\n",
+    "land_use.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fb2588c9150>"
+      ]
+     },
+     "execution_count": 77,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/04-spatial-joins13.py\n",
+    "land_use.plot(column='class', legend=True, figsize=(15, 10))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 78,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [],
+   "source": [
+    "# %load _solved/solutions/04-spatial-joins14.py\n",
+    "land_use['area'] = land_use.geometry.area"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 79,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "class\n",
+       "Continuous Urban Fabric             45.943090\n",
+       "Discontinuous Dense Urban Fabric     3.657343\n",
+       "Green urban areas                    9.858438\n",
+       "Industrial, commercial, public      13.295042\n",
+       "Railways and associated land         1.935793\n",
+       "Roads and associated land            7.401574\n",
+       "Sports and leisure facilities        3.578509\n",
+       "Water bodies                         3.189706\n",
+       "Name: area, dtype: float64"
+      ]
+     },
+     "execution_count": 79,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/04-spatial-joins15.py\n",
+    "# Calculate the total area for each land use class\n",
+    "total_area = land_use.groupby('class')['area'].sum() / 1000**2\n",
+    "total_area"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-success\">\n",
+    "\n",
+    "**EXERCISE: Intersection of two polygons**\n",
+    "\n",
+    "For this exercise, we are going to use 2 individual polygons: the district of Muette extracted from the `districts` dataset, and the green urban area of Boulogne, a large public park in the west of Paris, extracted from the `land_use` dataset. The two polygons have already been assigned to the `muette` and `park_boulogne` variables.\n",
+    "\n",
+    "We first visualize the two polygons. You will see that they overlap, but the park is not fully located in the district of Muette. Let's determine the overlapping part.\n",
+    "\n",
+    "* Plot the two polygons in a single map to examine visually the degree of overlap\n",
+    "* Calculate the intersection of the `park_boulogne` and `muette` polygons.\n",
+    "* Print the proportion of the area of the district that is occupied by the park.\n",
+    "\n",
+    "<details><summary>Hints</summary>\n",
+    "\n",
+    "* The intersection of to scalar polygons can be calculated with the `intersection()` method of one of the polygons, and passing the other polygon as the argument to that method.\n",
+    "\n",
+    "</details>\n",
+    "\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 80,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/srv/conda/envs/notebook/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method.\n",
+      "  return _prepare_from_string(\" \".join(pjargs))\n"
+     ]
+    }
+   ],
+   "source": [
+    "land_use = geopandas.read_file(\"zip://./data/paris_land_use.zip\")\n",
+    "districts = geopandas.read_file(\"data/paris_districts.geojson\").to_crs(land_use.crs)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 81,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "#extract polygons\n",
+    "land_use['area'] = land_use.geometry.area\n",
+    "park_boulogne = land_use[land_use['class'] == \"Green urban areas\"].sort_values('area').geometry.iloc[-1]\n",
+    "muette = districts[districts.district_name == 'Muette'].geometry.squeeze()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 82,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fb258b62d10>"
+      ]
+     },
+     "execution_count": 82,
+     "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": [
+    "#Plot the two polygons\n",
+    "geopandas.GeoSeries([park_boulogne, muette]).plot(alpha=0.5, color=['green', 'blue'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 83,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [],
+   "source": [
+    "# %load _solved/solutions/04-spatial-joins16.py\n",
+    "intersection = park_boulogne.intersection(muette)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 84,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fb258b9b350>"
+      ]
+     },
+     "execution_count": 84,
+     "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": [
+    "# %load _solved/solutions/04-spatial-joins17.py\n",
+    "geopandas.GeoSeries([intersection]).plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 85,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.4352082235641065\n"
+     ]
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/04-spatial-joins18.py\n",
+    "print(intersection.area / muette.area)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-success\">\n",
+    "\n",
+    "**EXERCISE: Intersecting a GeoDataFrame with a Polygon**\n",
+    "\n",
+    "Combining the land use dataset and the districts dataset, we can now investigate what the land use is in a certain district.\n",
+    "\n",
+    "For that, we first need to determine the intersection of the land use dataset with a given district. Let's take again the *Muette* district as example case.\n",
+    "\n",
+    "* Calculate the intersection of the `land_use` polygons with the single `muette` polygon. Call the result `land_use_muette`.\n",
+    "* Make a quick plot of this intersection, and pass `edgecolor='black'` to more clearly see the boundaries of the different polygons.\n",
+    "* Print the first five rows of `land_use_muette`.\n",
+    "\n",
+    "<details><summary>Hints</summary>\n",
+    "\n",
+    "* The intersection of each geometry of a GeoSeries with another single geometry can be performed with the `intersection()` method of a GeoSeries.\n",
+    "* The `intersection()` method takes as argument the geometry for which to calculate the intersection.\n",
+    "\n",
+    "</details>\n",
+    "\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/srv/conda/envs/notebook/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method.\n",
+      "  return _prepare_from_string(\" \".join(pjargs))\n"
+     ]
+    }
+   ],
+   "source": [
+    "land_use = geopandas.read_file(\"zip://./data/paris_land_use.zip\")\n",
+    "districts = geopandas.read_file(\"data/paris_districts.geojson\").to_crs(land_use.crs)\n",
+    "muette = districts[districts.district_name == 'Muette'].geometry.squeeze()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [],
+   "source": [
+    "# %load _solved/solutions/04-spatial-joins19.py\n",
+    "land_use_muette = land_use.geometry.intersection(muette)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fb22d280f90>"
+      ]
+     },
+     "execution_count": 88,
+     "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": [
+    "# %load _solved/solutions/04-spatial-joins20.py\n",
+    "land_use_muette.plot(edgecolor='black')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 89,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    GEOMETRYCOLLECTION EMPTY\n",
+       "1    GEOMETRYCOLLECTION EMPTY\n",
+       "2    GEOMETRYCOLLECTION EMPTY\n",
+       "3    GEOMETRYCOLLECTION EMPTY\n",
+       "4    GEOMETRYCOLLECTION EMPTY\n",
+       "dtype: geometry"
+      ]
+     },
+     "execution_count": 89,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#Print the first five rows of the intersection\n",
+    "land_use_muette.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "You can see in the plot that we now only have a subset of the full land use dataset. The `land_use_muette` still has the same number of rows as the original `land_use`, though. But many of the rows, as you could see by printing the first rows, consist now of empty polygons when it did not intersect with the Muette district."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 90,
+   "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>class</th>\n",
+       "      <th>geometry</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>135</th>\n",
+       "      <td>Green urban areas</td>\n",
+       "      <td>POLYGON ((3752020.694 2891519.323, 3752025.310...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>229</th>\n",
+       "      <td>Sports and leisure facilities</td>\n",
+       "      <td>POLYGON ((3752443.986 2891171.823, 3752446.430...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>239</th>\n",
+       "      <td>Water bodies</td>\n",
+       "      <td>POLYGON ((3752110.034 2891774.197, 3752112.444...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>278</th>\n",
+       "      <td>Roads and associated land</td>\n",
+       "      <td>POLYGON ((3752000.000 2891530.298, 3752000.000...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>279</th>\n",
+       "      <td>Roads and associated land</td>\n",
+       "      <td>POLYGON ((3751954.462 2891571.778, 3752000.000...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                             class  \\\n",
+       "135              Green urban areas   \n",
+       "229  Sports and leisure facilities   \n",
+       "239                   Water bodies   \n",
+       "278      Roads and associated land   \n",
+       "279      Roads and associated land   \n",
+       "\n",
+       "                                              geometry  \n",
+       "135  POLYGON ((3752020.694 2891519.323, 3752025.310...  \n",
+       "229  POLYGON ((3752443.986 2891171.823, 3752446.430...  \n",
+       "239  POLYGON ((3752110.034 2891774.197, 3752112.444...  \n",
+       "278  POLYGON ((3752000.000 2891530.298, 3752000.000...  \n",
+       "279  POLYGON ((3751954.462 2891571.778, 3752000.000...  "
+      ]
+     },
+     "execution_count": 90,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "land_use_muette = land_use.copy()\n",
+    "land_use_muette['geometry'] = land_use.geometry.intersection(muette)\n",
+    "land_use_muette = land_use_muette[~land_use_muette.is_empty]\n",
+    "land_use_muette.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 91,
+   "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",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>class</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Continuous Urban Fabric</th>\n",
+       "      <td>MULTIPOLYGON (((3755334.091 2889457.833, 37553...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Discontinuous Dense Urban Fabric</th>\n",
+       "      <td>MULTIPOLYGON (((3755585.963 2889793.822, 37556...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Green urban areas</th>\n",
+       "      <td>MULTIPOLYGON (((3755772.518 2889995.038, 37558...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Industrial, commercial, public</th>\n",
+       "      <td>MULTIPOLYGON (((3755275.182 2889527.443, 37552...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Railways and associated land</th>\n",
+       "      <td>POLYGON ((3755654.921 2889540.054, 3755560.618...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Roads and associated land</th>\n",
+       "      <td>MULTIPOLYGON (((3754820.067 2889843.877, 37548...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Sports and leisure facilities</th>\n",
+       "      <td>MULTIPOLYGON (((3753932.354 2891267.190, 37539...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Water bodies</th>\n",
+       "      <td>MULTIPOLYGON (((3755507.459 2889412.262, 37555...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                                                           geometry\n",
+       "class                                                                              \n",
+       "Continuous Urban Fabric           MULTIPOLYGON (((3755334.091 2889457.833, 37553...\n",
+       "Discontinuous Dense Urban Fabric  MULTIPOLYGON (((3755585.963 2889793.822, 37556...\n",
+       "Green urban areas                 MULTIPOLYGON (((3755772.518 2889995.038, 37558...\n",
+       "Industrial, commercial, public    MULTIPOLYGON (((3755275.182 2889527.443, 37552...\n",
+       "Railways and associated land      POLYGON ((3755654.921 2889540.054, 3755560.618...\n",
+       "Roads and associated land         MULTIPOLYGON (((3754820.067 2889843.877, 37548...\n",
+       "Sports and leisure facilities     MULTIPOLYGON (((3753932.354 2891267.190, 37539...\n",
+       "Water bodies                      MULTIPOLYGON (((3755507.459 2889412.262, 37555..."
+      ]
+     },
+     "execution_count": 91,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "land_use_muette.dissolve(by='class')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 92,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fb22d2774d0>"
+      ]
+     },
+     "execution_count": 92,
+     "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": [
+    "land_use_muette.dissolve(by='class').reset_index().plot(column='class')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-success\">\n",
+    "\n",
+    "**EXERCISE: Overlaying spatial datasets**\n",
+    "\n",
+    "We will now combine both datasets in an overlay operation. Create a new `GeoDataFrame` consisting of the intersection of the land use polygons wich each of the districts, but make sure to bring the attribute data from both source layers.\n",
+    "\n",
+    "Once we created the overlay of the land use and districts datasets, we can more easily inspect the land use for the different districts. Let's get back to the example district of Muette, and inspect the land use of that district.\n",
+    "\n",
+    "* Create a new GeoDataFrame from the intersections of `land_use` and `districts`. Assign the result to a variable `combined`.\n",
+    "* Print the first rows the resulting GeoDataFrame (`combined`).\n",
+    "* Add a new column `'area'` with the area of each polygon to the `combined` GeoDataFrame.\n",
+    "* Create a subset called `land_use_muette` where the `'district_name'` is equal to \"Muette\".\n",
+    "* Make a plot of `land_use_muette`, using the `'class'` column to color the polygons.\n",
+    "* Calculate the total area for each `'class'` of `land_use_muette` using the `groupby()` method, and print the result.\n",
+    "\n",
+    "<details><summary>Hints</summary>\n",
+    "\n",
+    "* The intersection of two GeoDataFrames can be calculated with the `geopandas.overlay()` function.\n",
+    "* The `overlay()` functions takes first the two GeoDataFrames to combine, and a third `how` keyword indicating how to combine the two layers.\n",
+    "* For making an overlay based on the intersection, you can pass `how='intersection'`.\n",
+    "* The area of each geometry can be accessed with the `area` attribute of the `geometry` of the GeoDataFrame.\n",
+    "* To use a column to color the geometries, pass its name to the `column` keyword.\n",
+    "* The `groupby()` method takes the column name on which you want to group as the first argument.\n",
+    "* The total area for each class can be calculated by taking the `sum()` of the area.\n",
+    "\n",
+    "</details>\n",
+    "\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 93,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/srv/conda/envs/notebook/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method.\n",
+      "  return _prepare_from_string(\" \".join(pjargs))\n"
+     ]
+    }
+   ],
+   "source": [
+    "land_use = geopandas.read_file(\"zip://./data/paris_land_use.zip\")\n",
+    "districts = geopandas.read_file(\"data/paris_districts.geojson\").to_crs(land_use.crs)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 96,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [],
+   "source": [
+    "# %load _solved/solutions/04-spatial-joins21.py\n",
+    "combined = geopandas.overlay(land_use, districts, how='intersection')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 97,
+   "metadata": {
+    "clear_cell": 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>class</th>\n",
+       "      <th>id</th>\n",
+       "      <th>district_name</th>\n",
+       "      <th>population</th>\n",
+       "      <th>geometry</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Water bodies</td>\n",
+       "      <td>61</td>\n",
+       "      <td>Auteuil</td>\n",
+       "      <td>67967</td>\n",
+       "      <td>POLYGON ((3751395.345 2890118.001, 3751395.345...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Continuous Urban Fabric</td>\n",
+       "      <td>61</td>\n",
+       "      <td>Auteuil</td>\n",
+       "      <td>67967</td>\n",
+       "      <td>MULTIPOLYGON (((3753253.104 2888254.529, 37532...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Roads and associated land</td>\n",
+       "      <td>61</td>\n",
+       "      <td>Auteuil</td>\n",
+       "      <td>67967</td>\n",
+       "      <td>POLYGON ((3751519.830 2890061.509, 3751522.057...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Green urban areas</td>\n",
+       "      <td>61</td>\n",
+       "      <td>Auteuil</td>\n",
+       "      <td>67967</td>\n",
+       "      <td>MULTIPOLYGON (((3754314.717 2890283.121, 37543...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Roads and associated land</td>\n",
+       "      <td>61</td>\n",
+       "      <td>Auteuil</td>\n",
+       "      <td>67967</td>\n",
+       "      <td>POLYGON ((3751619.113 2890500.000, 3751626.627...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                       class  id district_name  population  \\\n",
+       "0               Water bodies  61       Auteuil       67967   \n",
+       "1    Continuous Urban Fabric  61       Auteuil       67967   \n",
+       "2  Roads and associated land  61       Auteuil       67967   \n",
+       "3          Green urban areas  61       Auteuil       67967   \n",
+       "4  Roads and associated land  61       Auteuil       67967   \n",
+       "\n",
+       "                                            geometry  \n",
+       "0  POLYGON ((3751395.345 2890118.001, 3751395.345...  \n",
+       "1  MULTIPOLYGON (((3753253.104 2888254.529, 37532...  \n",
+       "2  POLYGON ((3751519.830 2890061.509, 3751522.057...  \n",
+       "3  MULTIPOLYGON (((3754314.717 2890283.121, 37543...  \n",
+       "4  POLYGON ((3751619.113 2890500.000, 3751626.627...  "
+      ]
+     },
+     "execution_count": 97,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/04-spatial-joins22.py\n",
+    "combined.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 99,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [],
+   "source": [
+    "# %load _solved/solutions/04-spatial-joins23.py\n",
+    "combined['area'] = combined.geometry.area"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 101,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [],
+   "source": [
+    "# %load _solved/solutions/04-spatial-joins24.py\n",
+    "# Take a subset for the Muette district\n",
+    "land_use_muette = combined[combined['district_name'] == 'Muette']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 103,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fb22d17ce50>"
+      ]
+     },
+     "execution_count": 103,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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Raq+PDc5av5g7a9le08ChKO0ZDrg78iPSal4M+aX1Nd7Gi3HuGAvKDUBtsZeLXbfyyfTn2WFs6geLuo4XL8/seoYpo6aQPDK54wYazQCgU+IuIlb8wv6aUupQTNyVwI2B128Bz4N/5g0sbdF2LZDdortngWyl1GMtyvbhn93vC4h/DFARKD+lRb1k4HOgDIgVEUtgvGSa3UJDHo+hyKiuY2V5NWsqa9jWQswBJocLJ9uymdWwjLi6jf1mp1Kjqcs9h9pyd6vyBqeX0zddRcTct/jG90U/Wdc1djfu5uXvXuaOM+/AbA7eHKXRDDQ6FPeAf/sFIFMp9UiLS0XAyfjF9jQCAi4iDvyHgNSJyBLAq5TaGbh2H37hvvqwYd7Hf7NYB1wMrFJKKRFZAdzfYhH1DOCOwLXVgbpvBNr2/nbHAURJo4dVFdWsLK/hi8pqqr2td1BOsAsnh+1ltust4uvXQ30/GRpAKag7eD3F20P7qt31PqKJOcJW9YxlJcs4duuxnDnnzP42RaPpkM7M3BcBVwDbRGRzoOxO/FExjwdm2i4Cfm1gBH5fvAHsD7RFRJKB3wBZwEb/PYOnlFLP4795/FNEcvDP2C8FUEpViMgfgG8Dfd+rlDq0s+R24I3ADWNToI8hg1KKssJacreUss7u48+WuqA648JMnGrPY3bjuyQ0rEEGUEJDj+sSKrePBdwhr0ckWPjM+0FoB9tAReCF3S+QnppOfGx8f1uj0bRLh+KulPqKtn+CQXu7lVJ5wOQQ5fva6kcp5QJ+2Ma1F/H78Q8vz8UfHjlkcBsGa521fFxWTdW+Gma86T8UwxRhJuq8OKItwjH2Wiazi5TG1cQ3fIW4+tnoEBhGEvW5Z1FXEVrYAcon7AEZfEsgma5M3t78Ntedcl1/m6LRtIvOCtnPVHm8rKyo4eOyKlaVV1PrM0ApfmLPIzw6nmHJbqKSsnnK+AKLa4P/GWmAU196LcU72w4dNFtNvGf+RxtL4AOfVwtf5aS8k5iaMrW/TdFo2kSLez9Q6HKzoqyKj0urWF9VS4tDglhkL+ZX5n9C7XrUmSCBZx3LIElS6HWfSXXmBFDBScFMZiF8opcd8WuoNAbvxiCn4eSNHW/wu+TfYbHon5BmYKL/zzwCKKXYWtvAirIqVpRVsaM2ePo91lLDbxzvEVn1HgRiX2Qw+aMBpSKoy7+A6pLQ2R5r0/fwtOlxGCQ3qvZ4v+x9zthxBouOWdTfpmg0IdHi3kf4vAYZZTX8u7qGT8qqKGr0hKwXhoe7Yj5nfM0/MaqCF00HEw3O6yjZbiWUekdOVPxNHg9uNEjx4mV53nLSp6QTFhbW3+ZoNEFoce8D3C4v7y7L4tfJXlztJHhINDfwiP1xlPPbQT+Z9XrnUbd7Nj5P8Kw9PMbCy8PvHbQ+9rb40Pkhp24+ldMXnN7fpmg0QeiUv72MUooVK/ZydwfCPi+sjMctv0XVftt2pUGCUmbq919BeX6wsIvAxhkfUqYO9oNlfYsPHyv2rcDpdPa3KRpNEFrce5mvvznA3RH1VLXzzV4YsZf/896O15V3xOzqSxrrfkb59tAbktTcMr4wlh9hi44cy2uW8/F3H/e3GRpNEFrce5GsPCd3VJdRZG7b/3BrzHdcXHcHPu/QmO0ZRir1e06ksS44lW/UWDPP2f7UD1YdQQReO/gambsz+9sSjaYVWtx7ifyGRn5SsI/sNmIWRSkej/2QOc77USr04upgw59i4GpKdgV/HpvDzJtjHsXXx/nbBwJ5njz+k/kfXK5BsAlBc9Sgxb0XqPcZXLU9j/2+0EIWJV5eiXmOhMqXjrBlfYvHfQFVO0NnScyd8zX5xp4jbFH/scy5jOUbhq77STP40OLeQ5RS3LarkO21oRO7pFnreD78fsxVK46wZX2LYYyhPufcoIyPAGGz6vjQeL0frOo/fPi4K+8uVub3zfmwGk1X0eLeQ17YX8bbBytDXjs1vJT75Q68db1zDulAQSmoO3ADxTuCUwxEJlp41nFfP1g1MLhr7V3sr93f32ZoNFrce8J6Zy335IT+IV8euZvrGm/F0zj0fuiNdVdRvmVkULnZamL5hBdokH7ON9yPVLurueXzW/D4hsa6imbwosW9mxxodHP19rxWeWEOsTCiju/7/oHPV9upvtQg2tzj882iNutkXLXB6wv2WBNuQqceOJrYUb6DZ7Y8099maI5ytLh3A4+huGZ7HmWeYIE7PaKE7MzrWV/vAEDEiiU8DSNiDkTMxmyJblW/ynkNGd9ejbPy2qC+BhpKhVFfeA1luaEFvK7UyxnfXM/PfbcSJwlH2LqBxYvbXySzXIdHavoPLe7d4L7cIjKqg10PZ4TnsjXzFgR4vTCTdxqmcFuhnf/ZXcTNWbu4KWs31bbmNLFe74ls3epCRIiK3hzU30DD5byBg5v9N63INEJm5/d5DMK+GcMMmXtkjRtg+JSPP274I2owPZZphhRa3LvIf0ud/L2wtFWZAKfZtrJp191NZQawpqyARtV60fG7muboEpNUs2BBFfPSl2E2f9OXZvcYj+ccslz+hGiW2VU8lHAjMqc8ZF2bw8xaY9URtnDgsaV0C6sK9Peg6R+0uHeBvIZGbsoqaFVmBk40rWVbzl/abRtniuOKiEs4wZLSVGYyb8EW9j4i1X1gbe9hGFPYUBvDK96/kbHwHZ6y3wUCz4bdT9TY4MOiLeMaj4rNS53hmS3PYKjBnhZOMxjR4t5JXD6Da7bnBR1Mfbz9AJl5bS+eJVuS+WX0Zfx+3DHMH/4OJvXvvja1V1Eqgr3Vp/B2jf/88W+NL5vcMT68vDnmUSJGWFu1KYjdcaTNHLDsqtzFygId+6458mhx7yR/2FPEtsM2KiXaTOTmth/TPdE6kZkJuRje/+Lz1fSlib2OUlBRewXP177V5im6+cYeHp7wK9YsehnfscVEjrbwuXx0ZA0d4Dy16Sm8hn6S0RxZdD73TvB5qZMX9gcfCze+8VOyve27VL5q+IoTS85nWFxfWdd3NLp/xOv1a2lQoXfftmSHsYkdlk0wliGXt72n5Fbl8m72u1wy+ZL+NkVzFKFn7h3g8/nY8da/+PW+HZzgbY6QmePwsLvw5Q7be/BQ1BCF1RLfh1b2Pj7fAj6vbSDHndPfpgwJHt/4OOUNoRegNZq+oENxF5ExIrJaRDJFZIeI3Bgony0i60Vks4hkiMj8QLlNRF4SkW0iskVETmnR1x9FpFBEag8b42ciUhroa7OIXN3i2pUikh34u7JFeaqIbAiULxMRWy98H0GYzWZ+8fOfMyNpJLM3rOLeg7u52O2ksejxtjwVQawzb0BMs/rCvHYRsWFEzMFkCu9SO8MYwa6aWXxc/1kfWXb0Ue2u5oFvHuhvMzRHEZ2ZuXuBW5RSU4HjgBtEZBrwIPB7pdRs4K7Ae4BrAJRSM4ElwMMicmicD4D5bYyzTCk1O/D3PICIDAPuBhYE2t0tIoccHA8AjyqlJgKVwFWd/dBdJTw8nMWLF3PjjTeSGh/H5PxtlFZ3Ll9MjNXOT8eD2726r8wLidWewr9qx3Fz1i7uOeBgr/U4LOFpHbZTyszBuot4sWbZEbDy6GJ53nL+nT24FtQ1g5cOfe5KqQPAgcDrGhHJBEbj96we2m4ZAxQFXk8DVgbql4iIE0gHvlFKrQcQ6eyclzOBT5VSFYF2nwJnicgbwGnAjwP1XgHuAfp0z3dUVBRLlixhmnMa+7bu4797/9thm6WpkwirW9+XZgVRE34c9+fspCGwiFfhbuDx3K0AzIhO4dyRSSSaanFhp8owU+ox2NfQQG59FXtqy/GqV46ovUcTv1/3e7zKy8UTL+7K70Cj6TLSlR10IpICfAnMwC/wK/DHUZiA45VS+SJyLf4Z+2XAGGATcJVS6p0W/dQqpSJbvP8Z8CegFNgNLFVKFYrIrYBdKXVfoN7vgAbgZWC9UiotUD4GWK6UmhHC5muBawHGjh07Lz8/v9OftyOyKrJ4YuMTrNm3ps1oklH2KO5IrOt0npmeYLEm8EnDaN4/kN3nY2l6xsKkhdx27G2kxXX8NKXRtIWIfKeUSg91rdMLqiISCbwD3KSUqgZ+iV+ExwBLgRcCVV8E9gEZwGPAWuhwR8sHQIpSahbwGf6ZOISWTNVOeXChUs8qpdKVUunDhw/vwIyuMWXYFJ5e/DTvLnmXy5IuQ1SwWUWuGvaaZ/bquIdjtsRwIGwhvyk0tLAPEtYdWMdFH1zErV/cysqClVS6gtNGK6VwN3rxuH06jYGmy3Rq5i4iVuBDYIVS6pFAWRUQq5RS4n++rFJKRYdouxa4Wim1s0VZq5n7YfXNQIVSKkZELgNOUUpdF7j2d+Bz4A38s/xEpZRXRBYC9yilzmzvc6Snp6uMjIwOP293UEqRkZ/Bw5seZkd16008VjHx2IQ4PI2FPR7HbInBHTYBi/JSphxscNayujQPj94FOeiJt8eTFJGEQuFsdFLeUM51mx+isdZHmMNC/OhIJs0fydRFozCZtEtH0/7MvUOfe0C4XwAyDwl7gCLgZPxiexqQHajvwH/TqBORJYC3pbC3MUZSwLcP8APgUDq9FcD9LRZRzwDuCNxQVgMX4xf6K4H3OvosfYmIcGzKsbyQ+ALPfPMMr+S+0vR84VEGK+vjOcncfXG32BLJIYUX8ndR483qJas1A4lyVznlrnLAxOSxv8DiWMBLSQ4qMYgxhHEeE2PLKpn/Xh3nnjWesHC9TUXTNh3O3EXkBGANsA1/PiyAO4Fq4HH8NwgX8Cul1HcBv/yKQN39+P3t+YG+HsS/CDoK/83heaXUPSLyJ/yi7gUqgF8qpbICbX4RGA/gj0qplwLl4/EL+zD8fv3LlVLtJhPvy5l7S5RSrNi5gj9v/jPl3ubY5scnp6Hqt2IyO7CYY3G7i9rpxY/FnspGdwL/LMjUs/NeIooYks0pJKpkhhkj+bd6GUP6/7s1iY3JKdeRZzmOgsa27Yk04OGKcH5w8SS9KHuU097MvUsLqoOdIyXuh8jcn8ntX9/O3oa9ADhM/hws9YaHX5h/zpwxL+Pz1YVsa3ZMY3VNGO8WZdHmaq2mQ84wXcDMihMw1dsw6sw01vjwHiacKxc9S7bRv/lwkuIWUp1wA3mNnfs93pcNZ588jtGTB+HWZ02v0SsLqpquM3X0VJ5e8jQzovxBPPWGh3rDf/xao8WNxTLisBaCcszmPdc0/t+uPN4t2oUW9p4Rb4ykLtNCTb5BXZknSNgBJjClHyxrZkrq/7I7pvPCDrAq7Wu+dX/Vh1ZpBjta3PuY5Lhknlz8JOlxrW+ujdKIiB3wn9bkijiWl2tSWbprN6tL8/rB0qFJsanjdY4kT0rfG9IGUyY/wBrfsbiMzgm7GRhlM5Fd/CYj4gdXSgvNkUWL+xEgITqBh099mDmxc1qVu0xxFIUt5JGy4fw6awebncUh2zuI5DL1S52QqxvkSduhoRFJBtEpQp61fxaoRSxs9SR3qu5om4kTZS3DCq7E2PMLJsaM5rik4/rYQs1gRvvcjyBl1WUsXbWUzVWdP1LPpEzcXPEItbsF+wwXT0X+Fq94+tDKoYVJmbj+28cwfOpQATGT3TQklPKt5SvWNazrN8/XuJHfIyPs0g7rLXDUUbB7KV7Dn53TZrLxxvffYGLcxL42UTPA0T73AUJCdAIPnfIQx0Qd0+k2N7jupXa3X31c2+3cVPIwMehFtM5iiEF4nAVbtEHs3Bo8J+1k2fCnecL7F9a5+k/YARyd+P/ghPBS9mRd3yTsADen36yFXdMhWtyPMCNjR/LnE//MrIiOs0R+Xy7DszmqVVltruKavfcxTib0lYlDjsrp28hNX8ljYffxQuOz5Hny+tskAAzz4QvqrZkcDtm7f93q/nNy8sn8eMqP22yj0RxCi3s/kDw8mfuOv49ZjvYFfgOfYw0L/ieqLfZy4Y6bmW1a0FcmDiledD/Dhw0f4sLV36Y0oYBi1faCaIRJMB94CEM1H6g+wjGCPyz6g45t13QKLe79ROqoVO5bdB8zHEG5zpooVQdwzQy90amhysuJGZezxHR+X5l41HPj+FlcNqb3wyQjwpKYOvlBctq41wgwR60JSit949wbibNrl5ymc2hx72jasxAAACAASURBVEdSR6XywMkPMC1yWpt1Xrc+hS3cHPKap9Egbd2pnCv6Mb13Udw1aRapnvUsYCN3TzqmV34ow6OPYcKUZyhK/AtrGpJC1rEIHM+X7Mr/e9C1k0af1AtWaI4WtLj3M2NHjOXx0x4nPTbkgjcnmc7B3eBrs33ECAvrObIHgQxl4sxx/GHUBQxraM7BH9ewjkcnj2dkWMhcdx2iEKal/YacuP9jfX0k7jYi1EZaTcx2/YvdBc8FXbOYLMTaY7s1vuboRIv7ACAxLpFHTn+E0xJOa10uyUzc0vZsLTLRwivj76O0KeeapieMtozm9qRFRJnfCLqm6rfzu2QTi+LHdKnPuMjJJE15iX2mqSwwfcPkyj+y0PcRJ9kLSG6xnjLDYRC+71byDy4P2Y/X8GLo3EKaLqDFfYAQFxnHn0//M9cmX4sZMyi4vPRWGmtDp8LXwt67pNnSuGX0DOzyJs358VrjdRfzo8g8rklpe52kJalJF3Bg+F1UeK148m4ka+8TVNRkkbP/DTJ3/4ZU7zcAzHW4Kd99PXWN7f9b1nr6/sAXzdBBi/sAItwezq9O+RX3pN7DL0xLqc0OHRWhhb13OSZsFv+bPAqT0fH5pobRyHTfN9w/eSZhEnotBGDyuGvZZLuQGp/BeO/XNLjLW123WqIosMxnrsPN/l2/bBXH3hYF1QUdfxiNJoAW9wGG2WzmvBPP44SJs0lItQddP5qEPd4c3+cpFxaFH8d1Y+wYno+71M5Rv4GHJo4iJSLYD56WfDlfqRPxKL8ffVf+s62uWy1RJKQ9iUkUJXtuaRXu2B47yvo3c6VmcKHFfQAiIhy7cC7HnDeMhJk+zFb/P9PRJOwA55ku5ETr4j7r/8yI07g8uQ534+fdau9r2MWtIxs5c+T4pjKrKYJ8+9lN7yebclGqtWstKe1Rttabiat8hUaPs9Pjrdm/plt2ao5OtLgPYKZMmcLEhcNg+h7iZ0qnhH1O2BxOsg/+kLlYUyyjy2Yzz9k34n5h5NlcMKqARteGHvXj9ZRzTlgWN02YBSjS0u6gyO332VsE9u9/vlX9cSO/x3f1YcRYTBSUftalsb4u+hqnq/M3A83RjRb3Ac7cufPYPyWPJ6N+26GwW7Awt2wuE0snMi9sHqfYTzkyRvYB51rPp2K3D2NPJDYV1q0+0kxTmWoKzt/y05jzWZK4FZdra0/NBEApLynu9Vw//UrWNY5rKp8f7qS6Pr9VXVfcJQCk2NxIF31OXsPLe3v69TRJzSBCH8I4CPhl+i/5qPCjVv7nybbJRJuiMYsZszJjEQvjPeNxlvlndvMbTyImNpHPLZ/3j9E9wI6dceVzKfMqfF4fS8zn85GxrFNtk0xjWOK9iJFFE6kp9BI1xkzm6P/xb/tUcH3cD5kVv5LGxn29Zq9XIvg25nb+WTuz6SjECXahcM/dreqlJp7PN/X++VQ4HS+ghuL1rNf5ydSfYDHpn66mffT/IYOAUZGj+NHkH/Fq5qtNZS7lYg5ziKqIoqK4ArPJisluZ3LCdHylkVRlN1JrM2GeZ8FH6HDKgcpPrVfj3BVQY2BK+QI+imtf3NNMU7mg+JfU7lUoA2oCn7mm0Mf3x17KcuMt/jfhItJiPsLtLu0VOxWwMebXvNqwgJIqAzAwASfY89md/Qd8LY70VUBtzIUc0nSbt+Pzc0Oxv3Y/n+V/xlmpZ/XUfM0QR4v7IOHK6VfyRtYbeAOLc/mefPI9+RAOx6WdwuyvLgD8p4uDX1S8boOZpnlsNoL9yuOTLiIsciaG+yDZBS90OmKjrzndvpi4zBlUuZuF0bXHSlR6DDVUtdmuTB2kLg9C7fOZuvdEZqQbjI54F4+nulfsVMDy2Cd5rWoUh+LiE20mxtX/m8zdbwfVTxt1CesbmkNbi4vf6vbYL25/kTNTztQJxDTton3ug4TEiEROHnNyyGuZvi0hywFOq/xhUFmkfRTfWs/ny8YJfKWOx5b2EpPG/Lz/D3pSsLDie1QVN7Yq9nkMziL4c7TEqSpwjAsut4aZGHHMNkY5luHz9Y6wA3wW+2hA2P3Mcviw5N9AblGwsI+Mncdu+3lN76eFKyprd3V77MyKTL7c92W322uODrS4DyIunHhhyPIqKnHEh34Iq99p5Xz5aauyqPCxrfZgFjYafC2nMWbKi8RHtZ3ErK9JtiajnI6Q18Yd7Dj/ffGI1kfqhUVYSD3zW2zRT2B0YpNQZ8mO+jkvV41teh9jMVFfeG/IsMa4yEmUJdxMhbf5G0/wbOuxDU9veZqj6RQ1TdfR4j6IWDhqIdG26NAXR7YtXmM3z2e4NGchrHMdIMwU/Ei/qd5KYcKdjBm+pMe2dodoUzSumtBJ0lSNucOomc/NHzS9dsRYcSzajjn8xaA4857gDDuGRxp+0Kpshnc1VXW5QXUj7cm4ku6m2N0s7MOsJnILgxODdZWd5Tv5NP/THvejGbp0KO4iMkZEVotIpojsEJEbA+WzRWS9iGwWkQwRmR8ot4nISyKyTUS2iMgpLfr6o4gUikjtYWOEicgyEckRkQ0iktLi2pUikh34u7JFeWqgbnagra3H38YAx2qysmRcaOF9P+6Fps1Oh+Ou93GJ6/qm99UN+Ryrvgz5j1/nUxTF/KxfXDQ73Tv519Q/ET7d7/8XE0RONshZtIqHJ/wPbmlst/0+I4+oZAtRw8Mon/0df6p+hncbJmCxJfaKfQbCM5a7qPY1i/UCRx27C54PUdtEVMp9FDQ2100JE0aU3N+ljUvtsWrbKrzewbVYrjlydGbm7gVuUUpNBY4DbhCRacCDwO+VUrOBuwLvAa4BUErNBJYAD4vIoXE+AOaHGOMqoFIplQY8CjwAICLDgLuBBYF2d4vIodMKHgAeVUpNBCoDfQx5Fo8Jvaknx8ikfk5em+3shQmt3u/Kf5bjZS2OEDP4YrfB2OF9tzO0PQ4YhTwa/X9knPAWHyx8lIeGLeUz4z2Qzt1uSlMy2TtjNa+4XwCBL0rzuafQi4qY3WPb9kZdwfb65vcjrCYO5P4uZN2pk+5la31z7pkYswl78Z8or+m9FAKrKlfx7bZve60/zdCiQ3FXSh1QSm0MvK4BMoHR+AMGDvkIYoBDsV3TgJWB+iWAE0gPvF+vVMidOOcBrwRevw2cLv5QgDOBT5VSFUqpSuBT4KzAtdMCdQm0PSqOJFqQtIDUiNSQ114yPUzU+NARFKXjs4PKduU/w+jSezjZlsOk8NbXwuO/32Nbe0KG7yv2GXldbveK96+87WodNlnmrmdp1i7ybcchYu22TR/R+juZYmygIURYZXLCqaxxtV7dneb+b68KO0CDamB5/nIaGnpvPUEzdOiSzz3gLpkDbABuAv4iIoXAQ8AdgWpbgPNExCIiqcA8oKMk2KOBQgDld5BWAfEtywPsC5TFA07V7Ew9VB7K5msDbqOM0tLeiW/uT6wWKzfMvSH0RQHDGuyzDou08JY8G6IBOOty2Jnzeyp2/ZQTw5vvuz66tyu0v1FtzvCFR/ds5d2GtG65aZxhx7ChtnkmnhxmIivv6ZB1I+PPbuXWOt5RTc7+17o8Zmd4v+p9vtryVZ/0rRncdFrcRSQSeAe4SSlVDfwSWKqUGgMsBV4IVH0Rv9hmAI8Ba6HDXTShppuqG+XBhUo9q5RKV0qlDx8+vAMzBgdnpJ5B+sjQJzdREbz0UDe1gAapD1G5GUGRues2FjnKMQE238FesHTg0V03zc7wi1u9T3F/3eZC7T7VHCIZaRb25d7VdUM7iQ8fy/ctp7q698I8NUODTom7+J9l3wFeU0q9Gyi+Ejj0+i0CvnSllFcptVQpNVspdR4QCwT7BFqzj8DsXkQs+N08FS3LAyTjd/+UAbGBui3LjwpEhN8t/B1WU7CLweVsPXO3Ocwss/ytc/0Cu7KWklJyJ5nZ9/SCpQOT7rhp1ntbH5RdUhY6UsUsYex1Nc8zZoZVBeVy703iTHGklKXwxddf9NkYmsFJZ6JlBP+sPFMp9UiLS0XAoV01pxEQcBFxiEhE4PUSwKuU2tnBMO/jv1kAXAysUv4g3hXAGSISF1hIPQNYEbi2OlCXQNujKqPS+JjxXH/M9UHlMsNJeExzzLt7WnG7OzuD2qOocRV2XHHQ0zU3zW5X64M5RiScGrJeXNSkVu9Vdd+J7gjzCM4zn8feYXu5p/SefjvMwzAMfD6fjrsfYEhH/yAicgKwBthG8/ljdwLVwOP4Uxi4gF8ppb4L+OVXBOruB65SSuUH+noQ+DEwCv/N4Xml1D0iYgf+id+fXwFcqpTKDbT5RWA8gD8qpV4KlI8H3gCGAZuAy5VS7cbKpaenq4yMjI6/lUGCx/Bw5fIr2VZ22KYYBcdYFnBs4yn82/oS5aqkfwwcJCTYHPxmfDJSt7nNOtda3qXO1/xbSbSZGFbyIKXV/t3BYdZYxqfcxBbfRKpabFia5nyoqU6vc5iD8rLxl3HniXe2Wb1HQylFaWkpBQUFHDhwgLKyMpxOJ3V1dRiGgdVmw2K2YBg+rFYrDoeDsWPHkpiYSGpqKnFxcR0PoukyIvKdUiqkj7ZDcR9KDDVxB//Ra5d8eAl1nrr+NmWQo7h5wmzGeTJQyhN09Srzu7iM1r8Vu0kYF6ZwmHzsdllaiT/4dXdU0Q24vUfGH55iTeH5xc8zcsTIXunP6/WSk5PDrl27yM7OxuqIwmkbQZXXQoXbRHED7K+FmlZfl2J0uEFShDAh2iBJqnFVFBHhcDBhwgTS0tJISUnBZhvy21KOCO2Ju04cNsgZGz2WuxfezW1f3tbfpgxyhEf2bOGU4WlcHF2J113c6uqhOVCU2cS0sBrCjAqUuwjl8uAKP5Y6X/B5qil2ofYICTtAniePL7d8yQ+XtJ+HpyPKy8v55ptv2LFzJ+aYRBrLCnG5XJhjx/NSTkeiLOxvMLO/ATLKTPgfrOM41ipUFbko3LOBiup3GZWc1CT2I0eO1EnQ+gAt7kOAs1PP5tvib3lrd/czDWr8fF6az46qCO4cP7uVm8YXCMZKrforuRVrW7UReYFjJj/HlvrWP6cxnm/J7EXbUq2p7HXvDR0rFmBH5Q5OOHACSUlJbVdqg4MHD/L555+Tl5+PET+e/9RO4WCp4vrYnq7BCN+WwMaSMH7tTiDWnYyNMPZXu8jMWEmtr5SU8eNIS0tjwoQJOByh8wtpuoYW9yHC7fNvZ1vZNrIqsvrblEFPqbuOpVm7OGPEDESg0fBhhPs1tcS5Mai+Ul5iPFnAjKaySeGwc9cT7elwl4gxxbDYs5jnpP28NNVUs3r1an784x93uu+Kigo+//xzcvbswRWXxrKaadRVHLJcEJM/7sLUyV3CbbEkIRZ3jn9ZrKLQFeg+iYQ5I/jsQCN7y7fx8YpPiI2JJi0tjbS0NEaPHo3JpFNgdQct7kOEMHMYj57yKJd+dClVjZ2PjtG0hfBJiT8ZmAKMsf50Az7DFbK2MsdDC99zdOVrVPZihp5LjEtw2p3+0IV2GNs4lt17drNv3z6Sk5PbrOfz+SgoKGDz5s3k7MmlIXY8y6qnUlcefDuy2uw01Ndj6uHnmWsOw0PrmIdhs0w8UdzAgXrBHwEdzUKLiYrcMjZt3c7wYbHY7famWX10dBuJ8zRBaHEfQiRHJfPwyQ9z3afX4VOhsytquo7D5t/8lmDx0dYe5yJGcWgf3XGOOvYUfNxr45/rOJfKnZWsSVvTZp0wwrjUeilV2f4b+6pVqzjnnHPIzs4mLy+P+vp6bDYbYWFh1NfXc/DgQezR8ZRYhvOfqsnUlbX9jGG2+v3sFnr2/5TJUNgcFtz1/s1fw6fbeLG6igOt9tcJ64oV64odwHgm1AnHDfdQlLGNj1esIDYmpmlWP2bMGCwWLWFtob+ZIcaCpAX85rjfcO+6e/vblCFDSsqNFLggWupDivuImDnsCGxcMgHlhQ/12tip1lTS6tKoTa7loLd513CcKY5rjYuwKoVCaGiE/L2VTddzc3N56qmnmDhyLt7KBMxewZTQQLbbzXeVw9lRnUBjZSedRpaAuPcwdfJ9pSVghRljwpkdFc7qxkqyKttvs6dasafaAsRjkmEcZxecBVXs2PUxDTVOUlJSmsReh1u2Rov7EOSHk35IYU0hL21/qb9NGfSE2+LZ5EkFDKxGsBJZLVGYk26EwOxzqsOgpCCn2+NdbrucOnMd/6n/DwrF4vrFKJPiC8cX0OIkxKtt53Bp1n1YWhyPWJhwKi9VzMUw/HH2o0eOpXJLBBLw/KsiB7ELFBvLoN1V2cMwzH5xN/naT7ncKQS21zSwvabryc4MJawthrXF4cBYEh1jObHax8EtWaxctYoIh6NJ6MeNG3fUh1tqcR+i3DT3Jorrilm+d3l/mzKoGTfqMgoO5W/3tA6PtFqiSEh7slVq33hvNt3dMhZpisS714vJbeLnw36OkWBQkVeBc6qT3a7dTfWOty/ktJKvWgk7wJiy1UwfcxLbCv3hl9ayMbhbiLggxFTbmBTrY3cXUsrXij96pcFZCoygKzeGrjImEs5PcvNkdsfCXFwPb+01A8MwSRzzbUJtUR27c1dS6yxn7NixTWKfkJBw1IVbanEfopjExH2L7qOioYINxcEHZGs6R719TtOsvNHVvL1fxBIk7OEm6dHB12fZzsLj9q/KVlVUQQUMSx7Gcw3PNeupgvN8KSSXLwvZR7KUsA0740alUbcxOPbemWnlBwsMHnJ2fnG0sMHGKMDV0MD0YcKOiq5+ss7zkyQrjtwYfpJazWt7O2+joYT1B2H9wXBgDMPsYzix1qB0x16++notFrOpSehTU1Ox2+199yEGCFrchzA2s43HTn2Mn338M3ZVdv9A5gFJW7lBexERCztcYRxaKK2ubZ49jx1+Ohn1rcUzXTLI6u7B1wqiS6KpapEHyGq18qnj01ZROPPDj2XOwbYXVnO8iYhUYRSGzpcjCNGlVqbGuskMzN4XjFDUe2BbGz74nU4Th/JcHhPrZUdFx7JxWWI8yVh4q8pJXkPn3DkLRgjRRZFUlruYGRXLosRKvi6mW//WFS54L9/EoQic6cOEqoNucovWUfef/5CUmNgk9iNHjhyS4ZZa3Ic4kbZInln8DFcsv4L9tfv725xeYbgkcUnGHYRFWTBHGfgcjTTaa6mxVVJpKeGg7GOfkUeRUdjpE5xCMTJ2DiWBlANmoKKFcDtiT2wVljjf0UBm1mPdvt8cH348VXmtQ1jVBEVeY16rslOZQFLFOyH72JV0IdlFTkanjsW1rm2xqs41c+EC4TObwTXDMzmh+gMOxM/gevV9doWY0e+rNQgf5qChvp7hplr8iV7bQcHkCkVdSTU/Mpuxjh/BR+46NlW1lyJD8f2ocCp3+7/U8jwXP5gRzfGjw7A3Cn8sK2l1qHvX8D9t7KiwASOxm0dyYp2iLqeYzRu34HI3NO2WnTBhAhEREd0eaSChxf0oYLhjOH9b/Dd+uvynVDZ2EJ4wCDiBM/B5FPUVHn+aOSxALA5icZDKaBYwFzCZhbBoM4yq59Ho/+vyONGRzZuSUuxCdYtokVIZ2/Q61S4U597RoweJ6Q3TqaDZ3xE3PI6XGg9bEFcwoTF0Xn6PKZyP62dgD/fwT9PLXD3mD9QUth26aN1v5fFR/yBxz/v+z1C6hYfHR3Cd51T21x0u8II9ZjgN9fn4qkvwz4bb/rTfGxFLXbZ/wdTwKRqza1gMpKdbeS4nOG8PwOLRZrw5Vlo+ppRt9wAeXMBv00bwx7KSHgZj+nH54NN9wrzEVHxZ8cTFGDSEu8go3cLy5R8TFxfbJPTJycmYzcHurcHA0HsW0YQkJSaFZxY/Q4R18M9KxtVM61Q9w6doqPRiqQnvuHIIzLYRTa+TpHmZNNw2nN0NfnFLspmw7L+nRznbEy2JOAuaVzhFhG/iv8F3mJTNss9ibFXoDJPrx1xPZVUNjINKo5JtY1e3O2bdPjP7zTNblU3PfY6Hxn1LdIi1zDKTP8ywtrqKhSPbv42tKq+mcmoEjmHNp3lFpfpYXxFa2AFW7TfwjWjbD96QU8Nv40dg7a1FUQXWIv9TQmOVCed2Bw2bRhORN4+wslSKsqv47wcf8/DDD/Pmm2+ycePGQXcgihb3o4jpCdN5+vSnCbd0T+wGCqb9kV1rYOneA72YmnOc+Gq/a3o9JvHcJtkdVfNPnHXdD30EWGxe3BS+CBAxMYKtjVuD6k0zTSCxfG1QudscxZdFFuJGpeJwxwDwse8dIpPafzDfWXQMnmGTm94LiqnuzZwxKjiefdleC1GxfoGfF13bbr8NhsHzB8r4g+Fk3xQHkYnh1I/wsK2dhVgDuK+khLBJbe9Ard9Tw7WJvXOa2pLhMbiq3UHlooTaAjNVm2Iwtk8k5sA83EVRbPpmO4888ghPP/00n3zyCYPhyE4t7kcZc0fO5cnTniTMPDjPSJ1omkZ9Rdc206huirsK7PI1A/tKmkNK6x0nALDQUU3BwZ7tRDVjxrS/+WcYFRPFm943Q9ZNVXbMIRwTBcNPITI+iVf2J6A8gSczgezU9e2OXZ1vZWfsuQB4hk1ixYS7uLT8at7OC74puA1hj20CAEZFIW2catkKA3i9uJy7G8p5MrcT/wYC9x08iHVSFAAR4yIJi/DbYo+yUjglnOeKe0dUDQURCR1HzHgbhKqsMMwl/kRsJSUlrF27lpdeeonKyoHt4tTifhSyIGkBT5z6xKAU+Pm+0CcgtYdh7p6n1vD4d4Qm2ky4PP5p58jYY9lUbyXcJJQWPtytfluyOHwxdTX+hUaz2czuUbtpUMEbfJItyeTXTeL1CY9QGjOn2UbgK/PxPLt/JBWN4GuxjPae8SoRw9ufvW8/mE7G+P/H/8jvuG7HlHZ3jP63AOJGJlNfV8spo7rgHhGhztPJ+gL3Hywhc1IY9zhLWT7cIHKUg7djPbxRXIG7l86fWFlexT2eSvZODicyqeMslHUHTERFNT9V1NfX8/rrr+NydZDspx/R4n6Ucvzo43nytCexmwdXvG+ic0KX21RHdm9bkScg6A5T86wzbuSPADjWVkBVXW63+m1JuVFO3Pg4ouOiyZ6YzVpXsNsF4DTTD/n7bjt37BjJb6y38p/xf6QqYjw7ki9ntxrdJJ4KU/OkWhSFaW2fLgVQucdGhu84VuzvzKKhkGn4QyxnRLTvmukRAh+WOEHgO2cdd9eVk9mNHa2dGeftgxXcXV/erjsIACWMlNZrPeHmaD59IQvD1/04nr5Ei/tRzMJRC3l68dODZpHVpEx4Crq2pVwEVti6t7HIbPZ/LwbSpJfVEk+81UTu3ge71efhZDRm8Lx6npdiXmJT46aQdRbZF7GhKBF/hIrwyT7hpp0p3Bv9e9bIApbtbRZmHyZspubv6F31Mo64tmfvguAotjF/ROdmxB8XQlRMLFQV0RnXTK/Q1xtLpXOfRML9PvphsfGMDzueuk1JFGyrYO07e/rWvm6ixf0o59jEY3nhjBeIDesgdnkAMMt8LO76rrlYIsZDodG9Gfahg7P3uBRTJ/2JtNGXku2yMl19R6OnC/v3O0NbAqZguPdsMkqDwxPf2Wvmwex4fKq5sQ8TdpqfxrzioWRS+zn+a/ItnNnpnFtCXdRYaqurOCZ+6GznNxvty3vszHqyD24kKjKKiNKp1ORbmnL2bFlVyI41A28PiRZ3DdMTpvPaOa8xIabrLo8jyTRjXpfqW8NMvJf4bLfHU5bmyIw1rmTWmb/HCCtk7X2i230eItLUuYifsx3nsSKv8ycT+TARZmq9llLo2EZYTPvtzAV2Fid3bia+vsJ/85gV13Zo42DD5A392S0Ripg5lWSXZpA0Ipnoktm4yoNl88vXd7Mvqw/zMnQDLe4awH8W62vfe43FYxf3tyltMqJ2XJfqF83bSLaxo9vjuSQqqGxU/X9RPUx9e4H9Ar6X/z2uMl/FOGvbnymMMDz1J1BSExyy1xZeJYRJa3Ff0/glYxe1re7hIwwmjtvBJdE7OzXGzgqDiMgoEqjptF0DnYZ4F9Ez6gifVkb4tDKGT7KRME1RGreOnAPbAIhoTMZdHfppxTAUHz+7HefB0JvM+gMt7pomIqwRPHLKI9x27G1YZOBtXq4L67wrxDHVyzuqZymPG2nt318UUUP2/n/1qM/zws/DlGnC6/XizHGyxLmkTYfv98J/xCdd9Ch5lAmbtLbbUAbv215uCis8RFisYur8HC5JfpRFeXdxatU7nJrUmcVBwRYdj692YIcCdoUH9tRQ5sujoGInBRU7ORC2k3xHGeFJaU11xNb+Tb2x3suHf92Cq25gPNF0KO4iMkZEVotIpojsEJEbA+WzRWS9iGwWkQwRmR8ot4nISyKyTUS2iMgpLfqaFyjPEZEnJJCDU0R+JiKlgb42i8jVLdpcKSLZgb8rW5SnisiGQPkyETm6kzf3EiLCFdOu4NXvvUpabFrHDY4gr1gfwRHfiZuOwMfx/+zxeC7VPNZom4n8nDt71N/3w7+PZWdznzabjc/jPg/pb483x3Ogag517q6tMXgNCXLLAHxx8HMS5vt/7pZIg7T0Qi6a+DdOLbiNyKKvALCWZ/H/hm3o8KxUkyi8dU487oEbBtgdPJEjMSUfw+fW+TxaOJqncyL56GCLpzdfx3PhqpIGPnl5Gx6j/wW+MzN3L3CLUmoqcBxwg4hMAx4Efq+Umg3cFXgPcA2AUmomsAR4WEQOjfMMcC0wMfB3VotxlimlZgf+ngcQkWHA3cACYD5wt4gcWvp5AHhUKTURqASu6vKn17TJ9PjpvPn9N7lh9g1YTdb+NgcAN418M+U/RIxsX+AjJhns9LUfAtgZ6g2/6pqApJpXe7SIek74OdgzW4edOtOc5LhD7249w3Ixq/OC3TFnjrczI7FtH7xHCTZCz3Petj5L+sw8Lpz+CmcU3Uxc4Sct4oD8zC5exuWp7Yu2oYQMmYjN3vm1idDJ4gAAIABJREFUgMHA09kRvJhjI6+m+TvJrYa4RP9ZtN7a4N9BZBpEjGhxw44w85+Y5/nThj+heikmv7t0KO5KqQNKqY2B1zVAJjAa/8PkoeDQGP5/e+cdJ1V1/v/3M71s772xu/S+IiAKorQY0dijMZaoiSaxJPmm/fJNvkk036/GaDTFkhijAUsUazQiIhoEBUG6iyxt2cYC2/vszJzfH3OXnYXZAizsspz36zWvvXPuOefeMzP7uec+9znPA+XG9ihguVH/AFALFIhIMhChlPpYBUb9LHBpL4efByxTSlUrpWqAZcB8Y8Y/G3jZqPdMH/rSHCNWs5Vvjf8Wr17yKueknDPQpwPAR/5l/C7722w951+oggOEZ5swWzt/xjaXmaXxi/rlWI3GpPkcZznFlcef9GSecx6uQleXf/bI3Ej+3dJ9n5/43+X6MVWMSuwU0NRIO0kH1lLd0v1svs0vWAl9Md7UsIH4xA+IL34D8Yc2MYinkQvsn5Pey/Pej/fDP2uze640RKgwxZOSkE7Dvq5yueec//Bg/F38Ied7+M6qwBVr4f2JT/OpbyUv7XiJxYWLB+iMAxyTYVVEsoCJwBrgbmCpiDxI4CIx3ai2CbhERF4A0oHJxl8/UBrUXSmBi0QHl4vIecAO4B6lVImxvyREm1igVnU+2Tqyr+Bzvo3A3QIZGRmhqmh6ITMik8cufIyPyz/m95/9nsLqwoE9IQmI/EfWZZAEtkQ7EyxTyfLl84V5M1t963vvoxcU0OD1k2Izsavo+PPRXui4kPzafEjuLDO7zfzZ++ce2+1p38MeHqAg5SzOSrqUpXucfCmpCa9pAuWF3cdHP+RzYLF5oJsqP/WV8bzFiXiPXhRUlT6fxaZLeawogpY+PDOuGDzPDk8iiixrI7by7OCw+oSnm1nqD4Re9kgbf7H8H+QJ+Dov4L9d91syIzI5N+3cU3zOAfos7iISBiwB7lZK1YvIvQREeImIXAU8BVwI/A0YCawDioHVBEw7oR4zd3wSbwLPK6XaRORbBGbis3to01NfXQuVehJ4EqCgoGBg75NOY0SE6anTmZoylXf3vssTm59gZ+2JBczqLzzSxlrfh6zlQ/olJqzBuOa/UX9oN/X+nuKQd89s52yit0dT7i8/XGaz21gTtgYPoT1gJtonka/O42P/K+zz7mNd66esU59yfdbNNH1Rx8qwc+kSSP4I2pUZSw/349taD3AwdRwJxZ3Zudqj83gj6iYe2pcdItzvmc1lWYrIpliqu2ZYZHv66qMV54hnFX7l57/+81/8Y8E/yIvOO7knGoI+ecuIiJWAsC9WSr1iFN8AdGy/RMAmjlLKq5S6x7CdX0Igsn8Rgdl1WlC3aRimHKVUlVKqY67xFwKzfYw26SHaHAKiRA67dBzuS3NyMYmJ+dnzeWXhKzw550nOTz8fkww9pysBSg+toL65+LjaX+q4lJjCmC7RHgFqhtWwu70bFxgFmd6F/HVTEtH1P+AKx7eJNwd87e21JvxJo9hd1bM9PNbpY3dz9y42E6wxxBev7VJm8rXyUXOqFvYjcFgUKe1FtJR0XcFtMgtr+aBPfTS1N/Gd5d+hquX4Q0IfL33xlhECs/JCpdRDQbvKgZnG9mwCAo6IuETEbWzPAbxKqc+VUhVAg4hMNfr8OvC6US/oppWFBOz6AEuBuSISbTxInQssNWz2K4ArjHo3dPSlOTWICNNSpvHo7Ed557J3uGfyPYyMGTnQpzXwKLjedj3mQnMXG7vL7eLQqEO809J9FMnZrjl8WBZYKfxRcTPPbsogp+X/caPrTqora/ikKa7HQ5sEomLX09jefdyXje3V7Mg9r0uZub6EW90rsZm0uAczN8VPWUYJNSO63qH6fYqvl/wUF30L21HeVM7dK+6mzde3dIP9hfT2RFdEZgArgS1wONPVT4F64BECpp1W4A6l1HrDLr/UqFsGfEMpVWz0VQD8HXAC/wa+q5RSIvK/BETdSyC3zu1Kqe1Gm5uN4wHcp1TAeVlEcoAXgBhgA/C1oNl/SAoKCtS6det6/VA0x09xfTHL9y1ndflqNlRuwOPv+wKck4kDB3GWOKLMUURIBGEShhs3TuXGiYsG6lnlXUmZ9/iXkZsxc6PpRmp3dfWqiUmP4TX7axz0dR+u1oyZuXIf/wyxjuiukW0cbBOe292zt+95WU7Kou/jQGvPgdISTA7e3V+LuamznnJEcX/cAzy+8xhj5Q9RLCbFbcP38rw8hdfv5Qelf6KxtOuDCNv4Rh51/b8+9/nlnC/zmxm/Qfor4QggIuuVUgUh9w20u86pRIv7qaXN18amA5vYeHAjhVWFFNUWUdpQik/1o2E8BNMt5zPdNwOzz4p4zdBuQrxmBCtmvwUTNqxmK1arHWe4DVeEjfBYO46kdg5ZD7B893JeKn6JdnVsvsrznfNxf945m7NYLPjyfLzc8nKvwa8udl7Jv7dPpaa56zGnpru4wLGXpw+kU17X/dzFJHDZWZ+ztOHZPp3rD5y5XH1gH68lZLCgtprI8o2UZV3BxXsuo/rUTjAHJbfmtVIU9ybrawMP529v+znqs9gudQrPeYcP/cfmRXXnxDu5ddyt/XaeWtwNtLgPPO2+dsqbyilrKONQ6yFqWmuoa6ujqb2JxvZGWrwteP3ezpfy4vN3XgwsJgtWkxWb2Ua4LZwIWwThtnDCrGHG33DyW8fjsNuxOc3YHBasDjNWmxkx9X3GVO+pZ2XpSrZVbaOsoYyathqa25up89RR1VIVepGKglu5leq91UTFRbEqdhXbPT0H7YJAnJkCzy95s+joPm9MKqctKovnt3uYlCOYIz6jpeostpZ0nUXOynZQFPFz6j19TAXX8X8vwo+cuXzt8/dRJit/zXiQ+7b3T7aj05loh5/REz5iS/07+JWfOEnkqpbbMX0ei7fNjzvfz+9i7zmuvh+a9RBzMuf0y3lqcTfQ4q7pD5RSVLVWUdpQyvbq7Xy6/1NWla+iqb0Jpzi51HYpSzxL8Ki+maSucNzCc1vyafN2ffg6MsHJuWoL/2waSW1zO6PG/YuS9sBq0gTrGOr33MTBhnbsFhMLJq9lef3LobrvFTdmVldUY2qtoyp9PgvLv07Z8TkIDTlyUuqJTn+bHfWBRXFxksiVrd/kPeeS445bNM09jV9M+wWpqSG9t48JLe4GWtw1JwuPz8PyfctZVLiIzQePzn/aHcnmZNKafsz7e0Ino3DbzTS1+RidZmVf+PcPl4+0XcvaTeMAuCjfzBrbz07ogd1L5mxG7PwQhbA4+wF+VnjiwjN0UBSMKqXG8QoHWipOqKdZjlkk7UzC4XBw6623EhHRS5KQXuhJ3IeeD5tGMwDYzDYWZC9g0YJF/HXuXxkdO7pP7WZYrmbF3u6zDDW1BUxSjriVh8vcEs+uXQFv4Ri3FRXz7gl7YjxpCZyDoLjY8y/yegkRPBRJcMKPcmuYl3bkHmHd5+mUbPkOE8Kuxn6c2csmOSYR/0U87e3tNDQ08Pzzz+PxnDyHAy3uGk0/IiKcnXw2z130HL+Z8RuS3End1h1pH8nmgzn0dvOcHW/ji9bXDr/P8N5FVWPAPj87q5nV9e+f8Hm7sKBsAU+ZyLIPuSN1zwn3ebpxXWotjtIkph6y8bPhipFHJDDxtJtZ+elEzOU/YmzUzNCddEOiJZFxFeMOr3uwWq1UVFTw6quvHrUWor/Q4q7RnARMYuLiYRfz5qVvcteku0KmMhzp+wrrynpfw5+YspUO77kc2zzW7gis3cuJdXAg/LUT9j66wJ7EvdtXI55O//h5za8zOX7oZFrqjYsyFLFeF837TTTvN9O6xsl1Vgt3DvcTdUSQzcpqJ/u2LCDD0bf8ArHmWC6qvoiG2kD8e3d4OMumziEyN5/CwkJWrFjR38MBtLhrNCcVh8XBLWNv4a2vvMXVw6/GLIF8p9Mc01ldkdinPspKxjDG+i3cEk/VvnmHy6ekl7Gh7sTj6PynrRK/o2uaRdf+tXwzoW/JO053Yuww1nSA+s2d9m9BqNthxbHexX+lCNfmqC6hkC9ObkL6cE2NNEXylbqvUFdVB4DT7Wbp+BlsN9n4Q8oIopKSqaysPCmzd/1AVaM5heyu3c1D6x4iumI2/9h2dNz1nrBZTHgMj5rJqS48KQ+xt3Fvv5zXVa6rGVuVQrxlD8nmA8R6K2k2h/O/bVfxTil4+hDL/HRlcrxwqd9O/a7u71RskX6sw5tY1mBhVUUgpv0d4w6w2PMHvISOshYhEVzVfBU1+wNJTRxOFx9MPo+NQTb7r8VFcP+oTMxmc8g+eqOnB6qDL92ORjOEyYnK4Y8X/pGdu3bjthXz+i4fFfV9exjaIewmgdzkzbzdT8IOIM2RlG3MoowsiqJtOKMFsXuJqV7BNyKcmK02rGHRNJvD2dVs572yoWOyWX9Q0eAWrkt00lgZ+uG2PcZHo+cQLd7AMxS/Ev5RmMC1Y25iUctfjqofZYriisYrqKkMCLvd4eCjyed2EfbLE6O5f2QG5n5csRrM0L0cazSDmNxhOfzwypn8YX4cXxtlJ9rV94Qo52c7+Ni7pF/PJ76100WkqcZD1d428JmJjI3HFp9Fc0QmZSqGPS12KlqGjrB3sKOphQe8tThzu+bNtYT5iZhYw6G4Gh4rS+KzoAgSdR5h6c5hLHRf3qVNrDmWy+svPyzsNrudtZPPY53ZebjOxfFRPDLi5Ak76Jm7RjNgmEwmCiZNYOzoNs5b9Qlv7oKlxb7DM/RQuGxmwhM+pKauf/OXOuqj8DhMhCda8Me2s8fUxGuHWthxIKtfjzOYOD9FYTfDOyUBgW3y+fnVwQPcPjaWNKpoNjfSYPXzYUMEq/eHdn/cXQ+p5QVMT9rP6pZVJFoSuaj6ImqrAvGFrDYbGwpm8rGlM+nKVxKi+MPITCzHsGL6eNDirtEMMHa7nblhO8hvX8bIjLms8g5j1b7QXjQX5vhZ2fDWCR/TbXWT5coi0ZRKmD+ZCl8TpS7YVCOUHGNS7tOR64Z5Ca/ejjMyjncIclcVeKykCotJ4fX3LYjaynLhGvdcpocphu8fTl1N4OGp1Wpl61kzWRkk7FcnxfDQiPSTOmPvQIu7RjPQtNbBB/9LVnMV32IZUzJuYXTOJD5oSGTHwU4bcFKEjZaoV/HUHdvCl2h7NJnOTOJJJtyXDC1x1NZHsHWvlU/q/fQa1WyIMSIa7BWbMDldtFnDQ9bx+o/tM3lnn51rXDnUtwRi+1gsFr446zxWWDpdYK9PieX+/DRMp0DYQYu7RjPwfPR7aA4kczDhp2Dfk4y2xTE16UY+Ch/BTn88xXU+pqUd5K26lT12lehMJN2eTqyk4WhPRDXFUVXlprDWxMqGI5OYdZfUbGizvUYxNy+fJ3aH0VbVH+NX3JRaRU154EJsNpvZc9Z5vBt04bglLY5f56b2a7jf3tDirtEMJHWl8MnR+VSdnkPM3vcg9uzzKItJ4aykcDZ7PyfY6y7GHkOuM5d4UrG3J+FpiGdvuYtPDtFNDtQzR8jjHXBtWi2bmyNZUX7kuIVHi0LP2LviJzvCxJ4eA20q7shrpqYksKLXZDJRetZ5vGXr9Jm/Iz2B/x6WfEqFHbS4azQDy/v3gbf71HmjKreymr0AWMTC+KjxZKgRWJszqK6JYsNOM8u7T7x0xnJ5egt1JUWMTR/OCo49ONeIaPhqjAOH18qjvuZuUhAqvp3XTFNJYLGXiHBgyrm8bu8MzHNPZiI/zE465cIOWtw1moFj/xbY9HyPVaKbqzkn+lxiVC622uF8+kUYH1WfovPrE4PTtFPmsZOaPppnip29Vw7CJIobcmBkQzQH17fRiJ9rzhJ+V3SkuCu+k9dEY0nh4ZKaKefysr0zIM2PspO4J6v72EInGy3uGs1A8e5/ExDH0HjiRrMq8hI8e0fzXDkMRhGdliiMiNjJh5W57O5jnpBTwZvFJsDVa71gRsUIV8WYUUVuDhpZr+JG2Xn20JELmxTfzWugoeSLwyWNU2bwgiPm8PufZCdzV1bfwkucLLS4azQDwc73YHfogFF+dwLrkq7lD1UFrNx2KtcZKq4b5uOzaguFfXSjT3b5eMP2LAVjzmJG7Uxe2hHRjb1/cOO0wALrPmzl46ipC5jJYsfYeLqxlu1BKXFNovjusHrqSnYcLmstOIdFzs7k5YNB2EGLu0YzMNjCIXkCVGzsUlybdiGPcTVPbHNxKmfqwyJgYXQF9aa4Pgs7gNPViMfvYXXNKpyWz1h41jyaKgr4114zg/FOozuibFBdX4nPuRErI4gda+WpujqKgu5G7GbFHZlV1JR2hkP2TZrK392daQkHi7CDDj+g0QwMGWfDbR/Alc9AzDCUPZI1w77HddU388RON6dSGM9LhtlqI5jMPFXU9zAIAOKsO7zd4m3h7drX2Bn7GLdNKOkSRfFEOTLsbn9T0QwRqXnUNh8gZoLwZF19F2F3WxV3pFdSU94p7I6xE/lLeKdN/QdZSYNG2EHP3DWagUMERl8KIy5iy8b13LO0gfL6k5eZpzs+2q8Yk5vHc6VHx5zvDZP56GSrla2VeMwu/Kr/LlDXRXwByk+hfQTvn6SgZa9VRjI9ZSKP7G9mf9AC4RgH3BBfSs3+/YfLIvJH8EB0xuH3s2PC+f4gEnbQ4q7RDDxmK+MmT2XFeB+vbSjjif/sZvfBU5eh2q+EPxcdu7ADNFYkkpeQT1FTpw16duRcXlsf10Or40ApzNGprCs+eXc0xQ1Q3NBVElPdcEXkHmoOHjpcFp2RyW+T8unIoOI0CfcPTx8Qd8ee6NUsIyLpIrJCRApFZJuI3GWUTxCRT0Rko4isE5EpRrlNRJ4WkS0isklEZgX1Ndko3ykij4rxaYiIXUReNMrXiEhWUJsbRKTIeN0QVJ5t1C0y2tr67VPRaAYAu8XM1Wdl8N49M3ni+slMzIgi1jG48y28si+GrOrrGBUxCoAkZxL+yqnUnlhK16NYbx7Bo0URnMobm2ERcFlYEXXVncIemZDAn7LG4ZVO6bw9I4F0x+CTn77Y3L3A95VSI4GpwLdFZBTwAPBLpdQE4OfGe4BbAZRSY4E5wO9EDn8SjwG3AXnGa75R/g2gRimVCzwM3A8gIjHAL4CzgSnAL0Skw5H0fuBhpVQeUGP0odGc9phMwrzRSbxy+3SW3DSOe2dGMG1w3fF34ZXddlIPXcOYyLHMMH+JV3cdm92+L3xS2e9d9sj4WJhnLaShrtNVJiwykkXDp1AvnYk1ku1Wvp2RcGpPro/0apZRSlUAFcZ2g4gUAqkEHHQ7ln5FAuXG9ihguVH/gIjUAgUiUgJEKKU+BhCRZ4FLgX8DlwD/Y7R/GfijMaufByxTSlUbbZYB80XkBWA2cK3R5hmj/WPH/hFoNIMTESErM4OszAzmFRzkw41FvL2jjvdLfAw2T5RXdtm4XF3JurrBMoM9/sVVE+NgfkQF7R4HYW4XfhFEhFdyJ1Bm6iqZP85Oxn2cWZRONsdkczfMJROBNcDdwFIReZDAHcB0o9om4BJDgNOBycZfP1Aa1F0pgYsExt8SAKWUV0TqgNjg8iPaxAK1SilviL6OPOfbCNwtkJGREaqKRjPoiY+P54o58cyb2sBHm3bw9ucHeXO3l8Ek8kt2Dw5h/0puK22Ja3lvzTlkJdcTlfo+JUULqKjqfVHTpHiY4t1KhREEzJ+exZL8yVgEKtu7Jk0d7nZwRVJ0qG4GBX0WdxEJA5YAdyul6kXkXuAepdQSEbkKeAq4EPgbMBJYBxQDqwmYdkL9CjsMit3tO9byowuVehJ4EgI5VEOPTqM5PQgPD2fBjMnMnNTM3DWbeGFzDasq9M+6g6uHN/NF5HPsqt5J7sRCShv3UlGnSM+por7xJpraujcZdQh7a0vnilRfZDRV3tCZsH+SnXxK4rIfL33ycxcRKwFhX6yUesUovgHo2H6JgE0cpZRXKXWPUmqCUuoSIAooIjC7TgvqNo1OU04pgdk9ImIhYOapDi4/os0hIMqoe2RfGs2Qx+VycfH503j4qwX8fLqL7GOPjTXkmDushS3hT7OrYScAJY17UMacr6RxN6MnvoFJQgv1pDiY0t4p7FHZw3COHodl6wbG2I+eA48LdzIvbnB/6H3xlhECs/JCpdRDQbvKgZnG9mwCAo6IuETEbWzPAbxKqc8N232DiEw1+vw68LrR/g0CFwuAK4D3lVIKWArMFZFo40HqXGCpsW+FURejbUdfGs0ZQ0JCAjddPIvHrhzOHeOt2M3HMYtXcEeOiwmx/X9+RzIy3MlXk07OgdZWmqhrDx3gZkTkWRTWfcrkUWVH7Ts7Ec5q30Jra0DYw0eM5oH0MTwbk47D4WBqUKiBDr6fNTCRHo+FvphlzgGuB7aISMda6Z8S8Ip5xJg9t2LYtYEEArZ4P1BmtO3gduDvgJPAg9R/G+VPAf8QkZ0EZuzXACilqkXk18CnRr1fdTxcBX4EvGCYhzYYfWg0Zxwiwoi8XPJysolP28vDy3dS39r3AC/fTk3A9VkDV6VF86W8Jv5V3c7mqv439Xw5IYrxJV58+1uZkOxiY33oVILHS22jnbHOGWz0dE1DOM5xI6s+GUF81Jf4tLZrlMgZSTCqeRNtnoCPpXXcZH4blQYiVIkVz8hxmDesZXx6HpvaArP+CeEu5sYO7lk7gAQmwWcGBQUFat26dQN9GhrNSaWmycPD7+1g8Zp9+Pw9/3+fFxvB1D1eVFC92Fwnv22opqrffNUV301OxLG94fCTsbBEJ/d5avCcgP5cmtHOTeFreKJ+Om+XmDj37NVsrH/j8H5BGGO/mdUb80K2n5miyG/YRHt7OwDtk6fxVFhXn1O38vHN9e/TkJbFX5LymBThYtG4HGKsg2P9p4isV0oVhNqnY8toNEOMaLeNX10yhrfvPJfpw7o3gcTZLMyqki7CbjIL7+HrR2GHSBuk2pq6uDw0VrZwV2J89416RPHtvAbuVw8xftef+WHY22RHwMHK4biMZNSCMMp6S7fCPidNkVe/kfb2dkwmE1VnzzxK2AGaxEztyHGYv9jGd2NdvDwhd9AIe29ocddohijDk8JZfMvZPP61ySSEHxF5S8F33DG01HZd8rk/z8V7h+roT+o8wuutzcRmOQ6X2d0WCv3Hvtw00qb4v5GlfK/uPuwHNwGQtec5Hk5fRWryTlq8LZjFzAjzN/lk87CQfXw5w09GzQa8Xi9Wm42dU8/nJUf3Lo2LXPFMnXU+PxmTi8t8+kjm6XEJ0mg0x4WIMH9MEgVZ0dyx+DPW7gk8sro9JYGmwoaulUdE8Mz+k7MU9ONKRW5OLbkNEeC08nd/A3sOHMvtgWJBmp/vRbxH7t7nEH97l71jD77BCPN1bLU4SffdxNqt6SF7uSzLT2TlZ/iUwu5wsKZgJp+Yu8/WJMDP89OZn3a8dxkDh7a5azRnCO0+P798cxt7dlQzo9iP39f5v+/ODuNXNQfxn+RzuCTNxr9KPYR2SOwk1qGYnuAnx9nCMHMleRSTV/0+ltrdR9WtS53Fn+Q6XtznYkySh1X7QscHvjLbR9j+DSilCIuM4q1x0yk0db/wymkSHhuVxfz4yG7rDDQ92dy1uGs0Zxhbtu9i538q2L+5Hb9X4U508pCvjvpuFuucKsyimJfqZ0HkHqZ5VhN78BOktbbb+sriYHPmzfzP/hlsqOq57yuzfbgrPgMgMj6e50ZOoUS6X9AUZ7Xwj3E5TIw4tlR9p5qexF2bZTSaM4yxI4aRmZ7C6pT11Hxu4a9tTdS3DaSwKy5Mg7HWA+SZyxnhLcUvFppixmBrq8LScghpPoQEPZFtj87j5ajbuHdHCk3tR/doMSm8/oAferCwR6Wk8eSwCVRL99KX57KzaFwOmc6TnCHkJKPFXaM5A4lwO5n/5Rkszy7D/+8iOHXh40MgvFcK75EIJGKSCSS7hBQ3xDsgJrqdyNg24k2NhJtaiPIcoAUbB31ursny0Owz0+A1U98uVLVBVStcntrEtqYw4u2dwh6dlcMjGWNolu4fik6LcvP0mGyiThOPmJ44/Ueg0WiOmwtGpzJ7VApr91Tz4qclvL21gtb2k21570qy3UtFW6cU+ZVQ1gRlhy84VsBKpM3NL3L3MKvhFcz1gXiCyurC74zBZ4/C44ykLSycalMsi4sTGOV201wd6CQifyQPJOXh60HYL0+M5qER6dhNp49HTE9om7tGozlMXUs7b2wqZ8n6UraW1eHtZRHUCaMUP25+nS1ps3irJqrbapNiFb9O/JBRe58+ylMmFA9Y7qbZa2RKGjOBh2MyD2dOCsWdGQn8JCd50IcUOBJtc9doNH0i0mnl+qmZXD81k/LaFp74cBfPf1qCx3uis/lugrmKsDRxHnN2v8H+9IWsbzzSLVFxc24rd7GIyN0r+nSkvZlX0VxsvJk4hYcjUrqtawLuy0/jptR+Tgs4CNAzd41G0yMH6lt58j+7WbxmHy3tx/7gNdUNNyZ78IubJQfb2RHCAeZL0XWMK36PRfGXUGqYaCJs8MvhpSys/CPm+n19OtbnGV/nn/tiEREaCs5hkat70XaYhMcHuatjb2hXSAMt7hrN8VPV2MZTH+3h2Y+LaWzrW2CyGUmwwGGm8XMHXo+fuBwHB2IbeKHcR1lTV+25Kaac5MrNPOqYQzsm/j78U6YW/xnx9b6SVdnCWR1/LcvKXFgsFkoKzuV1e/eiHWM18+zYHAoijy8x+GBBx5bRaDQnTGyYnR/OH8FHPzqfuy7II8LRk1VXceMwLwslnNqNNryegFnn0O5WTOus3OWO5Lt5JmI6IxLwdHUKbbGZ3GleS7tPUU5Cn4S9LX4cf7PfzLIyF2GRkWw8e3aPwp7hsPHmpLzTXth7Q8/cNRrNcdHQ2s6zHxfz1Ed7qG7qFOEIG3wzo5XoimRqylq7bW8yC7HDrRS56li8V9HsFUz4+bHp5eTnAAAMUklEQVRtLV6bizcs41gS/Sjuik9CtlcIJZlX8ExxCj5MRGdm8UTGGKpN3V90xoU5WTw+h3hb/yfxHgi0WcZAi7tG0/80e7ws/mQfv333C3IjFFdFefHtiKK1sW+mG4vNRFS+ma22ep7fq7AqxfdYSXNEEqPSFXN2/uqoNn53AsvCruDjysBCo7CRY3gwfliPHjHnx4Tz19FZuC2DM6H18aC9ZTQazUnDZbNw63k5cKiYiAqo2qhQ/r4nC/F6/Bza6ifTFc69+Yp1NPLH0nP4TvX7lFrT8UTnY6vpzIbUmHIOf6suoLrShMlkonnSVB53J/R4jK8mx/BAfjpW0+nl6ngiaHHXaDT9wmjS2LCl5LjbtzV7adsIoyMimDjMy8ftFzC+9EPeiprLwrAmTC0HKUy7hn8WxwCCKyyMT8dPZ6Wl5/gvP8lO5s7MhNPOh/1E0eKu0Wj6hcwxcWx8r7RL8o/jobm+neYNMC0ljj3DZkPxKl5xLMQUZWNLccAHJCopmX/kTaasB/u6TYRHRmbwlcTuY7UPZbS3jEaj6RdS86OZc/MopJ9MH7XlrWRW26jPGovH5KB6RzmJYU7Co2P4W37Pwh5tMfPPCcPOWGEHLe4ajaYfyStI7D+BNyksCU00lH5BhTUcR/44zHu2E9nWQFJr95HOsp023pqcz9SosBM/h9MYbZbRaDT9Sl5BIiLCu09tOyETjS1c0V7hJsM7A3t4I0X7N1J3yY1UW2xc+N4SLo+I4J0x5/CxuzNP7JTIQFTHWJuWNv0JaDSafid3csB75UQE3lNnwlMHEcPaKarcxP5ZC3hNBVwfl835GrOljbPff40FFjMfjj+XsNzhPDIiA8dplOf0ZNLrpyAi6SKyQkQKRWSbiNxllE8QkU9EZKOIrBORKUa5VUSeEZEtRpufBPV1tYhsNvp5IKj8RhE5aPS1UURuCdp3g4gUGa8bgsqzRWSNUf6iiHSfL0uj0ZxycicnMPcbo0/IRGOP9VOuNrPngosPCzuAH3hP2Xnk/KtZPvNSblENPDZSC3swfZm5e4HvK6U+E5FwYL2ILAMeAH6plPq3iHzJeD8LuBKwK6XGiogL+FxEngcagN8Ck5VSB40LwAVKqeXGcV5USn0n+MAiEgP8AiggEFZuvYi8oZSqAe4HHlZKvSAijwPfAB47oU9Do9H0K7mTExCB1cs2Ub/n2BYPuZJ8SM5B1uXOZWVb6Nm/SWBhXjbnp4Rcx3NG0+tlTilVoZT6zNhuAAqBVAJiG2FUiwTKO5oAbhGxAE7AA9QDOcAOpdRBo957wOW9HH4esEwpVW0I+jJgvgQcVmcDLxv1ngEu7W0sGo3m1DNsUgKTL04lelxLn9u403xURhXyUu7YboU9zGxi0dgcrkuJDbn/TOeYbO4ikgVMBNYAdwNLReRBAheJ6Ua1l4FLgArABdyjlKoWEQWMMPooJSDGwaaUy0XkPGCH0aaEwEUkeFVEqVEWC9QqpbxHlIc659uA2wAyMjKOZbgajaafGDVqFGIys7W9kgOFPa9ejU5zUJW6m6XDZ1PYTfTJFLuVReNyGBV2ZPx3TQd9NlCJSBiwBLhbKVUP3E5AhNOBe4CnjKpTAB+QAmQD3xeRHGPmfTvwIrAS2EvA5APwJpCllBpHYEb/TMdhQ5xKN1H/CXl5V0o9qZQqUEoVxMfH93W4Go2mnxk5Yjgj5yQQPrae8NF1xKQ7jqoTm+lgd8w2FudP6FbYx4Q5eWtynhb2XuiTuIuIlYCwL1ZKvWIU3wB0bL9EQNQBrgXeUUq1K6UOAKsI2MxRSr2plDpbKTUN+AIoMsqrlFJtRvu/AJON7VIgPehU0giYfw4BUYbpJ7hco9EMYsaMGsHk2SOxmd1Ul3SNGBk3zM4XcUW8NG4qez2hhX12TDivTcwl2a79J3qjL94yQmBWXqiUeihoVzkw09iejSHUwD5gtgRwA1OB7UZfCcbfaOAO4K/G++SgfhcSsOsDLAXmiki00WYusFQFQlmuAK4w6t0AvN7XQWs0moFj9MjhjDw3g6iUTu+X+Hwb2xL38fzwiVR2k+3p6ymxPDs2h7AhFNXxZNIXm/s5wPXAFhHZaJT9FLgVeMSYPbdi2LWBPwFPA1sJmE+eVkptNvY9IiLjje1fKaU6Qr3dKSILCZhpqoEbAQxb/a+BT4PaVBvbPwJeEJF7gQ10moU0Gs0gZ/zYETTXrOPzN3yEp8GmlIM8lziKFl/oXK3/PSyFO9Ljz7jgXyeCjueu0WgGBKUUS//1Ph9v+oQlMxdyyHv0jD3RaubX+eksTIgagDMc/Og0exqNZtAhIly4YCY56WlcUr7jKDGa5bLySk6cFvbjRIu7RqMZMCwWC1dddRXJByu4ur0OADNws93Hn3KTGJaS3HMHmm7R4q7RaAYUp9PJddddR/KmtVxi8vATfx0/mzCS2Fi9OOlE0OKu0WgGnOjoaK796ldZUFPOt2aeg8vVc3YlTe/oqJAajWZQkJaWRlpa2kCfxpBBz9w1Go1mCKLFXaPRaIYgWtw1Go1mCKLFXaPRaIYgWtw1Go1mCKLFXaPRaIYgWtw1Go1mCKLFXaPRaIYgWtw1Go1mCHJGhfwVkYNA8Ql2E0cgE9SZiB77mYke++AlUykVMn/oGSXu/YGIrOsufvJQR49dj/1M43QeuzbLaDQazRBEi7tGo9EMQbS4HztPDvQJDCB67GcmeuynIdrmrtFoNEMQPXPXaDSaIYgWd41GoxmCDGlxFxGHiKwVkU0isk1EfmmUvygiG43XXhHZaJRniUhL0L7HjXKXiLwlItuNfv4v6Bh2o7+dIrJGRLKC9t0gIkXG64ag8myjbpHR1jZYx27seyeon8dFxHymjD2ozzdEZGvQ+0E39n7+zj8QkS+C9iUM1nGfhLHbRORJEdkhgf/5ywfz2LtFKTVkX4AAYca2FVgDTD2izu+AnxvbWcDWEP24gPONbRuwElhgvL8DeNzYvgZ40diOAXYbf6ON7Whj3z+Ba4ztx4HbB+vYjX0RQX0uCTr3IT92Y/9lwHPBdQbj2Pv5O/8AKAhRPujGfRLG/kvgXmPbBMQN5rF3+5mcqgMN9IuAQH8GnH3ED6IEyOvtCz+ir0eAW43tpcA0Y9tCYDWbAF8Fnghq84RRJkYdi1E+DVh6Oozd+Kd5E7j6TBk7EAZ8BIyiq7gP6rH3w7g/ILS4D+px99PYSwD36Tj24NeQNssAiIjZuBU7ACxTSq0J2n0uUKmUKgoqyxaRDSLyoYicG6K/KOBiYLlRlErgx4BSygvUAbHB5QalRlksUGvUDS7vd/pz7CKy1OinAXjZKD4Txv5rAjO+5iMOMSjH3s+/96cNk8V/i4gYZYNy3NA/Yzf+vwF+LSKfichLIpJolA3asYdiyIu7UsqnlJoApAFTRGRM0O6vAs8Hva8AMpRSE4HvAc+JSETHThGxGPUfVUrt7igOddjjKO93+nPsSql5QDJgB2YbxUN67CIyAchVSr0a4hCDcuz9+J1fp5QaS0AUzwWuN8oH5bih38ZuMdqvUkpNAj4GHjTaDNqxh2LIi3sHSqlaArea8+GwUF8GvBhUp00pVWVsrwd2AflB3TwJFCmlfh9UVgqkB/UZCVQHlxukAeUEbtOijLrB5SeNfho7SqlW4A3gEqNoqI99GjBZRPYSMM3ki8gHRrNBPfYT/c6VUmXG3wYCzxumGM0G9biNcz6RsVcRuEvruKC/BEwytgf92IMZ0uIuIvEdt1ki4gQuBLYbuy8EtiulSo+o3+EJkgPkEXg4gojcS+DLvPuIw7wBdDwdvwJ4XwUMbEuBuSISLSLRwFwC9jYFrDDqYrR9vf9G3WUsJzx2EQkTkWSj3AJ8KaifIT12pdRjSqkUpVQWMAPYoZSaNVjH3o/fuUVE4oxyK/BloMNTaNCNuz/Hbpzvm8Aso+oFwOfG9qAce7ecKuP+QLyAccAGYDOBH+fPg/b9HfjWEfUvB7YBmwg8kLnYKE8jcDtVCGw0XrcY+xwEru47gbVATlB/NxvlO4GbgspzjLo7jbb2QTz2ROBTo59twB/ofEA0pMd+RJ0suj5QHXRj78fv3A2sD/rOHwHMg3Xc/f2dA5nAf4y+lhMw3wzasXf30uEHNBqNZggypM0yGo1Gc6aixV2j0WiGIFrcNRqNZgiixV2j0WiGIFrcNRqNZgiixV2j0WiGIFrcNRqNZgjy/wHxYyU3C9faXgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/04-spatial-joins25.py\n",
+    "land_use_muette.plot(column='class')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 107,
+   "metadata": {
+    "clear_cell": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "class\n",
+      "Continuous Urban Fabric             1.275297\n",
+      "Discontinuous Dense Urban Fabric    0.088289\n",
+      "Green urban areas                   2.624229\n",
+      "Industrial, commercial, public      0.362990\n",
+      "Railways and associated land        0.005424\n",
+      "Roads and associated land           0.226271\n",
+      "Sports and leisure facilities       0.603989\n",
+      "Water bodies                        0.292194\n",
+      "Name: area, dtype: float64\n"
+     ]
+    }
+   ],
+   "source": [
+    "# %load _solved/solutions/04-spatial-joins26.py\n",
+    "print(land_use_muette.groupby('class')['area'].sum() / 1000**2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/notebooks/05-more-on-visualization.ipynb b/notebooks/05-more-on-visualization.ipynb
new file mode 100644
index 0000000..6c28cbd
--- /dev/null
+++ b/notebooks/05-more-on-visualization.ipynb
@@ -0,0 +1,821 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Visualizing spatial data with Python"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib inline\n",
+    "\n",
+    "import pandas as pd\n",
+    "import geopandas\n",
+    "\n",
+    "import matplotlib.pyplot as plt"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "countries = geopandas.read_file(\"zip://./data/ne_110m_admin_0_countries.zip\")\n",
+    "cities = geopandas.read_file(\"zip://./data/ne_110m_populated_places.zip\")\n",
+    "rivers = geopandas.read_file(\"zip://./data/ne_50m_rivers_lake_centerlines.zip\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## GeoPandas visualization functionality"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Basic plot"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fc354be3f50>"
+      ]
+     },
+     "execution_count": 3,
+     "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": [
+    "countries.plot()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Adjusting the figure size"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fc354bba4d0>"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "countries.plot(figsize=(15, 15))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Removing the box / x and y coordinate labels"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = countries.plot(figsize=(15, 15))\n",
+    "ax.set_axis_off()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Coloring based on column values\n",
+    "\n",
+    "Let's first create a new column with the GDP per capita:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "countries = countries[(countries['pop_est'] >0 ) & (countries['name'] != \"Antarctica\")]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "countries['gdp_per_cap'] = countries['gdp_md_est'] / countries['pop_est'] * 100"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "and now we can use this column to color the polygons:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = countries.plot(figsize=(15, 15), column='gdp_per_cap')\n",
+    "ax.set_axis_off()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = countries.plot(figsize=(15, 15), column='gdp_per_cap', scheme='quantiles', legend=True)\n",
+    "ax.set_axis_off()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "#### Combining different dataframes on a single plot\n",
+    "\n",
+    "The `.plot` method returns a matplotlib Axes object, which can then be re-used to add additional layers to that plot with the `ax=` keyword:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x1080 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = countries.plot(figsize=(15, 15))\n",
+    "cities.plot(ax=ax, color='red', markersize=10)\n",
+    "ax.set_axis_off()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[(-40, 40), (-20, 60)]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1080x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = countries.plot(edgecolor='k', facecolor='none', figsize=(15, 10))\n",
+    "rivers.plot(ax=ax)\n",
+    "cities.plot(ax=ax, color='C1')\n",
+    "ax.set(xlim=(-20, 60), ylim=(-40, 40))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Adding a background map with contextily"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "The contextily package allow to easily add a web-tile based backgroubd (basemap) to your GeoPandas plots.\n",
+    "\n",
+    "Currently, the only requirement is that your data is already in the WebMercator projection (EPSG:3857)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# selecting the cities in Europe\n",
+    "cities_europe = cities[cities.within(countries[countries['continent'] == 'Europe'].unary_union)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/srv/conda/envs/notebook/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method.\n",
+      "  return _prepare_from_string(\" \".join(pjargs))\n"
+     ]
+    }
+   ],
+   "source": [
+    "# converting to WebMercator\n",
+    "cities_europe2 = cities_europe.to_crs(epsg=3857)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW4AAAD4CAYAAADM6gxlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAcVElEQVR4nO3dfZBc1Znf8e9vJSEPa8NIsiBiBCt5YZXwEq/MlMChykWErdGyrpVM4Vp5k2KyS0UbTCW2t4oglV3BAcqIJbVsWMewVMga/IKQWSxUa2PtGMFWygGJkYUtXqzMsNigl4DISCy1VmFJefJHn5buND09PZp+ubf796nq6jvnnnP6TPfo6avnnHuvIgIzMyuOX2v3AMzMbGocuM3MCsaB28ysYBy4zcwKxoHbzKxgZrZ7AK30wQ9+MBYtWtTuYZiZTWrnzp1vRcT8avu6KnAvWrSI4eHhdg/DzGxSkn4x0T6nSszMCsaB28ysYBy4zcwKxoHbzKxgHLjNzAqmq1aVTMXmXfu4a+se9h8+wjm9Pdw0sITVS/vaPSwzMwfuajbv2sf6x3Zz5OhxAPYdPsL6x3YDOHibWds5VVLFXVv3nAjaZUeOHueurXvaNCIzs5McuKvYf/jIlMrNzFrJgbuKc3p7plRuZtZKDtxV3DSwhJ5ZM8aV9cyawU0DS9o0IjOzkzw5WUV5AtKrSswsjxy4J7B6aZ8DtZnlklMlZmYF48BtZlYwDtxmZgXjwG1mVjAO3GZmBePAbWZWMA7cZmYF48BtZlYwdQVuSZ+T9IKkFyV9PpXNlTQkaSQ9z8nUXy9pVNIeSQOZ8ksl7U777pGkVD5b0iOpfLukRZk2g+k1RiQNZsoXp7ojqe1p0387zMzyb9LALeli4N8Cy4APA5+UdAGwDngyIi4Ankw/I+lCYA1wEbAS+Jqk8oU/7gXWAhekx8pUfj1wKCLOB+4G7kx9zQVuAS5Lr39L5gviTuDu9PqHUh9mZh2vniPufwY8GxG/jIhjwN8BnwJWAQ+mOg8Cq9P2KmBjRLwbEa8Co8AySQuAMyLimYgI4KGKNuW+HgWuSkfjA8BQRIxFxCFgCFiZ9i1PdStf38yso9UTuF8APiZpnqTTgauBc4GzI+IAQHo+K9XvA17PtN+byvrSdmX5uDbpy+FtYF6NvuYBh1Pdyr7GkbRW0rCk4YMHD9bx65qZ5dukgTsiXqaUlhgCfgD8BDhWo4mqdVOj/FTa1OprfGHE/RHRHxH98+fPr1bFzKxQ6pqcjIgHIuIjEfExYAwYAd5I6Q/S85up+l5KR+RlC4H9qXxhlfJxbSTNBM5MrzNRX28BvaluZV9mZh2t3lUlZ6Xn84BrgIeBLUB5lccg8Hja3gKsSStFFlOahNyR0invSLo85aivq2hT7utaYFvKg28FVkiakyYlVwBb076nUt3K1zcz62j1Xo/7ryXNA44CN0bEIUkbgE2SrgdeAz4NEBEvStoEvEQppXJjRJTvvHsD8HWgB3giPQAeAL4haZTSkfaa1NeYpNuA51K9WyNiLG3fDGyUdDuwK/VhZtbxVDp47Q79/f0xPDzc7mGYmU1K0s6I6K+2z2dOmpkVjAO3mVnBOHCbmRWMA7eZWcE4cJuZFYwDt5lZwThwm5kVjAO3mVnBOHCbmRWMA7eZWcE4cJuZFYwDt5lZwThwm5kVjAO3mVnB1Hs9bjOzhti8ax93bd3D/sNHOKe3h5sGlrB6adVbxtoEHLjNrGU279rH+sd2c+Ro6d4q+w4fYf1juwEcvKfAqRIza5m7tu45EbTLjhw9zl1b97RpRMXkI26zFur2NMH+w0emVG7V+YjbrEXKaYJ9h48QnEwTbN61r91Da5lzenumVG7VOXCbtYjTBHDTwBJ6Zs0YV9YzawY3DSxp04iKyakSsxZxmuDkBGQ3p4sawUfcZi3iNIFz/I3iwG3WInlKE2zetY8rNmxj8brvccWGbS3JszvH3zgO3GYtsnppH3dccwl9vT0I6Ovt4Y5rLmn5EWe7Aqhz/I3jHLdZC61e2tf21ECtANrMsTnH3zg+4jbrMu0KoM7xN44Dt1mXaVcAzVOOv+gcuM26TLsCaF5y/J3AOW6zLtPOtdR5yPF3Agdusy7kAFpsTpWYmRWMA7eZWcHUFbglfUHSi5JekPSwpPdJmitpSNJIep6Tqb9e0qikPZIGMuWXStqd9t0jSal8tqRHUvl2SYsybQbTa4xIGsyUL051R1Lb0xrxhpiZ5d2kgVtSH/AfgP6IuBiYAawB1gFPRsQFwJPpZyRdmPZfBKwEviapPIV9L7AWuCA9Vqby64FDEXE+cDdwZ+prLnALcBmwDLgl8wVxJ3B3ev1DqQ8zs45Xb6pkJtAjaSZwOrAfWAU8mPY/CKxO26uAjRHxbkS8CowCyyQtAM6IiGciIoCHKtqU+3oUuCodjQ8AQxExFhGHgCFgZdq3PNWtfH0zs442aeCOiH3AfwFeAw4Ab0fE3wJnR8SBVOcAcFZq0ge8nulibyrrS9uV5ePaRMQx4G1gXo2+5gGHU93KvsaRtFbSsKThgwcPTvbrmpnlXj2pkjmUjogXA+cAvy7pX9dqUqUsapSfSptafY0vjLg/Ivojon/+/PnVqpiZFUo9qZKPA69GxMGIOAo8BvwL4I2U/iA9v5nq7wXOzbRfSCm1sjdtV5aPa5PSMWcCYzX6egvoTXUr+zIz62j1BO7XgMslnZ5yy1cBLwNbgPIqj0Hg8bS9BViTVoospjQJuSOlU96RdHnq57qKNuW+rgW2pTz4VmCFpDnpyH8FsDXteyrVrXx9M7OONumZkxGxXdKjwI+BY8Au4H7g/cAmSddTCu6fTvVflLQJeCnVvzEiyteQvAH4OtADPJEeAA8A35A0SulIe03qa0zSbcBzqd6tETGWtm8GNkq6PY3pgVN6B8zMCkalg9fu0N/fH8PDw+0ehpnZpCTtjIj+avt85qSZWcE4cJuZFYyvDmhmTeU7uzeeA7eZNU35xsTle1yWb0wMOHhPg1MlZtY0vrN7czhwm1nT+M7uzeHAbWZN4zu7N4cDt5k1je/s3hyenDSzpmnnjYk7mQO3mTWVb0zceE6VmJkVjI+4zcyaoJknHjlwm+WIzzLsDM0+8cipErOcKP9j33f4CMHJf+ybd+1r99Bsipp94pEDt1lO+CzDztHsE48cuM1ywmcZdo5mn3jkwG2WEz7LsHM0+8QjB26znPBZhp1j9dI+7rjmEvp6exDQ19vDHddc4lUlZp3GZxl2lmaeeOTAbZYjPsvQ6uHAbWZt4TXrp86B28xaznfGmR5PTppZy3nN+vQ4cJtZy3nN+vQ4cJtZy3nN+vQ4cJtZy3nN+vR4ctLMWm4qa9a9+uS9HLjNrC3qWbPu1SfVOVViZrnl1SfVOXCbWW559Ul1DtxmlltefVKdA7edks279nHFhm0sXvc9rtiwzXdpsabw6pPqJg3ckpZIej7z+AdJn5c0V9KQpJH0PCfTZr2kUUl7JA1kyi+VtDvtu0eSUvlsSY+k8u2SFmXaDKbXGJE0mClfnOqOpLanNepNsdp8iy1rlWZfHrWoFBH1V5ZmAPuAy4AbgbGI2CBpHTAnIm6WdCHwMLAMOAf4IfBbEXFc0g7gc8CzwPeBeyLiCUmfBf55RPw7SWuAT0XE70uaCwwD/UAAO4FLI+KQpE3AYxGxUdJ9wE8i4t5a4+/v74/h4eH63x2r6ooN29hXJcfY19vDj9Ytb8OIzDqPpJ0R0V9t31RTJVcBr0TEL4BVwIOp/EFgddpeBWyMiHcj4lVgFFgmaQFwRkQ8E6Vvi4cq2pT7ehS4Kh2NDwBDETEWEYeAIWBl2rc81a18fWsyTxiZtddUA/caSkfTAGdHxAGA9HxWKu8DXs+02ZvK+tJ2Zfm4NhFxDHgbmFejr3nA4VS3sq9xJK2VNCxp+ODBg1P6Za06TxiZtVfdgTvlkH8P+M5kVauURY3yU2lTq6/xhRH3R0R/RPTPnz+/WhWbIk8YmbXXVM6c/B3gxxHxRvr5DUkLIuJASoO8mcr3Audm2i0E9qfyhVXKs232SpoJnAmMpfIrK9o8DbwF9EqamY66s31Zk/kWW63j072tmqkE7s9wMk0CsAUYBDak58cz5d+W9GeUJicvAHakycl3JF0ObAeuA/6ioq9ngGuBbRERkrYCX8msWFkBrE/7nkp1N1a8vrVAJ91iK6/B0ad720TqCtySTgc+AfxxpngDsEnS9cBrwKcBIuLFtOLjJeAYcGNElM9ZvQH4OtADPJEeAA8A35A0SulIe03qa0zSbcBzqd6tETGWtm8GNkq6HdiV+jCbkjwHx1qne7djbHn9gutGU1oOWHReDmhl5SBUbVkj5GNp4+J136s6cSPg1Q2/29KxVH7BQWlew2uqm6eRywHNCi97AtFE8rC0MU+rd3yxp3xx4LauUy0IVcrD0sY8rd7x2v18ceC2rjNZsMnL0sY8ne6dp6N/840UrCAaOTF2Tm9Pzdx2nibd8rJ656aBJVVz3Hn4gutGDtyWe41e+TFREPJE28S8dj9fHLgt9xq9LM5B6NTk5ejfHLitAJoxMeYgZEXmyUnLPU+MmY3nwG2516xlcb6LjxWVUyWWe83ISef5VHezyThwWyE0Oiedt+uAmE2FA7d1JZ8J2Nk6/YJYznFbV/KEZ+fqhptZO3BbV8rTdUCssbrhglhOlVhXKvJJOJ2eBpiubkiDOXBb1yriSTheDTO5ia5F00lpMKdKzAqkG9IA09UNaTAfcZtNII8piW5IA0xXkdNg9XLgNqsirymJbkgDNEIR02BT4VSJWRV5TUl0QxrAJucjbrMq8pqS6IY0gE3OgdusijynJDo9DWCTc6rEOtJ0r/znlITlmY+4reM0YmLRKQnLMwdu6ziNuvKfUxKWV06VWMfJ68SiWaM4cFvH8ZX/rNM5VWId56aBJeNy3NB9E4vZsz57T59FBLx95Khz9R3Cgds6TrdPLFZOzh765dET+/JyBqhNjwO3daRunlisNjmb5Vu0FZ9z3GYdpp5JWE/UFpuPuM06zERnfVbWycrjlRBtYnUdcUvqlfSopJ9JelnSRyXNlTQkaSQ9z8nUXy9pVNIeSQOZ8ksl7U777pGkVD5b0iOpfLukRZk2g+k1RiQNZsoXp7ojqe1pjXhDzIqu2lmfWZUTtd1wj8ZOU2+q5L8CP4iIfwp8GHgZWAc8GREXAE+mn5F0IbAGuAhYCXxNUvmv6F5gLXBBeqxM5dcDhyLifOBu4M7U11zgFuAyYBlwS+YL4k7g7vT6h1IfZl1v9dI+7rjmEvp6exAw5/RZ9PbMQkBfbw93XHPJuKPpvF4J0SY2aapE0hnAx4B/AxARvwJ+JWkVcGWq9iDwNHAzsArYGBHvAq9KGgWWSfo5cEZEPJP6fQhYDTyR2nw59fUo8NV0ND4ADEXEWGozBKyUtBFYDvxB5vW/TOmLwazt2p16mMrkrE9YKp56ctwfAg4CfyXpw8BO4HPA2RFxACAiDkg6K9XvA57NtN+byo6m7crycpvXU1/HJL0NzMuWV7SZBxyOiGNV+hpH0lpKR/mcd955dfy6ZrVNFpTzehOGieT5Soi1tPvLsZ3qSZXMBD4C3BsRS4F/JKVFJqAqZVGj/FTa1OprfGHE/RHRHxH98+fPr1bFrG715IOLlnoo4pUQuz0vX0/g3gvsjYjt6edHKQXyNyQtAEjPb2bqn5tpvxDYn8oXVikf10bSTOBMYKxGX28BvaluZV9mTVNPUC5a6qEyJ14tD543RftybLRJUyUR8X8kvS5pSUTsAa4CXkqPQWBDen48NdkCfFvSnwHnUJqE3BERxyW9I+lyYDtwHfAXmTaDwDPAtcC2iAhJW4GvZCYkVwDr076nUt2NFa9v1jT1BOUiph6KdsJS0b4cG63eVSX/HviWpJ8Cvw18hVLA/oSkEeAT6Wci4kVgE6XA/gPgxogofzXeAPx3YBR4hdLEJMADwLw0kfknpFRMmpS8DXguPW4tT1RSmgj9k9RmXurDrKnquYBVEVMPRdPtFxJTRNXUcEfq7++P4eHhdg/DCqLa5BdQ9QJWlamFbp44a4XKCWCo/jkUmaSdEdFfdZ8Dt9l71QoM0N4LWPlLoaTT3wcH7sSB2+p1xYZtVfPUfb09/Gjd8jaMqKQbjjStpFbg9rVKzKrI6+TXZLdl6/SjUCvx1QHNqsjr5FetL5RuX9vcTRy4zarI68qQWl8o3b62uZs4cJtVkdeTUmp9oeQ1vWON5xy32QTyeFJKrduy3bV1T+FO/LFT48BtVjATfaH4Jsndw4HbrEM04ybJXqWSTw7cZh2kkemdol2etpt4ctLMqvIqlfzyEbeZVdXKVSpOyUyNj7jNrKpWnYTkE4emzoHbzKpq1UlITslMnVMlZjnSypTBZK/VjFUq1fjEoalz4DabomYF11au4qj3tVpxElIR7xjUbk6VmE1BM/OxrUwZ5Ck9kdfrwuSZA7fZFDQz4LUyZZCn9ERerwuTZ06VmE1BMwNeK1MGeUtP5PG6MHnmI26zKWjmErlWpgycnig2B26zKWhmwGtlysDpiWLzPSfNpshn+Vkr+J6TZg3UzfnYer60/MXWfA7c1hEcLKZvsvewnrXfvqJgazjHbYXna11MXz3vYT1LIfO0PryTOXBb4TlYTF8972E9SyHztD68kzlwW+E5WExfPe/hREsez+yZNWkdn77eWA7cVnidFCy+tHk3v7n++yxa9z1+c/33+dLm3S153Xrew5sGljDr1/SeOv/4q2MnUipeH94aDtxWeJ0SLL60eTfffPY1jqcluscj+Oazr7UkeNfzHq5e2sf73/fe9QxHj8eJlIrXh7eGV5VY4bXq8qPN9vD21ycsv331JU197Xrfw8O/PFq1fTal0s3LJVvFgds6QicEi+MTnAw3UXmjZd/D8tLALzzy/LggnrdrnHQrp0rMcmKG3ps/rlXeLLWWBnZKWqro6grckn4uabek5yUNp7K5koYkjaTnOZn66yWNStojaSBTfmnqZ1TSPVLpL1LSbEmPpPLtkhZl2gym1xiRNJgpX5zqjqS2p03/7TBrn89cdu6Uypul1tJA57DzYSqpkn8ZEW9lfl4HPBkRGyStSz/fLOlCYA1wEXAO8ENJvxURx4F7gbXAs8D3gZXAE8D1wKGIOF/SGuBO4PclzQVuAfqBAHZK2hIRh1KduyNio6T7Uh/3nuL7YNZ25Tz2w9tf53gEMyQ+c9m5Tc9vV5psaWAnpKWKbjo57lXAlWn7QeBp4OZUvjEi3gVelTQKLJP0c+CMiHgGQNJDwGpKgXsV8OXU16PAV9PR+AAwFBFjqc0QsFLSRmA58AeZ1/8yDtxWcLevvqTlgbqS89j5V2+OO4C/lbRT0tpUdnZEHABIz2el8j4gOz2+N5X1pe3K8nFtIuIY8DYwr0Zf84DDqW5lX2Y2Dc5j51+9R9xXRMR+SWcBQ5J+VqNutZmUqFF+Km1q9TV+MKUvmrUA5513XrUq1gK+CFRxdMryyk5WV+COiP3p+U1J3wWWAW9IWhARByQtAN5M1fcC2dmUhcD+VL6wSnm2zV5JM4EzgbFUfmVFm6eBt4BeSTPTUXe2r8qx3w/cD6Xrcdfz+1pj+YpxxeM8dr5NmiqR9OuSPlDeBlYALwBbgPIqj0Hg8bS9BViTVoosBi4AdqR0yjuSLk/56+sq2pT7uhbYFqU7PGwFVkiak1atrAC2pn1PpbqVr28544tAmTVWPUfcZwPfTSv3ZgLfjogfSHoO2CTpeuA14NMAEfGipE3AS8Ax4Ma0ogTgBuDrQA+lScknUvkDwDfSROYYpVUpRMSYpNuA51K9W8sTlZQmQjdKuh3YlfqwHPJFoMway7cus6a7YsO2qqsU+np7+NG65W0YkVn+1bp1mc+ctKbzKgWzxvK1SqzpvErBrLEcuK0lvErBrHGcKjEzKxgHbjOzgnGqxHxWo1nBOHB3OZ/VaFY8TpV0OZ/VaFY8Dtxdzmc1mhWPUyVdztdetmbx3Enz+Ii7y/msRmuGWvettOlz4O5yvoegNYPnTprLqRLzWY3WcJ47aS4fcZtZw000R+K5k8Zw4DazhvPcSXM5VWJmDecrQjaXA7eZNYXnTprHqRIzs4Jx4DYzKxgHbjOzgnHgNjMrGAduM7OCUUS0ewwtI+kg8Is2DuGDwFttfP16eIyN4TE2RjeP8TciYn61HV0VuNtN0nBE9Ld7HLV4jI3hMTaGx1idUyVmZgXjwG1mVjAO3K11f7sHUAePsTE8xsbwGKtwjtvMrGB8xG1mVjAO3GZmRRMRftR4AHcBPwN+CnwX6M3sWw+MAnuAgUz5pcDutO8eTqakZgOPpPLtwKJMm0FgJD0GM+WLU92R1Pa0VK7U9yiltemvAP8P6K8Yf17G+FPgI9P8LFam32MUWNfAz/h/AG8CL2TK5gJD6XcaAua08T3dAjwNvAy8CHwuh2N8BPgAsAP4SRrnf87pON8H7AL+JqfjO23Sv9lGBrlOfAArgJlp+07gzrR9YfoDnZ3e+FeAGWnfDuCjlALXE8DvpPLPAvel7TXAI5k/nL9Pz3PS9py0bxOwJm3fB9yQtq9OfSv19RNK/7j7M2PP0xgvB7ZP43OYkcb/IeC09Htd2KDP+GPARxgfuP+U9OUArGvz5/4Q8JW0/QHgf6dx5GmM9wE3AO9PP8+iFIwuz+E4HwW+zcnAnbfx3TDp32y7A2ORHsCngG+l7fXA+sy+remDXAD8LFP+GeAvs3XS9kxKZ1spWyft+8tUplSn/MXxUWBrtk6mzR7gfzE+cOdxjAtO8b0/0W+1360Bn+0ixgfuE2NN79eePLyn6efHgU/kfIynAz8GLsvZOH8P+L/Ack4G7jyNb9z7ONHDOe6p+SNK364AfcDrmX17U1lf2q4sH9cmIo4BbwPzavQ1Dzic6k7YV2bf7Irx5nGMp3pl/Ub2VY+zI+IAQHo+a5JxtOQ9lbQIWErpaDZ3Y5Q0Q9LzlFJPQxGRt3H+MXCIUlqxLE/jq+vv2nfAAST9EPgnVXZ9MSIeT3W+CBwDvlVuVqV+1Cg/lTYnytMYFwKLJL0A/AZwoaQvlMeYeZ0TzVo5xin0dSoa2dd0tO09lfR+4K+Bz0fEP0jVqrV3jBFxHPhtSb3AdyVdPNEgWz1OSZ+kdLRd763m2/3vZ0I+4gYi4uMRcXGVRzloDwKfBP5VpP/PUPpmPDfTzUJgfypfWKV8XBtJM4EzgbEafb0F9EqaGREfB/4Q+LuIuJhSju6LmaC9EPhVxa/W0jHW6qvKvqlqZF/1eEPSAoD0/OYk42j2e3qAUtD+VkQ8ltMxnvg8IuIwpTmXlTka5xVpPOcDG4Hlkr6Zo/FV9jWxRuUIO/WRPuiXgPkV5RcxfuLi7zk5cfEcpUmZ8sTF1an8RsZPXGxK23OBVylNWsxJ23PTvu8wfuLis2n7dxk/8beD905O5m6M0/gcZqbxL+bk5ORFDfycFzE+x30X4yes/rTN7+mzwJ9XjDlvY/yPpFVXQA/wPykd8ORtnJ8FruRkjjt345v077VdAbEoD0rLel4Hnk+P+zL7vkhppnkPaVY5lfcDL6R9X+XkUqH3pQ9plFKg/VCmzR+l8lHgDzPlH0p1R1Pb2alcwH9Lr/EL4A3g3fS8NYdj3E3FUsVT+CyuprSi4hVK/9to1Gf8MKUj2qOUjoyup5R7fJLSEq0ny//I2vSebqP03+efZv4Or87ZGL9DaYncrjTOF4D/lOrlbZyzGR+4cze+yf5mfcq7mVnBOMdtZlYwDtxmZgXjwG1mVjAO3GZmBePAbWZWMA7cZmYF48BtZlYw/x9/MqwBUL2PIAAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = cities_europe2.plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import contextily"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = cities_europe2.plot(figsize=(10, 6))\n",
+    "contextily.add_basemap(ax)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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FNNsXBIEr2ALg6oXlchm2bSMWiy3NKIuMgSkIX9Rw/+5J7xPkEeh2u0in02e+oJ7n4caNG2g2m/xBpxvuTuiyFnF3QZMY6aaTsMqkz9RqNXieh0KhwN+jZ65Wq/FcgrW1NSQSiYnPIxnvx71/kaFzQAuBWTwDFH5xXRexWOzcVPvmgW3baLVauHr16tImUBJNAsATU6k50LRJgeMeY8YY77exTCJjYEGQl4DilFS6dFpIp0CSpKUrF0ZEzBvyAgyHQzQajRHFP8YYN7oNw4Cqqrh8+TIfNMkLQK7UcrkMTdOO1dBwHAeNRgOlUumOeW4oUbjf73MBMVmW4fs+97RM+zvZbBb9fh/r6+tL85osIp9K0zQkEgm02+0Rw3GR+L4PURS5gBKFDJLJ5BFZbPKCOY4Dz/N4bsB5iiKFiYyBBRJ2/ezs7EBV1ZFM6NsJAIVVqiRJ4vrrd8qAFnH3Qvcw9QEolUrwPA+tVgu9Xo8Psmtra2g2m1xSl7L9G40GhsMh4vE4BEE4MR+n0WggkUisbDLZtISFkFqtFiqVCh8biGk9hTQZi6KIXC6HXC43lT7DvPA8j4czZhVCI32W8Tg6Ywzr6+vY2dlBu91eSs6AIAjI5XIYDocYDAbcy9LtdpHPH5WoJ/E3mgtWqZ9NZAwsmLCHgOQxw7KqsVjsxOSQcGUAxVUjIi4qYQNX0zSsra2NeALI1R2LxZDJZHjDllarBVVV0Ww2+aRISYe3cwnT+xfZiKYE5n6/j3Q6zb0pk6RrpzlOWqVms9lz8zR2Oh0wxm7bWnccEosqFApHjEBJkrCxsYHd3V0A800iDLcSHr9faduU22LbNlc/pEZ2AHg3wlkTDZdBZAwsCdLbDt+8e3t7UBQFmUwGuq7zm4YMhsFgwDsj0qpm1W6giIhpCA+isixjMBhAURReFWCaJv+MLMtQVZWvGnO5HG7dugXDMHg4wPM8qKp622ZCs/aDX1V6vd6I1+QsZX9hY2wR6oLTIIoiisUiOp0OLMtCIpGY+ru+7/PyyXw+f2QxJcsyyuUybt68iSAIkMlkzrz69jwPtm2j0+nwqgHy1tLxaJqG4XAIQRAwGAyws7MDAMjlcrzkNRaLodPpoNvtIpFIrIxXAIiMgaUxPhjRzTscDlGtVgG82YaVSgQdx0EQBCtpRUZEzAq5/TVNwxtvvMEHRc/zuDa967owTROyLPOBUpZliKKIWCzGVQHJCPB9/8RVJblsNzc3l3KMi4C8AqZpgjHGS+duNyaEvTD02XAZJ9W4nwcU3tB1HcPhcCbjRtd1KIqCTqfDE0vHvRuyLGN7exv1eh03btxAqVQaKU2dFVKo9DyPX4dsNss9D4wx5PN5roWh6zq63S6SyeRI2IYaKXW7XQwGg3M7/5NYHbPkDifsKgpDNxK5PW3bRrfb5e6ms+iLR0SsEp7nYX9/n5fAMcb4ZE4CLLIsQ1EUHj4DDhIAaUBtNBoAwD0Huq6fKDLUbDaRSCSgKMpyDnIB2LaNXq/HcyOmGRNo0gcwItbkeR4GgwFs2+Zy5eeJJEnodrtcH2Xa79Ak3Ov1sLe3h16vh8FgMNLvRVEUlMtl5PN57O3tnbklNZ1PSvyzLGskEZJ6LVA1wObmJjKZzBFDhSSvV61FduQZWBLTTOjRpB9xpxJemdLERiv/crnMJ/VkMnlERVBRFBSLRS4XPMtzMhgMeF7CRcJxHLRaLWiahna7DcdxZkq0c12X17BLksQNAjK+qKRzEW7qWSoFKLt+lqZEjDHE43FomsYNG0qmXF9fH1ltUzmp67q4efMm1tfXT1U+ScqUlmXx10jzhQxNMkBEUeRhrOOQJImHfFYlVBAZAxEREUsjCALk83lYlsVzAmq1GgaDATKZzMRqmXDlwUkD7CQSiQT6/f6JHoRVw/M8NJtNVKtVXi44qwIdhRvj8ThM00Q8HoeiKBgMBpAkCdlsdiGaAuG6e/Lm3G4b0ySBjkPudtd1eQOfcCJqGMYYMpkMFEXB/v4+Ll26NHPlBFW8UMtl3/chy/LE8K8gCLBt+8R7lZLBSYdmFYiMgYiIiIVCkq1UVWNZFnq9HobDIWRZRiaTmbpv/SyTF3kadnd3F67rPi8ocZiqBQCcWoo27MamVsTULnhRZYQkiSyKIs+av922KCcEeDOkcbvVMl1bWq0PBgMeXp2k50LJe7Isw7btmUu0GWOQZRnFYnEkgXPSfpJn4Ha/JwjCSpW7roZ/IiIi4o4jLLJCA58sy9A0DaqqolQqYXt7m4cFFpEfQ25bkgxfZWhV3Wg0+OQzaw0+QSXNNMm22214njfV5HwWhsMhX61XKhW0Wq2JIQAqr2aMwXEcXk1imiZarRZvw3xSCIGOMR6Po1AoQNd13rExvJ1wgmImk+Htq2eF7k/yZBxnpE1jvNExrVIuS2QMREREzBXKYqfyq1KphEwmg36/P9JmuFKpYHd3d+ETtaqq3HW9Sriui16vxyevwWCA/f19DAaDM8eRSfwmCAIkEglks9mFJwuS10fTNJTLZaRSKXS73SPn3vM8dDodNJtN3hq+Xq+jUqlgMBig0+lgb28Pe3t7t01ypIRrQRCQyWTgOA7vUUH7U6lUeEJ2MplEOp1GtVpd2Pmgao2TOO/EzUlExkBERMTcoEG4WCxie3sbW1tbvCY8lUphc3MTnufxWDglui0Kz/PQ7/eRSqUWto3TwthBwzNKStM0jU9o8/htmnBIpncZCoPpdBr5fB6KovDQD63MgQMjhcr0SH0vmUyONHhTVRWZTObEplPAwb0mSRL6/T6GwyFisRjS6TQ3sIIgQKvVGjmfVBLoOM5cjVDqGgmAKwyeBHkXwvoa502UMxARETE3aBCmwVHTNGxvb/OEKVEU0e/30ev1UCgU0Gw2YVnWmfp2nASt0lbJHUtQn3pqotTtdifK7AZBAMMwMBwOeakalRt6nseT44bDITqdDmRZxnA45MYF6eb3+30uO0ydDqk8cx5QaIOMDs/z4Ps+2u02Dw+FQwKu645oHoiiyEsMNU2DaZonutypMoUqL9bW1rg6IyWNuq57xBAid/8sFQy3g5oUpdNp7hE7CapyaLfb0DRtru3tT0tkDERERMyFcB8N0zShKApkWeZ12VRbLYoiHMeBLMu4dOnSQldGlMw1rv65KqiqyrX0AXBjgCAZ82984xtwXReZTAYPPvggXnnlFbz88stQVRWPPPIIUqkU9vf38eqrr0JRFEiShFgshqeffhr9fh9f/OIXUalU8O53vxvr6+twXRfPP/887r//fjz44IO4dOnS1JUaZJwMBgM++ZOSIdXfx+NxnsCoKAoajQZXWyUDwLIseJ4HSZKQSqWgqir29va43PBJ+RKu68K2bZ5zQMYn3W+kpwDgSHIq7dc8u71SQmKlUuHHSV0HjzsGURSh6zo6nQ43hs6TqYwBxtg/AfCPADAA/yYIgo8zxnIA/gOAKwCuA/ivgyBoHX7+FwD8QwAegJ8JguC5w9efAPB/AdAB/AmAfxIEQcAYUwH8LoAnADQA/L0gCK4ffudjAP7Hw1351SAI/t3h6/cA+H0AOQBfBfAPgiAYnvZEREREnA1y29q2zVevrVYL8XicC8RQclmxWESv10Oj0VioDgAl0U0Txz0PSKiG3NnjWe6e5+H111/nK/vvfOc7qFarPCNeEAS8/PLLvDKDVuC9Xg+9Xg+f/exnARwo4sXjcfz5n/85z8Cv1+v47ne/i6985Sv4kR/5ETz66KNT7XMQBPj4xz+OXq+H++67D4lEAu973/vgOA76/T6ee+45fPSjH0W32x0xBoMgwAsvvIC//du/xUc+8hGkUqmRGn0KbTDGYBgGgiCA4zhHjBTqWlmv15FMJrnhAYB/PpVK8fK/cdGfbreLVCo11/AUrfRN04RlWajVarwj4UlGDXll2u32iDgW6Q8sswLmtsYAY+xhHBgCTwEYAvh/GWOfPXztz4Ig+BeMsX8O4J8D+GeMsYcAfBTA9wHYAPA5xtj9QRB4AH4LwE8B+BIOjIEPAPjPODAcWkEQ3McY+yiAXwfw9w4Njl8C8HYAAYCvMMb++NDo+HUA/1sQBL/PGPs/D3/jt+ZzWiIiIqaFQgMktCIIAp+8gIPEuEKhgFQqBUmSuHcgl8txOeJFTdTUE2RVhF3G8X2fJ7dNcomPV2RcvnyZ51kYhoGHHnoI3W6Xez42NjZ40l0ikeBlhK1WC7Is89WwrutIpVLo9Xozd84LggCNRgOZTAbb29v467/+a3z1q1/lsXLLsvCpT30KX/nKV7CxscErA2Kx2Eh1gGVZfPUMgBsMa2trAIBKpYJOp4NCoXBk/+i69vt9LgNMEylVYQiCcMRdTxULpVJp6uOdBhJCouP3PA+NRgOWZfEcikkTO2OM96UxTZM/M3Q9yZhYBtN4Bt4C4EtBEJgAwBj7CwA/DODDAN5z+Jl/B+D/A/DPDl///SAIbACvM8ZeAfAUY+w6gFQQBF88/J3fBfARHBgDHwbwy4e/9YcA/g92cOaeBfB8EATNw+88D+ADjLHfB/BeAP9NaPu/jMgYiIhYKlQ1oKoq+v0+stksF7ahRC7P8/hALQjCSPw+PBksAppEV9ErALyZ6BcEwcRBX5IkXLt2bUS+ud/vw/d9JBIJPPDAA7h+/Tra7TYYY1hbW4NlWZBlmbvHJUlCMplELpdDs9lEOp1Gv99HuVzmYYlJ7XZPQlVVPPXUU7h06RKee+45AMDf+Tt/B3/yJ38CURRx48YNuK6LnZ0dPPvss/irv/orXL9+Hc8++yy+/e1v8xU7daAMN5OSJImX7oUrBcLGkq7ryGQyiMViPAxE5/Ok1TR5EOadQxI+j91uF6IootPpcD2Nk7Q0SExLURQuoKQoCk8unWc44ySmMQa+CeDXGGN5AAMA/yWAFwCsB0GwBwBBEOwxxtYOP7+Jg5U/cevwNefw3+Ov03duHv6WyxjrAMiHXx/7Th5AOwgCd8JvjcAY+ykceCOwsbExxeFGRERMS7gbYS6XQzKZRDKZ5CtTSZJQq9VgmuZEgZVFu0ElSeIx5FlV7hYBiQpRNjkJMB13Hhhj2NraQrlc5p8hw4CEa9bX10dEcK5cuQLf95HL5VAsFiEIAveO0OfouoUn4GlhjOGZZ57B448/Dk3T8Mwzz4Axhvvuu4//fqvVwv333494PI6HHnoI6XQaQRDgxo0bePrpp6GqKtLpNGzbhmEYvP8EYwyWZSGdTkNRFJ6MV6vVkMvlRlbYlJfS6/XQ7/ehKMqJzYgo12Fc7vo0kH4BGS2UzBiPx7nrX1VVXlpJTY5Oqo6gBExCluW5VJZMy23vgCAIvsMY+3UAzwPoAfg6gJMUGyad5eCE10/znZN+a/TFIPgEgE8AwMMPP7waNRwREReY8YmEXM2macI0TeRyuZEMaXLJnoerXhRFrjOwCuWFQRCgWq3yXAbDMG67mqXVPTHu5Rj/P/UikGWZ5yDM0zNCxgDxQz/0Q/zf999/P/93q9WCZVkQRRGXLl1CKpXi/RYGgwGP76uqCt/30Wq14Hkeut0uNwwoMbHT6aBarWJ9fZ2HAYIgQK1W44mL3W732CRI6vzY7/exvb09F2OgXq8jHo/zFT/tA/2f8hkqlQp6vR7a7TZisdjU1RuSJC1VLGuqpzMIgt8OguBtQRC8G0ATwPcAVBhjZQA4/Lt6+PFbALZDX98CsHv4+taE10e+wxiTAKQPt3Pcb9UBZA4/O/5bEREAwJPVwnXOEaeHSgbDmdhUptbr9aCqKpLJJE+eCq9ezytmzxjj4jercA/QOen3+7ykcFHekVarhcFgMPfjDqtFnvSHJn0qJW02m/A8D7quo1Ao8FV+Op1GsVhENptFLpeD7/toNpu8jFKSJBQKBW4oAG/ei8PhcKqOh47joFaroVQqzUVvgY6PkmIpgZA6J9JnqIeCIAjwPI/nh8yynWUx1RNKIQDG2CUAPwLg3wP4YwAfO/zIxwD8x8N//zGAjzLG1MOM/2sA/vowpNBljL3zMB/gJ8e+Q7/1YwD+PDi4g58D8H7GWJYxlgXwfgDPHb73+cPPjm8/4i7G930eQ6SuYoIg8OSkiNNDWdzD4RCJRAKxWAySJCGfz6NQKGBtbYVAgCcAACAASURBVA3JZBKyLPNBkVrKniexWAy2bd9WL35Z0GS0SEOAMcYVDedZTz8L1CyJWlQLgoB8Pg9RFHmmPP0RRRHZbBb5fJ4bmuGwEuURTIqf08R8XMMfWsWn0+m56llks1kkEgluaNLzEVaVpH2btcEWAB6GWBbTbun/OcwZcAD84yAIWoyxfwHgU4yxfwjgBoAfB4AgCL7FGPsUgG/jIJzwjw8rCQDgv8ebpYX/+fAPAPw2gP/7MNmwiYNqBARB0GSM/c8A/ubwc79CyYQ4SFb8fcbYrwL42uFvRNzlUEc2iqv2ej3EYjFeW7xMS/tOITyZUz10rVbjKzrXddFoNPhnstksdnd3efggm80uRf3uOARB4EI85503QEl+tm1zF/qitqNpGjfIlp1ASUqDAJDL5UY6GB6XRAeA6xJQLkVYs8CyLC6mFA6dqKrKwwfjv+37PiqVChdnmtfzT8eRTCZRr9d5bJ8ULym8ETZ26D6cBt/3YZomz7VYxrg11ZMRBMF/MeG1BoD3HfP5XwPwaxNefwHAwxNet3BoTEx4798C+LcTXn8NB+WOERHcMqfGJbZtY21tjSueLbtm906BJhKqCvB9H7quYzAY8IGORGcGgwFPGkylUlwP/7zPOyXMnfd+EJQVvwyPCYXKlqXASMc0GAzQarWQSCS4zsQ0kGu92+3CMAwA4KEBkq8mgSEycIbDIY/Hx+NxHpIKggD7+/sAgM3NzYWEqug3qWUxOxRBsiwLpmkimUxyIaZZWjVTOM4wDN6/YeHJtgv99YiIJRBWuNN1nScptdvtkR7uqzIZXCQo5k4rNErsWl9fR6PRQCKRgKZp0DSN10iHO9cdV1+9TEj69ry9AkTYcF00p3VRnxaSH+73+yPKhLNAZYeO43AjlAgL+lBZoq7rXF6ZKgrCUsXb2wdpZ4syCFVVRbPZ5GWyZAw4joPd3V1+DPF4fOp7UBRFFAoFBEGAdru9FAXN1Xg6IiLOAD3kvu/zxiXAwcBk2zZ3K0bMBk1a7XYbqqrCtm3EYjEkk0l0Oh3k83nYtg3f9xGLxXi2vqIovPnMKkCTyarsj+M4POls0SQSiaUmbwqCgFgsxmvtT2OIaJqGjY0Nfp7a7Ta/91KpFH+eKTxVLBYhSdKIVsNwOEStVsPGxgY8z0Oz2UQ2m12IhySVSmE4HKLZbPL8DOoRQftJxzWLh4S8R8tS0IyMgYgLD1nb4VIjSnJb1qB7p0LxTlKGI7U0UhOcdG4p2WtVIMXDVbgPSGeA9mnR2zqP46Zk3dMaIYwxKIoCRVEQBAFUVUWtVuNa/nTeaBHQaDSQSqW418rzPOzu7iKfz0NVVd6ngHplzPN80KSdy+Vg2zYvBaRwRjab5YqQ1D1zlvwZyo0wTXPu+z7Oamp0RkScAopfU511p9M590z2i0pYS0BVVcRiMXQ6Hezv76Ner/OOeeHPrUr1wDjUwGZV6PV6S1mtM8bQbDZhmubCtwUceOK63S4ajQY0TcPa2tqZj5MdqvMVi0XYto1Go8HvL8MweIlmu93mnqxGo8HllikHIR6PL8z4IqMrkUiMvE5GNO2vZVno9/szPx+kskgehkWxOuZ7RMQcYYwhk8lwcZNVWBVeNKgSYG9vD7IsY3t7G47jYG9vD0EQoNls8vawkiTxXIFCobBSngFq4rMK9wDlLywL13V5O99FHj9NeqZpYjgc8hX8LNsMl+NN+u1UKoVOpwPLsnizJfoOXV+acMPCQowxFAqFib89DxzHmahlEq6oIEj8apb9oM8u2oBcnSc2ImKOUFmhKIor27521bFtG51OB5IkYWNjA5qmcaPA8zye7S3LMizLQiaTWSkjgHAcZ6715WeBvFeWZS3cOKHfNwwDuVxu4c8AeYvIVT9rg6jhcIjhcMgrAsjb1O12uaudBIkoMZgSXKlypVqtjhijZHwFQbAw7xD1UBj3wJCnLIxpmhgMBjykMQ1hye9FsnpPbkTEHKCEwnAJUsRsUDJUPp/n5WGUD0Bd6ICDQWrRDYfOguM40DTt3MsLKeGNGictI5xCpW6DwWCmEr/TIAgCX61Pm6tDq37KTTFNE57nIZ1Ow/d9NBoN3vWQINlr8v7lcjkIgoBqtQpFUUbc9b7vo16vYzgcolAozDQJz3LcmUyGdys8CQqlzNJ8aFl5T1HOQMQdBzURIY/AKriHLyJUrhmPx3mbXIK09U9zfqlenFZ+i54Ui8Uims3mQqR5p4XuyVarxfsRLAuqc18kJMdLFSWz6Hp0u10Mh0Me32+1Wvz5lSQJxWIRsixD1/WRaoBEIsENAcMwYFkW1tbWRgSMut0uer0ebNtGq9VCv98fCS/M69g1TeP7eTsolDIOGUbhfaMSyWV0Low8AxF3JJIkcdW5yDMwO1S/3ev10Gg0wBjDPffcg3g8fubffu211/BHf/RH+NCHPoSvf/3r+NCHPsTbHFNtuaIoI217SSeAvBKSJE3tNlVVFaVSCbu7u0ilUsjlcucSzmi32zBNE/F4nLvTlwGVhy4yjBMEAVcIpHtnWki1z7ZtnmBH2fOk5+95Hk9KpM8kk0kuNd5sNlEqlXh4AXgzZk//Jxe9KIpYW1ubq6eEMcaTFBuNxomGp+u6MAyD5zGQ4UO5B7quc/lmADzEEYkORUScAhqQFin5eqdDdc7Uf4CSBCmuO+3gRB4FGtza7Tb+8A//EK7rwjRNNBoN7O7u4t5778W3v/1tpNNpXLt2DTs7O9xd/NJLL6FQKOCJJ57AzZs38WM/9mNThyboXtje3kar1UKlUsHGxsbSPUa6rp/YYncRkAte1/WFtnEmdzxNtmElwGnodDpwXReapkFRFBiGwUvzyECMxWK85BAALyEmI4/q+Mmo8DzviEeEQhjtdptPuPM0CDRNQ6lUQqfT4cc0iW63y5NvqdsiYwdNm6jlMY1blmVFokMREaeBJrFlu2PvNIIggOM4iMfjXMNBURTouj5xcBrPBqcwgGEYfBVHvOtd78ILL7wAXddRrVbx/ve/H7/3e7+Hhx56CG9961vxiU98Aq7r4sqVK7h06RIqlQoA4JOf/CQefvjhmRMCqURtbW0NOzs76HQ6vNXsMqDEwXCMfJnE4/GFSxKPX/cwx1UKAAeGBN1PpFgYDktRD4DxeD/JDVMCIT33w+FwpARxEoPBAPV6nTdOmqdBIEkScrkcdF3nXoJxXNdFvV5HLBbjf4hUKjXS9ZMSMxddHhsZAxF3JOGyoojTQYMptWClwfi4UAEpxtHA5vs+dnZ2uFeBSKfT+P7v/368973vxXe/+13Isoyvfe1r+OAHP4hUKoW3ve1tePvb345SqYREIoG9vT1cvnwZjzzyCD796U/jySefPPUqSRAErK+v4+bNm7yPwrI4j4ZBFIdfdO6MIAjQdZ2798MdBymEEH4tDDURonLVcB4JaQaQxj8JXZGeACXvhY9tmtwQWiwA4GGjs56f8DbJG7O+vo5qtTpR64Fk0rPZ7MjrZDgSFApZNJExEHHHQhnKEaeDVjlUBhcuTxsfOD3Pg2maIyt2iouPr+iuXr2KK1euQBAE/OAP/iB395KmvCRJ+Pmf/3nuwqUytW9961t4+9vfjscff/xMAzfFX5edTCiK4sxlZfPa7jLKGJPJJPr9PhzHgWEY0HWdl1H2er1jjQGSL6Z7J3xdyNVvmiZEUUSpVIKmaRgMBqjVarhy5Qq/lmQETCuyRP0MXNflaoWnPU/BYfvibrfL+yPQJJ7JZLgGx6Rjv902FUWBaZoL9yhFxkBERMQRwpn+qqry+CYlaI27u03T5F3qaDCnagPyGFCMll6nzwA44gINa9rT6v2xxx7Do48+emZ3KQ3Ky04ipMqMZULXcBmKh7IsI5fLoVqtotfrwTAMnuh5XI8CqkKgJEdFURCPx3mzH0oeBd70MADA/v4+1tfX0e/3udFYrVYn1vbfjn6/j+FwiEwmg1QqdWweAbUVJqnhcBiDkl9TqRTX5yBjgEIc5IkIH/s0HglZlvl5WGSoIDIGIiIiJmLbNhhjqNVqUFWVC710u12u6ihJEtLpNK9l393d5b0LSIil1+vNRfRnXpM3admfRwgpnO2+DFzXhSAISzF86H4QRRHZbBa+72MwGKDf79822TOcE2BZFprNJgRB4BOuqqpIJpPwPA97e3soFotIJBJwHAftdhsAuOF5GhzH4QmQ+Xx+YrdNqpYgdUU6p7Zto9ls8nAY/Y6u64jH4zBNc6QslxAEYSojjYypdruNZDK5sCTUyBiIiIgYgbwC6XSaryxrtRpf/UuSBF3XEYvFYFkW3njjDUiShK2tLWiahlu3bqFSqSCbzXKvwjLb6B53TNRWudfr4fLly+eyH8sMT4Q185dhDFBNPGXVU1UBeYZuR9iLRAl05E0hKWLTNLG9vc1XyIqiYG1tDcCBF6TT6aDVas3sHQjvv+/7KJVKR86ZJEn8/gGAbDYLSZKgaRrW19chiiJc1+UGiSzLPGTgOM6INLEsy/z5mAZd1/m2F/UsRcZARETECOQC7ff70DQNm5ubME0Ttm3zCZ8S03zfh6qq0DSNx4Q3Nzd5y9hlts89Dt/3sbu7y3sUxGKxc8sloUlqmVUMy6yaSCaTvFEYTaaCIBybLwC8KYqkKArPsN/c3OTZ9KRM2O/3sbW1daxhQx4JURRRr9dPZRAAb3oAwrkWFBaLxWJQVXXE5U8eEdqHdDoNSZJgGAZarRZEUYRt2/zzpJcwywpfEAR0u90R7YF5X9PIGIiIiBhBEAQ+kJKuQKFQ4Frz4UGIsrmBN1e9YWMikUice0UHJZddvnz5XLsXUux+kst4EYRL9pZxDSh2Hi5h9H2flzUetw8UW6cuo7IsjyR5ttttNBoNlMvl23o4KJGRhIhO44XxfR+GYUBVVS4bTV1QGWMYDAaQZXmiQUkSyQB4cygKlQEH3oVCoXAqV3+pVEKr1UKz2eQGxzyJjIGIiHMinIR33hNmGFqNUSmXqqpczpXiqeOfD0PSrIuWwJ0WKntzHGfhtfYnIcsykskkOp3OUrZHeRynjaOfhvF7QZZlpNPpE78jiiIymQzXGCCDk7L9DcPA5cuXp578BEFAOp3mMsSngfoHUJ5Cu91GLBZDPB7nypiTntnwa+QRGA6HKBaLcBwHjuOcyhAg70MymeTSy+Mtk89KZAxERJwTVHd+3g10JkH7Zds2bt68yXvKT7MyAzCyujtvaMVq2/bSs/nH90PXde46XjSUL3CSi35VCLvaCdM00Ww2sbW1NbNHh5JYa7XaqfYnCAKe+Njv93n+wyzlylRmGYvF+DWYtZNjGLp/BEFAp9OBKIpQVZUn6J50jkhA7CRPSWQMREScA77v8+Yr/X7/vHdnIlQCSIM0yRFTx8KTJvpVMALCxONx1Ot1rlR3Hixb14C0/bvdLs/zuCgMBgPs7++jXC7zHiOkhjkN89AYGQ6H6HQ6cBzniLDRtN+Px+MjCX/zMAIVRUE6neYeAjo3mqbxZ9S2be6JAsDDJiflUUTGQETEkgjX51PtMGVfrxphFThRFKFpGur1On9/GV3U5gkZL71e71zbLdPKkPIyFnntx2WBT5IEXhae593WVe44Dvb29rC+vg5VVVGtVtFut5FKpZbq2bFtG7Zto1AonGo1T71R5p39T56uVCrFq3663S5qtRqSySR0XUc6ncZgMECj0QDwZmLjScZIZAxERCwBMgJ830cQBNB1HYZh8LrzVTMIaCKhzHBVVdHtdnmfgpMIdx5cFRhjyGazaLfb55bUSJn9FD7Z3d3l157i0PPE8zw+oZEq4LgO/jKhHIDBYMA7DNLzQN4najyUTqd53wpq2jOrEafrOhKJBO9yeBpIaOs010aW5Yl9CeYBlV0SqVQKiURiZF+p7JGEjW6Xm3T+dT8REXcJvu8jlUrx7G5RFJfaynYWKDzgui48z8Pu7i4fXMMJaWFvB7kn9/b2RhrNrAqxWGykDvw8EASBx/ElSUKpVEIul+Pn0HXduYQT6DeoJG1/fx+VSgWGYcxtG9PsA032AHiL3vX1de6lef3117GzswPbttHr9bC3t4dWqwXXdXHz5k0YhjGifDkLkiRhbW3tVDkTiqLwMtTTPp/L1JSg8SS8r+RBmNaYiTwDERFLgFaANDhUq1UoirJ0SdxpCa8kVFXlq8l2uz2SqDQcDiEIAvr9PrrdLoDldMg7DSSFPBwOz33/BEHA1tYWRFHkZZikrX+7VsPjDXEmQWEeRVF43sBwOEStVsNwOEQ+nx/xEJzVIPV9H5Zl8TwF6h9A51qSJL4/juOg3+/zzoKe5+H69etc1TIWi/EyQ+I03hyaIEkca5aJOR6PI5FInOk+WUWP30ms5kgUEXGHQSubbreLQqGAWq3GB79VbaZEuQ2WZSGXyyGRSPCVGr3f6/V42RXpzC9T5GYWlqHvPi3hznSCIKBYLOLGjRsjvR+OO4f03nA45Nr/9FnyxtA9RUJLVLIXj8e5Sl8ymYSmaYjH40in03wlfxq3uOM4+Mu//EtsbGygWq1ic3MTr776KkqlEuLxOLrdLmRZxv7+Pu655x7e8yLcd2C8+oSMZ+pJwBjj5a6zcJoyQzJoznIfn0eXyrMQGQMREUuABlkafEmIZBUU+o6D3IzUZGh8VU0d4uLxOAqFAlqt1rlp/k8DSbmet1dgEpqmoVQqod/vo16vT5yQaWXruu5ImaTnefzztm1DkiTIsszliGlSZYzxLn2SJKHX62EwGPBa+mazCQAoFApT7fMffW0H/+q5l7HbHqCcVvFOvYmnez189atfRbFYRKvVQjqdRrlcxq1bt3D58mV86Utfwrve9S5ks1ncc889/LdOumd834fnebhx4wYKhQLy+fyIEl/4+Md/h4xtXdenNgbIO3FWHMeJjIGIiIhRGGPI5/MADuqnqdXpqk6chO/73L28traGer0OXdd5wxjGGIrFIobDIYDVKykMM2n1uSqQcp5hGDx0MGlyIwElSr4jd7zjOBNbM9PnyCMiCAL3SHiex5X/Op0OLMvC5ubmVPv7R1/bwS98+kUMnINqhd2Ojc/20vi+R7bx/d+v894CnudB13XkcjmUy2We7Z7JZKZy25P+AJ2HVqvFmxYBQKfTgW3bEASB1/OPG1KMMcTjcRiGMZLHQueS8l3C/RPmIQRm2/ZtBZdWicgYiIhYEDQgkoBPtVrllQQ04K/yyoFc0UEQwDAMnuxI8WfTNFEsFnn5GsmvriqCIHCjZRUhaWfqwgfgSFIYTeiUp9Hv93kfAFr9h8Mg1PSHEhbDvRE8z+MtgylhdNoyuH/53EvcECBsD/jEF/fxBz/5yJHPk5GSy+UAHBiZs6zU6VxQ06zBYADXdWEYBjRN494Dy7K4Z4QMAwDcI0d5LcBB+IAMdOp+OBgMEI/H5+IZWFbr6HkRGQMREQtiXMOfFP1oJbPKEyfwpouVesSTOBKtoihpTNM0yLK81GTIERd1RsP/8O7L+PGnrnAjCxgVeKFzv4ohgjCJRAJbW1vcGzNuLFqWBdd1eVLecDjkq1jXdUeMBzIM6D0yFsiYkGUZ8XgcyWQSpmmi3W5D13W+6qaYd9jbQJPuXnuy1HS1dzCpUjkqXQ/LsrjENXBwbai1MslEh7fDGBtpk02QEdNut0dyJ2h/Sfa30+lAkiR+vSlfgowB8iTQZK0oCu+/MY/7mPaNQhgXgcgYiIhYEOMDOQ3asiyfa3nbrNBxUJOVdrsNx3GQz+dRKBSWbtQccVG3LfzSf3oZr732Gv7+u+7HYDCAaZpYW1tDuVyGKIqwLAvdbhfb29tL3ddZYeyg0Q2VdIZXsnT/0ARKyni9Xo+viMMleOHPh3+DoNcrlQoGgwEsy0KlUkG320Umk+HJroIgoNfrcU+E67pYS8io9I7ewxklwB/8wR9AURQ88sgjKBaLqNVq+Na3vsW9DuT5ePrpp+G6Ll555RU8/vjjiMVi3FCWJAl/8zd/g0uXLuEtb3nLyDYoqZCONdzymHQkdF2HaZr8nAAYMWxoG+HzQoqb88DzPK4MSMbXqhv/kTEQEbFEaKU2j5jksqCBUtM0OI4D0zSRSCS4yMmy+VfPvXzERT30gU+9NEC6/Z9QKBSwu7uLBx54AK7rolAooFqtolQqrUQlwe0gg5GU5cYrC2hyoSRACj3Rd23bHhGlOe4+EwQBlmXxSZOuL+Ug2LbNJ1rq4kcCST/5WBof/0INThAyLuDjYe81eIEH3/fxzW9+k4clBEHgOgOtVouXDgqCgHq9jv39fei6zkMalA8x7smhpMhyuQzGGDfyTNOE7/totVp49dVXEQQB7rvvPq52CBzE8JfVC0QUReRyOQwGAxiGgWKxuNIhQSAyBiIilk6/31/ZRLZxyL2+trYGWZZRqVSgaRo2NjZGFOSWufLZbU9Wdeu4Ep8kKBFOEAS0222Uy2U+YV4UqE0urXrHGc8PCK96pzHSyBWvqiq/liRSY1kWBEGAaZoAwIV7aJs/cDWJl1/+Lv6sFkcfCuIY4gl5B/erXTQaBwqDjuPw8EChUEC/30cmk+HhGtou3WOFQgGmaULTNPR6PWiahkQiMZJoSCWJVMoai8V4fw/yuH3yk59EpVLBr/zKr4zIMZOcMXkWFhkyImPspOu3akTGQETEEhnPjl51SDWRBGVoZUhd0zzPQyqVWpqHIAgClNMadjtHY9YbGQ0f/OAP8hVYrVbjsrbAalc6jBOOi58Ud55USjfLJBeO1TuOw5MMb+e5EkURf/ehAu556SUe0jiY/G2oqop7770Xt27d4i18c7kc+v0+HnvsMbiui52dHSSTSTSbTWxsbAA4MJJzuRza7TZUVeUte3VdRyqVQqfTgSAIR0ofqcW267rIZrP46Z/+aR5G2dvbw+bmJk+QlCQJhmGg3W5D0zTk83me10BiT5OOu9/v832aBfJkXIS8gcgYiIhYIqssMjQJxhgGgwEGgwG63S5f6VCfgkwmszQvB4kc/cx7LuOXPvtd2O6bK0ZdFvHzzz7IXcK0mhwOhxeuqRLw5v5rmnZip7mzEL4Xw2qFAG47eTHGcPXqVe6JIQ0KSlBUFAWXL1/mSY2SJOHatWtQFAXvec97eCUNvU/JgtTAS1VVpNNptFotHjJJJpMTQ2yCICCdTsM0TRiGgXw+j2q1ik9/+tNIp9PQNA2xWAzPPPMMRFHE5z//ebRaLQwGAzz99NNIJpOwbRuvvPIKnnrqKViWhXg8znVAZFnGl7/8ZWxtbeHKlSv8mlA+ByValkqlI8YCJW+Sp2NVFUeByBiIiIg4AfIEUHc0ypDO5/MTs84XjSzLeNe2hl985gp+6wu72DdsbGR0/NyzD+Ajjx+EBoIg4GViVDp2HpzUJZBc1fR++DOkVFmr1bjrftGc5tqNi/OQMRGu5iAJ6LDhES5fpGMLvxYEAWKxGPL5PCRJ4iWrJxnRtC/ktaIySUrgIy8LcNAemfbx+eefhyRJaDQaSCQS+M53vgNVVdFoNHDlyhVUq1Xce++9qNfr6Ha7+NznPod3vOMd6PV6+PKXv4z7778foiiiXq/jJ37iJ7C2tjayX6IoQlEUNBoNFIvFyBiIiLjb8X1/bmVL58HGxgaP8yqKwgfx4XCIbreLWCzGY6SLgkIsmqbhw48l8cFHSrxuPYzrumg0Gtje3j6XhEGadPr9Pne9A29ODNTPgeLx2Wx25LuO46DVak3sUUCJg7Sipmx6gibkRXkTaB+f/24bv/u3bdT6LopxCf/t23J4330pAOAqlBSyGA6HvBw13JjrOAOEvFFkdE4LYwdy2JZlYX9/H5ubm/A8D9/4xjdw7do19Ho9pFIpyLKMe+65Bw8++CA+85nP8NAAJTNubGyg0+ngySefxIsvvogbN25AVVVcvXoVL730EiqVCjqdDmKxGC5fvsw9Esc15qLmVPNuZTxvLubIFBFxwaDGMRcRRVF4ZrSu6zxrOxaLodfrwXEcxOPxpXgGTNNEo9HgDWgmZYbTanTZ5Vw0kdPkZxjGkRJSypSnuv8v3BriE1/6GnbbFsoZDR++wrDp7qJcLnNRnLC6oyRJeP3113Ht2jXs7e1B13We3CdJEnZ2dlAqlUaMMmopPa9j/LNXDPzGlxqwvcOmW30X//qLNWiaivfdl0Y2m+UqieHvkUHgOA7q9To3DMY9JOHeDLNeP8YYdF1HqVTCK6+8gsFggA9/+MOoVqs8T+HRRx9FoVBANpvFBz7wAXzjG9/Ao48+il6vxw2Ra9euYX19HbVaDRsbG7yd8o//+I+jUqkgnU7jrW99K8rlMj73uc+h0WhMrHzodruo1+tYX19f+fBgZAxERCyBi+oRoMHY930urdput1GtVpFIJAAAW1tbSzu+RCKBXC6HRqNxbFybYtaU9Hg7woI6Zy37JBW8IAgQj8e55K/nebBte6S//Z+9auBff6EGyz1YUe62Lfybr/v4+9cyyFoW/uIv/gJPPvkkDMNANpuFYRhIJBK4fv06LMtCvV5HpVLBxsYGFyCq1WpIJBLcC5VIJPDEE0+cWXkxPEH/7t+2uSFA2G6A3/6bGj72nu+baIQxxrjRQrLQhmHwsBOdO/KaBEHAV+mnuRa6ruOZZ57h/w9rFVy7do3/e3t7eyTvYTxc88QTT0BRFGiaNtFAMQwDV69exeOPPz5RepjUEFfdKwBExkBExJmg1WA4Y3jSoHGRMtnHcV0Xu7u7XPud1AZt20apVOI5BctY+QiCgFQqhVardWx3P4ofkx7CceeeuuFRq93hcAhVVZFKpXjm+SzXjSY8mvTC26FGQL1ej09+v/NCgxsChBsI+MwbQKH/GrLZLK5fv473vve9+M3f/E388A//MDY2NvD5z38evu/j3nvvxaVLl/Cnf/qnuHz5Mu655x584QtfwObmJt72trfBNE3emOisUIJhPB5HpfvKxM/stq2p7gFy51Oj29KN4gAAIABJREFUpfA2yGvSbDbxxhtvIJ1O8yz+eT5D1MVQURSYpsmvHSUpBkHA7wvXdbn2giiKSCaTvAojlUrhB37gB47dThAEI7LIq0xkDEREnAGq67Ysi8dHKQHqIhsAYWil1+12uSQxTXC1Wg3ZbBapVGopxgBtFzjwUFDt+DiqqqLX6534W77vo16vj6zWScSGXM2zHtNxegCMHTR0ov3yfR+1/uRJumkHyGQyfJX81a9+FW9/+9uxu7uLTqeDp556CvF4HJZloVgs4v77D1QXb9y4gYcffhiJRAJra2uwbXtEQ2BWyNii31AUBcViERsZDTsT5Ig3MrPpOEwy4hhjqFarePHFF5FKpVCtVpFOH4Qe5vk8kaSz7/vI5XIQRRGNRgOqqvLEw8FggFwux/tAkHxxp9PhKoeTIG8QySKTgbHqRMZARMQZoIectPtJ8/wiPPzTIssyEokEGo0GLwmj5LBCobBUnQHP81CtVvnkZpomX6WFxXZc151qnybF0um353kNaaJLp9NIpVLwfR/l9Pcm6iWsxWW8853v5CV51DaakhHJOCND9N3vfjfP4lcUZaRBzsbGxqmkr4MggCRJSKfTSCQSIx02f+7ZB0fkoIGD0s6fe/aBU56d0e32ej088cQTsG0b6+vrcw9BkUE57sWJxWJoNBq8SkaSJG4MUkgMOEj4rNfr/HxblgVVVXlIirwxsVjsVAbl+L6Sx4TEmTRNW0j1TmQMREScAop7iqLIH9DBYMAnpTvJGKA2tzQoUUx3vNnLIrbrui6XwSXXLenXB0GASqWCer0OSZIQj8eRz+f5AH2cUUYGQDi3YJxFdWAM5yT8zHsu45f/5HuwnDdX7arI8LHHM3Ach7vMAfB9vF2VwKwhgZOS9SRJQj6fP/I6lXD+y+dewl7bQjEu4h+9Yx3/1aMlvo903cbpdDrcvT4JasVMnpF5eZvCx0n38fj+6boOWZZ58me4yiOMKIrI5/MwDIOLERmGwQ013/d5T4ezYpomWq0WfN+HrusYDAYQBAHr6+tzr5SJjIGIiFNAynyU0EUPJoUJ7jRopRhWatvc3ORNc2jgpol7Xtvc399HPp9HPB6Hbdt4/fXXuRY/Deye56HRaKBUKmEwGODq1avHig3RytM0TS5IYxjGyGcYYzzfYFE1/r7v4+1F4Jf+7jX8xl+8gb2OhUJMxH/3ZAE/cM/yej7QJDPpvlVVdWJ5I3BgEHzgLXn84i/+IlJ+ConG/bh+PcXDFbVaDc888wxPAmy1WnAcB9VqFYqiIJ1O89K8cEVBp9NBPB6HIAhzlY+2bRutVov/5iRjj4xDWZaPVEOEoaqOcFkrrdrDOSFnhYwXCkECB166WCy2kITdyBiIiDgFjDFeihSLxTAYDCCK4tJK7JZJOBQiSRKfgNvt9ohi3LwzpikT++bNm9jY2MD+/j53nROKomAwGEBRFFy5cgW3bt3iyV7j+0MrQhIksiwL2Wz2SEydvB6LzIEgF/MPPZzBsw/mcOvWraUlYVKZK2k2lMtldLtddLtd2LaNZDLJG1K1Wi0Ui8WJv0PiTsDBiv43fuM34Ps+4vE4TNPEiy++iGQyyX9b13XE43FsbW3h5s2bqNVq+NVf/VUA4NUOnU4H+XwezWYToigik8mc+XhpoiaVQgrXHMc0KqGT8h10XYeiKKhWqxgMBjxx8CyVKd1uF77v8/wPanhEv0n3NN07Z9leZAxERJwCKoki93kymeQD450KhUDi8TjXeF9fX597jgRl+ddqNT5412o1Llc7/lmKzzqOA03TsLe3x6sBwliWxbXygYPVYrfbnbjvx2WAn6QqOC2+78M0TTSbTXS7XR4DppyHRXsF6H4lzX9ZllEoFKDrOm7dusU9JZTfcBKqquItb3kLSqUSyuUyvv71r0MQBCSTSTQaDVy7dg2vvfYa7rnnHhQKBbz44otwHAe9Xg+9Xo9P+kQ8HkexWARjDIZhcEMPwKni5GQIuK6LZDI50nBpEVDvhHa7jXa7PVPOAE3s9JwZhgHLspBIJLiwEXVDDO8/ldmGWzNLkjTzcxkZAxERpySdTqNarcJ1Xd5P/k4nm80inU5zl6pt23OPrw+HQ+zs7HCdABroJm2DSg09z4NpmsjlclBV9UhJIYnetNvtETcuVUeEmRTuoJizYRiIx+OnjtfS5LSzs8MVBJd974iiyPtN0OrbNE3Ytg0A/HyT94DUDsfPvyzL+NEf/VH+DLzjHe/A/fffj6tXr2JnZwfZbBY3b97Ez/7sz/IcgsceewyKomBnZweqqvIQBeG6Lg/xJJNJdDod2LbNJ0lqpR1OaAwTDnWQlHav10MmkzmTfsS0kMFKbbRJlItW7IlEYuK9Q4YpNTZKp9OQZZm33Sbxona7DUVRkEwmR3I94vE4D+sMh0NYlsUNoGmP+84fvSIiFgSpqE1ahd6pKIrCVzqUdT1PTNOE53lQFGWm1q/k1g9LJY/DGJsqs55WzeN0Oh1uDMwKqdGJooharXYkDLHM0FJYSKrf7yMej2NnZ4cbSfQ+KSgKgoByuXxkEhNFEe9973snbuPRRx8FALzzne+c+P6TTz6JdruNRqNx7H7SKpigcr12u831B8bPm+u6MAwDiqLwSgxK9F12+C6TycAwDBQKBfi+D8MweKlkOPGW8lioNXOlUoHnebyskUIQgiDAcRw0Gg04jgPXdSHLMjzP4+Wf1FgpFouh0+mg1WohnU5PNT7dHSNYRMScoRUIDZCUZX8nE1aLo//PG9KVP83gTYlox9X6kzv+uIx7RVEQi8V4HgFBg3Wz2eSeiuOgsMVwOOTZ5bTNer3OO/stY5V6O6h+fm9vb6RKhPaLstbJ9TzOWfc/kUig2+0eqeY4LhQjyzL/0+12MRwOj9Tw27bN81rIEJhnUuu0UC4Rec0YY8jn81y/wDAMng9h2zbPaaDJ3DAMqKqKZDLJ1Svp2XMch4foKE9p/J6kio1+v49ut8s9IycRGQMREYeQwIppmiOJOOFYnizL0DQNtm1zyz1c936nYxgGksnk3A2fsOLbaZOgTNM8McZN5YedTgcAuJseAHK5HJLJ5MRJz3Vd3jhI07Tb7ttwOESz2eQeCkpoJO2D8zYC6JgpDECrf/r35uYmms3miGjRIpAkCalUasQYCItKHQfpXpCHJZy0SyW/q9C2etzgEwSB6xHs7+/zlsa9Xg+FQoEbMRTq6na7PL+C8jDo3iUPydra2rE5CXRuyJNA1UDHERkDEXcF47HEcXzf55nVlLjEGINt24jFYrwpTiwW48IuVIJ2J5YSHgclvmUymbm7Xg3DQLvdPlP29XHQip0mHkmSsLa2xoWiMpnMsQmD/X6fx9Mdx4HneSeWndGKkP7fbDZRrVbP3RCgiZb2vVAo8LbUFKvu9XpcXMqyLFQqlRMnnLPAGJuokDhNHwWKpzebTQAHXgYybkzTPNYYmEcC6FmgaxAEAVqtFk/0Iw8j5UUkk0mu70EyyOP3N1UzUYnspHuSOiaSEREZAxF3LfTwk4uYHqBxqDyOmpIkEgk4joNYLDZx0gv//24IEQBvuuHr9Tp3U54mfj4OueEps/+0AzV5cOh6hCcw13VRq9Vg2zZkWUaxWEQ8Hucr/eO2SQlolKk9jewynSfKyl8VY5EmS0rOSyQSR45F0zSejCnLMi/1W1TJI8Xzw62Np3mWaNJMpVJot9s89EOlkcfhOA7P0F/GM0tGFXmFKGGU2jxLknRsGCORSPA22Me1pe52uxgMBtjY2DjSE4MY72x5HHf+CBZx10KDcCKRwMbGxm3r4MPSo9S05KTVL6027wZDgKCyJ8rMD4vVUAb6LJAhUKlUeCjmLFSrVbRaLZ6BTvtDiYOxWIwbAjQYH3eNKfPfsiwwxnjb22knq2QyCdu2cePGjTMJ0XieN5c2xJTzQcbA+AQ/HA55jXz4GPv9Pl/Nep6HSqXCM9/PCmXO076kUqkTNQDGIUls0ps4LvmT9r3VaqFarWJ/fx+GYSzUUKPeF2SAkjFAEs80zky69yjUFI/Hbyu+NM1zN42RPdUoxhj7p4yxbzHGvskY+/eMMY0xlmOMPc8Y+97h39nQ53+BMfYKY+xlxtizodefYIy9ePje/84O944xpjLG/sPh619mjF0Jfedjh9v4HmPsY6HX7zn87PcOv7sYqbCICwc9HIIgoFQqoVQqcZGg4z5L8eRwuc40K8Z6vb4yK79lQufz1q1bPCbZ7/cxGAymPh90Dvf29kZWhqeFyq9o0N/f3+fv6bqOcrmMcrk8kzBUv9/nAkEndUAch4wmTdO4rPJpmaf2ACVJhjPZSdSGJvn/n703D3Lrvs5Evx/2vbE0gN5JNptLxE0iJUoWJUuhVpfjWJ6xvOQlo5lyvbznOMnUe5XFzqSeU5nMxBknsSdjx3mpl3FiVxyN41IUx5Yjy1riSJZE0xJl7aRI9oLuxo6LHRf3Avf90X2OLkCgG0Cj2U0SX5VK5CXugot7f7/zO+c732c0GjlAEkIgFothYWEBpVIJhUIB2WwW8Xi8L0p7lOa22+3shdDNd6VrrFQqfJzm34iCOgoA6LnrV0DTfC79f0IIeL1e2O12OBwOeDyetm2ReiiKArvdDp/Ph1Ao1Fb2WwgBn8/XF6XMde+6EGIcwK8DuFHTtIMAjAA+BuDTAJ7UNG0PgCdX/w4hxHWr/34AwP0A/lwIQSHoVwD8MoA9q//dv7r9EwAymqbNAPgCgD9aPZYfwGcB3AzgOIDP6oKOPwLwhdXzZ1aPMcA1DnoJKbVGTNt0Ot3gTqcHaY3rBWnWO0c6ncbS0lJX7W9XE2gQplan+fl5xGIxnjzboV6vM5kuFothcXGxbQdAt9dDBKxCocBkKX2NmEoHnZ6L0uXAirhOL6lyp9OJUCi0IUY7pcT79ZzJsgxN01AqlbC8vIxIJIL5+flLiLN0boPBwNoI1PbWqsTQK4joRmW6bjNMpJfQTu+iXq8jnU6jWCzycSld3mswQFwSskKmZy2XyyGVSiGdTkOSpJ5/d33G0WKxNASyephMppZZnl7QKWfABMAuhFAAOAAsAfgMgDtX//1vADwD4LcBfBDAw5qmyQAuCiHeAXBcCDELwKNp2vMAIIT4GoAHAHxvdZ/fWz3WtwB8aTVrcB+AJzRNS6/u8wSA+4UQDwM4CeAXdOf/PawEGwNc43A6nXA4HLwaU1WVlezaDRad6tDTC5/JZABsHRFpu4C+P7GVa7Uadxw0T2AUpCWTSRiNRkiS1HdSHWUALBYLisXiho5dqVQ4OOxVJ5/sirdDKUkIAVVVuRRQqVS4BEL/3g40OdH3MJvNl/y2+vN0e112ux3ZbBbLy8sAwKn0To5FAUs7GAwG9rcol8tQVRV+v59bP7sBqY4C70pKl8tlVpKsVCrw+/1M1OxVnMrhcCCfzyObzXIZhUiRRFo2Go19NStaNxjQNG1RCPHHAOYBlAF8X9O07wshwpqmLa9+ZlkIEVrdZRzAC7pDRFa3Kat/bt5O+yysHksVQmQBBPTbm/YJAJA0TVNbHKsBQohfxko2AmNjY+t93QGuAtDKxWQyQZZllEqltm1dVCIA1h/EKP2cTqf7spq92mAymVjhb2hoCE6nk9sQq9UqSqUSisUiD2abwa6nFazBYGjrOtcJiOilaRqn1nu5VnK13A7BAIG07KmNsxPQb0X/6csMVN+WZRk+n4/Jcd3AYrGw+x8FjSQgtW6t22BAJpPhbp/mIFSsdi1YLBa2j+7l2dM0jQMBCnaJB1Cr1bgMSZ4aGwGZOSUSCdjtds4wUIBBQkIkrtQPrHuU1bT8BwHsAiAB+HshxC+utUuLbdoa23vZZ61jNW7UtL8E8JcAcPDgwWuvuHsNolwuM/uWRF7a1TepL3mtgYGIgplMZpARaAOq29J9kSQJ+XyehXrK5XKD7vpm3T8SYSHRn1bn0VYNdnK5HEZGRloSS2mSo0CglwG3Uqkgn8+3tfPtBBR00kpzo/dN0zR4PB5u5+s0GKA0NL0vNpsN2WyWgz+bzYbFxUUUi0WEw2HW4OgUYlXDo16vs94B9dGvB6vVinA4jEQiAVVV2waBdO82klK32WwoFosNzxaVqIj42I9nm2yUnU5nQ8bSarWyTXffjcE6+MzdAC5qmpYAACHEIwBuBRATQoyuZgVGAcRXPx8BMKnbfwIrZYXI6p+bt+v3iQghTACGAKRXt9/ZtM8zAJIAvEII02p2QH+sAa5xKIqCSCSCUCiEdDrNTGj94ESrIzIEAYDx8fGGgYIifiEE4vH4hlvfrmbo74t+4qSgjOremw2DwcCZh3atVvl8Hp/73OcghMDRo0dx3333QVVVlkAuFArweDyoVqt46aWXoKoqTpw4Abvdjnq9jnK5jEAgsKawDfWRk7VzN5kkPe+FJhlaMffj2ZNlGYqi9HQsKgeQt4LH42GxpkAgACEElpaW2KTH5XJ1fGzqlbfb7dxS18l3psnY7XajUqlAkiSWCO+naBKVM4h70Hxd/RwXisUistksWzwTSDegV6zFkegkGJgHcIsQwoGVMsFdAE4DKAJ4CMDnVv//j6uf/zaAbwgh/hTAGFaIgqc0TasJIfJCiFsAvAjg3wH4H7p9HgLwPIAPA3hK0zRNCPE4gP+qIw3eC+Azq//29OpnH246/wBXIWq1Gq8aOnnpvF4vp6SbV/5U6wPQQL4hQxY9qI+XxGrq9fplmdSuZGxlsCSEYAGpdqla+ky5XEY0GsVXvvIVzM7OYmZmBolEApIkwefzsdtduVzG008/zTVnt9uNn/mZn8FDDz3U8vjAyvOaSqXYZ6FTUC2YCK0WiwXJZLJvQagQgnkQ7Y5HGZx2/BpZlrFjxw4OhuhztFKdmJjgLhFN0zAxMbGuImC9Xke1WuV3nIR0uvnOTqcTTqeTycNkQtUr36MVCoXCupnEfqGd9PVmnbsTzsCLQohvAXgJgArgZayk3V0AvimE+ARWAoYHVz//uhDimwDeWP38pzRNoxztJwH8NQA7VoiD31vd/lcAvr5KNkxjpRsBmqalhRD/GcCPVz/3+0QmxApZ8WEhxB+sXtNf9XQHBrgi0OkLQOJBwIqiHb24+lYfqgNbrdZ105lerxdutxvVahWpVKqBkUzHanedW612drVCr2vQbrAkclwrUSRZljExMQFVVXHu3Dmk02moqoqnn34a1113Her1OkvBHjp0CI899hhCoRCXH2699VacPXt2zWs0Go2Ynp7G7OxsxxM5BQLj4+Ow2WxQFAXRaLQv+guE5ueTSIXN2Zxm0Sb9/jS5t7smmsw9Hg8SiQRSqVRbhTxCPp/H8vIyxsfHL/Eb6Pa7WSwW9gDoRrNgPVC2phdORLcYGhpiie5+W4S3g7iWeqQPHjyoPfLII1t9GQNsAmhlQSsxfZ908zNOwQAJEbV70YhEls1mkc/nuX2I2Mh6wpPdbmeDGhpkqQZaqVS2FYHsSgZNmERKbHdfa7UavF5vSyndarWK7373u5ibm8Ntt92GdDoNu92OeDyOQ4cO4ZlnnsHMzAxzRMbGxhCLxVg/fnp6GslkEidOnFjzWuv1OmZnZ1EulzsilNXrdQSDQfj9fmiaxjX4fpem6H2w2+3w+/28gu90X7/fj+Hh4Y6uqVarYXl5GTabjcsI+mugYGRubg5+v39DpM/m60wkEvD5fH1h3FOASJyEy/E+E09pLXGibnHs2DH85Cc/aXmggRzxAG1xpaxsqSMgEAiwOxytdKhe7ff7Ua/XIUkST9brvdCKoiCbzbIVKtVI7XY7k7C8Xi+nNin7oGcr1+t1LC8vc2vjAN2DnkMyenG73UilUmveT4PBgHw+j+Hh4UuCAYvFggceeKBtPXpmZqZh0qKAUv/ZvXv3rnvdJMLUCflQ0zS43W52l1NVFbIs9y0Q0GdTKCNGkrwOh6OtTHcrtNPraAWj0YiRkRHMz8+zwRAJABmNRoyOjrJOALn49QNCCG7P09sg9wrSErhcgQCwkmHx+Xxs87zRcoded6Pl+TZ09AEG2CbQ9//q254A8GTu8/lY7c7lciEajSIcDrdl5RqNRvh8PiwsLGB4eBher/eSOh6ptQGt2cpCvGslOggGugf9hn6/Hx6Ph39LYO0glf6NPN9b/Xu7/Zvb0tY7VzuYTCbY7XaWQl4LFosFoVCo4dnq9/MSCATgcrn4GaYgJxgMolar8STfyX3tBlT6iEajiEajMJvNHPSQsiHpTvQrM0DXupGsgH7izOfzXasj9gMkprTRDD7po6ylhDkIBgZoiytl8tKXAqinm1blbrcbgUCgQRXParXC5/Nx6q3dCpFKDVTD7fV+DDoQNgan0wm/389BltVqhc1mWzfbUq/XWVWv321YncBms8Fut3N761ogQZ9m5ng/QNkAn893SZZECMEKd6QguR6DX18K6wRitc9/YmIClUoFdru9QaeftEAkSeIgoR8gieJeoKoqdxlRoNTPQKVT0PjUaWfFWpBleU3y86CQOcBVA2Ij0yBKg1AsFuMuBFIdy+VyiMViLCDUDtTq1GsbFtX9BugeRBBsds3TB1f60kyr35FaQreCGyXLMrejUptqu+ugdj8CPbv9WBEKIRAIBNYMLsxmM7tQrndOKol1C9KA0L+f9H7RqpsydxtFvV7v2USMxIXIrMzj8WyajXMnoOwSKRJSZ1M3oOdpzdLaRi5ygAG2E8ixTM91oA6AfD4Ps9kMq9XK3AFVVdfU0e8H0ul0Ty/vACtwu91t9QJoYNN3jDT/u7ZqUnO5QWlZfZue2WxuOYkSKVIv7JPJZJDL5fqySnY4HB2ZM5nNZoyMjKzbCknBVzvUajUsLCw0pKS1VS8E2lar1RCJRPjvJpMJk5OTHBBsNAiiyU+SJFaSXA/VahXlchmZTIbT8zRmUDZjK2CxWDiroygK62h0inq9jkwmg0qlsmagNQgGBrgq0EqKlFYeJAlbq9XY8GN0dJTV1DZr1UgCNoMyQWegVT79mQhUzfdOnwWgzhDg0rIW/f6lUmnTg75m0ORHAQlN9GtNKPT9yR2wH8+NEIKJgp2ANPDbvRP0u6y1Si4Wi/jyl7/Mq9iXXnoJr7zyCv74j/8Y//Iv/4J0Oo133nkH3//+93HhwgW8+OKLyGQyMBgMGB4e7ohjsR6EECzZS+n+taBXGKVMxXZ6Z41GI6xWK1tQd4J6vY5isYh0Oo1qtQqv17smmXXAGRjgqoAQomHlQaA0aS6XQz6fB7DimU691ZvZw0vqewO0hz6LYzabYbfbUalUYLPZ2JqV+t7pc/l8nidag8Gw5sQpxIqUbzvNgc0ClaQoK0Eytu0+q1/xJRKJvgao3T7fDocD2WyW350nz+fw1dMpJIoqgi4T/uOdu/Dz3iKsVmtLsx8KaDRNQzwexyOPPIJz587x9//pT3+K5eVlXrE/99xz+Nmf/Vn84i/+IpLJZF/seOl712o1uN3ulv9O7ciKoqBSqTRkULZTIEAQQjTYS7cDBZWSJDGBmdpx19pvEAwMcMWD0pbZbPYSsZRarcbe4PQ5Up8bHR3dtBUjCYZsF8e67QjiBITDYV5t6tsyZVlGNptFrVZjgxmn08mGMIS17i8NfsVi8bKJtwDvaviTYiU9h9TxMjQ0BLPZjGq1ys6GFLAQ10SSJDbXuVzXLcSK5C4FZU++k8UXn0tArq0EJ/GCit977CzefPNN3DJqxP79+2GxWNhAJxQKQQiBYrGIH/7wh5AkCZIkwWg0IhgM4uabb8ZXv/pVnDhxAhcuXMBrr70Gi8XCeh2SJF0iwbtRtFItpTIOBeuUht+OQQDBYDCwZHa7LglNW/HUoLIoGYV1gkEwMMBVAYp8gcaVEL3gbrebmdL5fJ615x0Ox6ZM1uRwuJ0Hl+2A4eFhOBwO5HI5JJNJnkT9fj8URWEhHqPRyLrzpVKp6/NIkoShoaHL1lVAra5CCNhsNsiyjFQqhVOnTqFSqWBiYgKjo6NIJBL4yU9+glwuh4MHD2L//v0YGRnBO++8g7Nnz8JsNmPPnj1ssS3LMsLhcEc951Se6PY7m81mjI+Po1Qq4avfvMiBAEGpC3x7FhhXF7CwsACHw8ECUL/0S78Eu92Oj33sY8jlcpicnEQ4HIbNZoPJZEIwGMRv/MZvYGxsDEtLS6hWqw0BAAmG9RPUugiAuxgMBgMURWnoUtluoKCQ5NMp7T88PLzmftlstmOeiB6DYGCAqwK0wm9XN6aB2WAwQJZltgHdjIGAmOO9msFcCyCOh8fjQTweb6jrO51ObgnTSw7re/a7ua/UZipJEoaHhzfVNZGgF0pyOBzseQ+sBArPPPMMhoeHmaRGwjypVAr79u1DuVyGqqqIRCJIJBIAwBmu48eP48CBA+ue32AwIBQK9RQAGY1GuFwuJAqt+9LztXeNgWKxGIaGhlg0yGw245577ln3HM2W8uVymVVEN9pGR3C5XKhUKqwySYx6RVG2RDegGyiKglQqBaPRyO6Z1ILaCtSCSN4c3WIQDAxwxWO9Gh/9u54FXSwWmZxGk/daL1o30DQN6XR6/Q9e4/D7/ahUKlAUBaFQCAsLCw2/ZfPvSn/vpfQihEAmk0GtVsPIyMimBwNkrBUKhfjPkiShXC7zJK2qKpxOJ6tiulwulEollMtl5g1MTk4in88jn8+zd30nASwp/3W7OtRDCIExrx2L0qWKg2NeGx588EGcO3cOhUIBhw4dgtls3pDID+kxRCIRjI+Pd0yUWwtmsxmqqsJms3UsobyVoHp/rVZDqVSCy+WC0+lELpfjssZafBKyV87n86zHMSgTDDAALrXspD5nqqVRKi6bzTKDeCMDhqZpSKVSHTGY+4FyuQxJkuB2u5HP5xEOh9mrPpFIoFKpYHx8HAaDAclkEqVSCcFg8LLWz5tBfApaLROhk8oBRD7TXx+tetYjZNJgqmfwA+9mEgqFAhRF2fRyAZEIlwbuAAAgAElEQVQaHQ4HlpaWmFDo9/u5tk7cB5I/pon+8OHDWFhYQDQahcvlapAortVqHQnpUHlgo7/xb963D5955FWUlXfvu91sxG/etx9Wq5UzFP14ljweDzweD+bm5voiskMgvki/jreZILdLKi9RNsDtdnOraTabhd/vb/ldisUi70eEzU6DqkEwMMBVC337GU0ONCAQw9xkMiGRSMBkMvWFTFir1frWH94J5ufnMTc3B5PJhHg8jr1798JisaBUKuH8+fMolUq44YYbMDY2hh//+MfIZDIIBAKYmJiA0+mELMtwuVzc4305QCnsRCIBs9mMZDIJh8OBcDiMTCaDRCKBoaEhZoFXq1XOIADg37Ed2rn8URYolUphaGho0wKiarUKWZbZeU5VVQghcOTIkYashr6TQu+BYDAY4PP5cODAASZV6nUUOvmd+jXxPXDDOADg84+/jSWpjDGvHb953z7e3s/7R9+R9Ph7dS9shtPpRDqdRrlcXld8aatBz0dzFoOk0ev1OhYXFyGE4LIMLWBUVYXdbkcgEADQfTfTIBgY4IrH3NwcYrEYjhw50sBI108esizj7NmzKBaLOHz4MPbv3w+z2YyFhQXWSt8of0DTNBSLxcvWTkjliGg0yrXWt956iwcGmuzOnz8PAFyXn52dZWvdarWKmZkZ1q3fbFALod/vZ5tgWu0S+z4cDkNVVZ7QSKWOsh80mOtTps0D51rI5XIolUrYsWNHXxzt9CDBoHw+j6mpKZTLZf4e9F06BfWEd/tckvZCv/gwD9wwzpP/ZoN0EZLJJIrFIlwu14YDApvNhmAwyB0L2wl0PcSXoFbNdt9Z0zSWRo/H4yyuRCVQ/X5UnqJzqKo68CYY4OqFpmlYWFjAm2++idnZWR54qa+bgoNAIIBSqYRMJoO33noLgUAAXq8XqVQKHo8HmqZhz549uPfeeztymdOfv16vo1aroVAoIJVKXbZ0pKIokCSJ+4hppS2EYOtlqhuSAIzD4YDVakU8HueSCRGULgeMRiNOnz4No9GIo0ePYnJyEvF4nAesUCjEUrIE+j1oYHM4HFhcXMSuXbu4BU8/4XYCqsv2OxggHXubzQaLxYJkMtnX43cC6vOntsbNPhfQ3wwBrYzj8XhfAlQ9ZwjoX9akU9RqNZ7o6Xmja6FMIrUNUtmsHWg/eo+tVisrnOoFuOgzpICqb71uh0EwMMAVDdLs9vl8KBaLDanvbDYLp9OJyclJXrFZrVZYLBbEYjHEYjFOG1MUfffdd3d8bnrB8vk8TCYTv2yXsyc8HA4jHA4jFothfHycMxN79+5FJpOB1+uFpmmYmpriTIHNZsPU1BSsVivy+Ty7MV4OZDIZPP7447j99tvxF3/xF/i5n/s5RCIR7N69GwsLCzCZTPB4PIhGo8yIPnToEE6dOoVwOAxJkhCNRhGLxXDy5EnceOONKBaLXanW0ffdjACoWCyiUqnAYrFAUZSOTIo2C6qqNgQDxLuQJAn1ep1XlEQyy+Vy8Hq9PGG04lzojyXLMmKxGLsS9ut7UnYgkUigVqt1FZy3g9FohM1mQzqdRiAQuKy/ST6fZwM1u93OzwZN0na7nQWx1msZNRqN7A1BXIB2YlrENaDsVLMrZjMGwcAAVzTK5TJbcxoMBra3lSQJZrMZxWIRU1NTbPJBAyKpp5lMJh409+7d2/FKisQ9AGBkZASqqqJUKvW1LWo9mM1mHD16FAAwPj7eMgWqv47jx4+3PM7lHBg1TYPf78c999yDp556Cl/84hcRDAbxxBNPYMeOHYjFYpBlGXv27EEkEuGA5ZVXXsHFixfh8Xhw11134Wtf+xrcbjeOHz/eceqXOCHVahXBYHBTaseyLPP9pNLN5a5Rk7kTBXjk3pjP51Eul+F2u1m8BgBisRiAlQzMwsICarUaTzqKorBSJwUKlLmJRqNwu93IZDJ9z0I0n3+jMBgMcLlcqFaryOVycDqdLcWINgPEcRkaGuKMncFg4NbGbjJapMXQSSmSAn8iy653jkEwMMAVDZfLhTvuuKOh7YzIgIqiwGg0wu/3w2AwYGRkhFNp1Mc9PDwMv9+Per0Oj8fDg3cnLyel6YCVgXRsbAyRSGTL6pLrXfN2YFIbjUYkk0l87Wtfw969e5FOp2EyrfSs79mzBwaDAZIkYe/evbDZbKjX6zh37hyq1Srsdjt27tyJPXv24MSJE5BlGclkkgl660FVVSZXFgqFnu1t9dCnyUkUhrZTR8FWgJ7hUqnEpQq3282rQ7ouTdOYcAasZG4cDgcLHJlMJiZELiws8D6apmFsbAwOh4NLNe0Y7r3CZrOx5XE/IISAz+fjcmEwGOzLcddCrVZjYh9lozZaWiGuT6eLjo4Dje1GqNhMHDx4UHvkkUe2+jIG2ALQAEZBQ7VaRalUwszMDHw+HyqVCrflkFBMJ6BSgSzLUFUVlUqFiWKUrdDrG+hhMpnW7Ru+2kAlGrvdjunpaRSLRcTjcYRCIdbyV1UVbrebdf2plENpbavVyp+jstBaoN8eWJEB9ng8sFgsXZVGaHVNGSEyuKpWq6hWq3C73ajVaojH4w3n3Wirai/QNA1erxculwuxWAzDw8MbZuYTxwJ4l/VPK/ZqtYqFhQUOjsnxj4huvZxLlmVEIhGMjo723VOCnqf1lPz6gVKphGKx2Felw1qthkQigeHh4a6zJjfeeCNOnz7d8kcZZAYGuGZAEzINVvV6nfXhiXeQSCTaEngoyieSHrBSjsjlcjh37hzsdjtmZmZQKBRQLpfh9XpRqVQ45UnXQMFCLpdjFbfL7aq3VSD3tKGhIdhsNrhcLoTD4XX3I5fJWCyGTCYDAKwm2Q4UAJATHwV8Pp+va5KoqqpYWlri4I3S5dS5kclkLnFP3MpMjCRJKBQKGB4eXpOQ1ilIB6EVzGYzpqamIMsyG/8kk0lMTk52HRBQhwxZjOdyOf69ycNCf029oB9EQiIFUrBnsVha8irK5TKcTmdX5Uf9GNEKxD3oVwmFMAgGBrgmoE/Nud1urnsajUbEYjGuIdMKsJVngcFgQLlcRjqdhtFohKqqWF5eht/vx9mzZ3HkyBGcP38er732GorFIsLhMHK5HBwOB4aGhrBjxw689NJLCAaDKJfLuHDhAvbu3Yvrr79+K27JlkFRFESjUVitVhbU6QT6SbbVQF6r1S5ZiVutVtbGp2AilUphdHS0o/PW63Wk02nuTNGfl7I+eob4dijF0D3w+/1tHfv6fT69+qCmaXA6nVhaWsLY2FjHAYGmacztmZqaAgAsLS2xj0gymYTT6eTAy+fzdS2sRJyhXrNxtF8+n+duFJI3JyEzGluoPbZboipJEFPZhbIy9PzRMavVas/Zl1YYBAMDXPVoFmsRYsUG1263Q1VVKIqCYrGIQqHQIG7j8/kaUslCCBbDUVUV3/jGN/Doo4/iT/7kT9i5LZVKwefzYWlpCYcOHUI8Hkc4HMbs7CxKpRIURYHFYuEeap/P13HN+2qCpq24xlFbZCefB97N7tCqSL8yIpEVl8vFolJU/6aafqVSgaqqkGWZ27KsVmtLnoimachms9wuajabYbPZuF4LrC+FvVUwGo1dOdb1E9QNAADLy8sIBAIdOS/KsoxEIoGxsTF+73bs2AFg5fe+ePEiSqUSRkZGuIxAmaVufgPKyPVawqDuI+JfqKrKSqA0WZtMJpYT7nb17nA48OjLEXz5X19GNCdjZMiKm20xfOYX7sby8jKi0SjuuOMOVrC0WCxMKqSMAr0fFLAC64tVDYKBAa56UIpzaGioQYhDXzcmh0Fqw6NUcKtjkUPi+973Ptxwww2YmJjAnXfeCU3TsHv3buTzeRw/fhwej4fTpwcOHGAmdz6fRzQaxe23345gMMiT07UCo9HIfdedrs4zmQwqlQpKpRKzpKmbg0DHGx4eZtlhquk//lYa/+3xt7AsVRB0mvDJExWMKUtIJpPweDy49957UavVuO2LVmGFQgEOh4NXexcvXsTu3bu5dEBkVb0Qktls5nLCRlahG0E3AWazEmIz1jtOO0Kc0+nE+Pg4K+bpJ+B6vY58Ps++AUQc9fl8LU12TCYTpqen+f1zOp2o1+v83pCML5XyXC4X3G73JbbEJNKz3rW3+5602tcrBJpMJg5AqfQohGDfiW68NIQQ+MG5LP7g+xdRUVYC3+WsjH+S3Ag9+VOMVBaQy+X43lFwfPDgQbz11lvsRUE+HHv27IEkSXC5XLjlllvWPPcgGBjgqoamrcgQe71eOJ1ORKNRruMrisIrxHw+z6lkAOtG80IIjIyMYGRkBACwZ88e/rdwOMwpT5qgaHAgctftt9/ObO9riUAIvKuPMDIysuYgqR+ozWYz97QD7078zZKrgUAAdrsdmUyGlSUffXkRv/+9d1hfP15U8bknF/C+QBp/+Ml/i0gkgn/+53/mlZ0sy3C73dwaCICzColEAmfPnsXo6CiWl5fhcDjYrph+Xwp2PB4P3vOe91wStFwOGI1GTi2vh3PnziESieDkyZM4deoUp/zPnz+PkydPwuVyNZRA9O2SmqZhfn4e2WwWhw4d4nPra+lkV2y32/m9ymQyTNhdWlqCwWBArVZr25HQirNQLpfhcrmQyWQgSRKsVis7E9JvtXPnTmbwFwoFDt6o64O6jprr+vproOdQURTkcjl2O20OMpqvj+6jLMsdW05Xq1X8t39+iwMBQk0Y8fDrJfzazpWMF3VzPPHEE/B6vahWq5iYmEA4HMazzz6LEydO4O/+7u8QiURQKpVw5MiRdce0QTAwwDWBVCoFi8XC7HNa+dMLaLPZUCqVYLfbNzw5a5rG6eixsTEsLi5yCk+vT3Atw2azrTtR1Wo15PN5JmJRKp/uIaX+ZVlGIBCAw+HgNlJqIcvn8/izZ2YbjHYAQK5peDrt4bTv3Nwc7r//fnz5y1/Ghz70Ibz66qs4c+YMjh8/jtnZWXzkIx/BP/3TP+G6666D2+3G22+/DaPRiJ/85Cf4+Mc/jpdffhkvvvgijh07hgsXLuCBBx7Aa6+9tpm3cE1UKhXk8/mO2v0WFxdx5swZnDx5EhcuXMDzzz8PRVFQKBTw2muvYf/+/XA4HDyxvf766wiHw8jn8yiVSpiamkK9Xsfp06dRKpXwiU98gssEtBL3er0s/U1Zk4mJCZhMpp5b/Px+PyKRCBwOB0ZGRhoc+qiss7CwgB07drALIHWBUNBHrciLi4tc/gNWJnKTyQSLxdLQSUIaDZ229NEz2gmoS2A5W2n577maETMzMxgZGUEul8P8/DxnHEdGRhCPx5HP5xEMBvHKK6/grrvuwvz8PBwOB/bs2TPQGRhgAGrxkySJpTuBFZc0avsxmUyIRCJMbguHwz2r8tVqNUiSxK0/oVAI8XicA4JrHXrhlLUCAlKNIyEcCt70Uq7UqWG1WhtStx6PB06nE9VqFdHc6y2Pn1UN+Na3vgW3243du3fjhRdewN69e/Hiiy9i165drEZ50003YWhoCHv37sXExASsVitmZ2fhcrlwww034Pz580gmk3jPe94Di8WCm266CT6fD5OTk1v2ewshGmy610OtVoOiKFhcXITdbsfk5CTm5+cxPj6Oxx9/HLt27WKNBkmS8MILL2BychLT09P40Y9+xPyaM2fO4EMf+lCDjDD19zudTiwuLsLhcPTUFtcMh8OBXbt2cW28+fv7/X5Uq1VcuHABJpMJExMTLcl8lMY3Go2cMaSsU6FQ4FbjXjojKIDqpD3SaDQiGAxixGPFcu7SsuHYkB233347EwqprEXcGFI5NBqNvI1aqMmRdS0MgoEBrmroCV6lUom3EWcgl8uxoA2BSga99iHTJEYtQm63m1cpA6zcf0mSkM1mMTY21paEJ8syJEniNC+VeiqVCmZnZ+HxeLjMQzLMNMFQ2tZkMmHUa8OSdOlqa3TIhgcffJAnCEVRMDc3B1VVsXfvXgghkMvlUCwWoWkabr31Vt73Ax/4AHMCTp06hWPHjuGmm25qkADet2/flmWBaOVLQktrweVy4ezZs/jCF74AWZYxMzOD+fl5TExMYOfOnUilUohGowDA9fDJyUns3r0bu3bt4hV2IpFoGwBRqYdIuP1oiaOgsh1IaKxYLGJpaantOQ0GQ8Nk3dwVsZGArlgsdiyaRNnET713En/w+IWGUoHdbMBv3b+fv4N+oUJ/1muj0DYyaesk2zkIBga4KqB/2Nu9vHrVNYr8qTdav7LoBwObpJGp9Yk8EQYlgndbyIiVT6vGVq2CmUwGbrcbo6OjXKet1Wq84iWRJyJhthrw/++7ZvCfHn0dcu3dZ8RqFPjU7e/2wVOtf2xsjK+xXq9DkiReKbaC0WjEiRMnuJQBoCufhM2CEIJ7/tcLBo4cOYI//MM/BABWySuXy/znm2++uWHVSfeZsjInT56EEAKyLDO5rxUURWFPhMsFg8HQ8/n6kdUxmUwtCZGtUC6XUSwWcf/+AJx2Bz7/xFksSxWMem34rfv29+QcaTabYbfb+fdc81q7PvoAA2xT0MDXqt9br0AIgFcn1FmQSqUaUsx+v7+nayDtc6PReEmqdFAiWAGt2mnlXavVWk4g1O1BK3O6fzabDePj4yyTu54167+9cQq1Wg1/+oN3EC8oCDpN+PdH/XjPqInVEGVZ5gCFVrHUotXMstf/jt16xl8O0L0iN831YLFYLsmCNa9m9avOdk6C66XCC4UCd2vQ/b0c6KZzZTPQ7rzUnUDvg8VigclkgtPpxAf9ftw2tcKr6bTU0+7cVN4hw6J2GAQDA1yRaK4bUzuRx+NBLpe7pFWvVqtxb7/BYEA+n2dWrv5Fq9frbCDSLciOlMoCrUSLtoswzXYAEQLbTVjkWUBthfrODJqw9cZQ5XL5Ehlputf/5tgk3rvDjmw2y9tUVUU2m4UkSfxZSvHTJN/qt9rOvyGRK0kk6eLFixgbG+PJfiuv22q1olAo4MKFCwgEAgiFQpflvOl0Gl6v97KcqxmUMUmn0xBCMPfAYDCgWCyyuRm1XVKZiVoYuxHlagVaBFWrVaRSqTWD5kEwMMAVBb3Of71eR71e5wmeUrxGoxHxeJwHdxJfKRaLqFar3J/bHDBQjbCXtCL1TZOPfasX2G63o1gsbtuJZCug925ottulWrQQAolEgtsz6f5RCrhUKsFgMCCZTEKWZVgsFhiNRgwNDbFGQT6f51V+8/3vtMecJlRy6duOvyMN/na7HdVqFcPDwygWi5BlGX6/H3a7/bJfN/2+VqsVfr+fW/kuFwKBAGKxWN+4Ct0in8/D7Xbzs5pOp/m5pwwkWaEHAgEmCG4km0FlKxrjqI13LcLuIBgY4IqCpmnweDwcYVMNPpvNspJgMplEIBCA2+1uYBr7fD6kUqmGkoD+uAaDoWtrWxp8s9ks10vbEai2YiDezqCsTrFYbGmBG4/H2fmvVCphbm4OO3bsgMPh4Jq4qqos9EO95BToTU9Pw2KxoFAoMC9kI+lWs9kMj8cDm82G5eXlbacPQZMuZaU8Hg+r85VKJcRiMVgsFrhcLia4AisZmF47ZzpBvV7H7OwsgJVSXjgcvqzBAKlQ5nK5nst/vYDKAMFgkJ9tj8fD20m8DFgZm9xuN2euNnqtiqIgHo8jEAjA5XI1BNDtMAgGBrgiQNEytSnRxGqz2diOOBKJQAgBj8fTchVARD5qJdITCgGsuarXg3gGpEOeTCbhcDgaXrpW0JMIr/WggFYuhUKB+831oP5v6swgMtzi4iLfx0qlwoEA0OhdQOZBY2NjnJGx2+0bau9MJpMNHQtbiVaBCKWAiWipKApqtRqsVitcLhfsdjtyuVzDPaQSzY4dO/r+TNI1lstlWCwWjI+Ptwz6LgfIafJygeS29doHBAos9TAYDDCbzbBarZAkCcFgsGM9g+bzkkAWOUh2eoytf6oHGKBDqKrKbnf6gZ8Y6ZIkrTuoOZ1OeDwe5PP5hs+R37heOrRZqpT+ns1mkc1mObr3eDzrBgIAWAkxFotd88EAsDIAGgwGlEollEolXqEKsaKvHgqF2JgmGAwiGo1CURS2iqb+byKmEWGOarOyLOPixYswGAwsRpTP53u6VgowEokEcwa2+jeklaXBYIDJZOIyCCknUraErt9kMsHn88Hj8TQEwxcvXsTS0hJGR0f7RuqjyZDcB0dGRvgaLjdKpRIqlQrGx7tn4/cCEimSZRmhUKjj54QWNySO1MvzpWkat+PSWNkpBsHAAFcMzGYzTwb6dimHw8GmIOsNZgaDgeuo+olfURT4/X6elOx2O09SHo+HxUOy2Sy3I/r9/pbSpO1AmYmtnkS2A6hEYDQaIUlSwyTrdDrhcrlYSrVer6NQKLC8KxGiSA+e6vkOhwOxWAz5fB4OhwPBYBCapiGRSKBQKHRs2NIO+gC0H9CbL+nVFTs9RzgcbmD2U9qfMmVWq/US/kvzhKxpGnbs2IGFhQVks1n4fL6evsujLy/i84+/jSWpjDGvHf/XXbtxg19lx8huVqj9hKatWCKPjo527R7Y6/moZKkXweoUpHxYLBZhtVobxrxWWYbmcxcKBVit1p70EQbBwADbHvqVWCAQgMlkaugmqFQqSKfT2LVrV8t99aBWm0AggGQyydsorUwCHV6vF0NDQ5AkCblcjlOq1NduNpsRCAS6fuGoXW6t3vVrAbSK93q9MJvNmJiYYG2GaDSKfD7Pqe1UKsVdGpQ6JS4I3UfK0oyMjMDn88FkMjGZcKNBQL9A10HKdMQx0adzE4kEEokEnE7nuhwHmvzpM5R+b9f61wqUhbHZbGsyzdfCoy8v4jOPvMqSz4tSGb/7j2/g03dN4qHpjYn2bBRbIf9N3QG9Pm8mkwnVahWVSoV5BOTdsFYGkki3vYxLwCAYGOAKQL1eRygUgsvlalhhxGIxxGIxuN1uDA8Pt60JZjIZXvnTCp9WilT7B8CiMeRhTylnVVWZgNbMAu4W+lLBRghtVzpIvIY4FOl0GsPDw7BarWxbSxgZGUEikeD2LNpf71eQSqV4IKTngDoI1gq8Wq3ONwP0nLndbg5q9IY+BCK5ZrNZtnduRXat1+vI5XIA3k0v97ryrVQqKBQKl9z3TvH5x9++xPuhotbx/z4fxb//2YM9HbNfEEJgYmICy8vLKJfLCIVCfS9V6ImrdM5u6/36RYuiKCwfnM/nmfNBYxKVNPXHp/LARspXg2BggG0Pg8GAXC6HcrnMA7vf72drWafT2daQhcxuqtUq9/+Xy2V4vV4EAgEsLy83tImRCIgQAtlsFkBj/zmt6nr1QxdixeudLEhpNXatBQW0GqUgK51Ow+FwtExvmkwm1o8g6H8TADw5ksUxTZjkS9EK1A7q8Xg4rd5PDQH9AG+1WhEKhVjMp905HA4HhoaGWEypHdmuXq+jXC6zO2KnkretQCWXXgl2S1K55fZoC339yw0qzU1MTGBxcRHJZJKdRnuFXsyJgjV6l51OZ09ZAdKGsFgszAEhsjRheHgY5XIZpVIJiqIgEAjwfgB4kTIIBga4akHCHRQM0CQiSRKGhobg8Xja7kvMf/3Kyev1QlEULC0tMWGH0MmqYb3a3Xowm82YmppiExHKXFxrAQGVe2jijkajmJqaumSFSzaz7erpJCVMXvZ6wqd+cm/OBJGCIQ3uLpcLuVyuL78DdR0EAgGu3XdSNydCKrlsNoO6aqjEoO+s6RWKomyI4T/mtWOxRUAwMnT5ZIfXA937jUoh0wqcMkm0GKGW516PTyJXZDDUanwhPg2VDIQQLKRG7aQbeQ4GwcAAVwSotun3+2G1WhGPx7Fz507uLNAP+FTXJwKOXoyIjkVta7RPqwlGf249KpUKS6r2mh0A3m01dLlcWF5eZvGcawH6+6ZvN2vVMkeTdTgcRjKZhBCNqoW1Wg0ejwfVahXlcrmB6EfBnZ43UCqV+HwOhwPj4+OwWCxIpVL82Y0MqhSchEIheDyero5Fzy2Vo/TXTix1fWBBKnYkKEMTApW06D/9O6K/HtouyzKXbbr97r95374GzgAAWE0Cv3Xf/q6Os9mw2WzsddFrqUBVVSiKwuqJ5FCqKMqGVA6tVivy+Ty7P64Fciuk347IhRvFIBgYYEvRiuDXrofa5/Nxio/82pttRYvFIpaXlwEA4+PjLDjSCmazmdPKreB2u1EulxsmHiFW+rfT6TTC4XB3X7YFaMIaHh5GJBLZ8PGuRFDARt0CzTAajWxHS10DROwEVkiZ8Xh8Tb17Ynl7vV74fD4YjUYmJ9J+RqNxw33wpJ/QSyBAcLlcCIVCyGazrKtfrVZ5FTo8PMyaCZQNIcY5qXKSJTHQOPnTu0UETJpM4vE4isUiHA4HxsbGugpKyUCHuglCLhM+eWIcH7x+rOvvvlkQQiAYDEJRFBQKhZ4nbtK/oGOSd0CvipSU6QFW2ps7MZZyOBzIZDLcQtovguQgGBhgS0FpW1r5EQucSE0ul4sFZ6g2RtLD8/PzMJlMDXWyWCzGg3AqlWqZQiXrWavVyryA5n+32WwIBoNYWlpqSD0DK4MADSjNE1CvmQKbzcbtjNdSuYBW0dlsFmazuaVtNN0Ps9nMvhGhUIh5GxaLBbOzs209DjRNg8lkQjAYxNTUVIP/QKFQQD6fRzabZfnWtcpO7Y5P5yCxl17ayggGgwFerxcej4fTwXR9Pp+PFRi7vT4qx1DpTP/3UCgEs9mMubk5zM/PY3h4uKv2tA8cHsFtkyveA9FoFB7PCg+kV2b7ZkCIFTvxfD7PBL1uoZ+86ZjUItsNiM9CAS0FfZ0EKSRQRDybbp/XdhgEAwNsKWgwGh0dbTAIkmUZZrMZwWAQwEpdU6/cR3azkUgE+XweoVCIyTTBYBB2ux1zc3OIRCIYHx9vSJGWSiUsLy83kAUJlCIOBoMclLRCrVbD4uIihoeHG0xFek0/CiEQCoWwtLTEkf52GUT7BU3TUCqVGo0L2h8AACAASURBVCYzag9UVRWTk5Nr7t8cdDkcDm4d02eTmnkCJpMJk5OTvPpvfoZisRinyDsxk9Kfy2AwwGKxsEQ2naMfKnuU4gdWugy8Xm9PdWH9M77edU1PT6NYLCIej2N4eHhdoix1axSLRQ7eqXW33buzFpp5Hvrv0Py5VtvXg8PhQCqVYvOibu4nPWsbTclns1kUi0Um0Q4NDXX9fVwuFytw9guDYGCALQWlNJvTbBaLhdW7qAaqJ+dQbXV6ehq5XA5LS0vIZDI8gAErEqvnzp1DPp+HJEnsalgqldZkmVNaVq9D0Aq1Wo1fbFq19gpa4YbDYSwuLnKb0tWGVgOpECt2u8vLyxgfH++YhKVpGvL5PFKpFK+gKU0/OjrKrG7S6281wZjNZoyMjMBoNLKWRC6Xg6IoLSWraT+73Q63290gYb2Zwdvl4pIQSW1sbAxLS0v8LrVCvV7n7JwQAuPj49zyWSwW2RdhPegFi0Y8VtwZyOM//W/34Ny5c8hms5ienmb1QPqNZ2dn4XA4+Byd3nuj0YjJyUnE43HMzc1x2aiT/RVF4YXHRlEqlTA5Odnzs2MwGOB0Orkduh8YBAMDbBloQqYBRI/mF6TVy0KfIYGg5s+SYyGxf8vlMg/0a718siwjGo2u+ZLSoERGOjabbcP9y8RH2Ih+/nYGpVTbodvVdK1WY30BmvTr9Trcbvcl4lRr3U+TycSTChldNa8AKfgkIaSNdpRsZ1BgSuUEgv5eqqqKQqEAVVUxNTXVwPWYmprq+FwrgkU/RVlZCX6XczK+mTVg9MmfQj3/AhPrnn/+eZar1mcPr7vuOuzf3zlRkTg6o6OjkGUZc3NzrNi3FuhZq1arDQJYvYB8TPqhytjPcWIQDAywpTCbzXA6nVAU5RKmdDdoFyxMTEwAAJaWlliXfr1JvtNJSV8v3Eiftx5rkeCuRlBaGABLDVN//XrPACkOUrupJEnIZrMYHR1tIHl1ArrnNpsNVqsVQ0NDKBQKAMAcALvdviUmO1sBKunE43EW3QJWsgF+vx+SJMFgMPCk1itWBIsas2A1YcJf/TiB/3N8hVD32muv4cCBA4jFYshkMqxH8cILL+D666/v6bz64K4T98l0Oo1qtcqiRRQQUCmn03tAehgul2vDiwebzYZcLodqtbrhlklgEAwMsIUwmUws/GIymTA3N4fh4WHmCWwU+hSv2+1mnft+RtPEFdiI2IceVyuRUD/pNwdjJLJTKBR4YrdYLPB6vW1rxQS6X5qmIRgMsiFRrzVlYKVERfLUxECXZfmy2u5uNQwGA3cseDwe5lOQ6M3o6ChnTjbynLYTLMqqRszMzCAej8PhcGBkZIQFv8rlMhwOB973vvfh4sWL2LVrV0/XQK2aPp8PxWKRsz2tnjlN0zA6OsoZEKvVilwux90FPp+voyC+XC5zV8hGQXyVfmEQDAywpaB0uxAr1sNrvSSqquLZZ5+FLMuYmprCvn37YDAYkMlkUC6XEQ6HcfbsWdhsNuzcubOBNOhyuZDJZHoiNa0HRVF6bkmjlbB+sqQ2w34HLpcTxLomhUW9aBAR/0wmE7dVUpqfUvuJRALlcvmSbpBkMolsNouJiQm8/fbbOHjwYIPJD/0Gb7/9NsbHxxu03Fu1sTaD2hjJljoajcLv96NYLG7IX/5KA70zdru9ga1Obnj9QjvBorEhG+64471sRGUymXD48GFWZqTftbnTpxvQO0vS4BT46InApPdP5QU6F8lK02KmVCp13H3Rr3earokyqhvFIBgYYEtBgYCe+NfuZalWqzhz5gxOnjyJH/7wh5AkCfv27cMPf/hDzM/P4/Dhw3jzzTexa9cuzM3NoVqt4pZbbum537sTUHcCqcL1gkqlwkI41D5GXIcrKRiggEavFEnCSkajEVarFTabjSd6YKW3mgZZvSiUz+dDMpm8hHAYi8Xw4osv4siRI3juuecgSRJSqRSGhoaQSCRgsVhgsViwsLAAi8WCPXv2cH34rbfegsvlYjOqe+6555Lgk7oUJiYm4Ha7EY1GO6opX42w2WyQ5c2VFG4lWGQ3G/Fb9/9My1Vv8/OwkZWx2WxuMDdTFAULCwuoVCqYmJjgFuRCodB2DKFSiSRJMJlMa7qSUmaDPAb64ZHgdDqRTqdbngvoLvAYBAMDbBloVUzEuWq1uubLrWkanE4n9u7di7feegtPP/00PB4PXnrpJezfvx+zs7OYnZ1lk5fx8XFcuHCB64pkENQpaJVKq05q49HL6NZqNTZJ6qT22IrR7nK52GmuUqkgFosxOcvhcHR8vVsBvXskACbe2Ww2hEKhlkzter2OeDwOm83G7VHNA6PZbIbH4+ES0j/8wz9gbGwMoVAImUwGS0tLKBQKWFpawsWLF5HL5XD77bdjaWmJfQxuv/12fOc738GJEydQKBTw6quv4ujRo/D7/Xj77bdRLpdbTvIUmDidTlYo3OxJcTvCZrMhn8/31a+hGc2CRWNeO37zvn28fbOh/15ms5kDWHq3c7kcW5i3uwcGgwEOh4Nth1uBdAVI16RcLrNCaq/3loIVWZahKAq/Q1T+oMC2Uw7SIBgYYMtAEwmtwtaDEAK5XA5PPfUUstkspqamcObMmQZWv9/vh81mw8jICEZHRyGEaGhdCrpM+A/HArhr99pCHRaLBfPz8xgbG0M8Hofb7WYXueXlZV7x6hUOa7UafvSjH+Ho0aM4f/48bDYbotEoDAYDPB4PDh8+3DJgkGUZL774Im655RbYbDY+Z7VabdDc30ropXH17mwUFKmqyqtyIlXZ7faWAxGRA8kjolUwQC1uiqKgXC7jtddeQ7lcxuTkJI4dO4Zjx44hGo0iFouxNvvo6CjXUaPRKC5cuIDJyUksLy+jWCxifHwc09PTePXVV7lbZC0Qp4XauK41WK1WVjLsZ226GQ/cMH7ZJv/14PP5EIlEUKlUWFRsvQmbWp/bTbqqqkKSJLY29nq9KJfLyGaz8Pv9PWcUZVlmo61sNsu8BUmSuE2WshoALlFTbcYgGBhgy0AvGIn70CqyHZPcZrPhQx/6EKrVKt7znvdACIF4PI73vve9kGWZiWeapsFiscBsNuOx1+P47HfeTUPGCyq++GwcANYMCIQQePbZZ3Hbbbfh5ZdfhsVi4RSg0WjEm2++CUVRcNttt0GSJBw4cACnT5/GCy+8gD179uCFF17AT3/6U5jNZnz4wx/Gyy+/jNdeew2lUgnXX389Xn/9dQArgdAbb7yBM2fOoFAoYH5+HgcOHMD58+dRLpdhsVgwPT2NnTt3bllAQC1mxI2gSdJms/FEPjQ0xAESrfrbdVhYLBYuD5CaWitQi5vZbMZnP/tZHjTHxsZgs9nw0Y9+FOVymX9vyhoJIXD99dczOSyXy7GOQLFYRL1ex9jY2LpZF7q2UqnUUbB6tYFWlvl8HoFAYKsvZ9NB+hGkTyLLcoNg2VrQW2qTRwQ9/5IkwWazcUBJtX6j0YhMJsOBby9iRpRBKxQKyGaz/I44nU62Yqfvlcvl1sxerhsMCCH2Afhfuk3TAP4fAF9b3b4TwCyAj2iallnd5zMAPgGgBuDXNU17fHX7MQB/DcAO4DEA/1HTNE0IYV093jEAKQAf1TRtdnWfhwD87uq5/0DTtL9Z3b4LwMMA/ABeAvBLmqb1R6R5gMsGo9HIuvKlUgk2mw3hcLhhJUrsc4PBgOnp6Yb915Pv/O9Pn7rEa12uafjq6VTbYIBWv8RKr9VqiEQiMBgMkGWZU4cGgwEPP/wwhoaG8N3vfhd33303pwkVRcG5c+ewd+9eKIqCN954A9lsFvv378ef/dmf4dChQ4hEIvjOd76DD3zgAygWi/jWt76Fe+65B1/60pcwNjaGWq2G6elp/Ou//usl37tfsFqtLK1MFqqUcqR/M5vNDatDm80Gj8fDwjJ6ZT+6X8ViEdFoFIFA4JKVldVq5UG2EwIYDWYEuo6hoaG2ZDan08kTGJVggBXi1/33389aAeud1+FwQJblBiLitQIhBIaGhhCLxfrSLXP27Fk89thjsNvtuPvuu7Fr1y5omoYXX3wRU1NTnMkDLjWLItnyzf4NarUaMpkMACAUCnVMzCNjKiLKJpNJuN1uXok3kwvp2aL3rVAoMGHYYrGwqqbFYrkka0aZUCLY0vFJb0PvYOj1epFKpThQWIunsG4woGna2wCuX/0CRgCLAP4BwKcBPKlp2ueEEJ9e/ftvCyGuA/AxAAcAjAH4gRBir6ZpNQBfAfDLAF7ASjBwP4DvYSVwyGiaNiOE+BiAPwLwUSGEH8BnAdwIQAPwEyHEt1eDjj8C8AVN0x4WQvzF6jG+st73GWD7gCZ5IVZc6PL5PIt71Ot1VKtVVKvVhs6AbtGudSlRXHuVraoqpqen8e1vfxvVahU33XQTACCfzyMSiWBiYgJzc3O8Sp2ZmcHc3BzMZjMz0n/9138d77zzDk6dOsVysjMzM8hkMohEIojFYpiamsI777wDn88Hn8+Ht956C/v27UM4HEatVsPu3btx/vz5nr57JygUCvjd3/1d/Mqv/Aqef/55fOQjH2FS3oULFxCJRHDfffdhYmICuVyOV//nz5/Ho48+ioceegiFQgHhcJhXHsFgELOzs3jsscfw0Y9+FEajEXv27GloRaPfcz2Htn6DBIY6hdlsRiaTuSZWxq1A4kOUedsIzp8/j1dffRWBQIDbfRVFwfz8PPbv3494PM6ZHDJMslqtSCaTiEQiuPXWW3Hs2LENBwSKoqBSqUDTtAYCK5lZZTIZ7Nq1qysPCFrt02Tr9/uRSqXgdDrbkg+FWFHApP0qlQpUVUWxWITJZGIeVasFT71eZ8dTep+aM3EUWFit1o6cGrstE9wF4LymaXNCiA8CuHN1+98AeAbAbwP4IICHNU2TAVwUQrwD4LgQYhaAR9O051cv9GsAHsBKMPBBAL+3eqxvAfiSWLl79wF4QtO09Oo+TwC4XwjxMICTAH5Bd/7fwyAYuCJBL4rRaISiKEgmk7zCtNlsvErvBe1al4LO9o8+BSeHDx/GzMwM969Tmpzq47lcjm1Rh4eHebL0+/14//vfD5PJhDvvvBPZbJZlR61WK3bs2IG//du/xfj4OD75yU/CZDLBbrfDarUinU4jGAxySUBVVezbt6+vGuR61Ot1KIqCv//7v0etVsOf//mfo1QqoVQqwe/3I5vN4umnn0axWEQ6nYbVakW5XMaRI0eQyWTw7LPP4tlnn2WiErV9OZ1OnDt3Dl/84hfh8/nwa7/2a5uW3dhMKIrSN0GpKxHEd8lkMhgZGenLRGwwGPDKK68gmUyyG6XX68XCwgIef/xxBINBfPCDH8SpU6dgs9mwsLCAZDIJl8uFo0ePbvgaFhcXOdOYSCRYRlmSJOTzeezatWvDgY/dbofdbofX612XE0CTNpU4CdVqFfl8/hJraZr4SURtPXTitwF0Hwx8DMDfrf45rGnaMgBomrYshCDB5nGsrPwJkdVtyuqfm7fTPgurx1KFEFkAAf32pn0CACRN09QWxxrgCgRNwFSTDwaDHNVuROGspde6UeA/3Lj2So/6jkdHR9sOghSx02pGn8HQp6/1aWoAuO666/Crv/qrsFgsCAaDDYGOz+cD8K4pyvLyMgdGm8XqPnDgALxeL5566ikmXpJev8lkwq233oqvf/3r0DSNyY0nT57E/Pw83njjDZhMJiSTSZw4cQLZbBbnzp3D8ePHYbfbMTk5ifPnz2N2dvaKCwZIwnozW1OvBJDQz0bhdDphNptRr9exY8cO2Gw2uFwuOBwOpNNpyLKMcDiM6elp7N+/H08//TSAFV6NEIJlxTei0Fkul1GtVrF7924OBpaWlti/YmJioi/ZKiKyJpNJBIPBrlRNCTT+6a266T+ytO70mJ18tuNgQAhhAfDzAD6z3kdbbNPW2N7LPmsdq/FihPhlrJQmMDa2ffy1B2iEnkhmtVqZud8MvauZvr7YvI3wwA3j0DQNn//+21iWKhjxWPBLR7xrkgcpOrdarfD5fGv27NJErW9D6oSlvpZDH5H1lpeXuaWN6u6VSqXhe250knK5XPj5n/95jI2N4ejRo3C5XFhYWMCePXswPz8Pl8uFXbt24VOf+hQymQxLuE5NTeHjH/84ZFmGJEmw2+2YmJjgWueFCxfwsY99DA6HA8eOHcPhw4c3dJ2XG/V6HYuLi9xHfi3DZrMhHo9vOBg9fvw4ZmZmYDAYWPWvVqtxXb5UKnHK3O1243d+53fYoIxshzcqB00CPVRTDwaDCAaDDd9tI9+R+EaFQqFBsrgXCLFiuUzjgdVqRalUQiaTgd1u70j8iUSTOmlR7iYz8D4AL2maRo3aMSHE6GpWYBRAfHV7BIB+pJsAsLS6faLFdv0+ESGECcAQgPTq9jub9nkGQBKAVwhhWs0O6I/VAE3T/hLAXwLAwYMH128EH2DLQBHsWinxeDyO06dP49577+WBQdM0PPXUUzh48CBCoRCnxYh09HOHwrDFXsWNNx4HAKRSqXWvhXr/c7kcVFVFIBBoSSYqFAqoVqtsxdsPEAGJJn6Xy8UOjnQOMkwplUoAeh/AVFXFyMgIarUaZmZmAIBlV3fv3o16vY5sNouRkRHs2bMHPp+P2dJr1dF3796NYrHYl9TyVqBWq6FcLvPkdS2jX9+f2mYJze+TXukQQIM7YL+6OSiL1xy49+sZ1TQNqVQKZrOZCYgbPXa9XmfBLqvVClVVG9QQ17ueTr0TugkGPo53SwQA8G0ADwH43Or//1G3/RtCiD/FCoFwD4BTmqbVhBB5IcQtAF4E8O8A/I+mYz0P4MMAnlrtMngcwH8VQvhWP3cvgM+s/tvTq599uOn8A1yhoOic+mX1rH568FOpFH7wgx/g7NmzLBNrNptx8eJFSJKEubk5hMNhZLNZlMtl3HDDDThz5gxOnz6NHTt2NNTe2l0DyZSmUimucQ4PD7dkOFPUTXXlfgwqQgiEQiGYzWZIksT9zgCYBEQp1kwmg3Q63fOqTS+mpN/mcrkwNDTEq5xqtcr3dHh4eM2+eyJi9cuv4XKBVmD6v6fTaf4e+jLWtYQr6TdcDwaDAaOjo4hEIjCbzX0X9aLxw2q19iUQAMBcHHrHOy1j0PPcKd+oo2BACOEAcA+A/0O3+XMAvimE+ASAeQAPrl7A60KIbwJ4A4AK4FOrnQQA8Em821r4vdX/AOCvAHx9lWyYxgo3AZqmpYUQ/xnAj1c/9/tEJsQKWfFhIcQfAHh59RgDXKGglbzH44Hb7YYQAtVqFYlEgoWE6MWSZRmvv/467r77bnz3u9+F1+uFqqpYWlrC/Pw8nnvuOUxNTWFqagp//dd/jZtvvhmBQIBbbzpZ6VD/L3EHcrlcy5Wwx+NBMpls2QLUK4iZPDw83NYAhSalQCDA7Zn9gqZpfL8ppUuDCrGY19qXAozNFKrpF/SCVCNDVhwzRnBDoIa9e/fi6NGjiEajMJlMKJfLOH36NPbv38817H4N9tsZepGpqwW0yu40fd4NDAYD/H4/tydu9Pj0LvXKYygUCjyeroeORi9N00pYIe3pt6Ww0l3Q6vP/BcB/abH9NICDLbZXsBpMtPi3/wngf7bYfgHA8Q4uf4BtDppAbDYbr0CFECxGVKlUeOC12WyYnJyEyWTCkSNH8PLLL7OxSDabhdVqxeTkJGZmZrguH4lEmAy33kvRauVHuvqtPku9wJuxWqSgYL3POBwOGI3Gvg3aJpOJJ/JqtYpKpcJBERmzkOqf/n6qqor5+fmGjM52xqMvLzaQS5ezMr4HP5yuKtQ33sDs7Cwb45B2Apldmc1mPPjgg1c1n0BRFOTzeUiS1FJW+kqGLMvrapT0Av3KvR/3i0is3bQ56tHNOzhQIBxgy0FM+VKpBI/Hwx4FPp8PoVCoYaKdmprCpz71KZ4EP/3pTwN4t1+9VCo19O7ScQ0GAyqVCnvUdwOaAKknmaBpGvL5PPL5PNfStwL0XclzfiOgwOw7r8bwhSfPY0kqI+Qy4eMHnHjw+C6+p8ViEUNDQ8hms6z8WK1WUavVYLfbWWRFH6C0InhuJT7/+NuXCFLVYMQP4g68Tz2DarWKvXv3Ym5uDu9///vx3HPPYXFxEddffz2y2SyKxeK2Dgbaqc2t9xvQOxOLxdg+uNk98kqH3W7H8vIyZmZm+v69qE7fj8wYLTh66SYivhEZnq3XLjkIBgbYcpB6ndPp5Ja2djCZTA1EI2rFI7QanMlEJJVK9Vxbb7X6V1UViqLA7/dv6Sq4Vd1/I/iX2RL++IfvoKKsTOSxgoovncpAVVWMVheZPJjNZpk8CawETUNDQ4hGo3C73ahUKixaMzo6ijvuuGNb1dvbCVKlKnUcu/kYZFlGrVbDTTfdhOHhYczMzEBb9bX3eDx9sY3tN/Rlj7Dbgv/9ljBun1yZBEh1cXh4eM1j1Go1JJPJqzIIAMAlnk7fGX1Q1UkgRQEy2XJTG6D+XnZ6TH3ZoZc2a5PJBJ/Px9nWNT/b1ZEHGKDPoInM4/E0yJH2E6VSCYuLiz2lrumlbZWm00f/RDrcClSr1Q35uuuhaRr+v1NxDgQIqmbA11/J4Y9uC/CAl0wm4fF4sLS0xA5/Qgh4PB5EIhHk83ns27cPPp8Psixv6T1qhXaCVGNDdjzwwPu5s0VRFJRKJTzwwAMA3l2tbbcySHPZI5qv4nM/mMfr4Rz22fMIBoMIh8M4deoUd8rQpEh+GIVCAWNjYw1OeDt37tzaL7YJsFgs7OxH0GcRqf2wXq9DkiTOKFJwS1oozc8A6YMYDAYOlqlsRgsKeqZITljPh2oFIgvncrlLFj/rgUqN5OQ5MCoaYNtB37uvqipb9vYjtUYsWr1mPul+93KNHo+nZYrNaDTC6/VicXERNpttyyY6SZI2tP+T53P46ukUEkUVQacJ8TZSzTnVyHKwpI7mdDo5GPF4PDCZTIjFYiw/7PP5uLSynQIBoLUgld1sxG/dv5+5I3TNmUwGDodjW7sXtip7KJrAkykX/n/23jw6rvM88/zd2ve9UFXYQYIkJJEUJUqyrIWWo7GpeJHtWHEUZ+Jk4rZPcuJOTzJxnKSz+GQ6nXQySU+PY2ficXfbHW9jO7I69jhWIlNxrJYtiZJocSdB7KgCat/3qjt/gN+nKqAAYiVBqZ5zcAgW6i51697ve7/3fd7nOThSJhaL4ff7mZ2d5ezZsxw5cgSj0Ug0GsVisTA3N8err76K1+ulWCzi9Xp5y1vecoM+zc5CURSKxSK1Wk2WGOv1OpOTkzK7KEiGIhNWLpeJRqMEg0Hy+TyJRAKfz7ditS8mfJPJJMl7uVyOeDwunwXRyZDP59HpdNckCGo0mi2VAfV6/TW7e7rBQBfXHaIuHQqFMBqNUoN7q2If4qdUKrGwsECj0ZDkuo0Q7FrbCz0ez6qMfoByuSyV1W4EVFWlXC5vevvvXcnyfz4bpdJYGsiihToKnRW8Qi4TXq93zRWxkGtWVXVTGgPi2heLRam2tlNpamGbK9LqvS4zHz9+YIWdrl6vx+fzkUqldnUwsFrZI1PT0tfXRzqdJhaLodVqpTqkTqcjl8tx8eJF6vU6brcbj8eD1+slFoutKY51M6KVrGw0GkmlUvj9fhngOhwOBgYGKJfLsttATOgWi0USKe12O7Ozs+j1eklEbDabLC4uyfAEAoG24NdqtWI2m6VGR6u+QSaTQa/XY7PZOpoxFQoFyuXyCh2GjXJCRHfQaugGA11cd6iqilarZXFxURpyrLf9pROEn4FI+5XLZWmtK0R5rsUVEA+WSP96PB4plbrWdqLT4XqmjFsHgWt5lF8L//VkQgYCcv+wIiAw67X81vGxNT9nrVZjfn4evV6/abGher3ON77xDV599VVcLhcf/ehHZTdHvV6XGZ5Wlch6vS6zSrVaTa7q9Xp9m8JdJ7z3jr4Vk/9yKMqSdnwmk9l2SehqtcqpU6ekRK64bplMhmw2K9sYlyOVSlEoFOjvf03HbbWyR8hp5MEH75Nlj1Qqxbve9S5sNhuqqjIyMoLP5yORSGA0GuWkVSqVZHlnt5VENgJB9C0Wi2i1WnK5nAw6hcqk2WwmHo9LVT/hLdCKVgKsWCjkcjlcLpc0c9JoNB3LB6t1BRkMBjwej1QWFFbbYtwRWibLPQ4ajYbMphqNRvR6Pdlsts3nZPl9c6020W4w0MV1hxBwgaWHxOPxSEvgjUDc3OVymXQ6LaPqVvew1mOutR9VVdHr9ej1erxe77pbeUwm0476BnSCEALS6XQsLCxsqgQisJp7owr0ucxrrpiXQ9TW9+zZs+mSQCwW4wc/+AEf+chHOHnyJP/8z//Ms88+SzAYZH5+nlAoRDwep1Qq4XQ6GRsbo1Qqce7cOUKhkHS+9Hq93HLLLeh0Oo4fP76pc2nFTpU4crkcn/nMZ9i7dy//8A//wM/8zM+QTCap1WpcuHCBe+65R3JqWk2snn32WRRF4Zd/+ZflvlYre3zikVva+t2Xy9iKFedylT+bzcbk5CTVanVNJnor2329ynjXE/V6nStXrtDX1yf9D0wmkyQAR6NR6UGxXh8KMc4I/Y10Oi2/p41YLYsAQ2QOhHurCNxEptPlcslyZ7FYlO2+IgDO5XLY7Xb0er0U/BKW661cnS5noItdBcETEL72Wq22LWpdLShQVVWuAo1GI5VKRZYDtuJ13mw2sVqtBAIB2Tu/3n2ZzWapAihq5js5GIqBV5Catnq81TgCfS4z/+O3f2LN8xA+7KLGWiqV0Ol0W8pUiO8+kUhw4sQJmRUolUrU63XuuusunnvuOWmLfPbsWZllisfjvOMd7+CFF14gl8vxla98RbaebgViQF7uSb8dEGTMVCqFw+Hgc5/7HP39/UxMTNDb28szzzzDqVOnMJvN7Nu3j6mpKTQaDf39/StKFuste6wXzWZTBsmt51sqlSiXy/LvggwnzdSBkwAAIABJREFU/g6vTXImk0nWzoXg1/UMFhqNBjMzMwSDQXw+X9vYIlbhIyMj8pw3ApPJhKqqzM3NodPpCIVCW/IhEOVMt9steUBms5larUYmk0Gj0VAqlSiVSm2dHmL8Et+TxWIhk8nQaDTkPmu12jUXLN1goIsbAiHWU6lU0Ol0kunqdrtXiNm0olQqMT09TTAYJJfLSa7BVgYYEZwsT6G1+husBo1Gg8vlolqtkkgkcLvdkgS5ExOH4AeIWvpWJ99fuNPN//VcvK1UYNZr+fjxA2tuJ76HSqWCXq+XadP+/v4tWf76/X7e+c538oMf/IDDhw9z11138fzzzzM0NARAX18fhw8fplqt0tvbi1arJRwOc+jQISwWC6Ojo7I0EA6H2bt376bPRaDZbJJIJHakfq4oCoODg3zsYx9Dr9fzF3/xF8DSRJXJZGTAB3DHHXcwPz8vSyGdUs/rKXusF0JsqfX+F3wckUXQaDTY7XbpCSKEqcS9X61WyefzzM3NSatio9HYFlgJku92Q3h8GI1GAoHAqkqem4VGo2FwcJBwOEwulyMUCm3ldNv229o1IAyKtFotdrtdlgbFuS/XNLBarVitVjn5t37GtUTMlNVICK9HHDx4UH3iiSdu9Gl0wWurfIPBIIVqQqEQxWJR1rw6vb9QKMhIfLtEbERKrre3l3q9jsvlolAoUCgUMBqNUob4WqUGUapoNBq4XK4NrxJae8R7XWb+58N2fvGtBzGbzaiqSjablSZLqqpKApSQYxbn2Cmw6XS+Yh//eDHJ519OsZCtrHs1mUqliMfj0syok3LjZiFWm4JsJX4Xn6919SkySq0DY7lc5utf/zqjo6Pcd999W75Hms0m09PT9PT0bDuBsFqtMj4+zv79+9FoNFy4cIHFxUX27NlDqVQiHo/L7Eh/fz+JRIJqtUo6nWZoaGhH2/5SqRS5XI6BgQG5Ag2Hw9hstg2r94nad7FYpFqtSi5Po9HYcgC5Gur1OufPn2d0dHRH9i/u00KhQDQaZe/evdsmSb4axLUrl8sEAoEN39t33XUXJ0+e7LhRNxjo4oZB9OSKWpfoyQ2FQvLhFZNWNpuVUrDbnWoU52EymXC5XDQaDUkWE8xrj8cj04qdjq2qKqlUimw2SygU2jALfnmPOIBeUfmDnxzl3YeDvPjii7JGWS6X6e3tZXp6mqmpKQ4fPiwzLWKSsNvtqwYE4prCazrttVpNlmzWg3q9zsTEBIFAYF1WqtcTInAUwcR2QLSSiQzFGwHz8/PS3a+1DW65KuhG0VoSFB0OwWAQVVWxWCzU63VMJhOxWEy2xLVCpMyvRTpOpVKkUilGRkZ2JPNQr9e5fPmy5BrYbLYdLYE0Gg2p6WE0GjclUbxWMNAtE3RxQyHY/6lUCoPBQCAQoFqtotfrKRaLVCoVCoUCuVwOjUazIzV5wRZvNpttDoBiNaTRaIhGo5J85HQ623qLC4UC1WqVVCqFz+fbVDvcaj3in/7BLP2NCFqtlnPnzhGLxbj77rv5+te/zjvf+U6ee+45gsEgFouF7373u7zjHe/g/Pnz3Hfffav2Jauqit1ux2q1SrU5u91OvV6Xk2fr6rv1XwGtVkswGCSVSm3Js30noCjrd3ZbL4Tcs8hC7DaS3E5AtB329/eTTCax2+3b4lHQmkVyu93k83my2SxarZapqSkZoMLSSjiZTEpibyKRkFwFg8GA0Whsu1dbvx/haLpT35VWq8Vms2E2m7fNYvlaEC2IO2EC1g0GurhhEJOwICnpdDoSiYQkawk2rVAE2+lz6fS7yEqI84jFYuh0OpkuTqfTRKNRFEXB4/FsukVytR7xhVyFSCQmU+IDAwOEQiE8Hg8LCwvYbDaKxSKNRoO+vj76+vrI5XLXPAcxYVqtVprNJqlUSpZLAMkF0Ov1uN3uFelx0WudTCbl9/V6hl6vx2w2Mz09TV9f303hyLhVeDwe6ci5UxkRjUYj9y0m/r6+PtneKLKF8XicK1euMDw8jMPhIBaLkc1msdlshMNhmQUSSpyhUAin00k4HN6xTh9FUaTU706gtd1ZcATsdjuVSqUbDHTx+oRYKYiH1mw2b7m3ebvKX8tXgaJuKhQHBYs6EAisuy2pE1brEe+x6jl27BjVahWdTkez2cRisfChD32ITCbDHXfcQa1Wk4xik8nEHXfcITkEAq0DizjHSCQihUgURSEejwNLk4DVaiWTyVAqldBqtW2taZ36l1/v0GqXhHsikYgURHq9Q6fTSRW+6+HDoNfrueWWW9oIhaJcKOrjIgvlcDiYnJwklUoRCoXkZGm1WimVSszNzTE4OCgD3J2q5TebTQqFAvV6fVuOIbgV5XKZarUqx0VRynQ6nRSLxR0pSXSDgS52Bba7jzuXy/HjH/+YRqPB6OgoWq2W8fFx7rzzTur1OpcuXWJsbIxyuczly5e55ZZbuHTpEvl8HpfLRa1W44477mgrF4iHUqxY6vU6p0+fZnR0lH379m3p4VytR/x333WQvr5eYGngEXrxgssQjUblIFSr1ajVam37FRO1RqPB6XRiMBiIx+NyP3a7HZPJxMLCAi6XS2Y3AEKhkJRoFfLOdrtdBj2lUkmqub0RoCiKNL1qLRW9XiFq++K+3+nPu1qHBCx1z7QKLJlMJvlcL+cQabVaEokEMzMz6HS6HS1hibbXZDKJzWaTPgNiMbORayZKjoVCAbvdjs1mkxoBghibzWalGNR2P3fdYKCL1yUSiQSJRIJCocD58+cxmUxEIhHm5+dlO+OVK1faSIGCt/Dss8/i8XiIRCKSiCZMRcSDCkvqg4qiMDY2tuWBcj094q1a+WJwFr3EndBqsuT1emVXQqVSkQNMLBbDYDDg9/vl52rlCej1ekZGRqTrWTQaJZ/P4/F4SCaTax7/9QihavhGgKIoMhsi5Htv5Lks//9q2RlFURgaGiKVSl3TBGg74HA4qNfrhMNhDAYDGo2GQqGA2+2WUscC4vkTAb1AtVqVk7zD4ejY/SA0GwqFAul0elPdBGuhGwx08bqDEHIR6UGhNqbVaonH42QyGYaHhzEYDOj1epl683g8ss1Rr9fLYGJoaEgGDCaTCZ1ORz6fJ5/P09/fL0VLtor19Ii3tlimUqmOrmkiUKjVagSDQdxud1trXiAQkO9tVUwTA0uxWGRyclLWikWwIN4fjUaZmZmRkr8Cou3p9bJqbr2W4vOUy+XrMsHsBoiSnd1uJxaL0dfXd1N8bvF9iZbgnYTRaJTPv1AP1Gq1eL1e5ubmcDgcMkCAJS5OOp1Gr9fLEoYgRlssljWVWMW1F0TfRqNBo9HYNv+ObjDQxesOqqqSz+ela6FgGNtsNuk3UC6X0ev1lMtl9uzZQ61WY3Z2VvobaDQaWYOv1Wq43W6i0Sgej4dCoQAsrdStVuuWfBU28pngNf3/VkWxVrc0Ud83m83EYjFJxOqE1rRsq8aBz6rlbn2YuwMKCwsLeDweLBYLPT09pFIpYrGYHIzsdju5XI6ZmRkajQbT09OMjo7idrs37U+wW1AqlRgfH8dkMhEMBrHb7cTjcel94ff7d7yv/EZDkOTE9/t6/7xbgXAxhaXn1WazcfbsWUZGRmTLcqFQwGQy4XA4JDFQ2Buvt5wh7IwTiYQc11o5PZtF95vt4nUHRVG47bbbKBaLcvASE7xg4oq2O/EAa7VaAoFAm92u1+uVBB6HwyGld6vVqkwVWyyWdZPJWvvfV2vZW207oX0gpGDFPlqNlYReg9hvuVymUChck+m/pHHwKqXaUu93rNDgKXyUK/OUSqdlkHHffffxd3/3d5hMJm699VYuXbokLVyj0SipVAqbzcaFCxe47bbbOH78+E07eYh6eaVSwefzMTMzw9DQENlsFovFQrFYJJ1O4/V6b+qAZz0Q3TOxWGzLGgNvFIgMXCqVIp1OS/lmm83WljnbzLXU6XSS15TL5VbwhDaLm/NJ7aKLNSBWM62SnutBq5yoRqNhYGCgrU7q9/u3fG6FQoFisSgJQcFgEJ1OJz0XRLAgyhHChEkwjEVQ0wqv19ux/1uv15NKpaSPea1W6+hmtqRx0C5Q1EDLK40BhmIv8dBDDzE5OcnExARarRaHw8HExAShUIipqSlJRBS93xaLhStXrkiS4s0EIfmczWalK6DIBs3MzGC1Wunr60Ov1zM7OytJlbvRoGe7IDJI09PT2Gy269ZTf7NDURSCwSDFYhGfz9fG+dkqNBpNm6PhduDmelK76GKHIVLuZrN5zYlMvK/RaFCtVqX3eWv9rtFoUCwW5cq+VCrJFkExwYu6dLPZlMxtQNbjhdANrG7gtFrN0Ol0Uq1WmZmZkcdxuVwrVrOraRykqgo/969+DofDQSgUIhwO88gjj5DP5/H5fKTTafr7+xkeHubKlSu4XC4MBgPJZBKn03lDCWcbRb1eJ5vNSlMY4bMgRGtGRkYol8ttqm9er5disUgymUSj0dDT09P299dbcOBwOG4KPYnlra5CxExk9Mxm83URyVIURbpNtgotbRf0ej0ajUa2IG71fusGA110cRViENHr9dJ4ZbX35XI5yuUy+Xxe1u+FWY9YAWg0GjKZjBQBqlQqhEIhWT8UZYtWglprICFKEWs95GsZKQlvdZFl0Ol0zM3NyUyBwGoaB30uM6Ojo8BSVkS0T4rrlMvliEQi+Hw++vr65LkuVy/czRDtXEJjwe12y6Cm9fx1Op10ZxQQBDVRwpmenpatbBaLhWAw+LpJqQsnPZFd2s144qUZ/uypi0RzNUJOE28Plnns7iHOnz9PX18fY2NjMigwmUxUq1XpALjdaDab6/IK2QxEKTOdTlMsFtuIwptBNxjooourEESeYDC4ppytcLFrnchFb3E0GpUrSAHB1jeZTKRSKTKZzDVFldY7MImsw2oQ+gLivBVFIZPJyHS+oiirahy0Ohd2UmgU/IlcLtdWfrhZgoB6vU46nSYej+NwOOjp6dmQjLH4nDqdDq/Xi9VqleZW4XCYfD6/63wbNgtRntrtAlNPvjLPv33yHOX60uQbzpT5YrbJmTPf5nc++DYikQhf+9rXaDabVKtVHnjgAWKxGMePH9+xYMBoNO6YSJXBYMDr9bK4uLjlNt/dIyjeRRc3EMIkpbe3t63Ht9lsUi6X2wbBSqVCpVJZISoiBkzRetb6I/4uVs7bOfCsN+Up2q3S6TSzs7PSAfG9d/TxJz91iD6XGYWljMCf/NSha7Y5iv0tLi6u6oOwmyACAMHEnpycpFwus3fvXnp7e7fsZ2AymaSEb6tkdb1eJ5PJSGndmwmihJXNZldY5e5G/PlTF2QgIFBXNYxbbuPMmTPMz89z4cIFrFYrNpuN733ve2u2820VIsMUjUZpNBqk02lpuLbavSCud6FQWNf9Uq/XpZz7VtDNDHTxhoeop3u9XqlJIOxJM5kM2WyWkZERORCKskAn7ERtcC1sROVM1DAdDgflcpkrV67QbDbR6XS84zb/NSf/TvsLhUJS+XCr6WPBm1he/2y91q19/62vr3YNxPeo0+mIx+Ok02kMBgMmkwmv1ysd8a51DYV/Q71ex263r5pWFsdrNcgpl8tMT09LTonIPIlMzW4yeWqFqqokEglpzR0MBnftuQqE0+WOr2dqGtkNMjIyQjKZ5N577+XKlSuMjY3t2PkoikJ/fz+Tk5Pk83lMJhN6vZ54PE5fXx9Go1G26RYKBWmJrNFoKJVKDA8PX9NsafmiY7PoBgNdvGEhggCNRkMgEJCmPZFIhFqtJuv2jUaD2dlZ7HY7LpeLRCKxawbF1hbD9QwG4j0Gg0GuXMvlMuFwmJGRkQ0RxIS4U6FQ2JZOixdeeIFcLsfBgwdxOByyr71erzMzM8Pg4CAvv/wyt99+u1SDTKVS7NmzZ9XPXqlUePXVV+np6UFVVfbs2bPuFVSr9kLQaeR2dYq3jCxp3x8/flzq9gtTLWGD3d/fL9UuRSuZyWTC5/ORz+c5d+4cHo+HbDZLf3//trHBtxOCF5PL5RgeHr5pukJ6XSbmOwQEIZeJhx56CGh35Dxw4MCK924nxOJgYGCARqMhy4dms5nZ2VkZoJdKJYxGI0ajEZ/Ph8ViIZ1OMz8/z/Dw8JrHEJ4lIkOwWdwc33AXXWwzhFOiUFizWq2kUimp/S1W94IMKFJ8InrfDXVxEcgUi8UN65RrtVqpnCacGYW5kTBFKZVKHdUExeo3Go2STCbZt2/fpnXSG40GJ0+exO/3Mzk5idVq5eTJk+j1eiKRCJVKBafTyfj4OEeOHOHy5cvodDqmpqbk5x8eHl41OBNtmlNTUxw9enRDgUCr9kIkUyFGgL6aHkNshi984QscPnyYZDJJJBKhp6dH2m0/+uijnDhxgnK5jNFo5OGHH5YZj97eXuk8l8lkdmXZQFVV0uk06XSa3t7emyYQAPj48bEV/BeTXsPH396Z/3I9IPhCrbDZbOzdu5dqtUokEpGLkdZzczgcJBIJarXamuUZIRsuMmCb/Xy7Y3nTRRfXGYqi4HK5qNfrlEol6vU6yWSScrnccWIRaThhkXqjISbCnp4emereCgwGgwwGGo0GMzMzTE5OdiQnqqrK7Ows+Xxeptw3e03K5TKf+tSn+M53voPf7+fo0aO43W4sFovUau/v78doNNJoNBgeHiYajbKwsMCBAweumZHQ6XQEg0GGhoY2pNLWSXuhjoa/n4LHHnuM3t5enE4nlUqFiYkJKTKTSCSIRqNcuHBBXh+j0cj+/fux2WyS0CmyUBqNhlqttmv4BCIjkMlk6O/v3/UcgeVYzn8J2HT8+/fcxvvu7L/mttcTQrvBbDazZ8+eFYEALJUAvV4vkUhEthinUqkVXAJFWTLQyufzW+paUHbDDXi9cPDgQfWJJ5640afRxQ3AcuU/MZmKh8dms1EsFmUdd7dCPK86nY6enp5tsTJVVZXx8XHMZjNut5tcLkc6ncZkMjE0NLRi/yKD4vV6WVhYYM+ePZsum6iqSjgcxmq1yolTDHy5XE5mb6rVqjyGIF85nU7K5fI1CWDCREZV1XUTBUd++/+j08ioAOc/+TBnz57FYrFw/vx5arUaxWKR2dlZDhw4IM9NrOiOHTu2IhBRVZVisSizH7VaTZZptqNnfLMoFAosLi62aSzcrKjX61J062Zt8RRZmmQyic/nIxKJyCBBq9Vit9ulSmosFpNtsavhrrvu4uTJkx2/1Jsn/9NFF1uAEB5plett1fYXbGkx+C0sLHDlyhXq9Tq9vb3s3btXvndqaorx8XH27t3LyMgIV65cQVVV9u3bRy6X48KFCzSbTcxmM0ajUU4Qy0lvApVKhbNnz3LgwIGO6m6t3AaTyST9ELbLoAQgGAySy+VIJpMYjUbpVlcoFLh8+TKHDh1Cp9NJnoDf75e+B/l8vqM/w8WLF/F6vfh8vlWPqyiK1CgQEN0crfyF1snU4XDI39dTntDpdPT39xMOh0kkEgSDwWtus5r2Qq9rqTf96NGjqKrK2NgY1WqVH/7wh/T29nL//fev4F10+o7Eai4UCsl7Y2FhgYWFBXQ6HYODg1vubtgo6vU6i4uLkuB4MwcCsPS9bweX5UZCqKkqisLs7Kx0F81msySTSbLZLIFAgHq9TqPR6HIGuujiWuhkCSqwvANAVVXm5uaYmZmhVCpx/vx5zp49i9VqlZr0ly5d4vLlywwMDFAsFqnX61SrVVKpFPl8nkqlwuzsLC6Xi6mpKarVqhQeMhgM0qq0Xq9TLi8RnoaHh9uCgVY1RJfLhdFolIP0dg7UiqJgt9ulpLA4drPZZG5uji9/+ct88pOfZGFhgXw+TzKZ5Mv/4xJPjDeIl5q4DSqP32rhTUGNtI01GAy89NJL6HQ67rnnHvR6PaFQiOnpaanpL4iY999//46T6EQgtt6090a0F4xGI295y1tWOByu55xaA4eRkRGazSYzMzPSSOt6odlssrCwgNPp3DEBni42D6fTid1ulwsWi8WC3+8nm80yOztLo9GQHVFC8Gyj32E3GOjiDYGNPBj1ep18Po9er5fmRLlcDp1OJ9njfX19ZLNZLl68KAfQubk5udKNRCIyfT0+Po6iKPj9fmlbKtrxFhYWMBgM+Hy+NoU7oWjo9XrbbIZ3Gq3HGBwcJBKJSGe1s2fPMjU1xb9MFXmeUerqUmo+VVX4m5dz/GP8OY4NWchkMpLMNDQ0xOc//3kUReHd7343Tz75JFqtliNHjpBMJpmdnWXv3r07HgwI2+eenp51vV+0WYpugl6XmY8fP7Bq++V2BGjiO3Y6nSSTSQwGw7Zmf1aDqqqkUilUVe3ocXGzQDDqdTqdNO/pdP1arX9vFnRqWRYma2LcSKfTTE9PA0iXzY2gGwx00cUyCFa40BtoNBrU63WZpstmszQaDUwmEzabTa7g/H4/xWKRiYkJ0um03NbtdsvI3el0Eg6HpWa5VqulWCzKkkIrvF4vLpfrhgzOYvVhNptJJpP87d/+Lc1mk8nJSV7S3Etd216jb2p0hP13MzbWkDbH+XyeRCKBxWKRXQN6vZ59+/Zxyy238K1vfYtMJnNdPo9Op5OCQL29vSt0DCKRCDMzM+zdu1c6Mb73jr62yV9VVRYWFqTvPMD09DQLCwvY7XZGR0dXnWBETddgMOB0OpmdnQXA5XK1lT1aia2RSIShoSG5fS6Xk1mX7YQwwxoYGNg1LbObwezsLCdOnODtb3873/zmN9FqtTz22GNYLBYZXFerVZnZe+CBB6jX65jNZsrlMgaDQWbebhZJbdFJAODz+aRfRjQalUZnpVIJvV6PwWBYU620Gwx00cUymEwmjhw5IjXFDQYDiUSCV155BUVRuPvuu+UkLSRABUtcSBKLAQiWViculwuNRoPVauXy5cuyVCAIjMtb+BRFwWg0tvEFbgR8Ph+/+Zu/SaVSQafTceTIEZ74ducJvKyYefjhN0n3xWazSTqdxuVySV6G1WrFZDKRyWTarJd3Goqi4PF4mJqaolKptHENYrEYf/mXf0kwGOTUqVM8+OCDxONxQqEQyWSS/v5+isUimUyG5557DofDwQMPPMDo6Chf+tKXqFQqLC4u8vjjj2OxWPD5fBQKBQqFAr29vfI43/72t9FoNBw7doyvf/3rDA4Ocvvtt1Ov13G73ZKXUi6X0el0ZLNZMpkMNpuNSCRCqVTCZDIxMDCwrkmqEz+lU5toKpXC6/Ved47CdiOfzzM+Ps7999/PhQsXKJfLRKNRvF4v8/PzjI2N8corr8jv5F/+5V+oVqscOHCA8+fPMzAwwEc+8hFMJpOU2L4emZntgshOWa1W2YWg0WjI5XLs2bNHjlOroRsMdNHFMuh0uhWktlAoJFdODoej4wAh2g4DgYA0B1JVFaPRyMDAgGT9OhwOwuFwm9b7ckKjqqosLi5itVpvqAOgwWDg4MGD0toXIPTscx2V3oJO4wpHxMHBwY779Xq9/NIv/ZI09Lke0Gq1OJ1OmR0QA+PMzAwmk4mPfexjpFIpzp49y6c//Wn6+vooFovodDr0ej1Hjx5lYmICh8PBuXPn+KM/+iOKxSLT09Ooqsorr7zC6dOnZXnp0KFDTE5OMjY2hlar5fTp0/h8Pv7mb/5GGlxdvnwZo9HI2NgYAwMDlMtlYrEYdrud3t5e5ufnZa14ZGSEqakpwuGw9FEQ34toidVqtVitVqkT0Gw2ZeBjt9uxWCwruhWEjsbNMumtBoPBQKFQYGFhAY1GQzKZJJPJcOedd3Lo0CGKxSKlUolXXnlFXr/Dhw/zzW9+E6vVikajIZFI4HA4ZDDX09Nz03UiLFcaFWTma5Uau8FAF12sAxqNBrfbveZ7xGQvDIDERF8qlYjFYgQCARm5t/bSCxGjarUqiYZWqxW/379rViaKokgS5m8dH2sT5AEw6TT84h3udSshGo1Gbrvtth07304Q2YH5+XnGx8fx+Xy43W56enrIZDJ8+ctfJp/PU61W8Xq92Gw2arUabrebTCYju1HuuecefvjDH0pFuXe961384Ac/IJVKodVq8fv9pFIpDAYDzWaT2dlZqSlgMpnI5/Py/hDW1wDZbJZUKsXw8LDMCgHSelp0GczPz5NMJunp6SGRSBCLxaTldrVaxWg0ypY6UXJQVZVoNColpAVJUJBH4/G4dGG8WdHX18fIyAjf/e53edvb3kYqlcLhcDAxMcHo6Cjj4+MMDQ1hNBrxeDwYjUaGh4d53/vex9zcnFSyXFxclPvU6/V4PJ6brnwinkEhf5zP59vKUR236eoMdNHF9kMw11udDfv6+iR7fHlGAJaITeVyGa1WKzXLdytapXp7XWZ+8237uMPbwGq1otfrsVgsK9LOuyGoAaQOfCwWo6enB6vVytmzZxkfH+fw4cOEw2Hi8TjBYJBkMsnQ0BCFQoF0Ok1PTw89PT3E43FuvfVWLl26RCAQIB6PUyqVWFxcxGKx8JWvfIWHH36YO+64g8nJSTQaDTabjUQigdvtlt+vzWbj0qVLWK1W9u/fL6WL17pWsViMZDKJ3W6nVCpJcSAhipVOpzEajW0aFCLbJOya+/v7pVpdqVQiGo1KfsLNCsHRET4ZwiZckArF31vJniI7J97baDRIJBIUCgX5956eno6tszcDRGeU0+nE4XCsqTPQDQa66GIHIJ4roRfeaDTw+/1r9txvNxqNBrlcTmYaWmVlxWpxO+vEpVKJ8fFxqWbo9/vJ5/NSOXArUqnbDZFeD4fDHaVgtwKR/t+3b9+6rm+z2WR6eloK/VwL+Xxesv/FIL/ecxf226lUCpvNhsfjoVwuE4lEGB0dvel5A1uFCAxarcYNBgOhUOiGleo2C5ENqlar9Pb2otVqu6JDXXRxvSEG59bBVUzAOzkhtq7Ye+x6jjDNm/v0BINB3vSmN8lzEqlQ0b+8HeUIk8nELbfcgqIoZDIZGo0GXq+XcrnM1NSUJGSJ2vWNDAyOWK7VAAAgAElEQVSEXnwgEGBxcVGKuVzrnBqNhtSKEDXY5dvo9XpuvfXWdZ2HkJgV3gVrvU8QSa1W65rBy1rEQY1Gg8/nw+VykU6nGR8fl14TQnnwjQwhE+z1ejGbzRSLRcnvuJmCAWHiValUGB4eXhfvoRsMdNHFJrEeC10BYUm6k1gy13lNKGcxV+N7BAmpGvLj42QyGRYWFiiXy/h8PprNJpVKhbvvvpt77rlny8cXAynQ5pcgyEyiy0DUrjtJHV9PKIoi/QKmp6elfsRaRKtsNiu1F4xGIw6HA5/PJwfbtT7P8vul2WwSi8UolUr09fWtum2pVOJrX/sa4XCYN7/5zWQyGd75znd2PE9VVbl06RLxeJx77rmHZ599lje/+c0YjUYZuIh2NKfTSTqdJhAIXHeRo90OUcIRgdfNFAgAJBIJFEXZULtoNxjooosNQrQDLpcXvtbEthVDn/VgyVynvY+4joZvz2r4z+95kB/96EfEYjE0Gg0PPvggp0+fRlEUxsfHufvuu3fs3FrJh0LZsFqt7sixNgNhFpNKpZienmZoaKjjSkqsoEW3iF6vJ5PJyG4Cu92O3++XdehardbWzpXNZqXng1arpVQqSb+EtbQDMpkMJ06cYN++fczMzHD69GlqtRoXLlygv7+fQCBArVYjmUwyPT2N2WwmHo8zPj5OPB6nWCzy0ksv8cgjj8jsECyJ1DgcDux2+zXJZW9ULFeJvFnQ09PDxMQE8Xgcv9+/roxPNxjooos1IIhXrel9RVEIBoMytR6PxyVDXGzTCSLVu1OTbriDlj5AotgkEAhItTK73U4oFJKpxGAweF1W6EI4J5lMMjg4uGv4A0LTIRAIMD8/z9TUFAMDA236/EI0aHFxkeHhYTlBiI6EarVKNBpldnYWk8kkzYu0Wq3MHCQSCfx+P5VKhXq9jtPplJmJtWA0GnnooYe4ePEiJ0+epFQq8fTTT3P8+HG++93vyg6WoaEhZmZmyGazjI+PEwwGmZubQ6/XMzc3xwsvvCCDAUEmFB0uXby+IHRBdDrdunU8usFAF110gHAv1Gq16HQ6jEYj2WxWpr9F77eqqgSDQSKRCMViUU72ol1QpGdrtRrZbBaLxbJjqoJrmesEAgHe//73y4lHpOlFy9v1mBBED31fX9+ulIIVZY5sNsvU1BSjo6Ooqko+n5f/7tu3r+3cxTai7a9QKFCr1dDrl3gapVKJRCJBMplkZGREekBsBMIyutlssnfvXplxeOGFFzh+/DjhcBiLxUIsFpPthMeOHaNYLOJyuUilUjidTin53PqZbrb0dxfXhhCS6u/vX9OTZTm6wUAXXdC+mldVFZPJhM/nky1ggnjVysiH1zTD/X4/s7Oz6PV6/H4/tVqNSqWCRqPBYrHICWL59tuJtcx1Wuv5red+vdoXhRWrx+PZdUY4wka5Wq1Sr9cJBoNks1nZEih8JPx+/5ouiRqNZsVEL8iShUJh0+lmt9vNb/zGb1AsFnE6ndKOO5/PSx0BYdeby+UwGAx4vV6ZiWk2m1itVqlhL8iCgh+xG7CRclsXa0NVVer1OvPz8xsKCLrBQBddsJQJEIxhQSRrLQsAqxKsRAZA9G4vb+ETqnA7jY2a61xvlEqlXWmEo6oqpVJJBnEul0v6SbSyyDd63qK1S3AEFhYWCAQCG16NC6KjmMzF9iIw0Wq1xGIxVFWlv7+fSqVCOp2WlrZms5lsNitFhWq1GhqNRmatrjeWl9FqtRr5fJ5MJtPm0Lnb7pObBYqisHfvXiKRiLym60E3GOiiC9pdwbRaLYVCgXw+j9lsXuEbsNr2nR66683QXm6us1sg/NavZ1r65Zdfxul0EgqFOHnyJPfee29bir9erzM3N0cwGMRkMkmVSLFaXh7YrQetrZ0hl4mHfQV8Pi9feCVNsqLSY9PzcwdtPHb3MKlUSh5D1O+j0Sh2u53h4eF1T4aVSoVardZGfFyuZyEsisW9nc1mWVhYaPNOuB4QgdfCwoIsqQkHQbfbTa1WY35+Hr/fvy4+RRcrIe4bIXK1Xp5SNxjooguQpQBhqJNMJtHpdDLtKiRju9gcisXidVntta46X3jhBQAeeOABnnzySfR6PXv27OHy5cuk02np5DY9PU2lUmFmZgadTsfRo0c5ePDghs91eWtnOF3mK1ktzfEUTRRAIZqv86kfJXnxxZM8OGiSJYpDhw7xwgsvoNfricfj/Oqv/uqK4FII4gBy0s/lcsTjcWmEJbguy8+9p6eHZDIpWwp7e3uZnZ0ll8tJXf6dhKqqVKtVMpkM586dw+PxMDAwIH0fxL2hqipWq5WFhQWSyaQszdxs/gC7AUKcKhQKrVneEuiGXV100QIxkAozF4fDsa4HqYvV0Ww2SSaT10X7vlQq8YUvfIHz58/jdDqp1WqcPn2aQCDAqVOnCIfDPP3009TrdS5evMgzzzzDlStXGB4eptFoMDAwwCuvvLKpY3ds7WxyNRBoeQ0NP1aHGBkZwe/3Y7VaOXDggHRULJVKHa1my+UyExMTXL58mcXFRRYWFojH43g8HhwOB/l8Xna2LE/F63Q6enp6cLvdmM1mKbgUi8WkoVFr58x2IxaLSRLkoUOHsFqtUrq5teVWUZass/v7+2k2m5w7d47JyUkymYw03elifXC5XBsK9LqZgS66WAbhfS4GqTeSZPdOoJVIudMoFos8/fTT9PT0YLPZsFgsRKNR6Qh46tQp9Ho9vb29FItFms0mzWaTixcvYjab6evrI5PpbNF8LazW2tkJ+eaSY16tVuOWW26ht7eXD3zgA+TzeSwWCwaDgVKpRLFYlNyFUqlET0+P7FDw+/3ST6BSqZDP53E6nRSLRelOKNBsNmk0GlISWlEU6YMwNTVFMpkkFApJKd6enp5t08VoNpsUCgX6+/tlYO1yubh8+bK0T15+HIPBwMjICFarlUuXLsnn0OPxtAladdEZoqMgEAisu3OnGwx00cUyCNlX0VHQai/cxcah1WqvixQzLFkjf/rTn8ZsNktbX2Et3Ww2SafTWCwWGo0Go6OjwBJ3oFarYbVaMZvNhEKhTR17tdbOTgi5TCusm0XrHyzJyYbDYdxuNwaDQd6LBoMBvV6Py+WSE2symZTOhqupXBaLRbLZLAaDoc2Fz2AwsHfvXtLpNGfOnMHlcuHz+Zifn5fBhF6vbzOgEl0Xy21xRdAsAo9SqSQzHSaTqY0votVqGRwc5MqVK9jt9o5cEkVR6OnpweFwoNfrqdfrhMNhuf1GPBneaGg0GmQyGfx+/7q36QYDXXSxDMLfPZlMYjKZ0Ol0lMtlmV7tDkAbg+iL73TdxAQyNTXF1NQUY2NjBAIBms0mmUwGq9VKtVqVbP9rpTzFihfouCJyu92S5V+r1ejp6VlxXpslOXZq7dRrFVCh1nwtu2TSKfyru/2y06TTdSkWi9jt9o6r5tbOFHH9RMCwWkmrXq9jtVopl8ttr4v20lKphM/nkw6Idrtdnl+xWKRYLFKv14lEImi1WgwGg3Q/1Gq1NJtNFhcXqVQq8pxMJhNmsxmLxdKxndRsNuNwOMjlcqte81ZirlarlXbSnQKM3YRWobKdHC+q1SrFYhGdTifvJfF9CMvt9aIbDHTRRQeIbEA8Hqder8tgQHAIhFFM608XnVEqlTpOBs1mk2g0SqFQkCp5Go2GWCzGmTNnMBqNcpCLRCLceeedHD16dMPHFwNzayBhNptJp9Nb/mytWN7aGXKa+F9/YgS93sCfffcCC9kKvS4Tv/m2/dzXb2BiYgKv14tOp5O18HK5LFfVrRN7s9mUXACbzdZWAtDpdNRqNaBz+6NQKCwWi9LWWLD6hTNfrVZrM7QxGAwymDIajTKIajQa8j2Li4vMzs7S29tLOp2WWvirBTjLoSgKoVCIM2fOkM/n0Wg0ZDIZSd4slUqEw2FGRkbI5XJkMhkGBwdxuVxMTExQqVR2bTAggtmdEhgTxwiHw1LxspVn0mg0ZCvqetENBrroYhUoikK1WpUOd8JhTlVVKUVstVrx+XxtE003MGiH6NUXKyWxckwkEkSjUWw2Gy+99BLBYJBcLsf8/DzpdBq/3y+NdIaHhzc8eYvjxONxotEoXq9XCkBVq1Xy+TyVSmXFalpMxhaLpWMmojW4EIOwYMOL1s5iscjExARQxGCo87cfGEZVVVmaKBaLlMtlotEoLpcLrVYrxa4E4//pS2ke/9IzhNMlAg4Dh9VJ7g3p2Lt3L29605vQaDQ0Gg2i0ShXrlyRr2m1WiqVilx1K4pCpVLBbDZz9uxZAoEADoeDeDyOzWbDZFoqWVyLsb9cuCoQCJBMJpmZmcFisRAIBDbciqnT6fjsZz+L0+nEYDAwOzvL7//+7zM5OYnT6eQ73/kO733ve3n++efJ5/McO3aMarUq9UCmp6fJ5/M0m02OHj26a8i+Ingzm80bUgG8FsQ9raqqLA+1Skq3/n2ji5R1fXOKoriAzwEHARX4JeAi8P8Cw8AU8AFVVVNX3/87wIeBBvBrqqo+dfX1o8DnATPwHeDfqKqqKopiBP4bcBRIAD+jqurU1W1+Afi9q6fy71RV/cLV10eArwIe4GXg51VV3T3uJ13c9Fj+MIn/C4WvRqMhfwqFAkaj8Zqud280CDLm3NwcjUZDWvWm02mq1SqxWAy73c7Y2Bj1eh2LxUKpVJLpzWKxiEajIRQKyclKpKxFa+DyunWxWCSXy1GtVmk0GpTLZbmyTSaTVKtVbDYbTqeTcrncNoGoqsrZs2f51Kc+xR/8wR/gcrnQ6/VUq1VqtRqqqvLyyy/jcrnYs2cPMzMzpFIpjhw5IgluokVV6AeEQiGMRmPbKjafz2MymXC5XLL2LTJRer2e741n+d0nz1CqLWUMFrJVYgQxm7PUL16kXC5jt9s5deoUBoOBaDRKKpUiEonQbC55UYh6PSyVCXp7e0kmk9x666309fUxNDTU5r+wUSiKIuWPt3LPWywWrly5gkajwWw289d//df09/dz8eJFVFXls5/9LH19fZw5c4aFhQX0ej2pVIrBwUF5Hc+ePcsf/uEfMjY2tqlz2ChElkSMBYDkpsBShqdSqVAsFre1tNhoNIhEIjIgWs5vWS6UthGsN4z7T8B3VVV9TFEUA2ABfhf4nqqqf6ooym8Dvw18QlGUW4HHgduAXuBpRVH2q6raAP4a+CjwI5aCgUeAf2ApcEipqjqqKMrjwH8AfkZRFA/wh8BdLAUhLymK8vdXg47/APxHVVW/qijK/311H3+94SvQRRcbhHjQtFotqVSKQqEgV4vT09N4vd43NLmpUqmwsLCAyWTCZrMRiUSw2WwyrauqKgMDA1Iox2AwSJY7vKadf/bsWWq1GsFgkEQiIZ3XFhcXyeVy2Gw2crkcAwMDuN1uKcFar9fxeDyybQ3axZ+KxSLhcJhms7mCmd5sNjlx4gT5fJ7vf//7pNNpDh8+zIkTJ4jH4wQCASYnJ+WqeP/+/RgMBk6ePMnU1BS/93u/R19fHxaLhf3793Pp0iWsVuuKgMPn88lAqfU+ESJES22K7W10DbQ8m/XgzU9gNBrJZDLMzMzwgQ98gG9961tSSMjpdDI2NsbnPvc5xsbGZN09EongdrtxOByEQqEtBQICrWJdm4XT6ZSW2haLRQZGwvFRrHb1er1c8d5zzz1885vf5NFHH+XFF19sK5VcDwjjqkqlIksnolZfrVblOQsOxXaNBfl8Hq1Wy8jIyLaXJ68ZDCiK4gCOAb8IcHX1XVUU5T3AQ1ff9gXgn4FPAO8BvqqqagWYVBRlHLhHUZQpwKGq6g+v7ve/Ae9lKRh4D/DJq/v6BvBXytKnPA78k6qqyavb/BPwiKIoXwV+Avhgy/E/STcY6OI6QgikiAG92WxSLpfJ5/NvWEtYVVWZmZmRg2I2myUYDHYk6mk0Gr74xS/i8Xh49NFH5etCfvfQoUPMzc0xOjpKNptlYmKCvXv3otPpGBoakr31s7OzpNNpCoUCdrudoaGhtuBiOUQfe7lcXlFzTiQSPPfcc9jtdp5++mk8Hg92u51IJILdbmd8fBy73U5/fz+qqnL77bfz1FNPAUvliFwuByzxJObm5rBarSuOsdoEqiiK7ChY1YGy3OQn3vUTRKNRKpUKb3nLW7h48SKjo6Po9UvtiufOnePixYv8/M//POFwGIfDQa1Wk8GP4BDshmBVURR+9md/FlVVKZfLUj75ypUr/NRP/ZTUXIjH47z//e+XGZ/9+/czNjbGyMgIBw4cQKvVMjAwcF3PXbR8ulwu7HY7er1elgdKpRIGg2FbfTiEcJPo4thurCczsAeIAf9VUZTbgZeAfwMEVFWNXD3JiKIoPVff38fSyl9g7uprtau/L39dbDN7dV91RVEygLf19WXbeIG0qqr1Dvtqg6IoH2UpG3HdpTe7eH1DURTZ8iQmH5FKrlarMmMgJoTdMPheD2i1WqrVKgcOHJDp49WIbeFwWKZZBZYkfS8QTpcJ2A184ietvOdILzabjfPnzxMIBCQRzmazMTw8TLPZlO6S17rOYqXcqZZbKBT44Ac/yLFjx3jqqaeo1+vEYjHe/OY302g0GB4epq+vj0gkwn333cfg4CD33HMP8/PzDAwMSNJWpVKh2WzicDjWXBku17AQwjq9LhPz6fKK9/c6zdx///0y2Eqn0zgcDsxms9RMOHXqFIcOHcJkMtFoNOTqul6vs7i4SCAQWPP6XE8oisL+/fvlSltkgkZGRlbdRlyzWq3GwsICe/bs2dTYLvaz0eeyVZhJeCmIzJNWq8XlcrVJmG9nMJBKpWRWSVVV6ToquE2Cy7QZrCcY0AF3Av9aVdXnFUX5TyyVBFZDpzNR13h9M9usta/2F1X1s8BnAQ4ePNhVj+liW9HKrgakBW4+n8dut+PxeNq8xV/vELVywZBv/cylUolmsynLAnq9no9//ONtq5wnTs7wu0+epVy/WivPVfndb55BURR+8tZ+rFar5AnAa4p124Xh4WGGh4cBePzxx+Vnai1hLNed2Ldv34qJRawahVHMasIvpVJJGjg1Gg2y2SwA/9v/tI9/+9/PtpUKzHotv/XImMwsaLVanE4nuVwOi8WCTqdDVVXuvvtueS6t11+kmLcyYewUFEXB5/MRDoelu2XrObZ6PggDrnce7JEB+GbQbDbXJIquhUwmg0ajwe/3d3QD3YnrKxYfjUaDYrFItVpFp9NRKpUkuXZoaGjTHRbrGZ3mgDlVVZ+/+v9vsBQMLCqKErqaFQgB0Zb3t+Zr+oHw1df7O7zeus2coig6wAkkr77+0LJt/hmIAy5FUXRXswOt++qii+uCTule8f9GoyGj9TdKyUBY4/7VX/3V0kS0982ciNtYyFYIOoy8ZwSGiFEul3nkkUcol8uSSyBY/n/ynXMyEBAo1Rr86XfO8fDovUxPT/Pcc8/xsY997Jo91K0ZGpvNti4ltk6D+HISaaf3Lf+/IB3a7fY1g8BSqUQ8HsdoNBKNRrFaraiqyqNHetFotWs6UGq1WnK5nCSyrTUJCYtjIaK1G6HRaPB4PExPT7fJFC/3fJhPl/idJ04Dhzjirkkp5Y1+LuHlIFou1wNRzigUCjIQ2Knr2Wg0qFQqwJKegOheEZO/0WiU9tWwdA/m8/lNB3vXDAZUVV1QFGVWUZQDqqpeBB4Gzl39+QXgT6/++9+vbvL3wJcVRflLlgiE+4AXVFVtKIqSUxTlXuB54EPAp1q2+QXgh8BjwImrXQZPAf9eURT31fe9Hfidq3975up7v7rs+F10cUMhVomlUolsNktPT881tri5oaoqlUqFaDQqGfwTDS+nJ7XU1aXBLJKt8P/8uMHh8iTW+Dl8Ph9f+tKX6Ovro1QqYbVaSaVSxHzvpVPibyFb4c/+7M/k6rk1va6qKrVajWw2K8s0Go2GSqUiJ0FB9Lse1yKfzxOJRNDpdNfsM5+bm+PJJ5/kHe94B08++SSPPfYYXq+Xixcv0t8o8efHTAwPjzE5OYmxEeHChZx0G4xGoyiKwr59+xgfH2fv3r2rkvlEl8L1sNLeCsxmszRREkTMTp4PpVqDP3/qIt/66BEikcimjiVW2tlsdt3ZgXq9Tjwex2Kx7FjpT5QA4vG4zBQJBc/WwKdVQEoEJVtpY1xv3vJfA1+62kkwAfwvLJkcfU1RlA8DM8BPX/0gZxVF+RpLwUId+NWrnQQAv8JrrYX/cPUH4D8Df3uVbJhkqRsBVVWTiqL878CLV9/3R4JMyBJZ8auKovw74JWr++iii10DUTO+XiiVSrz88svUajX27dtHX9/1sTJuNpvMzs7i8/moVCoMDAzwVHSIerN9cG2g5aLpAO8dzFOv1zEajTgcDhKJBCbTkoOf36IlVlxpRmOmzJUrV3jkkUd45ZVXJItb1MVnZ2ex2Wyy3bBer8se+nq9vunV40agXnW8nJ6eprd3ieMgXltNLa/ZbHLy5EmSySTpdJqvfOUr3H///Tz99NM0m00pKNPb28uFCxc4cuQIL730kuyz9/v9vPTSSzQaDX7t136tbb/wmniWsEjerVkBgdZMWiqVwmKxrEqmDKeXgkidTkc8Hsftdq9b8EjAaDRKC+hrpddFpklV1R3pFhJBdS6Xo1arSTKqyECKDgsBUYbzeDw4nU75t53kDKCq6imW2vuW4+FV3v/HwB93eP0kS1oFy18vczWY6PC3/wL8lw6vTwD3rHniXXRxA6AoSxKv29G6tRHE43E+85nP8Na3vhVFUbh48SIej4eFhQX6+/vJZDKSiX3hwgUCgQDlcplarcbRo0c3vXJuNBqSCV+pVOjr6yO/0DmFX8TE/v37yefzHDx4kMHBQXp7ewkGg2g0Gh60DvLH/zhJrfnadTNqFT54wMpdD/0809PTHDt2TCrSCSKhxWLp2LGgqir9/f0y9byT2YF0Os3i4iJGo5FCoYDX60VVVXK5HPV6vWP6VlEUjh49yqOPPsoXv/hFisUiZ86coVarsWfPHmw2G6+++irVapVcLieVGcvlMg8++CB33HEHn/jEJ/jEJz4hJwNBNIMl+eV0Oo1Op9v1WQEB8X3G43FUVV3V86HXtcTF2LNnD4uLi0xMTDA8PLzqdyxW3IqiyLR7a5vweqBe9YDYLv5Pq05BoVAgFotJIuhy7Qbxe2tXiChFitZKkQ0TQZFer0en061LB+L1z2jqoovrDFHHMxgMMqW7EY3wzUKsQuPxOJVKhZmZGY4ePcozzzwjSYxer5dvfOMbDA0NYbVa+eEPf4jFYsFut3Pw4Io4/ZrHEwx10apmMpl47LHH+I9XThDuwIbvc5n40Ic+1DYwLV+xOx1O/o9/vEg4XV6S7337a7XyZrPJ/Pw8Pp8Pr9dLJpORYj+r1fstFgter5dIJILX65VmP+LvG/m8QFuNttFosLCwQLPZlG2UTqeTqakparUaer1+TU+F4eFhHn/8cXp7e/nwhz9MpVKRMrZi1dvf38+JEyfweDx88INL3dTCUCkejzM0NMTtt98u9ymEsMSkl0gkVpgi7XbodDoMBgOFQqGj54NZr+Xjxw/ICU90eJTL5Y7BQL1e50c/+hGzs7MEAgHGxsawWCxcvHiRwcFBmUHpRBAVEzO85guxmSB/+f0jWiZFB4no/GjlIrV2DIjylyAQBoNB6vU61WpV2oSbzWaMRqPMhJXLZcrlspS9XvOab/gTddFFF2tCo9HIGp6wm70eKVpFURgbG+NXfuVXeOaZZ2RWQKQfBwcHGRwc5Pnnn6dSqUhBFCHTu1GI9LzT6ZQKf+I8fuv42CoD+NiKiXH5dXnfnf28787+tteazaYc7IU5i8vlWhcfQ1EU/H4/mUyGZDJJrVaT3QyiF1yk5MWA2em7qlarshVSMPdFn7nT6aSnpweNRoPRaJQqi36/H6PR2KYb3wqXyyW1BW677bZV3+NwOOjp6WFs7LXrJ77XX//1X8fpdMoJTKvVYrFYUFWVxcVFDAbDrtEVWC9EuaBQKKzwfBD+Du850t5O2Gw2V3xGscqen5/n0qVLvPWtb+XZZ58lm82STCaJRCKMjo6i1WrR6/VUKhX279/PmTNnOHDgAOVymcnJSR588ME12x2vBfFdJRIJWeISARssCWEZDIZVMxRCwdLj8UivlNYSkKqq6PV67HZ72zWo1+uUSiX53rXQDQa66GKbodFo2iY8kc4W5kY7Bb/fz0c+8hHsdjv33XefZCPfeeedWK1W7HY7ZrOZhx9+mOnpaXp6eqhUKpTL5U3xCwqFAhqNBpfLJVudjEYjJpNJDtSrseFFVkFo6QsIAl4qlcLv90tCVLFYpFarYbfbyWazG1a902g0uN1uGbSIdGqxWCSRSEh5WY1Gw9TUFAMDAyiKQiAQwGKxSMc+u90ua9Otq7Z8Pk86naa/v19KLc/OzkoHQKEM2Mpab91+rfvC4/Hw0EMPrXhdURRGR0dJp9Mkk8k2d0CbzSZNj4aHh3dEpGanIbokAOn5UK/XSSQSpNNp0uk0Go0Gm80m/SS0Wm2bGdPzzz/P008/zSOPPCJXzWazmRdffJGf/umf5otf/CKnT5/G6/VSLpexWCxYLBZisZjMHkWjUcbHxzccDAh5YuEKubCwQK1Wa5uYxfe+WglHZD5CoZAsMwm+CCBFmjqpWYrtdTodmUwGt9vd6RAS3WCgiy52EIqiSHcxm82Gz+drKxlsZ3BgMi3V44G2FbPom2/F0NDQlo715Cvz/Ml3zhLN1Qg4LvMLR1zcG1oqQ5jNZrxeL+850rti9SYGwWKxyOTkJB6PZ4VgTDKZlC1SguBVKpUoFov09vZuyKO9E0Q5A5Akv0KhQCqV4vOf/zz5fF6aJL373e+mWCzidDqlXO6FCxdIJpPSWEno40ciESmVfNddSxQrwQgXKdvWYEC0iPl8vrbUtnC8u9aKXlVVMpkMxWKRQCBAtdpuzZLJZKSk780KQYJPLVYAACAASURBVIQUSKVSckV95swZOXnXajV8Ph/z8/MoiiL5I5VKReoWNJtNvv/971Or1bjvvvv48Y9/TCgUwmKxSCXRbDZLo9HA4/GQyWRoNBoyyNooAVW0IAq759bMxUa0CEQ5QQT0rcHj8oXHcmi1WrxerxR0WgvdYKCLLnYYot6XTqfJ5/M4nU6MRiNOp/NGn9qmsNT3/Wqbic5fPrvIhw+ZeOuepb5+kUY3Go2USiV6e3tpNBqk02ncbjdms1mu0pcPslqtlkAgQDqdlq57wma30WhsOwmwVCoRiUTo6+vjtttu45/+6Z8wGAxcKNt54ptzFDFiasYZq17i3qCW8+fPo9FoZE17//79pNNpXC4XFy5c4NSpUwQCAW699VbMZjOLi4tUq9UVnSUiVbx8wqtWq7JtcC1CnCh72O12qWshUt1arZZMJrPhoE9kbIR41EYFdMREvdUARARoy6+ZqqqYzWYsFguhUAiTySQzBPl8nmAwKMmTPT093HXXXQwNDdFsNrnvvvukP0alUpGS1lqtFrPZjMlkkgGbCPCEIVlrGW15WyvQ9nlFxkd4RQgr7q0E/tlsVj47gUBgQ5kxkR0oFov/P3tvHh3XfZ0Jfq9eLa/2HUthBwEShLiKlERZS2jJsqU4iWXZcuTI02m3kz6TzGQ7PR7H7T4zOel0n0zHJ5OJncl0ThYnnqQdnYnk2JZlLY7kFmWZogRKIkST4AagABRqX9+r7VW9+QO4l1WFKmwEQFCq7xwekrW8+tWr936/+7v3u9+34lqrRTsYaKONHUK5XGZCz26ShN0ompnolKsC/vFCAbrgBPR6PUqlEvbv34/XXnsNAwMDeO+999DT04PFxUXY7XY89thj0DQNi4uLXF4AwFwGkhwul8uwWq3I5XKYnZ1ds+65GZCnRDqdRigUwtjYGF6cSuKntjFUlqfIgs6CSfMhpC++il84cgQXLlxAIBBAKpXC4cOH8dJLLyGZTCKfz/P3B5aIcF1dXZidnWXtfVoUTCYTiyFVq1VmgZtMJoyMjKxYiKvVKmRZBrCUHlYUhXUXisUibDYbpqenYTQaUalUVmQc1oNUKoU/+7M/A7CUPfrMZz7D9ehacSNa/IgkSYvMG2+8gcHBQXi9XhgMhg23+hFUVUU2m12RNSKDJvIhID4IkUiBpYUzHo8jl8shl8sx457KQBRUKoqCfD4PnU4Hu92Orq4uuN1uCILAx6LyEX0/6g6RZRkWiwWVSoXbWGmBzmazyGQyXNq60fIg8UB0Oh0ymQy3E27k3LpcLnawbIV2MNBGGzsASk3T5NGKUHYroFXfd7Io4OOf+ThisRhcLhc8Hg+6uro43W82mzE3NweHw8EtTz6fD7Ozs7BarZzmJWU3g8HA6Xy73Y79+/dvS8rbarViYGAA8/PzeOSRR/DTn/4U/29aREWp/41UTYfc0AP41//6Lpw9e5bLFWazme2AE4kEdDod+vv7+X2iKKK7uxsLCwvIZDJsx2w0GnmxpnQ/2Ro37vw0TUM8HufyAe3AZVlGqVRCR0cHEokEbDZbna3tRhehfD6P8+fP4+6778arr77K9sBDQ0OYn59HPp+H2WxGV1cXfD4fTp8+jZGREczNzcFgMMBmsyEWi2FychIDAwN48sknN7UQEqFzNbJpq387HA7o9XrMzs625GMYDAYmXVLgUSqVEAgEOOAolUoQRZGDh46ODhQKBYiiCFVVOXtTrVaRzWY5KKLuAFEUVxD6NgvKNhiNRr5WyBp7PdDpdLBaraveP+1goI02dhCkEpbNZuH3+3ek5XCr0arvu8dlxtjYGILBIPsy9Pb2QpZlqKrKtdfabguHwwGj0YjLly+zz0OzCbS23Wo7kEwmYTQaMTAwgOHhYfzPrz7b9HUxpQK3240HHngAwNIkPTc3hzfCVfzZq3PXyZKWPB6tcUc2mUwYGBhAMBjkFkeTybRicqZuBsqA0C6XduPkyEjo6+vD3NwcnE4nC+FsxeIzOTmJwcFB/PjHP8ZHPvIRfPOb34TT6cTQ0BCcTifeffdd9PX1YWZmBnNzczh48CBisRimp6dRKBQQj8cRDAbx2c9+dlMBXKOjZC0bnwiCa2Gtz6VzRUGZtmyWJAgCUqkUlwcom0MtpB0dHejo6EA2m2VXRSLwUQDRmEG5UdBYqcSWy+W25Li1aAcDbbSxQ6DJwWg0curyVsRafd8ulwvBYJDLIpRmXlxchNlsRk9PTx2RSpIkdHZ2IhQK3TQfB5/Ph2vXrnFAsprQDYEW7Jcup/F//DDIngrXtfPB3RMUzHR1dSEUCmFhYQGSJKG7uxuCIHCnB3kaRCIRJsv19vbCZDI1DZJ0Oh2fu0Kh0FR4aSMwmUy455578PDDD+Opp57C2NgYXn31Vdxzzz0wGAzo6Ojg8g2l681mM/bu3QuPx4NkMgmdTsc6CKvVqFeD0WisI7xpmoZgMAiXy9WSFU+7Zzp/wMYyI3VaFw18nlrtgWQyCYfDwR0IgiAgkUiwEddWBwKapsFut0OSJFbZpIzZVqIdDLTxgQIZk2jLnu6tdptEYNLpdFzLpbrdjRLYcrkcXC7XLcvyXtn3fb1tMBaLIR6PIxAIcNshtURRzbZZ6tfj8bAs8U6BdAJILZK86N1u96oBD703l8shHA7jz0/NNzVX+qPnL9YZCwFLHR9DQ0OoVCqYm5vD9PQ0JEmCwWDgjAm1CQqCgIGBAa5jNwMFU/39/Zifn0csFoPX6910FsXtduMLX/gCjEYjfvu3fxuiKKJQKMBsNteJ4tx///117ZhEGK211KVSz2YgiiKX0qhrAgDXymtRKBSg0+lQKBQwNzeHarV6w+qfjVwNTdMgSRIcDgfrUVCWj/gKiUQCxWKR/Tm2KkujaVqd0+d2bSLawUAbHygkEgm8+eabKJVK6O3tRSAQYJW6UqkEq9WKdDqNbDaL9957D8VikXvdI5EIRkdHMTY2BrPZDEVR+O/aY7jd7pYLPe0Qiam8E+Y52wHq+25EtVqF3W5vWvdeTQFNFEXs3buXF5tcLofvf//7+Nmf/VlcvHgR2WwWVqsVbrcbQ0NDPCGSKttGJ0iScp2enmbLZU3TcO3aNVSr1RU6Cd1OiQMeTdMQiUQQDAYxODiIqKw2/YyFVB6lUgn5fJ7FjQjEK8jn86wgVy6XWcbYbrdzt8Ja/eF0/jo7O3Hp0iUYjUYWMtoodDodB2Q0XrpGaxf2tRb5zdroNh6/UqlAlmVEIhH09/evuK8oUKhWq5ibm4OqqqsGTxsBZX4kSYLT6YTdbm/Zy280GplTEI/HWQjoRsZBwZXVamWezXZmE9vBQBsfKKTTaRSLReRyOVbpoxuOpGOJ4U67M0VRoKoqFhYWkM1mcfHiRX4umUzCarWiUqnwBP7www+vusMVBAGxWIxT6rdqhqAZPB4P5ufnkU6nmZG9HlCQRIQuRVHw6quvYmRkBD/60Y84TS5JEiYnJ9l8qFKp4P77719TNIkmVvqsbDaLeDzOu89SqcRtaouLi3C73Xj0aA8+cWTJHTAcDmNsrAOapmF6ehpf//rXYTAYcNddd8FvsyCSWxkQ+Kwivv71r6O/vx979uzhSb1WjZL65GmMtedDr9cjl8ux4uFaC4HRaITX631fXE+yLPOCKssynE4nWxo3olgsYmFhAXq9fksCgdp2QepqWWuXTxkvq9UKk8mEaDSKZDJ5w9mBSmWJo7ITPiftYKCNDwxoF0GOeXa7naVpy+UyBgcHkUwmeadot9tZH8BkMqG7u5tFTYxGIxOIKA1eLpexf//+de2KDAYD4vE4VFWFz+d7X0zgALjtKRaLMat7I3j77bfx3HPP4fHHH8fg4CDOnDnD55NU/CRJwjvvvIPe3l4cPnwYs7OzqwYDmqYhn8/j2rVrsFgs3HNN4yUQK1+SJH6tICxJSnd0dCAYDMJgMOD06dMYHh7Gz//8zyOdTsP7/FNIuO+Eql3/DUVNhWv2NZyKX8Dtt9+ObDaLc+fOQa/X4/d///ebBouNkz1lBoLB4LrU76iuLcvylrHYbxZI0vny5cssIlSL2hIPpc/XSyxcDRQIWCwWuN3uDbcFkmKg2+3muYayHLVllNrAtDbLVft/CpCbySxvB9rBQBsfGNCuk+pvkiQhkUggmUxi//79GBsbw/T0NK5du4ZisQifz8f120qlApvNhvHxca7vOhwO6HQ6JJNJZDIZDA8PY8+ePWveuBTtW61WLC4uwmq13jKOcuuBzWaDLMsIhULo7e3d0ESmKAr704+OjmJxcREjIyNsZ0s8Do/Hg+7ubu4xXw1EPguHw+ju7m5aVqjtLc/lcnA4HDCZTNA0DW63GyaTCblcDuVyGd3d3Th79ixOnTqFXC6HcauCe24z4r9NypBhhElVsF+9BCl7Fb7lMtTFixehqiovEOsBKRBu5NpwuVxYWFjgFkD6brcayHxocXERgzXCS9VqFcViEZFIhIMBnU4Hp9PJ8r83Crvdjo6ODtYX2EwZiuyFqc2QFnlqLyYfC7IsLhQKsNvtTLgljk2pVGIPkXZmoI02tgiCIOD2229nQiCwJBBy5swZjI6Owul04tChQxgbG2OyYK2dKHB959DILp6YmMDevXvr6sKrjUOn08FiscDn87Em+q04abfCZomWd999N44fP85ufdSyVatTT6Yu6yWoKYqCQqGArq6ulsQ6+k1q3f00TUMoFIIsy3C5XLzzvOuuu5DNZhEOh3Hfffdh3759OHr0KMakF1CpyOjp6cH0dAk2222saEelIY/Hs6FsSVdXF2KxGERR5DbM1WA2mxEIBBAKhWA0GtHZ2bnjVtpbBafTCUVREIlE4HQ6kcvlkEgkuPuEpKTn5+fZkngrQNkYKh2RR8ZGzqEkSfD5fCwIRYqjNpuNCY7AkshTuVzm8Xu9XszPzzNRsZUL43ZA2A5Fr92KAwcOaE8//fTNHkYbuwyNpiGbff96j6FpGgKBAOx2O0qlEhKJxI64Gm43VFWFLMvIZrNQFAW9vb2bckPcahSLRczMzNQFdY3QNA1Wq7Uuc1AoFDAzM8Op3r6+vqZ1a3IHzOVyMJlM6Onp4W4BALzDJBMdkr9VVRVWq5VTxuVymdPj9BmVSgXXrl1jQaLR0dF1XSeVSgXJZBLpdBqSJK0aCO1mUPdPOp1mz4jG8lM0GuVWza2+hygY9fl80Ov1MJvN6z6P1G1RK6Hd2KUwNzeHQqHA2UGLxQJFUdi+mrDe70V6DBSENhIejx8/jjfffLPpwdqZgTY+8LjRCWQz76cbXa/XsxTtjeqX30yQ+E6lUoEkSRgeHt41i4/RaGQ759V2yaTmJ0kS80sotUvp966urhVZHGozDAQCiMfjSCaTUBQFNpsNTqcT5XIZZrOZSXGyLCMcDkOSJO6HJ48GqhHTDl9RFDZoasYz+PbZ+boWz99+YAi32ZYkkQcGBuB0OnHt2jVEIhF0dna2DIYqlQo72+2ma5BcCRtLJbVpc4vFApPJtC3jpnR9OBwGAJYtXk8Wgmr+iqIgHA7z9UDjJCVS4hJQ+aj2NauB3kclCWCpzTKTyTAZlki5NPbV0A4G2mhjh6HX63mhJO5BPB6/pf0KgCUZ2Ewmw+2auwWCIMDpdHJ9ttnYqOyTTqdhMpmgKAqncPV6PTKZDAwGA1Kp1IpsB2UcaAceCoVQLpcRCARYdhhYmoyJlEouhplMBm63mwPBcrnMToiLi4vweDycYm4MFpcMo65rIcyn8vgP3/kpTloWcE+vEZFIhG2q33zzTdx5553cKkupayJHTk9P4/z58/jQhz4EURQxMDCwa4I54PrvUygUWAuCFkDq6d/Ozwaua49QwLgWNE3jMoeqqsjn8ygWi6hUKixxTDwHCvpSqRScTmfd92uFTCaDdDrNGQtgKcCg68rlckFVVbhcLnbCXK0S0A4G2mhjh6HT6eomWrJP3U0L6EZBbZKpVIprvDspILQWSFhoNZCSnMlkQiwWQ6VSgV6vh8lkQqFQQKVSaeo0WWvgQ+WEtT6ncVdLMJlM7OMwOzuLSCTCk7jP54PP5+PXLhlG1fsnFFUNr2bc2LN4BblcDtlslg1ukskk3G43JiYm2GI5GAyiWCxifHwck5OTmJubg8ViwaOPPrquDoadBjk1ktsgdYrsBMEOuF7yaQUK9EjAanFxEcB151LKNgHXeSqNx4/FYtA0DX6/f9XvRFoloijyBoM8Pyg7IMsyBEHg8tNqnijtYKCNNnYYVNOrTTfvpoVzs9DpdOjt7UUymUQ4HEZ/f/+uCHDIHTEWi63Z9qnT6djghlpGBUGAqqrsRNj4nSjFu9FSDy1gzRYySZLgdrtRLBYxNjbG4kS1aGUYpcCE/fv348c//jFcLhccDgey2Syr6AFLjoRnzpxBpVJBPB6Hy+XiRYwW2psJ0pogIi+Nm9qAw+EwDAYD74R36jprDN4I1OWQyWRQKpVQKpV411+7+K81TgoQSHyqNs3f+F6TyQSj0QhFUVAsFgGAbYp9Ph8sFgtft7XHaYV2MNBGGzuMbDaLubk5DA0N8YLzfoHBYIDBYEA4HGbS3M0GLXLrIZjpdDquP5MqIADWJqBWsdodHRndXLx4EcPDw+tmnkuShEwm0/Q8UfskpYoXFxfZJZHQyj/BIwlwOOz4tV/7NczPz0MURXzoQx/C1NQUpqencdddd2HPnj1cozYajchkMvjsZz/LjzX29W8GS3yGC1hIFRBwSfjkHhGB8gK6u7vZ6wC4TrSbnJzE+Ph4neJhLpeDIAhIp9NMihRFkX0AWgVoWw1aSCk4aXwulUohHo+vyBpsZlyCIKBUKiEcDsPhcKzKJRAEgYWrGonMVFahEkImk2mXCdpoYzfBZrOhr6/vlnQsXAs0YQ8NDe0aIaVm6djVQK+lHX86nYbNZmMSYCKRgNfr5YlZp9OxYNXMzAz27t27riCIvBtajdloNLLypSiKK0h0rfwT/rdPHMTPLEtFU8mCyIm9vb3o7OxEuVzG+Pg4bDYbLl++DLfbjZGRkbpd7I1gJZ+hgP86oeHxQTMWF88CAPbv34+pqSmkUilIkoSJiQmcP38ew8PDiEajbAfs8XiQzWZhs9mQyWTgdDpx6dIlHD58GIFAYN26DTcK8jNpfKxYLCKRSGy5OFA2m2WOC5W5mrUgt/rNyuUyDAYDTCZTXVDbCu1goI02dhgWi2Vb2qB2A4gYtRHlNhKDIt7EVp8XQRA2rIQILO1MaRcKgG1uZ2dnIYoiXC5X3XjtdjsSicS6pZjX8z1JmKYZKXM1w6jGzxAEAePj41y3TqfTcDqdCAaDcDqdvOvcqnPfjM9Q1gQ8GxTxpEPF2bNn0dHRgWeffRYnT55Eb28vLly4gMHBQbz++uvweDyYmJjA4OAgZFlGMplENpuF2WyG3++Hy+WC3W5ftQa+1RAEgcdApQJFUbC4uLjlJMbGY1UqFSwsLKC3t3ddWibA9VbV9V7/7WCgjTZ2EORA9n4MBACw+99qPf0EkpSNx+Pco0+Ke0ajcVPKb61AC/lGj0fiUOVymcVi9Ho9QqEQqtUqt+IRebCzsxORSGRLzXIoS9Bs/J84EsAj4z7k83nuK699b7FY5HbKUqnEnQlEhDQajTAYDBuW3V0LrfgMafV6q+Dp06fh8/kQiUSgKAp8Ph86OzuZH+FyuRAIBNDf34/z58/D7/dDp9MhnU7D4XCw7PJOZAYo7a4oCubm5pi0V6swuN2fX61WEQqF4HQ62e56NY4KtbeSmdda92M7GGijjR3ETrGebxZEUYTdbucad6N6Wu13r1QqrB4HAPl8Hvl8HvF4HFarFT6fb8v6x0ksZjMTN03EJGUtiiKntkVRrOswoF3bVv3OOp0OZrMZMzMz6O7uXlEqKJVK+NrXvoZIJIITJ07goYceYpEbRVHwT//0T/jQhz6E7u5unDp1CidPnuR2M71ez22Fmqaho6Njy67NVnyGLrsRTz75JPMUrFYrisUiq0kaDAb8xm/8Bnt+GI1GmEwmDAwM1JHyDAYDZ5R2ChT0kZDQTvEValEulxGNRnlx93q9nKGqhaZpMJvNyGazqFar6xL/agcDbbSxgxAEYcPSprcSBEFAZ2cnkskk5ufnIUkSdDodstks+vv7Ob2qqiqi0SiKxWLTHUsul0M+n4ff74fdbr+hLEEtkc1v1ePzxzx4cGRli+BqoKBElmXo9Xr09PQ09V2g9q5sNtu0DXG9IEdGURQRCASQy+WapokrlQoWFxd51/rHf/zHrGBXKBQwOzuLS5cucdkinU7jjTfewJNPPsmaApqmIZPJQBCEOs2DG0FzPoMOX3p4PwcCte2atbVwg8EAh8NRdzyXy4VgMMgtesSevxm4WfduIzegUqmwRwN1HhDImdVisTCJcK1SRjsYaKONHcZuYNhvJ/R6Pfx+P9xuNxOgFEVBPp9n859UKlXXc90I8oUIh8OIxWKwWq1wuVwb5lo0Etkisoo/eS0KABsKCGg3Sh0GiUSC69e14xGEJYe92dlZAEtCTOsZb6OS4L97aBQPjjhYsliv18Pr9eLatWsYGhrigKBarWLfvn3I5/N4+umnUS6XsW/fPly+fBmf+tSnoKoqjh07hu9+97u8MORyOczOzuKuu+5CPB6HIAgYHBzE/Pw8crnclugLXOczLAVhnXYjvnCnH4dcJUQiEVitVhZEWlhYgNPphMFggCRJzNWoPW9bWTJ6v4BKF8lkss78iB4n9cP1BqXtYKCNNnYQtYp073d871z4+o7cpseXHh7DY8ecKJVKHAisNsHTpKaqKlKpFGRZRiAQ2JDfQVNhnoqGv5lI4IE961uoCdTvrtPpUCqVEAqFYDAYVqRpTSYT+vr6sLCwwHK6q31OMyXBr3z7PQifPICfO9iJRCKBq1evwuv1wmQyrWhrlCQJwWAQv/RLv4RUKgVFUXDs2DHs2bMHuVwOV69excMPP4xKpYJcLger1Yqenh5kMhkoioKBgQEug3R1dXFWgsSxNrsIf+JIAA+OOJhDQUENjV8QlqSeLRYLkskk8vk8wuEwlyw8Hk+d+l8bK0H3CLUNdnR0MFmQ3Bypa4mkz1uhHQy0cUuDFL+2g4W+1dA0rU6K+P2MFTvynIqv/PN55AsF3N2tX7fdbO3vSm2LGymztCKyRXMqm8LQ56wHxMyWZRkAMD8/D1VV4fV66xY5s9mMnp4eLCwssDhMKzQLWPLlCr76whQ+cWTJ0MrtdrMufu1YjUYjPve5z3FJge4HGsttt93W0nUzFArB7XYzv4B2mdFotG53aTAYuLVSFEUWsqHAqNm5I+neSCSCQCDQkgFP5EiS4vb7/dxOSYGCICyZRrXRHHT+SViqq6sLRqORRZD0ej0bYrXLBG2870AXNgnK6PX6dbsPbtRlcCtBLPn3O/7o+QsrFrhCuYo/fXkad3xmcNPnPZ/Ps0zwetCKyBZwSeju7kY0GuVd1XrHRG2F+XweOp2urm5b2yliMpngcrkQCoXQ09PTcpfdKmBZSOUhyzJzJ0heuLGeXts61uz4tcFnY0mDggcKXgAwS71arSKfz6NcLiOTyXCQQPcbBSD0XU0mE+x2O6rVKjKZDFKpFHp6etbdClf72R0dHYjFYhzIyLL8gQiibxRk80zEQlJGJA+DdjDQxvsGtJCbTCau1xqNRnZdS6VSLVOKNOHXTmaEnQoKmomG3Gw0BlHNzt9Gx7yQar6Ti8rrywg0w2ZSxq2Eeb74sTHo9Xp0dnbCaDRy3bX2c1YDtRwCS8puqqoik8lgdHS0Lthzu93QNA0LCwsIBAJNg5jVAhaytiX1Q1mWVwQDm4XT6UQoFILD4aj7PgSyXAZQJ1dMIjjkugcsEdYURUE8HgewpLnQ19e3qZKYIAiw2+2w2WychSiVSqumuNuo5xAIgsBlFoPBALvdvqbIWTsYaOOWQrVahc1mQ1dXV12kSzsKnU6HfD7P6U2dTodCocD91LWvjcfj7CCmqmrdotisVafWZrbVAtpqIaH3bWSXtN2orceLogi3283PFYtFTh/TOacFIJVKweFwIJfLNRXXUVUVXQ4TQpmVjG+/9canHFVV163euJYwD8n+knNkOp1e9zhqxYZooZRlGeVyGbIsw2azweVywePxQNM0zM/Pw+v1wmKx1AUMrZj3v/PgCK5evcrmONVqFb29vese31owm83Mf1jLG4PuidpxUysgsCSt7HA4trRkRwsZlSkymcwNH3MjIJlk2jyQbHTtPU/ZEWo5pPbTm9lxoGka4vE4NE2D3W7HwsICzz+kRNgM7WCgjVsGNOGSIlzjDUcsdmqhWSsd39PTwzd0sVis+1Ore07OdSTr6Xa7WXVMVVXuBVdVlW+2xgmDWOa7hTxIbm+RSASFQoGDqEqlwlrnZKVLPd+kwPYP//APuPfee3H27FmcOHGiTnilo6MD8XgcnxgW8JdvV6Hi+m9gEgV8/rj3hsatqiqSyeQKIl0jLly4ALPZDJvNhkeP9uDRoz2YnZ2FIAjo6+upey0tOk6nc8MlA6BevjgUCqFQKEBVVeRyOciyDKvVyjuzUCiErq6uOm95Ckz+y/MXEFrW8f/ix8bwsTEPpqam4HK5UC6X0dXVtUJn4EYgCAK37HV1da1JdFzP8bZqEaTrs1wuczfKTkNVVbzxxhtcotA0DUeOHGHlQ0VR8M4772B8fBxOpxPnzp1DKpVCX18f+vr6eL4QRXHL9DLWg9qAgKS0Ozs7W7bxEtrBQBu7FrQTJz6AyWTitOVqN9ZGaotUbyWSDQUctNAD4OdrP3NgYACqqjKRzOl0cpYhlUqxkQrpy1M6tVQq3dSdg6ZpKJVKyGazSCQSTDbTNA25XI4n4XQ6DVmWuRxz6tQpPPPMM/it3/otGI1GvP322yiXy3jrrbfw7rvv4uTJkwgGgzAajUgkEijl87i9asakbhgKTPBb9fg3x314Mm1pNwAAIABJREFUcM+NpbgpILHb7XULaiOee+45TE9Pw+fz4YEHHkAkEkEkEkEul8Ojjz6KVCqFvXv31h3DZDJBkiQONjcKOo+0i3Q4HLBarUin00gmk+jr64PNZkOpVFoRcDx6tAc/d7AT8Xicd+yzs7MoFouwWCwwm81Mxmu1sFDgCWDdXQAulwtGoxHhcBiCIGy5EuFmQS2HlLG7GQRh4mjQoqqqKubn5+F0OqFpGrLZLMrlMmZnZ3H8+HGEw2FEo1FcvHgRXq+XrwOv14t77rlnSwO5tUDnivQYLBYL7Hb7qnNjOxhoY1eCJgBJkhAIBHiS3e4JQRAEiKK4Zgtgs9dQaYIEPki+tlqtIhqNIh6PIxaLYXh4+KaQoarVKuLxOJLJJO/kG4VMatv5SCAokUhAkiQMDAxAkiScOHECiqJAr9ezNOzY2BhLpBYKBYiiiKOKwmWRkZGRFRa8mwGNL51OrxoMUDCnqiomJiZw6tQpOJ1OuN1u/PVf/zWq1Sq+/OUv172HWrE2GwzQ+Ch4TafTHFyWSiUsLi7C6XQiGo3CZrOtsMIVRRFerxe5XA7Xrl3D8PAwOjo6YLFYYDQa4ff7sbCwgM7Ozqbck3Q6jXA4DJ1Oh5GRkXWP12KxoLOzE6FQaMOtm9sBVVW5hHczybbZbBalUolbSmOxGHQ6Hfx+P1KpFMLhMMbHx7kcGYvFYLPZIEkScrkcgKXFmDI7Ow3KeFUqlXXZd7eDgTZ2HWgC9fv98Hg8u5p93zghN6ut6nQ6dHd3Q1EUTE1NYX5+Hr29vdv6vUjYJxaLwev1wu12I5FI4L333oOqqrDb7eyYp2kaT2QUyMRiMbhcLmQyGdaI/8Vf/EWUSiV4PB709fVxW1mpVEIul8OePXvqzgkt3AA2HQi0ah1d63iSJKG3t5czAhaLBaIo4vDhw/j+97+Pe++9t2kwQa/bLFmtWq1ytkUURZRKJRQKBdZWID39ubk5dHd31y28FIgS+asxbW+z2bgUodfrYbPZ6twTM5kMbDYb71bJ036tAJoCAmpHu9nBQKlU4ozbzQS1M1osFuTzeXR1dXH3CHVOkMqf0WiE1+vlbCDxCywWC9tn3ywIgoByuYyZmZk2Z6CNWw8Wi2XLzF52C6jzQVEUzMzMwOl0QpIkmEymLc8URKNRPPvss8hkMjAajTh48CBCoRDOnj3Ldqj33Xcf3G43pqen8e6776KnpweBQAA6nQ7nzp3D2NgYXnnlFRw8eBAej4dLHP39/ZBlmVvIrFbrltZEa3kWOp2ujqRFMJlMdU6HjfjUpz4FAIjFYry4S5IERVFw+vRp/MzP/EzLNjyj0Yh8Pr8i+IjH4/D5fBBFEdFoFHa7HdlsFm63GwaDAYlEAplMBoFAgI2FgsEgSqUS3G43HA4HRFFEOp2G2WzGwsIChoeH6wIdkh2uXeQJgiDA6XTCarVClmWkUikUi0VehIrFIjo7O5lsNzc3x9mctc53PB7n0kbt4+l0GrFYjAMXqt+Hw2F0dXVtCyG2XC7vCg+PgYEB1o+oDXwpiKfsYLVaZUVFus6IZ0Pk5bV25dsNCsxXc3lsBwNt7Epks1kkk0l4vd5dMTFsBSRJwv79+wEs7Tqolmw0GhEIBPh1zYRcSqUSKpXKmsQ5wpUrVzjVevnyZTY3IS34cDjMVrGhUAh2ux1Xr16tMxiiSfnixYtcDlFVFZIkYXBwEDqdrs61b6ugaRocDgeKxSJUVeV2vNqOjkwmg2KxiO7u7qYLUnd3d93fhFQqhd/8zd/E4OBg088mwSBFUepIoJcuXcLs7CyGh4chyzIuXrwIi8WC2dlZ3H777TCbzTh//jyCwSAeeOABHteZM2cgyzJ8Ph96e3vZYEev13NmZnBwkL+jLMusvtcKer0eTqcTNpsNqVQKMzMzKBaLTEz857cXWPmxwzaN/+Wje/H4nSslhqnunc1mkc/nMTAwgO+8E8JXX5jCQiqPbqeEO00h3NsvYWpqCrfffjtkWcZ7772Ha9eu4eMf/ziApW6KrTQ5uhHVw60EkYbXi2aGVcRx2g1Y65y2g4E2diX0ej1SqRSq1SqcTudNj6y3ArU3o9ls5pT84uIiLly4AJPJhGq1io6ODjgcjrod8dzcHAuwmM1mvBYs4o//5coy+7y5jz11XvT393OAMT8/z8/JsswufKRAR10R+XweV69eBbAUxJjNZsiyDLPZzIHBdpC6anUkyB2OHif7Z3q8VkxlvXwSl8vFi3AzUMo8kUjwY+l0GrOzs4hGo8y3cDqdiMViKBQKeO211zgbYDabceHCBVy5cgWHDx9mJ8apqSlcvnwZwFJANTo6invvvZe9AQYGBrg1di1DGUKxWGSiKpV9/vnthbo2xXBOxX/4zk8h6kR88lhf3XHL5TIWFhbQ0dEBr9eL750L498/M8nvXUgX8KzOBSCFk8N6PPvss7BarTh79iw6OjowMTEBRVGQTqfx67/+6+tu91wNVCJsY+fRDgba2HWgRYYka2nyfz8qkImiiK6uLk41l8tlzM/P12kgWCwWyLKMkZERCIKAf/zJVfznF6dRrCwtnPOpPL789LsArrep3XbbbVAUBblcjklr0WgUt912G6xWKyqVCvr7+yEIAq5evcrZF7vdzothuVzGoUOH+PxT9qJWj2CrQEGAJElsRqQoyoosiaqqvFiQt325XEZ3d/e6VQnXAo2hUChwZoRaLkljgVz3aKxmsxmZTIYlewEgmUyiWCzC4XDAbDYzcZC+k6qqMJvNSCQS7BFAfeHkQtfMwOihvS7uUpBlGcPDw9yh0tSLQdXwh8/9FMf8Gnp7e3l8RHZ0Op0QRRFffWFqxXvLVQGnsl7Y3/oxAoEAhoaGIEkSl5fcbjdSqRQqlcoNBwOapiGRSCCZTL5vsoG3EtrBQBu7GqSv3dfX974MBgAw0QhYyogMDw/z4kgBETGDBUHAX/wkxIEAIV+u4o+ev4BPHAnwov7hD3+YJ9VisYiZmRn+f+1k29fXt+KxWhGl7Z6YSdTF5/PBZrOxOArp+tN4isVinS8B/a0oCiKRCBO8bhQkRERiLXq9HgcPHkSpVMK1a9cALP0u/f39AMC6FFarFW63G/l8HoODg+xYqNPpYDKZWKM/k8nA6/XC6XRCEASYTCbk83lcunSJCYyCIDQ1MPr3z0xi7g4n/s2Dh6BpGiRJqmtVbenFIKsrSHmNbP1W743lK3j8lx7n0tbjjz8OQRCQy+WQyWQwNjZ2w/cm8U9isdgNHaeNzaMdDLSxayEIApLJJLO+Pwi7BWKUE5rtdltJ/S6kluRqSZPBYDBAVVUWD6IsS2NKvXFxXe3fWw1K/ff09NQtagaDAb29vYhGozwGCgxqx0NBiyzLUBSFSW43Kp5DTP14PI7bb7+djzc6OrqhY91zzz3reh3VmLPZLDweD/L5fHN/B7WKv5/M4eH9CzAYDCzVS+emlbRxp93I5EeC0Whk0yWHw9HyvT0uCw4dOrTu77wZ5PN5RKNRLoW93+/z3Yjd27PVxgcetBsulUrIZDLtWuIyAq7mDG6fVUQwGEQymcTs7CxmZmZw+fJlZrOT6MluOo+UKm8UYmqWoaB6eu34qYRRqVQQCoUwPz/P4kk3AmrvI/+L7bbQpQBGkiTE43GEw+GWQV8kW8bQ0BAGBwfhdrsRiURYnOeLH9sHs6F+ly4ZdPhXR1xwOBxIp9PIZDJYXFzEwsICy04DaPreJR+HfdvzpWvHKEno7++H2Wxu2xXfJLQzA23satBulpjtwNo+AO93tNKy/91H9mN4uItVD7PZLPx+P5cgKFNwI6I6Ww2qnTfL+jRjlTf+n1T/iBSpKAoURYHf72/Zmko6/xRgtLqOqFuiWq2yWuN2X3PkoVEul+G36RHJqSteE3CZuT7vdrsRjUYRDAYRCATqpI0XUgXohCW3yL+ZiEPUn8fPHViyCibCaG3bWysfh4f3e5FIJFjbgEoLxWKR22WboVwuo1KprKvHntr0vF4v5ufnPxBZwN2GdjDQxq6HJEnw+Xzc95xOp+H3+5m89UHDWuY7wNLCX9ueRjLDu9EKttViUis4RGjkBDTjCJBzG/kBfPvsPH7vO+8hlV8SXLEbBTzckcMdHcAdd9zBtX8KKGrLDNVqFR6PB0ajEZFIZN1M/xsBHf/zt3vwJz+Ooqhe3ylLBl3dTt1gMKC7u5v1ADo7O3H/gBnR2z346o+uc0uicgX/56kwOvwdePRoD7LZLEwmExYWFpBOp5m/QD4OtfjOd76DH/7whzCZTHj88ccxPj4OQRDw8ssvw2w248iRI0tjkyRks1lYrVaUSiXMzMwglUrhyJEj0DQNLper7vcilUjqzReEJTlk8oi4VXEzLdJvBO1goI1dDZpEkskkstkspxGvXbuGsbGxFTcbTS5kUbyaz/utjGaT9lqw2Wzc575bIIoiL9y1ynfVahXZbHZTvxtlG2KxGF4NFvCVb59HuaYyki1peHreAkHIo/KTn2BiYgLA0k42n89zIEXWxnfddRf6+vrYsbHRjGq78MCyj8Pfnk0inC3Db9Xjdx/Zv+J3p0U0mUwiEomgWq3ib96KryCZFspVfPWFKTx6tIfVDQOBAMLhMOLxeEsjpGg0ymTBM2fO4N1334XFYsHExAR8Ph9efPFFFAoFjI+P48KFC5AkCclkEsPDw5AkCRMTE5iZmcFXvvIV+P1+tiWm4ApYynB4PB7Wschms7smO1CbiaRgkQJVoD47RbDZbJxN2W3Bdyu0g4E2djWIZWwymTAwMABRFBEOh2EwGJhHoNfrIUkSRFFEKBRCLpdja1aDwQCfz9dU0e2DBlJSW02FbKdB/g2NqnOU7r8RZDIZfPX56bpAgFDRBDw7J+KYr8qtlxMTE3jwwQdZqGl6ehqDg4OYmppCf38/qwhSSx+lwSmzQT3y1AFyoxAEAQ/sceAjoy4OghstjOkzRVGEXq+HqqpLPgPpd5oes7ZjgFL8vb29SKVSbJLUSMAUBAFdXV0QRRFTU1OwWq2sv18oFNDR0YFSqYTJyUk+d+Pj4zh06BBefPFF6HQ6zkCQNLPBYIDX62UHwIWFBYTD4RUWwTfjnm0MliVJYrVQMjEjOWzy8aBAgaS+bTYbCoXCTfEk2CzawUAbuxpkEuL3+znFSAp0yWQSZrO5TkDHZrNhdHSUo3d6ndd7Y9a5tzrIpGirFqqtAgVtyWSyTgqXdmCbBb03Kq+suRMUzQRFSbPS4W233caSssViEXa7HUajEX19fXxMvV4Pj8cDt9vNZEba+el0OlSrVUxPT28ZSZMWmVQqxa2EJJELLLHw//Iv/xL3338/3n77bXR3dy/9cUpYSK8kIHa7JCwsLODcuXN46KGH2EeBJI5Pnz6NoaEh1jnQ6XTYu3cvZmdnYTab8dGPfhRvvfUWAGB4eBhmsxmvvPIKQqEQjh07BpPJhNHRUQwODqK/vx/Hjh1DKBRihcJKpYLh4WEePwUevb29yOfzsFgs0DQN8/PzO25bTLt9agWloGe1DpXVsmwOhwPxeLzp63fTPUhoBwNt3BKgliMArNBH2QCK1gGsaJuj/8uyDIvFsqtNj7YSlFFRVZVTyKul3clboFgs7mgZoTb1WiwWmWxWqVS2ZGfot+oRaREQdLskPPHEE+zzTmqMAHDw4EFUKhXk8/kVioW0MDReS3TOt7pbg3bwZDNdywUpFAr4/ve/z5mNEydOIBwO42C1iKguUJcVMQga7nOm8Od//udIp9MIhUJIJBIYGxvDxYsXIYoiJElCIpHAhQsXMDQ0hEcffRT33HMP7r77bv7e9G9gydEyEong0KFDeOyxx5h7QOMeGBjA/Pw8CoUCBEFAZ2fnCtImtdOSdK+mabDb7TsaDNC1ZrPZ4PF41s1HWu01brcbxWKRyZr0+mZcmN2AdjDQxq6GIAjsHkYQRbGutknp72Ywm808waVSKfT09Oy6m3A7kM/n8Y1vfAMejwdWqxXHjh3jnSWZrRDTW1EUZDIZRKNRli4WRRGFQoF1+mkx2o62RGofpQmzXC6v2FFtFp8/7sVX/3sYDeVzGEQB/+vHxlgWuhXW6+BHzo/JZBLA9uz8KpUKXphK4m+/dRWh9JIM9a/d24Oenh5MTEzAarWiWq1iZmYG4bfeQsA5gszgh5EsajCqMvbkJjF9dQqPPvoonnrqKUiShNHRUfz93/89Dh48iEQiwan/YDCIS5cu4Rd+4RfqZJJLpRLzcShL8au/+qsAmntqAEs8nuHhYeRyOQSDQQwODq7aYUCLcjKZRLlc3nadCxq73+9nf4Gt+ExRFBEIBKAoChsXUalhbm5uV3F3gHYw0MYuhyAIdW2FG4Ver0d3dzdyuRwL2LxfQbbFtNOm1Hs4HMbZs2cxPT1d53JHLPRkMskL/tzcHPL5PDPTbTYbFEVBsVjEI488smkr4vWMPZPJcA12q8oZDy6T8P7v1yPIlpauIZfZgP/958c3TMBcC1uVzWgGTdPw8tUsvvaTBArqUkA2n8rjD35wFfcP34XDndNc4pibm8Pg4CCOuu2Q5R/B7/djcXERXXu6oKpH8O6772J8fBwGgwFXrlzB3Xffje7ubkSjUcTjcciyzPcNlUxkWWbrZEr39/T0wG63r9qeSb4WqqoyeVBRlDXbDfV6Pbq6uhAOh/ma2+rzWivB7Xa7t9R5E7ieQbJarbx5oUwYqWzupo1JOxhoY9fjRkRfKLMQDAa5hez9Ck3T8Cd/8ieQZRm/8zu/A7vdjrGxMfzwhz9EqVRCoVBAKpXCPffcg9nZWYyOjuKZZ56B3+9HNptFNBrFwYMHMTc3B1VVcfDgQbz00kvweDwIh8PbNm76fZPJJNLpNLOzt6qk8+AeBwcFJC9sterZknkrIAgC81JyuRxnULZysv/bsykOBAgFtYpzumF87999CuVymd0eSbFRlmVOuZOhUz6fh8lkgqZpKJVKsFqtKBQKTCAsFArMxyGDLJPJhJ6eHt45K4qCUCiEUCgEi8UCl2vJL4ECBSLTaZrGix6lx9cTUArCkt9Db28vCyVtVRdHrQ+G1+vlcW8XmmllkNEVBSSiKEJV1aav3ymsKxgQBGEaQBZABYCqadpxQRA8AP4RwCCAaQCf0TQtufz6LwP4wvLrf1PTtOeXHz8G4BsAzAC+D+C3NE3TBEEwAfg7AMcAxAH8oqZp08vv+WUA/2F5KH+gadrfLj8+BOBbADwAJgD8D5qmbc+2pY2bClVV65TS1otqtcptUYFAYNtv+puB2tR6qVTCAw88wJNvX18fpqenceLECV6g9Ho9+vr6IMsyrly5gg9/+MOYm5vD0NAQTCYTYrEY/H4/RkdH4ff7cejQIZRKJfT09Gwr34J2UZqmcX0ZwJa3ZVHbYTqdhqqqcDgcKBQKsFgsvOttVENcL4xGI7q6ujjoovY4+twbGbMgCC3JkIvpIgd7HR0ddaUNKoHUun7WlkWo9BONRrk0ZDAYsG/fPoiiyMJEjbt/i8WCwcFB5HI5iKLIBkOiKEKWZS7dCcKSkqPBYMDs7CxUVV1hK73a96auA6fTiVwuxx0J9HxtJqa2C6H2GI2oVqvo7OyE0+m8KdLHgiDA7XazMZPT6YTL5YKiKGxQdjPmKWE9O67lYOC4pmmxmsf+C4CEpml/KAjC7wJwa5r2JUEQxgH8NwB3AggAeAnAXk3TKoIgvAHgtwD8BEvBwJ9qmvacIAi/DuCQpmn/oyAITwD4pKZpv7gccLwJ4DgADcBbAI5pmpYUBOEpAE9rmvYtQRD+HwDvaJr256t9jwMHDmhPP/30hk5QGzcfmqbBZrMhEAis+yahG01RFHR2drLJz/sFtelbRVFQKpXqLI9pB1xLVqI/qqrWdWa0WuQbU961joE3isZx1X6ey+VCPB7nRXq70u6NIFIg9dvfyOdSUJNKpSDLMhNcN3pMnU6HfD4PTdPwq99ZRDi3slWtx2XGc79+HHNzc+ju7kYqlcLAwMCK35V26bTL1uv1MJlMvADt2bOHX7vRcRJ5kiy2G9Ujo9EoisXihoLKZr9RpVJhkqbRaGQbZ7K0Jr6LJEncJVJ7zVKA0dfXtyWWyzcCypIYDAbOhiWTScRisbpumvX4NbS6nhvx2GOPYXJysumBbqRM8AkAJ5f//bcAXgHwpeXHv6VpWhHANUEQLgO4czmgcGia9vryQP8OwKMAnlt+z+8tH+v/A/B1YembfAzAi5qmJZbf8yKAhwVB+BaABwD8Us3n/x6AVYOBNm5dKIpS18a1GmrJXAMDA1uWCr7ZoHp6Op1GLpdDqVSqU8yjeiRhtXTszdQaoEWJdp30mF6vR2dnJywWC5cmksnktvx+rSbWSqXC6XK61mjx1Ol0sNvtLGRFehbNSIaU5pYkCeVymUmaJAW93sVWFEX83d/9HWRZxpMf+xz+rx/HUBFqzIZE4LERPa5cuYLFxUVks1lcvnwZ6XQaiUQCx48f55ZN4hOQRbOqqsjlcrBarbDb7ZsOfii7UNtJ0Ox8NOvAaDwGLXzkVkrnkRb4Z599FrIs4zOf+Qz/Dpqm1XlWUEBAhMdMJoNSqcSlE4fDsWV21zcCGk/t/10uF2w2G4rFIreTGgwGpNNpfg2BAgAKvERR5ACnlT/Har/xes+IBuAFQRA0AP9V07S/ANCpaVpoeVAhQRA6ll/bg6WdP2Fu+bHy8r8bH6f3BJePpQqCkAbgrX284T1eAClN09Qmx2rjFkJtJwARsGpRO4m0upCbpWJzuRy8Xu/7KhAgMx5FUfi73qqtkuVymSdCCvK6uro4E0CLbG1ddSdAHJN0Og1JklCpVHDp0iW8+eab6OnpgdVq5cxKJpOBXq+H3W6HqqoYGhrC8PDwirY58huw2+0sG7ye7yQIAuLxOEKhEMrlMnrUEI6UL2FSN4yi3gILijiuW8Dpp17FezYbRkZGsLi4CJvNhlQqhddeew3VahV33XUXACAej8NisaCzs/OGFv5CoYBCocDkwXQ6jXg8DqfTyd0ZjdclZTdaoVgsIhwOo1gscv2cXk+Los1mw5UrV1jwiRZBQRCaLu7EkVhvR8huALW4Go3GunEbjUYUCgUUi0XmTphMJpjNZjidTi5x1Zba8vk8v0en08Hlcq06H643GLhH07SF5QX/RUEQLqzy2mZXmbbK45t5z2rHqh+MIPxbAP8WAAKBQLOXtHGTQCnr119/HUajEbfffnudaxmlSC0WS90OshHBYBCKomBsbIyP6/V6kUwm63qyb2VomoZwOIx8Pn/LBgC1sNlsMJlMUFUVNpsNTqdzRa3eZrPB4XAgn89v606uVsWPrq9MJoO/+qu/wuLiIj772c+io6MDZ8+ehdvtxuzsLI4fP47Lly8jk8kgEAjwLnRoaKjpQks7N7fbDVEUEY1GuWOi1cKs1+vxzjvvoKOjA3q9Hq+++iqG9HrYoj/FgQMHcO7cOdhsNuSXMyxHjx7F9773PeRyObz33nswGAzI5XLIZrPI5/PweDyr7t5bnZvaYLtUKmFubg6VSgWxWAwmk4mzHbFYDDqdjssP1DFAnSJ79+5t+RmZTIa5AESka7zOFUXBJz/5SQDA3Nwc3G433G43j62RO3CrozYLSvNYLTGTygvNvq/VauVggq6zZsZftVjXHaZp2sLy3xFBEJ7BEh8gLAhC93JWoBtAZPnlcwD6at7eC2Bh+fHeJo/XvmdOEAQ9ACeAxPLjJxve8wqAGACXIAj65exA7bEax/4XAP4CWOIMrOf7trFzmJubw+uvv85pYQrYvF4vpqencerUKdx333247bbbMDs7i3K5jKtXr0KSJHg8HszMzEBVVRiNRg4GAPCNsl2gFj6Xy4VIJAKfz1e3YGUyGZjNZk5fms1mpFIpJi1tFLtRpGSz0DQNHo8HHo+njufQCL1ez8ItOzEmApUEjh49ilwuh87OTgwODqK7uxuVSgV9fX0oFAp45JFH6rQXHA7Hunb7DocDJpOJCXFE+Gx8ryAIOH78OD784Q9Dp9MhEokw8z+TyeCxxx7D/Pw8jEYjzGYzAoEA+vr6IAgCL8wjIyPrJuw1Q7lcRigU4kxNJpPh38ztdtfpKtDiValUoCgKZFlGqVSCKIoYGRnhFHajAA+phNY+3uxcAGA9Ck3TEIlEWP+fzkErp8pbHbWE2vWSauk96+VGrBkMCIJgBaDTNC27/O+PAvh9AN8B8MsA/nD5739efst3APyDIAh/jCUC4SiAN5YJhFlBEE4AOA3gXwH4Ws17fhnA6wA+DeBflrsMngfwnwVBcC+/7qMAvrz83MvLr/1Ww+e3cYthYWGBe98vXbqESqWCyclJnDx5Eg6HA7Is49SpU6hWq5icnMS9996Lf/mXf8H+/ftx9uxZWCwW3HfffSuOu9UCOd8+O89OgS6ThrstUfze5z+Or33ta/iVX/kVFAoF+P1+ZDIZvPbaa9i3bx90Oh3XbE+dOoUnnnhiw2nLSqWCaDS64/Ks2wlFUTi92QqCsNSjbTQat7UnuzHNTKqWw8PDTLBUVRVdXV3w+XxsBd3M1Ge9nydJEtevE4kE14RrQW1/5O43Nja2orZfS/oDAL/fj2q1itnZWQQCgXWVyYjDkUqlWIa4dqzVahX5fJ6vv1qCKkkwt/qeer2e2x3z+TxUVUWhUOCUdSaT4TIAjaVVZoUySUajkf1ISBugtmTQeIyt6Oj4IGA9mYFOAM8sn0g9gH/QNO0HgiCcAfCUIAhfADAL4HEA0DTtPWGJ6X8egArgf9I0jdhKv4brrYXPLf8BgL8C8M1lsmECwBPLx0oIgvAfAZxZft3vE5kQS2TFbwmC8AcAzi4fo41bDEajER/5yEfw6U9/GsFgEM888wwAYGRkBIcPH0ahUEClUsH8/DzvyqamppBIJHDp0iU4nU4YDIYVC2xtenMr8O2z8/jy0+8iv6zvmiwKeL7oRfcPJiBlHywwAAAgAElEQVSKIiYnJ7GwsIBQKIS9e/dibm4Ok5OTOHToECv7hcPhDY9J0zTWACAzmvcD0uk0jEYja9a3AqWcd8rwpXaHSyRHSlsDS3X33t7eOuLXWtA0jWVpSXaXFi+j0Qifz8ckQxoDgRZa8jwYHx9f9RqoVCpIJpPcRrqesZGgENWVa4MBvV4Pr9eLYDDIdWm6txYXF5uOV6/Xo1qtciCVzWaRzWb5OXKqLJVKrIZJJUMilRKZkI6t1+sxMzODPXv2wOv1crlidHSUSYfVapXnhWPHjjEfaXZ2FoqiYP/+/ev+zT6IWPNq0TTtKoDDTR6PA3iwxXv+E4D/1OTxNwEcaPJ4AcvBRJPn/hrAX7cY151rDL+NXQxN09Df349AIIBisYiuri587nOf45Qksctph0GuaT/4wQ9w4MABfP7zn2dTEdI1J9BktFX4o+cvciBAqEDEP17I4zcGejAzM8OuiUeOHOE+4j179uDKlStwuVx1RjzrhaqqSCQSm+59343Q6XQwGAxIpVLcg94KZHdLkGUZqVQKAFjshs5LoVCALMvweDx156pSqSCRSMDlctV9FqWoc7kc3G43O/YRmqWriTy3kaxAuVzGwsICisUip7Rrte9JtjYej3O6vPFztWUp6bWyXbFYDIqibKgNl2yZqYTVanferE21EbW79FoVSU3T4HA44HK5kEgkoGkaRFFkVULKjFAmjdjwer2ef/9gMIjFxUXWDXnrrbdw5MgRhEIhWK1WKIqCSqWCubk5XL16FRaLBUePHsULL7yA0dHRdjCwBt4f24w2blnUTvSkdw6AJWk1TYPL5YLf74cgCPD7/RgYGIDb7W5pS1ypVJDNZrd0nLXWr7WQq0acPHkS2WwW6XQahw8fRrlchs1mg9vtRm9vLz796U9jcXERhw4d2lB3A/UdB4NBFItFFiepVCoIh8Pw+/11x9M0DdFoFJIkweFwcFYhHo/DbrfvKhtnWizS6TR8Pl/T11CLKLGhAeDq1au4ePEiL0wnTpxAJpOBKIqIxWKYn5/HnXfeybvKUqkERVHwxhtv4I477oDL5eJUs9vtxpkzZzhQGBwchMVi4ee7u7tX1GdbMddbQdM0xONx5iFUq1XMz89DkiQYDAZOo5PVtqqqTa/d2ha7VqhUKpBlGT09PRvKXJA7YS6XQ6VS4aCJ2k+j0Si7h1Jv/Gocllp7X/pbkiT4fD4kEgk4HA7Y7XYAYM8Do9HIrbJUPqGgojbLUCwWkUwmYbfb0dPTg1QqhVgshqmpKTz22GN44YUXsGfPHnR2duK5557DwMAAgsEgRkdH130+PqhoBwNt7HrUToBms3nNGzuRSCCfzzOZaisQcJkx3yQgCLjM2Ldv36rv7ezsxPj4+IY+j3atCwsLOHv2LBKJBOx2O/r7+1EoFDAzM4Pe3l6WwKXg6fTp0+ju7sbIyAj6+/vx5ptvIhQKwWAwYGhoCFarlRel4eFhnuCBna+p0kKw2sJSq0YILNXIg8EgVFVFNBrFc889B4PBAJPJxIv0xMQEq+HRgpJIJPCjHy3p9ANL5an9+/cjm82iWCzi4sWLmJmZ4c/s6+vDyZMnV3Sj0OLu8XjW1LLXNA35fJ4Xd3otLdr0mkqlwhbdHo8Hsiw3bbHN5/McuDS6c9JnUWvaekFkv1pLZEVRoKoql6UobV8sFjmAqS2dNI6Tfk+n08ntbYIgIBqNwul0ruA9kC107TmqBXV5+P1+Pp7JZEIqlUI6nYbT6YTVaoXX68XAwADrExw+fBhvvvkmKxhuFpqm4eWXX0ZnZyf279/PAkvT09M4cuQIgOvCQLUB0Frs/d2GdjDQxq5GLVt7vbBYLHWkpK3AFz+2D19++hzy5etiPWaDiC9+bPVAYDOgGnMsFkMul4PBYIDZbMalS5cwNTWFnp4eKIqCyclJaJoGRVF4d01ta2Twkk6nYTAYsLi4yLVkUmW0WCzo7+9nF7paAaOdQG1NuBXcbjcWFxf5deVyGdVqld0nw+EwyuUyp6TtdjsT4iqVCosE2Ww2CMKSG54syzAajUgmk8jlcjCbzVy2oDpzbXDRCBIP6uzs5M9yuVxNFf+aaQo0fud0Og23271qBwwtsolEAtlsFj6fj3fX5XIZ0WgUhUKBg8ONojb9Dyy1ddJ1KAgCfD5fS9Og2vus9jeVZZmDBvJNaCVutJ5r7v777+ceeovFwr+xIAgcBPX19fG1YDAYWF55M1wbOk4ul8O5c+cwMzODXC6HixcvQlVVVnN0OBw4d+4czGYzZFlmg6UjR47g8OHDt0xA0A4G2ti1oJrhRnujLRYLTCbTpvwMWoEc7qibIOAy44sf27flznfA0oQaiUQ4ZZxKpVh3nloWSXiISGhWq5VJhvTdy+UyCoUCqtUqOjo6kE6n+fXEyaB0uclkQiQSWbET306sJQjTLDChljZiph84cICVAIGl3z6Xy8Hj8aBYLMLn8yESieDAgQPco02tdiMjI9ypQG1zkiRBlmXYbLamzno0JlVVMT8/DwDc802LM6Fara6rC4KkdPV6PafqmwUFtQFROByG0WiEyWTi9kKS2G32eaVSCW+99RYikQjuuOMOdHd312kfJBIJztSIoohisQir1QpRFOvULpstqtVqFTabjcdPoky0UOv1erhcrjp+x0ZBizsAvqebjYWuf8JmJYeLxSL+9E//FGNjY/D7/ZBlmTt6jh07hhdffBHXrl2D3+9HqVRCLpfDmTNn8NBDD3GQcP78eRw+vIJut2vRDgba2NWgXdtGQFH7Wjap64Gmabh06RJOnz6NkZER/Pcv/kzdRK1pGqampuByudDR0cGPb3bSI55APp/nnSzpzFMrVqVSwdDQEPL5PCRJYuJUb28vL1Zmsxl79uyB1WqFpmno7e3F/Pw8K5PR+PL5PKLRKHw+HzvZUR+7yWSCxWLZNg13VVUxOzvLi3IzNNpXW61W3H333ZienobP58PIyEjTOjqlbYHru95mmQ/aSdPzVEJZK0PSbHdP2QdCJpNZ04qZnguHw2xWs1bpgYKRRCKBrq6uOoOlVnjttdfw/PPPY+/evXjllVfQ09PDC7+qqvB6vbh06RL27duHYDDIRL5IJILx8fFVpcAFYclmnFQGa+8PCgyotHErgbod0uk0nnjiCSSTSbzyyivw+Xzo7e3l0l8wGITJZEJXVxe6urpw6dIlmM3mFaTm3Y5b69dp4wOH9WimU72UiEaU+t2KyadSqeCpp55CJpNBJBJBNptFLBZDf38/FEVhZrTdbkc+n4coinjkkUfqnOE2AiJIETo6OuqCjI1AEATcd999cLvd0Ol0OHDgAOLxOARBwHvvvYcLFy4gm82yXv3g4CBEUcRPf/pTvP3227DZbDhw4AB6e3s5HU5tYAaDAaVSiSV7iXBWrVZ5kenq6lp1gSLiWqvfl+rpjd9JEAQMDQ3x/1sdu/Y9jY81Plf7/GacEskQp/a9xWJx3bLDqqoiElnSbVtNlIo8APR6PZLJJGw2G3twrIapqSkcPnwYpVIJ58+fx0svvYQTJ07g5ZdfhtlsRjKZhM/nw3e/+10EAgEcOnQI3/zmN2G321EoFHDixImW7Z2CIKBYLHIwVTv+xv/fKjAajfjSl77EgY7RaMTAwAD27dsHSZLqDJdo80FtsAcPHqyT275V0A4G2ti1IGGRtVCtVnHt2jVYrVYYDAaIoriivWyzEIQlFbhTp07h2rVruHz5Mo4ePYpvfOMbGBgYwNtvvw2n0wm/3w9JkpBIJHDs2LE1J+dm0DSNlQ1p7Jv5DlRe6ejoYJ14QRBgsVhgNpsRj8eRSqVQLBYxMTGBzs5OTE1N4cqVK5x6ttlscLlcmJr6/9s78/Aoq7P/f57MnpnMJJNM9oUQVkVARK2441bb2hdrEQEFFKV1afWyrdZffevWYltAra/aurWKgrKI+hbq0hcFUVswrLKZsGSf7MlMZslsmd8fmXOchIQEBAnk+V5XLoZnnueZc86znPvc9/f+3iXs3r0bo9GIVqvF5XJJZjl01oQX5ZF9Pp8Uj9JoNFx44YXk5eX12k5F6SxvezijrftKM/7YgQKRtRAIBLqEPZKTkwmFQnKi7MtD0B8jJCEhAZ/PJ+PTO3fuZMiQIX2mrU6YMIE33ngDm81Ga2sraWlpTJw4kU2bNmG322VaZW5uLi0tLVRXV2MwGDCbzWRkZPSrXb0ZW93TOYXBKESLBiLis0bi+yVW+/H3bPdJ/0RXQzxaqMaAigEH4RYWce2+kJCQQHp6Ol6vl4yMjGPqjoxGo1JDQBDV9u/fj06no7y8HKvVKlP5hgwZQmVlZd8n7QUi9ngsIBjrwpUsXliBQIDm5mbq6+upquqsGyaIa8FgEIPBIFfsXq9XTnTQ+QIUKx5RsMdgMNDS0iInOqvVKkmLfU1uQmDmcJOkILANdAhDzmg0ygnOaDSSm5tLe3u7JPjBNzNkFEWRGQAi1bA/mgcTJkzAarXS1NREYWEhgUCArKwsfvWrXxEIBEhPT6eiooKMjAxqamqkh0uILB1O9ElwA3q73iJt0O12S1JhMBgkJyfnpHOln8pQjQEVAwrCNZyYmNjvvHjBdvb7/Xg8HpKTk49ZezQaDdOnT6eiogKbzcbKlSsZM2YM48aNkxO3TqeTlcYEs/xoIMIcx2LyE5MTdMauk5KS0Ov1tLa2yjz6vLw8GZMXsr/BYBC/3y9DCyLeK7wBBoOBhoYGoDNlUgjAGI1G2traaG9vl+S0vsZBsPYPNx4nstTykaKtrQ2r1YrZbO4izGMymcjNzaWurg6Xy3VUYYjuEJOzKObVl2dAo9H0mAIbv83hcMjzinoQogiTWNH3FNY5XFliQAo7xXMykpOTjzqUpuL4QDUGVAw4COXBI8kEEGllbW1tR5x90Nd5rVYrY8aMIRqNMnv2bCwWi5TSPZYQK/S+SGd9IT7EIPLiW1paMBqNktdw6aWXyv3jleW6o3vKWXdNgvhju+/bF7pP9oLtH1+P/mQxBgQB0e/3H7JSF6tms9l8TMSwxPniJ1uNRkNqaupRu91FQSKRjhkMBuXYi7h5JBLpUVvhcL+p1WplAaGGhgaZDeNwOI6JUaTi2EE1BlQMOBwt6SgpKYmGhgaam5vlyvZYQsS4jxfEhNFT0Zqe0F0etid0z8/vLf7e0/E+nw+n0ynV+LoL3XQ/9kgMGDHxx2tICHU+MSGJ7IaTBYJI1xsOJ/V7NL8FX+fCNzc3o9PppLjOkf6G4HwI75RQGoSvCzf1JbLUHYJEGs8nCQQCRCIRKel8MoSA4Guv3alswKjGgIoBB4PBgF6vl0ViRJpgX5O70Hh3Op0EAgFZDvlkgaJ0VrPrjzEg4u2JiYm4XK4+J5kjWbEL7Nmzh927dwOQm5tLUlKS9C4MGzbsG+WNQ+fk6HQ6KSgoQKfTyevd0dEhiZSHyzYYaIhn1fc0aRwP4zQ+zCJ0IkSYJ76qX1/Q6/VkZ2dTWloq2y+IcCLFTvA74g20w2WC+P1+du/eTWJiIrm5uVIRUvBWEhMTT5prGwgEcLvdpKWlnbIGgWoMqBhwWLvPxYtLSqlp9ZNpNTDvvExmTBpOOByWbHi73X7Iy1VROkvepqSkfGtV7o41LBYLLpdLagH09rIUQkLt7e19rp7jmdH9RTgcpqWlRYoRhUIhvF6vrLug1+u/ETdDuLpFKqXFYsHv93cR3DkZX7pCKEqEqsQKW4hAHevJL/58ojZFOBzG7/eTnJwsBZZ6g0gZFaEAq9VKRkaGrH+hKAplZWVUV1dz+umnE41GMRgMtLe3Ew6HJV9GVBkMhUJoNBpsNhvFxcU0NTWRnJzMiBEjSElJkQWIhDhUf0nCJxJCidHr9R5S1TEeQioZOp/j+KyCSCQiU3EHqgE0sK+CikGHtfvcPP3vRtrDne5jpzvA4/8qR5OQQIp7PxaLhcrKSrKystDr9ZKZnJ+fz2mnnSYZ9Pn5+Se4J0cHjUZDRkYGLS0ttLW19briT0hIoLGxsU+j4WgRCAQkIVCQM+Hrl9w3zaEWE6VWq6W+vp7m5ubj0o/jAUFy7U173uPxYLPZZEldIQMtjjmeEPnw8ZyCwyEUClFdXS1TIAWJ1Gaz4fV6qampoaSkhGAwyOeff05bWxsmk4mOjg50Oh1tbW0y3VFIQWs0GsaNG0draytut5sDBw5QVlaGRqPB5/ORmZkps1SOJgX320YkEpFiXz6fT1ZQ7Y4vvviCxYsXk5yczE033cTo0aMl96Kmpob169czffp0dDodfr8fg8GATqcjHA5jNBpPuPGrGgMqBhRe2dIsDQGBYAf8z/pyZqWUSVa70+kkHA7j8/nIycmhqqqKoqIiamtrj7hq20CCcP0KmdN4tcDuiC/zeqwnUZPJxMSJE2loaMBischYuJDOFaWlvwnE8cdKMvpoIFayR+rC7z7RCqNNo9FIrQGfz0dTUxNwdN6ZI22PEIBqamoiJyenX+Oq0+nIz8+X1R3dbjd1dXW0t7djt9spLi6WglIul4u2tjY0Gg1GoxGbzSYrGgaDQSwWCx6PB61WK0mrIkultbUVjUYjww02m022MRKJ4HQ6yc7O7vE6NDc3YzKZTlj2gTDkRK0JoMcQ2XnnnUdxcTGjRo1i06ZNuFwuPvnkE6qrq8nJyWHHjh00Nzej1WqprKzEYrEwbtw4amtrmTVr1nHlI/UHqjGgYkChwdtzNbRGXwcX/ddFXeLIgsGdnp4uZXRNJtNJFYvsDuGS7KtOgOj/8SLYJSQkkJubS25ubq+/fyqgr8py8YQ6Md7x8fR42O12KXYV//dtQNz/Ho9HVi/Mz8/vl/qhRqORk63ZbMbj8dDa2kp1dTVer5cLL7yQ6upqKioqaGtro7S0VGYuZGdno9PpJDFQFMwqKCiQpFURFkhOTsbr9cp6I2JyDwQCvPfee5x99tl4PB4cDockRAIys0Sj0TBmzJhvXdRHp9Nht9tpamrqtW4EdGZOiLBJc3MzBw8e5ODBg2g0Gq688ko+/PBDampqpOiT1WplzZo1jB49+htVVTxWUI0BFQMKDrOW+h4MgkyrgbFjxx6WsFRVVXVSMZS7IxgMSteqEHI5HI53rPVkHccjQV8ege51CgKBQI8VDUXoIH7f+MI/xxuKouDz+dDpdOh0OrxeL36/H61W26vSX0/ZKIJ02NHRgcfj4fzzzyc/P59x48YRiUQ4cOAAX375Jc3NzYwePVoqSIrqhEKcS6/Xk5OTQ2ZmJoFAgLq6OqnB4HQ6aWpqIikpia1btzJixAgikQihUIji4mKys7MJhUJUVVWRl5dHY2MjLpeLSy655IQoFor0Yr1eLws49fZsjBkzRspwFxcXc+6552KxWMjKyuLuu+8mISEBl8tFS0sL559/Pvv37+ecc8454SECUI0BFQMMN09M5alP6wlEvl7xGjQKd12U3ydj3mAwSJLPQJU57Q2iEp3P5wMGx0R8MiB+0hfVCYWUrtgGSHEhsU1Mpt/GdRQkQIPBgMfjwWq1EgqFZI0LRVEkqdbv9xMKhUhKSpJtTEpKwmKxdPGSOBwO7HY7jY2NVFRUyPCH2Wxm7Nix8rxi//jJLH5sfD6fJJyKapDityorK5k/fz73338/0WiUjRs3MnToUBISEqSHISsri/r6ehITEykqKjphk6bI9OlLHv3iiy8GOsWcJk2a1MUwzM7Olt6ljo4OysrKOO+88zjnnHOOe/v7A9UYUDGgcFlRp5La34ubaPCGcZi1zD3HwfXnFvaZOpeWlkZ1dTXNzc1Sce9kmFRFnXpRivdkaPPJjO6hlSNJYRQTXTAYJCEhgcTERGmACrGhUChEbW1tr3wPn88nSXrie5/PJ9n88ceIrA4xofc2GSYlJWE2m6VQkE6nkwqUfr9fVqFMS0ujra0Np9Mpw2wulwur1Yrdbkev18syyP/YUcuCD7/C2dpORpKeuec4uPbMXDmhCeY8fE0I7T6uer1e6hcIA0MYB9FolJdeegmHw8GwYcMkiTQ5OZnU1FTy8/MxGAwUFhYSjUZPeEy9PyGX+H26L0jir51Go2HYsGEUFRUNmOddOZlEPb4pxowZE121atWJboaKI4RGoyE/P79fscJAIEBZWRmKojB8+PAB86AdDn6/n6qqqj6L2aj4ZhBu8fjJPzExUcZ4FUU5rDtdVMIMBoNoNBpJIqutraWoqEhK7Tqdzl69AtFolM2bN1NeXs64ceOk4uTevXvxeDycffbZ0tWekpKC2+1m27ZtRKNRCgsLSUlJwWQy4ff7cTgcksGvKAqZmZkEg0Gampq6lG8W+v8pKSkkJiYSjUZxu9243W7a29tlWmA4HJZKhp9Xh/h/b+/EH/paAVKnRPnFRVnkddRitVrJzs6WhMBAICA9CyLG39HRgVarleQ76KxdEQwGsVqtpKSkqPf7t4yJEydSXFzc46CrngEVAxrCNdsf96CQgwUGBCGnP4hGo7J4y0CIG55q6G5gJSYmYrfbcbvdQGeJaLHCb2xs7KK6p9Vq5fGiimP8tmg0itPplJOg0BQ4XHhAsPKDwSD/+c9/JBPf7/fT2Ngoy29Ho1EcDgepqamEw2Hq6upoaWmRwkw6nY4zzjiD73znO/K3a2trDwlfJCQkyFS+eKVIm82G1WqVuggi6yE5ORmDwcCCD7oaAgChqMJfP6/h5rQD2O12Nm3ahMlkIhgMkpGRQX19PUOHDmX8+PHSKyI8FUJ90eVyoSgK7e3t+Hw+bDYbiYmJ6r0/AKAaAyoGNI5EAlRUh8vMzMRisZwUqw4Rtz3ZOA4nCwSpLxgMotPpSE9Pl1UXBcRkL1bcWq1WurHF/dc9Ph6NRmlpaZGVHRsaGtBoNNIY7Q0+n0/mmIdCIRITE2UKnpg4ExMTZbXGmpoaIpGIJNU5nU5sNps0kkX7hUEg5IlFymlmZmavIRBF6SwvLNQKXS4XWq0Wt9uN09V+yP4AraHOcNyoUaPkOU0mE3l5edIYEhLT3X9TeA2EoeL1evF6vdjtdhwOR5/XUsXxhWoMqBjQUBQFv9/fq66+QCQSobGxEYfDcVJ5BVwulxQyUXHsISZMUe+iN00GoQOQlJTUr/O2t7fT3NwMfM35iD9XbxBeCKPRKFf4JpNJymcHAgG0Wi0Oh4OMjAwSEhIoKysjMTGRSCRCZmam/H2Rxhj/u3a7XWYSiNh/f2Ldok1NTU14vd5es3oyLHouvPBCKY4VDoel8ZKRkSHJjL1BiBXFG06DKVQ9kKG+gVQMaIgX2eFeGGJSTUhI6LOU60CDkB4+WTwZJyvEpBgf2z5aRKNRPB5Pl9BOf89nNpu59NJLe6z+2L29AoJhf7h9xDm8Xi+ADHfE137oC6JcdVNTE7MnpPD0541ds3q0CrPP7JQUFv3u6OiQ3pGexkK0WXhZhMfCZrMRCASkMTGYEIlEuigQDhSoxoCKAY/e8qTj0dLSIl2iAxVi1eTz+SSRTawMVRxfCOZ8bW2tNBjNZrMc+yMxDkTK3NHca/Fx+56294T+GhwiFi/qB0CnUVBVVUVmZmavuvjRaJTW1lYMBgMGgwGr1colQyJEwhFe3+GWWT1zJti5bJhV6icIIqVQBRW1CURbBLHRbDYTCAQIBoPS0ydSaEX2wmBBvME20Ix/1RhQMaAh4qB9uRJFnYKBClHFzel0SmU2sVr9pitVFf2DoiiEw2EaGxula99sNpOWlnZE5Xl9Pt9h1SFPJLqHBYQEcF1dHbm5uT2Go4Qx0N7eTlJSEunp6ZjNZq5IqOGKEV0L83R0dBAIBEhISJDiRIBUIIROD0P8MV6v9xCNEGFIidoiwuAfiGN6LCEMpuNRYv2bQjUGVAx49MU2FgSw+Fry3d2wJxIijNHQ0CDlTAfai2CgQXhOhKHUGyntSBHvzgZkJcb09HRMJtMRXZe+RLAGAuKVE/1+f4+cCKGw197eLktHi3HpPrGL8Yk3OqLRqNyvO4ch/rNYFZtMpi7nFBobDofjlDeM40tBDzQMSmPAbrdjMBjw+/20trbK9BaRo3sk0Gq1svyqVquVOvliMqquru73itVkMpGZmSmlOPv7+3a7ncTERMLhMB6Ph1AohE6nw+12y5fo8YTRaJQ51x0dHQSDQSmp2xcMBgNZWVl0dHRQWVnZowegr3i6eBmFw2HJphYysAMhZam9vZ3GxsY+SZDQafhYrVZZjlawvcVK9mhLMxuNRjIzM4lEIlRVVR1Sk17kq7e1tfV5rpSUFOx2u5RVFbnvwn2elJSERqOhqqpKxq7F7whxHhF3d7lc8nvx3IhVp3gum5qaJLve5/N1mTA0Gg0pKSmYzWY5ibW3t6PX62Vc/3AQmQbV1dWYTCbS09P7fFmbzWby8vKor6/v0r/jCZ1Oh9lsloJF8duFsp1AbW1tF0EgEafvrXCRMAZaW1vx+/20tLRI931P96vQU+hu1PbEFei+XZAahWcsISEBv99PW1sbPp+PIUOGDIhn9nghISGBQCAgNSsGEgbd8kToaM+dO1em9mi1WubOnYvL5cJgMGA0GrusRkXJ1sTExEPiWzk5OXzyyScUFBSQkpLC/fffT2NjIytXruSDDz6QpSmFuImA0WjEbDZ3OZ/FYuHRRx+lsrJS5jSLF6N4oPR6vbyJEhISKCgo4M9//jNz5szhtttuo6amBqvVytatW2UVML1eL6uHieMMBoMsTiLYxPGV/rRabZf+ipdJ935A5+Twl7/8hXnz5nHfffexatUqcnJyJDFIjF18nfrExERMJhNJSUk899xzbNu2DaPRKH/DYDCg0WjkS8nj8dDS0oLH48Hj8RAIBOTkIf6v0Wi49957mTlzJj/72c+orKwE4L333mPmzJlMmzaNJ554okvbt23bxrRp05g+fTr33XcfjY2NrFu3jrffflvu89hjj8lqZQCbNm1i2rRpXHfddfztb3875B6rqanh1ltv5eabb2qtvl0AACAASURBVKa8vFzWfu/PaiA1NZU//OEPvPfee6SkpJCZmckTTzzBu+++i81m6/Na9gRRBfGJJ55g7969WCwWrFarnGytVitOpxOfzycZ6t2fgfj7wmg08sADD2C1WikoKGDx4sXcfPPN3HrrrRQXFxMIBHjwwQfJzs4Gvp7k8/Pz2bBhA/PmzeOnP/0pe/fuJTs7W17nxMREMjIyGDp0KAUFBSQnJ8sKd5mZmaSnp2M0GqXGvcFgoKCggFdffZU5c+Ywd+5c9uzZQ1ZWFp999pl0i8c/04qiHHI/im0AVVVVhMNhVq5cKdv+8ssv8/vf/16Oweuvv84f//hHHA6HfE7iZWrjf6+nyVTc/+IYRemUMo7/f/c25+fn88knnzBkyBD5PhLXdcWKFXz44Yfs2bOHhQsX4nA4ZH+EXkL8cxsKhXjnnXcOua42m03uK6SHxftR8CvEPRyJRLoY+4IP09HRQUpKCh0dHV0Mku7jLMiD0BkqEL8riJLCMxQvWHQqQK/XYzAYJGciHvGLyOOBvs4/6IwBRVHweDzs2rWL1157jaysLN544w127dpFa2srubm5OJ1Odu/eTUZGBhkZGVgsFgwGA3v37kWv18ucWL1ej9/vZ+HChXzxxRe43W5+9rOfkZaWRnt7O4FAgOTkZNLS0ti7d6+sBFdUVER9fT3bt28nMTGxi+vO4/HQ3NzMtm3bSE5OZtiwYbJMr3hYU1NT5cvzH//4Bz6fjyVLlvDyyy+Tm5vLrl27ePbZZ9m1axcFBQVEIhG2b99OQkICWVlZ5OXlEYlEaGhooL6+nqKiIg4cOEAoFCIjI4PU1FSsVit79uzBZDKRn5+P1WrFZDLx1VdfEY1GSU9P7zKmn376KU899RSLFi1Cr9czZcoUsrKyKCgoIBAIUFJSQm5uLhkZGaSnp7Nz507KysqwWq1cf/31nH766fKcX331FXq9nuTkZNLT02lqamLHjh1UVVWRkJBAZWUlFRUV7N+/n/Lycmpra0lJSeHaa69lzpw5vPnmmzz88MO0tbWxdu1ann/+eV588UXefPNNxowZ0+V+qKurY8SIESxdupTx48fzhz/8gfPPP5/nnnuO6upq3nnnHTwej9RKBzjttNNYunQpy5YtY/HixTidzi7n/PnPf84vf/lLHnroIe64444jKp6kKArr169nxYoV2O12Wltbeeedd9i+fbuUY92+fTvRaJScnBxZfrapqQmn09lFv11RFHJzc/H5fBQXF8uVssPh4ODBg+zYsQO73U5GRgbLli3jnXfekcIx8c+AzWaTk5rNZuOll17iu9/9LhqNht/+9reEw2HeeOMNXnnlFTlZu91uamtryczMJC0tDbvdzkcffcSyZcv4+9//zl/+8hceeeQRysrKyMrKQqPRUFFRgdPplOl/fr+fjz/+GKfTKQ0dnU5HWVkZTU1NFBQUsGnTJnbs2MHSpUt59dVXGTFiBOXl5TzxxBNs376dzMxM2tvbCYVC1NfXM3z4cNrb2ykpKSEvL4+kpCSKiopwu93s37+fgoICvF6vfKbr6urYunUrq1atkqI/b731Fh9//DFmsxmr1crOnTtpbm6mqKiIvLw8qepXWlpKQUFBFyNbvA/27NlDc3MzI0aMYOjQobJPQ4cOpbCwkPb2doLBIKWlpQwdOpSWlhbZpqSkJAKBAEajkeLiYq666iomTZokBYQ2b96Mz+ejoKBAVhUUdTuqq6spKyvjySef5IsvvsDv9xMMBlm3bh319fUUFhZSWFhIIBDA7XbT1taG3W5nx44dVFRUMHToUGm8iYqEQr1QyAyL62cwGHqcgIRHQBwnDA29Xk9jYyO1tbXU1NRQVlbWJWXzVICiKNIgiEdHRwdNTU2SXNwTxFgfjcEgvF+H82QNOmNAYOLEiXzxxRckJCSwbt06LrnkEgDKysrYvn079fX1TJ06FYvFwjvvvMPUqVNpaGhgzpw5tLS0SGauz+fD5/NRWlpKS0sLv//976mvr5e/4/P5mD59Og0NDdx3333s2rWLxYsXs3z5ctrb29mxY8chK+0nn3ySxsZGfvSjH+H1enn44YdxuVykp6czb9486QYXet0bN27kww8/JBwOk5aWRmNjI263m9LSUsLhMKtXr8bv93P33XdTVlaGy+Xisssu4z//+Q/z589nzpw5HDhwgLlz5+L1emltbeWWW26hubmZefPmUVNTw5o1a5g+fTo1NTXMmjVL5jF3R2NjIzNnziQQCOB0Olm6dCnPPvsslZWVzJgxg6SkJGbMmIHL5aKkpISWlhb+/ve/s23bNvbu3ctdd91FfX091157Lf/3f//H7t27ufrqq9mzZw8PPvgg27Ztw2q1ypWHz+fDYDCwefNmRo8ezYgRIygpKSEUCnHGGWfw6quv8t///d8yfHHFFVcc0uaDBw+ydu1aiouLZYnUp556innz5vHMM8/wyCOPdNnfYrGwf/9+3n77bZKTkw/RTK+qqmLkyJEUFBTIUqzCGDCbzSQlJXX5ixfAgc4XxllnncWWLVtYsmQJN954o/xuzZo1+P1+7r//fnbu3Ek4HOaCCy7gk08+YdmyZTzzzDOyPVarlQ0bNvDoo4+yf/9+li9fDkBpaSm7du3C6XQybdo0Wafd6XRSWVnJwYMHuzwDaWlp8h41m8188MEHXHDBBSiKwurVq7n33ntluydNmoTH42Hy5MmsXr0ai8WC3W4nNTWVxYsX85vf/EaG4u6++26WLFlCSUkJl156KV999RXz589n9erVeL1epk6dSk1NDfPnz+eDDz6gpKSE7373u+zcuZOHH36Y9evXk5yczM6dO1mzZg0+n4+MjAyp5FdaWkogEGDKlCm8+uqreDweXnzxRf76179SUVHBjBkzyMzMZOHChSxfvpySkhLmzp17yDMNcMMNN7Bs2TI+/fRTLrjgAnk91q5di8fjYcmSJbz44ouYTCZuvPFGnn/+eXbu3Mltt90mtQHEBHrttddSX1/PJ598AsDcuXMpLi7m9ddf58knn0Sr1XLNNdewYsUK1q1bJw1b0Sa3280999zD/PnzpbH48ccfA7By5UpKS0t57LHH+Oijjzhw4AB//vOfMRqNfPnll7z00kuHjM/UqVMpKSlh0aJFLF++nGg0ykUXXcQ///lPfD4f06ZNw+PxsHPnTplFISZ0EdYR7u/29nacTifBYFCW4+4+AQmxI6HtEAgE8Hg8NDQ00NzcjMvloqmpST4rPp/vqDwEgqPg8Xgk6TO+rPKxRvxk3dP5RT0HoXQp9gsGgzQ0NEg1SpfL1aWNwuvS0NDAwYMHKSsro76+vs8QmDh3XV0dVVVVclHbGwatMaAoCt/5znd48cUXOf300+XKJycnB6/Xy6ZNm6iqqpKx+5tuuonrrruOu+++m7feequLUEhWVhYzZsxg+PDhh/zOW2+9hcPhoLW1laFDh/LWW29hMBiorKzEYDBwySWXHPKw/PznP+fHP/4x3/ve91i3bh233norr7zyCnv37iUvL0+m9ni9Xs4++2wef/xxPvroIyZNmsSaNWsYP348RUVFTJkyBZPJRGFhIZ9++inRaFS+NCZMmMAdd9zBT37yE4YMGcKcOXOYMmUK27dvZ/HixRQWFtLc3Exubi6rV68GYMaMGcycOZNrr72WHTt29GgMiJQjUf/7+eefZ+TIkfh8Purr66moqACgvLycSZMmdVEeW7FiBb/+9a+57rrrmDZtmtx+xRVXMHfuXG6//XY2btwoXyRiFaLRaGhpacFut8uYujAUxHa/399rzNTlclFeXi5jzgCnn346+fn53HXXXWg0GqmWJohVbreb6upq+cIToQBAujfD4bC8VtC5qm5paWH9+vVUVlZSWVnJ+vXraWlpOUQo6aabbmLx4sV89tlnnH/++XJ7UVGRvJZr164FYNSoUdx1110sWLCAd955R3qaTCYTr732GgsWLOC6666ThlB+fj6tra0UFxdTWlpKU1MT48eP5+KLLyY3N/eQZ6C6ulq+nISLUyj0xWdFiPK5ZrOZ7OxsysvLu0wc4lo4HA7MZrP0fABceuml3HLLLSxatIjFixfLEFtbWxvDhg2ThszkyZO57bbbuPPOO9m4cSOnnXYaL774Ihs3buTSSy/ltddeY/z48eTm5vKjH/2IlJQUkpOTeeSRR7jooot44YUXGD58OH6/n5qaGmpqanj99dfJzs4mEomwbds2UlJS5DNdVFQk2/fRRx+xZMkSZs6cKa/H6NGj2bRpE36/n/fffx/odM3/7ne/4/bbb8fpdEqiYWJiIitXrmTevHl8//vf58Ybb8Tn81FdXc3PfvYzFixYwLvvvgt0yiQ/8MADPPTQQxQXF1NYWCjbVFhYCMBDDz3E1Vdf3eW+ueyyy7jppptYtGgRr776ao/3+/jx48nLy+OGG26gubkZm83GzTffzDPPPMMrr7wCwPDhw/nlL3/JxIkTiUQiVFZWMnnyZJKSkuSkKoo1QWe4Kj6tUNQn0Ov1vT53QJdwlwiT6HQ6OWZlZWUcPHiQ8vJyWeY4FAr1azKPRCLU1dXhdDqpqamhvLyciooKqqqqZPGkY4WOjg5aWlqorKzE6XTKMKZA/P3m8Xior6+X7wVR0lk8CxqNhsbGRrxeLy6XSxrpIlyUk5MDdPLR/H4/gUBAZnOEQiG8Xi/Nzc1UV1dTVVWFRqMhLy+vTzG2gcVg+JZx4403MnLkSLZt28aTTz4JwLPPPktmZib33HMPs2fPlnEvcXN2J4HFx8V6Ir4oisLo0aOZPHky0OkmzMjI4Nxzz+V///d/WbZsGc8991wX4pa4icRvXXbZZSxcuJDa2lrmzZsnbxpB8Dn77LM577zzmD59Oo8//jiLFi0iGo2SmJhIaWkpy5cv529/+xv/+Mc/2L9/P9BJVBNEw/jPIrY9btw4zj//fCZPnkxaWhqrV6+WSmPx+3WH0HovLS1l1KhR6HQ6Lr74YrRaLZMnTyYrK4tVq1bx2Wef8atf/Yr7779fHisKnmi12i6yromJidITEQ6HSU1NxWaz4Xa7aWlpIRgMMmbMGP7whz+QnJxMKBTCbDZjNBo588wz+eyzz5g6dWoXedl4jB8/nrlz5xIMBjnnnHO48847iUajWK1WrFYr9fX1eDwe2cb09HTGjBnDWWedRU1NDZs3b+biiy8mFApJ4wS+5qfEE4X0en0XC124VrsjLy+PsrIyzjnnHDnO1dXVvPTSSyxZsoR169bx2WefdblPhPRud/JWR0dHlzSwRYsWMXbsWH7xi1/w4x//uMs9fvrpp7Nw4UKys7O55557mDVrFu3t7VgsFmn8CUlZRVFITU2lurqa3Nxc2RaNRoPb7SY5OblLn84880w+//xzeS3+/e9/c+aZZ8rj4vuiKApFRUXyuUlKSpKlbIUUrzC+zjjjDMaNG8ftt98uuSGCNAedHhLx4tXr9VxyySVoNBomT56Mw+HAaDRy6aWXoigKkydP7nI9xDk0Gg0jRoxg3759XUJk99xzD6tWraKjo4MZM2bIcYx/X3Rn1cdv6369BMxms3wmexMbstlsXbgsYvzi31OisJLRaOyS3y5W9PGZGvHZETabDZ/Ph06nY82aNWzYsIE77riDP/3pT7LYUHxBInG+7iWfhaEoUuriyZkiFCQg7iuxMm5ra5OVD4PBIAcPHiQYDGIwGMjLyzvsKleMRbzYkfCohsNhqqurMZvNUor5aLN7ROpzY2OjrLvg9/tlJUvxDDQ1NVFTUyMnZDFuIt115MiRBINB9u/fL8m8DQ0NktuTnp5+SInp1tZW6uvru3gkRFaH0Wg84roPg9oYyMrKora2tosClsPh4JNPPqGxsZHPP/9cbn/99dfR6/UsWbKEl156SRJAQqEQRUVFPProo/zgBz845Deuu+46brjhBlJTUwkGg4waNYqPP/4Yn88nWbzdH/ann36aq6++mg8++IC7776btrY2rrzySlasWMFTTz1FaWkp0Lny+9e//sWGDRsYMWIEq1evZsqUKTgcDkpKSnjyySe55pprqKys5M033+T111/n8ssv73NcZs+ezbx58+Rq7sILL+zXeD711FOEw2G2bNnCQw89hMFg4Kc//Sl/+tOfuPLKK9m5cyfz58/nwQcf5IwzzpBkOIGbbrqJ2267jc8++4wPPviAe+65p8ff0Wg0TJ06lZUrV9LS0iJTw374wx8ybdo0Jk+ezJ49e7jqqqu49957uf7669m3bx8Oh4N169axYsWKLufbsGEDv/vd79i6dSvTpk2TCmEC8S9vm83Gu+++S319PYFAgM8//5wHH3yQ3bt3s2zZMh577DFuvvlm7rrrLgwGA9OmTZOMeZfLhclkkhMgQFpamiwj2x3Lly9Ho9FQXFwMdF7v2tpali1bxooVK+R59u3bx4IFCygvL+fHP/4x0Ln6VxSFOXPmcO+993L55Zfz0Ucfccstt+BwOKQLefPmzUAnD+LZZ5+V1fDWr19PQ0MD//73vwGkqxs6jae9e/cyevRoFi5cyKxZs/jhD39Ie3s7Xq+Xxx57jI0bN3LllVd26c8vfvELrr/+eg4ePIjP52PLli289dZb7N69mw0bNvDcc8+xfv16br75Zi666CKef/551q5di0ajISsri/z8fKArO/3TTz9l5cqVjB07lo8++ojvf//7MpPg6aefZtasWXLftrY25s2bx4IFC7j88svZuXMnjz/+ODNnzuR//ud/mDRpEvv27eOhhx6iqKiIRx55hGuuuUYe//DDDx+ymtRoNKxatYotW7bIbdFolAceeID09HQKCgrkNp/Px/XXX8+0adNob2+nqamJX/3qVwwdOpSFCxdSVVUlr19PcDgcPP744/zXf/1Xr/usW7eOF154gY8//phbb72VIUOGsGXLFl5++WXef/99xo4di8FgoLW1lSeeeILZs2fj9/v5y1/+wubNm7n11lvluYRH56GHHpLHibTA+DABIA0LkcXTXe8gHA7L6ohCqEhkAInfEqt1Ue1QkILF+YWxK8o992UM9OauF8aQx+PB6/Wi1+ux2+0kJSUdccpfJBKhtrZWvs/jjZ/m5mbcbjfhcJhQKCQNgYSEBNLS0qShJjwpRqORwsJCaRQJ/Qej0Yjb7cZms3XhA6WkpJCSkiL7KhQxu499fzHoShi//fbb5OTkyPSZ1tZWGYNOTk7GaDSydetWqQ9ut9tZvHgxFouF3NxcRowYgU6nkxa5sFIPHDhAcnIygUCA9PR0WXxGuFa3bNmCXq/nzDPPxO/3s3XrVoxGIxMnTqSiokLWNxeW8K5duxg/fjwdHR1YrVYWL15MKBRiypQpMo6p0+kYMmQIe/fupaamhuHDh+NwOGQcvaKiguHDh1NbW8vBgwc544wziEQiJCcnU1tbi8VikatwnU4n3XrCit66dStWq5WxY8fKKm/CIyDIPqFQSNZI93g8kpDW2tpKS0sLWVlZNDc3U1JSwvDhw8nLy2P//v2UlZUxcuRIcnNzaWhowGQyydSppqYmFi1axOzZsxk9ejRutxuNRoPBYCAQCBAKhfjjH//I7373O2pqagDkhOFyufjqq68YMmQIOTk5NDc3k5qayu7du2ltbWXixIldjD+Px0N5eTkAGRkZJCUlUVNTIzkhZrOZhoYG+dIym80kJyezZcsWtFotEyZMwO12Y7FYaG5uxmQySU5BJBJh1KhR0sXZH2RmZtLU1ER2djYVFRVSA76trQ2Hw0FdXR2lpaWMHTuWUCiExWJh5syZzJ8/n1AoxNixYw8554EDB2hqapJEUKPRyObNmzGZTCQnJ+NwONDpdNTV1eHz+Rg6dChbtmxBp9ORlpYmV08CJSUlvPLKK8yfP1+O4ZdffolOp2PChAl0dHQwa9YslixZcshLKRQKyRDTmDFjiEajfPnllyxdupTrr79ekmahk/QkJtkJEybIin8ZGRlSfz8tLU0SSYcMGUJeXh5utxuz2UxZWRmFhYXU1taSmppKXV0dOTk5NDY2UlpayogRI+Qqv6qqirKyMk477TTsdjtarVY+06FQCKvVSm1tLR0dHeTn51NTU0N+fj5er5ctW7YwduxY2traKCgo4KqrruLll1+msrKSc845h6qqKqmBYbPZMJvNbNmyhfT0dEaOHEk02lnW2GKxMGzYMKLRKDU1NTIFWhAxNRoNBw8exOFw4HK5yMzMpL6+HovFgkajkenEFRUV2O12MjMzZYx/165dnHHGGfKegc5QnZh8Nm/ejMPhIDs7G61WS01NjeSzlJeXU1lZyWmnnYbZbKa2trbHe1fExIXHUtReiPd+dL8fxCQWDoflPSZWuIA0LuIRDodJT08nNTX1sJNeU1OTjMX3hnhjJicnp0vGRF/o6Oigrq4Ot9vd6zHx/RbeqoyMDEkq9nq9NDQ0UFBQcMg5Ghsbee6555gyZQp79+7lrLPOIhAIYLfbaWxsxGq1EggE6OjoIC0tDafTSXZ29mFLQx+uhPGgMwZWrVolXSnxOdtiMuzo6JA3ZSQSwWKxsG7dOmw2G2effTYtLS09Ejfi41zCghXnEOlfIr4cz7TtHlsSTFxhNdrtdt5//33ee+89XnjhBVn3Ph4idi7iaYB02QnXtXBZR6NRIpGI/C7eQtdqtfL7eMZwvIUujhX7xfdfWMTdx0fEkkX7urdXuBZzcnL4yU9+gkajobCwkAceeICysjLpSktISECn0+FwOEhISKC2tvYQvoVWq5XXUnwn4tlCk6H7Ay+qwcVXXBPnEiuVeMRfT3FM93sqPoXqSKHX6yXRSfyeSPeKd9cDkkz49NNPH/HvfBOUlpb2yJGBTuPA7XbL1MKeEA6HqaiooKCggNLSUv75z39KImJfEJOl4GkYDAZ5f4trLu5/cS93z82Pvx/h62coGAzK+7f7Mx0vfCTuX/GciGPy8vK44447eOGFF6isrJTywPGIV+/r6X0g2iNWjeK3xGdxv4nnWTyb4rNGo5GEWfj6mRD7i2dJ9BeQrnKRCSHGJ35s4sert+si1ATFM9sfKXHBsRHvIpEyGQ6Hqa2t7dGASEhIICMjQ+bri8k2FArJ6ouCdNmfEEA0GsVkMkljqK99xbmFR68/BkQ02lmWWkzW4hqVlpYyZMgQkpKSaGtrY//+/YwaNYqNGzeyefNmkpKSiEQi1NfXY7PZJP9MiDUNHz6cvXv3MnHiRJqampgxY0avoQHVGIhBUZQGoPxIjhk+fLh+6dKlhaFQKHrdddcdcDqd36rm7RVXXGFesmRJkc/n6/jpT3/a+v777/dPjegkxH333ee47777slNTU7Vvv/1207333ltdVlZmA7oERs1ms5KQkKC0tbUdf0WlE4c0uvW7JyxevDj/7LPPtjz22GPVS5cuPTTWcBxgMpmUc88917Rt27b21tbWQ67BiBEj9FarNaG4uLjnOrhx0Ov1ypo1a4ZmZGTo77zzzvINGzYk0o9+D1Tcf//9jltuucWxbNmypt/+9rd1/TysX9f6FMRg7PeJ7nNBNBrtsV70oDIGTnYoilIcjUYnnuh2fJsYjH0Gtd8nuh3fJgZjn2Fw9nsg93nQphaqUKFChQoVKjqhGgMqVKhQoULFIIdqDJxceOFEN+AEYDD2GdR+DyYMxj7D4Oz3gO2zyhlQoUKFChUqBjlUz4AKFSpUqFAxyKEaA8cZiqIsUBRlr6IoOxRFeVtRlOS47x5QFGWfoihfKYpyVdz2sxRF+TL23dNKLIlVURSDoijLYts3KooyJO6Y2YqilMb+ZsdtL4ztWxo7Vh/brsTOvS/WtgnHuN9TFUXZpShKh6IoE7t9d8r2+5tCUZTvxsZln6Iovz7R7ekNiqL8TVGUekVRdsZtsyuK8q/YmP9LUZSUuO9O2DU/xv3OUxTlY0VR9sTu77tP9b4rimJUFGWToijbY31+5FTvc7f+axRF2aooyupTut/x2s3q37H/A64EtLHPfwT+GPt8GrAdMACFwH5AE/tuE3AeoADvAVfHtt8B/DX2+QZgWeyzHTgQ+zcl9jkl9t1y4IbY578Ct8c+fy92bgX4DrDxGPd7NDASWAdMjNt+Svf7G46ZJjYeQwF9bJxOO9Ht6qWtFwETgJ1x2/4E/Dr2+dcD5V4/xv3OAibEPicBJbH+nbJ9j7XPEvusAzbGnp1Tts/d+n8vsBRYfSrf5yf8pTKY/oBrgSWxzw8AD8R990HsZskC9sZtnw48H79P7LOWTvEKJX6f2HfPx7YpsX2EMXIe8EH8PnHHfAVkHYc+r6OrMTAo+n2UYyXb2dNYDbQ/YAhdjQE5lrHr+dVAuObHeQzeBa4YLH0HEoEtwLmDoc9ALrAWmMzXxsAp2W81TPDt4hY6rUKAHKAy7ruq2Lac2Ofu27scE41Gw4ALSD3MuVKB1ti+vZ6rh++OJwZrv/uDgdy2/iAjGo06AWL/ivJ+J/qaHxfEXLpn0rlSPqX7HnOVbwPqgX9Fo9FTvs8xPAXcB8QrbZ6S/R7UVQuPFRRF+T8gs4evfhONRt+N7fMbIAwsEYf1sH/0MNuP5pijOVe/0Z9+93RYL7970vT7OGIgt+2b4ERf82MORVEswFvAPdFo1K30rk1/SvQ9Go1GgPFKJ+fpbUVRxhxm91Oiz4qi/ACoj0ajmxVFuaQ/h/TSppOi36pn4BggGo1eHo1Gx/TwJwyB2cAPgJnRmG+HTosuL+40uUBNbHtuD9u7HKMoihawAc2HOVcjkBzbt9dz9fDdMel3Lzjp+30cMZDb1h/UKYqSBRD7tz62/URf82MKRVF0dBoCS6LR6KrY5kHR92g02kpn6O+7nPp9Ph/4oaIoZcCbwGRFUV7nVO338YgrqX9dYk7fBXYDjm7bT6cr2eQAX5NNvqCToCPIJt+Lbb+TrmST5bHPduAgnUSTlNhne+y7FXQlm9wR+/x9uhLpNh2n/q+jK2dgAW0U0AAAAV9JREFUUPT7KMdKGxuPQr4mEJ5+ott1mPYOoStnYAFdiVV/GgjX/Bj3WQEWA091237K9h1wAMmxzyZgA52Lm1O2zz2MwSV8zRk4Jft9wl8op/ofsI/O2M+22N9f4777DZ2M06+IsUtj2ycCO2PfPcPX4lDG2I2wj0526tC4Y26Jbd8H3By3fWhs332xYw2x7QrwbOw3viRuwj5G/b6WTus2ANTRlRh3yvb7GIzb9+hkqO+nM9xywtvUSzvfAJxAKHad59IZz1wLlMb+tQ+Ea36M+30BnW7ZHXHP9PdO5b4DY4GtsT7vBH4b237K9rmHMbiEr42BU7LfqgKhChUqVKhQMcihcgZUqFChQoWKQQ7VGFChQoUKFSoGOVRjQIUKFSpUqBjkUI0BFSpUqFChYpBDNQZUqFChQoWKQQ7VGFChQoUKFSoGOVRjQIUKFSpUqBjkUI0BFSpUqFChYpDj/wOaB/awEVBEmwAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 720x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ax = cities_europe2.plot(figsize=(10, 6))\n",
+    "contextily.add_basemap(ax, url=contextily.providers.Stamen.TonerLite)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Using `geoplot`\n",
+    "\n",
+    "The `geoplot` packages provides some additional functionality compared to the basic `.plot()` method on GeoDataFrames:\n",
+    "\n",
+    "- High-level plotting API (with more plot types as geopandas)\n",
+    "- Native projection support through cartopy\n",
+    "\n",
+    "https://residentmario.github.io/geoplot/index.html"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import geoplot\n",
+    "import geoplot.crs as gcrs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots(figsize=(10, 10), subplot_kw={\n",
+    "    'projection': gcrs.Orthographic(central_latitude=40.7128, central_longitude=-74.0059)\n",
+    "})\n",
+    "geoplot.choropleth(countries, hue='gdp_per_cap', projection=gcrs.Orthographic(), ax=ax,\n",
+    "                   cmap='magma', linewidth=0.5, edgecolor='white')\n",
+    "ax.set_global()\n",
+    "ax.outline_patch.set_visible(True)\n",
+    "#ax.coastlines()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Using `cartopy`\n",
+    "\n",
+    "Cartopy is the base matplotlib cartographic library, and it is used by `geoplot` under the hood to provide projection-awareness.\n",
+    "\n",
+    "http://scitools.org.uk/cartopy/docs/latest/index.html\n",
+    "\n",
+    "The following example is taken from the docs: http://geopandas.readthedocs.io/en/latest/gallery/cartopy_convert.html#sphx-glr-gallery-cartopy-convert-py"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from cartopy import crs as ccrs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/srv/conda/envs/notebook/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method.\n",
+      "  return _prepare_from_string(\" \".join(pjargs))\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Define the CartoPy CRS object.\n",
+    "crs = ccrs.AlbersEqualArea()\n",
+    "\n",
+    "# This can be converted into a `proj4` string/dict compatible with GeoPandas\n",
+    "crs_proj4 = crs.proj4_init\n",
+    "countries_ae = countries.to_crs(crs_proj4)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fc2a21f4150>"
+      ]
+     },
+     "execution_count": 27,
+     "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": [
+    "# Here's what the plot looks like in GeoPandas\n",
+    "countries_ae.plot()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<cartopy.mpl.feature_artist.FeatureArtist at 0x7fc34f867910>"
+      ]
+     },
+     "execution_count": 28,
+     "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": [
+    "# Here's what the plot looks like when plotting with cartopy\n",
+    "fig, ax = plt.subplots(subplot_kw={'projection': crs})\n",
+    "ax.add_geometries(countries_ae['geometry'], crs=crs)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<cartopy.mpl.geoaxes.GeoAxesSubplot at 0x7fc2a0d18290>"
+      ]
+     },
+     "execution_count": 29,
+     "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": [
+    "# Here's what the plot looks like when plotting with cartopy and geopandas combined\n",
+    "fig, ax = plt.subplots(subplot_kw={'projection': crs})\n",
+    "countries_ae['geometry'].plot(ax=ax)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Interactive web-based visualizations\n",
+    "\n",
+    "There are nowadays many libraries that target interactive web-based visualizations and that can handle geospatial data. Some packages with an example for each:\n",
+    "\n",
+    "- Bokeh: https://bokeh.pydata.org/en/latest/docs/gallery/texas.html\n",
+    "- GeoViews (other interface to Bokeh/matplotlib): http://geo.holoviews.org\n",
+    "- Altair: https://altair-viz.github.io/gallery/choropleth.html\n",
+    "- Plotly: https://plot.ly/python/#maps\n",
+    "- ..."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Another popular javascript library for online maps is [Leaflet.js](https://leafletjs.com/), and this has python bindings in the [folium](https://github.com/python-visualization/folium) and [ipyleaflet](https://github.com/jupyter-widgets/ipyleaflet) packages."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "An example with ipyleaflet:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import ipyleaflet"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "d6062333a4e9473a98be6de443936eec",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Map(basemap={'url': 'https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png', 'max_zoom': 19, 'attribution': 'Map …"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "m = ipyleaflet.Map(center=[48.8566, 2.3429], zoom=6)\n",
+    "\n",
+    "layer = ipyleaflet.GeoJSON(data=cities.__geo_interface__)\n",
+    "m.add_layer(layer)\n",
+    "m"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "application/vnd.jupyter.widget-view+json": {
+       "model_id": "528689f11a0d4ef39c1192406d1a8b9f",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Map(basemap={'url': 'https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png', 'max_zoom': 19, 'attribution': 'Map …"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "m = ipyleaflet.Map(center=[48.8566, 2.3429], zoom=3)\n",
+    "geo_data = ipyleaflet.GeoData(\n",
+    "    geo_dataframe = countries,\n",
+    "    style={'color': 'black', 'fillColor': '#3366cc', 'opacity':0.05, 'weight':1.9, 'dashArray':'2', 'fillOpacity':0.6},\n",
+    "    hover_style={'fillColor': 'red' , 'fillOpacity': 0.2},\n",
+    "    name = 'Countries')\n",
+    "m.add_layer(geo_data)\n",
+    "m"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "More: https://ipyleaflet.readthedocs.io/en/latest/api_reference/geodata.html"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "An example with folium:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import folium"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/srv/conda/envs/notebook/lib/python3.7/site-packages/pyproj/crs.py:77: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method.\n",
+      "  return _prepare_from_string(\" \".join(pjargs))\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,<!DOCTYPE html>
<head>    
    <meta http-equiv="content-type" content="text/html; charset=UTF-8" />
    
        <script>
            L_NO_TOUCH = false;
            L_DISABLE_3D = false;
        </script>
    
    <script src="https://cdn.jsdelivr.net/npm/leaflet@1.5.1/dist/leaflet.js"></script>
    <script src="https://code.jquery.com/jquery-1.12.4.min.js"></script>
    <script src="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/js/bootstrap.min.js"></script>
    <script src="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js"></script>
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/leaflet@1.5.1/dist/leaflet.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/bootstrap/3.2.0/css/bootstrap-theme.min.css"/>
    <link rel="stylesheet" href="https://maxcdn.bootstrapcdn.com/font-awesome/4.6.3/css/font-awesome.min.css"/>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css"/>
    <link rel="stylesheet" href="https://rawcdn.githack.com/python-visualization/folium/master/folium/templates/leaflet.awesome.rotate.css"/>
    <style>html, body {width: 100%;height: 100%;margin: 0;padding: 0;}</style>
    <style>#map {position:absolute;top:0;bottom:0;right:0;left:0;}</style>
    
            <meta name="viewport" content="width=device-width,
                initial-scale=1.0, maximum-scale=1.0, user-scalable=no" />
            <style>
                #map_a2e7f554b836498d97ea4acf29ff2385 {
                    position: relative;
                    width: 100.0%;
                    height: 100.0%;
                    left: 0.0%;
                    top: 0.0%;
                }
            </style>
        
</head>
<body>    
    
            <div class="folium-map" id="map_a2e7f554b836498d97ea4acf29ff2385" ></div>
        
</body>
<script>    
    
            var map_a2e7f554b836498d97ea4acf29ff2385 = L.map(
                "map_a2e7f554b836498d97ea4acf29ff2385",
                {
                    center: [48.8566, 2.3429],
                    crs: L.CRS.EPSG3857,
                    zoom: 6,
                    zoomControl: true,
                    preferCanvas: false,
                }
            );

            

        
    
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</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
+      ],
+      "text/plain": [
+       "<folium.folium.Map at 0x7fc2a0412550>"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "m = folium.Map([48.8566, 2.3429], zoom_start=6, tiles=\"OpenStreetMap\")\n",
+    "folium.GeoJson(countries).add_to(m)\n",
+    "folium.GeoJson(cities).add_to(m)\n",
+    "m"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><iframe src=\"data:text/html;charset=utf-8;base64,<!DOCTYPE html>
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    color_map_11aa0ea68d5c41579ddbb27f06d01b8a.x = d3.scale.linear()
              .domain([0.05699435994053814, 14.45357076654048])
              .range([0, 400]);

    color_map_11aa0ea68d5c41579ddbb27f06d01b8a.legend = L.control({position: 'topright'});
    color_map_11aa0ea68d5c41579ddbb27f06d01b8a.legend.onAdd = function (map) {var div = L.DomUtil.create('div', 'legend'); return div};
    color_map_11aa0ea68d5c41579ddbb27f06d01b8a.legend.addTo(map_ae511e8f7b204a7381935f1001a5b56b);

    color_map_11aa0ea68d5c41579ddbb27f06d01b8a.xAxis = d3.svg.axis()
        .scale(color_map_11aa0ea68d5c41579ddbb27f06d01b8a.x)
        .orient("top")
        .tickSize(1)
        .tickValues([0.05699435994053814, 2.456423761040529, 4.855853162140519, 7.2552825632405105, 9.6547119643405, 12.05414136544049, 14.45357076654048]);

    color_map_11aa0ea68d5c41579ddbb27f06d01b8a.svg = d3.select(".legend.leaflet-control").append("svg")
        .attr("id", 'legend')
        .attr("width", 450)
        .attr("height", 40);

    color_map_11aa0ea68d5c41579ddbb27f06d01b8a.g = color_map_11aa0ea68d5c41579ddbb27f06d01b8a.svg.append("g")
        .attr("class", "key")
        .attr("transform", "translate(25,16)");

    color_map_11aa0ea68d5c41579ddbb27f06d01b8a.g.selectAll("rect")
        .data(color_map_11aa0ea68d5c41579ddbb27f06d01b8a.color.range().map(function(d, i) {
          return {
            x0: i ? color_map_11aa0ea68d5c41579ddbb27f06d01b8a.x(color_map_11aa0ea68d5c41579ddbb27f06d01b8a.color.domain()[i - 1]) : color_map_11aa0ea68d5c41579ddbb27f06d01b8a.x.range()[0],
            x1: i < color_map_11aa0ea68d5c41579ddbb27f06d01b8a.color.domain().length ? color_map_11aa0ea68d5c41579ddbb27f06d01b8a.x(color_map_11aa0ea68d5c41579ddbb27f06d01b8a.color.domain()[i]) : color_map_11aa0ea68d5c41579ddbb27f06d01b8a.x.range()[1],
            z: d
          };
        }))
      .enter().append("rect")
        .attr("height", 10)
        .attr("x", function(d) { return d.x0; })
        .attr("width", function(d) { return d.x1 - d.x0; })
        .style("fill", function(d) { return d.z; });

    color_map_11aa0ea68d5c41579ddbb27f06d01b8a.g.call(color_map_11aa0ea68d5c41579ddbb27f06d01b8a.xAxis).append("text")
        .attr("class", "caption")
        .attr("y", 21)
        .text('');
</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
+      ],
+      "text/plain": [
+       "<folium.folium.Map at 0x7fc2a0060950>"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "m = folium.Map([0, 0], zoom_start=1)\n",
+    "folium.Choropleth(geo_data=countries, data=countries, columns=['iso_a3', 'gdp_per_cap'],\n",
+    "             key_on='feature.properties.iso_a3', fill_color='BuGn', highlight=True).add_to(m)\n",
+    "m"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.7.6"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}