"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "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": "3.8.3"
+ }
+ },
+ "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..67c7f03
--- /dev/null
+++ b/notebooks/04-spatial-joins.ipynb
@@ -0,0 +1,2478 @@
+{
+ "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": 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": [
+ "## 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": 3,
+ "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": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
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+ " 26 \n",
+ " Bern \n",
+ " POINT (7.46698 46.91668) \n",
+ " CHE \n",
+ " \n",
+ " \n",
+ " 170 \n",
+ " Brussels \n",
+ " POINT (4.33137 50.83526) \n",
+ " BEL \n",
+ " \n",
+ " \n",
+ " 219 \n",
+ " London \n",
+ " POINT (-0.11867 51.50194) \n",
+ " GBR \n",
+ " \n",
+ " \n",
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+ " Paris \n",
+ " POINT (2.33139 48.86864) \n",
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+ "
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+ ],
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+ " 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": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "cities2"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
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+ " name \n",
+ " continent \n",
+ " \n",
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+ ],
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+ " iso_a3 name continent\n",
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+ "1 AGO Angola Africa\n",
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+ "4 ARG Argentina South America"
+ ]
+ },
+ "execution_count": 5,
+ "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": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
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+ " 0 \n",
+ " Bern \n",
+ " POINT (7.46698 46.91668) \n",
+ " CHE \n",
+ " Switzerland \n",
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+ " \n",
+ " \n",
+ " 1 \n",
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+ " Belgium \n",
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+ " 2 \n",
+ " London \n",
+ " POINT (-0.11867 51.50194) \n",
+ " GBR \n",
+ " United Kingdom \n",
+ " Europe \n",
+ " \n",
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+ " 3 \n",
+ " Paris \n",
+ " POINT (2.33139 48.86864) \n",
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+ " France \n",
+ " Europe \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
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+ ],
+ "text/plain": [
+ " name_x geometry iso_a3 name_y continent\n",
+ "0 Bern POINT (7.46698 46.91668) CHE Switzerland Europe\n",
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+ "2 London POINT (-0.11867 51.50194) GBR United Kingdom Europe\n",
+ "3 Paris POINT (2.33139 48.86864) FRA France Europe"
+ ]
+ },
+ "execution_count": 6,
+ "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": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "france = countries.loc[countries['name'] == 'France', 'geometry'].squeeze()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "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": 8,
+ "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": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
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+ " \n",
+ " \n",
+ " \n",
+ " 10 \n",
+ " Monaco \n",
+ " POINT (7.40691 43.73965) \n",
+ " \n",
+ " \n",
+ " 13 \n",
+ " Andorra \n",
+ " POINT (1.51649 42.50000) \n",
+ " \n",
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+ " name geometry\n",
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+ ]
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+ "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",
+ "\n",
+ " \n",
+ "**SPATIAL JOIN** = *transferring attributes from one layer to another based on their spatial relationship* \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",
+ "
"
+ ]
+ },
+ {
+ "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": 10,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "joined = geopandas.sjoin(cities, countries, op='within', how='left')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ " São Paulo \n",
+ " POINT (-46.62697 -23.55673) \n",
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+ " 2.073534e+08 \n",
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+ " 240 \n",
+ " Sydney \n",
+ " POINT (151.18323 -33.91807) \n",
+ " 8.0 \n",
+ " AUS \n",
+ " Australia \n",
+ " Oceania \n",
+ " 2.323241e+07 \n",
+ " 1189000.0 \n",
+ " \n",
+ " \n",
+ " 241 \n",
+ " Singapore \n",
+ " POINT (103.85387 1.29498) \n",
+ " 111.0 \n",
+ " MYS \n",
+ " Malaysia \n",
+ " Asia \n",
+ " 3.138199e+07 \n",
+ " 863000.0 \n",
+ " \n",
+ " \n",
+ " 242 \n",
+ " Hong Kong \n",
+ " POINT (114.18306 22.30693) \n",
+ " 30.0 \n",
+ " CHN \n",
+ " China \n",
+ " Asia \n",
+ " 1.379303e+09 \n",
+ " 21140000.0 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
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+ "
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+ ],
+ "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": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "joined"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "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": 12,
+ "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": 13,
+ "metadata": {},
+ "outputs": [],
+ "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": [
+ "\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",
+ "
"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {
+ "clear_cell": true
+ },
+ "outputs": [],
+ "source": [
+ "joined = geopandas.sjoin(stations, districts[['district_name', 'geometry']], op='within')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {
+ "clear_cell": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " name \n",
+ " bike_stands \n",
+ " available_bikes \n",
+ " geometry \n",
+ " index_right \n",
+ " district_name \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 14002 - RASPAIL QUINET \n",
+ " 44 \n",
+ " 4 \n",
+ " POINT (650791.111 6860114.328) \n",
+ " 52 \n",
+ " Montparnasse \n",
+ " \n",
+ " \n",
+ " 143 \n",
+ " 14112 - FAUBOURG SAINT JACQUES CASSINI \n",
+ " 16 \n",
+ " 0 \n",
+ " POINT (651406.382 6859738.689) \n",
+ " 52 \n",
+ " Montparnasse \n",
+ " \n",
+ " \n",
+ " 293 \n",
+ " 14033 - DAGUERRE GASSENDI \n",
+ " 38 \n",
+ " 1 \n",
+ " POINT (650694.991 6859723.873) \n",
+ " 52 \n",
+ " Montparnasse \n",
+ " \n",
+ " \n",
+ " 346 \n",
+ " 14006 - SAINT JACQUES TOMBE ISSOIRE \n",
+ " 22 \n",
+ " 0 \n",
+ " POINT (651327.035 6859441.637) \n",
+ " 52 \n",
+ " Montparnasse \n",
+ " \n",
+ " \n",
+ " 429 \n",
+ " 14111 - DENFERT-ROCHEREAU CASSINI \n",
+ " 24 \n",
+ " 8 \n",
+ " POINT (651261.351 6859926.893) \n",
+ " 52 \n",
+ " Montparnasse \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "joined.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\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",
+ "Hints \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",
+ " \n",
+ "\n",
+ "
"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {
+ "clear_cell": true
+ },
+ "outputs": [],
+ "source": [
+ "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": 17,
+ "metadata": {
+ "clear_cell": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
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+ "4 Sophora Alignement POINT (447041.361 5409756.712)"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "trees.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {
+ "clear_cell": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " species \n",
+ " location_type \n",
+ " geometry \n",
+ " index_right \n",
+ " id \n",
+ " district_name \n",
+ " population \n",
+ " \n",
+ " \n",
+ " \n",
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+ " 0 \n",
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+ " 44 \n",
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+ " Cedrele \n",
+ " Alignement \n",
+ " POINT (455538.223 5411112.314) \n",
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+ " Sainte-Marguerite \n",
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+ " Alignement \n",
+ " POINT (455487.563 5411285.863) \n",
+ " 43 \n",
+ " 44 \n",
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+ " species location_type geometry index_right \\\n",
+ "0 Marronnier Alignement POINT (455834.122 5410780.606) 43 \n",
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+ "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": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "joined = geopandas.sjoin(trees, districts, op='within')\n",
+ "joined.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\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",
+ "Hints \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",
+ " \n",
+ "\n",
+ "
"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {
+ "clear_cell": true
+ },
+ "outputs": [],
+ "source": [
+ "trees_by_district = joined.groupby('district_name').size()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {
+ "clear_cell": true
+ },
+ "outputs": [],
+ "source": [
+ "trees_by_district = trees_by_district.to_frame(name='n_trees')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {
+ "clear_cell": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " n_trees \n",
+ " \n",
+ " \n",
+ " district_name \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Amérique \n",
+ " 183 \n",
+ " \n",
+ " \n",
+ " Archives \n",
+ " 8 \n",
+ " \n",
+ " \n",
+ " Arsenal \n",
+ " 60 \n",
+ " \n",
+ " \n",
+ " Arts-et-Metiers \n",
+ " 20 \n",
+ " \n",
+ " \n",
+ " Auteuil \n",
+ " 392 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "\n",
+ "trees_by_district.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\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",
+ "Hints \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",
+ " \n",
+ "\n",
+ "
"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {
+ "clear_cell": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " id \n",
+ " district_name \n",
+ " population \n",
+ " geometry \n",
+ " n_trees \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 1 \n",
+ " St-Germain-l'Auxerrois \n",
+ " 1672 \n",
+ " POLYGON ((451922.133 5411438.484, 451922.080 5... \n",
+ " 40 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 2 \n",
+ " Halles \n",
+ " 8984 \n",
+ " POLYGON ((452278.419 5412160.893, 452192.407 5... \n",
+ " 40 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 3 \n",
+ " Palais-Royal \n",
+ " 3195 \n",
+ " POLYGON ((451553.806 5412340.522, 451528.058 5... \n",
+ " 4 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 4 \n",
+ " Place-Vendôme \n",
+ " 3044 \n",
+ " POLYGON ((451004.908 5412654.095, 450960.640 5... \n",
+ " 7 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 5 \n",
+ " Gaillon \n",
+ " 1345 \n",
+ " POLYGON ((451328.752 5412991.278, 451294.721 5... \n",
+ " 7 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "districts_trees = pd.merge(districts, trees_by_district, on='district_name')\n",
+ "districts_trees.head()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {
+ "clear_cell": true
+ },
+ "outputs": [],
+ "source": [
+ "districts_trees['n_trees_per_area'] = districts_trees['n_trees'] / districts_trees.geometry.area"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {
+ "clear_cell": true
+ },
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'ax' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
+ "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# ax = districts_trees.plot(column='n_trees_per_area', figsize=(12, 6))\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_axis_off\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+ "\u001b[1;31mNameError\u001b[0m: name 'ax' is not defined"
+ ]
+ }
+ ],
+ "source": [
+ "# 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": 25,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "africa = countries[countries['continent'] == 'Africa']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "africa.plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "cities['geometry'] = cities.buffer(2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "geopandas.overlay(africa, cities, how='difference').plot()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "REMEMBER \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",
+ "
"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\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",
+ "Hints \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",
+ " \n",
+ "\n",
+ "
"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "metadata": {
+ "clear_cell": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " class \n",
+ " geometry \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " Water bodies \n",
+ " POLYGON ((3751386.281 2890064.323, 3751395.345... \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " Roads and associated land \n",
+ " POLYGON ((3751390.345 2886000.000, 3751390.345... \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " Roads and associated land \n",
+ " POLYGON ((3751390.345 2886898.192, 3751390.370... \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " Roads and associated land \n",
+ " POLYGON ((3751390.345 2887500.000, 3751390.345... \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " Roads and associated land \n",
+ " POLYGON ((3751390.345 2888647.357, 3751390.370... \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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": 29,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "land_use = geopandas.read_file(\"zip://./data/paris_land_use.zip\")\n",
+ "land_use.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {
+ "clear_cell": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 30,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "land_use.plot(column='class', legend=True, figsize=(15, 10))\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {
+ "clear_cell": true
+ },
+ "outputs": [],
+ "source": [
+ "land_use['area'] = land_use.geometry.area\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "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": 32,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "total_area = land_use.groupby('class')['area'].sum() / 1000**2\n",
+ "total_area"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\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",
+ "Hints \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",
+ " \n",
+ "\n",
+ "
"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {},
+ "outputs": [],
+ "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": 34,
+ "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": 35,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 35,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "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": 36,
+ "metadata": {
+ "clear_cell": true
+ },
+ "outputs": [],
+ "source": [
+ "intersection = park_boulogne.intersection(muette)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "metadata": {
+ "clear_cell": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 37,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "geopandas.GeoSeries([intersection]).plot()\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {
+ "clear_cell": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.4352082235640624\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(intersection.area / muette.area)\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\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",
+ "Hints \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",
+ " \n",
+ "\n",
+ "
"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {},
+ "outputs": [],
+ "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": 40,
+ "metadata": {
+ "clear_cell": true
+ },
+ "outputs": [],
+ "source": [
+ "land_use_muette = land_use.geometry.intersection(muette)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "metadata": {
+ "clear_cell": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " class \n",
+ " geometry \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 135 \n",
+ " Green urban areas \n",
+ " POLYGON ((3752020.694 2891519.323, 3752025.310... \n",
+ " \n",
+ " \n",
+ " 229 \n",
+ " Sports and leisure facilities \n",
+ " POLYGON ((3752443.986 2891171.823, 3752446.430... \n",
+ " \n",
+ " \n",
+ " 239 \n",
+ " Water bodies \n",
+ " POLYGON ((3752110.034 2891774.197, 3752112.444... \n",
+ " \n",
+ " \n",
+ " 278 \n",
+ " Roads and associated land \n",
+ " POLYGON ((3752000.000 2891530.298, 3752000.000... \n",
+ " \n",
+ " \n",
+ " 279 \n",
+ " Roads and associated land \n",
+ " POLYGON ((3751954.462 2891571.778, 3752000.000... \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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": 41,
+ "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": 42,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " class \n",
+ " geometry \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 135 \n",
+ " Green urban areas \n",
+ " POLYGON ((3752020.694 2891519.323, 3752025.310... \n",
+ " \n",
+ " \n",
+ " 229 \n",
+ " Sports and leisure facilities \n",
+ " POLYGON ((3752443.986 2891171.823, 3752446.430... \n",
+ " \n",
+ " \n",
+ " 239 \n",
+ " Water bodies \n",
+ " POLYGON ((3752110.034 2891774.197, 3752112.444... \n",
+ " \n",
+ " \n",
+ " 278 \n",
+ " Roads and associated land \n",
+ " POLYGON ((3752000.000 2891530.298, 3752000.000... \n",
+ " \n",
+ " \n",
+ " 279 \n",
+ " Roads and associated land \n",
+ " POLYGON ((3751954.462 2891571.778, 3752000.000... \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "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": 42,
+ "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": 43,
+ "metadata": {},
+ "outputs": [
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+ "execution_count": 43,
+ "metadata": {},
+ "output_type": "execute_result"
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+ ],
+ "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()"
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+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ "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..."
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+ "land_use_muette.dissolve(by='class')"
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+ },
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+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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+ "execution_count": 45,
+ "metadata": {},
+ "output_type": "execute_result"
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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "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": [
+ "\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",
+ "Hints \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",
+ " \n",
+ "\n",
+ "
"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
+ "metadata": {},
+ "outputs": [],
+ "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": 47,
+ "metadata": {
+ "clear_cell": true
+ },
+ "outputs": [],
+ "source": [
+ "# %load _solved/solutions/04-spatial-joins21.py"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "metadata": {
+ "clear_cell": true
+ },
+ "outputs": [],
+ "source": [
+ "# %load _solved/solutions/04-spatial-joins22.py"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "metadata": {
+ "clear_cell": true
+ },
+ "outputs": [],
+ "source": [
+ "# %load _solved/solutions/04-spatial-joins23.py"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "metadata": {
+ "clear_cell": true
+ },
+ "outputs": [],
+ "source": [
+ "# %load _solved/solutions/04-spatial-joins24.py"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "metadata": {
+ "clear_cell": true
+ },
+ "outputs": [],
+ "source": [
+ "# %load _solved/solutions/04-spatial-joins25.py"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "metadata": {
+ "clear_cell": true
+ },
+ "outputs": [],
+ "source": [
+ "# %load _solved/solutions/04-spatial-joins26.py"
+ ]
+ },
+ {
+ "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": "3.8.3"
+ }
+ },
+ "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..f90ac31
--- /dev/null
+++ b/notebooks/05-more-on-visualization.ipynb
@@ -0,0 +1,808 @@
+{
+ "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": [
+ ""
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "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": [
+ ""
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "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": [
+ ""
+ ]
+ },
+ "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": [
+ ""
+ ]
+ },
+ "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": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\User\\anaconda3\\envs\\ambiente2\\lib\\site-packages\\pysal\\explore\\segregation\\network\\network.py:15: UserWarning: You need pandana and urbanaccess to work with segregation's network module\n",
+ "You can install them with `pip install urbanaccess pandana` or `conda install -c udst pandana urbanaccess`\n",
+ " warn(\n",
+ "C:\\Users\\User\\anaconda3\\envs\\ambiente2\\lib\\site-packages\\pysal\\model\\spvcm\\abstracts.py:10: UserWarning: The `dill` module is required to use the sqlite backend fully.\n",
+ " from .sqlite import head_to_sql, start_sql\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "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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e/Xe6efamn9VA5B3cZJatES+USS08DeWd74ciSOXAqNB3x5h1LkLpbf2jloNoXKo5HjtQikd0KswadKN7LF31vmLARPXOBr6GREks6bEW+H7ou/8t9EAsLRPHC76F+h0lYhqKxL8AzEi1aXipYCLu3wF+Sf19qZRZh4zd98zS7OoyjfP2BFQbfDoyeiIR0S3IAdoK3WtbRS2VwJOxkSiTrnk8qsfsQX366lSUmro095/Kkg2sMWUpOI4XdES1TgcC+5ilU9TjWnTBWogMk90oqhJ5XAHMSpIGeApKjahGF7UFoe+uzeFHSguTytiHhnnXO6Kb5Jr1ypEnqwf1EuSRlI7IEkn7iyzbQt+tMTfuXsjzuawZeXXLkDriHYUeS4kwB6n37aT+Bj+1sEOytBRMD66LkBPkfPbOEFiHIvvPNacap3g4XlABPImcZqXMK8DtwNvNzeC1WFLFGlOWosDxgv2BvwDnZbiJZShs/ljoux9lcVxtUVSnPYpSxRWiiFr/IOAKNCn4yDzua5ZuwAuRfH7HC1xgFMqLjycZvhmJZryDpKtjjasys82+ZumJJiE7Y9ZrjYpmD0a567uMAXsOSi3ZhgQrtpl9Lim1m6LjBV9Fx4+VXm+ceUjQpKTTbiylg3EEfRE1Lz80wWr/Bm4oJkdXOhiRn6NRW4h+1DczjzjIIoI7najvudcDpToWU31TpmxH15ZZqD6oP3L6fQV99t6oyXxflGGxRyQp6u9toe9WN7YjxwtORt/rWuDTQos9OF6wL6pj64N+0+XAeKRoWFL3UktmWGPKUhQ4XnA28E+S580nYzkwCRkwC5DgwkxgTjo5x8ZA6YNuhmuBn6ObQTm6IXwz9N1/Jnjv9aiJbqJap1eBa0LfDR0vOB6lQiSTK69BMta3RRWtdkApBt9C6QYRhabtwOdC3x1vjKebzOuHox4ikV5UC5Bi4MdI9alfnP0uBZ5Dxulb+Wxo3BQcLzgLeAZNUiwiQOdGHRJbWU69qqW9+FvyguMFByNRnavZ+/xcAVwb+u7/8j6wLGIm1M0qrS1LvIHuQ71TWHcLcHBj6YGOF8ylodDTTmRcRe6ni4H/As+Evjsn7RGngeMFh6HMmt4oA6YLcr5GWrd8PdYRaml+WGPKUnBM7vzDJDcsYqkGJiMDaisyCk5BhbwRL98sdJHbF0VlDkFFnv8IfXeRMZzOBVyUl/86kt/9iHojZQ1KY2gNvBT67r/ijP+LSOBiM3AWMmRipbyXAX8AXkYGzWFmP7EeycXIozUHGBd9IzApMuORml0sdcjrey/wFI1H+J424zwH+DKKSn2C6qt6IOOsHboZvdbItooGxwsGowhVrLx8S6USuA/wsy1/b7E0huMFR6IU3IvY+/peg65Xo/Mhm+14QS/gpygTYBsq9F8V9TgmehyOFxwNDA5996kUt1+G7gOZ1LVaGrILGUixS0TF9gxSFyAKgJG5Us5zvKA3SlkF2IAM6g2RxQpItAxsSoyloDhecCXpGVKrULToOeBm4FYSX1SPRF6xWEY7XvA28pAeYZ67DhlUl5jt/tE83xt1iAdIJNTQHfg8usAnOqcOQvLtd6OJ7Y8dL7gN5ZpHuB+l8yVKWXiM+IYU6Pv7pRl7KpGZy4DfIIWhSSh6NQxFvHoBG1F64VDHC2pQPnwpyA3PQ8ZkSzamZqP00Q4oOnki8ANkbFss+eQcYGSc57cCw/OVamqEAx6nftIbj+8hldUI7YB/O17QPfTdP0VtZxBy0EUap7dFjqgZwG+RwWZpGpHvtlsWtnUeuh+8nYVt7cE4N18ARpBk/uJ4wVYaGljr2dvoiv57jXV8lR42MmUpGI4XHIK8RoNSfIuPvJytUAraWTkY1m+REfEce18glwJHJGng2w24ALgYRbs6JdjH1aHv/sXULd2GhCM+RlGgTQneg+MFk5DBky0Wobz2VJwqG1EK3d9C352UxTFkDVOzcD9wTaHHUiRsQpHQO0PfnV7owVhaDo4XXI4cR30TrFIH7JePPndG4Oc24IdJVnsHuDj03bVmknwx8E2UufAlZDB9ATmzuifYxidIffBQMq/9tWSfvwDfiZeubqKJxyABq0ZrteK8/xoaGuDZoAY5We+wUa3SoSSNKccLfo1OgG2oAes05DlPKg5QLESdwHXAolIZd64wYfJTzHIRextX21D9kxv67ibHC45BHsZDzbo90AVoH+LXAKVLHYk9TV7ou79tbAOOF/QE/g+llPRE6XuTUGri20ga/UEaNp/dCfwN9f75OM42bwbuSv1j5IRKNKk4EKVE9kef6+FC11YZ4/QCZHCuAj5FRcEjaRlR+C0oDaZPnNdeBi5NV+bfYskEo1R3A7pGH4quE7HX1L+jCeP8HI2hmxnDD0hsAIFqCIeYe8slaPIdiYhUoubBR6IaHEtp8j4yqBo4lRwvGI0M7Y2oH9YEFHUcjFLxu6OehnPNUglcia6xn6K66ovITZ3uPOTAfAmYUuj7az4wc8FLgOdD311d6PGkQ6kaU4+hA30b8q5PIibfuVhwvKA76ua+CwkYXIjU3qIn0auRd+Mu1AG+DE2st7c0xS0zIf4l+m1nmCWMl+9sGt99DTgK3eyyYUg1xip0c341WRQpGSkUKm8FvhTpORXnvd9BaYkHZLL/HPEecCeqA1uciZcvm5jjyEE1abUoivk1Sl+GuDFORufCrSh1M5prQt99OP9DskQwfWVuQBO2SDNxkMrZgSgduBVyuLyFnC8lrwhmivSnEz8l+xVU1zc2W3UtjheciCbHXVJ8S4juI9tRCvR9NBRM2E7iTANLaVCL7lOvm+VoVMdcCqxH58lLyDG7T5KlA8pKWGuWVcCkYo9yOV5wPvAocgieG/ru4gIPKS1K0pgqVoy8dwUwABlFw9DEJtV6oCoaFq/uQgp3y5GAwW50022H0sLmo55JRWdExuJ4wQHo+3g39N1PsrTNVigFow+KPJSzd6FqR+QVHYAiX7ETzEypQUb8S0gUYkaqEwHjtV3QyGp1aEL8++iJlGlW+2V0w++LPvu+aY8+t+xGn28Omgz+NZ/RVxP5fYaGzXy3A0vQ8XBwvsaSRxahicEToe9uN4qOV6KawOVmmZurKIAlOUaF83oUrU7Xi70eHc/3hL47N9tjyxfmvGyDzsGOyDiJ/L0DHZ9Zqct0vGA/VDvYK423XRf67oPm/Z/HRqIszYfFwLdC341XQ27JAtaYygKOFxyLbpJfID1FumyxGhUuRnoFbUEnzzI04e6PbmIfos7a04HV2fR2mhvlUajYfRD1qXoe+k7uQHno1cj78KvQd1ea9w5Caju/i9ped0wT2saiHCYK8X2UTnIQ8vD2RJP6SrP/ftTLg+eC9Ujs4geh766IGlsZikSeBbyGDK8yNPH9HIm9nbVIcOKHKfS2aod+40OQsTgEff5OyDPbFaWtdGNv9cDN6Ph5EB0rV5O5PH0iNgLfS1UVq6mY77ySxL/3RjSBS1UNqhRYhZwv1TRs/rwCNQZ9vtC9WJozJq33MzFLV+qbI3dG6cjx+AQZuzXomKxCmRf7mdfHAFeZep4yFHH9JFfqZMWGMURr0jW0HC/4EnJGpsqNoe/e53iBA3xA4t/LYilFrgp996/Z3qiJAn8NKR9/GvMY6RnXDsnFt0Nz1DWlHm2PxRpTTcTkZS8meU52MbITpUG0Rh77JSjaNSFR+prjBX2Az6Ii3Cp0wmxAk3cXGTHp7P9+lErxVWQAnoeiBsci2e5IlG4e6tH0KjA5Xs8GxwtOQEba0WmMIRtsQc0mNyNj9g8mMtAGuAr4Bg2V5eqAiagYeh6KMt3O3h7UFSjNJxJVeCb03aWNDcbxgr7mvRG2US//+y6SRF+NDM2N8QxV06j4KOD3wOmN7TNFaoGvJerRlW0cL/gxymU/ER2r85Cx+yJKHf2U5tEoMx5rkYDKM6hJc1Gnd5QqxrA5FbiFvRXrakjt+HqX+MqTM6m/lu1AdcHvoZrAw5Cj7B9IEGZe2oMvEUxGwxSU0rwWXcdWmMeVKK34nWgHVtR7b0HqpH1ILd3vbNOn709YERtL82MmmvO9jRy6g5DztTOaB7ZG85M16BxbAaxDTtmuZqkEHoueIzpe8Dj1isepshFFjueYx9nAtFJWMSxJY8rxgp757pJuoh8d0QHXBtU8fQVFo1LNyy423kfSydFUoyLMF1Akaw2KWIyieBSKVqFi0HlmWYhy3leiVMKtKK3rKOB4ZLCkauxuRRedmWa7m8229keTmMNQBKwX9ZOlR0Pf/XbshoxhcymaaO1AecyfQalXW4FTQ9+dZdSmnkESq4m4BOVM34waIP489N1FcfZ5KEr/TMbk0HeHN7JOpCbtv6gYtynsQOl+44G781lPZdIiK6OLd01z5fvyNYY8MROlnL6ExHiafbFyoXC8oBxF2W+hoSFUi1J/d6KJymoU3TgUOS92o5qGCB+iiHm8CMjLZt39zPuTGWZrqPcGR3uG30VNt0vKmDbp23URz7VRfb2f5LLmS9H18Tng9egoluMF/ZDD6+RGdn1y6LvvOl4wBMmk90K/s8ViqWcTcrTeG/ruVnOPfZrk52cq1CBH8/NoTlVSmRSlakxNQKlIz5vlg1ymPDhecAYyLjrnah8FIp4xVepElPg2ovSmx1H06DY0qd+CDJktyFDaZB43ownIoSj9riOazByAwtPj0Am+APbc8LujG+7qZB6VKBGSXug7Xwu0jTgETBRrMckjew8hY3aA+b8a+H7ou4/E7OunwK+SbAfkmRre2DljJo0OMv6OQBHDc0iv98ciJDc/JvTdVWm8L2uYCMLBqA/YGajOrlUhxpIlapDX8EPUWuDl0HeXF3ZIzR/jUPs6iioPRNGhFeha0RldVyLRpDqUTl2JHCiRlNPVyPHTDTlm4rGZ7KmDbUJGxovoOGnU82vqjU5EBsqyeJkAqWCa5J6Gotuno8L4q0LfnWRSk/en3iPeGincnofkyBeh1PlJyLD5Jalfd7ag8+J59Jm3mmvAT0h+bawCHkAp6BsdLxiF2nFYLJa9WY8iS0PJfgnF4FKLuJeyMXVa1FMrkUfqCWRYZfVDOV5wEIp4nIpSh/KhGpcPmqMxFWEeypf/VzJVGGPIdAx9d7PxsPwA+C7xDZsa4BEUremGJgfvAQuTHXOOF9yBJgYR1qPGjmPQ5H5wzOupMiL03dei9pNK0fR7wLDGvNVm8vEj5HlvC/w79N1/mu/rDOBylEKTDjOBsWiCtBBYEvruruRvaRrG6P0HEmMoFdajfjWb0aR8LZrYRpaVhVZLbEmY9OZr0aS+B4qK16EIVCrqkKtRtPhYUjOSIqpjnVB0PVvUoNThF4EXk4mROF7wfWRYlCHjZBnyGt+Y6NphUvKGU288RUe0q5Hk+BJ0Pfke8SX8Y1lL02o4d2EEglBUv7E6ya3A4aHvLjdN1Uc3Yd8WiyUzrDGVD+IYU9HMAv4K/CP03U9zsO/WKOXqlyT2LJYKzdmY2oAKuz9BE4FaNDmJLPsgg+hwNMn4DXAPirx4yDObKitRPc5cVAPW1zyWIW9nH/Y+Vu5FE4/j0v5k9fwZTRB2mTHfRmr9lP4V+u6Xk60Qp3h7bei7vWLW+R7wx7RG3JA6pPp3c+i7QRO2kxDHC34B/DwX284Ba5Hi23PZUjWzZI5xKIwCfkG953UCmdcRZvLet5EKaS54Egnc7NXPxfGCq1ENaoTnUHr1P0LffcesU4GiSJEegf1zNM58sQ34aui7zwM4XnAKcmrsl/RdFosl25ScMdUcG1keifI5f+t4wX9RT55+yMu7BdjWlJRA4xF+2vGCMShl4CpKT3wiQulZ0qmzr1mGpLj+7WjSnUm4ui+qy0qHa1D6YFO4BjgTGY5D03hfKtGgqciDvQ15k+N1eZ+OPM6ZXkciRbBjHC/4N1JCXJPhtvbC8YL+qB9XKTAJuCKicGkpLI4X7IOccl+Ienoi2RNkSYWp6H6WK65E4ja3xnmtF3JARdJhL4upOyxDUfB8C/7kiveBKyN1qI4X/AY5qCwWi6VRmmNkKprFKDVvOQ0LeLeidJl7kRpSWqlGpgbmIFSDE6IUwB9QesWqzTky1VLZidIPY5mN0t2ebGqfLzORuqLpSTwAACAASURBVAnVQmXTIbMLqQdtR+m66Rqoe2FENGY3dTs5ZCXwMHBHsaXumRqhOiTgUXo3igxxvOBgVG8TnWKXjQhRupGpiSS/z9Wh6NIcVMN1JIq0d0xx+0uRA+O5eC86XvBD5JgEOVQeRef7Iai2NJ4KYSlyJ/Az5NwabpYf0XzVPi2WYsdGpvLMOpKH4A9GdRq7aHiD6YwK6h8GbnO84C7gkdB3t8duIKp/0sno5nES9SlbzyHv1acoxWoLkvkuFVrMBKmFsAVFenqivlbbkSNhMWru3OTf25wPT5Decb4FTVZWoQjxzSidMpZ2SPADGhfRSJV0JVvzwSdIvfG/wJRciec4XuAiJcn9UarpFOD+KBGVMpTOehZKj34H3RMuAT6PauNaAbWOF8wFjmruRpXjBWcDT9Ew22Aq6aX9JqI76UVyT0MRy0TKm2WohncNMDr03U9MjaCD7m9HRj0ehpx/c8wyEfM5HS/4P+DbKP05Iqs/EdV1RhiAegU2N+ag6+RXUWZCc6mHtlgseaRUjam56OLXFxXUJlPmaqx4tSu6UfREF1Vgj8T0j1D/pL4J3nuJWSyWQrMWuBBNvMLQd+/J0X4OIX0xh4+BP0YiL44XjAMuQzVq+8esuwi4OvTdCU0dqOFOJCbypSxtL1XqUNR6DnLozEDXrfVIQCKnRonjBecCz9IwbfUE4DrHC15CKZpfRL9n7LhjG4+3QgZxN6SS2ewwRsityGCIvp+8jQypTO+Vr5kl0k+lBqUOfpHUxCuGIyM3kax3ZxQlvsHxggtC330VOU8WozRdYI8yZ23ou3XGiD4JpTFeRsNjpCeKbv0k1Q9Y4hyOauIsFoslY0o1ze8/wC9C353teMFR6Ca/DE0EDkPRojOSbOIkNPncBGxJ0Li0zGzjFpqun1+svEd2PK6WwrIE9ajqgCIM21EkqAPwcOi761LdkOMFvZFyWSuU5tLKbKdb1HIs6bcJmIuK+cdE9Y/pgiJHV6Kar/uAn8aLEDcVxws+h2TysyU5nYilqE5zUqH7ZBixnN7ImByB6gKbwjrgptB3/9HUsRUTjhfsi6KtF8a81FiaXTJ2IiPn4USGs+MF41FUMBnT0PmWipT/TbFOFMcLusU2YXe8oDMyEnNZj2WxWCyZUnJpfqVqTLVLVudkCs+/ioymk5EQQTSt0vEMO15wDfJe9W5k1fnIAz0I9cwodqwxVfpsAFzTbPJ29vYo1wBvIlWql4FFSSZ3nZEqYSKPeaJ6rHQIgf+g2q3pUfvuEvruliZuOymOFzxPbusa56PGn0URvTHR9cuAy0YsfPeoYeGHrSY7xzG+Ih2tkgaMQ9LYc7M2yALjeMEJqOFkrBJdU2ukngx9d69oqOMFHZBo0beQkdQY6dRZ/SL03dFmP2Uo8vR15Mh43SxvoujimahNga0LslgsxcJbKP34sUI7I9OlJI2pdHC8oC1wBZpEdQA+Cn13VIbb6oF6Z3RBka21qBbhVCQZu8bxguOBfwEVWRh+rrHGVOlSixr5/jz03Q0AjhcEwAWNvC8Ezgl9d2HsC6bP1pdQClINSu2KLJvRxG4VZoJO03vgPBD67vVN3EbK5EEm/dXQd8/N4fYzorq89cVldbVPldfVtdvRuh03jLw1HYNqFarb+RfwQnOpmTLRqFtQ/V6bOKuEqH4mk+bOu4Hfhb67p+bI8YKuwPeRUFGvRG9MwGQkctQY09A1YRJqOdDPPBftTKxDNb6NOQYtFosl11Sha9a9wNbQd9cWeDwZ0+yNqUQYw6gaTRTbh767M4vbHokiAcWONaZKh+koOjoPpfFtjkRyTCPdawAfFZFH8zEqJO8J3I1qP6ajSeIE4LZMIylGKe8KJAt/cILVdpNcbv4Loe8+k8n+08UYi++Su/Smz4W+W3TnfWWbdn9qX737msj/zxxx5qc3X/hDiD+pX4Am45FlSXMxoGCP5PmNyJCKTfnchMQc2lGf0poOVcBjwK9D310Wtb8fI4n+LhkO+y3ksEuH5UhIIpKya7FYLMXKHOCEUotGRdOSjamTkZdwNUqjiHhgFwHPJuryHvX+VkCn0He3mjqTXwE9kJfzAkojfcIaU6XBVqBbItU3xwv6oInfeuRpvxl4Bfg7agBbZdbrjCSND0MR1ZdD353T1ME5XvA7JNYSj0rgBVQQ77J3NGsJcEi+Juzmu3qC+GqCmbICRQj/ksVtZo+yspFIQrsjUnS7krq6FxwviKgnHoQMiKmh764v3EBzg0l5OxK4FBkXiUSJ3iUzue/NSBn2/ogRZfZ7KvA3EjsaUuU9pARYCtkOFovFkgmPAt8pVeddizWmoomSPz8KFY4vbWT965ASWTmSOe5O5l7HQmKNqeJmMqrDmR367t2pvMH0BuoUHS43cs+HoxSf2aHvvpbtgTpeMBC4GjkS4jXynI+88yHwOZS2NBT4d+i7N2V7PMkwjpAbUSQvkybNEZYCvwH+mm6vurwjg+psYBx1dS8Ueji5xvzGQ5Ha6qXsrVoYyxbSv4Z/AvwB/f5bY/Y/DNUoxUshzJSpqLYrWTsQi8ViKVWKMlU+FawxlQbmBv194C7kyS11pqAJh6W4WAN8L1EzzXSIEqXYCDwA3Bet7ud4QQXQK/Tdt8z/fZBR1B+lFEaW5aHv7na8YH+kQPZ26LuLE+yzD1KPOxsV8Q+gPlL7PPDD0HeXGCdGeaGa1TpecKwZT6z4QKrcGPrufVkckiULOF5wKVKGPKCxdaNIp/9TZP3DQt9dlGAMjyCRiWySaeTMYrFYkjEVCT9sRKqvua6p3IycTW8B+6D6zn6oVtsNfbcmx/vPOtaYShEz8fsP6hHSXLDGVPExDrgyW+lWpmajF/Bp6LvbYl5rj9LvtgNHhr67y/GCM5CiXzw2onTCSB+iScixMCZZ41lT0+WgFMNDgW2h7z6S6WfKJo4XnII+RyZ1JSuBg3LVdNeSPo4X3AH8X4Zv30XqTrKHQ9+9JtGLjhc4KBrblMhnhA1IkS/duimLxWJpjI3AsaHvLnW84DI0z8021ahf3jizfFAoJ2qusMZUijhecDTyDDZVGrqYsMZUcfEm8srkrQjTRJHKQ99dYf7fB3mN0jEuZgNXhb77Xg6GmHMcLxgN3JbBW/8S+u7VWR6OpQk4XvA4kgPPhKnAQBrvRVYNHBxdH5VgLAvN9jKlDhn6R5O+GIbFYml5rAXGICfpEuobeB+OIkHR1KJ65jtC3/3AOFfnkXmmRiyzgN+ja9jSxnQISh1rTKWB4wUHoLBktg62VJmOCpkHAImkpNeRfi69NaaKhynA2bG1F4XA8YKZpC97vhZFtLab5c18qfRlA8cLhgO/RWIBZWZphURl4rELGBj67vL8jNCSCo4X/Az4ZRM2MZ3U+j/9EhidpGdbTyRBvhcjFk5hWDiNRnp+zUL1VoNSGIvFYrH8B7gukby44wUPIAGezUjs4cHQd5eY14Ygh2I2+jC+DvwOGFuqYhKZkE6OeIvFFPXXhL67wvGC14FvUJ/qlEtqgG+iPiF/IH604AlglOlx5aA+QV9ATYOtJG7p8J1iMKQMz5K+MdUTuDzmuZIxpkLfnUScJq2OF5yOUhmPj3npAWtIFSVxa5jiEceo2U7qsvk/B3o7XvDjBK0FdiGFyyuJaoI9YuEU7nvhTjpW7+LymeP5wUU/2vXqoSfPA7ZR74gACWdYLBZLY6wDvh/67tONrOcBM1BD8W2OF7RyvOAi4IfAGWnsbwnwGlLE7Wee244c/g+Gvjs7ncE3F2xkKgmm1uMm1KenM6bJqOMF/YHRKJ2kBt3AOwN9s7j71cB3UZf6JUjKOpbNwH9C3/1OnLF3QcXKw5BhtRP1UalDntdjkSjARnTjX25eOxFrZOebN0LfPbPQg4hgerB9wt49q9Lh8dB3v9nIflqjc+sAilgS1QjPfBE4l/oJ753RQh6W4sDxgqEoHTsp0UZNVCPjicBpqe5rxMIpfHbR+zsHbFx58ymfzHgowXjKUMTzB8An975wZ7uL5048KPJ6TVnZg+W1tdfFvKcc+CrwZ7JTc2WxWJonzyBDKm4UPBHmOvkgUY6eOARozvglVO/0olnmhL5b53hBW9Rj8lrgq6Hvzs1g/M0Ga0ylgOnHcigwLzrv06RybAx9t9rxgg4ozHphE3e3Et18Hwl9d6fjBZ8BPjCv7TD7eBaloyzPdAJqDMXDkcf9M8BINKldhIyrw6NWn4V6GJUjA80aW9nlH6HvfrXQg4jgeMHngX/SNMXKT4ABSdKgylAfrC+bp0aHvvuLJuzPYsHxgm7IU5u0z9/ocQ/xjWnBnv+fO/z0FTdddEvK6n/Rxlgd7CgzvbsSjKkMaBX6bg1lZbfXwU/KkOdqwoDjxn7j8l/ei5pr1wDtgc8j42vfVMdjsViaDZORSEMPYH9gCPFrL9cDZ4a+OzPVDZs562+QYm80NSgqvx0FBTaGvrvAXLu6JYi+W6KwxlQWcbzgLepTheah5qjpMgb4dui7q8022wDfAT4EpudKnMAYjFcjJaw+6IQ+APVfOS5q1enoJt8vdhuWjCmaZnWOF1wP3Et20lgPC313foL9/ApFpaK5NfTd32Vhv5YWjOMF45A0fyJ2fP+d/zx7y8S/fb4MOlSWt6m97mKvVZL6pb2INcaAB6irS1TPGhnX4795+b7PXznz1X0izz1+nMvos78XvdpUJDiRzf5UFoslf9QBE1C2z5o4y3aUydQV9bbrYv7ugJRxG0R44ggkVQPLUJ/DBcCPU1H/dbzgi8BDqC9qLD8PffdXKX9Cy17YCEN2+RPKJX0u9N0PHS+4Bh30D5jX+iKhgatRr554nII8BKsBTCTswRyPG9N09I+OF/zFjO9W4htMxwK7gYkoWhcv/dCSHt8CrnS8YBlKUbqqEIaV4wWdAZfs1QPOdbxgCfAY4Ie+W2t6O12DUlhjudPxgjah7/46S/u3FCkmkj8STS5aIwfN2NB3N2dh848gGfF4yqtPArfeOuGJ5ZT97elays4Zdf4N54yvGFqRxvZ/Nmjd0nV18Psy6IgyBsal8L7erw0cus/FcybsSS+c7ET7qZiPvNC21tViKU2morS7bCrbPgW8ikoyNgJr0+nD5HhBV+B+lDocy0403/h3NgbakrGRqTzgeEFZZHLseMEV6IYeSx3wMvDdxiR384EJ7x4KnA4ciCY8rVEaSjdUW9AbWEj6YgWW5JwZ+m6iXk85xfzul6GLb68sbnqs2d6QFNa1XrJmjImCPw+cF/W0F/rub7O4j84oXe4LSGnyI2Bi6LsfxFn3LGB8ipuuAbqGvrudsrKRqDH1uEQpfjH7KQfOGTnnzQeOWzH34DhqfjuRI6N9imOxWCzFwUaU1fNIsTScdbygE3IqPUxiBerzQt8dm79RNV+sMZVnHC94lIb5qtOB55AqXw/z2kjkVX0R+FaxnJzROF4wDPUP2IiEMJyCDqh58TYwvJDNYE2t3mQKN7G7IfTd+wu0b0sOcbzgblQTFOEfyPu6v/l/aui703I8hjYoFfC10Hd3O14wFqlTNcbU0HdjlR0T7aMVEgDqEvruGIDdrdt8Lhg07I9jDz254yuDTv0UWIUcDJ1RNkId9d+DxWIpfh5DqXZxJcnzjeMFz6KWN6kIor2CWpq8Gvru9JwOrJljjak84XjBcaiB2RnmqRrghNB3PzSv90QpL5EUqzHoBJ2V56GmTJRhuByJFfQs7IiaFTchQ3sgql2bDbwV+u6qfA3A8YLvAX/M1/7i8JXQd/9ZwP1bsoxRgFpFcnGFc0PffTUH++6KhHUc1AelA9DTpJ8ehlJ0OjaymQdC301aG2X21R05m44wT10b/vbC5bWUPdWKuvZRCoIAVUAlKijfio30WyylwHSU0vdOoQcSwfGCy1HmU7qpwveEvntTDobUYrA1UznGePhvBK5ARcWLgaeRpPmHkfVC313reMF5SC3v75FmakXOt1F6zL3ABjQ52SfpOyypcne8Jx0vWAS8ibz5E3McvYrtmJ5vIqqClubDAFRsnYj30PGdVUxq4Zs0bMj7WxQJIvTdeY4XXAv8NclmqlHtayrcTb0hBfDg34ZcUP21D19qDdCxehfDwmkRY6qNWTojA8xisRQvW4GfoZ5K1YUeTATHC+4Hrmt0xfiszuZYWiLWmMoRjhfsjyaCn416+ovA04nEBYw3Nuse2VxhPse/TYrMJORdnYoiKfGkPC1N5xCzXA3Md7zgmtB3J+RoX26Otpsq7zle0M6Io1iaAaHvzjdGSzyj5D3gnNB3d+dg14NpaEgBXIVSlH8DsOCuz20aN3DooueOOPOQqFqmNWii0RM5uVJtSDkAmInSoAGY3nfQfpfPHDe4fU1Vq8ryNrVv9z92F3uLZHwGyaRn5foZpzGxxWLJnKeBm0LfXVHogURj5pvXZvDWLcgR/nF2R9TysGl+WcKkkFyHZMT7ABUolaUG1T79NfTdIPEWShvHC34MRKuwzUDNgi25501UZ/UOMD703cqmbMyIUFyJ+kAVWllsLSqgvSv03U0FHoslCzhecDSSDt5NQ5GTaUju99+h7z6V5X0OBuZEPTWTekXVH1066/UL7xj74BEdGjbxrQKGRmcQpLG/Z4FLYp+PMW5q0Dl7IPJ2b0BGXy+UCrkARfrbojYbacmlJ2hMnO5HsVgsyii6NvTdVwo9kHg4XnAjcE+ab9sNDCwGwbPmgI1MNRHHCw5FKXw/QMX6AZJCH4us/ra56g1VZDyM6qa+hryytog6f5xBfS3eBscL/oYmaTvNsh0ZJWtC392abEOOFxyMjt/zczXYNOkJ/AS42vGCHwAvtpDzqdlgjPN2QFnouztRY/JTUUuA6Dz948xyvuMF80LfnZHFYSxFDckPMf+PCn13nUn/G3b0qvlHdKhWALRj9S6u+uD5t8dXDL0jE0PK8DbwOWLaDIyvGMr4iqGMWDiF0eMeKp/sHDdsfMXQeexdJ7U/Da+hO1FtVWM1XXsYFk6jY9RnikorbIlsR8Z6HfWKtAcAnQo5KEvRU4XSgX9trl3FSrK+eon4rzWksoeNTGWAkd39OuqXcyRKcfsz8Hzou9sLObZCY1Syfg58GRlVluIhCH33wugnzET3cJTS56JJbnkBxpYqdUCIogxjgUeL/CbXonG84LPAaNRKYQeKXv8BpQQ/jtKgD4rz1oXA8aHvbsniWC5A/fNaAe+Hvnuzeb7s9rEP/uqKGWNvaV1X29aM88pEcueOF3QEhiMDcTawOPTdOscLjkDG4TBgkPmMIXJkDI+8PzpiVFnepvami3605eVBp3ZrZPhrUXPPdql+3hYcmapCxvN6ZISWI2M1tlbvHeDk/A7NUkLMRb2ZphWi72M6OF5wO3I6psMs4KzQdz/NwZBaHDYylRlfQFGnbwDzWroBFU3ou1WOF/yD9E9sS+75KMHzJwO/oDT625QhI30AMv4uoHiiaBaD4wX9gTuBy4FtyLDoCNwO7A5993fIIRVp4PsL4JaoTVSgps+vAN/JUnuIj1HfPIAhjhcMAF4KffdRB37WpqZ690GbV5/brqbqr59ZPnePIRXVc+9CdLwNQ6l3Ef7keMFaVOd0EErZ+xAZ/nXm869AkZAGEaP2NVWthi6d2e3lQac2Vt/UE6VGnh77QiLGVwzlhpG3NveaqU3UqyBuRdG8Q6KWZBwB7AKWoNq5g0msSLsTpV0eTfaamluKm8HAB0Cl4wVzkeGxEfZcEw5A88BtsUJQjhccAuwMfXdlnsb6JqnNuRYB96Hrnq2TyiI2MmVpEo4XvIZyb/cDRkakux0vOB7Jap9QwOFZGvJs6Lufj/eCEQV4IM/jyRbDkWy8vZgVAeZYuot643wzsOSSWa+3O2fhu+VnLXpvVNvqqufjvO9p5KiK5Ruh7z7RhPGUI8fh/iga0Sfq5c0o/esYGsq1vwH8GDUW/gpNF4SoQ+JCHS+d9Vr3X4998Ij21bvLIhEjINUo0jvAiRR39DgXVKHUyY4oNa87uuekVUcWh100jPYtREZV5PudiSbMxyKjOESKu5aWx2RUzjAN+BX1NZGLgcuie+OZiPyFkeh3rjHR8k00fj58P/Tdh/IwpBaHNaYsTcLxgjtQ5+8w9N0BMa+1QiIGXyrE2Cx7sR311dkrLc7xgj6olqVUva6bgR+FvvtooQfS0nG84ErgX9HPRaecYdLonFFjxgGj0G+3GUWmDouzyWXAoFTSOR0vaI1SVc9GE4uewDdRL7zOJJdlj2UBikhliz2Rpdgo1OhxD/GNafX6RI8f5zL67O8l2k6k/md4ohWaISuRQXpAjvezC5iCUkH7mSWWaWYcvXM8FovYja4B69HvE5m0tkW/Q7w04XyzC7gBeAQ1//4VMsr3D323Kh8DcLxgEoqaJ+Og0HeX52M8LY1CK3VZSpzQd3+C6qMWmdB39Gu1SJDDUhx0AuJ6ykLfXQ1MzO9wskpX4LZCD8ICwFPIw7+H6NQ2FF04G934b0M1VI8R35ACTZb+7HjBiUY1dW/KykYu6d535hNP/Wz7iIVT3kQpL7dSH1E6kBQNKSMOwcWz38jo/hh5/4iFU2Jf2hPRGF8xlNFnf29P9Gmycxw7WitAsqN1OyY7x8XbdA1KH/wESai3JPZF6Xi5ph2q7xtGfEMKJJISSSu05I4a5IDYhVI2T0QOhNPMchK6NmxGUcs58TeTF9qhuvmrUfTqBKAHcG4ex/BanOeWo55YnwcGW0Mqd1hjytJkQt/9F/Af4AHjGY7maZQq8xgKQ1sKy8+MTHQ8piV4vlRorIjfkh9ORV7ZPUx2jqOyvE2krmAHMA4J94xJcZtfRRGDTXsdv2VlI2vh6QGbVh11evhh2wf/50cbMmnVBUciaN+YFvCbVx4YePHsN9OqK4h+/30v3Bk9ji0kOb8i9U2PH+cmS/ErN9s5nHpVv5bSg20+jXvd88lAVINXNE1bmyE1KFOicyPrdQVOQefFzFwPqhEOQCmoEYbkcd/xHNePh757e+i7z4a+Oy+PY2lxWGPKkhVC330YuJsY72/ou1Wh744NffdbaAJlKSxtgadNr589OF7QHaVDlSpVwBOx0VFLfjHpov+hvuZkNzBmfMXQr23s2OVLqC7vSmfUmNnIk5u0/iROlOclYqJewNmtogQh2tVUcdqSqTUoknE0aRArJ3764qn7NOX9w8I99lO0Et8mVGexBKUu1cLe0aoYViIvfS2KIK9DhlU74F30PTdHlqJ0y5z0LEwSRUyFIajRdCkwg/xE9rJJW9JvsdKJwhm4NUgIIlpuP5/n5VTUZDx6PHvVplpygzWmLFkj9N2PQ99dn2SV5nrDLzWOAKY6XvBrxws6GKn/OynNyM5W4E9I0W8jtji80KwDjgeGIuW7XqHvXhT67t/337LuKerqrjeS48tRutrLSOxhr0bTCaI8D4S+u2ey5HhB23tOvbJ9VVn9rWxXeRum9x00Dyk+ptVHKDbd7o2BJ1RRX6OR9vtj0vXWonSkTihyNwClAlUhmeKJyGCajKJwi9D3uQ4JH5yOpORPQ+ILXcx2j6E4ov670GeYBkxHUYL30edZl+E2+6Ho4iRUK5Y1kkQR0+EU9JsVM++iFi4DUCrcBPR9zqK4I5tvk36N3CHmfYXg1tB3J6A0v+jx5AVTVvFP8+801Fpiar7239Kx0uiWfHILkhdOpwjckhtaI7WyL6F6hMZSKYqJfwPj0SRhIYp2jEde4l8XcFwtHmPorDBLsvV2OV5wF/A71ANoL1n+2CjP2Qvf3TS+YmiV4wUnoCbVQ4Bz5/V0yuvKWkFdLdWU8dTRZy979sizkjl1EhItJz71wCOWvTj4tOVoAppS7UMjcuQnoIhdrOJWOzTZjcuIhVMYHk7bb1JiefMOyPBabLaTVjQtC9SgCWwFMvTiUYcm7+vRBPPAqNdmIEMpIiW/L0rZinCwWbLaFyqLTY1PR8YJQH9k+B6DjN2lwGpkQCf8jXPIh9Qfd9DwewVFcSaS+HcrFDNQjVQmc9TTUJQmn3WFIcrMAdVrfhGl+33J8YIfZbNfXiP4wCrgnminkyX3WGPKkhccL7gN3eR/jC7sRyKv3pGUroJcc6B/oQeQBouAb4W++2bkCccL/oLSE1cBF9sGvqWB4wUnIy9qRAF0C/AgmkCtAOa0rq3tXFNWdnN5XV37mrKySnf+5KtHXXDjR+b1chTdmn3yJzNPbVureUNr6qgtKzsITW4yYff4iqHvjq8Y6oxYOKXf6HEPHWSMoiVoUnyyGWuXRBsYXzE00aR8X+AtVFOWEtEqiJfNHJ+snioyUZ9k/u4eb6UsUosyW+ah+q3GlAXLaGhMzEHRqgHET+Gbj1KW+iFDezeKqGeNyc5xXD5z/B45+gSiH6kS/fn7oUhrJbq+Rq6xafUJi+FjdNx3Q1HIHsgI70BDwzSWfihiv1+C11ub17aRfyM8EesAh6bNT/P9WdZEWnOEvrvB8YJP0DnYCfgOahWRc0LfXZuvfVkaYqXRLXnB8YLTUbF55CK3AXnt7ga+i/E4NtK40lL6bEEG9VKkwlSLJlpt0M1n/6ilE5pQrUI1I/8NfXdHZEOOF7jomKpBKoVLgbHR61iKD8cLKpAwzb9QHWU/YHrou5/stXJZ2Uik/DfOGTXmHaT+d230KhfNmbDszpfvPbCD6dt040U/2t2tctvMI9Z8fHya15EFaGLaMdqIien7NA/oi0Q0NiLp9UQT1Wjmo8mvk+pggHQl0yPUmXFuM2MNScOAS4EZ6HMvQZGNTA2EglOA+80HyDA8JYV1d5j1+5H8uJmE0uHaoWtox6jXJph9NdZ/qAo1dd+Gjp+2yHDb12zzU3QtrkNpvOkyC50vkfd3TLLuZLIjNjIfGJSF7aTCS6HvupF/TJPfiDrpZmBg6LuZprpaSgBrTFnyhhEH6A/cQX3vqa2otmLfkXPevNt/+f6DU2hc0AQMbwAAIABJREFUaSlNlgAXhb47O/pJxwuOAH6JJn4foon2m8ma8Dpe0AWYjSa/kcab21Ce+HzHC/oib2FNTj6JJWc4XnA4OhZeQ4bKJcDlqF6oFew9CR6x8N26YeGHZVMPOPyTdjVVG29/9Y/HRDfFTeM6shLom4YRswX1wOluxhyPGShNLe1U2iRGXbpUocn5x+g8OZjM+vNsROdbpPFxJEJlSY+3kGHRDthJwzS7tShydwyZ1bGuQMdxO9IUYEmROWhciY73CBtR6mk5anocYTVK92yFjqXNKNK2CRmFA8gOs1GUqzMySFNxemTKz0LfvT3yj+MFy2gYMfxj6LvX7v02S3PBGlOWvGOMquOBnwIj0Q35xfGPfrdu4Prln4us97chF9T8/Jzvl+JkOJ2T6gMUmUnFU1mKVAJPmuUNFHE6FU0+u6PUvadD3601k+gz0MRiO3BNvLxv0wz6EeCqOPurQpPX45E31Qt9969Z/kyWHOJ4QQ/02y1FE/7y6NcbMzBiDaGnjzxr/S3uTbUomtIYO4D3RyyccnpkHztbt+P6kbfUja84KTYdeReasEXyw95Gk8I6lH7VFYkw7AZGpPr5Y8lB9KQORSEymWgvRIZYeWMrWlKmCqnAgWqact2YOBusQ5FcqFfPa4M+Sy9kSDSWajeJ/DaenoXGmIto1Qmh734A4HjBwei+BjAaOR5OAL4c+u78HOzbUgTYmilL3jERh/cdL/gCcD3qQ3Wef/o32v75uV/vKq+rbbervE3NxAGfKaf537RPRWk47yAPWm9Sm/SVApuQ4MgUFH18HqnuxXqyL3W84IrQd+cgr+cfE23Q8YL9gb+ReHLahvo0lF7ALscLjgx9d1bGn8KSE4xT5QdIgOIw5Mmeb5ZlJEhtakw4ILYWZuyhp/RAqUOpnFcdgeHjK4a+9n/nXXfQ6Ys/6PTSYcN7j6846dNLZ722YfiSad23te1Yvc/unW3HVZzU5qXDhkUX2pyCDJVFaALVDp3Tx+69m9RJUoOVKR+gyV0mrERCE5bssBFF7M9G0aqiNaRijPr9aFqk5wPya0iBavZqaVrtWjzW0rCHXET4Yibwy0iGhW3b0byxkSlLUeB4wWig129fvnfNpbNe7/3kMedt+vk53/txocdVILagmocqNCHbYR77o0naSpSu0w5duIvRKbIKKaCdhVQcE6WE/AO4NlW1I8cLDkCqfY2lmETzSui756exviVPOF6wnDQnkKmkvsVM/D5CBlsq1KFJUANRhOh91qFQcmTf5XU120csnLLznf7HrHn2yDN3ImO+EkWtdqMIlUP8OpFtKJK6FXnMV6GolkPuRCTWkdlEuA6ppGVSM2NpyC6zxAqZvI/Oh3Subzkni+mmoPvbbnKbdpeMWnSexV53PkK13G3QKZ6KcmQtcFXou09EnnC8YDhSSPx26LuPZmXElqKnGCdhlpbJAuC2UeffyKjzb5wAXIqECloiXZCqWTx2oBtt5Ga7HqUv9CfN4vYcMh/9fj8Drmhk3T+nKRt7JxKm2I6uX+VoQhopto9EvdahVLHDgXMcLxhkUyyKksuR0X0G6hHWNunaNCo/vmcd1VJN4Z4Xftd97KBTNr486NQFQO25C94+5uRPZnSMee9G1PeqJ3HqVKKjYRH3csfqXXz7vWfWH7364x4dqnd3cudN3m9Lu06RbbZHjo656Dg8GB2zm83/m81+DkTR6WpkVJ0CcM6Cd3Z+dtH7214bOHSfLEWlKpETohWKlmUykS1Dn2kC+p16kcc+Os2MbSglNJYTqBcQWYO+48F5HFdcsigjD7q/TUDHU0TsojU6lmah9NNc9jxshYypj6Oe601Dh8uHKWynBvhK6Lv/jnl+rXmcm/EILSWHNaYsxcLTSNmvFwrBX44KczsUclBFSKx3uwf1KQvT0aTpeAp3br+IjOAH0E3rffQ7DkWRtFhclIKVEqHvfjnRa44XdAUeR9/JlUj17XAzjlJsSNzsCX33bUyTTRN1/AtwTmPvSyX17fx5k9f/IfjDvh2qdx94zsJ3qWrVeijAPS/eRYfq3Vwx49Xa6y8eVTuu4qRt1NfwVRFHUCE6dTA6MrWtbcceHarVizzOJHMpcnJET4Y7ET/q0BoYCCwasXDKIfe8eFeHjtW7uHjOhGwJ8bwV9RmbUuBfRv31ZhOakA5s2tCaPdOoj8T0R5GPWSRONStDaa+Hoev5HPbuD5VXsiwjD4k/+2lIQGMVuTUik0VXU+m7tRu4PPTd/8V5LZJO/D/HC06PFVyyNE+sCo+lKAh9twp4Juqph7CGVLoci7z7G0jNs5ZtViKP6/NIOOB05Gk9DXnF43GZ4wUVjhfckyin3PGCy1Lc//5m32eGvrsCTVq2AS+Hvjsl9Y9hKQTmNzsPGeJN4qI5Ez65afI/u3ao3l0G9YbOsHAaEeOnfU1VqwvmTf4UeZBXI2fEIuRxZsTCKYwe9xBnL3inanzF0DWjzr9h6X+PPHPdAyddzuPHudww8laePPZ8drSWjyBmkrkdRZGTSUDH0hXo8tlF71fGRgEMu1BUqzF2oh5cE4HPoYn4E9SrsGWLbjRszrwD1TOeiQziu9BvmbAGsgVQh1KzT0JGZyt0nUy1Zqc96R1DOSESDY4c91mu4duNzrvpqHZ4Bcq4KATrSU2W/eYEhhTIIQzKmhjneIGdx7QAbM2UpWhwvOB64L5Cj6OZsB15RE9AN+R8Eq/AN5m376vmtf5oErgbuC/03bmOF3wbdXUfkEkXeccLypJJrFuKD2NU/xH1n0ubEQun8MD//Nr2NVWtYuubWtXV7rrvhTvbtK+palVZ3rb2uotHtYozMay5ZNbrC3/zyv2Htq+parWzdVuuHzmKzru2zzttybSukwYct+HZI888DCOOE6nPessZUjOu4iRQyvJO6lX+0uLCuRNX/u6le/bvUL27rLK8Te11F48qG19x0o2oqfFhKII/GDksqlHdRlskQ/0T4BnjnALA8YKByMmQ1aa3hhXAX4FXganxeryZ33MVSqVqaXxA02vM0mr0XELUIkW/o8l9k+lUSaXH1SLgyNB3K+O9aFRpHwIuAv4A3GB7HzZ/bJqfpZhY1PgqlhTphNSSdtDE5oVpSjNvpb5ZYTTJlIz+jhT/nkCTw9bAMUbtcTTy5o53vOCs0He3pjN2a0iVHqHv1jlecC1SgjywsfVjGRZOo31NVSvQQbe4e9+dD5zyxcXjK4Z2AGquu9irMMdzPEMKYPvJS2f2jmyjQ/Vurn7/uc3HrFp4WMfqXZy74J39d5W3WR0MHj4f6Dq+Yuia8RVDK1BdVGh2m3Ee1JjBp7Urr61dNGTl3IFmjI8DD5hjeQ6qMYtIyN+Lok8zgbfj1G+AIiNOpuNJwkrUNPvnKZxn+XboFAvZuP40WkdYgmxHAi3F1PB5N8puSMYU4OJEhpRhHnBp6LtbjDPQ0gKwxpSlmNhQ6AE0Qzqiwt63gUNJs/A8WsXp8pnjk6V47KK+4DaeFPRA6usrtiOBiN1mOQjVVMXb8Crgt8CfQt/dlc7YLaWL6TvWNZP3Rtd3VJa3qf31Z6/uML5i6J6oTJJ6qzXAt4CXKlu3/VVleRtPEaw2tZWt2+0TnXp3wvJZfYLBwyONa3cjI4cRC6c4Iz5+d8tkZ8iKMYNPy1Tmeu7/jjij7f+OOGMiSn26KdZYcbzgQuR82Nc8dTxwlOMFbdA5sxYYh9Q0f4+cK9liDUqlnZNoBccLDjVjqkPX9cZ+y8XIOCtDxkOkF2EpUofkzpeRHfnvapTe2auxFYuciBjLviiymkhkKZ8sQMdmb+BdktdKPQ18PfTdnY1s83R0jqy3zryWgzWmLMVEv0IPoJnSGqmEpd0kMVbFyZ03aeX4iqEfs3ekaR9gSJJN7Y8meL2BtSb6cArwfzRMP6pEKYHjzPJR6Lu16YzZUvo4XtAJqc6lTbTa35R+R28eXzE01RSidaHvjgFw4F9b23Xq+pUPX+rwk3OvPaeydbsDT172UV376t1lO1q3491+R29GE+Y6pMzXJsrx0GXknIldgOVjBp+WNLKWIOo7zGx7BnBvvOM/9N0xjhdUoHSiy83TS5CTYiGaGLYBvkHjzVPTYT0wIpkhZRhL49Gw7cgIjUT1Do55fSGafJ9E8fcb3ICktbsj51W8z5MpEYnu7SitcgtKIy1D302xzeOWomv9dvS7dULCLidQBMqEhkXo/DjU/L+d5IaUD/wkxXvRzcCpjheMDH13UtOGaSkViu0ktLRsrMxubok7IUmWxveWM6TmihmvlrWvqWq1o3U7gsOGR8uyp8p2pLJ3d+i7nzpe0N3xgudomOLxOpoYjmkkhcLSMmhSfU0k+nTJrNfXjB73UHdzbNeiCEhc9bmLZ7/Zvrbswvtbwbiwru4FcK8DGOMFZwEve+ddv2TIinkVkwYcVza+YmhX4NjIufNh38MWDlk5r4Hj4aSlM/cbM/i0t5DBtVcdRiNR3wdC3/1Dss8Y+u4GxwveMP8+CoyPE8EajhQzvwBczN59jdLldZSeFRfHC55E53sqv99ukjcPrjDLSjT5zXeT13TYFzmMDm1sxXikmErdKc72VyAjejDxpdYLwQbqG9cWK/vR0MmQKHJbDXw39N3HUtmoiQyPQMq14xwv+AnwSKTe1/GCfUPftRk4zRArQGEpGhwveASl2Vhyw3JialAaacb4KbBhxMIph6VRMxVhPfJOP4PU9PakRjhe0Jd6FbCFqLnhhMw/lqW5Yerlnm7KNkYsnML9L9xJh+pdVLZuWzezz8Dvnrhs9sOOFxyNpPO/yf+zd95hUlRZH36rpyehoqIgSCqUIaOC4qAkw6BiIYprwlWXdQ3rmsNq7a77fbjJQje4xg1+rrprXEUJBQijSHaUIDkMSqmgCEgWJnT4/jjVTE9P5+meAPd9nnmY6a5wu6nuuuee3/kdd9If0ZT3gAbXEAxOcsdSgEjqrkKyu4MBLXyfA948Xjh9lO/Hiyd7o3yWZiMNQnMRkxUAxs18jrFL7IPjfbv3ud/eP/L+bUAfYGCmHSjDaqxithdIkr8SRXronuNkpBH3wCSOs5vE8r9w5iFGDPHqLxuTT4gfHEYlgw1xm4pRxXLEVKKp4xA/e7oXqX0qTfaAumn3RxpbRx5nEpKxuw1opxYMDz1UZkrRJHAdn5KxJFWkz/GI3CI39ECkjO/idfO2lBYVO+7TbYEeyfT0CaMamXROdizDH2Ob74Bb3XG8kIQGXdEM0U37HMRApDVSm/AF4uClIdmLdUimqIAaKVDo+nw+xdNVIpOVju7xXBt0ubYLfFXamZtW9wVwLGM5sFw37Qp3fJFNeQvXtNZv7ikTIBzLqNBNewwi47oVkd8dN9hZ0jG0T6GviiOqD3jvGvUgYz6dVmdwJeVlXQc7S1jQ+bQDM7qdtQuo+KRDn4Krlpe2C02ip3UffAIS3D1N3QlZvXEs4zvgOt203wR+hmRTTkQ+56nI6O4GXkekhJHn+Ew37ftwe4clINXWLIORFgsHkLlLIVJflY/8n3+OBHHR+tmlRIqmOyEGIFm7lFwTM9gQtyPy+WrMljcO0o6iOdA6znObgVGOZSyJs81BdNNuibQKuDjK00dRewGjLxJ4Kw4hVDClaCoMI7oLnCJzfEyELjyyGePU7oPbIpOrdLnZsYx3423gGkn8ox7nUDRhXKnLRGBE2MOpNh0NZXNqSfKiTHIfByYASx3LqNRN24PIrbrm+X3nBeEBTUxY9iOyGw3QHcvYiGRN/xfQIj8HTw4aM2iaaR/tWMZuEEMM4He6af8B+a761eL2vYJXLS/t1MJXiU/LAbRvCqsrqgZ9saxjgb/ac9aXK7hr1IMU+Cq7Pj71CQp9VVy1vLTwrlEPFpYWFWP3HEKlNy/y9cxErJSzJhlxLGOSbtqfAjcikzwPkoXejAS5p5BYDhizTYFjGQt1074DuBIJgGIFaunUQcUzLeiIBNQVpCm3A7h85fsrf//eM70LfVXaNctmBO437ttq9xzylfu0how7D1kAOJoaW+8lpOG8l8GGuJ1Izto7W8xDTEP0Rjp/MmxHru31SJb4YeS++BLyvfEp0nrgjWQNj3TTPglpwhyvn9QrSAC1DNesRnFooWR+iiaBbtrXIw0fFUmS4urpckRXnxvx+OeXr3x//+mb1pw86+QBhRloxuiNk5FSHCZksGfcTkQKWnnJ6tmdHp/6RMdQ76cHLr73G7vnkD5xaxA0bRQwHJipPzRlKjAVCDiWcZE7zlHAq8ART7/zKGd/uYwFnU7ljtG/AJgF/NCxjG+ivL4cYPhTE8ePu2jd/OLcYICKnNzAsnbddhVvWhVy2OP9k85gR4ujt1+58v2DLpov9jcYN/y2WCO+0rGMt1J6h+qB21B0AtIsOUQ18NHolR8cP3TjkqPndOm/5x3pqxXOIsTRL26rAtfVby3RpXmV1M0ibUFqgKqQ76t0HOwWUmPaEI/9SDarCAnCvgWCv5/+9Bk/XDb94MQ4wf8XSIbueCTATCsSSjMTFosNyPuXQ03zaD8SNGvu7zlh/3Yl+QW0vUj2qQrJglW7/3aj6bsNrkcCpnnI/9WdjmVsg4OfgzxgT6oLGbppv0GNCcw3SOB0EzUNsk3HMsbXf/iKpozKTCmaCm8hk69jEm2oSMmyPEQrJJDahayOtUJW/k+a0Od8JvQ5P2ND003bcSxjXaYOqGiWbEOyS7mIk2QV6fXLORY3G3H65tUU+KUXbaGvigGbVrazew6Jn92QuqdJAJh2FySwWhF62s3SDPjf0r99YKyf31YDjPXz2Tj7Zf407IZzETngrcjK8/ZQ4OYuGExn/EgD19K/wF/t6bD726OrNU8gNxjwAAxxPuWNU4fv3+/Nj5d52I3Iw6rd8SUVTLmOh6cjhfQ57s8KxzKS7tfnWMYB3bSfpnYwlVtSXjbk9+89g9tX60SN4MoJfc7vSE2N0xnAu7ppGwnqP4oQyd8a5PumDRJA9aG2HC3khtePmkDITxoOpMj7uIeI7FpEc+WFSBDQzx1PyOyCWScPYPSqWalkivojGQ09xXEeJEUpdSKiGqzEwY/0T8qlxm3PS83C22Ik29cOcSjsm4ExNhTrkAC9PRLwLQIeA5aEN4F3pebpys3DHf7GO5bxV920H0Ga0bd1z6c4xFHBlKJJ4N7Uv0QFU0mRhs7+O2RFsT/1aJQYZwU14B7/YeAd5CamOHypQq6zPYis5WSkZqo9ad53wuVQB7z57Cps+TxyXSeFYxkbddOeiKxMhz++JqCN3Ka5q/MaULKhjD8NuwEk4/C2u+nLwI8iDjsTkcu1CALt927P8Ws1SZi8gA+/5un0gHHvtjO/WtF6QedTD5QWFZcjE1INCTpXAee4uwzTTXvG6j//INCiuvI8YGbICAMOZsSuQwrZTyfKe6mb9kzg78AkxzKq470nruzxRGSS6UfkmEdFfr+c8s36PhP6nD8Lqf/o7v7bGviHbto3x5FEfQ2851jGb3XTHoq4AYb6coVnu3ZQ93sph/Tqf4Yi7RUOSprDF5+uXj7Tc79xX4+pPQZXEcV+P9xaP0GmaAOSzepL0+iZlC451O3xV4EEwe1o+s58kcxGPlsdkUAqdF1tAs4PD6IyhI1cpwfl645l7EPcaRWHCSqYUjQllDwsSdLQ2Z9a33NGTEiCj5x/y4LXT7voS2AyYGfhJqVovkxBAp3jqKmXcohiq5+sxKm0qPir35Tc/JWxZp43oGkv3zPv1WfuSXIwbtAAEuzXcZDzSPaqL4iP+bo2+mLqTiJvcGVrzwFvOpZRQTA4CU0bs7PgyKeOrdjXCSAnGKRa8xCS/i1v12311B6D86b2GLwdWdk/BZGXbXXHEi6B2zhq9ew/ev3+DoC32pNz61NDrvv3k4PGzHOHdh+JMwPD3Z9vddOehgR8HyCZhpPcc36DBEX3Uluatgv4YFm77m0rcmb0KPBXeyq8ecHl7bqtoqYB+LdIfdAQdyw5AY/nDU8wOJyI4M+xjKW6aW93f5+jm/ZFwJvU1Kfky9tPuxivZSAiowvJ1I5M4vWDBMahSfXxg50lvcLMQrQzv1px/NQeg5cgAVEnJNDvigT78TJFyxGpmw8xmkg1C9RcKKAei26NRDUSAIaPu0vY7zuydI96Fcm0FgNPoRyJD0tUMKVoEriSlT6NPY7mQgqrpxkjfLW60FeljVw71/v6aRf9C/hEBVKKCELOfOG0IaJmLwW5ahVwqTXtqaX1GNMSZCK+WzftYscyNhx8Jhh8GMkoXaLB5MtWffjwPaZ9CXAD0qMpxED350+6af8CeMEJBie9POjakTd/POHmkE36a6deuNUb8B83p8vpOaVFxaHvNT/SpHo60jcpJJl6CQlQbnEsYxLayKeAOwByA/7cVvt33Yhkv2q9b0l89k9AmvaOTeE9OgY4750+52096btNnpINZXzU+ZStE/qcH/7dfCxhQURJedm1fs1zpSfozwVuRNPGhAdUwLVuELoEuBDJBnmpMW6IRw61bda/JDnHum7UmFB8s7xdt5X7vaV9Wrg2+Uva9/qC2kHkCYgRQfuI41QigWdbJABuDpbfzYIkr+HdwDNIn8I/UPuzGCKA2MJ3JXYA+CnwQL0GHJufAQ+5vw/STfuXjmVszdK5FE0UFUwpmgpHIsXmTbaINcNFwvUmwzr7hIRnw4D9g79Y9gfHMmY22AAUzYkB1C5q30mU7EOSctUDwAjHMtIOpBzLCOqmPRc4DakXHIxkJWoIBh9GMlehfSbrpj0FeAJZbW6B2D4PQ+R/tyIT8p/9ZcgPn1rbuvPlxV+tOG7piT3KJ/Y+tyjsyG8jQcC9wNXAs45lfA+s0E17JfKd9ynwd920/3XB6F+1eGLyH2NmndOol0yZ0Ss/+O6mRe+2KfRV0XnXlhOWty1a/U6f86I6Mg52lpAb8IeC5BZIViw8mBqNrNrfGLlvGnRCsg9np7BPuwl9zm/n13I2DNi0qtN8/bTvp3UflI/0wQsZTXSj9kT8MyRz2I+aWqhDNQvV4CR5Df8HeMCxjG9deetXdY/Ed+7jserqNiJZ8l+60rts0DHs91xkAeaPWTqXoonSmP0IFIqDOJbxLWA09jhiEfryH7vE5slJj1FSntF+mk2OkvIyxs18rtbrLC0q5gHj3u1+TXsGiFx9VijC+UHY735EHlWnHnKe3p/9XjF0iyNX/UeGmjrvD/t9UzI7OJYRdCzjbuAW96FPgc2OZcxArL8fd7dbMa3H4N7jht82LSKQAmmk+j9IjdHZ4ZM61znsc6TuohvQaka3swruGvUgL/Y3ok4yowWgmebUb9b1LPRVHTzH0I2Lj6a2HXoQydowT++PX/OEaqb2I7LCcM5CXl+mOBOR8O1PtCGSHd0BfDmx9zlHP3zh7R9P6z4I5LUMDfsJD/w3I1nDs3B7lrmkY6CiiEKCa9gPXOVYxvXuvAAkK3Wv+/tCYDzyHXM18O2F6xZ8H3m/Ah4ETnYs464sBlJQtz74tCyeS9FEUZkpRVNiMZLWr1PT0NhksLFikyfGquHzwFlTewy+4tl3H13b2GNUNF3e7nv+r8blFT4YlsHNIUYj1STlqpMzNLRtSJZrCpJ5SIVXkZ5MI5B+MZ3c3lMbQxu4K+hTqd1fC2Si/l/g4hi2y6cQ0aMmXtY5g32JYjJP7xe8evlMrdBXxQFvXnBul/67qDFrWIA43znAgNKi4l3bjjjmp2337RhMRM2US6g3U6bwIlmkLYjterw3YAEwrKS8rJV7jbV239djEZOFJUgNlEZNI+Dt1JX7KTJI3Wu4XxB4Fwl8bccy3glt69Y7tkSMWsYBb9f6HGnaET5PzrnegD8yy7Uwm/3awmgV8XfsVg2KQxbVZ0rRpNBN26JGf9xkCA8w9nvzsyKtaSqMm/kcY5fULCS7fVY+BYYm6iujOMzRtFE+zfNfbzCQF/E5mU36Be3THMu4uL5Dcxv6dnQs44s0938COB/4uWMZ02NsoyEtHu6IeOrtZU9c/drRld+fQ12HvgLE3a4LSdIQkuNLV324od/Xa7p+0qHPFrvnkNVIQHQkNcYc8xC5XT/HMpYnOp5u2r8lTEYZjTRf1zxEitch1ut4dPpTXVP47l6JmEtE642lyBAR/9e3OZbxt2jb6aZ9NFAQlqWqjaYdrDGEWn3B/Mhc4s/ZCqp00z4SWZgJlSesQO6Tu7JxPkXTRWWmFE2NXwAnlJSXjW1q9UkNbfjQWISvGlZ7cqrn6f28iEQrqY7wisOa4d5gIA/qZHCjZqaSYBWZqbXBzSTFDaR00/Y6luEL+/sIZJLuQaR+wxzL+CTOOYK6ad+DSH0Ghx4vKS/7Qb6/+nJkgh5p0nAHKQRS0DD1khN7n7N5Yu9zQg1dozV1HYD0gXKSPGTceth61IINRkwIPnL/PpWwTF+/r9d0jaIqCLkpHkNti3aQQKoSkaY2Z8vzJk3ENXytbtr/F83K37GM3YhiJSrPDLxS+/GiSQcXOvfmHcGfpvx563z9tG0T+px3GVLn+PesvAi4n5rr+kvgQhVIHZ6oYErRpHAsI1jlzZ1IkOvyAj5vtgqs06GhDR8ai1DgOHTjYh/weGnRQB/wjmMZVY09NkWT52DfpQpvXnCe3j+0uh+331EcnnUsY0tmhhYfN6v0uW7arZDC9qOpkRyfCRjxAqkQjmX4ddN+nfBgasNHewp8VaEmspEmDf9EHOt+QNMi0fwgH8k2jkWycYkIl0MtRjIHOYjM8Ttj7Rx/C19le0hLSu2hxvXvALAUMY+grGPfHVcvL21VWFsWudPdPlrxq4bUSnVP9uSKejMEWK+b9kLgh6FMkm7avZBgd6LbKLsOjw/70RNfHdO2/4i183I3H93mmJs/eeekAn91mxHr5rfZk38EpUXFZ+imPd+xjJWZGqxu2scgxjThfefmOZbxTabOoWheqGBK0eS1MM5oAAAgAElEQVTI8/vOx702D/X6pKaKGzh6ge+BZY5lfNrYY1I0A9y+S8Dwe437ri0tKm6FNG5NxX0N4AVkshJ7AqRpo5CgJFqdTlR0084FSv4w/amBl6+adUKBr2pqxL5jgOuRwvZQILURWJSiVOhNxJyiEKhc27rL3CCcq0kgVcukwbGM3bppX41M7BurQepexN1wL2K00BroidQPHZ9g30d10zaQRrl/cSwjljHEbMTYYR8yeQ6X0bW1ewzlwvUf0cJXSUVObuDjjn2/c8eRLJuRzGPAPcd8oPO0HoO/DGpan/M++8S3oPOp20qLik+g5n1uGbb/LkSmpVHT8/BolKFAQ6G7P0t0034T+AmiVMkFHN20Pwb+6VhGafhO0uLAOBtgZ2HLFwr81V2h1tyhAPi3btr905X76abdFtjqWEZAN+0S4F/UlZWq+fRhjKqZUjQ9ZJL0GtDiUK9PagYsBEbH1KsrFFFw64DuR4KJzUimoC/S1DKR5O8V4AZXlheV/XkFowuqK1/xQKFf0ypfOW3En/7ngp+tAdYgjYFvRybBGiLXKgWOAG4tKS9rE5KTVXm8vh0tWl7Xdu93b0SMPx/JRl0LnAP0jjeeGO/BOOB/3T/7OeNHdiJO8Keb9kDk85YOfqQfUvgEbzcSvK1BgqSu1BgsfIUEKgVIwFBO7X5OIHVc3xHbdjoaa4FHkQD0C6Q/WG/354pEx4qoo9mDOKUNSOK88WryPkfel2hufNvdsVYggZ4PCar2IPVhrZDrN9XFAEVm2YpkM19wLOOtWBstad/jpj5bPnsuL+DzRpk7DHQsI2UbXrfW8iMkm/kZcFuMTX/uWIayRD9MUZG0ounhrm5X5uSOeMC494rSouJEK6OK7HEW0mjz5cYeiKL54FhGBfD7iIc/0k27K2JZDCIN+x2SRfAiGQU/UBUZuOim3Rq4BrgU6PtI35I2P3JNUnKCwfyApv0yznBK3J8vgTbhzpx5AZ/XdaGrFUw5llGJph0L+PblFf7qyMr9KQVS7jHG6aY9Gcl0tXcDqJgZNMcyPnIL2v1IoPO/wI+R+p2zkIncMcAj1K4j24XYtL+PSNMuQwKaDUAv6jaabYkEDiHmEL02qBfyf/IZcHLiVwxAj5LyspfSrS2NkFK3RAKpTxDp3tAYu/mRADoWJ8V5riWSKWyH1IXlAJ0jtukMLALOiDd2RVYIItf2hGSySpdf/6d2JeVl3hjXX2eiyzoTMZYYAX0o+J/f+bSqmd3OylZdlqIZoDJTiiaNbtpnAzOQVWVF4/A7xzJ+3diDUDR/3FXeW4B9jmX8J8G2+YgF9xAkMDs29Fya7porgT7h+/o1rSInGLy6TqYoLDuOTLYbpa+abtrHAbsi60V00+7xxisPDevz7Wen5/urba/fNzHsuf5I09BzkzzNTsLe2yisQIKOyCCjDll0PQ0Fs+G9MZchgaSezNhikKzL5FLkPdLTPI8idZYDv3AsY2qyO7hyvC8RaWAk1ziW8UaUx2Oy6egTxszu0v//Zp08oDDyOo681te20W/uv3nt86kcX3HooDJTiiaNYxkLdNO+BJhK7QaKiobjQGMPQHHI0AWR+mm6aXdBesu0Qib0q1zzhtZI9uVmYtyj0nTX3Bu57/J23T7785Q/RwuShiOBFNQ1jEgL3bSvR7IkcxFp3S5E1lcdq7jesYzvoj4+fmS3ANoTHoIFPs1zw9rW+i09tjmh7PGxJB9IBakJVGLR191uMwn6L2WxH9/3SFCXj2TJNgJ9iD5pToVkTSb6uf9uRaSMxyHSRUV2eAT4TarSWuBbRJoa6T5ZTYz6S920j0Wyx92Q66EbcOTv3ntm7zV7tnX64bLp2uhVs+osDERe66d9ve7UFMeqOITwJN5EoWhcHMuYBfymscdxmDIR6TavUGQCCwmQcpDP9HLgQyTLsFs37WXA20hdQtzFvtKiYsYNvy2VyXrHyH0n9Dl/QYxtZyIZKYgwjKgHr7k/RyMyvZ8Av6S2CUJCdNP2Tut29uMeggUA3mAgv8f2L8JlSEfF2DUaq5DAIBEOSSy+ztP7s98rJXEZbii8AqlbOh2ROvYjxUCqpLyMcTOfo6S8ltLrKyRQTJYgcAJyLZWncn5F0iwlvUAKJEMZHkg5wP8BlzuWsSpyY9202yHZyb8idZYlQKeS8rJW1yyb0dlLUIOahYFw5un9OeDNCwIE4YAnM98RimaKykwpmgtvIg0zdeQL09sQjSubK/V8b/YhAdRU4NM0b2oKRQ2aNmp16y63lAy5zohzPR6B1PdsyMIIFlDXRGAq4hZWlzBXQlJwC4yH279qvfvzTn2OU/rWI8/6NM9jbk+vmmBP00ZNbFt020unj1w5oc/5fZI43M4ktgkgAWCrRBtmsR9fTn12jtPDqjuuq2DoO3Nhp1P3vdf97PVIsLYLCaCC7hiKqMlmVSDBWEcUmaQf8KFu2g87ljEnxX23IcHYt8B/gZfD+8aFcCXENwO/oib42oYYnmz80eLJ3b1B/8E6wmrNw+fHdZyBmOMcAA6UFhVvzQ342wElWoa+IxTNF1UzpWh26Kbd58ZP3v3dz+e8PKrQV6Upx7/a1KNuwY/cTK5zLGNpdkepOGzQtN8F4CEPRHPYika0+pj6cLDnUARXO5bxZobO0fBEWsNr2qgAvO6BQh9a8LmBV/KnYTdoUfYMIoX40RrWHiQUXCzq0HvTlJ5DI22gG5JdiNQymhtfUoyb+RxjXcMSgAm9zt1y3yX3r8Otlwr/zqzw5gXvGPWQluR35hxiG2Mo6kcV0N6xjO2ZPKhu2scj7p4nIO6NS4F5iOvlOKDV4/ZfXhi1Zs64fH+1x6d5KOvUZ/IgZ9moTI5DcWihMlOKZodjGSvRRn6Fu6KoelHVJs26hZWIBXo2sgKKw5QpPYf8fITm+WVOMJDKZ9WDyP4yVYMQK7P6D920bwYurJV9TaN/VaNQ1x1wuEesz/ES1G4re5tlJ3YPf6+rEYvnTtS1Qa9FRCangycY+HxSr3PiueJlk++RTEPaTXTn6f25ankpLXyVHPDmMaPbwBaEGU+Ef2cW+Kq04eUf7SotKj4miUOnHeApEpKHOOllxG5cN20vEvj+FqmLugdpmD0UMbnKRRYTj/+5ce/0Tru2bN1Z2PKeoKY9P2Ld/D9lYgyKQxdVM6Vorhysaaj25FRnUJvf7EmjbmET8GMVSCkyhW7aR+imPX17i6MfCwVSIHKZJD+ruzM4nL5IBiGSo5EaiUm6aV+rm3arMBe/O4DX3L+bBeuO7/SxD+2g1MQb9IfqPIKIzHEF4oyY0PkuckFm4Jcr2iIGFI1BkPjW5wkJyQ//c9qIyl9eeMea6d0H1ep1Fvmd+VGnvluSPHQbJIOiyA4/dzNJmeB3SPuAs5FFh78Dv0aCqTxgJGIq0t+xjE+Kv1r594vWL+ipAilFMqjMlKJ5ElbTUOnNm1VaVBzqXVONyNU0pEllvW7CzZEU6hZ8SG3Uo45lfN9wI1QcyuimrSE1QcPDMwI+LYe/Ff8g2QzyAMTiuFMGhpSHTJhi2WAXAwYQeLNvya6rVpQedPHbdsQxV7ROwcXPtX6/GbgKqcXYgKx2P+NYxhf1eA3x0bRRweM7/3rz0a0DHXdvzfEAlTm5LD2x52fI92GoXmwdSWR4wv/f9nvz+eDkM1sgTnoLkNqpmPLALJCPm3GrD24PqyVIz646z0V8Z/ZAAvBBxK7X+gJZ0DuAylBlizaI++eYDBzrMSTjHL6aswSwgQ+ABW4vK2UsokgZVTOlOCTQTfsx4OcRD/sRt7B9yASiTUOPqwmzC5H1fdjYA1EcWuim3QtxiQNSMkPxIw1aK5EJ7CBcKW+GCCC25OEB1XakKW1xaKxR6g0XAxc4lrEj3sFdGdFUZMIWyTLgP8BbwFexrNDTQrJnbyJBB0HkTav0eIO3X/aL8NqfADANyUx1J4EbXpz/t2okkOiasdeQmE+I0Tg1RRyS7xXlR2rLIo1LQiynbkNkRXa417GMJ+p7EHehZxrSiH4zoEczqFAoUkUFU4pDAt20OyCTotAKYSVid3o54raUD6xGHHs6Iv1eovE9sDjs7yAijTmUJLEBpE6ktLEHojj00E37ceCBFHebi1iEZ7tXSwDJJByBfB8UEPFdECOIGO9YhhnvwG4/vGSyWD7g38Az1GQ9VjqWsT/axm6Q1tr9c4u7el6Dpj2FyBLr8Gbfkh0PXnzPCsTAoQc1tulVyKp8XBOKOCxGbMobimSb60YSABYhznsAZ5Jcv8IAksXrGWebavenRZxtFPWkpLyMIc4Sjq74/peXrZr1aH2O5WaOtyLtAFQzekXGUMGU4pBBN20LeMj9cxPQybGMoG7anYB/AeeFbf4lUtQcQkMCJy91nb8+RRphJqw1aCZMdiyj2dSCKJoP7mRlB1KPlCx7SLHXUj1Zinye9RT2qUSkix8h9ZprIoMa3bRPAL4huWzaPGBwxPHnIJmtKY5lbNBN+yjgFqRgPiRzW4P0wzka+MCxjD0fdep76+mb1zybG/B7oCYztd+bz8MX/iwZi/Ql7vHjBQ6Jxt8Q7EAC4biNg11CNtd5SACVKgGSW0Bb727bkLLHrNKUWo6EZ4p9mqfKGwxcWR9TGHdh4m9IcG06lrEvY4NVHNaoYEpxyOBOPtZT0zeih2MZ69zn7kC01+myH5Hq1NHbN0N+71jGw409CMWhiW7aDsktPPiQhYpqGvZzNRuRqCUzKY/FRmAK8JxjGWsAdNO+BSlqT4aFxH/Nq5B6sYMNeGsmuf0CpUUDQxP9A0D+5SvfX22smdvniKoDOz7p0LvVUVXfh0+Gk8nq+JEAaSjJBYPVSI+lhnT4CyI1aEVJbPs59RtbKpbnAWA+Mq62CbZt0tSjrUZWiLS0B54mGLyzscajUMRCGVAoDhkcy9irm/bDwPPuQ92Q1UmQZnuPAkemefgWiGZ/AxmqFUhzBXAR4ja2BXktnZCV/a+QyeHtJF5x75vWgBWK5FhE4mBqH5I9OCP7w6nDscS2S0+WLsCdwJ26aU9CgpHRKeyfKJDrHf5HhFW5J2ySWwgwoc/5LSf0Ob+a6Pf0ZBre5iAB13LgeBIY95SUl+Uaa+fkT+82aO973c+eDlyBfA+lkpFMhSASgMaqXwqnkvoFUqGgMlk8iBS8Cglcg+5jbZF7ULMhzbYaWSPcCIXw5tQKRRNDZaYUhxS6aecgRcOnI648gxzL2OY+dx9QX5vTj6jdo6Ua+Bi5gfZCnK4SErkCeM8lDxyY0e2seYhMaBBwMlIg25raTlFvOpZxdazj6qZ9HPAG8tr/gky2bGpP3vYD7RzL2JPMWBWKZNFNuwCZ8ESTgG0HvgZ2IsGW3nAjq8PXNJ7TZwCRrCVt+Ry5Qv9G3+G7Hrr47sg+SNOBi8L+no2Y7qQi3wMJilYRI3N22apZ6x+d/lRRoa9KC8ABD1yjPzRlnvv0Z0gdVqb5EKl1PTnBduXI/2069VVQv/5m29yfXmGPzUNMKhpSxpo2TS0zFRrTYGcJX7ds899fznrhqkYdjEIRAxVMKQ45dNNuA9yPuPutQ5y4vnLrOT5EVhHrw3wkONGRwvnQ8fYAa0lCox85OfJpnme9Af/t7vg1IN+xjArdtPsCLyIr1Wvd1/PDVByIdNPu6Y7zuLCHb3Us4x/JHkOhSIQbSL2LOGWFqEIWGzrQuMFTJKnIuBr9/JGTXOucH894+fSRF0Rs9iwycT8acevMxPdcJ8SsowVi3DB73MznhsWSXummfT8ZarIaQQAxvTgBceQLIqZCAWSxqRWSlauPlX41rsNbrA0SqAliySm3It/dfUhysS1FVgLtkP+nMqR+64R0D9aUaqYieNKxjLsbexAKRTRUMKU4ZNFN+2rENetz4FzHMr7RTXs08DaZsVyOpsvfh6w6x72pl5SX8fSk8cECX5WGZIrG1KewNhG6aY8BXg17aBPQy7GMvdk6p+LwQTft84GnqV2IvwCROWWq6WYmSdcdrtHOHzHJne0+HDrGJ0hG5tIMjjGSILBr5Jo5Bx6f+kS7wijfXbpp5yNZrUQZpHTYgdTZZavFRdwAN4mszRriZwEXIwFgT5KTXiZiDbJYcSryfxOSWS4gOTlkc+MaxzLeaOxBKBTROJTsnhWKWrhfvP9Feqq8opt2rmMZ7wA/of41ExBdl38k8F2C/RaUFhUb3oB/NDIBzWog5TIn4u8OwE1ZPqfiMEA37VuB96jraBakaQZSkH7tZKNRWlTMuOG3hSbww5BGoyHL78lkv/5MA46d0nPoifcZ9+14s2/JjlknnW6Gf3c5llEJ3EBmvl8jaYVkyGYjmbdMkjBTGK2eKIIeiDNinSdcTgf6jFg3f+9fJv/x6+HlH8XsNVZSXsbvpz994KJ183fH2GS2e76QJFGjpl4tiMjRV7g/hwI7EadLhaJJogwoFIckrtSvKzUNNM9FrNHfcyzjX7ppfw38ELg+C6fvR+yV51eAHzuWUY3lA5iYhfNHI5rk55Cx81U0IJo2amWbk376/JmjT36397ktaZ4OZnEb1jYTbgCuRFxK/44EV8+Q/V5dTOsx+LhpPQYDnOFEPOdYxgLdtO8FfkHmr40jke/Vj0nP8jzESmSCHkCuhYSSy3AzhP3efObp/SM30YDQg8sR2WCtXlwl5WX8acqfj2nhqzzmovULeXDEXV9N7jXsC8TABEC7ZPXszo9PfaJjgb+6cPSqWYXegH/zlJ5DN7njrEaCpXhZzUHuNvOR+t76Ohs2NvcCf63TX02haEKozJTiUMUD/JOaZpcAr+qm3QXAsYz3gB8h7nzZYBgitwjne+BnjmVUZ+mc8fjQPX84Y3TTbnYr9IpGRNNG+TTPm322fj7iD9Of7lZSXhZvshx5vTUlDoVg6mT3p8ixjK2OZcwHrqZh3/cbdNN+RzftcJMcHMt4EqkrHYKYQmSaA9QEIKmyFAkuhiDf00lJ4kqLirlr1IO82N9IxpjhFCSQ2ohkvVYAXw7duNgXym4V+io5ffPqjohZyzDEYGPoBeUfBQv81R6QDNgZm1a1B4qRutkjqW2AFA0fUqc1GFkwb4PUbDVHPkRqpVQgpWjSqGBKcUjiWMYW5Gb5ELICCSITeVc3bd3dJgjcjGjxs0FBxN87GstBz30/Hol4+ChkZRvdtPN10x6gm/ZZumkP1U27RYMPUtHkqfDmXewNBvKhltTpK8TgZM6o1bOdv0x+fPOo1R9uRK6v+UAsqVJjclziTZoFDxJWf+P21bulgcdwGfAv3bSPR9NGoWlPoWmjHMsIOJYxD5Efvo5kS0LsQzJqlwGXI5P/VBiGXFupsgWRfaf1/RYhtUyGLkjWqy/QaZ7eL1CRkxsAomW3OgD+Gd3OygltU+HNCy5u3+srpMn85gTn2oEoIvxILVuII2man8FEHABudCwjG5JRhSKjqGBKccjiWMYOxzIeQ25oP0KCqlOAD10LdRzL+BCRxbyZqfOWlJcxbuZzlJSX9UdWQUMUZuocafIEIm8BZJyvv2reiKaNQjJ4P0Vu/J8DLzTOEBVNFd20uz98wc/O3O/NB2pNBrcAQ0rKy4Za057UR6+e3d6a9lSX0Ss/OBaRHFUjNRxNhSr351DgRGBs+AOOZbyKyIkbkmsvX/H+B0gPvDuA19zvFRzL2ONYxhgkQ3IN4rLa2bGMu5DJ/6QUxutH+pgtQPr+pUpb4Aske9PgzOh2Vt4dl5qeV0+5cJ854s7PS4uK5yBB4VKk1mrv5J5DW9xxqel5qZ8RvGPUQ9rkXsM6IoZGJxHRfyyMjYir4TDE5KJL9l9N1nnEsYyNjT0IhSIZlJuf4rBBN+0TkELtAcB5jmXMCnvud8Cv6nuOGI5PK5CC6c7AJY5lLK/vedJFN+3BwIcl5WU5oXESxU1QN+3rHMv4T2ONU9G0cLO5a4CCCFe5UiTLk/O4/Zf2V658/2DG5+3e5229f+R94c5rHyOfgbRtmzPEfCTIa0wy6Sa4CegdnvV2/7/WUbtHXVZ5cuL4L0atnRverHk58Ouo5jqaNuqAN8/43Xk3dX2l38UXInWmHydxmoXE6H+VIhtpmgHHbKTuagli3hIreIpkObJQGIsVNK9m7auAfo0kiVcoUkZlphSHDY5lfAu85P5puv2cQkwiA85HMRyf+iKSw/Zk3oUqJVzZzbDwcSKSl+EHN9K0Uc74kcWhlWWFArgbV7YaJnXagkzW+wGnvNft7OPCs1bTug+KtLA+E8nOzqNxGYRYiR8qdAAeC3/AsQwHuCTTJwrLutd5bmqPwccGRJoV0vOdQliG6iCaNioIrxf6qm75n/f/OcwZP/JiJNvUH7F2vw/JVK2ntjSwkvgBA0i9WDmJ66m+JjuOg/UlnxqDiWTbVgSJPZcLIjVbzSmQqgLG1gqkwuSjjTcshSI2KphSHG4ccP+9ALgu9KBjGR8jcr+x9Tn4PL0/UWRQId5xLOPL+hw/EziWMd/n8f7Rp3lCUqf9wEwA65yxrwXQXidCqqM47InmBrYu/I8kC/S/Bo4BZiByq8YiE33mmhI366ZdyznOsYwZ1G2JkDahrPvYJTZPTnqsTkA1vfuglg+NuHvV2uM7BcPe3DoLNZU53vGaK3nO91fnAMMdywg6lrHUsYxJjmX8xbGM6xzL6I40oj0NGIMoB8YhLqwliMHCWUiQ3guxBj/KsYxuiBFHPCnfIKTOr6lxIjWfi9OQBb75yFjnUdfUCCSj1yfG8ebTuM2p0+EOxzIWhf5Y1q7oxsqc3HdQ9yRFE0ZZoysON+YC04GLgBuRpr7AQUOKl3TT7gT8Jp2DhyaUMTrIT0l/2Jnlpk/e/TmaNheZ6MwkGJykm7Zm7fh6hIdgqLYrNBHKdg8sRRNGN+1TASPi4RWIBGl1+IOlRcWJivNbIPUffZBMw2xkUpyJJqapcBoiJfLRAFbiDYAHeFs37TMcy9ge9vhMMjSZjpZ1j/y//u8pw8/wa54Vj037a3dvMJBH2EINmjYqgPZGvt9XEESi2f3efN48Zfi+sTHO6VjGAWCZ+5M0jmW8rZv2z4B/xNnsqFSO2QAEkLcllEUqKCkv6xtxL5kdZb/KKI+FaJ/hMWabp4HnQ3/opt3p0TYnPXHqlg2hhX91T1I0SVRmSnFY4VhGOXAxcC3QXTftubppd43Y5rfI6uf+KIdISBzHp0/TOV7WCAYnEQzeGappcCwj2GXn1w+FnKQInwgpDkt0074Uqd8ID3bmIJmAdBry7gz7PR+RM5Ujkq6GxIsEg6cigeE3DXz+bNAZ+K9u2uG2739EJJpb6nvwBFn3g0zoe37fB4x7naXtur8/ftiPJuoPTRmim/Zv53c65RceggUgEcPGY9p9f9eoBxk3/Kc366Z90cEDZE7S9RI1r3sJcu3tDfvpXs/jZxoP0BLYA3UzgaNXfrAakdSCyBjXIi6I8Zo1t0AWPBI1km9stgFXOJZxZ4QN+lPvdy0+6oA3L/SYuicpmiTKgEJx2KKbdndgGnJjOtOxjJ0Rz5+K9Lk4JlOndCyj8aRNMjk5mImKtdnEXsMeunTNnA6JtlMc2uimXYRkBMJdKOdQO9ORqpHCAqL39fEjMqaBSJDV0CxDsmUNlSHLpAFFOIuA4kg7ad20OyBysHb1OXiE+Ui8Tf1I8HIw4I4057nnkgcOzOh2Vvi1VT7m0+nf/nbGs2eGZbXG1Oc7SDftlkjt2G9pmoYTkWzHfc/GzXyOsUvsg0/857QRlQ9fePvnQE/kvT0WyUol83nJ1vWWCd4A7nQsY1v4g7ppD0fkwNxS9vZ/f/nhv75F3ZMUTRSVmVIctrg9WcYgjS/rOEQ5lrEM6YOSKRvlRukxpZt2blnHPrf6NM+bwB0+zfPmy/2N3+umfWaECQcAl66ePT48Y6U4bPkFde38e7n/zkZs9lOVyMVy58pBJnvfIM5kDckaJFnyPVCGSIHD+x7tQoLI1YjFe1NegSwgSj2YYxmbgN/V9+Ap9FnKQWSUtfYN1dT96sLbV0cEUgBF3bdtHOwGUhBZb5UGri37K0hd1eT6HCvbuOYex1+yevYXUDsTeMCbF1zSvkc5NZ+fkGoi2YWH45BeVanwCbLAkawRRkxiGJesR+rlrokMpFyODv3yj+IfPKzuSYqmjAqmFIc1jmWUAac7ljE1xvOzkca+9WUvDdw4UTftE3TT/guwdXPLNuNCzVa9wUB+QNN+iUwcN+imfb27vUc3bfWdoAjRNeJvh5pMQzGSyUk1a5vo+tIRx7a5SGPXbLIZyZT1dM/ZEnldQ5BxrkaCxm1INq4XkjlzkML+RI5xjUEf4D3dtFtHee55pMFyQzEMCURX4DZ1Li0q/nTc8Nu2v9PnvKgNaMMDCJ/mqarw5r2fiYG4dWSXIr32mhzhkr7Hpz7RsaS87GDwufjEHrOeHzD67xP6nN8OqafaCmxI8RR9kEA72kJAELkXzEGu9zlIpnYAUs+Yjyw4bKrva3t24qP+n37039cRo6dTHMsojbPrQsQwapZjGQ0tA1YoUkJNnLKIbtqabtrXNPY4FPFxLGNpgk3+jcj96kOQBjR80U37WEQ+cTYwfuS6ubfhrmZW5uT6F3XovQmoQFzaXtZNe4P7/FzdtKM5tykOI3TTvgAJKsIJl6juJD2SXUkfgixALEq0YRrsQSaNrYkuOQQJGnshAUHkIkgXxA3uGyRIaGoNgM8Hluqm3S/8QccyqpAAsiE5hprWEEMR44/jkTqfOnU84dmr2y8zfT3un/BBBsfiIXOS7YwSbu5R4K/2uC01KC0q3vWD6/84+s4Fr9+GNFXXkOA0nf5h66mbtVyMuHJ2Rf5/hrn/hmec85AFh7R6ll231F4Sem15fl+OOful7Y5lvORYRjzjDBzL2Aw8Avw6nfMqFA2JCqayiFtI+VHob920+0eTVSmaNu7/49/reZiWQEMG1mcgTlZDHcuw8ryo/FQAACAASURBVHzV7yKSxqfz/dWXPz1xfEfEhvc3yIQ11BPobGQiphYBDlN00+4NRGZql1G75iKaLCcZjk68yUHaIdfxAmBHmucLx4+suvuQ15Ls5PD7GI93QIKEne5xUzGsCSKr7tn6aUX0LExFCmPMJscS4xoKSQnf63b2L8IbEdcXxzL8iBFFk2Nh51P3h4x/qj051YOdZdcjAcxQxzJCwfwEZEHDS3qNiwcjdXOrkc/zYsRBsAfSxLgOEfK8SuQ6/xzJVH1ITauRSNYhQdDJ52xc8gg1n41UDSQedyxjfgrbKxSNgjKgaEB0074a0ZHnApti6IQVTRTdtFcQu59HMnwNdIhwK0rl/CcCVyIBT8hKK4Cs9J7uNupMG92076b2BOxF4E1gQdgNXXGIo5v2hcD91F7FznF/QtduZ0SSlyrfIfUbqbIDcS+LlUlKxAYkmErHwW0pMrEtSLDdTqTeqx+yeBKPhjIE6OjWSwGgm/ajgNkA503EJiQYjcWLwC21GrdmCN20r3OPHzIbCQA2cm10y/T5kuAfwE+d8SMvIYFBkG7azyMBfH3HuQMJrI5Csqwg1/nBbGakYYjbO2474g75mmMZQd2084BbgKeQuc1NQLljGbWzjkmaHykUzRXVZ6oBcSzjjdDvumkP0037YscyHmrMMSmSw3U261HPw5yI2DGvTOP8lwDvEj2bvJs0bdwj+AfyGouRm+pY98fRTXsssMGVXigObVYBJyB1RJnmOJJ3IAunFRJILUIm4W2T3C+ASPHORhax0qEfyQU/x7rb7HW370169vGZYid1Mwe/B64iehPmhuQzYgdTnwA3prvolAjHMv6jm/YmpIZqH/BPxzK+1E37CRonmBL1gxWcROL+Sf8GflLP032OGMtcFPF4AVKnBNB6sLOka3hfsR+sfL+8tKj47PA+Zo5lVOmmHfosv+pYxkdEI5jUa1Momi1K5tdIuMYGv9RNu0hJ/5oF15Pi4kMMB6NnddNOtMIdjXOJ/nkNAKMcy9ga5bmUcCzjgGMZtzmW0R9pnhhCRyQdG3XTTquZsaL54GYyzid77pPf1mPfM0h+XA4iRxpG+oFUiEEkb95wlHvOIxFZVL17PKXJEYgBxEEcy9iHyI0bu+ddmyiPVSL9/a7LViAVwrGMDx3LuNexjF87lhFyuVsVd6fssB54ONmN3XlDzO/gGPeccBa554y2GNETkQ+eBfjDzUCqcrz+C8sXPhDREDrE68ALwKvJvg6F4lBDyfwaEd20j0Ju9uXIhLjeFqSK7KCb9mmI41FSdRYxJBKhp190LOPHKZ7/XWQlNZIpjmVcksqxkjhXL0ROuAOpsTgRkUhtBhY6lrFWN20dkXd8jRREFyE1LouA9yL73CiaH7ppLwJOz8KhP0WMCOrDBiRIOQ0JWiKZg9hhp7NwEQ2H9GSNIHbWZUAn5POSj2ToOmViYAk42bGMzyMf1E07B/gnkNL3UD0JIjLIPdQ1NwGY7FhGfRv1ps1zA694srC64s4kemhlgi+RhsovOJYRqyYvKu7i6zikBrYo9Hice85292cP8pmACElfFNYDrUrKy44fuWbO5pLPPr7ryMr9E6KM4zrAQOqxPMDZ9ZWbKxTNESXza1wqkZt9d8TxaEHjDkcRC8cyPtVN+2ZkApIwoAp3Z2rhq2SwsyT8Bn29btqPJHvT0U27PTAixtNHJXOMVHAsYzXiohSPbcCakvKylwc7S1jcvtcXk3sN6wxwwfqFFWva3PG+3+N5q8+Wz17M9PgUDUa2mudmQpLa1f0JbwK8Fsl6daR2Y+FMsJn0g6lcZLIZQHonNaT0bzhRzHMcy/Drpn0T0mMv0+9VOKEAajfijhivL1lDNUyui6aNulnz3OoNBrhqeWnk4lemuQd4Nt16MDdr97+6aVcisk0g5j0ngMwzIiXqedRtwB1iHnK9UlpUTGlR8Y8dy4hmGhHptDeTxsvCKhSNipL5NSKuVe3twEmOZahAqonjWMbLiKb+RRI07gyXSOz35jNP7x/+dA7wum7aJ8WTeOqm3VY37Z8izkuxAri5Sb+ADOJYxveLn7z2wNMTrcDYJTaPT/trp5LyMkrKy3hi8h8Lem5zjK7bv/q/vxVf8YSSsTZPfrh06tYEkqF0yaSpQAfEiWw+MmEcRnbqgTLRU8qDBFQNScxMj5s9/lcGz7UTcYpbiNSMTUcMR05FJu2xgsgg8DLiVtdYDA81Cw4FIlnidscy/pohY41/ECaZjXHPWQS0j7Jvb2Lfw86ktjw1loV574i/73Aso6m4RSoUDYqS+SkUaaCb9m2Ig1HM1dSS8jIGO0tIIBv5ChiPrB4PRcwfuiK69Z5xhrAUKdR+1rGMZam/gujopn0jcNrd81494oqVpUd03L311XD3Jd20/we4ACh/+Y1f9x7qLB0Qeu4/p11Ukef3HbhqRemxocdeP2X4HnPE3UWOZWzVTXsAIg2sdsf/fLZrIxRpommjqj05b+UG/LlRZKr1ZS7RZV71YTHZkSSGyIQ0EWSCmqx5RibwIc6MT0eT3uqm3QIxxOmS5vHLEDMDnboOhkHEyltPcIwfuQtVjYemjQrCaxq0yML1HuIhxzIey+QBddMeBUwM/R1xz1mNGLfEut4+QRrzUlJextCNi/0LO5+6d1r3QS2RwP8Acr16gNMcy6hVf6eb9rVIdqoa+LljGXYmX5t7jm7AnYiUfDawy7GM+tRcKhRZQcn8FIo0cCzjOd203wAuRorTS5Ag6CCuRCLRoToiZg+/I3ZDyR3UuHLlXLZq1u4BX63ssT+vxaybP56QsUDKxRm1evavby17W2/hq8SveS7L0bSrwgIqC5HtfOQN+EcHoY8GhRXevKA3EBh/4fqFK4LwsiZypv1XrPzghmuWzQg3x9iHNDltEfXsNRa6u5GeRMpKt3EYnhvw50JUmWp9yVQdU0PSOUPHyUSGKxW8wF+Bs3TTviEyI+JYxn7dtG8F3qNuQ9dEfIws/sRCQyzQ9RjPlyG1PJNTPG/mCQYnaZo25u3e5/5jWvfBJ2Q4kKpGbN5fzORBARzLmKSb9mpEQhl5z+lE/L5iOcBnl6/8oOIP05/qWeCvzrlixfvHeAKBb+yeQwoQd8pK5L72d920rwlf/HIs41XdtF8DPG4Pr2xwE3CH+3uAhqkzVChSRmWmFIoMoJt2a+Bx4EdZOPzBupCS8jKenmgFCvzVngBahYfg1RkPNjTtKWpuYABPEwzeGWPbUcDwT9r3XD5g0+p/hj9GqoGQ7PcatQOt/cAYFVA1MJo2qsrjfTsv4PNmYaV+PZm3oM52ZipTfEnDTgirkFqyNsDDjmX8X7SNdNMegtS85CPfN20Qw4IAknE6idqLrwfrahJQjUj9IrMjzzqWcXvyL6Nh0E37SSQTkinWAmMdy8i4VjaE23vqJxBVDRFeUxjJCqD3uJnPecYuqUkqvdjfYNzw29YgtdweatoC/DgbAWE83EAxXKFxtmMZC2Ntr1A0FqpmSqHIAI5lbHMsYywyoXuJ+CuCqfA5YSu7g50lFPirPQAeggVI0JJpZpJsx/pgcBLB4J0HA6mwx9IIgIZTN2PVguy8RkUc9IemTL1/5H3fvNjfyIbkqXUmD9YAZLIOpCFrptYgwdQpSDDzsG7aUS3iHcuYi/QB+g6ZfHdFGoOfgQS+XiRDvh6pp4lnJBFOLrDO/X0L8AxSc/rXlF9Nw5DJoOc1oF82AymXXKhx8xu7xOapSY8xvPwjH/J/OTvGfn0BT4xaq55IDRyI/HwZ8LRu2l2jHShbXLRuQYeIus2rGvL8CkWyKJmfQpFBHMtYAozVTfs+4DxEBnMTsSV8iTgJkbx9Dpw0T+/PNctnBgt8VVoQ9mvxAp10CQYnoWljaPiO9TOBG6mbmcr8a1Qk4ozJPYfmTu45dDNy7QUQi/yi+LslxbFIgJIpuZ+f7C4MLqfGUrq+NGQwtZXaq/o68p30XoztbwamIfWa0Wjl/qSSVdwEfAA8CsxxLCOyiXBT4+MMHWcP8FK2DRlcc58LoLabX6GvkmuXTlsxs2hgPySrtBLoE+0YpUXF3DXqwWj1vbsRC38NaeK9C5jsyv0yLS+vgy/He+mfPd6jWvgqwx0WP8z2eRWKdFDBlEKRBRzL2AG8Bbylm/ZvEeOFUH1VyJmvHLFa34zc8K5EJpohvnB/QAKMk0qLinlwxF0bf/3B8/Nbf7/rLf2hKVMcdwPdtFshEqJvgSMcy9iQ9gtojI71tYO43WSm4F+RHgeQa64lNW5gAWTlvhX1D6qWEb/eJhUWkHlDCxDzhvnIZzNT1DuYStLYBiIMIUrKy7hm2XuPM35kfrQFEscyduumfXSK50jECMcyVtbnAA3MBiQIjdZUOBH7kMa/LwGvOpaxO5MDi8EJoV/m6f0C1376XiAv4PMC+zvv3vIn4N9IMBR3LDHqew8gi1ktkMzmt0gW7BPdtO91LOOZzL2Murx/8oBHLyz/CJC6zR8tnvxxaVHxtGyeU6FIF1UzpVA0IG7AcwkSQM0KL9zVTfs4xNXvB+5DKxApRiRBYAZykzsDkc98hxQhh2d1ViJ6/cUZfhnZp3b9lKqbSod0atfcfX49/LYe/+5vlMTYaisSFITqYILUNi/Ygqxih56L/Dfo7lvffkv7kWa6B8hOvdQSROqWCUJSq56kN1EHEjYDD2cfkvnzRu7n0zxV3mDgyshrQjdtD7C3pLysRZLnSMQ8YGhzc+zUTXss6VnGn+dYxqwMDychuml7EdllhTN+5MmEfeZ103YQ85R03Sg/pnZWNvSZCAIXxug/lRHuuPShzY9N/euJLXyVVObkBvL91aPVPUDRVFGZKYWiAXEzVi/FeO473bSvBv4GXIYbSEVZJZ6HZLiOdHftQnRr4z7IKuLvHcv4dZTnmzLh9VOhuil1I02W2sHojWha4mA0bJ9fzHqBb446PtYkug1SO9MCkesdj0yyvkdWyttQt0loOnyDyMROR4K3XUjm4GQk69IC18UsC3xF5gKpMjKU3UrQDDycVYRl/sL38wYDedOKznrsNtOeE2F3fSRQNdhZ0iLJc0Tjc8AGXnQlz82Rl5DanFiN0qOxDfgwK6NJgGMZPsSABazgKmp/T25A1A3pNmZuFfH3KdQsnvxTN+0u2QqWp/QcOqf7Vueakg1lrG/decmlq2er739Fk0UZUCgUTQg3U3UL8CTULip+ctJjlJR/FERWGo8MPR+lsepupJfPbCS7NbAhX0OGCDfB8JFApqKoQ7RgNOl9kmhc2g0JOBzkPnI6MmHrTm2pajqsQXrgtEX64HiQRrDHI9dya8R1Lpt8nsFjZcxwI0Ez8HDCG63OXd6u26qKnNwAwAFvXvDdPud2AFbopn1+aCPHMvYAb6RwjhB+4DdIAN3VsYy7mnEghRsc3EpqxiPH0jQXpz8lwtQnxj0jFtvdf3cj78cmarLQnclOg2wAJr9494xbPnnH33P7F1y4fmF/d7FHoWiSKJmfQtFE0U177O+nP/3sD5dNLww9trBD713ftGxTMaPbwBY+j7dluBzn7lE/988sGliByPvCl5JtxzJGNvgLqC+a9jvgIWSSoqR+qZCOTDJsn8qcXOZ1PpXXThuRKCuRSSMJkFqqDkjhezghe+ZM1vPEowzJTEV1v0uBA+5P5Ap/2iT5+uciQdx2xHiiQ8R+lYiEqztwu2MZbwHopn0p8G6S5wggdTTXOJYxJ1Ovr6mgm/Z04MIUdunpWMbabI0nHXTTvhCYjvv5SSATnY00YG6N1PVuQRz9BiGZzq7IokZ4xu4njmW8kJXBR7TomFZ01rrbLv/VQiSwe9KxjEwueCgU9UIFUwpFE2ZP/hGXH1m1/z8eKPRpOX6/puXkB3wc8ObxcYdeVcOcT0NmFrzZt2TngxffU03dmowLsqltzxqaNgUwwh6xgY2oRr7JkWbNVBBu8XlyRuQG/J6KnNzAgxff/cWkXueEVqQ7UbtPUrq1GNGYQ2w50k6knqdTjMngOqSWqwDJZOYiwVA66ostSFZsLfWXKzZW/6t472U4yxFp5k2OZUxx62+2Ed99dBMyyZ0GVDe3mqhk0U37YeC3kY/HCTRHOpZhR27fmOim3QIJeI8EPhs387mTo/SUAgm+Y5m47AWOcn8/gMj8QtmufzuWcUMWhg6aNioAr3ugsMrj9f15yHVv/W3gFaORQC8I/I9jGb/PyrkVihRRMj+FognTsvL7CR64BnjaG/RPzw/4ACj0VdGiunKPT/NUAVR484Izis46lujF7em7+jUWEgiEGyBUu3/fAbymJB9JkE6/r2BwkgYbcwN+D0CBv9pz9hfLjkOyg0HqZoxaIEFMVJKQFK1CJHVrcSf/MfY5FtgVrWbIpRKZDA5ArL3PQDK0G5AMzGzg67DjOe5jcxBJ4Wykoe5cJJBagUwc62uVXVXP/dMhQPJui6cgr/NF3bSHuvU3kfblu5H2DhciRgedHMuY6FhG1aEaSLnUMe6pK7uuc402KRzL2I9Y3gNsmaf3J3TPOFBbwhnP7v6osN8LEXOTEFmT+REMThpX8tO5b/Qdvqu0qPgX5of/GgNchCwQ7QV6udbwCkWj0xQ1vgqFIpyQTbkEEOfiSrcGbF7zk7d7n9e3wpv38I7ClgWhiWUUWU4bJKPTnLiF2nUxm6lpXqwMKbLLzMqc3J/l+6s9lR4v7XdvzR2xdl73aT0G+5GszwFkUgUyCZtLlCA+XFIU1icmcrPvCMugJNiny/J23VZW5MzoVeCv9oTV86wnuhHFKRF/B5DAqRLJWulR9gll3QqR4NGpp6ywvjLBdFhEan2xdES+NVk3bRN4DvgpEnB+AdzlWMb2mHsfuixCrveD86QEBiCrG3yEybHI/ddfWlTM3C79Hjh905pTf3XRHReUFhVXIIH3ZsJs1uMQoHYN4HcZHmstXj595I+R7OlOB3As40MA3bQHIkZNx1FT16VQNBoqM6VQNBckqBoDPI1bA/ODle//vkV1xW9uWvRuMMZq6V7EKCBr6KZ9nm7ar+qmfbz7d16ifeJSNytVCbxCjSGFauSbTYLBSc8NvOKFD7v0q0KDIV8sK/yT/ZdWJeVlrRFziEJk4jgPcfGrBj4LO8JSoCxOFilEOREBT4J9jprQ5/w+d1xqet7pdc43v7jojg2lRcVBRJaXzMKgB8lcDSaiKD8KXYHgyDVzej41aXysTEQynIEEJZlmH5I9i2QZMvZUaQXsvWD9wj/Ne+7G3s74kbc5ljHIsYxrD9NACscytiET9oPEMef4sAmbboSyyW2A4I+vfOS1lpXf3/TUxPGdHMvoBpyPfBYPEiM77Ed6uoVng7J6bTiW8TXibDsl4vG1yMLiKbppV+imPUVlqRSNiQqmFIrmRBTp1ujVH55Y6KvSIOoE9HP3hpRxdNP26qZ9DzABqS0J3cze1k07lZXxSIZTOytVSjD4MBGBZD2Or0jAE4N/eOvOwpbb8v0iK23hq2ToxsU+alzieiFBSX/gPMSu/CMkkOoHnPFJhz5b4rjCbUJkUbVqc5JxkistKt577yUPfD+x97ld3fNl6z7W7dzPFuUV+kSpl4TDYSwyvXr/OdHdLbciWYZUzS72AYUl5WXtn544PrfDnq1Xk4aUVjftVrppP6Gb9hspnr8p8xukXg+QrP9dox7kxf5GNPOGpspGZFGtKzA5Mjh2LOMD4GHchtKRUsYL1i+sQOSw3yKf+XC2ZXvwjmXMcyzjW920B4WaSruPB92xW0htbbT2IApFg6BkfgpF82cmcCPQ4oA3LzhP7xekZoI5P5MnchsLD0JqQf6ATJynAo8A23XTHgC0B17RTXsp8JpjGe8AqRgiHHw9iMzmU6BG7qjIOo5lBDb+45aHfJrnBW8wkFeRkxtY0PnU74nfLyncgj/H7jlke6U3r20MidwXyHVUi9BkNY6sbh5SExXKvvRHpHvZoGx697NPN9bODUTIClOlHRFysXpyEpIR2B/x+DpimwjEYy/QabCzhLyALzTGuFJa3bQLkWvhPMQQ4AKkITHA62mMoUniWMY23bRvAf4beqy0qDjaddlka8ccy9iqm/Z7SGZqQoxtNuim/QpwfWR2+KJ1C3bN6HZWNDOTt4GsGEDopt3WsYwtEQ+fAszSTftLxzK6umYpP0Cu+VXAOWS2pYFCkTQqmFIomjvB4CQ0bQww/NFzb+xWWjTwFGSVeifQQTftfMcyKuMfJD66aRcDLwInIg1TQ8wGLkYmXf+lttNbV+AK3bTHOONHHiBOE1lXolEItOChKR8v/es1fzumYt9dmnxH3YumfayyUQ1Llx2bX0HT9u4qOPKy35x/85nTuw/qneIhqkqLiveUFhW3jPJctOzJRwClRcWe0qJiDyIrCrmRHYc08T0PyInYL5V+QMmyABg4s2igxxxx1/rTvl7bLc2aqdnI5+BLMlesvxypVTs+7LENpN/AuC2wdnH7Xi2uXj6zY6GvSgvCAc2V0uqmnYN8rjsgjcCvQSawoUz0l9T+3O/k0GICItXU42zTZIMp3bRbIgsQXmIEUy4PAiXz9P7trlpeSgtfJRU5uYF5XU77DnEDDDWJ3w78Gvh7NgxIdNM+G8k0/SriqVbIIt4/ddO+DrkeJyNB4lBEbqxQNAoqmFIoDgXcrM3Lpv0cskrcNlQ4v6uw5dNg3JzgCDFxAx2buk5uC5HV6SAygepEXTTgL+/0Oic4evWHB5vILmtbdMelpj3Z/fs2RL4Xmpz9Id9ffZRW8/2kDCcai2Bw0jEwaYJpDwbmpmjG0B8JSk4FjkDqq/YhgcAWajIZISqJnvnqhMja9hC9p1WmJ3TVSP8lD8C7vc/l3d7nBkhdTjiHmtezCskkhT4DuxAHwzbED7JC0soj3L8/R4KzAkRauQBZse9I+o2MNaDH5F7DvqjIzfcPcpZ6qz25FUXfffm/0y+680FOu6gXqTnVzUpzHE0SxzICumm/CIyLsclypJawqXI8Emx/6VjG3lgbOZaxRTft3qVFxac8Mfjan524Z+tV8/T+ntKi4vBFlCeAcY5lZKWJuptt+i3wzyhPvwv8HXgMuBbY61iGpZv2NOCspmZLrzi8UMGUQnFoMR0wrlw+89tHZv7tDLcfz03PDxi9+6ZP3nkgzWN2pW4gBTUrgU8hWakxSLFwJO3sHkO4cP3Cg/2Bnjr7muFILclWZOIaziV/K77ikzsXvF6dG/DnogwnmgLzfz77pWduXDTp9kLXae/nF9/zjd1zyAZkEh+kdqPoEKEg4FugLzUB87lI1mYo4jbmoXZhezhHI1LPYUTvh1NYZ48w0nDjW4YYR3yCXHsaYg/dLpmdw44RLo3qTVjjYWRyOxDJeOwiel+naiTgauVu3xZZmQ83zzgbeI8EzWWTfA86zywaOCeINvTJSY8d28JXeeyZX61i+xHHppKR24dMeg81Xid6MPUNMNixjL26aR/hWMb3DTuspNiKLGg8nWhDxzJ2ArPBmK2b9hKkHinErxzL+EOWxhhatPsj8AfHMt6PMrZVummfC1yPfC5D/dt+iVvvpVA0FsqAQqH4f/buPEyK6mr8+LdnBgZGcCXuYqmMqKACGkFB0QgqlKJRo/JqjEuicddotPT3xpA3JhYYNSJqYqJxiTHuipaIjDHAgOACgso2ioW4oKIgyMAwS//+ONVMT08v1d3V28z5PA8PTHd11QWmp+vce+45HYhrmy8Ah42r+ev86Lz37eu/O9vL/W/DsJwf3HTC5TOmVQ9+/74hp080LGf3mOd7IGk9sZpo7U1ysJfukbAMdIKN29vRPpACOHDi0LEXXHLKTV1e3G/Yx6t6bH+BpvgVlmub4cvmPBXuHvU9NXjlez9AApvDkBSztXFeuhYJqHZCvj8qaJ3EG44E1D9Eboy2ifP6WLFB/Qzv9XGl6AuUSKQa5UZvjEeRXiAVCYBiRVbVvkKCNZDUsa+QvWDLkD2Oc5BV3++RAHQ35GZ4J+I3EU5axSzNf4OjzCUzv0hRhTFaI22DuxmubXa4dCvXNpcSv3piLfC993NznmE5sautxeAoJFjfKtWBMSIFHZqB63IcSJUDdwEfxwukomxGPnvucG3zQwCvN1p/w3KeMixnj1yNUalkdGVKqQ7Gtc1VjN/0EnA2UFVfUYmX936PYTlVyAx5BXDTyLo5J91cc3+oW3Nj2TB3Qb95u+73S8NirGubz3ilzqfQeuMXrREpIrAzMNywnFeQ/SwJJdi4ner4vYDvXN+vUjm0pTBIU6iM7yp7RH9+9ERWjwbEvCZVha3ofT99kRnmeJN8kccOQMo4VyPl2eNtjN8iRV+geD6itVz7MCRYO5TkpdTfRQKfFu+4eO8XaE1HjKT3RexL68REsuapiSRN70v338DZ78hdRi2d1dKtubFsY+qiG7Npm5r5tP9hl5zHaLtSMwl40vvzccj/3SuG5fRPlk5XACd6vz9oWM4fgf18jm8NUnVzrGubtbkanLcidTfwumubTyU71rXNWYblHEmkKJG8/jjkvXo6sp/rklyNValEdGVKqY7I60m1oUu3v914whUfPdv/2NVIAHUnsnflTeCU0Utqv+zW3FgG0L2pgaPc+SHgKcNyXgPeIfGNYXckrSsyzX08uWtQerNhOfcYlmPk6PzKD/meujMMTRXhFi58+4XYVY7vkO+rT6Me+wL/BSK6IQF6PHtGnSeS0pOyLLOfUutRvgai07TKaE1DTGSDN65h3rGJ3i8gq2+vkmQlLQMrib+PbIs0/w2oqR7M5SdbZQ8NMrn6pGvra6oH1yJpi7FiA6mvkSIzHdWfgIe9P7/m2uYVrm3O9FblI2mWvZFy6sXkQO/3MqSA0Pk+X/dHYGAuAylPH+DWVIFUlJXAXwzL2dmwnB8B/0QKYkD7Rt1K5UUoHC7aIjRKqQB4M38G8C1SyOF+JMXujQ9vO3l8RUvzv4CqFdbzVgAAIABJREFUMNRferK1acp+w7ZH9ov4uenze1w2wrSuEPwZ+K1rm805vqaKJxS6G7g88uVDg0zGjdwyETwb2cOzAElLg9a+U340I4Updkvw/Brk+/YjpPhC9B6khNLYMzWLOOXavet2o/3erM+QQGqfVGOI87o1SGW8bPh+72Wwbyyez5C9WxW0BpDRq2L/59rmbzM9eSkwLKcMuAF4zLXNT6Ief5fW7/mNwJ5e09+CMyznf5A0v3u8h2a6tpl0RbdYGZZzK3AFkrLYSPsJvDXADllVGfTfwkOpLTSYUqqTMSznECRd61JgtDv+xC54Hx7GDS+dgZScHUjbEuiJxCsIELTITXrE35dPOOnFsnBYP/DyTW40HgeqNlZUckXr/rfowOZrZP/TDGQ/VbvvowQ397W0bwoaEQmgoLVMta9gyqevkRu0ROl8M5G9VCHkZvkHZF6KHOTvsAfty7ynYw3SkHUPbzz5UoekKUbvcduABBBBNygufqHQmHd23e/+td167PT4gFGR72fLtc3xhR4ayGSaa5thw3KuAe5A/q+2d21zc4GHlhbDcoYgewkXIdVlFyMBYuwkx/ZeIY30Rf18Q4pclG6D+HwHhZ08CNVgSqlOyLCcHwA7urb5QczjXYEXgBPSON105MNnM7KK1Jv4ZdIz9S0yG741yI34/c/+fmOZfIiW9gdeKfI+NF/uO3TFpafceDrQd+SyN6qGrni3a1RwtB7ZR9SucEOkIEKksmNUQZJkq1jLaS0h/um10x/Z/cQlM77/YMd9eqzusW0mKy4NSLprf2S/1wwS77+aS/xKhdlaiKRd9Up1YApLiF+YIhdWIEFn7Jj/5Nrmr/M0huIh74Un8VboGsoquOyUG6mpHnyta5t3FHZw7RmW8yaymvk0sheqqcDj2RZocG1zo49jL0cmMh70gsNdkIBqGyT1dzyyariTa5urMxpQzMo7MIlw+IqMzlVI+Q4KO1IQmiEtQKFUJ+SloLRLQ3Ftc7NhOecje138il0dWEfqJpd+1SLFBrZURxvmzqOsdTaybQ+qTj47lhdeT7PRAJZz++0v3XHT6KW1t3Rv2swZC2siwVFPYClxgqkEBRFaSF58Ye/RS2Z+ddjK93fsvXbVVscsf4cQ9DDWriIE0df18zdYjTSaPRzZf7GM5IUs4lXmC8JByIpbJRLQZWo/ZK9aX/xVRMzU50haVWwgtQ64LYfXLWYjiUp1rGxpinw/F2vfqcuRvV8/Aj41pNffZYVYpTIsZ3skGPrcsJyRqQIg1zZjS7v3pPX7fQnS5LdHxoGU2FJkh9JuyTGS1lX2fPRpzPf1io4WoFBKteHa5ipkb0SmImld06N+zUZuYNMRRoKmnaIfjN5Q31hW3ripoutrAN9XVp3aIv1gLg/D415gpXLItc3waR/8Z+fuTXIvFlNKuy/yf99m9jv6/6+hrII91n7J8ctmbyLO5N6IurmMm3Yf105/hDteuqPXefMcjl7+zraRWuCR36uaGjhu2exvfQz5S+T7M1KFYQ9a+9XEMx0J5nNlH2RFLluHEb9IRFBWIyvPu8Z57reubX6Vw2sXs2nIKicAjWXlLRCykX5/Rce1zTeRzIMuyP7EnwN3G5YTZCZBSl4p9HuRdNEBSBPetLi2uQypqNiCpNweClyf1cC8wk3eeUt5dWUaEgxCfoLCfF+v6Gian1KqDcNytkFWFXZKdWwampE9HummNMXdRxPZc/P27v0+fWn/o3YClk54+c+7nvFezZZVhNf3PuTd83/yuz8BL7m2+V02g1dJRKV4bC6raLr0lBsrYlaI2u2rG1E3l7HvTmHYigVUNjdSX1HJ/x5/6QfP9j+2X/QxkXTA5lCopTwcTjb5V//xdrtedMxF919P8opeydL54nkTCVRyqRHZCzKAJPsUfRSR2IwEi0H32lmH3HjHWzlcjPSZ63C9pXyT7/9ID7/7C3UDblhOhZ+0PcNyLgb+ggTfm5AU1uXAUa5tfpbTQYZCYxrLyk/4zXGXDvj3wccfHvVMC9Ls+UHg1XS+nwzLqUbKod/k2qbfyqEdn+6ZyisNppRSbRiWU4k0W21XcjmLqmCZFqpoAaYiN5nxKq1tOW/0zffGiq5cfdJ19VP3PaIKuVm9HrgrqypPKrGoD1Ljhpd6IDdFkfSn2AIiG4G6e567tcpcNqtP5MFn+h3z5bUnXrslgP/jlLu//5+FU3tEva4JWb2qB15C0tuWIE1vpxEOTzYsZzSyOT2eTd45eiR4Pp5EFf6A6PfDwJaa6iF+Mj2akYBnFySwg9ZmxquB0Ymuk2CfWbQ5SCC5EBjiYyx+rENWlONVHmwGjs5D6Wzlg2E5byOrwZ8gadZLgP+N3Y9kWM45wKNxTvEqcELOfkaGQmOaQ6EnysPhbkm+hwF+59rmuJyMQakc0TQ/pVQbrm02ENUUMSJyQ3fePIeJkyfE9hjKlWZkhWzbOM9NJypAq6kezJVjruehQSY3HX/5Ii+QArlZvRN41LCcpD15VIbC4cmEw1cQDk92bfNfSAAyxXs2Msv8OpJCs61rmweby2Zdi5caEoZ6c+msXwLHIH16jh+zZMbPaJs6Mp7W9JszCYcP9n6/Imom9BXiB1MfIT2C2gVSkVTCBN/PCUvwR78f7p48IWQunvkFspIa+5rPkDLmM5DAb2fvseHeryOQ1a/RyEpYtO8h/j6zGLO9c0QKwWSq2RtnPZJmuzWJS7jf1OECqVBoDKHQ3SWaIvwbZALjAOR76VfAvwzLiU2ffYz4qaXHkcM2F2/tdsCvysPhbpDwexjgcA2kVCnSAhRKqTYMy+kC9It9PEHhAL+nbUnw+GZkY3tvWid31iNFAeq9cUT2t8SWwm7Xj6imenBkTPFuKM8GFhmW83DO01k6Odc23wFGG5bTH9kX9DPXNts25A2HJxMKjQVGhmBat8aGya48818A7HoIhZpII3XEtc0Ww3LGAjcigcWzyErQsjn3nHvG7N4Hn/zyfsN2jnzfRq/4JChicSiyf7APMaLfD92bNod++On7uzj7H7kLkjK1Evl8NZDAKTZVcPcEf4X9kdWwXsgkQBcgXGsM6nnGwpotK1MxjXf/gwShkS1kRyGNkzcgq4ADElzrHeT/Zlvv7/i592c/aZAvIIUMOo62FckuIBQqqT0zrm1OMSznbGTfaORn6SnA/YblXBRJAfQq4c0lfuXMIFO7tzAs5yenDjh+hwNX1bV0a24s21TepWXhLvsuBr6hdW/sy8jPfaVKjqb5KaXaMSxnEnBZ9GM+U40ScZEbxNiVgWbk5vEwJD2pEZmpD9FebKrgG0hFtkTeoW1xgXXIZvEXXdu80O/AVQcQdaPcUN6l+bKTrfKa6sGMm3Yf581rXciKaUIcEft9txpYPaJuTt9JkyfQrWlzKIP3Qzo+ATaNWfTfiqHugu3/u8+h4Sl9h36AvHcqkT0vH5B4BWkGMinRHQkUXO+1+yB7oZYhqxl+9zPOR/bXfJ/ZX6dIdZCy2IblnIGk2W4V9fCLSCn0Dd4xQ4HXr53+SJcRH86lps9gbh9+LsBBrm2+F/B4BiDvoR6RtNj5u+7/0Qv9jo5udn2Za5v3BnldpfJJgymlVBuG5eyH9OCJbYaYzZ4pSLyZ3+9+qujGrSCl3T8kcUD1NrKyEBEpZvE98APdrNyJxNwoP37Qcd/fOOrKHmlMEET2fX2CNNrdDdh86vuvLTvoi2X9M3w/pCO6z1Y8fgplNHjn2ZrWVd0mZG9NokAs1qfAYNc2P/d5fOnoQL1yDMvpC7xG29X794HTXdtcCjDDGOQcuWL+6BCyNDRpyBncPvzcU13bfC7AceyNvHeiV7zWIZ8tXbyvlwD9XNtMlL2gVNHTYEopBYBhOSFkP8dzBN+kNNnNnp8bwRbkM7885vHPkHLNsStZTcjNY2R29mtgO1pTm090bTNRoQLV0cTcKN9wwhXvPXHw8YMhrQmChcj34MFRj8WmnubKYiQFMJH1yM1punsCU44/8u8zt/dBa6b0HXq0a5sL07xG6ehAFckMyzkNac4b7XNgiGubK5tCZe9VEN4SRC/utSejLrznVtc2b8ryuqcDpyHFUPrS9md2CxI8HRD1WBgwXducglIlSoMppRQAhuVcADyQw0skunGrB95D9jklW6GaS/wgL3Le6cgNZTmSi38wEkQdjFQ6i17BelBT/TqZthUHf4nMlpchN3MNSJpbPRKIVyLfS7vT2oxyCjAq6ozrvNenUx0wU643nnb7BKMkrTyYQKL3FNA2tbcFNpbBWaUeZHQW3uTYbcC1MU99AAxzx594XRj+X8zKFEDGq1NeI95vkhwSmy0QsQbYN8uGu/HGE9IKrioftACFUipSdGJQygP9W+v9XoYEN+8hs+Zh2q8iVSFlq1NVkortoRLZbxVGihb0oO0HdQuyof4b2qcCnmJYzmSkB1XCim2qA5EgYLKXAhUdFMUG+QtoLcCyCQk4GmnfA+p92pZ8z6XYFdl44u0zTCXpjeaRUUU2yiQ1aySgwVQJ8IKI6wzLmYqsUEW+f/sBrnHDS+vGTfvLF2ctmLrurd37fXj78HNHjKibWzl6Se29jD+x2U/Q7DXfvQp5j3wEpJqgStQ/qhutlTsD4U0Ovom8T1U+daAVXr+0NLpSCqRnz0kBnm8dEshsjaTaDUFm1mM/2L5F9kwNpXUFIJGhyGb6Zd7vXyKVx472fsXOeJZ51463sX57pEnkjj7+LqpjSVX2OhJALURu8gYje+1iV31SNkgNyHIkRTXZqhSkfv/EkywAW7Z9/bobaFuefloG11AF5NrmNGBizMPbAHuMG/nLXfa77rldf3rWLbf/9dlbbpw0eXz41EWv7xyGx32Wh78NuBj5efwFcIv3eAMySTEdabPxObJ3KtGEXXdgqmE5bX4eG5YTMixnl0QXNyynq2E5EwzLibe6ehkwxbCca3z8PVRQWlOqL8f/91HJ05UppToxw3J6A5cCVyI/D6YD1cg+pGx8gxR6iM6NHwisQPY5VSGrVcNIr5lvpGzzvlmOD28sHasimWqVYHb0N6/9bcdtN677csZeh6x/od/Ra4A9Yl4ZuTF7K8UV8tWzbBMxqYRx9nmlqmyZSKKVqb8BV520eMZGQqEldLJZ5g7obqRdQLwVzp7Av45YseClbk2bQwAh+fnsZxXyx0j5/0jBoq+9x7enfUp3ss+UjcjE128Ny7nGtc3NXrbEX4ALDMt5HXk/rkQm0Sq8612MTK616c/mpTju7x0zDOkzqPJjJK0TO36/j0qeBlNKdW4XAjfAlhu04d5G8/eRm8yvkOAqHcuQmc/YFaEQ8sEb4aefTa58DRzn2ub6Ao5B5UqinkGh0JiflpVf3bWluWLU0tk7bejaPVnRiVTVxfJRfcyl7YREu95Y15nXfP3yfsMODOh6zcAVrm3et+URLz0yoPOrAnBt8yvDcmqA4xMcsvNvR/5yyJ+cOzd66ZwpVyG9gCXSLy2y4pSsSEoy17b5nhMPeOOdiQRbfbzrbY9kIXRB9jFeFLsvyuulNd97zaoMx6QyMw24gNaqmJ1iNVuDKaU6KcNyugJnQrsbtO0ayyq2824yt0HSM6qQ0syx+0biWUf8TcbFZAOwj2E53ZCZztW6d6pDiTs7GoaRXVuaK8BX4+nYFatYqdLugrAu9oHY5tkj6+Y0vbzfsEyLYMSuTP3Mtc3HMjyXKm43IftSt4/35LP9j+2/oWv3DRMn3/aXyubGKalWIb2AZRWJG1Cn49HoL7yS6iHXNuM2EfYCuVCKcuqzgNtd23w2gPEpv6KasdOJVrN1z5RSndePkdK17W7Qhrnzoo87AvgOCUAW+zjvQOSDrJgZwMtIsYFVSDUpDMvZ1bCcygKOSwVjGnH2+kzpO3RFfYX899ZXVFJrJK25kqwq2VpSB1tB+C72gVpjENF/hxl7DVrb7lXIBMm4afcxom5usvNH75m6TgOpjsu1zXlI6t2XiY6Zuu8R/6xs2nxJGjfAb6Y+xJfYif2fID3N2vEmAXv46Ev1ECn6p3k/7ycalnOlYTn9vSBNZSscnkw4fEVnCaRAS6Mr1SkZlrM78AReNTIfzUsjjXU/QyZhEm4K9qwA9gx+5DnTApwIPIncYP4HSW16yrXNdje0qgTE2TNlWM7jI+rmnpVG4+m1SCGVaN8g6XeHBDzieN5HbgjfR4LCEMCP3/9Pz6M+nrf1zL0Grnm2/7ErgROiX5RGM+JIJcMHXNv8eU7/JqooGJZzKvBMgqcXAxYw3c/PPcNyDkIKTGQThDwF/NS1zYao876NtLQ4AykUdD5wDNK7aj7wd9c2a32MbxgwKzoN0LAcA/iDd679aBvIrUIaCH+bxd9HdUIaTCnVCRmWMxRo82GUpHlpGKijtehDAxIsJSsCsQ5/KYHFpIX2q/WbgBeQm81OkfvdkRmWMxb4Vxov+QToHfX1l0gVv3yk+K0+7b2azwavfL/3G70P+uK5/j86IMmx7yM3tP0Axk27j/PmtfakfmiQybiRl8R7XaP32tNc2/w4uKGrYuWtvswiecGSG1zbnODzfL8AJtB+0sGPi5DAKDrY2Y3WVakm4HVkUiQMjHdt88YMrhM93hASMJ6MZFF0jTnkNE0NVOnSYEqpTsiwnJ3wtzG3GUnliP3gnY98ECWyFC+FsAM5R9OgSpt3IzWdxBUk1yBlyEEqPW5F21n3VN/3gTn1/dc+uGXqvf2qmhrYVNE1fPmYG0I+VtLeAHqPqJu7m8+VqWnANa5tfhD0+FXx8lZsZiY55G1gsI9Uusj57gXiRusp9HBtc0PMuUzgpZjjFgKnu7ZZl8E1EjIsZzTgxDz8W9c2/y/muJ7Ar4CzkQm3D5BKg1P9/hupjk0LUCjVOfVC+oJMQSrvxNOIlLyNN4M5EPkwLkNuNkNI4AVSijbZfpNS9RPDchykp9UGoNa1zY2FHZJKh7dp/kKkzPI2UU99h6y+9kJulLojFcSGRR2zhDwFUgBD3Xd7RfYxdmvaHEpRLCPicGBzTfXg6VefdO1hR6xY0D1BOmMYeBUYrTeDnY9rm7WG5fwDSZ+L51DgfsNyZgOPRafgJbAyw6FsjvPYeXEe64f0BAw0mHJt82XDcgYB+yAFls4gZp+VYTknIAUyoqvT7oP0q/vAsJy7kAnHJT7+ndJiWE4PYENstUJVfHRlSqlOyptt2xsJmKLT2xYjJdH7kFk600wkZS62z0ip+xZJZYn8W21C/q6vIo1VK5GUkcWubQa1MVvlgDcj/SKt/5cfITdIyUT2F+XFLVMnfXzWu1ONCsKhTeVdWi4/2SrzEUxF+wZYhDQbjk1ffdG1zU7RTFPFZ1jOtsikQp8Uh97r2uZlKc41CmkMvBuyovsDH0NY5Npmv5jz9KFtwDQOafh+AhKwDUhnP5NhOcciEwzdkfdDDfB+ZALB+wx8AhgV9bIvgVNc25xjWE41skrnJ2X9beTnyN+A14OYpDAs5zzk7/4n1zbfzvZ8Knc0mFKqk/I+SN7A22fheRcYkMVpXaQ543xam592Rk8Clu5DKV7e/qlHkUamM0jd9yxvwdSIurlMesFu6dbcWNYUKudfA45fefNxl2ZaPTDe3+3SOH19VCfjFWOoJfmk2SeubfouJmRYThnwT6RgyovAzkhT+N1ouxp8j2ubl8e8NoTskRqKZE5VAc/R2h8rYaq199p/IZ9nt7m2+ahhOX9Del99hTS+7gvMcW3zzKjX7YIUHNov5pSPIZ+F/fBnHq39tj5Cqgk+hwSNGd9oe+07JiAr5ZauUhUnDaaU6oQMy9kfueHf0fsFMqP4PfLhl6l3gL2QtKm9shljB7AZ+C2yaVp/0BYhw3J+AlyD3EhtF++Ya6c/wnF1c5pn7jVw7S3H/mKHfIwrtoDEIwNHN9183KWZpuW/h1TfjKQpvQ0cVtDvyTiVFlVhGJYzAJhL+0IMEc+6tnlaANfphayUfoEEGktc25yS4NhHgJ8i7QeGAw9647OTFaAwLKcvYAJPuLb5WZzny5GWIK+4tvl91OMPIN+PPwXuoDUoSkei/ZQfIkWMHnRtc1EG542M8XQkxfxq1zabMj2Pyg3tM6VUJ+P16XgVmen62vsd5KYrm0DqC2Qv0VxKqyx6rnQFbkX2HnQp9GBUe65tPgU8Tmsg1SbAuHb6I1w+50n6fvNJ+YVvv7DDtdMfycu4ao1BbCrv0gKwsaJreMZeh2Szv/lAZE9jJPX0X0UQSD0OXA487n2tCsS1zXeBX9Daly3WuwFdZzVwAJKqdyfwSpLDI/0Mt/FWoq70vrYMyzk5yTWWurZ5R7xAynu+2bXNp6MDKc913rimA4d512vXMDtDfYBrgXmG5Vyc7osNywkZlvMo0my5F4mL56gC0mBKqc5nGNK1/odICsNKZMYwbrf5FFqQNKJPkNnvo5D8c/3Z0urnwGSv5K8qPpOAfyPfx4uRlZvlwDsnLJu9OVLKLwSM+DBpA9zA1FQP5jrzms8fGmRyhb8qfqnsgNwk/gH4c9YDzM5IJH0L7/eRBRyLAlzbfAQpvDA1ztNrArzO6kggnyKgj3wWRRqoL0X2Il0DPOxNCAbGtc01kb1YXsB1NzLBsiOykvVfH6dJ1WurEviLYTnj0xxeT2R17mjgNqSVgSoymuanVCfjfRAtBYwsT7Uc6QOSrN+UatWCfCh/ggSvt2slteJgWM7WyMrqZ0B15PHIylQIWbKaNOQMbh9+br6G1YjcoAVZdXd/1zaXBHi+9LWuTFUhqyFjNdWvOHj7jn4NRN/wX+Ta5t/yPI7lSJr4UNc2Z0c9HtlPtZVrm415HtMA4CqkPHq8TIMFSKNhP3ZzbfPzJNc6E+kFVoXs59oNON61zVdjjhuFpCzqjXyBaWl0pToZ1zY3G5bzMLKfJxsr6XgV+3KpDPhR1Ncu8FRhhqKiuba5ztusfhUSN60HuH34uaHycEvljz58s+K1Poc13z783ApSz0AXTJLG2yAb7wsbSAGEw5MJhcaie6aKjndTPsGwnEbgd0hAv64Ae9x+jlTXjN1jdCmwOZeBlGE5JwK4ttmm15WXDnm+YTkfICtEsdL5ufCqV5r+Mdc2V3nX/QtS8GI1kjWyHkm7nw2Yrm0uiHOePYG7aE2DVAWiK1NKdTLe7OOrwIgsTtOClAavSnWgSuh+1zbTzqFXueFt8P4dktrTK8FhtbTtPZVLm71fPfwcPKJuLika9T7qjj/xaTSIUWmwjz7/8atmPX5W96YGNpV3afnnQPPOW479+Y35XhnKF8NyZgBPurY5KcHzlUjPOSPmqYXAQWlerhl4BjgLCcZOBM4BjgBWAHcCzycqOOGtqC9ACnP8Nc1rqwDpypRSnYzXuPQEpGP9nWT2c2AlCaqfKd90r0hxeR2ZcU4USAFslaexgBQweQOfq7/D3HlEmvxWNTUQ2+T3hKWzxjSFys6oCLdUAhcQCml6nUrKsJwjf7fu6zO7R5pHNzeWVbQ0XgtcZljOCCSoWO9lO5yGVNL7D/CfZGlsRW4G8PdET7q22WBYzovAFTFPZbJivQhZgdrJW6Ga7P3yxVtRPxOYaliOi6QqL3Ntc1MGY1FZ0E3iSnVC3ibbScBxSAW+dKwCeuOvkaFKbC/DclI1ilV54trmN8gG92QGIjeQsb5AVq0WIOmb9ciqUraGIzd3KdUag6ivkP369RWV1BptqzsP+WThNl4gBVr4Qfnz5iGfL75gc1lFE7T5vuqGfL+vBhoMy2lAiricj/Ru+8ywnDneKk6pudlHMOLrPenDLNc2fx5J9cuE1yB+TyTb5DPgz16zYZVHmuanVCdnWE66Odd5a17aCQz0cvFVETAspwq5Qeye5LClwN603YQ+C9kYH202kq6TrTVI8JPyxjTZnqkRdXO55wW7ubK5sRwt/KDS8E3VNqevqdr67Gf6/WjDfYefsQOSzrYU2dPTl8QT839FGve6wIo4JclLjrcCZyMlz6O9j1REjKcJWWU+iLaNizcAF7i2+WSA4wsBP3Bt8yvDcq5EUgnv76hpmcVCgymlOjnDcnoDb9HavDeVJbTvFq/S9x2wg2ubzYUeiGp1w6gr39j/q+VDEhRxiJgDNADber8fApTHHBPU+6QFCcyy3qt1zjznP7dMu28RumdKBcSwnB2BU4CTgUNJ/DnSjKxa3era5rKYc/QCGlzbXB/zeFl0xVPDcroD27frI5WnAhmG5WwPfIxkZaxAJl4ORFJyP0BajURbi/Qa/Ltrm996lXRHADfRdvLlLtc2r87RmE9HUvqvyKZpcM6VeCNvDaaUUhiWcyxQk8ZLgpp178xedm3TLPQgVJRQaExjWfnTXVqauyQo4pCOBmTGPpOGzbORwhO9kNn/T5EUnsFkl57/kGub52fxeqUS8lZFenm/tkMCqC5IoHUO0iT+30hbiAYvDXAC0p9wF2Ti4HTXNmcblnM/UpjhbSSFbS8kLf3s6HLphEJjmkOhJ8vD4cqG8i7N1glXLHuu/49uc23zHzn4++2BlD9vAN5zbXOV93e4D3lvHhDzkn+5tnl2gvMsoW0Bp1GubSZrZJzNuKvumnzblScvnr7bb0Zest+jg8zTXNsMqilx9jpAuwQNppRSkQ/BWcDhPl/SiMzMxaY6KP8uc23z3kIPQrVqKiu/pyLccmnk64cGmYwbeUmmp/uQzN4f9UhaULw9iauBZcjNaib93TYDfV3bdDN4rVIZi11l8h4bBvwCCSwWAO8Bn3pFkg5A9ubuAqwD3gU+jlmp2ufhJ25+Yrg775DIY9926/nQ9hvX5XXCwPv8vB44DylSE2nQPtG1zbj7MA3LuWRE3dx7o9JylwMXAO97+zeDExWsNIXKGiYOHfvYr2b+88JAr5GNUOhu4PKoRyYRDscW+ChqGkwppYAt/TVeTOMlM5APOyPqsVXITLpK7mXgJG3aW1xaysrGbC7v8nypUVKgAAAgAElEQVS3ps2hAFam1iIzrV3THQayEtU7xXFTkYBrT2DXNM7/50Q3eEoVmmE5Q5G0wS+Bu13bbEhw3PXA+FFLar+ZNHl8j/JwuJIiWdXw0gG3cm1zZcKDQqExTaHypyrCzV1jftZcBfzTtc1vAxtQTLAyu/eBs/9n7K2/dG3zvcCukY0OsDKl1fyUUhEOMjPo11FIWfVFwEdIYYoVKV7zHhKEvUlwFZFKzQzgTA2kik9ZS8vkvx522t8fGmRmG0iB7Kd6I5Nh4K/C5vHIytc3SADm1/lefxqlitE8JJC6EYib9uZVq/sDsH7KfsN+VB4OnwFMokhuwl3b/DZpICVGVoSbu0JrKwPPXcDfDcvZJcAhTWshtAmgORTaNGTl++ORz+ziIP9nYymi/8N06cqUUmoLr2fFv7M4RaK9VJ8By5FN9JF+HDOQgKwz+S9womub6ZajV3liWE5PZDP5HgGcbiZwZAavWw/09HFcpIrgu8CANM7/PDBW+9GoYmVYzjZA73irJ17RpAOA2pKtEBi1GhOG+vm79r3q1J/e/gmyN+xMZA/WKNc2g5l0jCrwYNzw0kzgWuAx1zYXB3L+Tk6DKaXUFobllCEbfgdmeIo3kMpmS5GgqQfS4Hco7VfCO1sw9ToSSNUXeiAqOcNyzgUeDuBUtcj+pvXARqTiX2wJ9VirSd44OFokrdZvu4KPkFn/I4AjXdusbfNsiVfUUqoYGJZjIQWGFiY9MMH7zbCcciCcy+wFw3JGAtu4tvl0rq7RmWgwpZRqw7Cc40fUzX0lUb8aHyI/VD4EkjUP7Ez9qjYAfbJpzqjyJ4P9g37VIv2iGpHAKt6bK16J5Xg+AiJNn98AtvfOW03bnlTTkXTcH9C2aMVhrm2+teWrDrBvQal0eEUuJiIru7e4trk2gHNWIBMiD+Wq3LkqPhWFHoBSqrgsn3BS5eayipZuzY1lZyysyWTvSCSN77sUx/Wl8/SsulUDqZKyZ47O2wX4offnRiTQ6eb9uTuyqlsJfIsER8lsjvlz36jzLgJ28s6RaMIidtZ7JK2lmqu8r1MGU4blhFzb1FlZVXJc21xkWM75wCfAKYbl2Hj7tFzb/NRL+a0Ceri26XeP0bFIY95jDMvZIfDKfKooaQEKpVQbZeHwyG7NjWXQbmNsug5Fyt0msjNy0zobuQHsqOYDdxR6EMofrzHoL3N0+ug9Sl2QQGcwspdwD2SFaRMy0TkdSLafoZrW980OMec9wHssFPuiKLEB4zRkRQrv92lJXgtsKQn9qGE5nWFCRHUAhuWUGZZzoWE5fzMs50/Ak95T+wB/Q9LSPzEs52WkoNIqYKZhOVv5vETkZ8dBwDEBDl0VMQ2mlFKxttxU1VdUUmsMyuZcccvaRumO7N8oR2YHZ2ZzsSL0GVICfWOhB6JS8/YMPgT0D+iUy5D9g8uAOto26Yy1I9LnbQ9kVXc4UqkvkVm0NgROtQocT9sCG5lV1OoOnA087AVWShW7u4C/Az9HijAMiXNMCBiFNB4G+CCNokHRq7R/MiynW6YDVaWj86b56UZbpeILhycTCo1tKO8y6tfm1T+uqR68UxZn8ztjXYb01emN7LX6HJmtL+UJn/eRTf5Z5+GrvLkBOCPA8+2GNPFMxzZIkYgZ3p8T6TOibi7D3Hks3KXvts/2/1G6Y6ts94h8FqbzeTjS+/0w5P3a0SZDVAfirS6l26z2OeBin+evBMZEPbQnsDeSdqs6sM4ZTLXdaHsBoZButFUqWjg8uRImO5bTCzg9izNl0s+mj/erAVkhe4/SrPr3qAZSpcOwnB7A/wv4tJl+xu5L22IRsdaMXlLb9U/OnVQ1NbCxYlq/llBo6fP9jtkVfyXVIf1mwlsYltMVuBT4XdTDJ6HBlCowr6T61rF9nrxA53VkNTUdE1zb/NrnsbsjWRbRMn6fqdJRyrO+2Yi30VYp1d5bqQ9JqCnLa1ciaRbJKgIWszWFHoBKyymkv4qUSuyNVbY2Ae8AC4cvf6dLVZNk0XZv2syAz5f0RaqS+ZVs1SuVSuD/aDtZsncW51MqK4blHGJYzl+R1Ng6w3J+46XtRlxDa/EXv6YDc9M4fgXtP/fGGpazh2E5WXUAV8WtswZTaW+0VaqTuhdJV8vEmwGNYRcgeb+O4pRsf4wqPmnnyfmQ1srUiLq5jJt2HyPq2ty/fYrc1M1HPrMPAYZPqx6ybX2FZOptKu/S4u1tHAZ85fNyGa32egU6/kr7FbC+cQ5XKqcMywkZlnMjUoXvImQCIxLs/9mwnG5e36Z0K3SGgZ+lWaky3vv9cqRq7cuG5aQbzBWcYTlbG5ZzUKHHUew6ZzCV2UZbpTodr7v84cATGbw8qFn5r4BtAzpXQgluZLOhwVSJ8Gawjw74tGmVCx9RN5eJkydw3jyHiZMnRH8fLkeKUQwkKmWopnowV465nocGmdx0wuWLvPYFIaSsuh+vpDM+AMNy9kYqDo6N83R/w3KOTPecSmXpIuCPxG90fQXSLHsT8JM0zxsCzvP6RvnVQPvJjCrv1/a0Vg4sJZXAHMNyuqQ8shPrnHumIJONtkp1Sq5tfm9Yzlhkn+FEpEiEHz1BbhKzaAAM0mw0p706IjeyVU0NZNhbKx7NlS8dRwF7BXzOJlqr7aU0zJ1HJG2vqqmBYz56a1NN9eC5tGZRtFNTPTjyfRqdWuSncuR64B6/Y/NWo/oijYx3j3PIh0jFwo7c4kAVGcNyTgf+4uPQCtq2D/BrHDDKsJxbgCmubTanOP5IYNckz29O8lyx+hYpGb8rksao4ijJlSnDcrKq1ayUSo9rm2HXNl9A+tfY+NsP9XWS2fZ0hJBqSN8iN4GbSHPWP5XYG9ksemtFWx7ESVReHJ2Dc5aRxr65WmMQkbS9jRVdwzP3GtiArEgdB6ymtcJfPJGyzbOQfjmp/K9rm0nTAQ3L2cGwnGMNy/kz0mtnPvEDKZDZ65+R3v4SpTJmWM5hSIPcXBuMTCK8a1jOISmOHZPi+X0Ny9k5mGHlh2ubza5tXgWMyUf7A8Ny+hmWk0ngW1AlGUwhHypKqTxzbXODa5s3Av2Ax0ge1OwUYJByFJIm0RPoRuKbyoxE38gG0FsrIlnDYlVcklXOy1Q5MpObajYbaE3be6bfMV9eN/qaL1/pOzRSIKIcSWHaCXkffInsoYqe0DgQeBsYQPIKmmEkkJroY0hXAjXAVSnOCdKzqj7N/SVKpc2wnIsMy9kNSTfNVXPtePoDswzLOTfBuMqQipapHBfoqPLnQ/xN1GTEsJxzDMupRVbBSi5rLhQO688+pVRmDMvZH7gZOBNZQYr25oi6uYdF0ufqKyqDSp8DmYEfGsSJIgJIR4zWBGzl2mYppnV0Oobl3IvMQH+PTDJ28b4OwmykMaifycu4xyb43vyUxCtFsdYADwB/cW3zo1QHe6XPF+C/T9x9rm1e6vNYpTJiWM45wKPAOUiwf1iBhrIKuMO1zduixjYSeNXHa9cBB7u26eZobLmTw/6shuWMAD51bXNJkOfNFw2mlFJZMyznTODfUQ+9g1QdCzpIifgGqZAUaEAVoEWubfYr9CCUP4bl3ICkr0Z7D5khDSHBTQhZJSqL+rUKCWiSpe584p1rW2QFZxOyuhRbrGEOEki1Eb2fL2ZCwk8wtRL4PfCYa5sJ917F8vaiPOX3eGCEa5uvpXG8UmkzLOcdoJi2edyHZGhUAn9GVoj9uNa1zTtyNqpcaNuftZ4AircZltMXsM6Z5/S+7I0nV+3y/TdPlGpBuJJbSlNKFaXngd8ANyI3nd2BxcD+UZvkg7QDktJUT3FWzXu+0ANQafk8zmN+box2R/Yr1SGFHxqQIgzNyA1WBbLatTWyyrMISVMdjKSq7obsBawnwUpYvFRZ7/2UqsDJEiTI+czH3yPW92ke/2kG11AqXdsXegAxLvF+pWu3oAeSB/H6s2Yb+Jwyom7ueTe9/mDkZ9wphEIlWWFbgymlVNZc22wAbjEs5yFkVeoAZA9HQgGsWFXRuvG+mDQiVaBU6XgcOBs4PoPXbkXbxtKrvd97IgFVxEbarkbtjFTGTLoPodYYxBkLa7asTHn7+T4heVXNd4HjXNv82t9foZ0PEz0R5327FKnkp1ROeIUPxgFGYUcSmGKcAExlGnABrStTQfRnnTB+yl37VzU1/Mz7OqggLe80zU8pFSjDcj5GPvRWIytUW8UekyR1KR2LkKCt2NS5tpmLggYqhwzL2QZpNJ3t/90XSKNpP2bgo3lunADmTRLvF7kZuM21zU0+xxCXYTkfEPP+SvC+/b1rmzdncy2lkvGKPjxc6HEEqAEY7tpmaVW/zMWeqRykDxZCqVbzU0oVr8gsdS8gboqRzyp/m5BUpdlI9bIZ3u+u9/z6wEYcrI8LPQCVPtc2vwPuDOBULWkceziwMNVBNdWDGTfyEj8TDte7tvn7bAMpT7v+PQnet49nfaVQaAyh0N3ejZVSWxiWMxC4tdDjCFikEe5Uw3ICz4HPmXB4MuHwFYEGO3KuscAkSjSQAk3zU0oFL7qxX9y9FwlSl6ItB/YkfjWxZiSo6hbEYAPWAowv9CBUxp4Abie7NJx0gqkuSIrgfGBgGq/bM85jp7q2+Vwa50ilXcPh2Pft/F33/8i1zcVZXaXtzPQFpbpnQgXDsJyDkIm4aiTtdhTF+bM+CMcBIw3LuQP4jWubfhpudzzyfi/p93zHDaZyWMJRKZXU+gR/3iLSUyfJnqnVwN4Jzl+OBFnbZj3S4N3k2uZ/Cj0IlRnXNtcYlvMwmW0qj0g3d747kk5XixRV6eHjNcuQvlPR5qR53YS80ugXxD4e5317713ZXy4XG9tVCTEspwI4BWlSfSmdK2sqBFwLnGxYzjGubRasmIthOT8DLgcuc23zzUKNoxR1zGBKZ7qUKqToohCxN3xbpKjyl6q/zU4kKCVdQC8DEwo9CJW1u4CLyfyGLp2VqYhKYBj+vqfDtC14ETEWCKrc8kVIY+52Yt63TwZwrVxsbFdFzCsocTxy474dssdwr4IOqvD6AMdS2L1hjyBFcmYZlnONa5uTCjiWktJRo/94M11KqfyI7mezH1LdLx2fI6WkS82zrm1qRZ8S59rmUiSgylQ23wPtUuvimEH8vla/NyynVxbXBsCwnOH4W5mbE8gsegfZM6H8MSynCngWmAKYwBFoIBXxd8NyCtWIGO/z62LgfuBuw3L+ZlhO90KNp5R01GBqGq03dDrTpVR+7Rjz9eaYr13vV6Kbzjqf10nVZyffPij0AFRgbibB/+eIurmMm3YfI+raFeJaC7yFNMrN1CHAd0i1vni9r2qRVKh4qoAgCjhY+KuS+UwA1xK52NiuioZhOb0My6k0LOcPSIGeUwo9piJVgawKF4xrm82ubV4GnA+cDrxhWM4ehRxTKeiYwZTOdClVSH1ivt6f1tSnZUjDXQOp1jfTe3whsA5YheSQ+9GV1ip/c0h/BSwjcW6mFwLHurYZ2J4VVViubX5PnBu+SGnw8+Y5TJw8ITagWgH8EB+lzlPYBuk9tRTpFxX5Hn8FmcVP5twsrw3g98YpuGBKdXS3AH8EbqL9ZJtq6yeG5dxkWE5/w3LKCzUI1zYfQjJLZgJXFGocpaJj7pmCDlEdRKkSFRtMbQu8gaxE7Ys0MwXZeH+k99zh3mNbIzeTbyE3psn0j/k6jJRiz7q7fKKGwtF9ds5YWBPps/NT1zZTlrdWpcW1zQ8Ny1mNVBYD4pcGz7DhdCL1yPf+ocAxMc+tIXUKYdZpfsBHJNgvFWWRa5vaAkD5dQRwYKEHUSK2Bv6ArBBfBfyjUANxbfNLNJDypWOuTCmlCsKwnDLiV+E7HKlUFm8v1OExX3dH0p1q07x8CPgqzde0k2T1wT1j4auLom+m73jp9gc0kOrQovf/UWsMor6iUp6IX9I/G58jkwHDidPoGtmo/26Kc8Tt65amR3wc82oA11Gdx9pCD6AE9aQ4m9KrODSYUkoFaXekMlk8C/C/z6kMqW42Pc3rR/paZVwEIHb14ZiP3tqIzM71Oe7DuTcStR9z6831uvrdsTVGfxEpDf7QIDOyKhnUdVYj7414VfqiBdGMN5XnSd0Qe2oexqE6AMNy9gNKpzFtcTnHsJwBhR6ESk2DKaVUkPomePwd4AcZnG84cqP5Dqln5UFm8upo2zg4LbXGIDZ6qw8thDad+d60sa5tTnJts1n3Y3Y67VLZaqoHM27kJVkHUjF77xbhL0XvYCBZY88lWQ0K2YBO8hXer4DXsr2O6jTOpfiKBZWKnYGZhuWYhR6ISk6DKaVUkOIFUwuRtL3YvVR+9fJePwCYDXwJCauq7YDM7vtpfBpXTfXgOfN37XspMKmM8JkVzU0vtDlAK491JjkpKhKdSjrpBbtlRN2cI32+tAfxU6beQapvXR3QEN9K8txDrm02JnleqWhvF3oAJa4H8KJhOT8v9EBUYh23AIVSqhDiNdsNsnrTEUDTKR+8vsx+5e7qbk2bQ1GFIKKP+5jMNuM/A5x5xIoFzUEMVpW8dIOp6SQuXb5FdCppt+bGsmHufGqqhyQsfBJlA7DLiLq5HOnOY/GOe7/x74OPv861zdlpjjMVC1lN+DGt1TXfRvoDPRDwtVTH9jyy8qr7fzIXAu43LGeTa5v/LPRgVHsaTCmlghRvZSrowKRiwOdL9u3WJO2rElRV+xZYjJRl9+st4FwvzUkpgFnIvik/zXRBgn0XKf0f8QUSBPVAWgPs9uYeB2591oJXd+jW3FgWKWQxom4u9zx/K5UtTYx9dyqXnXJjm+/pG19/8Ptj6+Z2WfIDg2OXvxXu3rQ5BBxsv3J3L+xge0W7trkCOM2wnD7AhUjBif9qU2qVga2RRrAzUx2okgoB9xqW84xrm8lSfVUBaDCllApS7ziPBR6c1BqDOGvBqy3RN6Mx9keqn7m0vbFN5nzXNutTH6Y6C9c21xqWMw0Y7fMlXZD9eob39TrgU1rL/O8M8PJ+w9hc3qXNKtQDT42jsqUJwAuopmwJpn7934eaLnrz2R4hYJ81nxFqXS2qAkaSozYgrm1+CNyYi3OrTuMQ4BzgE+J/Pij/egLHAS+kOlDllwZTSqkg7Rzz9Rfk4AO0pnrwm5efbB2WICVqbdQ1F+EvmKpHVrKUivUf/AdT0ZYjlS3j9kurqR7su4jF6KWzGkLe53UIaCFEmRSsrAemZTA2pfJlV+B/0CIUQcm6j6IKnhagUEoFwrCc7rTvI9UTmZkP0iagd4KqaqtorUT2Nf4rCFYBuwQ3RNWBzErz+EOQPXu9SePG5/EBo2gol2zChvIuPD5g1JbnXq0e0hLJrwsDNX1+uKEpVHYvWlFSFb8nkUktFYzvCj0A1Z6uTCmlghK7KvUtEtAkKpeeqW5IY9+5SGDVFUmv2oCk9+2L3AD3J34D4USqgh2m6iDmIoUohvg8vgcZVJOsqR7MZSdbcQtQ3PqjC3u2lJU1HPvhm+VTqw+vuH34uU+4tnlZutdQKt9c22wwLOdq4L+FHksHYRR6AKq9UDis+0mVUtkzLOdK4K6oh94iQYpTDkVWpg5K83UbgK1d22wJfkiq1BmWcwhyM9gDaCF+VscCpA9UPlzt2uZdqQ9TqvAMy9mG+CX9VfrWA9WubX5Z6IGoVprmp5TKmmE5XYFfRz00i/wHUkuRLSXpBlIAUzSQUom4tvkOMAoJqD5HgvZYaVfYStArzY+gS6ErlTOubX4H6EpqMHqiZeaLjqb5KaWCcBKwe9TXu+b5+u8gKX6ZpOq9A/wq2OGojsa1zVrDcl4C/gS8i5Q57w00IYVWhqZzvkjj3qqmBs5YWMMDh55Mr/q16+f2PvCL5/sdswo4nPYl2cPAza5tJmuqq1Qx+gvwv+je1CB8W+gBqLY0mFJKBSG6/PkS4jfvzZX5yP6oygxeOxs41rXNTcEOSXVQk4DLgQExj/dJ90TRjXurmhq4ZO7TVIRbep68aHrP77tW7VtTPTi2AfAa4Ceubb6W4diVKhjXNlsMy7kOeKzQYylxXwIfFHoQqi1N81NKBSFe2lM+LEBWpDIJpBqBX2ggpfxybbMBsII4V60xiPoK+bZtCpVREZYs06qmBo5e/lYDbQO2FuA0DaRUiVtW6AF0AM+7ttlU6EGotjSYUkoFYbuoP+erKt7nSDW/t5F+O+ka79qmluxV6XoSmJHtSWqqB3PlmOt5aJDJfYNPZ1N5lxaATeVdWmbvOWA9sE3U4f9wbfP1bK+pVIF9UegBdABTCj0A1Z6m+SmlgnB21J9XkJ9O93W0pkF9hFQ52h3o5fO1f8jRuFQH5tpm2LCcy5G9drF7mtIS3bh3wa59y0bWzVk7rXrw1jXVQ6K/h5cB12ZzHaWKgWubnxmW8zpwTKHHUsK+L/QAVHu6MqWUCkJP7/dlwLA8XTO6QfA+SFpUJbJqkKznwwrgJE3vU5lybfM9ZDN9YGqqB3PD6Ku2rakeEv25/AVwslcNTamOIND3TSekqZJFSIMppVQQlni/NyHlyXNtM7JXKlZP4Chkg+7KOM/PB45wbXNpDsemOofbye2NTR3yvbok5ZFKlQjXNmeT39L+HwH3AWcBxyItO/oCRwPT8jiOILzj2ma8zzVVYJrmp5TKTig05tld+x5y75AzqKkevD/wHW33e+TCCqA6yfP9kXSI970/A9wJWK5tbs7x2FQn4Npms2E5q4B9c3D6twHTtc2vcnBupQptIXBEwOesB14BuiOZCa8CjmubHyY4fhkw3bAcA9gB+AlwKa1ZFsVofKEHoOILhcPJsmGUUiqJUGgM8DhQ1VBWQa0xgBcPGL70+X7H9M3xletIHkxFfIPsa/kS2N+1zeYUxyvli2E5hyIppd0DPvVTwHmubWZSVEWpomdYzovAiQGdbgVSbv1O1zZXZ3Miw3K2BaYChwUxsIA9BPxcP8OKk65MKaWyMRKvel9lSxPHLn+boSsWVG/o2r1pWvWQXP58+Rp/wdQHSNrfpfohpAL23qgltRsHr3yve60xaEshiSx8CFyPlD7WWU7VkW0f0HmOAOYE9X5xbXOtYTk3Av8CdopzyL3Az4GuQVwvlRF1cxnmzmNTl24Tfznn6avycU2VGV2ZUkplLhQaE4bHQzHl0B8/6Ljvbxx1ZY8cXvlt4FAfx70BPODa5gM5HIvqjEKhMQ3lXZ6rbG4sq6+o5Mox12cSUM0HZiKrUbM0iFIdmWE52wC/R9LpyrM83ROubZ6V/ajaMyxnIPK+3Crq4X8AFwOfAT/IxXWjjaiby8TJE6hqaiAM9SEYSzg8OdfXVZnRlSmlVObC4ckPH3LSxD3WrrKGrVhAZXMj9RWVzNhrUAOQk2BqRN1czp7/cvljA0dvuXmNzODFWSFwNJBSOTKysrmxDKTR7jB3Xuz33lLkBszxvl6GlO7vj6yYNgHrXdv8Nn9DVqqgegGXkDqQWgz8FliNrNiCTJ5VAJ8CG71jcsK1zfmG5dwB/AZYh7T+cLwx5TyQAhjmzqOqqQEAb7JyJKDBVJHSYEoplZVxI395OLQGNPN33f+jKfsN2ycX14qarRt4lDuv4eFBJ931ybY797th+sNm96YGzlhYE1kh+Aa4A5iQi3EohVQCuwCo2lxW0VRrDKpAbvBuAmYnKB6x3PulVKfj2uZHhuXsAtwAXE37e9B3gEeBR+NMMuS7it0bwFfA/a5tvmRYTgi4EAloTiIHVWujJwVrjUGMXfBqizdhU08JVR40LGdfYBQwsbOstmuan1IqY4blDEBSlSJaABfYOxfXGzftPs6b52z5ek23nv/YbtP6DcDlkcfe22mfV046766fuLapzQ1VbkkBlpHANOOGl+YBX7q22VjgUSlV9AzL6YfsP6pA0unmAfe6ttlS0IFFMSynB9JCaD2yKnUYcCZQQ8BFKqLT+iJpw4d8tujuS+Y+EwKmlVKKn2E5Fch9wX+Bu13b7PC9sTSYUkplzLCcvyOzdRHraNtMN1CxHzi/P/YXtbdOnXQbXkVBZAZPc8uVUkoFwluVCrm22WJYzu7AXGDXIK8RO1H43AFHf37NSdcZpTo54wXLtcC2wEmubb5U4CHllAZTSqmMeLN2q2i7SXcVsHMurxuzP+ofwIXu+BNPwlsh0EBKKaVULhmWsyMyifejIM4XO1E4dd/Db/rxB6/fGsS5C8WwnKOAV8+Z59TeMu2+xXTgz2cNppRSGTEs53zgwaiHPkZ6Ou2e56Hc59rmpXm+plJKqU7MsJwdgE+IqWabqchE4ZzeB69/pe8R23WEdh4vHDD8huPq5tjdmzYTho0hOKsjBlRlhR6AUqpknR/z9efkP5ACCeCUUkqpvHFt8xukyW9KI+rmMm7afYyom5vwmJrqwYwbeQmv9D3ijY4QSAGcvHjG7t2bNgMQgu7LevW+MMVLSpIGU0qptBmW8wZwZKHHgcwK3lDoQSillOqUnk91QCSF77x5DhMnT0gaUHlWBDO0ojCthdBGgPqKSp48cGRT9JOG5YS8PWklTUujK6UyUR/nsaY4j+VSE3CW9ulRSilVCK5tPuKVe/8jCRYoontGJehJ91/gJeRzdRXwQi7HnFfh8GTKys56eID5/My9BoVqqgef+nfLeRV4AmmAfC2wm2E5/Uq5jLoGU0qpTHwa57G98nTtTciHzf2ubb6Rp2sqpZRS7bi2Od6wnAeAE4DBSGPuoXgp6J9vvePTYRgdgqr6ikpqjUGRl9YB/+Pa5tuFGHe+7H39i3Np25drpPcr4ulSDqRAgymlVGamAedGfb0GmWXqHdD5n0Y6zVcBX3jn/hz4CHjZtc3vArqOUkoplRXXNlcD//R+YVjO1khw1XzT6w8+Q+gfY1pg5Iv7H/V1TfXgMUjz7otd21xTuFHnnmE5XYBfpDjsoTwMJae0mp9SKm2G5RwILIx6aAZwVICXONa1zf8EeD6llFKq4CJ7hEp9NWJdmQ4AAAfBSURBVMYPw3LmIKt1sb4BLgYaAKfU/y10ZUoplRbvg2BCzMPbBHyZDQGfTymllCq4Ug8c0nQJcB6SybJt1OMrXNt8piAjygENppRS6TKQ9IWIzcD+AV/jg4DPp5RSSqk8cm1zPjDfsJyXgFejnrqnQEPKCQ2mlFLpOjjm6zqgX4bnWods0u0e9dhaYE80oFJKKdUBGJbTF5l0nO3a5ldRj/dGPgPdjtBbyrCcnoAN/Nm1zToAQqExNdvvfp599PmRKobPAv8o3CiDp8GUUipdscFUNo5EemqcAfRCCky87trm1wFeQymllCqkgcDjQLNhOdOAL4GjkYlDgAOAxYUZWqDuB84CdjYs543/mf/yiX+AH/b59tOqiZMn8OvRV69y9j/yFx0t1VGDKaVUumKDqV2zOFcPrzLf37I4h1JKKVXMngKuAobQNk0+Yts4j5UUw3KOB0zvy1OBU/t+vSIc8sqiVzU1cOdLtz93zwt2h+sNGbfBmFJKJfFDJAXvS+/rj4FMZ5l+YVjOzoblnGlYzvaBjE4ppZQqIl4K31UJnt6EtBcpWV664nNAz+jHv9lq24eQZsQA9V1bml7J89DyQoMppZRvhuXsDuwO3AIc5j28mbYN+dJxHtI/6o/AodmOTymllCpS84D1cR7/s2ubS/I9mKAYlrMV8CBt9z4D/HXi0LEXAmOBScBYwuHJ+R5fPmgwpZRKx0Dv9+nAMO/PDVmcbzVwItDHtc1XUx2slFJKlSLXNpuAX8U8fBswuwDDCYRXWOO/wLExT/0DuNy1zTDh8GTC4Ss6aiAF2rRXKZUmw3J2cW3zC8Ny7kc6m69EJmZ2S/NU64D+rm2uDHqMSimlVLHx+jT+Bqns95prm38v8JAyYljO1sANwK+RaoTR1gL7dqZCUlqAQinlm2E5OyKrSSCViAD2AOaSfjC1SAMppZRSnYVXxe7/Cj2OTBmWMwD4CXAxsEPM08uBicC7QNc8D62gNJhSSqXjj8CphuVMBaqjHu8BNAPlaZxL+0gppZRSRc5bUbsB+APxtwh9Buzn2mZjXgdWJDSYUkql41BgO6SPRLRvgSZSB1ONQC3QAvwl8NEppZRSKjBeI96HgR8nOeyezhpIgQZTSimfDMvpDvRP8HQIqExxivnAua5tvh/owJRSSikVOG9F6h8kD6Q+Be7Kz4iKk1bzU0r5dRmJV55iS6LGc5EGUkoppVTJGAycluT574HLXNusT3JMh6crU0qppLyZqXHAzQkOaQD6pThNA62N+5RSSilV/N4GRiDp/QcijYe3AcLIitX/c21zVeGGVxy0NLpSKinDcroglfsGAkcAJ8cc8jb+Gu7WI6tbD3sVjZRSSilVIrx0/22A5s5U+jwVDaaUUr4YltMfeAI4IOrhJsAF+qRxqjXAC65tnh/c6JRSSiml8k/3TCmlUjIsZyjwFm0DKZBVqXQCKZB0gU6fFqCUUkqp0qd7ppRSftwEdIvzeLqN+ZqBf9LJK/8opZRSqmPQYEoplZRhOdsBoxM83ZTGqWYB57i26WY9KKWUSoNhORcDM1zbXFzosSilOhbdM6WUSsqwnG7AxpiHlyMFJRL1nYrVAhyspdGVUvlmWE5XYC3SwuEb4EXds6mUCorumVJKJeXa5iZgQ8zDn+E/kAJ4UAMppVSBtAC1wPPAK8BjhR2OUqoj0TQ/pZQf3wBbRX3dxefr3gTGA5MDH5FSSvng2mYTcFyhx6GU6pg0mFJK+fFX4A9RXx8IzAEqkf5T8cwDjnZtMzZFUCmllFKqQ9A0P6WUH+OB6AZ9WwFDkOZ9ibQEFUgZltPdax6MYTkHGZazfxDnVUoppZTKhhagUEqlZFjOkcCMOE+tAzYDvRK8tLdrmyuzuG4V8EvgBqQ0+2xgBBACznJt8+lMz62UUkoplS1dmVJK+TEfWB3n8a2BL4HpSLBVi6T/zQdWAk8alrNjFtc9ArgeuA+4Dmn4ex/wU+DFLM6rlFJKKZU1XZlSSvliWM6ewNXAL2hbjCJWDfAkUoZ4AfCBa5vxAjG/1y13bbM509crpZRSSuWKrkwppfz6BHgDuBa4Byk3HO07YF+gAbgfuAv4PZDV/iYNpJRSSilVrDSYUkr54tpmGHgGMIAfI8HSNKDRO2QhMAgwo15WBvzTsJye+RupUkoppVR+aJqfUipthuWcCUxEUvlmIKtWq4BfAz2iDp0FDAVeBa53bXNBnoeqlFJKKZUzGkwppTJiWE4P4CrgV8D2CQ6LBFMRU4EHgXeBjzSFTymllFKlTIMppVRWvPLlPwWuAPrFPL0M+ML7cwtS/e8Q7+u3gSNd29yUj3EqpZRSSgVNgymlVGAMy+kO7I3sqToH6AOUI+XSJyDlzEcAm4D3s6nyp5RSSilVaBpMKaVyxrCccqDKtc31hR6LUkoppVTQNJhSSimllFJKqQxoaXSllFJKKaWUyoAGU0oppZRSSimVAQ2mlFJKKaWUUioDGkwppZRSSimlVAY0mFJKKaWUUkqpDGgwpZRSSimllFIZ0GBK/f/261gAAAAAYJC/9Rx2l0UAAMAgUwAAAINMAQAADDIFAAAwyBQAAMAgUwAAAINMAQAADDIFAAAwyBQAAMAgUwAAAINMAQAADDIFAAAwyBQAAMAgUwAAAEPW+mxwqYdUEgAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "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": [
+ "[(-40.0, 40.0), (-20.0, 60.0)]"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "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": [],
+ "source": [
+ "# converting to WebMercator\n",
+ "cities_europe2 = cities_europe.to_crs(epsg=3857)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "ax = cities_europe2.plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "ModuleNotFoundError",
+ "evalue": "No module named 'contextily'",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)",
+ "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mimport\u001b[0m \u001b[0mcontextily\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+ "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'contextily'"
+ ]
+ }
+ ],
+ "source": [
+ "import contextily"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ax = cities_europe2.plot(figsize=(10, 6))\n",
+ "contextily.add_basemap(ax)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "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": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "ModuleNotFoundError",
+ "evalue": "No module named 'geoplot'",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)",
+ "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mimport\u001b[0m \u001b[0mgeoplot\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mgeoplot\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcrs\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mgcrs\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+ "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'geoplot'"
+ ]
+ }
+ ],
+ "source": [
+ "import geoplot\n",
+ "import geoplot.crs as gcrs"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'gcrs' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
+ "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m fig, ax = plt.subplots(figsize=(10, 10), subplot_kw={\n\u001b[1;32m----> 2\u001b[1;33m \u001b[1;34m'projection'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mgcrs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mOrthographic\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcentral_latitude\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m40.7128\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcentral_longitude\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m74.0059\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m })\n\u001b[0;32m 4\u001b[0m geoplot.choropleth(countries, hue='gdp_per_cap', projection=gcrs.Orthographic(), ax=ax,\n\u001b[0;32m 5\u001b[0m cmap='magma', linewidth=0.5, edgecolor='white')\n",
+ "\u001b[1;31mNameError\u001b[0m: name 'gcrs' is not defined"
+ ]
+ }
+ ],
+ "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": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "ModuleNotFoundError",
+ "evalue": "No module named 'cartopy'",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)",
+ "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mcartopy\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mcrs\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mccrs\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+ "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'cartopy'"
+ ]
+ }
+ ],
+ "source": [
+ "from cartopy import crs as ccrs"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'ccrs' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
+ "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# Define the CartoPy CRS object.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mcrs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mccrs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mAlbersEqualArea\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[1;31m# This can be converted into a `proj4` string/dict compatible with GeoPandas\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0mcrs_proj4\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcrs\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mproj4_init\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+ "\u001b[1;31mNameError\u001b[0m: name 'ccrs' is not defined"
+ ]
+ }
+ ],
+ "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": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'countries_ae' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
+ "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# Here's what the plot looks like in GeoPandas\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mcountries_ae\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+ "\u001b[1;31mNameError\u001b[0m: name 'countries_ae' is not defined"
+ ]
+ }
+ ],
+ "source": [
+ "# Here's what the plot looks like in GeoPandas\n",
+ "countries_ae.plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'crs' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
+ "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# Here's what the plot looks like when plotting with cartopy\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msubplot_kw\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;34m'projection'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mcrs\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madd_geometries\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcountries_ae\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'geometry'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcrs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcrs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+ "\u001b[1;31mNameError\u001b[0m: name 'crs' is not defined"
+ ]
+ }
+ ],
+ "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": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'crs' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
+ "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# Here's what the plot looks like when plotting with cartopy and geopandas combined\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mfig\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0max\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msubplot_kw\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;34m'projection'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mcrs\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 3\u001b[0m \u001b[0mcountries_ae\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'geometry'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+ "\u001b[1;31mNameError\u001b[0m: name 'crs' is not defined"
+ ]
+ }
+ ],
+ "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": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "ModuleNotFoundError",
+ "evalue": "No module named 'ipyleaflet'",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)",
+ "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mimport\u001b[0m \u001b[0mipyleaflet\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+ "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'ipyleaflet'"
+ ]
+ }
+ ],
+ "source": [
+ "import ipyleaflet"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'ipyleaflet' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
+ "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mm\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mipyleaflet\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mMap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcenter\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m48.8566\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m2.3429\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mzoom\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m6\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0mlayer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mipyleaflet\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mGeoJSON\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcities\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__geo_interface__\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mm\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madd_layer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlayer\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0mm\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+ "\u001b[1;31mNameError\u001b[0m: name 'ipyleaflet' is not defined"
+ ]
+ }
+ ],
+ "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": 25,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'ipyleaflet' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
+ "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mm\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mipyleaflet\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mMap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcenter\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m48.8566\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m2.3429\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mzoom\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m3\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m geo_data = ipyleaflet.GeoData(\n\u001b[0;32m 3\u001b[0m \u001b[0mgeo_dataframe\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcountries\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mstyle\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;34m'color'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;34m'black'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'fillColor'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;34m'#3366cc'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'opacity'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m0.05\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'weight'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m1.9\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'dashArray'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;34m'2'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'fillOpacity'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m0.6\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m \u001b[0mhover_style\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m{\u001b[0m\u001b[1;34m'fillColor'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;34m'red'\u001b[0m \u001b[1;33m,\u001b[0m \u001b[1;34m'fillOpacity'\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;36m0.2\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+ "\u001b[1;31mNameError\u001b[0m: name 'ipyleaflet' is not defined"
+ ]
+ }
+ ],
+ "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": 26,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "ModuleNotFoundError",
+ "evalue": "No module named 'folium'",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)",
+ "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mimport\u001b[0m \u001b[0mfolium\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
+ "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'folium'"
+ ]
+ }
+ ],
+ "source": [
+ "import folium"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'folium' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
+ "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mm\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfolium\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mMap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m48.8566\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m2.3429\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mzoom_start\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m6\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtiles\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m\"OpenStreetMap\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0mfolium\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mGeoJson\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcountries\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madd_to\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mm\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0mfolium\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mGeoJson\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcities\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madd_to\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mm\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mm\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+ "\u001b[1;31mNameError\u001b[0m: name 'folium' is not defined"
+ ]
+ }
+ ],
+ "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": 28,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'folium' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)",
+ "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mm\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfolium\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mMap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mzoom_start\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 2\u001b[0m folium.Choropleth(geo_data=countries, data=countries, columns=['iso_a3', 'gdp_per_cap'],\n\u001b[0;32m 3\u001b[0m key_on='feature.properties.iso_a3', fill_color='BuGn', highlight=True).add_to(m)\n\u001b[0;32m 4\u001b[0m \u001b[0mm\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
+ "\u001b[1;31mNameError\u001b[0m: name 'folium' is not defined"
+ ]
+ }
+ ],
+ "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": "3.8.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/notebooks/06-scaling-geopandas-dask.ipynb b/notebooks/06-scaling-geopandas-dask.ipynb
new file mode 100644
index 0000000..a7da476
--- /dev/null
+++ b/notebooks/06-scaling-geopandas-dask.ipynb
@@ -0,0 +1,67 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Scaling geospatial analysis with GeoPandas and Dask"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%matplotlib inline\n",
+ "\n",
+ "import pandas as pd\n",
+ "import geopandas\n",
+ "\n",
+ "pd.options.display.max_rows = 10"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "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": "3.8.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}