{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Mapping in Python with `geopandas`"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import geopandas as gpd\n",
"import palettable as pltt\n",
"from seaborn import palplot"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this lab, we will learn how to load, manipulate and visualize spatial data. In some senses, spatial data have become so pervasive that nowadays, they are usually included simply as \"one more column\" in a table. However, *spatial is special* sometimes and there are few aspects in which geographic data differ from standard numerical tables. In this session, we will extend the skills developed in the previous one about non-spatial data, and combine them. In the process, we will discover that, although with some particularities, dealing with spatial data in Python largely resembles dealing with non-spatial data. For example, in this lab you will learn to make slick maps like this one with just a few commands:\n",
"\n",
"![](figs/lab03_liverpool_lsoas_wa.png)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To learn these concepts, we will be playing with the geography of Liverpool. In particular we will use Census geographies (Available as part of the Census Data pack used before, see [link](https://data.cdrc.ac.uk/dataset/cdrc-2011-census-data-packs-for-local-authority-district-liverpool-e08000012)) and Ordnance Survey geospatial data, available to download also from the CDRC data store ([link](https://data.cdrc.ac.uk/dataset/cdrc-2015-os-geodata-pack-liverpool-e08000012)). To make the rest of the notebook easier to follow, let us set the paths to the main two folders here. We will call the path to the Liverpool Census pack `lcp_dir`, and that to the OS geodata `los_dir`:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# This might have to look different in your computer\n",
"lcp_dir = '../../../gds18_data/Liverpool/'\n",
"los_dir = '../../../gds18_data/E08000012_OS/'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**IMPORTANT**: the paths above might have look different in your computer. See [this introductory notebook](begin.html) for more details about how to set your paths."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Loading up spatial data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The most direct way to get from a file to a quick visualization of the data is by loading it as a `GeoDataFrame` and calling the `plot` command. The main library employed for all of this is `geopandas` which is a geospatial extension of the `pandas` library, already introduced before. `geopandas` supports exactly the same functionality that `pandas` does (in fact since it is built on top of it, so most of the underlying machinery is pure `pandas`), plus a wide range of spatial counterparts that make manipulation and general \"munging\" of spatial data very similar to non-spatial tables.\n",
"\n",
"In two lines of code, we will obtain a graphical representation of the spatial data contained in a file that can be in many formats; actually, since it uses the same drivers under the hood, you can load pretty much the same kind of vector files that QGIS permits. Let us start by plotting single layers in a crude but quick form, and we will build style and sophistication into our plots later on."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Polygons"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let us begin with the most common type of spatial data in the social science: polygons. For example, we can load the geography of LSOAs in Liverpool with the following lines of code:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"lsoas_link = lcp_dir + 'shapefiles/Liverpool_lsoa11.shp'\n",
"lsoas = gpd.read_file(lsoas_link)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now `lsoas` is a `GeoDataFrame`. Very similar to a traditional, non-spatial `DataFrame`, but with an additional column called `geometry`:"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"lsoas.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This might not be the most aesthetically pleasant visual representation of the LSOAs geography, but it is hard to argue it is not quick to produce. We will work on styling and customizing spatial plots later on."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Pro-tip**: if you call a single row of the `geometry` column, it'll return a small plot ith the shape:"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/svg+xml": [
""
],
"text/plain": [
""
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lsoas.loc[0, 'geometry']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Lines"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Displaying lines is as straight-forward as polygons. To load railway tunnels in Liverpool and name the rows after the `id` column (or to \"index\" them):"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Index: 44 entries, 0ACD196C321E4F8DE050A00A568A6F6F to 0ACD196C313D4F8DE050A00A568A6F6F\n",
"Data columns (total 2 columns):\n",
"featcode 44 non-null float64\n",
"geometry 44 non-null object\n",
"dtypes: float64(1), object(1)\n",
"memory usage: 1.0+ KB\n"
]
}
],
"source": [
"# Read file with tunnel\n",
"rwy_tun = gpd.read_file(los_dir + 'RailwayTunnel.shp')\n",
"# Index it on column `id`\n",
"rwy_tun = rwy_tun.set_index('id')\n",
"# Print summary info\n",
"rwy_tun.info()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note how, similarly to the polygon case, if we pick the `\"geometry\"` column of a table with lines, a single row will display the geometry as well:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/svg+xml": [
""
],
"text/plain": [
""
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rwy_tun.loc['0ACD196C313D4F8DE050A00A568A6F6F', 'geometry']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note how we have also indexed the table on the `id` column.\n",
"\n",
"A quick plot is similarly generated by (mind that because there are over 18,000 segments, this may take a little bit):"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"rwy_tun.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Again, this is not the prettiest way to display the roads maybe, and you might want to change a few parameters such as colors, etc. All of this is possible, as we will see below, but this gives us a quick check of what lines look like."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"\n",
"**[Optional exercise]**\n",
"\n",
"Obtain the graphical representation of the line with `id` = `0ACD196C32214F8DE050A00A568A6F6F`.\n",
"\n",
"\n",
"\n",
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Points"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, points follow a similar structure. If we want to represent named places in Liverpool:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
id
\n",
"
distname
\n",
"
htmlname
\n",
"
classifica
\n",
"
fontheight
\n",
"
orientatio
\n",
"
featcode
\n",
"
geometry
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
0EE7A103C03A8FBFE050A00A568A2502
\n",
"
Sugar Brook
\n",
"
Sugar Brook
\n",
"
Hydrography
\n",
"
Small
\n",
"
25.0
\n",
"
15804.0
\n",
"
POINT (339605 396261)
\n",
"
\n",
"
\n",
"
1
\n",
"
0EE7A104A4B68FBFE050A00A568A2502
\n",
"
Sandfield Park
\n",
"
Sandfield Park
\n",
"
Landcover
\n",
"
Small
\n",
"
0.0
\n",
"
15805.0
\n",
"
POINT (339758 392357)
\n",
"
\n",
"
\n",
"
2
\n",
"
0EE7A1041DB18FBFE050A00A568A2502
\n",
"
Sandfield Park
\n",
"
Sandfield Park
\n",
"
Populated Place
\n",
"
Medium
\n",
"
0.0
\n",
"
15801.0
\n",
"
POINT (339768 392217)
\n",
"
\n",
"
\n",
"
3
\n",
"
0EE7A1041DE48FBFE050A00A568A2502
\n",
"
Gillmoss
\n",
"
Gillmoss
\n",
"
Populated Place
\n",
"
Medium
\n",
"
0.0
\n",
"
15801.0
\n",
"
POINT (340269 396567)
\n",
"
\n",
"
\n",
"
4
\n",
"
0EE7A1041DE58FBFE050A00A568A2502
\n",
"
Croxteth
\n",
"
Croxteth
\n",
"
Populated Place
\n",
"
Medium
\n",
"
0.0
\n",
"
15801.0
\n",
"
POINT (340296 395304)
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" id distname htmlname \\\n",
"0 0EE7A103C03A8FBFE050A00A568A2502 Sugar Brook Sugar Brook \n",
"1 0EE7A104A4B68FBFE050A00A568A2502 Sandfield Park Sandfield Park \n",
"2 0EE7A1041DB18FBFE050A00A568A2502 Sandfield Park Sandfield Park \n",
"3 0EE7A1041DE48FBFE050A00A568A2502 Gillmoss Gillmoss \n",
"4 0EE7A1041DE58FBFE050A00A568A2502 Croxteth Croxteth \n",
"\n",
" classifica fontheight orientatio featcode geometry \n",
"0 Hydrography Small 25.0 15804.0 POINT (339605 396261) \n",
"1 Landcover Small 0.0 15805.0 POINT (339758 392357) \n",
"2 Populated Place Medium 0.0 15801.0 POINT (339768 392217) \n",
"3 Populated Place Medium 0.0 15801.0 POINT (340269 396567) \n",
"4 Populated Place Medium 0.0 15801.0 POINT (340296 395304) "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"namp = gpd.read_file(los_dir + 'NamedPlace.shp')\n",
"namp.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And the plot is produced by running:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"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": [
"namp.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Styling plots"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It is possible to tweak several aspects of a plot to customize if to particular needs. In this section, we will explore some of the basic elements that will allow us to obtain more compelling maps.\n",
"\n",
"**NOTE**: some of these variations are very straightforward while others are more intricate and require tinkering with the internal parts of a plot. They are not necessarily organized by increasing level of complexity."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Changing transparency"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The intensity of color of a polygon can be easily changed through the `alpha` attribute in plot. This is specified as a value betwee zero and one, where the former is entirely transparent while the latter is the fully opaque (maximum intensity):"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"lsoas.plot(alpha=1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Removing axes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Although in some cases, the axes can be useful to obtain context, most of the times maps look and feel better without them. Removing the axes involves wrapping the plot into a figure, which takes a few more lines of aparently useless code but that, in time, it will allow you to tweak the map further and to create much more flexible designs:"
]
},
{
"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": [
"# Setup figure and axis\n",
"f, ax = plt.subplots(1)\n",
"# Plot layer of polygons on the axis\n",
"lsoas.plot(ax=ax)\n",
"# Remove axis frames\n",
"ax.set_axis_off()\n",
"# Display\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let us stop for a second a study each of the previous lines:\n",
"\n",
"1. We have first created a figure named `f` with one axis named `ax` by using the command `plt.subplots` (part of the library `matplotlib`, which we have imported at the top of the notebook). Note how the method is returning two elements and we can assign each of them to objects with different name (`f` and `ax`) by simply listing them at the front of the line, separated by commas.\n",
"1. Second, we plot the geographies as before, but this time we tell the function that we want it to draw the polygons on the axis we are passing, `ax`. This method returns the axis with the geographies in them, so we make sure to store it on an object with the same name, `ax`.\n",
"1. On the third line, we effectively remove the box with coordinates.\n",
"1. Finally, we draw the entire plot by calling `plt.show()`."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Adding a title"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Adding a title is an extra line, if we are creating the plot within a figure, as we just did. To include text on top of the figure:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAOQAAAEVCAYAAADw7kmFAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nOy9d5gl2Vnm+TtxvTd50/tyXV2+urKqWqYlLYyEGAmzA8iskFlAgh0WM2IAaRYQw2hg9eyyQpgFhNFIgAQCSSA8wjS02lRWljddNr2/mdd7E2f+iLiR12ZlqV125n2f5z6VdcLciMz44nznM+8rpJS00UYb2wPKK30BbbTRxgbaBtlGG9sIbYNso41thLZBttHGNkLbINtoYxuhbZBttLGN0DbIlxhCiCeEELdf6et4GAgh3iSEmH+lr2M3om2QLxKEENNCiH9XPy6lfEpK+cgrcU0vFYQQUgixr8m4VQjxy0KIeSFESggxJYT4ZN0+HxBCXBNCZIQQy0KI3xRC+Juc6wP697zjpbyX7Ya2Qb5KIYQwv9LX0AQfBcaAM4AH+F+AS5WNQoifAD4B/CTgAx4HhoGvCSGsded6PxDR/901aBvkS4xq908I8REhxJ/Vbf+UEOJX9Z99QojfE0IsCSEWhBAfF0KY9G0fEEI8LYT4pBAiAvx81divCSHiQohbQohvrjp3nxDiq0KIiBDinhDig1XbbEKIXxFCLOqfXxFC2F7g7Z4GviKlXJQapqWUn9O/zwv8V+BHpJR/J6UsSimngXegGeX3Vl3bMPBG4EPAtwghuqu2hYQQfyWEiOn39ZQQYsc8xzvmRl4l+ALw7/WHE93Y3gF8Xt/+WaAE7ANOAm8BfqDq+LPAJNAF/Pe6sRDwMeDLQohg1ffNA33AdwO/WGWw/xfaDHUCOI42q/3MC7y/54APCyH+oxDiqBBCVG17LWAHvlx9gJQyBfwt8Oaq4fcBE1LKLwHPA++p2vYT+j11At3AfwF2TP1n2yBfRkgpZ4CLwHfqQ98EZKSUz+mzwLcCPy6lTEspV4FPAu+qOsWilPLXpJQlKWVWH1sFfkWfcf4EuA28TQgxCLwe+GkpZU5KeRn4XeC9+nHvAX5BSrkqpQyjzV7v5YXhl9Bc0vcAE8CCEKLicoaANSllqclxS/r2Ct7Hxkvq89S6rUWgFxjW7/kpuYMKstsG+fLj88C79Z//NzYevGHAAizp7lgM+G202bCCuSbnW6h7IGfQZsQ+ICKlTNZt69d/7tP/X3/cNwwpZVlK+RtSytcBfrRZ/PeFEI8Ca0Coxdq3V9+OEOJ1wCjwx/q2zwNHhRAn9P//P8A94B+EEJNCiI+8kGvebmgb5MuPPwXeJIQYAP5XNgxyDsgDISmlX/94pZSHq45tNhP017mGQ8Ci/gkKITx12xb0nxfRXgL1x70okFJmpZS/AUSBQ8CzaPf3H6r3E0K40DyDf9KH3g8I4LIQYhk4p4+/Tz9vUkr5E1LKPcC3obnI38wOQdsgX1xYhBD2qk/DbKC7h08CnwGmpJTP6+NLwD8AvyyE8AohFCHEXiHEGx/wnV3AjwohLEKI7wEeBf5GSjkHPAP8kn4tx4DvB/5IP+4LwM8IITqFECHg54A/fIh7tdbdq0kI8eN6EMshhDDr7qoHuCSljKO5xb8mhHirfr0jaC+oeeAPhBB2tDX1h9DWtpXPjwDv0c/5diHEPv0llADK+mdnQErZ/rwIH2AabQar/nwceBMwX7fve/XtP1k37gN+E+0BjaOlDN6lb/sA8PW6/T8APA38ur7/HeAtVdsHgL9CSx/cB36oapsd+FW09duS/rNd39ZwzXXfW3+fEi349IPABf1aYsA48Pa6Y78fuA5kgRU0tzygb3uXfi2WumPsaC7t24H/pP+u0/rv6Wdf6b/9i/kR+g238SqEEOIDwA9IKV//Sl9LGy8O2i5rG21sI7QNso02thHaLmsbbWwjtGfINtrYRmgbZBttbCO0DbKNNrYR2gbZRhvbCG2DbKONbYS2QbbRxjZC2yDbaGMboW2QbbSxjdA2yDba2EZoG2QbbWwjtA2yjTa2EdoG2UYb2whtg2yjjW2EtkG20cY2wnZkv35BCIVCcmRk5JW+jDbaMHDhwoU1KWXnVvbdcQY5MjLCxMTEK30ZbbRhQAgx8+C9NLRd1jba2EZoG2QbbWwjtA2yjTa2EdoG2UYb2whtg2yjjW2EtkG20cY2Qtsg22hjG6FtkG20sY3QNshdjGSuyCf+7haX52Kv9KW0oWPHVersZkTSBYpllUS2SDxbJJUvsb/bQ7/fgZSSVL5EKl8i4LTyh8/N8Ov/co9YpsifnJ/jz//j6xjqcL7St7Dr0TbIbYpbywke6fYQzxYJJ/PaJ5UnlS/x7tOD/N2NFeajGdZSBdZS2vYLM1EyhVqpxLcd7cWkCBLZIk/eCfNor5dousByImfsE0kX+IW/usHvvv/0y32bbdThgQapi2j+G2DT9/8zKeXHhBDHgd8C3Gh6fe+RUiaEEO8BfrLqFMeAx6SUl4UQT6LJV2f1bW+RUq4KIWzA54BTwDrwTinltP797wd+Rt//41LKz76A+31VIJEr8v3/Y4IDPW6eurNGSa3VX7mznOKzz063PF4RUDnkr68tAfCaPUEAnl9KND3mg0/secHX3cYLx1bWkHngm6SUx9HUbN8qhHgc+F3gI1LKo8BX0I1QSvlHUsoTUsoTaMKk01LKy1Xne09lu5RyVR/7fiAqpdwHfBL4BIAQIgh8DDgLnAE+JoQIvMB73vZ47v46C7EsE1PRBmMEuLHYuObb3+2m12cHYGwkiMduxu+0MDYc4OxokEtzMfZ2ulp+55N3wi/eDbTxDeOBBik1pPT/WvSPBB5BmzkBvgZ8V5PD340mnf0gfAdQmfn+DPhmXbL6W4CvSSkjUsqo/j1v3cL5XtV4+t4aIbe1YU13fMDH8QEfM+sZAk7Lxvigj7srKQaDDkBzQZO5ErFMkTsrSc5NRcgVVe6H0xzodjMYcDR851cvL6I2Mf42Xl5sKcqq68dfBlbRDOQcmiz1t+u7fA8w2OTQd9JokJ8RQlwWQvysbnQA/cAcgJSyhCaJ3VE9rmNeH6u/vg8JISaEEBPh8Kv/Tf/knTAjIRc3Fmvdy5lIhnxJJZwqcKDbg9dhpsNlJZkr6Xtov06HZePPmjC2abizkiKaKTR850Isy8XZ6JavMVcsP3inNh4aWzJIKWVZd0EHgDNCiCPA9wE/LIS4AHiAmr+yEOIskJFSXq8afo/u4j6hf95b2b3Z124yXn99n5ZSjkkpxzo7t9QHum1xP5xiZj2DSWzcut2sYDEJYpkibpu27J9Zz5DJl1lPF5gMpwGYXkuzr8vFvdX0pt9xqM9X83+7WcHvtPDU3bUtX+fP/Pl13vnbz/Kxv7jOucl12jqjLw4eKg8ppYwBTwJvlVLeklK+RUp5Cm0WvF+3+7uomx2llAv6v0ng82jrQtBmvkEAIYQZ8AGR6nEdA8Diw1zzqwEriRxSSqSU/OgXLgHUPOBlVXKkz8fRfi9zkQwAy4kch/u9NedZTebp8zkollVjzGMz4baZavZbT+Vr/n90wMeekIubiwnypTL/fGvF+J5WeMOBTs5NRfjsszO889PP8T2/9Sx3VpIPf/Nt1GArUdZOoCiljAkhHMC/Az4hhOjSI6QKWhT0t6qOUdDc2DdUjZkBv5RyTQhhAd4O/KO++avA+4Fnge8G/llKKYUQfw/8YlUg5y3AR1/YLb+yyBXLfPyvbxJO5olliizFc5gVwWjIxeF+n+GmVmxqbDjAfDTLUjzLajJP9TLvylycLo+NRK5Irqjq51drAkHDHS5KquT2chIJ7O104XdagY1ZtKxKptbSrKUKnPyFr5EplPnItx7kh964t+V9vPVwD26bmVRec4knZqK8/Ve/zoffcoAPPrEHk9LMuWnjQdhKHrIX+KwQwoQ2o35RSvlXQogfE0L8sL7Pl4HPVB3zBmBeSjlZNWYD/l43RhOaMf6Ovu33gD8QQtxDmxnfBSCljAgh/htwXt/vF6SUkYe+y20CVZV8+IuX+Ztry8bYwR4Ps+tpJtfS/NOtVXp9dnp8dqwWhZDbSrZYMnKGjw35uThbG2FdTebZ1+Xm3qoWdxufjnB6JIAiBKqUOK1m/vVOmNMjAc5PR/HYLaiqZGw4wFoqz/R6BiEgmikSzRSN806FN3d7rWaFDz6xh0/+4x1jrFBW+b//9hb/cGOZX3nnyXahwTeABxqklPIqcLLJ+KeAT7U45kng8bqxNFqesdn+ObQZtdm23wd+/0HX+WrA556drjFGAL/Twq1lbXazmgQht41LszEjl9jv1yKiY8MBVqqS+RVUDK0alf/3+x349Wjs+ekoT+wPkcwVkcDETIyj/dpa0m39xupDri00L7m7OBvjN//1Pr/0H45+Q+fdzWjXsr5MWE/l+cwz0zVjNrMgnMxzZiSIxSTY3+3m2kIc0IxxKOhE0YM7N5YSuqu5gZODvk3rUNdTeezmjfXj/XCKG4sJLs/FOTUcwGExMRpykimWOdRbux49N7W+6f0UyyrP3G+9j9NqarmtjdZol869DCiVVT76lWs4LAoem4lUXksZPNLj5ep8nPvhNK/Z28EN3RgrKJZVpta13KHLZsZlNWt5yEiGA10enl9KUCy3jm5azAqx7EbwezGW48xIkPHpCBdmNmbVqbUMIbeVXp+N5XieTo+Nkir5/LkZxqcieOwWDnS7iWaKRNIF9na6WIznGsr0qnFtPt5yWxutIXZauHpsbExuJxpIKSU//aWrfHFiHotJcHIwQCJXpKRKFmJZslUP9fEBH7eWk+RLG1HSM6NBxqcidHlsjIRcjE/VLqFHOpwEXVbWU3lmIlkE4HVo79n9XR4mZmrd2aDLSiJbbFoB1OWxIYFwUovCWk0CRRFGwOhh8al3neA7TjSkjXcdhBAXpJRjW9m37bK+xPi1f77HFyfm2RNyMTYcwG5RuLWcZDlea4wAXrulxhgBZiMZbGbBSIeLC9ON8axOj42LszFmIlkeG/JzYshPPFsini01GCNoVTyH+7wN46AFiCrGCFAoS/Z1ub+R2wa0e0/nSw/esQ0DbYN8ifEXlxcAEAKenYwwMRPlaL8Pl83M0X4fZ0eDuK0mTg76ubmUoMdrqzneYhKcGPQzPh2hmXdabcAXZ2Ncmn1wb6NZ2fqfPZYpYjE9XArDalY4NuAj4LTwHb/+NF+5NP9Qx+9mtA3yJUalsibo0gIymUKZawtxVhJ5ri3EOTcVoT/g4NZykvV0gYHARqrg5KCPtVSBeLb5LOOxm5la2zw90QzT61s/Zj6a5VCLGbUZTo8EsJkVrs7HOT8d5V44xX/6kyt8YXz2oa9zN6Id1HmJ0etzcGU+zqXZmBGcsZgUpJQ4LCbmY1kW4zmyem1oUVXZE3LR4bYa6Ytby0ke7fXw/FJtJYzWdPzwNaXr6QIjHU6m1zevxqlAEVufIfNFtaq2dgNX5mK8+8zQls+zW9E2yJcYQbc2M5ZUyZ0VLXl/csiPxaQwH80yWTfDXZnTopP145lCGbMCj/Z6sZgU8iWVdL5EKr81o6pHl8e2ZYNciGYfvJMOCTgtCpm6QNCfXpjHZTPzg2/YQ5fX/jCXuqvQdllfYpweqW3fdNvMFEoqiWyBkMfW4qhGzKxneHy0g2sLCS7OxrixmNiyQTVD9iG6NVaTeRyWreUVVxI5bE32LauSawtxfuyPLxNNN3abtKGhbZAvMR4f7WCkqoQslS9xYzHBreUU41MRHFYTHvvmjkqXx8bpkQDjM9EXFPWsxvWFBHtCrRuW6xHyWJuOW0yCM1UvncGgA4up8bEaDjq4MBPl2cl1vvVTT7VkLtjtaBvkS4xevwOTIgi6rBxpEhzJFsqwSS745KCPSLrA+ekohZL6olXASCCZK9H1gFlaACcH/XS4Nvbr8W24nMf6/YxPRznc50UIuLeaYjWZbziHw2qmrOc+lxM5vv3Xv86/tlkKGtA2yJcBxwb8RNIF7q6mODMS4NRwgKGgk7HhACcH/UYEtoJen50zo0FGOpzcWErWJPGvzsfZ/yLNkuFUnsFg8wJwi0lweiRAt9fOpbkY5qrujX6fneGgk5NDfi7oTc3pfImj/T56fQ56vTa6dUM3CRgMOrm1XBuQKpYlH/zcBB/98lXypXazcwVtg3wZcGxAK+LOl1TGp6NcmIkyG8kwMRPl0lyMoMvGsX4fZgXGRrQujPGpCNli2Ti2GmVV8pCpwZYQgM9hqRk7PRLAY7dwfjrKciJHh8vKjcUEXruWO1Wlxl5QnfOcXs9wdT6OIgReh5UB3dAfGw4w26K3slBS+cL4HB/83AWSuWLTfXYb2gb5MsDvtGy6/dJcDKFota0T01GjPlUA5SbVAJNraU4MBV6QUXodZix6aVxlhrYogqP9Xs5PR4nUBV4UAXs7teL3S5sUtMezRW6vJLm3muLkoJ/7D2jjAvi3O2Ee/8V/YqJJJdJuQ9sgXwaUt1AKemc52dBe1e93UG6xvrwwE2Uw6Gy6Lq2gx2vj1LDfcB+rEXBa6fLYGZ+KGMUFxwf9XFtoDLZ4HRb6Aw5uL28eiOn12VnT2Qji2SLPLydQt1ArfXokwKE+L//7Z8b51D/eqWE82G1oG+TLgM3Y3Lo8No70e9nT6WKkLuoZzRRruHXqMb2e4fpign1dbo7rrq1Ao4R8fE8Qu8XEhZlYTaOwVZ9Wgy4rCzEtv2gS8MYDoaa1rwBTa2kWY9mG3GI9luI54zoAOlw2YpnWrujZ0SBnR4NcnouRL6kUyiqfH5/lnb+9e+lA2gb5cqDKphxmwYlBHycH/RzTG4SvLyQAURM4OTXkZ3Itzd3VFA/CvdUUV+bjvG5vB3aLibsrKZ6bjCDRXM3LczGcFoVujw0hBEf6vQgp2dvp4uxokA63jafvrdPvb52wP9DtYXSTNIlZf5Iuzcbo0RP//YHNCwDmIhnOTUUolrWqpcGgi26vnYuzMX7+qzdYbdKQvdPRrtR5GWA1KYwNB1AUQaZQwmo2NbRRmRTBc5Pa2EiHk9t6VU/qIbol0oVSTcJ/Zj1Dr8/OUjxHj8+O32FlJZnnxkKCU8MB7ofTNWs8n8PKQqzRCM6MBBGClnWzZ0aDgGR8KkpRlUbU9EFtW10eO16HhdsrSZbiuZrgz2Q4xft+f5zve90o7zjdjGF0Z6I9Q74MmI2kmZiJMj4V4eZioqERGcCsCFxWE6dHArjt5ociiRoMOjjY4+byXON5+3VS5LlIlmsLcR4b8mO3mpq6pzeXErpxbcBtM7GSzHFuKsLY8EYBgNUk2NflZmw4gEkI5iNZjg9qM348q7mpFe7WVrdyeT5GPFvk1FCAzrrCg+WEVh30U1+6yjP3t05P+WpH2yBfYpRVyRcnNtqPVAnmJpUsF2djjIRcnJ+Ocn0hwUiHk81qunt9dg71ejgx4Gc5luPWcqNr2x9wGDUHZgX2hFxYTEpDH2YFNt3vPFpFL7m3082MXqJ3YymB06K1Vg0GnUyGU9wPp1hJ5Ah5bNjMCqMhl8GM57Fr0eXjg34eG/LjsGj8rx0uK6eG/QB0uKwoijC+A7TrPDUcMOp5f//rU7uG9/WlENsZAZ4HbuuneE5K+UP6uU4B/wNwAH8D/JhO97hjxXaevb/OfFVxdpfHxkDAQTxbbEgJ3FjUDLHTY0NKjZGucowqNeOOZ4vMrGcwK4KbS80DH167mWMDfs5NrrEQzTIYdNDlsXNhRssrnhkJ6OkJzYjPjATIFVXmY1mjnG9PyMXkWpr74RQeu5lkrkS2UMZqVmqoQ6KZIul8iUJZcqjXY7i1LqsJpOTEoJ+FaJZwKs+hXg8uq4WlRJZr83H2dDq5tZxgb6ebfEllwO9gMZ5FlbKGYuQfn1/l0lyMx4Z2vKzLltaQFbGdlE7h+HUhxN8Cvwb8Zynlvwohvg9NbOdn9WPu60zn9fhN4EPAc2gG+Vbgb6kS2xFCvAtNbOedVWI7Y2jVXheEEF/VdT62PbIFjYO1GqvJPGupfM0sWaHnmI9mmF7XPjaz4PignzsrqYa2K4dFocdnx2JSGrpCQCscL5ZVBoJO7BYTzy8lmYtoL4VMocz4dJSzda7p1So3OlsoE8sW6PXZGQw6a9a7hVLjurBYlggg5LYB2rWmC2UuVBUO9Pvt3FlJ8WiPl3xRZX+3hzsrSXr9DmYiGXJFlVyxzBv2d/J0Exf1l//hNv//e041FDHsNLzUYjsGhBC9gFdK+azU/I/PAd+pb96RYjt2i8L9cKMr6bGbKZZV7BaFx4b8rOuVOYuxHDaz4NSwH5fNzPhUtGnaIFtUOT8dJV0o0lcXGfXYzBzq9XJ7RePmqTdm0PJ+1UbWzBmMpIsEnBbDjQVtLXhmNNjQwTI2EsDn1OhHRlpwsXa4bIx0uLgfTjEYdJLIFimWJXORrBH8KZYlT94J47VbGBsJsK9Krevpe+v8t7+80fTcOwlbirLqJMkXgH3Ab0gpzwkhKmI7f0Gj2M6oEOISkAB+Rkr5FJpITjWXQ7VwTo3YjhDiocR2tiuEEHS6bSzGayOX8WyJMyMBotliDfFxp9tGWUouzGxNYlyVgoNdbro9drLFMj6HhZuLce6vpni0z4uUsJ4q4HVYCCfz2C0KuaKKIgRnRoOk8yU8dksDv6rNrHCk30c4kePmUtKgEckUyoxPRejx2XFZTfT6HdgtCtNraWKZIuemIpwdDTZtC6vMwB67ucYdbYb1dIHBoJO56MZ5BgIObi4lKZXVpmvwnYItGaSUsgycEEL4ga9Uie38qhDi59CkACq1VkvAkJRyXV8z/rkQ4jCbC+e8ILEdIcSH0Fxhhoa2R1e6qkr+859eYbjDxUBAC9CoUpLOl7BZTCzFsvQGameTcCrPQMDBaCiw6UPb4bJypN/LM/fWeebeGgGXraHD4tZyklyxzNnRIOcmIxzs8ZDMFQm4rEyG08SzBQplycEeDwI40u8lnS/T5bGRzJW4MBM1itiLZclyPMecvhZejucY6XAyG8lwYsBHOLVRZpfKl3BXUV1Wo9dnYymebxivhtdhJpEtIQTkS9qf+vRIgKvzcfxOy46XKHioPKSu7/EkmtjO/4umtYEQ4gDwNn2fPNq6EynlBSHEfeAA2uw2UHW6auGciqjOfBOxnTfVHfNkk+v6NPBp0GggH+aeXipMrqX48qUFhKjtrjra7zOKsusNEjQOG5fVjM2sNDDQ+Z0aP+rl2Ri5okpRD2eOdDgbDDKZK/GmRzq5tZSgqEqj22IhlsNqEgwGndwPp43x6wsJjvZrrm4sU6Tf76jJC87VsQZMr2cMispqOCwmfA4rVnOJSLrW3R4IODc1yMN9XpbiOTo9VkxCq7Ht89kNKpMBvxPxEHQir0Y8cO4XQnTqMyNVYju3hBBd+liN2I6+v0n/eQ+wH5iUUi4BSSHE4/r68H1o7i5siO1AldgO8PfAW4QQAV1w5y362LaGqko++uVrDHc4Ge1w1eThqtdk1bCYBF0eGxaT4PZK0sjpVXBqOECuUGZ8KkqhLGtIiq/Ox/HYTAY73IDfwemRAOcmIw1akCMdTvZ1uemoavmqtFpdW0gYa9Zcsczjo0Ee3xNsyjp3ts4YOz02gk4LEzNRFmJZ9nd5avY/PuBrup6uhttmJpIuMBx0IYQWVb5epZF5tEnny07DVpzxXuBfhBBX0URvvial/Cvg3UKIO8AttJmuIrbzBuCqEOIKWoDmh6oEcv4PNCn0e2jydX+rj/8e0KGL7XwY+AhoYjtARWznPK8SsZ2EnhhPZktMrqXZ06kZgN1SyySOlARdVk4N+XFYTKwm8xzu8xF0Wbm7kqoppVNVlVzVjFldwZMrqRwf9DMQcNLjtWE2CRaiWbLFMo901xafhzw2bi4lq9jTPTWzUAXr6QLZkspzkxGO1OlJnh0Ncq4JYXOvf0OZeTGuzahmRXM5r8zHG2bMelReHhMzUc5PR40Cg92EF11sR0r5JeBLLc41ARxpMr6jxHb8LiudHpvxkN9fTXFiyE+prNZ0U4xPR3n9vg6+fm9DI+PyXIzjA368DnONgOpKnUva6bHWlLLNRTJ0ee1E0tDhtjE+palg1VNlVIrVM4USxwZ8SCm5Hal1R/d1uiiWVcLJPF0eG5fmYhzq9XJzKcHpkQDXF+LYzYrxgjg1rAn+VHeezEWy7O920+O1P1AINui0MNzh2rStC9jx60doV+q8qKgIrwK85VCPMS7R0hHNWpsW47kaBgBFQElVGx7i6rpQn8NMfbxrJpJlZj3D/XDacCWLZYnVXEv5UVZVHhvyGw3F91bTBreOxo8TJJwqsJTIMxvJNKxNpYTD/T72d2vBoDOjQSMAdX0xQXcV0fPdlRRP3V1jbDjQlCrEJOBwnwenzfxAYwy5bbztaO+m++wEtIvLXyTMRTK8+3eeo8NtYzDg4O9vbMjO+Z0WJDAcdDLU4eTiTBRFCDx2M26rGbvFxKE+DzcXk6gSlmI5ur02VhIbxpCvKhr3OSxNmduG6oI7l+dihnvZ47XRH3BycTZaI/qaLZZJ5kt0e2w82udlKpxClbKmAMBlNSH14HalBlZLjXibaI24aq67coxFETWu7mNDfqbW0txYfHCblcUk+MMfONOSbmQnoW2QmyBXLGNvQX9YKqtMzET5x5srPHknTDiZI54tMR/NcmUuxpE+L+lCmYLebHt3JYnLZiZfUimWVQ50e1iM57i6EOfEoJ+bi0l6fXb6/Q4UIRiv657v9tqZjaQpqTAbyTI27MdlNZGuCu4067tM5Uu86UAnX7+3xnKieYQznNQUr568vUE61e934HOYubmUpFBWa9as+7vcmBSazvj3wylD27IaRVUyH83wxP4Q4WS+QXh2M7zxQCcHe7bOnv5qRtsg6xBO5vnC+CxP3l7l1nKSr334jYZo6nw0w1N31/j63TW+fm+tJugwNhyo6aAQQtDp0dZyFpPA77BwP5wm5Laxp9NtRA9PDvmJ6l32S/EcS/Ecw0EHr9vbwdNV+ouzkQwOi5lHejysJHOYFIWDvd6afOVaKo8QcKjXi8tqZi2V585ykhtqgr+V4lwAACAASURBVEO9XibXUi1bosJ1rulCLIvHrkVKi2VJj9fOXCTL2LCWI22VW+pwWbFZTA3kyj6H5iU8dXfNEIrdKjaTvdtpaBukjqfvhfn4X99qCIL8+B9fwmY2EXRZ+eqVxRZHN9LtX1uIM6yXkRXL0sgZSilr8nv3V1Mk6qj3ZyJZZiJZTg75mV3PsJ4uUFIlybymaHV2NMjd1STJXImhoBOP3cyNxQQeu4Uer8oN3di9djMnhwKMT0eM1qr1VJ50vsxaKt9Ukq4aFToO0Opbz4wGSesKzM3gdZhZiuca7kcRWi1rpRh+JZEj5LayltoaYfLEdBQp5Y7PQcIuNsis7k4+eXuVr91c4V9ureJxWNjX5cZuVowZrD4d0AwDAQeX5rT9Kj2DF2ejjIZcBJxWI9kOYDEpNW/8Pr+DxHLzddSl2ZjRIyklhgGtpfJGCmE2kuH4gI+hoJMbiwkcFqXm3AuxLF67meEOF0iMDhOLIjjY4zEKA2xmhUJZrSliKJRUTgz6iaYLCP20zYrZQUttzKw3BoFAW0NX632sJvN0e2xGR8mDMBB07ApjhF1mkFJKrYD59iof++oNwsnaWSJbLLMsteDLw6DbazNarG4vJ3DbLQx3OHnydpgzI5p0+KFeD0vxXEO3hPcB3QvpQpnz01FGOrTOjXp+U4ArVWrFXruFbFEzCrdNK2L3OhyGVHoFRVWSKZQ41OvFbTOTyBXJFsoIgVGLWlQlTqtCNAPX5hOMDQfINnF5e7y2TV9ckXSRsqoVLMzrPD4ryTwk8xzt91IoSW5vwqGzt/PF4aF9NWBXGWRJlRz6ub9r6aopQmuODbpszEUzDYGJZtjf5aZQUunyaPWke7s83FiMG+uum4sJFJMgX1Tp9tgx11W91K/dmuFQrxenzcTEdJSx4QA3lhItm4w9DrORs0wXSrhtZpQW+bu1ZB6fw4LZJLi7kqQswW01MdLhZD1dYGy4ktDXXMtWeiCbyapXIKXE0qRKqRIYes2eDp6dXG/YDmzK5bPTsKvykBaTYqzrmuFAt5d74TTj05EtGSOA1Sy4tpBgNOTiNXs7uDIfMx7QgaCDVKFMIlvCpefahNA6J86OBjnc6yVbKBtkV61gsyggYSioyRLsDbmMvN5g0KE1A+uwV+UdtbxkqkHENeAw0+O1cbjfx7WFBM/cXzfEYFOFMplCmVNDAZ6dXK/hZ72xmGiqvryeLrSUJLCZFdw2M4NBR0tOntMjAZ6bXOfMSLDp9gPdnqbjOxG7aoYEONTna0neO72WMorBLSbB4T4va6lCTcd/NY70e3XGOIzWo+o12FQ4rc04nS5jDVUqq1yuS4Incloxd4WWsR6XZmOcGQnqRFBZrGaFgMPC3k4Xa6k8ZVVyeiTASiJfUyvrsioks0WO9nu5u5LCqq8v93Z5sJkV7rcwkJGQi3+9G26QHHFbTTXGX8GJAT+X5xvTGD0+OxZF0Od3NJTagTbzOSyK4e6OT0d4bMjP1fm44cU8sT/Etx3f+QUBFew6g3y018NfXmm+LVNUGQo6KZVVBoNOzk1FODMSbGqQFpNoSM7f1IMqlXVWLFvkdftCTExHjAesmduXKZTZ12klks43XaMBSCR7Qm6KqspkOM1KMo/TaiJXVMmXVOOh7q2qlPG7bAx3uJhez6AC6XyZss4KpygCc12gxOfQm5uXkw3GaBKwv9vD+HSUHq+dPr+dqbU0XR4bN1sQKAecFsyKaDDGTreNwaCjaS7y4mxMXzZYCXls/H/vOI7N/OIIDL0asKtcVtAETzdDIldkMZ4zHqJ6NvEKHhsK1FAmDgWd7O921xhUWZXkiiUyhbIRzJluMStdXYhzeBPXVUqIpAusV6UKZiMZHhvy1+x3N5zC5zATdGktTBMzMaxmhcGAg7IqGelwcm0hwfhUxAiwgEYj4rVbeHYygtmkcGo4wEiHkz6/nWP9PgYCDu7pHLHLiRwXZ2N47BYWYo2BqgrMitJQPHBi0E+hrLYsDLCaBJNraRZjGXLF8kOpN+8E7DqDPPQAg6ynzMi1CGTE6tqa3DazwVvjc5gNQ6meaQaDDpKbSJBfnIk2XaOB1tzsd5oZ7XAZtaev2dvB88vJGp3HSLpIPFsini0aEdnFWM5IG3Q2WesNBh1INnoeV5N5LuhtVIuxHKlCieEOF4/WXdtsJNOUN3ZsOMCxAZ8hCaCAYeCX52ItuzjGhgOMhFwcH/SRLqg8fW+NxRZu/E7FrjPIbq+dwAPEb6phszT/FfmcG/2EnW4bzy8l2KtzwOztdGPSazerk+Q9D5DyVqUWjaznyTkzEmQ5nsVts3B5PsbkWprTI1oKIpYpNiV+KldFpU4O+o3ZbSGarQnAjIZcxDLFptFep1Vb0UyG08ysp3l+MYFZ0QrQx4YDnKybnQGGO5xki2XCyTwmRWvVCnmsLCdymyo+Pzbk58ZigjsrKa7MxYnrnDs//aWrJHaRMtauW0MCuGxmoptoTlSjVS3rWjLP2dEg+ZJKOJXnzGiQc9MRTHpQqFleTlE0LpvZ9XTLutJKNcvYsNaR8Wivh6furnNyyN8gXFMpm7u2EMfnMBPPNmc5L0tp5AAX4zn2dblZS+WxmATpfKkmaQ9a577LZiZTKHHA4mY+ksHntJLMlejxu4w6W0XAvi63YeyAwa9qVqgJ5pwa9hsvg9GQi1JZshDLsp7Oc3Iw0FC7W8H56Sg/+oVL/Nb3nmr5t9hJEDuNgHZsbExOTExsus/bfvUpo7zsQTjS563pWq9G0GWpabo1Kxp148x6mh6f3YjAghbarxipw2pif6e7hnqxHl0eK5mCSrZY5nCfl+sLmvZiSZV0uKxkiuWaXOTYSICJFsl5j93McIez5nrOjAYAgUDTrTQrgomZqJZ6EHBlLmpw2gwE7NgtZgJOS8OLps9vJ5ou1gSrnBaF0U53ze9YEVozdCxTMGg8KmmOWysJQm4bk5tI133gtSP8/Lcfbrl9O0MIcUFKObaVfXedywo0KBZvBtMmIoyjodoKkpK6QfBbaaYVQnPHqqXcsoUy1xfjnB5udPkqiKaLPNLtoaxK7q6kCLltlFSJRRHYraaGwoBWa123zcRjQ/4aYwS4MB2lVFa5MBPh8lyMK3MxTg0HmJiJcGMhTod7w62dj+a4t5pq2vIFEHRv/D49No2Nrv6Fp0pwWkw1nDo3F+Mg4NEeLR/bjCqkggdVNO0U7EqDDDgfbJBmRWu+tSitf0WtZOYe6fEgEIyNBAg4rFycjZHIlTk1HMBpUTjY42FsOEBJYlDqV+DU16xn9gQNufBssUyvvq48uyfYtErn9nKyIUd4tN+LzWzi/HSUkLv2no8M+Lg4G6MSIC3qL5OxkSAjISeLVRHkyjXNrGc4UiUzcGo4QDRTNDo7zAp0eu0t87ymOvrGlE4reW4qgsdu5vX7Qi2DbvPR1uvPnYRduYb0Oh5828cG/A3Nt/W4t5ps2vuXzJW4Ot/ojkYzBY4O+JFSMq67fscGfPT5bKQLZYollSMDflRVcnMxgVmB0U43C5EMqVyJU0MBvn5vnT2dLvZ3uYmk89xd1R7+YllytN/DxdkYPoeZPSF3TRf+ySE/a1VUIfG6NbTTauJwX2PDMcBwyEWxLAk6rczqhnFKV3CunpkfG25koavG+FSkKVMdaN0y6XyJ5XiWEwN+wqk8IbeVsipxWs3cXUntio6PXWmQm82QQaeFSKbYIOndDMl8uSGoARoVYjNMhtMEnZYaTY6r83GEgMdHOyirkrIquTgb5fRwgEJZcnkuxhv2h4jnikY1zGQ4Tb6o0uGyYlYwZrmyKun22jArwjDGkQ4nIbeNZ+6vc2zAx9X5eM161mk1caDbTTJXalkgPh/NNgR+KrO322biUK8Xm8XEcy1qUatxfjrCI91uQ1ekAq/DwvhUhJNDfky6bN+V+do86d9dX+ZbdziNx650Wf2bGORQh4tj/b5NQ/SgVaGMdDjx2Brfaa00HXu8NhQhGhpupURPZ6S05l+pEWDNRTKcGg7wb3fXWE8ValIZfX47VxfiPDa8Uf95azmJ1azQ69tgf3NaTdxYTCClVuTQ67dxq+qFUEm+b/YCqub8abzXMrlimdvLyS0WmVPDnlfB3ZUkR/q8XJqNoSAaouCryTx/OjHXcNxOw1Z4We1CiHEhxBUhxA0hxH/Vx48LIZ4VQlwTQvylEMKrj79ZCHFBH78ghPimqnM9KYS4LYS4rH8q3K42IcSfCCHuCSHO6QpalWPeL4S4q3/ez4sAj725YxByW1GEliZohSN9Xo20yWvXjLaJB9UqmT0QdLaUDc8Wyhzu83Gwx82hXg97Ol30+OxGEr06h3mwx2NUukxMazW0Ws+kxoy+nMghgNfsCTIbyRoR0JVEnqGAi2TVC0OV8PxSkoHAhhFX0OGycnY0iKNJ/WoF3R4bt1dSBJyWLed3gy5rw77RTJHnl7XrGJ/WXNug01oT6Dk/HW3wRnYatjJDVtSvjgMngLcKIR5H41f9iJTyKPAVNPUrgDXg2/Tx9wN/UHe+90gpT+ifVX3MUL8CPommfkWV+tVZ4AzwMZ0w+QXh0mxzoxgNubg4G9s0JeLUqTFu61Uwpqo1Tb/fwaFeL/u7Pfjr1ql2s4KC4EC3B2+TF4LHruX9imXJzaUkk2FNzrxcVQO7Ry88mFpLGQ+0KrXC9vPTURCCSLrIfDTL2dEg4WSeobrezkoRfHVAM1ssc2clycGejZnw+KCPbLHMuakI8WyRseEAZ0YD7O/e2Gco6CDksZEvqdxeSVEsqZweCbR84YHW3oaUDdcFWoCrUjc8PhVhMOiomZ2T+RJfuTTfcNxOwouufiWlvCSlrHBd3ADsuv7jZnhZ1a9ODja36fQD5MNNQmMCqHZn04WSpnpsMxNyW7m5pNWJ1jfV5koq49MRbi0nGe10Gczhj/Z6eGzIT66oNSJbTIoxKxRKKiY92htNF5hZS/PaPUE8dotBf+G1mzErAotJGH2ZR/t9SOBeOF0j+lo571oqz+E+L2dGAvQHHBzodqMoCndX07zpQCeDQQc2s8lwra8vJHQF6CirCa0g4lCvl/lotublldKbqQ/2eFqqYNktJi7Nxbm2EK9RZAZQVY3qo4Ir8/GaWtaffutBfvJbDm76N3q146VSv6rgu4BLut5HBZ8RQpTRyJQ/rksGvKzqV816Ij12sxFoODUcMAIL0zrz+NX5OD2+xhap55eSWBRBqc7NLUuJw6IRUdl0Hccer7buuzIXx6IrGtfLxd1aTnJmJGBEYT12S01U8pnJCAe63bisZvxOCzaziaKqGlHd0ZCrprvixqJW0hdwWllL5Q3WgUe6PSzG0w28Ns8vJ4hnikZdbj3i2SKqlNxcau5F2M0aRcliLNtA/AXamha0mX1iJsrxAR8LsSxrqQITM1EOdNe+yKx6O9kHnxjlva8ZbvqdOwlbCupIKcu6AOsAcKZK/eqHhRAXAA8b6lcA6IpXnwB+sGr4Pbor+4T+eW9l92Zfu8l4DYQQHxJCTAghJsLhcJNDalGp0azGgS73hntYKGlKwhYTB3u8RjdDfS4PtEBNj9+u9VBW9SJeX0hQUiWXZmNaSZ0ijJSBfs10Va0LD/V6ONjjwecw6xUzAU4P+43m4i6PjX1dboIuC1NraXq8NiwmBVVq33FiQOvIaFaT2u93MDGjzeyVgnOvw9yUZGolkefYAzQ06kWAKrCaBMcGtZrUQlkyMRPl1JAfj12r8mlmoFfm43R7bfidFnp8duOaTALeuL+DQknlsUE//+XfP4q7SQBtp+GhoqxSyhia+tRbpZS3pJRvkVKeAr6AptUBgBBiAG1d+T4p5f2q4xf0f5PA59HWhbChfkUT9avqmbdaMav6uj4tpRyTUo51dnY+8D72NYkaNgvjnJ+OMh/LkshpBdz1vDQAXTo9ItQyz5VUaUQdpdSIsGKZImdHgxzp9yKE4LnJdU4NaewBzy8nNXc25GZsOMC1xQSxbImhoBZsGe5wcm81pZXqSTg3HWViJkqxLDnc5yFd0DhhHRYTJwZ8jIacnBryowidUbyuy2OzeGi+3NzgKrg6H+dIn5eDPR7eeCCE22rSgjCuxpXJhdkYAaeFlM6Y1ww3FpOYFcHhHg+FkuYmnxoOki1qYjt3wykSLep0dxpeCvUrP/DXwEellE9XnccshAjpP1uAtwPX9c0vq/qVw2oyXKEKqgu3zYqC22bC6zCzHM/R7bWTzBUbjoENYZ3KOVqlrSsz17mpCNcXEsYsY1IUzk1FjDaty3MxxqejZAtl7q6mWIrnODMaYKnKVS5WpT+uzMewW8zcWtbc7RtLCZYTeabWMlyY1TQ5krki6ULtA70QzdKMasdmVvDaHxwtvb6Y4NZykgvTUbp9dsanIiwncg1Jf49Nc62HOzbnxfE5LDwzGeGRbi+dbhvhVI6ret41mSvxzk8/27LvcifhpVC/+j/R1po/W5fesAF/r5/nMrAA/I5+zMuuflVP1pvMlTg+4OP4gI/pSJpUvmy8lS/Nxjg9EqTLY6uR8z7Y46kpMiiWVAaCjqY1mdPrGaMErRqbpVhAq8BJZEsPeKC1cyhC63fs9W24wjaLCbNJwWGpdfc63TY8VYZ3oNvNyUE/dovCxHQUt21rnRWpQplssdyUUyfgtBDy2Lg6n2AhluWR7ub5zIGAg/V0gX1dbq7OxzApGrF0db6yx2dv+kLcadiV3R4AX7u5wgc/9+D9qvHYkB+zojA+HdFqUVWVy3MbbmyF5/TRXg/rqQIDAQfFKsWroMvakIB3WEw4rSbWmyTme7w2enwOg4NnbCTAxZkoR/p9KEKwGNMqaBQBh/q83F9NEckUee2eIM9Mbry3xkYCrCXzRnS40sGyv8uN12FhKpwmUtdw/cT+EHdXki3bxOoxEHCwkshxuM+nyY4rCsuJbM3xDquJPp+dcCpvvOwqhryazDMacuK1Wwin8jW1tKC9QP/yR16/pWvZbniYbo+dv0pugc1YyFthJaG5r1aTQFEE4UTtQ1xxeyuR09VknpODG8XjzV5+JVUlka11xRwWhWMDfi7ORmse6EszUfr9DiOiGnRZcNvMhFP5mrK3mUgWsyIMHp/6tiyfw8LxAZ/B59ps4rmxmCCSLhgR3c3UqZxWE3tCLoqlRgKvamQLZe6H05q8ejZJwGnBalaM3OPUml4nOxyoMcizo0GSueKmWis7BTvfB2iBTTp9WsLnsCLQgkLjU5EG/YpmuhnVmob1wSRFwOE+H8MdTg72eDg9EuB1eztwWM2cm4o0lKKVJTVVM/s6PYRTjTPYQizLicHaLhKv3cyp4QCHer08fX8dIeDYgJdHejyE3HZODQUQaJU3R/q92HX3+s5Kiku6ilY9ujw2zowGUNCrgDqcNYUDrWC3mAg4rbjs5gYCsdMjgRq9koDTwp2VJDeXklvuYX01Y9fOkN2+zek0mkGTZdNSFhW6yGo044qp1vG4Mh/HbTWR0hPuVpNgIZohXJd+GBsOEM8Wa2pXK6jQdWi5ytbL6YmZKEf7vdjNJjLFEs8vJWse9MtzcU4NB7g6H8VjN1NUVbp9dpbjOQpltYFc6txUhJEOJ9PrGR7p9uC0mbgyFzOkAyrM44rA2K8ZHhvys5LI0+u349LTGHORLEGXhR6vHbfNzMlBP5liGafVpNX56rPuM/fWODX8ggu1tjV2rUHuDT08PX1RVTGbFNL5Eo/2eGq6NkAzyPp2rNVknn2dLu6F0xRKKgf7fVpR+JAfIQSxTKHBICdmohzp93I/nG7ofaz0YKa3oAj1/FKCwaCrJUHxYiyL32khlinWtIvt63I37fzo9tq1QvImtP9eh5kDXR5Wq9aq1dsOdnvIFTfY5ioFFhaTwOswE0kXiaaLhNw2ruvM7/X40sV53ny4e0dL0+1al3W08+Hp6S/PxZmY1hLsySZldopoXskQqGIoMJk0kZuFaJZCSW1Jjnx9IUGfz97QTbKs01KqUmIzb+53l1RaMoqDJn+3r4luRoUHNeC0cKTfy8lBv9Gi1SzI0+2xYVYUJmaiNR5Bv9/BmZEgmXyZC7OxppQllSgyaBSRF2aiHB9ozqQwvZ7hx75wedN7frVj186QzR7EraDbY6PHZyfgsjSUl6myljsHtJK8avfvkp4b7HDbmhYaVGAxCTrctgZ1qKVYjtfu7SCSLjDS4cJuNWEzK4xPNU+6P4hG8eJslDOjQQRaP6UQWn3uYNBBl9vGBX1GCzqtNWwB1RgIOmvc4cr1u2wmbi4lHih7V0GmUMZr1yqVTo8EmF7P4LaZa2b4ow+oInq1Y9caZMBl5ZsOdhLPlozopyIEJkVQLKuYFIEQWsF2MlfEY9cigolskSvzccyKtp6rXzcux2vD9Y/2ehuYu6fWtCR+tcR3NQ72eOhwaYXqJgGH+33YzCaE0Hot0/lSjQqWQEvAN5u156JZhoMOZlrUpqoSI5lfYZu7PKsJsub1INXBHg8uXUmrHlaToKxKzowGyRfL5EsaMVeHS6MuOTbg4+5qCpfVVFOqV+/a93ht2K0Cp9XBUiLPvdWU5s7azRzsduN1WJmJpPmptz7S9D52CnatQWoQDW/2raKkatw51ZUpp4YDpOo4RKea8MtkiyrdHhsX69rAOlxWRkJOSiWVlUROo+I3KTVyc6B1f1RDAnu7XDU50Wr0+FobZAVjwwGW4jlcVjOH+zUF5srLwqRov6d6lnTQXmLLcS3faDUJimWJROPfEWjiP0f7tdxkxSC/59QAH37LAS7OxPjss9NIKTk/HcVmUbCaNHd5b6ebSKZQc+///TuP0OV5+GDcqwm7dg0JcLqF2tJWcWE6wpsOdHKo18vpkQCT4VQDNcVQ0Im9SaIvlS/xqB6csJo0UuVMocyFmRg2i5l74TTr6WJTcZtSs5lqE/2LpXhzOQTQZiqbWctZhjxWENr6tVBWNULkkYBR9lcsS/oDDk4MbriNZSnxOSxa+5dujBVINAGd1UTOMKx3nR7kE991jF6fg7cd6+VPPvQ4bz/Wi82sMLOuBZn2drq4MButoYU8Pujn3WeGWt7HTsGuniEPtaDtfxDOjgZZS+VZSeQ4N7XeVCDnaL+PZK5ocM/UYyDg4PpCnDOjAW4vp2pc1zm9KySeLTIQcHB2NIhZERRVjRHApAj2d7nx6zyprVzfkNtK0GXFbTNTVtUaLZKNfWzs6XRxczFBWZU82uuly2NjPVWoCdDYLQpBl1ZgH08XjO98tNfL1XktatxKr8NiUrCbFb771AAf+7bDNXqVQgje/9pRntjfyUe/fA0JTVnrfvANe1rqXO4k7GqD3PMNCoHmS2pLqsMKssUy0+sZPeTvpVAuY1IUw0X22M0c6veiysb85VI8x0DAUdMAfGYkaOQdfQ4LmUIJuaZV9VRSIyG3lZEOF4Wyyv3VFGupguEmnhkNNhik1SRYTeYZDDgNyYNKR4bFJDg55MdhMVFSJdNracano0b537X5GHs7XYST2jkXolkO9TamggDurqZ486HuBmOsxp5ON1/44ON8fnyGmfU0K1XR3H6/gzcf6t70971TsKsNsstr4w0HOvm3O1oPpcOicLjfR75QpqhKvA4LhVIZq8lkGMPhPi82s1Ijz90Mk+EUj+8JMr2eMY49os/Ip4YD3F5OGkGYseEAd1aTNS1GPV57TRVLtKrWtNqATw75sZtNDAedZIutW5yakVgd7vNxaS7W0AkCmntqVgTP3K9lkjvW7+PcVEQz+qqXUlGVTY0RtLrYn/qWRx44wymK4HsfH+GNB7r4iS9eMX5vP/DEKBbT7lhd7WqDtJlNnBkJcGkmwt5OD7dXkkxMRzk55CeZLhiRTJMieKTbg9dh5vKcppB8pN+Lw2bi3kqqZt1kEprBZQplnpusdSPDqXxTyv8JPWBS7fLV049OraV47d4OSmUVk0khVyizns5TLEuEUJnR3cs+v72hMBvg3mrKkF0HzWWei2bwOSystiggvzQbYzjoNM5ttyhc0atmqjuhTg76DOWsenS4rHzynScIuR/E4rKBwaCTP/7Q43zl0gKfe26Gd4w1I6PYmdjVBgnwoTfs5el76zX69pdmY0YJWCUP5rWba/KL1xcSmBTBo1Vumttq4lC/j3S+yI3FxtlCEaKl/obZJOj12Y0ATH1ZXknVAkEWk8J41ayVL6oMVVGS9PkdTQ0StAocp9WEy2YmWygzH81yaijQcp372HCA8amIoWFyfMDPuakIXofZmM0P9ni41CK6G3Jb+ez3nXkoY6xAUQTfdWqA7zo18NDHvpqx6w1SlbJhNgIt7L6WyjMbyXB2tIMLMxGOD/oolTU+GSnBalJq8oGH+n0I4GYTYwSa1qaCVt8pEOztdDEYcCKROC1a3vHkoJ9CScVqVjArSkMp0Eoyz0jIhdOikCmqLb8DNLe1uqztcJ+Xe+Haa3VaTXS4rPTqTcedHhtITY2rWFYZDWn0lNNraQYDzk2LG/Z2ujnct7MT+S82dr1B2i0m3n1mqGGtlC2WKZVVhjtcPDu5zhsPhEjny8yupzg9HGRyLUWf34HNpBlJWZUUSiqKaE2P4XVYDJexGhVXdTS0UXf6+n0dPNLtaYhcWkyCU8N+LsxsjF+ajVLQaz8rcnB7OjVZ8CtzMU4M+jk/HeX2crKmmCGczLMn5MZmUQzC5Eq/Z8BlZW+ni7VUnni2VNNVYjYJluK5pumUCpO61aQVWVRa1trYGna9QQK8+VC30VzstZs52ONFCJ1CP68ZyGI8x92VFKMhJ/FskdGQq2kB9t5OF6dHAlhMClNraXp9diwmhZKqBUnuVe17fNBHJl82OGeqc4mlsqyZfSvQgi21AY5CVSF2JF3AYzczGU6TyBZ5bEjLI3Z7bawk8uzvchuBn9VkHotZaWgjA41RIFMoNdWcvLuSMmQJFIHGNeuwEE7mcVgUTIrC7ZUkz9xfYFFQrAAAIABJREFU52s3V/jex3c+W9yLhbZBos2SZ0aD3FpOksiVKKqqwfZWwVI0w2v3djC9lmZ6PdNAAVLB/XCa+zofatBpbZmbA7CZTFxZbXT5zo4Ga/ooQUvg7+/yYDM3uq31qOhwaGmPCL0+mxFlzekkUl67mV6fgztNOjdAi+reW01zfMDHXCRbwyiwJ+TCYTHhsGhVOJu1gT07ud42yIfA7oglbwE/9Ia9uHQeGVOTRWV/wMUz99dRpeTUUIDrm6ydfA6N8nAw2EjPX42JmQgnB301XKRWkyBfKoPQZqmQ28rYcIBOj43bK0muLsSbzmibYSjoMtqZnl9M0OOzk8iV8DnNLd3ryix8ZT6OxSw4PuCj12cn6LKSL5WxmhUGAo4GVedqHOh2G1HZapRVyZ2VJH90boaVROsqot2I9gypoy/g4NuO9TG1ljYqZapxeyXJnk4Xk+HWcuSguazr6QLnp6O6SnFrqFKjypD6cU6riWimyI3FRE0/YD1/6kIsi92sNBWtaYbqvGVZamTGR/q8Rt1oM1QXwa0k8iRzJT2PKpBInrq7BsDr9nU0HDs2EqBcVrm7muLRXi/z0QzTaxkuzUYZn45wcSZq9HN6bGa+/cQL5r7eMWgbZBVeuy/EH59vrbDU+QDZbU3eu0BMV26SUmOBCzg17huzSUFKSb6odUTkS2W6vHYuzES5H07jd1oIOi0EnNamwZ8KpNR4WuvrZluhvkujEmkVtJZCr6dczBTKBpv6aMjJ/2zvveMszcp63+/aOafKuarTdPd0DtUTmBmioMgFE6BcBkUEBQHxivd4QTmiXo/pGA4eEfQgoChIEBFHPMAwwwAz1Wk6Tofqrpyrds5pnT/Wu9/esap6OlXP7O/nU5/a9dZ+995v1X72WutZz/P7CVTy6tRkmIe3tZLOFViKZXFYjBwfD+nhvBTL8JI/eBxQHR39ASdb2l0sJ7KEE1n+/3+/wCt2dOjqAS921vwrCCFsKA8Pq3b/L0opPyKE2IvSYnUB4yhV8qh2zm+gDHQKwPuklN/Qjh8E/g6wA/8OvF9KKTXvj88AB4EV4E1SynHtnLehdF9BWQ+UPEBuOj+yq5PfcVvrqn8fGQowHUritZtI5wr0BRz4HRaS2QLJbIE2t4VEukDGXCCoBWQp6VPv8Up0eu36nmM4mSOczLGl3YXBIIilcg2VAdZj8X1vt1Jdb9QTKQGzQehCVmajQd8CqpZc9DvMBJwWDELgd1pYimWIZwrEswXCiRynZ1SCp9dvr5gGz0dSPLKtlcuLcWbD6ZrZRSJb4G+eusr7X7Ftzet5MbCej6WS+1VcEzh+SgjxGPA/gF+TUj4hhHg7yv3qN4UQO4E3A/cC3cA3hRDbpJQF4K+AdwJPowLyNcBjlLlfCSHejLIgeFOZ+9Uh1PvnuBDiXzXjnZuOyWjgTYf6+NjjoxXH9/f7ODsTqQiO0cUEcG20HFtOcGQogFOaOOS0MLoY10fK1bgwH8VuMVZIdSxE0+zQBI6LRclyPFtXJnItrCYD52ajmI2CwRYHAacFk9FAvlAklMyxEE2TK0gu1RlphVBbLKWps91ibFi/WyqJK0qYrGrzKhRVtjqerq88PjwU4FPfG+eNh/oqfC1frNx09yuUk9U/SSkzUsoxYBTlB9IFeKSUP9BUyT8DvKHsnNvmfrUaP3OkX1f0Fqg3zMnJcN2Rym42sL/PpwsAPzMW5ORUiEJR0uay1sj3gwru8r7CaCpfs3EZS+fJ5Yt4bGYuLsT1Os6dXR5293gYHgxgMxnZ2u7CXia+LIA+v539fT6GhwLki5IdnW5VHL6S5MRkmJGxICcmw4wtJ0hmC4wuxRkerF3rSlkp/xFJ5mos9kpMh5Ls6HLX/V2uKPE7LNzTWfn7VpeFe7vd+hT/j/7jYt3zX2zcCverHtQIWKLkWJXTblcfL51z29yvVqPbZ+eVOzp4/OIi26sakEts63Axtpxge6eHk1NhLCYDhwdV/WqLy8KTl5ZprzP1dVtNFIqS52ajdHlteGwmHBajMuIJpirWjeU6qCajqOj2KEcI5XBsNAjGVxJMhVIVdaV7e701ZXjlhJO5hs7Hg61OevwOUtk8o4vKBeyELulhRgjBSiKL3WxkKZZheChQ9++VyOa5OB9jU6uTmXCSfX1+pkJJ7GYT52dD7O/z8exUmNPTYfY00NN5sXAr3K+ej5PVbXW/Wotfe/U2dnZ7dMXxcg4P+rm0EGdXj1f3k8zmixwdD3FuNko4oaapi7GM/kLdNhP7+30gIJtXnSRzkTQXF+KcnIpwbCJc18C0xHQoxehS/QSOlKq96cJ8rK4ubCZfO7IfGvDT7rays8vN8KCfM9P190pX4hlGxoKcmYmSyhU4MRnmkW1tGARsbneRLRQZanUQTuZocVoZGQvWqBmAEo7e1OYims7hd1gIJbPMhtMks3kOa43ZyWye3/v6c3XFpF9M3Ar3q0aOVdPa7erjFefcDvertdjW4WnYAVF6v5ycDONzmDGVbeDbzca65WTbO92ksgVcVmPDNqKTk6EK23KgQoM04Ky1wmvE3j4v93a7MRngwnycQ1VT0qKULMYynJ+LMRdJk68TA60ui27gU85zc1ElyVGUxNJ5xpaVAp/LaqLdrYS7dvV4EMDDW1t5cHMLw0MB3DYTiUwBk9GgT4XPz8UYGQsyvpKgx6f8Pb753GLNc76YuOnuVygnqzcLIaxCiCFgKzAipZwDYkKI+7T14aOo6W7pnNvmfrUe6n3Sd3ttFcmVkfEQHruZI0MBrCYD/S0OkmW9hVaT4PCgn2hKiVJl8kUcFhPDgwEOD/o5NOjX14AFSUXXxsEBf8VoUbJBd1mMbO90M9SguXpPj5dTUxHyBcmWdjfDQwHmw6kKG/XyqXGn10av/5pBUMkDc1MD3drFWIZLC7GaSqbjkyEGWhyksgVsJiN7er0cHQ/x/asrLMcy+v2nQykuzcfYXCbDmckXddu6T39/nOV4ht9/7Dm+cW6+7mt4IbOeNWQX8GltHWkAviCl/DchxPuFEO/R7vNlNPcrKeU5IcQXgPNAHniPlmEF+CWubXs8pn2Bcr/6rOZ+FURlaZFSBoUQJfcruInuV2vxpsN9fPVZNRg7LUb6Ag463Fae0DbESwQTWV3VW01N/Tw1qu4z1OoinMxxeVGNNFva3DVSG+UVcuXWdkYDpLKSdreVwVYnyUyeHp9ycL4wH+PwoL9GAHlvn5dpLcvptJoqyvY2tzrpDziYCCYqRnGjQdDpsRJJZml3W8jmiwy2OIima7O6+/t9zIRSdfdIPfZrcpenZyIV+5hW7UMnlVNvg8V4lmAyy/BQgKPj16z4Si1tD//h4ySzBYYHA/zQzg5EvXacFygvWvertZBS8po//y5em5lT0yEy2rxuU6uzRit1T68KBK9DuRu7rEZ2dnm5MB/VpTFAs2dzWbm8GKcvYKfDbePSQpRoWr1RbSYDBSm1AnI4MFA/SQKqLavaAGdXj4ezM1Hu6XBxaTFekcx5eFsrT15aZlu7i3g2T5fXhslg4NJijHva3Txd9jwuq5F0rqA3IXf7VAKq3hS2xO4eLxLJ2ap1t8tqwuswV5T7WYyC/oCDgNOKEOqD6PJirKLp+chQgPlomne8ZNNtsTLPF4rEM3l8jvUvDdbL9bhfNWtZGyCE4C1H+jk5eS0YoXbDfFuHCyklwWRWH7Gy+SIFKSuCESCUzNHutrK13cV8JM2xiRCDZVPDdL6oy+SXStyODAXY2+tle9W2QSKb58hQQJ/6dbitTAVT7O3zki0UOdB/bd14cMDPFW2U9jktCATHJ8JcXowRTuS4tBhneDCARZu2xjOFiuDo8dlXDcbhwQBnZiI4y6zid3WrLZpWl4VUpqDX5O7v82E0GhhdSjAyHuSZsSDBRJaWqibmZ8aCdHqs/O7Xz/Ob/3KWbz23UFcX9kaJJHP8zXev8vI/eYK/euLK2ifcYpr1Sqvwih0dfOHoFGfLXJfK3YV7/HZS2ULFxrrRINjc5uLcbG3x+d5eL/PRdMUGu73MXq3HZ6PFaWF/v48rS3GeLJseO8wG9vd5mY2kWYhm9OcsBeTWDheJTIGTU2H29nmxmQ3cr2n6CGAmnGZXj4eRsSB7erzMhFNsaVfbOsFElpFEkOEhPyNjIdpcVgZbHVxaiNVtvyrncJnpTyiZ1b1ChBBYjAY6Pcr/8vxcrKYmt8RCLEOPNgqXf4g9M6bkVP7p6CSffXqCHp+dX3nlVn7yYO8NTWOllBybCPGZH0zwn+fmdTfr0ofWnaQZkKvQ47OzUzM3LXFhQa1zCkWJ22qq6VmUUuKymSq2ILa2u7CaDETTeX0UtZuNHB70UyhIdnV7mAwmmQmn60o1AhiNBk5ORTAbBcNDAZ6bjbK1Q+0Lmg2CMzNRvYjcbDCAhKevBjEZlRK73Xyt77FkaVe9XAknczy0tZUTEyGOT4To8tnZ2uGmWERrT4tWCHFVc2khzr5eH88mw7qSwMEBP6511KnOhNPs7qndajo5GebggJ9iUXJhIcYHv3iafz42zYdeu4O9fde3Z1ksSr54Ypr/8e3LNTYQAI9fXOJZraH7TtFcQ67B10/P8btfP68nQowCDg5eW9sdGQpUdOyXqPb48NlN7O7xkckXCCazXF1KUJSqw14IUXdzvqRlYzQIvDaTXiMLKtu6p9fHleU4PT57RQLn0ICfYxMhOjxWBgJOJlYSxNM57FYTy/Esm9qcTAWT7NJU56o5OOCvq+huEGoLx2s3UyiqfpD5aLrizf3glhYWImlMRgMmo+D8bJQWl5U+TYe2+u9UzX1DgYr1LMDBfj8riQxWk4GpUIqkVjX14/t7+OBr7mlYciel5BvnFvhf3xvjlTva+fcz86sayoJah//bex9a9T7Xy/WsIZsBuQaZfIG3fPJpjpVJZpgM4LQqKQwhYG+vr+4/em+fF4tRjYwX63T/HxkKMB1O1e1vtJuNeGwmOryqg6QoZd3R024S7OlTGdfFWAazQWA1G4lnKiUl291WbBaj/kGyvdOtRtY6Jqj1RqpyjAaBw2LUG6HLGR4KcHwixKEBP1eXExXVSo0CvUSp6GJzm7PiA2ZPr4eVeI6ZcIpev51Mvqg/rt1s5F2PbOKdD2/CUbaGnYuk+M1/Occ3n1sArn1I1cNlNdHrt+smtfdtauEXH9l80xI8zaTOTcRqMtYINZV8PUAVClyYj+Iw1/4pT01FCCayFcmOcpLZQt1g3NmlzHYWYhlOT0eYCqXY0u6qcWAGSOUlz4wFiaayPLKtjQMDfuKaunkJ1YgsK8qeLszHyDZIktgtJn1fsh6FouSejtra1VaXhedmIxSK6jWVgsYgVF3sXDil1/eaDYLtnS79egdaHBwdDxFJqX7QchHroBaMoPYxBaoFDNRWyp998zKv+u9P8u0LC6RzBT71vTFe9d+f1IMRKnVtSzgtRo4MBZBSyaU8OxXh2akIH3/iqr7ldbtpriHXwRsP9/HpH0xUHBtfTnBowE++IHHbTEwEExWdDoMtDsKpHFeWEjywRTkDx6vcqcxGUde1ai6SJlTVKRJN5xldjLOl3YXbamIhlsZoEMxHVMeGw2ImmMgihMoED7Q4MGsjWXWdbIlWtxWvw0ImV6BQlCSyBcaWE4xoUo/7OpQBq5SS6VCqwq0qWafYflOrMsjJh5IV9goPbW0lmlYSllJKBlqcXF2Oc2E+zq5uD8FEltmyvdFMXm1BeO0mIqk889FUhV3CYiyDI22oqJ2dCaf4r/96nsVoum7j9kJVBdW2DrVHXM+CAagrHn07aI6Q6+Debm+NN+JiLMOxiRBXlpVQcofHxqY2pz4Kja8k2dLuQgg4OhascY7a3uni9HSYVC6vd4sEnGaGWp0Mtjhpq9oGKMmKjC7GOT0dptNjYyqoRosHN7dQkJIzMxFOT0doc1m4vBDn/FyMiZVUw97JiZUkI2NBTk1HODsbJVco4tJkTKKpPEfHQ0ysJOnw2NjX5+PIUICAU5m41kvUjIwHlSBzVQlgPFPgpNZpcnRcqQaUMq5nZ6MEE9mav89iLEOX145BqBnJZDCh27kDJHPKIaz8WKfXVjcYvXazbiNfut/oYnzVJvDHL9yZEr5mQK6TH99fKdjb47OzrcNFPJPnqdFljo4rt6b92hsr4LQgpVLuzhUkT15erphyOq1mdnR5yBfh4kKcBze3kMsXaXFamFhJkC1UjkDl08uCRE/VZwuS711ZqRDdKl9rLsUzTCwnKupiS1TbpU+HUvT6HWzrcHFkKECf307AYdHXis+MBdnc5uLiXGxVYSufFiSb25wMDwXW3D9M55XVeXW54oX5mP667+l013igTKwk6QvY9T3OTK5+M3e1i/RiNI1hjV2To+OhVRvLbxXNgFwnP7a/hx6fyuZZTYIev51LC/Ga1qYzM8oJqtVp4fhEqGLvTUrVnzg8GODifAy7WY0ym1uVDk9pmhdM5ir2/3p8dhJVCRRblf3cQjStb8YPDwU40O/T33Q2ixGQPLy1teKNmKhj8HphPsalhTjnZtX6N5bJcWE+xoqmy3psPMTwpgCDLfW7U4wC3FYVkEUpGRkLNlS2q2ZkLMjhqkL4o+MhXrqtjZV4Tu9SKeEwGxhbStAXcFAoyhofzRJuW+Vo3uGxsR45oisNOmxuJc2AXCd+p4Uf29+DyaB6JhuVtOUKkmS2UFPRA0oi0mkzMTIeJJ7JUyhKOtxWQinlI7K318upabWxv6PLzfZON3aLkZlwqkJdfVvHtcIDv8PMnl4vE8EkZ2ejnJmJMjIWJJsvsq3DzZGhANva3aRzBZ6+uqKPOAZBzfSu/I27s8tLr9/Onl4f/QE7TquJwRYHfQEH3xtdYS6SZngwUJP8MRoE2UKRLq+NsWWl3VOvLawRJXu9cr47ukyhKDk5FaZfqxkG5ZiVyCpB62oF9nJMZR02JoOo6appeN4dsL9rBuR18MDmFu7t9uK1WdjZ5abPX3//68J8DKfVRJ2Y5PJCDLe2/pqNpLCajQS1HkqJCuhgPMuo1uNYmla2e6wMDwXY1e3BYzPrwTTY4uD0dKRGlOrsbJQL8zFGF+M4LAbOzcbIFqSmhheoEJUSqC0HgxDs7vHgd5gZGQ+SK0jCySwWk4FYOs/4SlL3jMzki4yMB/HYzAwP+fE51KioTFvlqiaxq7Gv18fpqpGuUJRMBZN0eW0cGw/hs6sPoUQ2z0CLg+fmosTS9aercM3gtttnY39/bQ1wPTo8VnY10N69lTSzrNfBji4P89G07l3oaSBpASpTWr502tzmpMVlJZnJ690fAadF938EpYG6t0+1T1Vzdra2SsYg1B7a8FCAaCqHy2rCaBCq3zGaYSqUZCWR5bujK3R7bSzHM2zrcAOSZCZPf8Cu9idNRkKpHJFUjjMzyiQ2p+31lTLAw0OBug5XK4ksK2NZjAbBS7e1EUpmn3dZWz3j2QP9PgpSshBJ0+qyEkvnKlQRtrS76k4/S+vRq0txfQuoxWnh6HiIdrdSZY9nCjgtBu7p9PDsVLgii7ytw43N3Fgm81bRDMjrwO+08OHX7uS9/3gSUJnIwRZHhYFNiTaXhXa3lYKUXF1KYDVd25S/t9tDm9vKdy5Wqhv0+OxcbVBP2eq0VgTkzi5VuP1kVTtYI9o9NmYjaYLJLIsxSRE1RT09fa16ZkeXG4/NzJWlOC0uK6lcnlgGhgf9dQWPyzEZ1Pp5JZGlxWnhyFCAiZXVNWxLmI2CQwN+3fYO1MjvtZu5upwgnMxhNgrmoxl293j1sjyb2VBXEeGBzS1cXYozH81gFNfqha8sJdjV7SGUytHtUDmAvX1+nr66wpZ2Fx6bWS8eeGhr67r+rjebZkBeJy/f3l5hWNPusTG+kqTVZaE/4MAgBDPhJMerGnjbPdeSESaj4DsXl9jf78NkEERTebKFIolMnlim/tSrNCXc1uHSXZdbXRZ2dLnJ5ItMriTJr+J8FdH6DxejaQrFAgGHhelQmt6AQx85wskcAs2CAGVb3usvKnuFNTKlXrtF33xXo6b68NnS7iLgtDAXTtUdYQNOCy1OJafpsprY26umiblCZZKmVFp4Ziai6wulc0VsJqPuNg1q6v39KytsbXfhtpm5vBjXnzeZLeh1yUOtDoYH1Yjc4rRySfMrsRgF2YLk0GBtg/rtoFk69zz4i29d5h9HJun02rAYldDT2FKCemWaXV4b4WSWXEElWdK5Yk0/pdNipNVlYaJOwXMJo0Fw3yY/3xsNcmjAz4nJUMUUy2k2sLffz4X5WF235IDDQipX0JuEd3Z5OD93bbr84JYWnpu7dq7ZKNjV4+XkZLiiLrfLa8NuNtZcw65uD+c0m75GDLY4aNcsEYxCYDYZ6PU7OD6h1rXBhFo7HxkKcGIy1FAw2mQQDLQ49K4ZIeBAn5+JYIKVeFbXMuoL2OsWkZdjNgr29vlYiqaZCKbY1e3Brlny/f6P78bvvH5vy2qup3SuOUI+D97xkiF8DhO//bXndD/G/X3eusalfQHlltXrd9DqstZNKDisJjq99lUDcn+fTw/GU9OV6x2ARK6oj5D9AYeefCkRTKoR7/JijGAiR5vbgphXNZ4Oi4mnLi9RkKqkzW0zs63DxfGJIBaj6mx5ZFsry/Gsvubt9NoYCDiYCanG7IDLwuHBAEuxTI2SQYnxlSQ2s6qB7fIq9YPSejyayjGqTdcXomn29/soSuoGZL4oSWULuiemlEpCZF+ft2Kbqc1lXTMgcwXJsfEQ/QEHdrOhorPnzEyUdz68iUfvH7htqgXNLOvzwGE18ej9QxXVKhZT/QTAVFDpn46vJHny8jIDLY6KHkhQyubHJkJ0eet/Gu/r83J8IsSmVmeN70c5c5EUwUSWdK6gZ3LLeWYsqBI/Ap68tIzfYSGTL/LEJRWMO7s8+JwWbGYDT48F2dXjY3O7avGaCad070mA+UiaZ8aCTIdTjC8nODYeYmQsiNdu1rPPbS5rjeGQ126mKFWpW/muwnw0zZ5eL8NDAVLZAgLB6EKsbv0uKHvA7V2V1VPTVVPiRLZQUwFUD7tFOXmlqrZnZsIpPvKv51a1l7jZNAPyBnjpPdcU7p6bi3Jo0M+Rocq9ublIpuJNdXYmSq/fXiE6BSq13+116CJTJXZ2eTg3owx5MvlCQ3ErgBVtdFiMZdheR7j4YL+fFpdK50uUHtDlhTg+h1m3CliKZfS60pNTYZ7T7NpHFxPc2+2peUxQb/xSbasQKlgMQlUJeavK9kpr701tTjo8Vu7pUIUS8XSO09MRRsaCLGijbDil9mo7vTYMQo3Kh8oqjk5MhisCbrDqbxNL5TjToFjg0ICf4aEAJoNgd7eXi6sUL/zVd67wnYuLt0WisrmGvAGWYhle/WdP1qzZqtuXhgf9ulFNiT6tjah6SmYQKgjPzkbZ2u5iKpgknVcNxkOtLlw2U8OihB6/Xe8eMQiVMCmfwgUcZmxmY0UhN6j14/nZKKFkjk2tTiRS39QvZ7DFwUIsQy5fZGuHC5PBQFFKbCYjwgDJTIHFWLriOd02EwGHmRaXFYFgbCWh/702tzkxCKFvAzVisMVBu8fK+ZkoiWyBff0+VuJZZsMpDg/5GV9O4rGbuVKly1OekS1nW4eLq0vxCqfn6tGxHq/d08Vf/syBNe9XTXMNeZtoc1v5w5/Ywzs+U/kBcGYmWhGUhjoVH1OhFMOafGR59rEoVUvRUKuD+UiKdL5Iu9uq6ag27lE8OOCr6CEsStjc5mI5fi14g8kcLc7a13J8IqRPo68uJzAZ0KqGKt/M06EUL9naynOzUX3krEeX10a3147NYmA+oiRLytfH7W4r/QEHoWR2zWA8NOAHAVeXEmxqd3F6OsLJyTAWo6DTa+MHV4JsbnOyGE3pwSgE7O3xMRGsv5b12Mz6fbMFSd1sXB2+fnqOnzm8xINbb1z7txHr0WW1CSFGhBCnhBDnhBC/rR3fJ4R4WgjxrKYaPqwdf4t2rPRVFELs0373HSHExbLflbRdrUKIzwshRoUQzwghBsue/21CiMva19tqX+Gd5ZU7O/jZBwZrjo8uJmjRxI0zuSKHBvwVxqwH+lVTcySdY2vZlFYIVQ4XSub0LZBoKqdve9Sj22sjnMzVZDjnI7UJjc3ttVNen8PCrrKez3wRLs7HKl5XwGGmw6P2ThfWKLqei6Q5PhliMpis28S8HM9gMAjSuSI7G3iCgPpQODkV5pjWJ1lewZMtSH3NeGUpwbaOa9Ppfb0+np0O17SwlcisUch6b7eHw4N+ev129vf7CDgtuG0mNrc5+Z9PXCGaun7jo/Wy5pRVEzV2lrtfAe8HPgr8qZTyMSHEjwC/LqV8adW5u4GvSik3aT9/B+WYdazqfu8G9kgpf1Fzv/oxKWXJ/eoYZe5XwMHV3K9u55S1RCZf4I1//XTN5vmBfh+ZfJFzs1G2d6r9wj6/nYvzMTKFou6ONaz5gpydjeKzm5QCetmGustqJFeQFW8kkwH9U354MEAym6/IEJaodtbq8iqPxkQ2z9kZte49PxOhKFURerljl8Uo8DosdHisTKwkSWby6x1MAFV5M7as7N0XVikQ6PXZma5jmSdQPZtrdV20ua0sxzPs6fFiNqpiAbPR0NBOvtFUFtTfJ54uVFQo5QpFzs5E9GTa6/d182dv2rfuzOtNVQxYxf1KAqWPJS91JP6Bn0bZDKzFhnG/ej5YTUY++daD9FbVtp7Q1LhB7Z0JlESkxWyoeOMvxjKsJLJ6jWm330GgbESMZwp6e5XXbmJvn5fBVpc+gi1EU5ydjbK311uhFAAq0+m1m9nXp1y3enwOilLiMBvZ0ubi2HiIZK5IOl+sUQHIFiTbO92cn40SS+cZaGmcUKpmU5uTkbEgi7EMBiH02UI1w5qMST0krJrEKjHU6sRnN2si0lGtBLA24La2u3jnw5t43d5qOveRAAAgAElEQVQudnTVT1AtVSXERsaCnJwMV2S2v/rsLP/zO7dGMvJG3K9+BfiGEOKPUYH9QJ1T34QKtnI+JYQoAF9CGbBKbtD9SgjxTpTvJP39/eu5pJtOu8fG3//8Ed741z+oSNQ8Nbqid7bv6HKTzRdqppYeu5nn5qJ6QfZMOI3LauJgv0+v+JFSMjwUYCaU0mtdDw746fLa9PXZqelIzYZ/u9vKfCRFOJmtW+JXzqmpcIWCweFBv25dDtDistQUBDTCbTXpG/RzkTT9ATv5ormmp3E6lKTDba07DTYKWIpVJqCGhwIg4dnpcFlBvWRrhxspJU6Lie9cUiWJJoPAYBB0eW08sLmFD756u+6R8s6HNzMXSTEdSpHKFihISTJT4KnRJQxC8IFXbeP4eIg/+d+XMBlETRXUU5eXec/Ltqzrb3E9rCsgNSuAfZrHx1c096t3Ah+QUn5JCPFGlB3AK0vnCCGOAEkp5dmyh3qLlHJGCOFGBeRbUT6RN+R+JaX8BPAJUFPW9VzTrWCw1cnnfuE+3vyJH1RkGkfGgty/qYXJYJLFXIHNba6KPbOZKnkMUGvJhViG3T0ejAZBMldgYSWhd4aUqO6qcNtUsXkik+fcbJRjE6GaIG1EOl9kT5+PU1Mhtnd6KlTzQEkydnlt6+rkqB6pJ4NKFyibL+rVQgCz4TT7+3x1A9JhNTEbTiOESu4YhGrtOjkZZk+Pl9lIiuV4lslgqsJtem+vl53dHj76+l0NzY0Aurz2GsW61+7p0m8/sLmVR+8fRCL52U8dJV8sYjIYeHYqzOXFOLlCcdXHfz48b/crlDnOl7Vf/TMwXHX3N1M1XZVSzmjfY8Dnys65IferjcSWdhf/8I77eGRbZSZuLpIikcmxkshyYjKkCzy5rEZ6fPaK/Ue3zaRErqJpzsxEMRkNdHvtNcFYrRMDavN/ZCzIudmonjDJFdfXj7ip1YlRKE+Ses2++aKkw7O+UjJTnTfq6GJc2+qoPH5xIaabxrosRr3fMZbOs0fztxxfTnJ+Lqq7kp2eidDhsbK318tiNF1hqLutw83vvWH3TQkWr8OMz2HhX97zIP/23of4yrsf4G8ePcSXf+mBmx6McAPuV6jAeES728uBy2XnGFAmrv9UdswkhGjVbpuBHwVKo+eGc7+6Ee7pdPN7P7arQnB3fCWJ12HBINA0btS7cku7m9MzERKZvN48vKXdxfhKkk2tLvb1+Tg2HuJbFxb1Do8S7WsEh1tTWV+JZ9jc5mRvr5fDg35clvpVRR67mR9cDVb0Slbz7FSEXQ0KBMopNih0PzsbrZETSWYLag096KcgIV+QHOz3Mdji4OqSEhNbimeIpfO6+hzAudkYp6Yj+uzC7zDzxz+1hz/8yT11t5puBkIIXrmzo8Kp7GZyI+5XYeDPtREtjbaG03gYmJZSXi07ZkWtOc2AEfgm8EntdxvO/epG6fU7+NM37ePNn/iBnmH0OyxMrCTJFYqksgX6A3YuzKupZDxT4PiEqse8qhVN54pFRqdjtDgtZAtFzs9FOTIUoNtX4PR0hBOT4YbtXwBToSR7erycnokQTKitk1y+SLqO9ky5gls6t7ri2nIii9UkKjxPqomm6285gFIFuH+TslzP5otYTAbyRanvwYJq8t7c7sJhMXFx/tp0u8NtpdfvIJHNYzEaGF2MIYHdmjbu96+s8BMHehs888anWalzi5kKJnnr3z5DOldkJZHRs3U9PjvRdK7uPt3+Ph+npsP0+u1I1Ca/3Wwk4DDrFT+HBvyksgWuLsdXrTLp9qk1n5RqG+bifKxietfitNDhsdWsMUt7ofXo9dsZanHw3dGVhs/rtpnw2c11W65KlHeRGATctynAyNVgjYHsg1taiKfznJ+LYjEaKl5/h0cVGZSvdz/82h2846FNDZ/3dtMUSt5A9AUcfOEX7+et9w9UrCtnwqm6wQiqhnRfnw+XzUSr08JiNM1SLFNRfndsIsRKIsvhNfr22t02PatrNAi6q7Zmun21wQg0LOoGpYT+vSsrbGmrvyXR7bNhNohVgxHUSFlS6StK+P6VIAcHAzX1vOlcEaNB0O6xUQQcZVPuxVimRknhdhaD32yaAXkbaHfbeM/LtvA7b9jFg5tb1nXOyakwNpORk1MR2t3WiiqfEvPRNN+7ssLwoL+urKHbZqqwODg6HiLgUBo4paSStUGXSr0Piz6/nYP9SpK/KFWSp/S0bW6VYPHaVWY02GB0reb0VLhC8/aZsWCNStzxiRAnJsMYBWxtc1Wk2Q/0+4mkc+wue4wrS/EaUeq7hWZA3ka6vHY+9jMHuH9T/aDsC9g5MhTAIMBmNnJBG7lmwmmOjofoqSOqdWjAz+mZSIUfZIlyrVazURBwqNanxWiGC/NxBlscDf0uLszH2NHpxm010elRXRbToRTHJ9X9jwwF6PDYdNnGSCpHuEy+ssdnW5eLVEEq4a/+wLUkyUw4zaE6HzKTwZReeWQ2CoSA87NR5iPpChs7KdXxu5Fmcfltxu+08I/vvI+Pfu08/+t7Y/rxFqeFqWCKqWCKoVYnLU5LRbAMBOw1Zjs9fiVHaTEZWKjaQO/12Tk2EWJ7pxurSXVlzEXU1Lck3rRaoYDHrgSzzEYDy/E089HKx4+kclxciGExGmh3WzEIUbWJL9R2xpBfz4IeG68f/Jm8xGISGISaumbzRY6Nh+jx2en22UjlCqRzBSKpPLG00medCiYZbHXqolgTK0lcViNxrf73/GykRnj5bqA5Qt4hfut1O/nUzx7WBYc3t12bko4tJ2pGrolgis1tLtrKhIJL1TB7+3wVnfH9ATu9ATvZfJGLCzGEUP6Ry/Esc5E0qVV8Kxxm5dpcLGoy/8lsXVU3j82M1BTU+wIOenx2kmXJpWxeZZJHxkIcG1dfhwb9DA/62d9XK684upio0bGZCac4PqEMZB1mE8uxDOlckeOTIRZiGWbDKd1Z2mQQFdnj1fobNzLNgLyDvGx7O9/4wMN88NX3rMuu++JCjGy+wL3dngpFgHzVuR0em74PuLvbW7GO3Nvnq2iF6vJadWEpAWzpcGtv5tWz76GyjocTkyFSuco141I8U1NEcGw8xMh4iHimwOFBf0W9LkAwnqlYKx8e9NPqsvL4xSVOz0SQqPawUpOy2WjQ5UKcVhMe+7VkUCMZkY1OMyDvMFaTkfe8bAt/+ZYDvHJH+5r3j6TyXFqI0eG16e7NhrKuA7NRcGUprm8NnJ6JcGQogFGzhDs2HsRjM7G9081Qq5O5SIZT08r+wGlVspCpbKGm07+aywtxff0oJahakEqcFlPdx7m8GOfoeIhQKseOLqUYMDwUYD6aYTmepdVl0bdE6mnqnJwM0em1cXU5oa9Te3xKVeDIUICtHa6KTOzdRDMgNwjdPjuffPQQf/WWA7qHSCMO9Pt1QSiA6TLfxf39SrTq3GxUH0meGQuyv9/PYixDUSpruwvzsYpRpCilnpm8p8Pd0Fq9xM4uD9YyafZzs9GaCp6rywklptWgaEZKeE4z7hkZU/YKwUQWt83M8QbrTdD8Odtd7O7xkC+qovux5QTL8SzPjAW5vBDnyUvLt0Vy42bTTOpsIIQQ/PDuLl56Tzsff+IKf/3klRpfjG0drhoJj/mIKsDe3+/j6HhQbwM7pjkZGw2ioQ9iifLtD3uD0eXebg8Wk4Hx5QTn56IV+jagtHWGB/1MhZIUi8pj0Wk1saenVn1gNcaWEwy1Oleddual5MxMVE8E1fy+KIll8nhsq4/0G43mCLkBsVuMfOBV2/jfH3iEH9rZoR8fbHEoA9U650ipujGkhLmy0U3tGcqKUepAv4/hoQDDg37MRoHZKLCVjXaLsQx7tLrXDreVFqeFvb1ezs1GOTkZpsNj042BSuzv9+GyGjk2EWIhmkEIlaE9NRVZs0O/Ho36J0sUChKnxUhRKjeyegTjt66z/1bRDMgNTF/AwScePcSnfu4wD2xuIZjMVjQ2NyJflLrxKqiCgN3dXpwWI5vanJiMBtK5AiPjIbq9NtxWMytlQl1jywlOT0eYjyrrgXgmXzHCTQSTJLOFiqZdk0FlcotSjVjz0Wsu0IlsHlsdy/cbQQJbO1yaEoPk0IC/plev0Ui/kWlOWe8CXnZPOw9sbuGTT17lY4+Prmnv5rGZKjbKQSV3en12FYhl09dSxvXebg9mgyBXNv/z2ExMBUviENdIZQssxjJ6vavNbEDUbV1VRevHxoN1p5WrsVJHfb2cpVimoln62EQIh9nAtk4PxaKkIIt0rNN2biPRHCHvEqwmI7/88q1841ceZu8aFTDRdF7vjC9nOpxitipZ0+G2cmjQz3dHl9k/4MerOXoND/q5upSo+zigWsxCyRxOixGH2VTjqGw2Cg4O+BkZu/5gBJgMJjGu0kFVL2AHW11cnI9hNAhev69GWOKuoBmQdxkDLU7++V338wsPDa16vy7v6qPDvl4fLU4LRqPQK2hGxoLs61Pry9El1UXS6rJwcMBfo21Tks9IZAsMVRWZd/tsbG13cbxBWd56ENSqDpRTrf4OcH4uqvuXvKps7X030QzIuxCLycCHXruTv3n0UMP9QqeldjXishjZ1e3h4ICfs7MR4pl8zYg5sZJkJpzS1QksRgPnZ6MEE1m9KgaoUGefCiYpXyJ2e+2cX0W3dT3s7fPpNnn1qC5ALyeUzDJ4HYJcG4lmQN7FvHJnB//+/of0Dfpy6u393dOpFNGPT4TIF2Xd7Of4SpKA49o09exslB1dbhKZvKofbXGwv89HrKwB2WUzVcj4L8TSHB70s7nNyb3dHoaHAhVJpvXw7OTqo+tEMMnhQT89vtqZgNNqum3mODebZkDe5fT47PzTO+/n/33NdixlGi/Fqk3xPb1evVNjNQ70+2okFE9Mqv7MkofHyamwXgQP0O+3M76SZFe3h06Pcpw6Oh7CajJweTGuryP3XIdFuNe++rZHNl/k6HiIaCq/qoj03UYzIF8AGA2CX3rpZr76yw/q2qrlsoUeu4np0OoSkCWS2ULNdoHVJPT1XKmULZEtEEvn2Nfn5TuXltnR6eHqcpxwKsfwUIB7uz1cXU7oa81ktkAmX1x1qll5TTC0jmlnLJPXbNqvkc7WN729G2gG5AuIHV0evvrLD/K2+wc4ORnm0IAfswH6/I4axbpqdna56fHZCCaymMqSKbt6PBzsV/bk1aSyBX1f9PRMhG0dHrL5oq56V709c3EhhtloaGi7V8JmMmA2GVhOZHRruxJWk8BRtacZ1bRee3w2tc4VEFpj22Sj0gzIFxg2s5Hffv0u/vZth7i8GOPwUItustqIfb1erGbVS7gYyyCEUjx3WY04LCauLMcpStUMXdoWMRsEAy3Oip7KZ6fC7O31NdiRVAy0OJiLrG4NkM4X6fXblbGrz66rvxsEbO/ykJfo62av3awHn8tq4sJ8jNlwmv88P7/Wn2pD0gzIFyiv2NHBY+9/uK7CXDk7utxMh1MUCpJIKofJoJqbt3W46PE7WIymSeeUbd6xCdU6tbPLza6e+uLLJ6fCuk5OPVbrxSzn/EwUIdRWTK4gGR4MsK/Px+npCPv7fERTeSUiLYQusmwrm2r/wzOT63qejcatcL8aFEKkyhyuPl72WAeFEGc0l6u/0Pw77mr3q41Mt8/O5991Pz/34GDd3/f67EyuJFmOZzk9E+Fgv59Wtw2T0cDIeJCL8zHGV5IV8v+FosRtM3NxPsaBfh+HB/01SZUTk+GazO/2TjftbisX5le3nysRzxYY0GQ94pk8I+NBTmi1ulIqgemzM6qBGtS+pdlw7e18ejpyQ/ugd4r1jJAZ4OVSyr3APuA1Qoj7gD8EfltKuQ/4Le3nEleklPu0r18sO/5XKP3WrdpXyTjn54GQlHIL8KfAHwBo7lcfAY6gVM4/ogkmN1knZqOBj7zuXv7sTfuwaAXkTouRI0MBVhLZCknF45MhfHYT6VyhoW36/j4vz4wFcVrN2C1Gjo6H6PfXigaXtFdLeGwmItdh47a/39dQYmRkPMjYckIVyA8F2NXtwWEx1qgs/MF/XFj3820UbrX7lY4QogvwSCl/oKmSfwZ4g/bru9r96m7gDft7+Pw778PvMDPYqhyw6qkUeOwWRhfj7O316koCJQYCdi7Mx9nf76M3YCeZKRBwmjk9E6kZEbu8Ns7MKGFngJHxEHv7/DjXWfC9lkx/MJkjlS2QyxcZXYpTkMr6vJyRseBdN0quaw0phDAKIZ4FFlEB8gzwK8AfCSGmgD8GfqPslCEhxEkhxBNCiIe0Yz0or44S5U5WFe5XwHW7X2nT5mNLS0vruaQXJfv7/XzhXfcTSuQ4Oh6q2S4A9Sbe3unmzEyEU9NKKKq0VWE1G0nlCpycDLMYyzARTLK7R60XS+ZB+/t8dHmtGISa3j4zFtTFpkbGgrhtZg5rbV+NsBjFurYuTs9EODkVJp0rki8UiadyNVnZv3x8dH1/nA3CugJSSlnQpqa9wLDmfvVLKPerPuADKDsAgDmgX0q5H/hV4HNCCA+rO1ndsPuVlPKQlPJQW9uts5t+IbC1w82X3v0Av/qqrUwF608Jz8/F9ILwkbEghUKR/f0+2t02BjRRrplQimAiy5OXlhge8jMXSWMyCE7PRACB1WQkky/oj1EaKeejStLSZTXVVPCYDYKt7S7u29SqPc76yRfVurPVXbml8u0LixXqChudm+5+JaXMSClXtNvHgSvANtToVm66UO5k9YJxv7ob6PLaed8rtvHXbz246khVIplTFnBPjS6zHE3rUh39ATtCwJlppdtjMxspFCVLsQzBRKaiy6N8pAQIJXN6Bc/Bkt27UHo7a2WGV8NSZ6r7t09drXPPjclNd7/S7m/Ubm9CJW+uSinngJgQ4j5tffgo8FXt/BeU+9XdwgNbWvmjn9x7Xeckcsqi/ZF72piLpGl1WdnS7qJQlLS5LdjNRhwWI4lMbVCVj5QlklllMnRpIU6uIOlwWzmxjhK/RlxeiNfU8X7pxEyFa9ZG5la4Xz0MfFQIkQcKwC+WOVb9EvB3gB14TPuCF6D71d3CG/b3sBBN8/uPrT8jKQSMagG0GMtUKMPt6vYwtpyoaHQu5xktKBtp/PT47XXNW9dLMJnl0IC/IuOazRf5/Mgkv/pD9zzvx71dNN2vmgDw3ctL/PoXT6/LHbnctaqaezrdXJxfu/VqeNDPyclwTeCW2+I9X3wOM+lcoaJ0rz/g4Du/9tJb5hu5Gk33qybXzUNb2/iPdagRdHmtnNVK8exmY41/x/hyoibTWY+R8RBtHisH+n2U6WvpdanPF6tJIKXkYL+fHp+doVYnWztcuKwmvvncwg099u2gOUI2qWB0Mc6r/+xJCnWmnFaToNfv4MpSAofFSJvLwkQwxe4eD0II8gVJtlCk3W0lqRniPDsVblhkUMJtM7G5zYXVZNBlHSWAlBTVN6WTU5Tki5J8sUin18aVxQTZQpFMrkA6X9Q7SwBaXRbCyVxF10uPz863f+2Rho5ft4rrGSGbIldNKtjS7uInDvTwhWPTFcctRsF9m1p54pLa5/XZzbpA1pmZyprW8m2GnV0eluOZugrkJWLpfIXdwVqvL+CwEEpkV03ULMez7On1crpMLW8mnOIfn5nkZx9cXf7kTtKcsjap4aOv38V9ZWVvBqH2L5+4tMTwYIAWpwXTOrZLQOncVOvx3AgBh4WR8WDNh0A5ZoOg3W2tq8nzscdHSW3gfslmQDapwWY28rdvO8zLt7cjUBU+pRaukfEg0VSOyeD6thEOD/rXVE2/HiLrWGNubnexGMtwpo5a+nI8yz8f37gOy82AbFIXp9XEn75xHz91qK+mHrTRlkY1hwYaZ2OfL7ORtT8IPJrwV77B6/z098c3rO9HMyCbNMTrMPPhH91R4Um5GlaTgeGhAHt6vNw3FKi7wV9u0HO93NvtqWu1Xk6nx7rmtsmVpQSPX1x83q/jVtIMyCar4rGZ111i1+W1MbGcIJbJc34+ys6uSjesI0MBdlY5ZF0P6+kUqWf7Xo+/+NbohhwlmwHZZE0O9Pv53C/ct+b9xleStHmsjC0niKbynJ2NKu/HQT/DQ2oteXIyXGHKej2E17F+XI5V9lwOBOzs7vFyZCjA7h6PXsz+7FSYfzs997xex1Isoxvi5gvFG6q9raa57dFkXRwa8POmQ318/tjqCZFkVQ3ryHiQ4cHK6huT4frHAYNQRQdr0eG1MVHWxdLmsmEwCrKFIkWp1PIGWxy0ua186cQ0drOBQ4MBfI7VZSfnI2kev7jI107N8oOrK2xqdRJJ5VlJZPjs24/wkq2t131N9WgGZJN1IYTgo2+4l8uLMU5MNt4zjGfy3Nvt0bOyXruJc7OV2c6L81HsWm9lPWxmQ41iXX/A0VBBoITPYWYlXrnfaTCIig+DTq+NVK5AoSg5Nh4kkcnzwS+eptNrZ0+Pl76AXVeDj6RyLETTPH11hcuLlR8GV5au/bya5cH10gzIJuvGajLyiUcP8e6/P1FjrlNiMZbBrxn02M0Gurx23Xq9REGqDf5qQWa4Vsva7rYScFpwWIwYDUKzTRermriCmk6WE01XTnPntVrd5XgWt82kZ4Hb3Na6o79BKJNcv8NMUUpsJmNN8bvHfvPCqBmQTa6LVpeVT799mA995QxfPjlT9TsLsXQeKSUOs4G+gLMmGEvUG1TKC8uru0jWgwGBsSr51KgJu9Njq6j08TuUqVAklauoNCpKyOQlqVyBPb0+ikVZEZBCcFN9RJpJnSbXjd1i5E/euJf/70e268ccFiNWk5GhVietListLgsXFxp3fZyajrCl/Vpy59Cg/4a7PIbanBU2dV1emy7iFXBWKuP5q37OFYocnwgxuhhnsKVStGtsOUE6V+TqUpxUrnLb5chQAKe1OUI2ucMIIXjnw5s50O/nV79wihanhZPrrEctkc4VsJgM7Or26JZ4z5fqHkiADo+NuUhayVRKpfeTLRQJOCw1+5nl6+JQHZdqVfguuLpUOWV+YPPNSeaUaAZkkxvi0GCAf3vvS/gvXz7NyeusSJsOpejy2lZNEq2HXp+9JhjhWhGCx2ZmMpgkmFTP47Wb65bgDQ8FyOQKFfbtB/p95IsSs1GQ0JTdy/nzb13GaTXx8y+5OQXrzSlrkxvGYzfzsZ8+wB//1N51yzyWWE9D9Fq0uOpvWRiE4GC/v0Ie0mwUDd2yoqlcRTC6bSakVKLLqWyx7nq4UJS6oPPNoDlCNrkpGAyCnzzYy32bAvw/Xzh1UwvK18LSoBzv4kK0xmQoV5D4HRYm6myhOC1GhgcDZAtFLEYDEqn3ha4k6ieYfnq4j1feRLfmZkA2uan0+h18+u3D/Ml/XuST3x27Lc8p6qiFBhwWgg0csJ6dCmM1GXTD2m0dLpwWE8frTJ1LSnmdXhvxdF5PEh0c8DMXTvHdy8ssxzO0utZX77sWzSlrk5uOzWzkQ6/dyVfe/QDDg4G1T7hBMoXaAoNuf62zcjnl0iM+h5m4ZgK0u0fV2ra7rXjtJk5PqyCNpnJYTQa2tDsZbHHwRz+5h//4wMO0u63N0rkmdwf7+/18/l338bdPjfHfHrvQsB3qRjHWsS9fjGY4POgnX5TMhlMsRCunnKenw+zt9WIxGRgZCxFwWtjZ5eHMTJSDA36WYhkkEEmpQA0mcvQH7FiMRnwOM4MtTgwGwZff/eBNvZY1A1IIYQOeBKza/b8opfyIEGIf8HHABuSBd0spR4QQrwL+G2ABssAHpZTf1h7rOyhZydKO7A9JKReFEFaU18dBYAV4k5RyXDvnbcCHtfv/rpSy5AHS5C5ACME7HtrEgQE/7/77E8xHbzyJU0290rXqwoI2l5W+gB2jQSCEoFCQeBwmxpeTdHltWEwGYukcNrOhrh9IJJXjzEyO4SE/D2xpuWXqdesZIUvuV3EhhBl4SgjxGPBRlPvVY0KIH0G5X70UWAZeJ6Wc1SwHvkGlH8dbpJTVKlS6+5UQ4s0o96s3lblfHULpHh0XQvyrZrzT5C7iQL+fr7/vJbzncyd4+urNTfgY6oyQ1SzFMyzFaxMz9WQnAw4zAZeVl2xpZW+fV3/8C/Mxvj+6TLt79enwjbBmQGoK4ut2v5JSniw7/RxgE0JYpZSr1UG9Hviv2u0vAh+rdr8CEEKU3K/+cc0ra7LhaHFZ+ezPH+GjXzvPZ5+euKHHuqfDjctmwijEumQ9qjEaBIcG6suLBJM5PvyjO3nd3u4KF67X39ArXh+3yv2qxE8AJ6uC8VOaketvlgxbabpfvWgwGw38zht28TePHqLT8/xHmngmz/GJECPjwYb1svWwW4wMDymhrtW2Zo5PhNa0xLsV3Ar3KwCEEPeipp7vKjv8FinlbuAh7eutpbvXe9pVjle/vqb71V3GK3d28PX3vYSHtz2//1c8sz5r9BItTgvDQwGMmk36WoXrd8pX8qa7XwEIIXqBrwCPSimvlJ0/o32PAZ8rO6fpfvUipMVl5e9+9jAffPU92M3XV+HT7Vvf6NofcHBowE8klWVkLEi8jglQPS7Mx/jCGs3Yt4Jb4X7lA74O/IaU8ntlj2MSQrRqt83AjwJntV833a9epBgMgve8bAvf+y8v512PbFp3s69rjQ6LHV1udvd4mAwmOTYRIl9rFr0mH/7KWU5dZ8H8jXIr3K9+GdgC/KYQ4je1Yz8EJIBvaMFoBL4JfFL7fdP96kVOwGnhN354Bz91sI+/fHyUJy8tVbRSVVMvbA0C9vb6iGVyPDe3/nVlI7KFIu/67HG+9t6XrFt570Zpens02ZBk8gU++eRV/vxbl+t6g5TLhNjMBnb3eJkOJZmLPH8ru0YcHPDzuV848rw9QZruV03ueqwmI7/88q38+/se4qE6AlKL0Qx+h5kjQwEsJgNHx0O3JBhBJXi+cmJm7TveBJojZJO7gu9eXuIP/uMCZ8s8PdajgFYAAARvSURBVMxGsaaz1o1yT4ebv3zLgQp1g+ul6X7V5AXHQ1vbeHBzK/95fp6PP3F1XTZ3N8quHg9/93PDN62TYz00A7LJXYPBIHjNri5efW8nT40u87Fvj96yvsu9vV4+/fbhNfVabzbNgGxy1yGE4KGtbTy0tY1LCzH++omr/OupmZs2Yj64pYWP/98HcdvqKwvcSppryCYvCOYiKT755BhfPD6F22Ymms6tacxTjc9h5ldesZVH7x+8qd0c17OGbAZkkxckUkrmImlmwynmo9r3SIZkNs9UKEkokSOazpHKFnDZTAy0OPn1V9/Drh7vTX8tzaROkxc9Qgi6fXa6fetzw9ooNPchmzTZQDQDskmTDUQzIJs02UA0A7JJkw1EMyCbNNlANAOySZMNRDMgmzTZQDQDskmTDUQzIJs02UC84ErnhBBLwI2Jfj5/WlFC0S8GXkzXCjd2vQNSynXJ673gAvJOIoQ4tt6axbudF9O1wu273uaUtUmTDUQzIJs02UA0A/Lm8ok7/QJuIy+ma4XbdL3NNWSTJhuI5gjZpMkG4kUfkEIImxBiRAhxSghxTgjx29rx3xFCnNacuv5TCNGtHR8UQqS0488KIT5e9lgHhRBnhBCjQoi/KLl7CSGsQojPa8efEUIMlp3zNiHEZe3rbdxiGl1v2e9/TQghS7YP2rHf0F77RSHEq1/I13vH/79Syhf1F0qV3qXdNgPPAPcBnrL7vA/4uHZ7EDjb4LFGgPu1x3wM+GHt+LvLzn8z8HntdgC4qn33a7f9d+J6tZ/7UN4pE0CrdmwncArloD0EXAGML+DrvaP/3xf9CCkVNYa0Uspo2d2c1LHBK0cI0YUK4h9I9d/4DPAG7devB0pW7F8EXqF9uuqGtFK5QpcMaW8Zja5X+/lPgV+n8lpfD/yTlDIjpRwDRlGWhC/U663L7breF31AQkNDWoQQvyeUIe1bgN8qO2VICHFSCPGEEOIh7VgPyj6vRLm57A0Z0t5s6l2vEOL/AmaklKeq7t7oNb5Qrxfu4P+3GZA0NKRFSvkhqQxp/wHl6gUwB/RLKfcDvwp8TgjhYXVz2RsypL3Z1LnePcCHqPzQKfF8XvvdfL139P/bDMgyZKUhbTmfQ9mzo03dVrTbx1Frqm2oT7/esnPKzWU3pCFt2fW+HrU+PCWEGNdexwkhROcqr/EFeb13/P97KxfUd8MX0Ab4tNt24LsoM9mtZfd5L/DFsvuXkhqbgBkgoP18FJUQKi36f0Q7/h4qF/1fkNcW/WOoBb9fux24E9dbdZ9xriU57qUyqXO17PpfiNd7R/+/dzwg7vQXsAc4CZxGOTr/lnb8S9rPp4GvAT3a8Z8Azmlv0hPA68oe65B2zhXgY1wrvLChbN9HUZm6TWXnvF07Pgr83J263kZvUO3nD2nXdBEts/hCvd47/f9tVuo0abKBaK4hmzTZQDQDskmTDUQzIJs02UA0A7JJkw1EMyCbNNlANAOySZMNRDMgmzTZQDQDskmTDcT/AQ/bhCgDL2VOAAAAAElFTkSuQmCC\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Setup figure and axis\n",
"f, ax = plt.subplots(1)\n",
"# Add layer of polygons on the axis\n",
"lsoas.plot(ax=ax)\n",
"# Add figure title\n",
"f.suptitle('Liverpool LSOAs')\n",
"# Display\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Changing the size of the map"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The size of the plot is changed equally easily in this context. The only difference is that it is specified when we create the figure with the argument `figsize`. The first number represents the width, the X axis, and the second corresponds with the height, the Y axis."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Setup figure and axis with different size\n",
"f, ax = plt.subplots(1, figsize=(12, 12))\n",
"# Add layer of polygons on the axis\n",
"lsoas.plot(ax=ax)\n",
"# Display\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Scaling plots\n",
"\n",
"You will notice that the ability to change the size of the figure is very powerful as it makes possible to obtain many different sizes and shapes for plots. However, this also may introduce some distortions in the way the shapes are represented. For example, a very wide figure can make the viewer think that polygons are in reality more \"stretched out\" than they are in reality:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Setup figure and axis with different size\n",
"f, ax = plt.subplots(1, figsize=(12, 4))\n",
"# Add layer of polygons on the axis\n",
"ax = lsoas.plot(ax=ax)\n",
"# Display\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Although in some contexts this may be desirable (or at least, accepted), in many it will not. From a cartographic point of view, maps need to be as good representatios of reality as they can. We can ensure the scaling ratio between both axes remains fixed, whichever the shape of the figure. To do this, we only need to add a single extra line of code: `plt.axis(\"equal\")`."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Setup figure and axis with different size\n",
"f, ax = plt.subplots(1, figsize=(12, 4))\n",
"# Add layer of polygons on the axis\n",
"lsoas.plot(ax=ax)\n",
"# Force axis to be on the same unit\n",
"plt.axis('equal')\n",
"# Display\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Modifying borders"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Border lines sometimes can distort or impede proper interpretation of a map. In those cases, it is useful to know how they can be modified. Although not too complicated, the way to access borders in `geopandas` is not as straightforward as it is the case for other aspects of the map, such as size or frame. Let us first see the code to make the *lines thinner* and *grey*, and then we will work our way through the different steps:"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Setup figure and axis\n",
"f, ax = plt.subplots(1)\n",
"# Add layer of polygons on the axis, set fill color (`facecolor`) and boundary\n",
"# color (`edgecolor`)\n",
"lsoas.plot(linewidth=0.1, facecolor='red', edgecolor='grey', ax=ax)\n",
"# Display\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Note how the lines are much thinner and discreet. In addition, all the polygons are colored in the same (default) color, light red.\n",
"\n",
"Let us examine line by line what we are doing in the code snippet:\n",
"\n",
"* We begin by creating the figure (`f`) object and one axis inside it (`ax`) where we will plot the map.\n",
"* Then, we call `plot` as usual, but pass in two new arguments: `facecolor`, to control the color each polygon is filled with, and `edgecolor`, to control the color of the boundary.\n",
"* Draw the map using `plt.show()`.\n",
"\n",
"This approach works very similarly with other geometries, such as lines. For example, if we wanted to plot the railway tunnels in red, we would simply:"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Setup figure and axis\n",
"f, ax = plt.subplots(1)\n",
"# Add layer with lines, set them red and with different line width\n",
"# and append it to the axis `ax`\n",
"rwy_tun.plot(linewidth=2, color='red', ax=ax)\n",
"# Display\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Important, note that in the case of lines the parameter to control the color is simply `color`. This is because lines do not have an area, so there is no need to distinguish between the main area (`facecolor`) and the border lines (`edgecolor`)."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Transforming CRS"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The coordindate reference system (CRS) is the way geographers and cartographers have to represent a three-dimentional object, such as the round earth, on a two-dimensional plane, such as a piece of paper or a computer screen. If the source data contain information on the CRS of the data, we can modify this in a `GeoDataFrame`. First let us check if we have the information stored properly:"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'init': 'epsg:27700'}"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lsoas.crs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As we can see, there is information stored about the reference system: it is using the datum \"OSGB36\", which is a projection in meters (`m` in units). There are also other less decipherable parameters but we do not need to worry about them right now.\n",
"\n",
"If we want to modify this and \"reproject\" the polygons into a different CRS, the quickest way is to find the [EPSG](https://en.wikipedia.org/wiki/International_Association_of_Oil_%26_Gas_Producers#European_Petroleum_Survey_Group) code online ([epsg.io](http://epsg.io/) is a good one, although there are others too). For example, if we wanted to transform the dataset into lat/lon coordinates, we would use its EPSG code, 4326:"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Reproject (`to_crs`) and plot (`plot`) polygons\n",
"lsoas.to_crs(epsg=4326).plot()\n",
"# Set equal axis\n",
"lims = plt.axis('equal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Because the area we are visualizing is not very large, the shape of the polygons is roughly the same. However, note how the *scale* in which they are plotted differs: while before we had coordinate points ranging 332,000 to 398,000, now these are expressed in degrees, and range from -3.05 to -2,80 on the longitude, and between 53.32 and 53.48 on the latitude."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"\n",
"**[Optional exercise]**\n",
"\n",
"Make a map of the LSOAs that features the following characteristics:\n",
"\n",
"* Includes a title\n",
"* Does not include axes frame\n",
"* It is proportioned and has a figure size of 10 by 11.\n",
"* Polygons are all in the color \"#525252\" and fully opaque.\n",
"* Lines have a width of 0.3 and are of color \"#B9EBE3\"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Composing multi-layer maps"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"So far we have considered many aspects of plotting *a single* layer of data. However, in many cases, an effective map will require more than one: for example we might want to display streets on top of the polygons of neighborhoods, and add a few points for specific locations we want to highlight. At the very heart of GIS is the possibility to combine spatial information from different sources by overlaying it on top of each other, and this is fully supported in Python.\n",
"\n",
"Essentially, combining different layers on a single map boils down to adding each of them to the same axis in a sequential way, as if we were literally overlaying one on top of the previous one. For example, let us get the most direct plot, one with the polygons from the LSOAs and the tunnels on top of them:"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Setup figure and axis\n",
"f, ax = plt.subplots(1)\n",
"# Add a layer with polygons on to axis `ax`\n",
"lsoas.plot(ax=ax)\n",
"# Add a layer with lines on top in axis `ax`\n",
"rwy_tun.plot(ax=ax)\n",
"# Display\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Because the default colors are not really designed to mix and match several layers, it is hard to tell them apart. However, we can use all the skills and tricks learned on styling a single layer, to make a multi-layer more sophisticated and, ultimately, useful."
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Setup figure and axis\n",
"f, ax = plt.subplots(1)\n",
"# Add a layer with polygons on to axis `ax`\n",
"lsoas.plot(ax=ax, facecolor='grey', edgecolor='white', linewidth=0.2)\n",
"# Add a layer with lines on top in axis `ax`\n",
"rwy_tun.plot(ax=ax, color='red')\n",
"# Display\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"\n",
"**[Optional exercise]**\n",
"\n",
"Create a similar map to the one above, but replace the railway tunnels by the named places points used at the beginning (and saved into `namp`). Do not try to set the color to green or any other particular one, but you can play with the size of the dot.\n",
"\n",
"\n",
"\n",
"---"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Using palettes to create aesthetically pleasant maps\n",
"\n",
"The choice of colors can influence the look and, ultimately, the effectiveness of a map. Although in some cases picking colors that simply allow you to distinguish the different elements might suffice, sometimes, you want to convey certain feelings (warmth, safety, etc.). In those cases, using preexisting palettes can be useful.\n",
"\n",
"In this section, we will learn how to use pre-existent palettes to style your maps. We will be using the library [`palettable`](https://jiffyclub.github.io/palettable/), which provides many \"canned\" palettes. We will also use the handy function `palplot` (from the library `seaborn`) to examine the colors quickly.\n",
"\n",
"For the sake of the example, let us use a palette based on one of Wes Anderson's movies, Darjeeling Limited:\n",
"\n",
"\n",
"\n",
"Here is how you can pull out those colors:"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"wes = pltt.wesanderson.Darjeeling2_5.hex_colors\n",
"palplot(wes)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, note how the object `wes` simply contains a list of colors in the hex standard:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['#D5E3D8', '#618A98', '#F9DA95', '#AE4B16', '#787064']"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will use these to style our map. For the sake of the example, let us use the following layers, available from the OS pack:\n",
"\n",
"* `TidalWater`\n",
"* `Road`\n",
"* `TidalBoundary`\n",
"* `FunctionalSite`\n",
"* And the LSOA polygons used above.\n",
"\n",
"Let us first read those in:"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"# NOTE: this might take a little bit depending on the machine\n",
"tidW = gpd.read_file(los_dir+'TidalWater.shp')\n",
"tidB = gpd.read_file(los_dir+'TidalBoundary.shp')\n",
"funS = gpd.read_file(los_dir+'FunctionalSite.shp')\n",
"road = gpd.read_file(los_dir+'Road.shp')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Technically speaking, there is nothing new to learn, other than keeping in mind that we need to add the layers in the right order. Let's go for it:"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# NOTE: this might take a little bit depending on the machine\n",
"\n",
"# Setup figure and axis\n",
"f, ax = plt.subplots(1, figsize=(9, 9))\n",
"# Add tidal water (remove boundary lines for the polygons)\n",
"tidW.plot(ax=ax, facecolor='#618A98', linewidth=0.)\n",
"# Add tidal boundaries\n",
"tidB.plot(ax=ax, color='#D5E3D8')\n",
"# Add LSOAs\n",
"lsoas.plot(ax=ax, facecolor='#F9DA95', edgecolor='#F9DA95', linewidth=0.)\n",
"# Add roads\n",
"road.plot(ax=ax, color='#AE4B16', linewidth=0.2)\n",
"# Add functional sites (remove boundary lines for the polygons)\n",
"funS.plot(ax=ax, facecolor='#787064', linewidth=0.)\n",
"# Remove axes\n",
"ax.set_axis_off()\n",
"# Impose same size for units across axes\n",
"plt.axis('equal')\n",
"# Display\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Saving maps to figures"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Once we have produced a map we are content with, we might want to save it to a file so we can include it into a report, article, website, etc. Exporting maps in Python involves replacing `plt.show` by `plt.savefig` at the end of the code block to specify where and how to save it. For example to save the previous map into a `png` file in the same folder where the notebook is hosted:"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Set up figure and axes\n",
"f, ax = plt.subplots(1)\n",
"# Plot polygon layer\n",
"lsoas.plot(ax=ax, facecolor='grey', alpha=0.25, linewidth=0.1)\n",
"# Plot line layer\n",
"rwy_tun.plot(ax=ax, color='green', linewidth=3)\n",
"# Save figure to a PNG file\n",
"plt.savefig('liverpool_railway_tunels.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you now check on the folder, you'll find a `png` (image) file with the map.\n",
"\n",
"The command `plt.savefig` contains a large number of options and additional parameters to tweak. Given the size of the figure created is not very large, we can increase this with the argument `dpi`, which stands for \"dots per inch\" and it's a standard measure of resolution in images. For example, for a high definition (HD) quality image, we can use 1080:\n",
"\n",
"**[Note]**: if this takes too long, try with 500 instead, which will still give you a good quality image that renders more easily."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Set up figure and axes\n",
"f, ax = plt.subplots(1)\n",
"# Plot polygon layer\n",
"lsoas.plot(ax=ax, facecolor='grey', alpha=0.25, linewidth=0.1)\n",
"# Plot line layer\n",
"rwy_tun.plot(ax=ax, color='green', linewidth=3)\n",
"# Save figure to a PNG file\n",
"plt.savefig('liverpool_railway_tunels.png', dpi=1080)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Manipulating spatial tables (`GeoDataFrames`)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Once we have an understanding of how to visually display spatial information contained, let us see how it can be combined with the operations learnt in the previous session about manipulating non-spatial tabular data. Essentially, the key is to realize that a `GeoDataFrame` contains most of its spatial information in a single column named `geometry`, but the rest of it looks and behaves exactly like a non-spatial `DataFrame` (in fact, it is). This concedes them all the flexibility and convenience that we saw in manipulating, slicing, and transforming tabular data, with the bonus that spatial data is carried away in all those steps. In addition, `GeoDataFrames` also incorporate a set of explicitly spatial operations to combine and transform data. In this section, we will consider both."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let us refresh some of the techniques we learned in the previous session about non-spatial tabular data and see how those can be combined with the mapping of their spatial counter-parts. To do this, we will revisit the population data we explored in the previous section:"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"# Set the path to the location of the Liverpool data from the first practical\n",
"# just as you did at the beginning of the previous session\n",
"tab_path = 'data/liv_pop.csv'"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Remember the data we want need to be extracted and renamed for the variables to have human readable names. Here we will do it all in one shot, but you can go back to the notebook of the previous session to follow the steps in more detail."
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
Europe
\n",
"
Africa
\n",
"
Middle East and Asia
\n",
"
The Americas and the Caribbean
\n",
"
Antarctica and Oceania
\n",
"
Total
\n",
"
\n",
"
\n",
"
GeographyCode
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
"
\n",
" \n",
" \n",
"
\n",
"
E01006512
\n",
"
910
\n",
"
106
\n",
"
840
\n",
"
24
\n",
"
0
\n",
"
1880
\n",
"
\n",
"
\n",
"
E01006513
\n",
"
2225
\n",
"
61
\n",
"
595
\n",
"
53
\n",
"
7
\n",
"
2941
\n",
"
\n",
"
\n",
"
E01006514
\n",
"
1786
\n",
"
63
\n",
"
193
\n",
"
61
\n",
"
5
\n",
"
2108
\n",
"
\n",
"
\n",
"
E01006515
\n",
"
974
\n",
"
29
\n",
"
185
\n",
"
18
\n",
"
2
\n",
"
1208
\n",
"
\n",
"
\n",
"
E01006518
\n",
"
1531
\n",
"
69
\n",
"
73
\n",
"
19
\n",
"
4
\n",
"
1696
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Europe Africa Middle East and Asia \\\n",
"GeographyCode \n",
"E01006512 910 106 840 \n",
"E01006513 2225 61 595 \n",
"E01006514 1786 63 193 \n",
"E01006515 974 29 185 \n",
"E01006518 1531 69 73 \n",
"\n",
" The Americas and the Caribbean Antarctica and Oceania Total \n",
"GeographyCode \n",
"E01006512 24 0 1880 \n",
"E01006513 53 7 2941 \n",
"E01006514 61 5 2108 \n",
"E01006515 18 2 1208 \n",
"E01006518 19 4 1696 "
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Read file in\n",
"lsoa_orig_sub = pd.read_csv(tab_path, index_col=0)\n",
"# Create column with totals by area\n",
"lsoa_orig_sub['Total'] = lsoa_orig_sub.sum(axis=1)\n",
"# Display top of table\n",
"lsoa_orig_sub.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"* Join tabular data\n",
"\n",
"Now we have both tables loaded into the session: on the one hand, the spatial data are contained in `lsoas`, while all the tabular data are in `lsoa_orig_sub`. To be able to work with the two together, we need to *connect* them. In `pandas` language, this is called \"join\" and the key element in joins are the *indices*, the names assigned to each row of the tables. This is what we determine, for example, when we indicate `index_col` when reading a `csv`. In the case above, the index is set on `GeographyCode`. In the case of the `GeoDataFrame`, there is not any specific index, but an unamed sequence. The spatial table does have however a column called `LSOA11CD` which represents the code for each polygon, and this one actually matches those in `GeographyCode` in the population table."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
LSOA11CD
\n",
"
geometry
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
E01006512
\n",
"
POLYGON ((336103.358 389628.58, 336103.416 389...
\n",
"
\n",
"
\n",
"
1
\n",
"
E01006513
\n",
"
POLYGON ((335173.781 389691.538, 335169.798 38...
\n",
"
\n",
"
\n",
"
2
\n",
"
E01006514
\n",
"
POLYGON ((335495.676 389697.267, 335495.444 38...
\n",
"
\n",
"
\n",
"
3
\n",
"
E01006515
\n",
"
POLYGON ((334953.001 389029, 334951 389035, 33...
\n",
"
\n",
"
\n",
"
4
\n",
"
E01006518
\n",
"
POLYGON ((335354.015 388601.947, 335354 388602...
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" LSOA11CD geometry\n",
"0 E01006512 POLYGON ((336103.358 389628.58, 336103.416 389...\n",
"1 E01006513 POLYGON ((335173.781 389691.538, 335169.798 38...\n",
"2 E01006514 POLYGON ((335495.676 389697.267, 335495.444 38...\n",
"3 E01006515 POLYGON ((334953.001 389029, 334951 389035, 33...\n",
"4 E01006518 POLYGON ((335354.015 388601.947, 335354 388602..."
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"lsoas.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Having the same column, albeit named differently, in both tables thus allows us to combine, *\"join\"*, the two into a single one where rows are matched that we will call `geo_pop`:"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
LSOA11CD
\n",
"
geometry
\n",
"
Europe
\n",
"
Africa
\n",
"
Middle East and Asia
\n",
"
The Americas and the Caribbean
\n",
"
Antarctica and Oceania
\n",
"
Total
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
E01006512
\n",
"
POLYGON ((336103.358 389628.58, 336103.416 389...
\n",
"
910
\n",
"
106
\n",
"
840
\n",
"
24
\n",
"
0
\n",
"
1880
\n",
"
\n",
"
\n",
"
1
\n",
"
E01006513
\n",
"
POLYGON ((335173.781 389691.538, 335169.798 38...
\n",
"
2225
\n",
"
61
\n",
"
595
\n",
"
53
\n",
"
7
\n",
"
2941
\n",
"
\n",
"
\n",
"
2
\n",
"
E01006514
\n",
"
POLYGON ((335495.676 389697.267, 335495.444 38...
\n",
"
1786
\n",
"
63
\n",
"
193
\n",
"
61
\n",
"
5
\n",
"
2108
\n",
"
\n",
"
\n",
"
3
\n",
"
E01006515
\n",
"
POLYGON ((334953.001 389029, 334951 389035, 33...
\n",
"
974
\n",
"
29
\n",
"
185
\n",
"
18
\n",
"
2
\n",
"
1208
\n",
"
\n",
"
\n",
"
4
\n",
"
E01006518
\n",
"
POLYGON ((335354.015 388601.947, 335354 388602...
\n",
"
1531
\n",
"
69
\n",
"
73
\n",
"
19
\n",
"
4
\n",
"
1696
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" LSOA11CD geometry Europe \\\n",
"0 E01006512 POLYGON ((336103.358 389628.58, 336103.416 389... 910 \n",
"1 E01006513 POLYGON ((335173.781 389691.538, 335169.798 38... 2225 \n",
"2 E01006514 POLYGON ((335495.676 389697.267, 335495.444 38... 1786 \n",
"3 E01006515 POLYGON ((334953.001 389029, 334951 389035, 33... 974 \n",
"4 E01006518 POLYGON ((335354.015 388601.947, 335354 388602... 1531 \n",
"\n",
" Africa Middle East and Asia The Americas and the Caribbean \\\n",
"0 106 840 24 \n",
"1 61 595 53 \n",
"2 63 193 61 \n",
"3 29 185 18 \n",
"4 69 73 19 \n",
"\n",
" Antarctica and Oceania Total \n",
"0 0 1880 \n",
"1 7 2941 \n",
"2 5 2108 \n",
"3 2 1208 \n",
"4 4 1696 "
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"geo_pop = lsoas.join(lsoa_orig_sub, on='LSOA11CD')\n",
"geo_pop.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let us quickly run through the logic of joins:\n",
"\n",
"* First, it is an operation in which you are \"attaching\" some data to a previously existing one. This does not always need to be like this but, for now, we will only consider this case. In particular, in the operation above, we are attaching the population data in `lsoa_orig_sub` to the spatial table `lsoas`.\n",
"* Second, note how the main table does not need to be indexed in the shared column for the join to be possible, it only needs to contain it. In this case, the index of `lsoas` is a sequence, but the relevant codes are stored in the column `LSOA11CD`.\n",
"* Third, the table that is being attached *does* need to be indexed on the relevant column. This is fine with us because `lsoa_orig_sub` *is* already indexed on the relevant ID codes.\n",
"* Finally, note how the join operation contains two arguments: one is obviously the table we want to attach; the second one, preceded by \"`on`\" relates to the column in the main table that is required to be matched with the index of the table being attached. In this case, the relevant ID codes are in the column `LSOA11CD`, so we specify that."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"One final note, earlier versions of `geopandas` appears to have a bug in the code that makes the joined table to loose the CRS. If this is the case, reattaching it is straightforward:"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"geo_pop.crs = lsoas.crs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Non-spatial manipulations"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Once we have joined spatial and non-spatial data, we can use the techniques learned in manipulating and slicing non-spatial tables to create much richer maps. In particular, let us recall the example we worked through in the previous session in which we were selecting rows based on their population characteristics. In addition to being able to to select them, now we will also be able to visualize them in maps.\n",
"\n",
"For example, let us select again the ten smallest areas of Liverpool (note how we pass a number to `head` to keep that amount of rows):"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"smallest = geo_pop.sort_values('Total').head(10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can make a map of Liverpool and overlay on top of them these areas:"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"