{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Map projections\n", "\n", "**Coordinate reference systems (CRS)** are important because the geometric shapes in a GeoDataFrame are simply a collection of coordinates in an arbitrary space. A CRS tells Python how those coordinates are related to places on the Earth. **A map projection** (or a projected coordinate system) is a systematic transformation of the latitudes and longitudes into a plain surface where units are quite commonly represented as meters (instead of decimal degrees). This transformation is used to **represent the three dimensional earth on a flat, two dimensional map**.\n", "\n", "As the CRS in different spatial datasets differ fairly often (i.e. one might have coordinates defined in decimal degrees while the other one has them in meters), it is a common procedure to **reproject** (or redefine) different layers into a common CRS. It is important that the layers are in the same coordinate reference system when analyzing the spatial relationships between the layers, for example, when making a Point in Polygon -query, or other type of overlay analysis.\n", "\n", "Choosing an appropriate projection for your map is not always straightforward because it depends on what you actually want to represent with your map, and what is the spatial scale of your data. In fact, there does not exist a \"perfect projection\" since each one of them has some strengths and weaknesses, and you should choose such projection that fits best for your needs. In fact, the projection you choose might even tell something about you 😉:\n", " \n", "![](img/Map-projections.png)\n", "*Source: XKCD, See a full comic about [\"What your favorite map projection tells about you\"](https://xkcd.com/977/)*.\n", "\n", "For those of you who want a bit more analytical approach for choosing the projection, you can get a good overview from [georeference.org](http://www.georeference.org/doc/guide_to_selecting_map_projections.htm), or from this blog post introducing [the strengths and weaknesses of a few commonly used projections](http://usersguidetotheuniverse.com/index.php/2011/03/03/whats-the-best-map-projection/)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Coordinate reference system (CRS) in Geopandas\n", "\n", "Luckily, defining and changing projections is easy in Geopandas. In this tutorial we will see **how to retrieve the\n", "coordinate reference system information from the data, and how to change the crs**. We will re-project a data file from\n", "WGS84 (lat, lon coordinates) into a Lambert Azimuthal Equal Area projection which is the [recommended projection for\n", "Europe](http://mapref.org/LinkedDocuments/MapProjectionsForEurope-EUR-20120.pdf) by European Commission.\n", "\n", "For this tutorial we will be using a Shapefile called `Europe_borders.shp` representing the country borders in Europe, that you already should have [downloaded during the previous tutorial](geopandas-basics.ipynb) into `L2_data` folder. \n", "\n", "In Shapefiles, information about the coordinate reference system i stored in the `.prj` -file (if this file is missing, you might be in trouble!). When reading the data into `GeoDataFrame` with Geopandas crs information is automatically stored into the `.crs` attribute of the GeoDataFrame.\n", "\n", "- Let's start by reading the data from the `Europe_borders.shp` file and checking the `crs`:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Import necessary packages\n", "import geopandas as gpd\n", "\n", "# Read the file\n", "fp = \"L2_data/Europe_borders.shp\"\n", "data = gpd.read_file(fp)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'init': 'epsg:4326'}" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check the coordinate reference system\n", "data.crs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, here, the `crs` is a Python dictionary with a key `init` that has a value `epsg:4326`. This is a very typical way how CRS is stored in GeoDataFrames. There are, however, other more informative formats for representing the coordinate reference system, which we will learn in a bit. \n", "\n", "The EPSG number (named after the *European Petroleum Survey Group*) is a code that tells about the coordinate system of the dataset. \"[EPSG Geodetic Parameter Dataset](http://www.epsg.org/) is a collection of definitions of coordinate reference systems and coordinate transformations which may be global, regional, national or local in application\".\n", "\n", "The EPSG code of our geodataframe is`4326`, which refers to the WGS84 coordinate system (we can also figure this out by looking at the coordinates values which are longitude and latitudes decimal degrees).\n", "\n", "You can find a lot of information and lists of available coordinate reference systems from:\n", "\n", " - [www.spatialreference.org](http://spatialreference.org/)\n", " - [www.proj4.org](https://proj4.org/operations/projections/)\n", " - [www.mapref.org](http://mapref.org/CollectionofCRSinEurope.html)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Let's continue by checking the values in our `geometry` -column to verify that the CRS of our GeoDataFrame seems correct:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 POLYGON ((8.45778 54.56236, 8.44953 54.56269, ...\n", "1 POLYGON ((8.71992 47.69664, 8.72092 47.69530, ...\n", "2 POLYGON ((6.73317 53.57409, 6.73017 53.57542, ...\n", "3 POLYGON ((6.85822 53.59411, 6.85592 53.59550, ...\n", "4 POLYGON ((6.89894 53.62561, 6.88439 53.62814, ...\n", "Name: geometry, dtype: geometry" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data['geometry'].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, the coordinate values of the Polygons indeed look like latitude and longitude values, so everything seems to be in order.\n", "\n", "WGS84 projection is not really a good one for representing European borders (areas get distorted), so let's convert those geometries into Lambert Azimuthal Equal Area projection ([EPSG: 3035](http://spatialreference.org/ref/epsg/etrs89-etrs-laea/)) which is the recommended projection by European Comission.\n", "\n", "Changing the projection is simple to [do in Geopandas](http://geopandas.org/projections.html#re-projecting) with `.to_crs()` -function which is a built-in function of the GeoDataFrame. The function has two alternative parameters 1) `crs` and 2) `epgs` that can be used to make the coordinate transformation and re-project the data into the CRS that you want to use. \n", "\n", "- Let's re-project our data into `EPSG 3035` using `epsg` -parameter:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Let's make a backup copy of our data\n", "data_wgs84 = data.copy()\n", "\n", "# Reproject the data\n", "data = data.to_crs(epsg=3035)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 POLYGON ((4221214.558 3496203.404, 4220681.651...\n", "1 POLYGON ((4224860.478 2732279.320, 4224932.819...\n", "2 POLYGON ((4104652.176 3390034.953, 4104460.401...\n", "3 POLYGON ((4113025.664 3391895.756, 4112879.943...\n", "4 POLYGON ((4115871.228 3395282.099, 4114921.348...\n", "Name: geometry, dtype: geometry\n" ] } ], "source": [ "# Check the new geometry values\n", "print(data['geometry'].head())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And here we go, the coordinate values in the geometries have changed! Now we have successfully changed the projection of our layer into a new one, i.e. to `ETRS-LAEA` projection. \n", "\n", "To really understand what is going on, it is good to explore our data visually. Hence, let's compare the datasets by making\n", "maps out of them.\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "\n", "# Make subplots that are next to each other\n", "fig, (ax1, ax2) = plt.subplots(nrows=1, ncols=2, figsize=(12, 8))\n", "\n", "# Plot the data in WGS84 CRS\n", "data_wgs84.plot(ax=ax1, facecolor='gray');\n", "\n", "# Add title\n", "ax1.set_title(\"WGS84\");\n", "\n", "# Plot the one with ETRS-LAEA projection\n", "data.plot(ax=ax2, facecolor='blue');\n", "\n", "# Add title\n", "ax2.set_title(\"ETRS Lambert Azimuthal Equal Area projection\");\n", "\n", "# Remove empty white space around the plot\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Indeed, the maps look quite different, and the re-projected one looks much better in Europe as the areas especially in the north are more realistic and not so stretched as in WGS84.\n", "\n", "- Finally, let's save our projected layer into a Shapefile so that we can use it later." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Ouput filepath\n", "outfp = \"L2_data/Europe_borders_epsg3035.shp\"\n", " \n", "# Save to disk\n", "#data.to_file(outfp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Dealing with different CRS formats" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are various ways to present Coordinate Reference System information, such as [PROJ strings](https://proj.org/usage/quickstart.html), `EPSG codes`, `Well-Known-Text (WKT)`, `JSON`. It is likely that you will encounter some of these when working with spatial data obtained from different sources. Being able to convert the CRS information from one format to another is needed every now and then, hence, it is useful to know a few tricks how to do this.\n", "\n", "Luckily, dealing with CRS information is easy in Python using a library called [pyproj](https://pyproj4.github.io/pyproj/stable/). In fact, `pyproj` is a Python wrapper around a software called [PROJ](https://proj.org/) (maintained by [OSGeo](https://www.osgeo.org/) community), which is widely used tool for conducting coordinate transformations in various GIS softwares. `Pyproj` is also used under the hood in Geopandas, and it handles all the CRS definitions and coordinate transformations (reprojecting from CRS to another as we did earlier).\n", "\n", "Next, let's see how it is possible to easily extract useful information from CRS, and transform CRS information from format to another. `pyproj` -library has a [class](https://docs.python.org/3/tutorial/classes.html) called [CRS](https://pyproj4.github.io/pyproj/dev/api/crs.html) that provides many useful functionalities for dealing with CRS information." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'init': 'epsg:3035', 'no_defs': True}\n" ] } ], "source": [ "# Let's see the current CRS of our data\n", "print(data.crs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `data.crs` returns the coordinate reference system as a dictionary of PROJ parameters. From here we can easily see that the EPSG code of the data is `3035`. \n", "\n", "However, let's see how the same information looks like in other formats such as `WKT` or `Proj4` text. For this we need to use the `CRS` class. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Updating pyproj**\n", " \n", "If you are using your own computer and are having trouble importing the CRS class from the pyproj module, try updating pyproj:\n", "```\n", "conda update pyproj -c conda-forge\n", "```\n", "The following examples have been tested to work with `pyproj` version `2.4.0` and `geopandas` version `0.6.1`. You can check package versions by running the `conda list` -command.\n", " \n", "
" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\n", "Name: ETRS89-extended / LAEA Europe\n", "Axis Info [cartesian]:\n", "- Y[north]: Northing (metre)\n", "- X[east]: Easting (metre)\n", "Area of Use:\n", "- name: Europe - LCC & LAEA\n", "- bounds: (-35.58, 24.6, 44.83, 84.17)\n", "Coordinate Operation:\n", "- name: Europe Equal Area 2001\n", "- method: Lambert Azimuthal Equal Area\n", "Datum: European Terrestrial Reference System 1989\n", "- Ellipsoid: GRS 1980\n", "- Prime Meridian: Greenwich" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "### Import CRS class from pyproj\n", "from pyproj import CRS\n", "\n", "# Initialize the CRS class for epsg code 3035:\n", "crs_object = CRS.from_epsg(3035)\n", "crs_object" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, the `CRS` object contains a lot more information than the original crs dictionary. The data contains some useful information such as the `Name` of the CRS (ETRS89/LAEA Europe), the `area` where the CRS is in use (*Europe* with bounds *(-16.1, 32.88, 40.18, 84.17)*), and the `Datum` (European Terrestrial Reference System 1989). \n", "\n", "We can also easily parse this information individually as follows: " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Name: ETRS89-extended / LAEA Europe\n", "Coordinate system: cartesian\n", "Bounds: (-35.58, 24.6, 44.83, 84.17)\n" ] } ], "source": [ "# Name\n", "print(\"Name:\", crs_object.name)\n", "\n", "# Coordinate system\n", "print(\"Coordinate system:\", crs_object.coordinate_system)\n", "\n", "# Bounds of the area where CRS is used\n", "print(\"Bounds:\", crs_object.area_of_use.bounds)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can easily explore all the possible information that can be extracted from the CRS by typing `crs_info.` and pressing Tabulator. \n", "\n", "Let's see how we can convert the crs information from one format to another. Quite often it is useful to know the EPSG code of the CRS. Next, we will conduct a few transformations to demonstrate the capabilities of the `CRS` class." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PROJCRS[\"ETRS89-extended / LAEA Europe\",BASEGEOGCRS[\"ETRS89\",DATUM[\"European Terrestrial Reference System 1989\",ELLIPSOID[\"GRS 1980\",6378137,298.257222101,LENGTHUNIT[\"metre\",1]]],PRIMEM[\"Greenwich\",0,ANGLEUNIT[\"degree\",0.0174532925199433]],ID[\"EPSG\",4258]],CONVERSION[\"Europe Equal Area 2001\",METHOD[\"Lambert Azimuthal Equal Area\",ID[\"EPSG\",9820]],PARAMETER[\"Latitude of natural origin\",52,ANGLEUNIT[\"degree\",0.0174532925199433],ID[\"EPSG\",8801]],PARAMETER[\"Longitude of natural origin\",10,ANGLEUNIT[\"degree\",0.0174532925199433],ID[\"EPSG\",8802]],PARAMETER[\"False easting\",4321000,LENGTHUNIT[\"metre\",1],ID[\"EPSG\",8806]],PARAMETER[\"False northing\",3210000,LENGTHUNIT[\"metre\",1],ID[\"EPSG\",8807]]],CS[Cartesian,2],AXIS[\"northing (Y)\",north,ORDER[1],LENGTHUNIT[\"metre\",1]],AXIS[\"easting (X)\",east,ORDER[2],LENGTHUNIT[\"metre\",1]],USAGE[SCOPE[\"unknown\"],AREA[\"Europe - LCC & LAEA\"],BBOX[24.6,-35.58,84.17,44.83]],ID[\"EPSG\",3035]]\n" ] } ], "source": [ "# Retrive CRS information in WKT format\n", "crs_wkt = crs_object.to_wkt()\n", "print(crs_wkt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, the `WKT` format contains a *lot* of information. Typically, e.g. the `.prj` file of a Shapefile contains the information in this format. Let's see how it is possible to extract `EPSG` code from this. For doing it, we need to re-initialize the CRS object, this time from the `WKT` text presentation. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3035\n" ] } ], "source": [ "# Retrieve EPSG code from WKT text\n", "epsg = CRS(crs_wkt).to_epsg()\n", "print(epsg)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Not able to recognize epsg?**\n", " \n", "Sometimes `to_epsg()` isn't able to recognize the EPSG code from the WKT representation. This can happen if the WKT information is missing some details. Luckily, we can easily adjust the minimum level of confidence for matching the CRS info and the EPSG code. We can do this by adjusting a parameter `min_confidence` when calling the function. By default, the confidence level is 70 %, but it is also possible to set a lower confidence threshold. \n", " \n", "The coordinate information of our input shapefile is incomplete, and does not yield an epsg value with default setting: However, CRS is able to determine the EPSG value with a lower confidence treshold: \n", " \n", "```\n", "# Let's try to extract the EPSG code from the crs of our original data:\n", "CRS(data.crs).to_epsg()\n", ">>> None\n", " \n", "# Let's try it again with a lower confidence requirement (25 %)\n", "CRS(data.crs).to_epsg(min_confidence=25)\n", ">>> 3035\n", "```\n", "However, be cautious when using this, as guessing the EPSG from \"exotic\" coordinate reference systems might also provide false results. \n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now save our data to disk using the `WKT` format as the crs of our GeoDataFrame. WKT is a [preferred output format](https://proj.org/faq.html#what-is-the-best-format-for-describing-coordinate-reference-systems) for crs information:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# Re-define the CRS of the input GeoDataFrame \n", "data.crs = CRS.from_epsg(3035).to_wkt()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PROJCRS[\"ETRS89-extended / LAEA Europe\",BASEGEOGCRS[\"ETRS89\",DATUM[\"European Terrestrial Reference System 1989\",ELLIPSOID[\"GRS 1980\",6378137,298.257222101,LENGTHUNIT[\"metre\",1]]],PRIMEM[\"Greenwich\",0,ANGLEUNIT[\"degree\",0.0174532925199433]],ID[\"EPSG\",4258]],CONVERSION[\"Europe Equal Area 2001\",METHOD[\"Lambert Azimuthal Equal Area\",ID[\"EPSG\",9820]],PARAMETER[\"Latitude of natural origin\",52,ANGLEUNIT[\"degree\",0.0174532925199433],ID[\"EPSG\",8801]],PARAMETER[\"Longitude of natural origin\",10,ANGLEUNIT[\"degree\",0.0174532925199433],ID[\"EPSG\",8802]],PARAMETER[\"False easting\",4321000,LENGTHUNIT[\"metre\",1],ID[\"EPSG\",8806]],PARAMETER[\"False northing\",3210000,LENGTHUNIT[\"metre\",1],ID[\"EPSG\",8807]]],CS[Cartesian,2],AXIS[\"northing (Y)\",north,ORDER[1],LENGTHUNIT[\"metre\",1]],AXIS[\"easting (X)\",east,ORDER[2],LENGTHUNIT[\"metre\",1]],USAGE[SCOPE[\"unknown\"],AREA[\"Europe - LCC & LAEA\"],BBOX[24.6,-35.58,84.17,44.83]],ID[\"EPSG\",3035]]\n" ] } ], "source": [ "print(data.crs)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Ouput filepath\n", "outfp = \"L2_data/Europe_borders_epsg3035.shp\"\n", " \n", "# Save to disk\n", "#data.to_file(outfp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's it. \n", "\n", "\n", "**HINT**: A module called [PyCRS](https://github.com/karimbahgat/PyCRS) can also be useful library as it contains information and supports many different coordinate reference definitions, such as OGC WKT (v1), ESRI WKT, Proj4, and any EPSG, ESRI, or SR-ORG code available from spatialreference.org." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Overview of different crs formats\n", "\n", "Summary of different ways of representing crs information using pyproj CRS. Here, we use the crs of the original European borders layer as a starting point:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# PROJ dictionary:\n", "crs_dict = data_wgs84.crs\n", "\n", "# pyproj CRS object:\n", "crs_object = CRS(data_wgs84.crs)\n", "\n", "# EPSG code (here, the input crs information is a bit vague so we need to lower the confidence threshold)\n", "crs_epsg = CRS(data_wgs84.crs).to_epsg(min_confidence=25)\n", "\n", "# PROJ string\n", "crs_proj4 = CRS(data_wgs84.crs).to_proj4()\n", "\n", "# Well-Known Text (WKT)\n", "crs_wkt = CRS(data_wgs84.crs).to_wkt()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PROJ dictionary:\n", " {'init': 'epsg:4326'}\n", "\n", "CRS object:\n", " +init=epsg:4326 +type=crs\n", "\n", "EPSG code: \n", " 4326\n", "\n", "PROJ string: \n", " +proj=longlat +datum=WGS84 +no_defs +type=crs\n", "\n", "Well-Known Text (WKT):\n", " GEOGCRS[\"WGS 84\",DATUM[\"World Geodetic System 1984\",ELLIPSOID[\"WGS 84\",6378137,298.257223563,LENGTHUNIT[\"metre\",1]],ID[\"EPSG\",6326]],PRIMEM[\"Greenwich\",0,ANGLEUNIT[\"degree\",0.0174532925199433],ID[\"EPSG\",8901]],CS[ellipsoidal,2],AXIS[\"longitude\",east,ORDER[1],ANGLEUNIT[\"degree\",0.0174532925199433,ID[\"EPSG\",9122]]],AXIS[\"latitude\",north,ORDER[2],ANGLEUNIT[\"degree\",0.0174532925199433,ID[\"EPSG\",9122]]],USAGE[SCOPE[\"unknown\"],AREA[\"World\"],BBOX[-90,-180,90,180]]]\n" ] } ], "source": [ "print(\"PROJ dictionary:\\n\", crs_dict)\n", "print(\"\\nCRS object:\\n\", crs_object)\n", "print(\"\\nEPSG code: \\n\", crs_epsg)\n", "print(\"\\nPROJ string: \\n\", crs_proj4)\n", "print(\"\\nWell-Known Text (WKT):\\n\",crs_wkt) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Global map projections\n", "\n", "Finally, let's play around with global map projections :) `L2_data` folder conaints a layer `ne_110m_admin_0_countries.shp` that represents the country borders of the world. The data was fownloaded from https://www.naturalearthdata.com/. \n", "\n", "
\n", "\n", "**TASK**\n", " \n", "Read in a global dataset and plot three maps with different projections! See hints and projection definitions from:\n", " \n", "- http://geopandas.org/projections.html\n", "- https://pyproj4.github.io/pyproj/dev/api/crs.html\n", "- https://spatialreference.org/\n", " \n", "When plotting the maps, think about the advantages and disadvantages of different world map projections.\n", " \n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Example solution:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# Read in data\n", "fp = \"L2_data/ne_110m_admin_0_countries.shp\" \n", "admin = gpd.read_file(fp)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'init': 'epsg:4326'}" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check input crs\n", "admin.crs" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# Set fig size\n", "plt.rcParams['figure.figsize'] = [12, 6]" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1, 'WGS84')" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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7Qxxv9lDd4SfPoWdmloUUk3aihimch8Y0QJYkqQz4vx43FQHfB2zA54C25O0PyLL8r8HOJQJkARLLvOsPNfPGoWY+qO4idtpOn3svnc49a0v7PTYai49LXuM/d9ZR3+lHq1aiUSooTjeyvCi1V3OMnjq8IfbWOWlwBthwuGVE9Y4vKUvjqjlZpCaXsnPthmEd1+YJ8fqhZhq6AjQ4AzQ6E3WZQ9F4d71e4cxpkzmUmVYdX1tX2r2Z7VzT6g6y/nAL7x5rY2tlO/7kisRPb5zDrUvzJ3h054ZTDXdcgQgalQKH8cwv6qcCWZbZXNHOX7bWsLeui3bvhxuDHUYNy4ocrJuRQaZVx9JCh8hRF8bcuM0gS5KkBBqAC4DPAF5Zln8x3ONFgHz+kmWZLRUdPLq5ineOtfW6b1qqkXm5VuxGDfPzbFw2M4P99S46fWFy7Hqybfp+WyJvrWzn528cwxWIsLjAzk9vnDtkeSl/ONpdzeFQo5vdNV00uYLo1Uoi8Tj/tjSfRfl21h9uYXNFG7WdiWDTE4zi9EdQKz88f6ZVxz1rSrmkPJ2jzW5++04l4WiccCyONxilwxfCFYiiS7Z5NmlVmHQqNEoFHb4wza4grZ4gkViiZfScHCuLCuwszLexrCjljGbG6zr9vLCngZf3N3K8xTvs44S+LDoVt6+cxm3LC8672a5wNE6HL4ROlVgmn8hybVNFPC7jj8TwnNq4GEpsXmx2Bdhb52RPrZOqNl/3ClKqScs/7lrWK2Vqqqrv8nOo0Y0sy0iSxOFGN79668Swjv23pXm4A1FqO/1IEkgAkoRCghybnvl5Nhbk25mVbREb/YQRG88A+TLgB7Isr5Qk6YeIAFkYpkZngLeOtnKyzYdeoyDdrCPbpmdBvo3UHkHIe8fbuO/pfbR6euft6tQKcu2GRN3SOVkszLcTicf59VsV/O69SmJxmZsW5VKWaaa2049WpeBzq4pIt+h6nWdrZTsf/+P2AceZZdWx7Ttr+70vGInx0t5G/v3Fg4SSeZuLCuxcOjODC6Y5mJ9nGzAPMxiJ4Q5E8IdjBCIxYnE5WZVCgUapwDpIJYoz1eQKcLDBjUopoVUp0KoUaJTKZLtlCWWyxXJMlglF4gSjMbzBKIca3eyp7WJ3rXPC22BPBgoJbl8xje9fO3OihyJMEsFIotLHoUYXBxvcHGp0cbTZ0yePWyFBrt1AYaqRwhQDBSkffs5z6Eftb300xeIy/nCig6Y3FGXziTa2VnYQjMYJRmKEIjEsejUL8+1Ud/j44GQnja7gmI9Lo1Jw44Ic/uMjsydtver3jrfxr/1NVHf48IdjKBUS6uRrrUGjoiDFQFGqkcJUI9NSjWRb9eLic5yMZx3kW4G/9/j6y5IkfRrYCXxDlmVRQ0roV7ZNz6eWFQz6mBf2NPCjlw/RlexIJ0mgUSrQqBJBpC8U5eV9TTy2pZp0s5Zsmx6jVkmOTU9tp5+ne1SYSDNruWVJXp8AeWG+nU3fugSDRsk/Pqjj528c63X/DQtygMRM86/frmBPbRcnWrwsKXTw1XWl3Lwkj7ePtnZ3n9tV08WumsSvvc2gxqhRoVUrMGtVmHVqwtE4NZ2+QTfqZVp03Lo0j6+tmz7Mn+bgsqz6EXVyu2h6GpCY7W9wBrj0oY3d5e3ORzl2PS3usQ8AhMmr1RNkZ3UXO052srOmkyNNnj4pYakmLSuKUyhNN1GcbqI4zURhqmFSBsEAvuQMtycYYWdNF9sqO3i/qqPPpMRARpI+djZSjIm645M1OHYHI3z3+QPUdwWGfUy2VcczX1hBtk3PP3bUsqWygxSjBodRQ7pZS4ZVR4ZZR6ZVd86m40wGozaDLEmSBmgEZsmy3CJJUgbQDsjAfwBZsizf0c9xdwF3AeTn5y+qqakZlfEI565gJJbsPCchSRIVrR7+tOkke+ucHG/x4DBqKcs0MT3DTEm6CZteg0GrxKhRYUjWY0236IYsJxSKxqjt8NPsDmLUqrDo1OQ7DGhUCqravLx2sJlDjS6c/gi+cIzblhdw48JcGp0Bnt/TQIMz0J332+QMDFlNQq9W9kixCBGMxLEZ1BSmGFlZkjLpdni3uoO8dbSVP28+yYnW8y9tI8em56cfncOq0rSJHoowAWRZ5oHnD/D3HXV97pueYWLdjAwunZnBvFzblJgN9IWiPPJeJX/YVDWimuzjQZtMNZuXZ2Neno35uTbyHPpJXyElGouzo7qT1w40U9PpZ1pytcCkUyHLMnEZZBnisowsy6wsSe21obXZFWRfvZOjTZ5kdaQIuXaD2Pg6CsYlxUKSpOuBL8myfFk/9xUCr8iyPHuwc4gUi/OHLMs8ub2WF/c24A/H8Idj+EJRgpEYWVY9hakGUk1a1EoF6mQ7ZodRw8XT0yhJN/V6QQxGYrS6QyiVEga1Evs4XlHH4zKHm9zsq090zFMrEm2jU0wa8hwGcmz67vy4UDSG059Io1BKEpIESoWEUavCqFH22pAiyzKhaHxK5Na5gxE+/7ddbK3smOihjAuNUsFlszK4aHoaBo2SS8rSMYrareeNJleAF/Y08tzu+j4XhjctyuVLl5RQmGqcoNGNXIc3xLef3c+bR1oneij9mp1j4bblhZRmmClNN2HUqghFY8TjDLg5WhCGMl4B8j+AN2RZfiz5dZYsy03Jf38duECW5VsHO4cIkM8vwUiMWx7Zxr561xkdt6jAzo+um8XMLMuIZmb21Tl57WAzoWiMVJOWmxfndZdxO6W+y8/jW6pZf7iFHFsiYPeFYjgDEeblWvnGZWV0eEPc9tgODja4+/0+doOab19Rzi1L8pAkiWAkxobDLZxo9dKaLKZ/+axMbl2ajz8c5Vizh4pWb/fHypJUPr28gCe31/LSvsbu2W+jRsW0VCNXzM7sc7EwUcLRON9+dj/P72mY6KGMCYUECklCoZBIM2nJtOp44Kryc7ZyhdA/XyjKD1461KchUI5Nz4M3zulOQ5psHnmvknePtdHoCtDlC6NSKlApEhMPsizjCUbxhqdW2ccsq452b4glhQ5uX1HIlop2Wj0hOrxhtGoFRo0Ko1aFWZfYAP351cUDrhq+sKeB9YebSTFqcRg1mLQqZBI/jHm5NhYXOlCO4iqAJxjh8S3VvHawuXtT+LIiB1fMzuSK2Vmj9n2EoY15DrIkSQbgUuDuHjf/TJKk+SRSLKpPu084z7W6g3z6zzv6tK7tj0ohsTA/saRm1Kpo6Arw1X/sobbTz0cX5vKNy8qo7fRT2+kj26pnSaEDhUKi0RlgX52T1WXpKBUSd/9tJyfbfeQ7DOTY9dR0+Ekp1pDSY8Y5GIlR0+FHqZAIx+I0OhOd57ZVJWZHyzPNXDWnHFmWaXQG+wTHdoOaWdlW5uRauWtVUfds9puHW/jG0/twBSLdjzVolHx13XSq2rzc/tgH1Hb6e53rraOt/HNnHfdfWc4lZWn8fUcdOrWCTKuOZneQzRXt5DkM/ODamYM2QxkPGpWCh26eR1Gqkf95+8Q5150v26bnm5eVcd287CmxXC6MrmAkxj931vH41mqq2nzdt6sUEp+9cBr3rC0d1VUEWZZ5/WAz++pd2A1q0i1aMsw6smx6pvWYna5u92HSqXptZO7P0WZP92vYuaIpuQFwa2XHsFavNp1oI8euT25+VqJTJTZB69RKtlS0D9o9MtWk5bblBXxlgPKiZ8qkVbF2ZjrLih1olErUyQ3TaqWYCZ9MRKMQYdx1+sLc+odtQ5Yby7XruffS6aRbtPzk1aMcbuo7U6tWSn2CsRybnhlZFt491ko0LmPRqfjn55dzqMHNN57e1/04pULihS+u7NV0xOWP8Jt3K1h/qJnqjt4Ba0+rSlP522cv6NVe+tYleXzvmpl9ZimONru54Tdb+93QplEq0KkVuAepRXzx9DR+84mFVLf7qGr38daRFl470Ey2TcfCAjuLCxysKE6ZFMu6nmCEzzz2ATtrzo39uAvybXxsUS5dvjD76l3cuCCHK+eIGZ7ziSzLbKvq6FPdxqRV8cwXllOeaRngyJF74v0avvfCwT63SxLs/O667vKCT7xfw2NbTvL61y5CrVTQ6QtzpMlNKBojHJWJxuPMybFS0+Hnc3/d2V1dRzhzOrWCN++9eNj15weypaKdbz+7v8+mPY1K0d1V0GbQYNOrsRs0H35tUGM3qLHqNdiNaqanm8XF+igYzyoWU9KprmmJYEVcwY217VUdZFn1NLmCAzapuHFhDj+5YQ6bTrRzx+M7B2x3299MZYMzsTHuFHcwyp1/2dldgeKUWFzmW8/u55WvXNi9fGY1qHngqhl858pyKlq9rD/cwlPba3udT6WQujuHXT4rA38oRrpFw9JpKWj72UQXjzNgtYdwLD5kB70tFe3M/sEbfW6v7vBT3eHnud2JtIbZORbuuqiY6+ZlA4mNIcrkRsbx4AtF+fgft3OgwYUkMaWWaweypzZRpzbNrOX2FYWsKEmd6CEJ4+wzj3/Au6fVZgfwhqJkmHX9HDFy/nCUJ9+v5Rfrj/W5T5Lg+9fMJMWk5XiLh2d21fP8ngYKHAZ213TxwPMHqOwxu91TabqJOTnWc+bCdSLMzbWhUvR9fd9a2Y7LH2FFSSpWvRpZlmnzhmjzhBIb8ZITJi5/BHcwwuxsK6kmbZ8AORyN0+oJDbtayMqSFB68YS75KWcXsAsDEzPIwI6Tndz8yDYkCebn2bj7omKumJ057uM4XasnyKv7m9he1UmmVUdhioFr52WfM80J4nGZE61efvNOBW8eaaE808yMLAszsiysLksj124gFpdpdAbYVdPFxhNtVLR6qWz1DlkR4kz89hMLuWqQWcFgJMamE+10eEPkOwzMz7dh0Kj4xj/38ezu3rmImRYdP7p+FpfP+vD3R5ZlfvNOBc3uIC/ubRzTznUWnYqyTDMNXQGa3UGWF6fw4+tnUzxOO5394Sit7hA5dj376108s6uOV/Y14QlNvW59n1s1jdcONvd6I8u163nnm6snbUmpyazNE8ITjKBWKlApJbp8EZrdAVrcIQp6/F1NNp2+MCdaPFS1+3jtYDMbj38YLGdbdXxqeSG3Lsk7q83BkVicP206yR83VXXnpJ4u1aThP2+Yw0Wlafzo5UP844NE9YzyTDNrytP585aTk7b6xLnCpFXx+YuLWDsjg7IMMztruvjUo9sJRROTESVpJhpdgV6v8VnWRE3/A/Wu7skQpULqUw5wpGZkWVhTnsaa8nTm59m7J3tkWSYci+MPxfCFExvgzTo1DqNm0rx+ba/q4C/bqlmYb+fOVUUTMoZxaxRytiYqQA6EY7R5Qhi0ShwGzbguW0RicZpdQY41e/igppOd1V3UdPgwaVXUdvo5/W/IZlBTnGaipsOHVqWkON3ERxfmkGVN1Pxt84TQqZUUpRpJM2snxQauuk4/Rq1qwHqNsiwjywz4c4/HZf64qYp99U6iyRljvUaJXq1Eq1LQ5Y/Q6AxQ1+UftJ7wYGZmWVhTns4l5WnMzbUN6wVkzg/fGDDYve/yMr64urj75x+Kxviv147x0r5GOnyhcZ1dlSQocBgoSU+UvZueYWLdzAwsY5S33OwKctffduIPx0gxaki36Dje7OFYy9D55pPF0kIH3792JuWZZl7a18jzexqwGzRkWnXcvqKQbNuZ15E+X3X6wvzv2xU88X7NoKslSoXE7GwLiwocXD4rg6XTHJPi9asndzDC+5UdBCIxgpEYgXCMQCSORqXgliV5Q5aOHEgwEuOin70z5OyhQaNk2/1rsRrUPL2zjvue2T+i7yecPYdRQygSG9XJmrNl0SU2JvpCUfzhGNEBgnCLTsW6GRncd0XZiGrij5YmV+ICOcem77NRfryIAHkSanQG+PXbFTy7u37A9IGzZdKqyHcYsOrVGLVKTFoVeQ4DBo2KBqcffyhGeZaZ2dlWitNNpJm0I744iMVl9tY52V+faJva7A5y+4pC4rLMt57ZT6snxM2Lc7lnbSlZVj3NriDrDzfz6eWFQKLEkCsQwaxTk2rq2zYaEm8ij22p5mS7lyZXkDZPCLUy0Qmu0x+mvjMwZLrCcJi0KpZOc3D/leVMzzADiSD+1QNN7K11srI0leVFKfzHK4f512rtV9wAACAASURBVIGm7sYlPa0sSeHhm+f3aUQCidSHTl+YhuQGwIMNLqo7/ATCMULRGN5QoqueOxjBG4pi1Kiw6tWkmrV8ZH4226s62VXbRZcvPOAL4FDMWhX3X1XOJy4YvDnLSPzt/Rr+vZ/8yWyrjhZPaNRmTsaKQaOkOM3UXWtbqZBIt+i4bl42F09Pm1S1qCeLNk+IPbVdHGxwcaDBRU2nH03yb7OqzddnBSHDrCXXYUAhgSRJuAOR7g27X11byj1rS4nLMhWtXsoypm6uZas7iFqpwGZQDxnsv7i3ga/+Y++Q59x6/xqsejU3/nbrlLroFCafJz57AReWnl3aWDAS43/frkCtVJBq1pBi1JJq0pBi0iIBoWiccDSOWiVRmGKcdGmsIkCeZBqdAb72f3vZMciu2YkwL9eKJxQlz24g32FgcaGd1WXpWPUfzjRWt/tYf7iZbclZlBSjFiTYVtkx4NJgT1qVgtVlabxzrA21QuLzFxdT2+lnw5EWnMlAM8em56LpqVwwLYWSdBNFacbupddjzR7uf24/Tc4gBo2Skx2+Ec3GDrTElWnR8eU1JaSZtSybloLVoKamw8e3ntnfa5ezXq3kS5cU85mV03huTwMPrT/WK1AuTDGQadWRZdXzi5vmoZASOYv9VZv42etH+e27ld1fm7UqClONXDcvm+vmZZExwBV+ly/MLzcc46nttX1WGobrB9fO5DMrp43s4AG0uIO8sKeBbVUdGDUqZmZbuHh6Gg6jhhU/fXtUv9dYSjVpuHRmBlfMzmJ5UYoIjPtxuNHNHzdV8fK+xu6LtSyrFqWkoN7Zf+cwh1FDJBbvtfqSZ9fT5AqQZdWTadVh1KrYU+vEFYiQY9PzkQXZrC5LJ92sJcWkxahRTrrZ5dN1eEPc+of3OdHqRaNSkJGsRJFt0zMvz8aiAjtzcqzdS+LvHGtlw+EW3jvW1mvPQ09mrYr9P7yMzRXtfOrRHeP5dIRzUKZFx+JCO3kOAzUdPmo6/ISicWLxRMOSFJOWTIuONLOWaDzxN+sNRrmwNJV/W5qPTq2kvsvPZx77YFjNohQSFKYYkyuZZhbk21hZkjqhQbMIkIdQ2ebl7SOtXDYrg4KU0a0E0OgM8NiWk0RiiR3FFa1etp/snJQbmGZnWzjY2LtSRKLEmp0cux5fKMqbR1pGHIydjZxkeaNcu54Mi45QNI5Zp+KyWRnUdwW47+n9dPhCGDWJmpdm3akPNWadisIUIw6jhiyrDp1aidMfZnqmmVg8MUvV5ArS4Q3T4Qvx5UtKKE3OHJ8SjsbZcbIzWTUjzp5aJ55QlC9cXIzdqOHJ7TV89/m+s6YAb3ztIv7fq4fZWd3FZy+c1qce573/3Nu90e50p6plDGRfnZM/bqriSJOb6g7/sGZnFRJ8ZEEOV83OYsk0R68LoLEgyzK1nX7+45UjvHmkZUy/19mQpMRGnDVliVSb2dnWKTtzOZZkWWZLRQePbKzs1VbYYVCjUipIMWow6lRIJGpHn/qNdAcimHWJMo2Nrt4tupcVOdhT20UoOrwXF61KQapJy4J8G+tmZHDx9LQhc4BlWR5xUC3LMjUdfraf7CAal7l5cV6fNKxILM7umi4ONLj4yIIcUk1aKlo93PqH92n39j954DBqWDcjnctnZXYHCk2uAP/z1ol+O/Tp1Ur+/ZqZ3LQ4lxMtXp7ZVc+ft5wc0XMShLORZdXxxdXFaFVKNhxpYcPhkb22GzRK/uP62Xx0Ue4oj3B4RIA8hFOb9ADKMsxcNiuD6+dnU5JuHuLIob1+sImXkxvt2r0jy48dL7OyLRxq7L/pxWSkVyu5YnYm376inBSTBmWykUNPp94UX9jTwHefP9AnX2xVaSrfuKwMu0GNPxyjOM004Ezhc7vr+dHLh1ErJebn2bl5cS6LCuy0e8Pc8/c9Ay53qhRS9+yaWimx7Ttru+uWvnagiS88ubvf44rSjDx55wWD5ohtONzCsWY3s3KsLClwsKWynTcONfPageYBK2dAMhjMsXLR9DRWlaZRnmUe9ZxkWZZ5eMNx/rmznmZ3cOgDxphCgnl5NrSqRLWabJueHJuebJuObKueknTTObMBdiyEo3Fe2d/InzadpKLVg1aloCjNRHWHH6tehUKSepVGNGqUzMq2UNcV6K5ZO5DFBXZqO/3D3sF/OoUEiwscrJ2RztoZGRSnGfsEw+5ghO+/cJCqdh9ZydWdNeXp/Tb3kGWZyjYf2092sL2qk+0nO2hxhzDrVHz7inKKUo28tK+RQ41uonGZWDxOozOIN5lKYtAoWVOezvpDLcNO+zJolKwuS+PyWZlsPtHO06c1I+npO1eWc/fFxdz25x28d7xvhQ1BmEruvXQ694xSjekzJQLkIfQMkHuan2fjpsW5XDsv+6yDh0gszmsHm3lo/bFB6+tOpNk5lgG7wk1GOTY9RWmJWWWLXk0w2bLaH07s2q1s86JVKXngqnKsejUPbzjB5or2Qc+pVytZXGhnQb6dQDhKqyeRG61SSDS7ezcGuX5+NgcaXL0aBwxFr1by85vmctXsLB7bWs1/vX500Bz07109Y8Ddve8cbeUzj38AJILwrd9ZQ3qy7NS+Oicf+/3WM2rY4TBqmJ9n43tXz6BoFKpe/HnzSX78yuGzPs/ZkiS466IiPrtyWr854cLQNp1o476n99PsDpJt0xGMxIeVUgVg1irxhIbeyKSQYGGBnZ3VZ1+KbFGBnQdvnNO9h+CUB/91hEc2VgGwpjyd0nQTX1lbikmrorLNy/pDLeyq6WJ3bdewn994W1Wayh8+tRitSsGTO2r7zfcXhKlksgbIk6+mziSyt87J3jonP375ME/eeQGHm9zo1cpk60o1GRZtn6X4gaiVCq6bl83a8nT+sLGK1w82T74NFpPnWmlYTq93PJA7Hh/+RVcgWdKt59LxQF7a13jGqTKBSIwvP7WHfMexPp3zTleeaSbfMXCNyzm5Vh64qhyDRsWa8vTu4BgS+c46tZJIbPjl1Tp9Yd4+2srmina+ckkJq6anYdAoSTdrsRnOrIRVNBZnT53zjI4ZC3aDmodvmc/qsvSJHsqUJMuJCjI/fe0ocRkcBg1xmTMKHoe7kXRh/ugExwC7arr448Yqfn7TvF63F6QY0akVBCNxblqU213Os9MX5r6n97G7duJ/ZweiUkh864oy7rywCIVC4jvPHeDvO2oneliCcM4SAfIwhKJxnt5Zz7aqjj5BzbIiB1++pJSVJSkD5re1eoLsrXWyp85JsyvIZ1YW8vVLp7OrppOvPLWnTz7ehBHplmfkbBZfTv0embUqPrW8gI0n2ghH42Ra9czKtnD9/OwhO3SlmrTcdVHxaWOS+dVbJ/jVWyeGHF+eQ0+WRY8rEOl1sRaOxvnlhuP8csNxAJ688wJWnmGDDJVSwY0Lcnh5X+MZHTdaFhXYuXJ2JtfNz+514TBSNR0+ml1BuvwRVpSk9FpRCkZiSBJoVYmNJtXtPt441IwzEMGgVrKsOIUlhY6zHsN4C4RjfPvZ/byU/D80apRYDSpOtp/ZClg4GkerUgzZxa2200+2TUejs+/rYXmmme9dPRO9RsGxZi/HWzzdH6fn91r1am5alMudq4qobvfx1tFWDBolK4pTuGxWBr99t4L6rgBfeHI3eQ49Tn9kTGuTjwajRsmvbl3AkkIH333hANsqOybtSqQgnCtEgJz0xdXFZFp1fP/FQ/3e/387+26YAHi/qpOjzbt58IY53S1o43GZd4618tbRVjYeb+vTMWdfvRONUkEkFid8BkvgwrlFo1LwkxvnMCPLwr2XTkc1CsXb3z7ayn+/eWLIx6mVEm/eezFalZJYXOap7TX87I1jvQIFo0bJA1fPYEVxyojGYtGryXPoqescepZ/pDQqBSVpJmZkWZieYSLVpGVlSSqZ1tFJpTh1wdHzZ2rUKPnYolyWF6ey/lAzbxxqJhKTmZ1jIRiJ92mJ/jPr3CkXINd2+Pn8E7u6n4vNoE5uOht6p/opmRYdiwrtlKabKEwx8vbRVt480oJ/gLqxrZ4QqSYNBrUC/2kNL442e/jko9u5eHoaj962uNffSoc3xPEWL7G4zPSMRB75u8da+faz+/vk59oN6l7VZsbyd3M0+cIx7vzrznOmQ6UgTAUiBxnYWd1JZZuXmxfnsaWiA4UENoOG2k4/v3rrBEea+ubl3nnhNK6am4VVrybHpu9TpuRgg4s/bqoa0TL8RJmTY+VAg2uih3FeMGiU/PWOpdR0+PnG0/v45LJ8Mi06PrYob8jgTpZlntheS5s7SFxOLGH7QlHcwQidvvCw0kMgsSnz/ivLubAkFUmSaPOEeHJ7DS/tayTHpufBG+eQaz+7Nqa+UJQfvHSIZwbZcHSmlAqJr60t5dp52eQ5DN1lssaKJxihxR2kvivA33fU8sahM9utrVRI3LGykO9cOWNKVMVYf6iZbzy9r/tiKcOsRaVS0NA1/GDyY4ty+dF1szCe1jij1RPkgp+8NeBr4tJCOzuGSLPYev+a7kYt/nAUXyjWq8nAhsMtfO6v5365UEE4V4gc5ElsUYGdxckZnp5Fs2dmW1iQb2PziXZ21Xbx6v4mXIHE7MOsHAsL8+0DnnN2jpVf3bqAy2Zm8uLeBipavbR5QziMGgwaFSdaPJRlmllWlILTH+GFvQ2TvoGCMDpSjBoevHEOiwsd/P69xIahJ95P5BL+Yv1x5ufZWFuezqrpaczN6Vtq7Omd9f1uzClMMZzRprxDjW4+9egOcmx6rp6bxR0rp/G1ddP5avKFajTqzBq1Kj5/cfGoBsg/uHZmd4OZ8aBRKajt9PPagebuZhZnYlGBnRsW5E764DgcjfOL9cf4Q3IT2ylZNj17zzCf/KtrS3sFx9XtPh7ZWMmLe4eaMBj6Z+QORshGTzwu8+Wn9vD20VbKMswsL05hRXEKaqWC4jQjlWeweVYQhPEzPcOEWadGr1Zy5ZxMrpqdNdFD6peYQT4DvlCUffVOkGHpNMdZLYl7Q1EMaiUKhcSBehcf/9P7E54HJ2aQx4bdoGZVaRpGrYosq47bVhRi1atx+sNc8d+bepVAUyokLipN5d3jbcgy/OSGOaSZtawuS+uuuyrLMrtrnd11ZU26RO1nm0GDUaNkf72LV/Y38sr+piHLa/WUYdGy/usXj3pd5GgszrX/u6XflZiR+Ofdy1k6bfxTFgLhGH/aVMVv360ctIReilHDkkIHS6Y5WFroYHaOZVI3tYjFZV7a18DDG0702mMxJ8eCRqXEE4xwvGV4qRXZVh1fWlPCTYvy0KgUHG5087v3Knl1f+Ow66cvLrCzs2bgWeQUo4bFhXaWF6VQkGLsruQiCMLUoFMr+OZlZQNWaBpPoszbGNlb5+T1g83Iskw0LnNhSSpFacZhNRs51bq4wxumqs3LP3fWD/qmOx5EgDz6ZmRZ+L+7l/UpExiMxPjXgSZkGR587QjhaJyr52Zz56ppFKeZ2FPbxQfVnVS2+lAqJW5bXkhZ5pnV5Y7HZT715+1sqejoc9/sHAsZZh2bK9p7bZ66bXkBP7p+9sie7CDqOv187q87RzQDe4pGqeCetSV8ec3ELMWdEo3FafOGaHQGaXIFaHIGafeFKEkzsbDATlFq3xq8k9Gpxj+/eaeiTwBclmHieKt32OlhRalG7rhwGjctzkWrUhIIx3jwtSP8dVvNGY9rTo6FA1Oo3KQgCCPzp08vZt3MjAkdgwiQx8GxZg/76p0sLrAPWEP2+T31PPivo0gS2A2aswoWxoIIkEdPeaaZBfl2VhSncO287EEfezLZuECnVuIPR3ludwPBSIzpGeZ+mxiciWAkxhuHmnl5XxPvV3V0NzI4NcYHrpqBLxRl44l29tY5+eSyfD5xQcFZfc/BxvKz14+dcecvjUrBJy7I5+6Likdt8935qtMX5s0jLaw/1MzGE+0D1uCen2dlb93QrwWLCux8cXUxl5Sld6eQhKIxPv7H7ewaZBZ4KCXpJvzhaL8VLQRBODdoVAoeunke18wd/D1yLIkc5HFQlmkecIYvFpd5dHMVv1h/vPsNqcU9ubvqCSOjUSn4+rrpfG7VtGGn4ExL/XDF4eENx9lW1cENC3JZXPhhjvveOiebjrfxxUtKUCok/vPVw+yq6aIw1Uhxmol8h4E0s5YTrV7qOv1cMzeLOTlWdGol18/P4fr5OURicfbVOdlS0cHxFg9V7T7u/tsuLpuVwc8/Nm/ADoKjRadW8v1rZ7KsyMHdT+wa9uykVqngq2tLz7gWs/ChSCzOr9+u4DfvVAxrr4NSGvp3IcWo4a93LO2zEc8TjJ51Oo1Zp6LyDCpmCIIwOqx6NT/72Fz0aiV3/23XqK1sp5u1XFiayoUlqaSatDS5AjQ4g9gn8eu6CJDHwSMbK/nZ68cmehjCGDtVmWLxWZT0+u7VM/u9vb7LjwzdFRsONLjYXescsLHBHzZWdc/urZ2RWMJSKxUsLnT0Gl88LtPiCY7rBtHLZmXyuVVFfTaDDcQTinK8xTshecfnihf3NvI/bw1d/u8UxTCulb6wurhPcAyJ+ty3LMnjsS3VZzDChCyrjlSThj2TuGGHIExFCgmyrHryHHryHQbcgSivH2ru9RiTVsUvbprHpTMz+K/Xj55VcFyabmJxoYPSdBMXlqZSmm6aEqlnPYkAeRxcOzebjcfbeL+qc8y+x6rSVBxGDS/unZjGDOc7rUrBn25bfFbB8WBOX4Kal2cb8vdpV00Xn/3LTu5YOY2SdBMGjZJ5ebZeM9YKhUSWVT8mYx7MNy8rI8Wo4X/frsATGnxz6sqSFJYUDlwxRhhaju3M/o8/qO5iYb5t0M5yBs3Abx+nN+8YilalYH6ejd01XWe0sVQQhMGplRJfWzedO1dN625mBImqNdf/JrF5elqqkduWF/CxxXkY1ErePtrCo5vOLBXulOVFKdx9cREXT0+bcgHx6USAPIZicZlGZwCTVsWnlxdyqNE96pUqsqw6Hr5lPt957kCf+reXlKXxvWtm4jBoeONQM68eaGJnddeAV4WyLCMx5TpOTwp3X1TEiuIz6zZ3NtaWZ/DIe8Obge2Z8/vDa2cyLXXagI+NxeUxrysMiVSUuy8u5o4Lp3XPXsdlmX8daOYXbxzrVdnjW5eXT/kX2olWkHLm9ax7/h/057svHKDDG+Kui4t6vfECXDU7E6e//5rcWpWC8kwzFr0ag0aJSavig+pOtp8cuwkEQTgfzcmx8oub5vWb/qlRKXj4lnk0OgOsnp5OOBbn+T0NPLr55JANgXJsei4sSWVLZTv1XQG0KgU3Lszh08sLmZE1eAfYqUQEyGNElmU2HG7mye21OP0R/nHXMnY8sI4/bznJu8daKUgxEovLvLi3Ydjlj0536cwMvn/NTF7Z38TJ9g9rfubY9JRlmllZkkpxcsPgrUvzuXVpPpFYnCNNbnbXdBGXE93O3IEIBxpc7K93gpRof1ySZsIbjnLitN3taqVEPC4jGgD2dtPivHH9fkunOSjPNJ/xRs9O38Aze43OAF96ajfXzs3mjgsHDqJHk1qpoGePnY8tyuXqOVm8eqAJgBSThnl5tnEZy7ks06JDo1IMuCnvdIsK7ENuspNl+OWG49R2+vn5TfN63XflnCyunJPFnzZVsa/eRZ5dT0GKgdk5VqZnmLtLFp6yvaqDO/+yc8jVBEEQhiZJcO+66Xx+dXGfv7WeyjMtlGWYefNIKz9+5VB3Z8lsq440s5Zmd5AFeXYum5XBc7sbWFbkYO2MDMozzUiSRCQW58W9jaSaNKwuSx+vpzduRIA8RiRJ4orZWVxxWgHsL11SwpcuKen+uqbDN+gyZn9MWhV/uWMpiwo+XHZeWZLCgjw7NyzM6Q6K+6NWKpiba2Nubv9BhycYYV+di0c3V7G33snSaQ5213SSYdGRYdFxpNlDaZaJihZPn3aw5zOrYXRrBw9GlmUe2nB8RFVQtlR2cG8/t7sCEW778w5OtHrZW+ckzawdsvrGWNEnWzkLo0ehkJifZ2PHALO0Ro2SW5bk8/cdtczNtQ57NjfHpuc7V80Y8P47VxUluzu2dZfFbHIFMWlVFKYaUSkkVEqJJ7fXTpmOo4IwViw6FalmLWkmLalmLVqVAl8oiicYxRuK4g1GMWpV3LQ4l3UzMvAEozS5Atz+WO9a4LIMx1u9RGMypzX57aW+y8+/v3CQd471bsn+i5vmsaKk94rojQv7viarlYpz+rValHmbYN99/gCBcIybFufx9tEWOrxhtp/sZHqGiUyrnverOnrNDp8yVvVqe9pb5+RXbx7neKuXVnewV5e2VJOGwhQje2q7xGwysG5GOjk2PatK08a8ruP6Q83c9bddIzpWqZC4YlYmy4ocfOKCAhQKiWPNHv79xYO9gieFBA/fMp/r5+eM1rCFEWr3hghGYqgUCjzBCCUj3Ozy1PZaHnj+QJ/bb1yYw/1XlJNu0fFBdQc3P/L+kMFqeaaZmxbncdnMDPIcg6dvvHO0dcBmHrOyLRxv9hARXUSF89SyIgffu3ompRmmPqlKwxEIx/jde5VY9WpsejVZNh05Nj2ZVt2A55NlmRf2NvD9Fw71WrUxapQ8dMt8Lp+VOeLnM9WIOshTiCzLhKJxdMlE+Tse7/3zcBg13LlqGp+7sIhoXEavOfM/qDPV6Ayw42QnlW1eYvFEUxRvKMrumi784Rhd/vCEdwGcLGwGNVu+vabf3f2jaVdNF99+dv+QuWKDWVWaijsQYV99//VuFRL88uZ53LDg3J0hmOzqOv3c9PttNLuDo3LRcqLFw3N7GqjvClCeaWZVaWqf1aR7/r6Hl/YNvtn3vz46h1uW5A/7+26v6uCX64+zp66r14X2SNKEBOFckG7W8t2rZ3DdvOxx22MRCMeo6fTxm3cqebmfv/Fnv7Ci18r0+UAEyFOQLxTlW8/s59UDTejUCq6ancVlszIoz7Lw6KaTvLK/kS5/hPsuL+uVsjGeajp8rHvoPYrSTFS1eXu98Z3Pvrq2lK9fOn3Mv0+zK8g1v95Mu3fsamorFRK//+QiLp3gbkfnq4/+bmt3LvDSQgdzc614glHKMs2jmife4Azw9M46vrq2lLrOAOseeo9wbOAUqjfvvYiS9IE7O7Z5Qjyzqx6jVsmnlxcmnstvt7Krtot8h54Miw5vKIrdoGFrZd9Oj4JwrlIqJG5fUcjX1pVi1o1fat5nH/+At462DvqYGVkW5ufZ+NF1s8a8Lv5kIRqFTCGRWJx/HWjixy8fpsMXJtuq45uXl3Xn/5xs97HxRBsL8u18clk+l0xgYnxBipGHb5nP9188xMxsC/uG0XnrfPC7dyupaPNS2+Gn0xdmdo6FJYUOLpiWwuwcy6jNFmRadXxlTQk/eOnQqJyvP7G4zJee2s1b91485FK6MLrqOv29NsrtqO5kR3UiDeZ7Vw+c93smfvduJbtqOtle1cniQjuSJJGfYuD+K8v58SuH+z0mx6anKHXgfQ6+UJRb/7CNyrZEatjhRjeZVh27ahPPpbYzQG1yM5AkJSrxiNJuwvlgcYGd/3fDbMozx6/SQzAS4yf/OjJkcAxwpMlNZauXn9wwtumbU4UIkCcJWZb585Zq/rCxkhZ3iMUFdv5022Lm5dq6W7hCouvau99cPWnKXl0zN5sVxal84597mZNjRUbmUIP7vC4VF47FeXV/U/fXDc4AbxxqAaA4zcjdFxVz0+LcUfk/9AQjZ32OoWRadKSatGP+fYTeMq061pSn8/Zpb2w3LsjhMyvPfva4otXLf71+tPvrI00etlS0s7Iklc+sLGTjiTbeTW7ekSTQq5X4wzH+/ZoZvV6TTnewwUWDM8DMLAsqpcT+eid7ahO1u5ucAVo9H654yDLkO/QiQBbOaTaDmgeunMHHFuUO+rczFp7aXstft9UM+/FpZu2kiS8mmgiQJ1CrJ8hft9ZQ1e6lyRWkoSuAWqngi6uLuX1lIelmXb/HTbZfXodRwz1rS7nht1uBxAY+q17dPYMkfKiyzce3nt3PE9trWFmSypJCO6tK0wYtxdMfWZZ5ZX8TD785/O5oI1Xb6Wf5T9/ilsV5fGF1sWj5PE7USgVXzM6kvsvP8WS5RUkCbyjKr948ztcvnX5WrwU90+tSjBoev2MJ8bjMd547wJ7aLi6fldEdIN+zJpE2FIzE0A6x9GrUqYjFZA4P0G56WqoRi15FJCpj1Co50uQhy6oj32EgHI3hDkapavOd1xfZwrnj5sW53H/lDBzGiXndfHn/8JqHGTRK3vnmatLNYjLkFBEgj7NYXGZbZQevHWzitYPNrChO4Zq52Vw0PQ3TGG/sGkvz82w8/pklPPF+LZtOtGEZx9yqqWh/vYv99S5+R6I176UzM7DoVGjVSsxaFWlmLdfP77t5Q5ZlDja4efjN431mFseS0x/hkY1VPLu7ni9dUsKcHCsl6SYRLI+yeFzm/aoOXIEIq8vSWV2WRmm6iZt+v41oXEaWYf3hFtYfbsFu1JzVTHJBipHZORYONrhZXpxCeaaFVk+QVneQk+0+Lp2ZwewcG3q1kmVFiQ6RusFqRpHYBOTyRZiTa6XFHaLBGejzmJPtPrKsOlrcwe4a8O5gtNcs8pJCOx9UD16H+VzlMKopSTcTjcVRKxXEZJmd5+nPYiqbnmHiP2+Yw5Ix6q46HLG4zOHG/i9UTzcv10a6mD3uRWzSG0dvH23h+T2NGNSJlr/XzMs6JwPJB57bz1M76iZ6GFNaYYqBd++7pNdtT++s4+dvHOu1RD3RFhXY+e9b5ov85FFwsMHF9188iFIh8UF1F9lWHb/++EJKM0ysP9TCyXYvf99R193sRa2U+OF1s7hsZiZpI5z1+du2Gh7ZWEk0GuehW+czP8+GQaOi2RVAp1b2uQCSZZmqdh/vHWtjS0U7kbjMmrI0Lp+dydtHW/nhi4d6lWy7YJqjT03lwafPSQAAIABJREFUxQV2dg7RhOR8CZAdRg0laSZkZPzhKG2ecL9/3yXppiEr1qiVktgoPUkYNUpuXZpPulnL6rL0fjvZjZdbHtk2aF1zvVrJypIULilP58YFueNSGWsyEVUshDHT7g3x2JaTKCWJ6xckmpQcbXYnl2nPrAGK8KGiVCNvf3P1/2fvvOPrrMv+/77vs/fI3knbJG060zYpo1C2sgQUZQiKiuAj6OPkwYX8HnzcoiJuRQRBEZQhyt600L3SmTZ7j3Ny9j7374+TnOY062Q1Kb3frxcvmvusOznr+l7fz/X5pByLxuLc+vD2tIYtTiQfXlM4IklNJn3cwQjfeXY/j29vQ5JgRYEFrUpEAv7w8RosumOL6IZeL5fe93ZKXHxtmZ3HbjltSp2fnS3OpDQKYGWhhZpSO+829rOvw01tqZ1bzl5AvlXH37e18urBHpr7/WPen0IUMGuVCIJAXJIQBKjMMdHvC6MSRYxaJQc6XHhCo8fdDyEKsLbUPmawycmE3aBmYZYBURCIxSVC0Ri+UAxXIILDF05LSrIwy0AkJuH0h1mYZcAdiNIw6I9fnm3EqlfhCkQY8Efm1QJaJjHD8dNrVrGswMwvXzvKtiYHWSYNd168mJIMA5AYyH1qZzufO798xh//py8d5uevjC3Fm8iR5r2OXCDLzBqRWJwP3L+Rg11udnzzQmyDOqt4XOKuZ+r4y7stc3yGJy+vfHnDiFTEl/Z38+mH5t97JMes4dNnLeDmsxbM9amcdAQjMc798esjBtVWFFp45vb1ADy9q51udxCdSsG3nh7pWvLHj6/l/CVjW/GFo3HebehnS6MDUYR/7mhDq1LS6wnhCkw86LkwyzDlmQKTVkkkGieYZsz1cIrtekKRGN0ncdG3ttQ24xKJlYUW1EqRbncw6QgCoFEKrCyyvScWFrOJVilSZNdj0ipRigIgEJPi9HlCtDgCJ0T/btIq+dHVK6kptfGTlw7zxqFe3vjqOSgnOY8yEe829HPt794d9bKyTAOvHdeIOdWQbd5kZg2VQuSZ28/kC3/bxUAgkiyQRVHgilUFPLWzA29IDhGZCj96/hC/uXFNyrGzyjMxapTz7m/a7Q7xx7cb5QJ5CmhVCj6wKp/fvtGQcnxd2THt4m/faBhz6A3g60/u5WNdHipyTCM8qxt6vVzxy43JMB+1UkSSJCKxE+Mc4QlGWVVoZVfb5HaUqous1Pd48E7QbZ7PqBQCSJBj0sxokT9WuE8oKrGl0UFtqY0tp4BEZSpU5Bjp84aoH0OyYlArqMo3c6DTPauvPU8wymf+sp27Lqvi0c2JRtK7DQ7Wl2dOcMvJUV1sRa9OONAM8b0PLmd1sY3STFkaNx6nhhO0zKyiUoj85CMreXFfF75hhVtNqZ1t37yAH129Yg7P7uTl+X1dPLmzLeXY8A+5+UZ8Hu1GnUwc7vbw0KZjNkxmrZKbzijlzosTXsdOX5iLlo4f1NLtDvGjFw7x05cOpxyXJIm7/7U/JelycY5p0lpVcRqDO2tKbJMujnUqEaVCINeio6bUxroyO0vzT5x37EygUgisKrKys8V5wjvgW5qcrCqyTnzFU5DD3d4xHaIAfOEYW5ucLM6b/dfbkCvNEP2+mX+daJQK1i86VnSXZui5tqaIylzTlKKtTyVmpIMsCEIT4AFiQFSSpLWCINiBx4BSoAn4iCRJ8pL2PYpWpeDWDQtHPb7kBHzQvFf54mO7eedoP9+4pAqTVsnPXj4877rHJo2SG04rYVmBmU5XgDyLbq5P6aTCE4zw5Ysq6PeFqS2zc+bCzJQUqxf2dfHaoV5yzVp6PMecH45HGIwGH0KSJP6+rZU3D/cmB7jWldmp7558tHOPJ4RShCmoJGjo9bKqyEI8Dq5gBKUooFcr0akVhKNxIrE4/d4Q4ZiEwxcmw6DGG4qOGNLTqxUYNYoT1lGuyDFi06uRAAEYCEQ43O0h3XWgXq1EFASsejX9g4OVJ5J9HS4qc0wcmsLzPVOsKLTQ1OejPMdEPB7HFYjS6vCnDHKeaGpL7expn3jBtq3JydJ8E/s6Zu/v96ULKjhjUQb3vpT4ebYaIO9flsuL+7tZmGXgh1evlJ0q0mRGNMiDBfJaSZL6hh37IeCQJOn7giDcCdgkSfqf8e5H1iC/d7ntkR38e2/nxFeUGZVMowaDRjHugNSJpKbUxiXL81hVZCUaj/O5R3eRY9bw2K2nT2gFJjM5JEniL5tbeOTdZg6NU6BV5pj4zlXL6BgIcLTXywt1XURiCXcEhy/MqmIbopDYxp0MFp2SRdkmjBoFb9X3jVmgj8fqYis7JhjaVSmEwf+LoxYKggDL8y1oVOKsOlyUZugxa1XsaR8pY7DpVSzMMhKKxjnQ6SYal8i1aCmw6hgqOdoHAnS6gogCxCXQKEW0KhFX4MQvbM06JQszjQwEImSbNNT3eNAoFWSbNMQliboOd9oF/2RZlG2kud83YrdCpRBYXmCZ8PUwG0zWHcWiUxGLx2dlUVZg1fHWHeciigKf/+tOntndQU2pjcc/c8aMP1Y0FufBTU3ccFqJ/Pl8HLM+pDdGgXwIOEeSpE5BEPKA1yVJqhzvfuQC+b1HLC5x/e/fpdCmo9CmJxCJ0dTn4+UD3VP6opWZHbQqEZNWhUIQkJAIhBOBDcdj0ii585LFXFdTjCgKtDr8XPzzt9CqRP79+bPIMY+9dSkzefq9Ie54Yg8HOt14glE2VGZxdnkWA4Ew5dkmFmYZ0WsUxCUJu17N07s6+PLjuxEFWJiVKIx6h23v15Ra2do0cWEiAEvyTChEgb3tx7TPZq2SxXlm+r0hVAqBg13jW49BovO7vMAyrtXUZFArRVYWWugYCOALx9AoxGlLGIrtelqdfmpK0tfumrRK8i26UTu0y/LNdAwEcfjDKASYr+5rtaV2trc4iaXxYVxg1VFg0+H0hYnE4mSbtUiShC8UZX/nyL+BUa1AIiFZOB6lmCiS67s9eMMxBCDbpMGiVyEKAg7f6HZ30yHHpKHXG5r0985oVoUzQXWxlSc/eyYA971Sz72D8qjHP3P6nHonn2qciAK5EXACEvBbSZJ+JwjCgCRJ1mHXcUqSZBvltrcAtwAUFxevaW5OPxJR5uRgS6OD5+u6eOlAF62OAHaDmnuuWMbft7XyxuHeuT69UxqtSuRn11Tz/mW5yWPP13XhDUUpzzZi06vo9YbRqRRkmzXY9epkVKokSXzsgS28Vd9HTakNtVLk/utWJwc1ZaZPQ6+Xhl4f5y/JRhAEJElCEATC0ThxSUKrUiBJEvs63Px7bydPbG9LKYiNGgVV+RYkSaLbHaLQpmXT0Ym/7EUhsWsxXpEy1AmMxqRRu62QKHo0SpFW58jAkJlCoxRZWWQFCdzBMA29PsKTqEiLbDp6PSFyLVrikpTiCnEqYFQrWJxnptcTwqhVcrjbk9L1rcozDy6URn+OISGlUCtFFIJAOBrDH44Rk5jQu1kpChTadHS5gwQjqfqdxbkmQJpwEWY3qFmUbWBfu5tcixazToVAQjd/tNeL0x9JLPYEgbo0QzOGk2fREo1J9HpntmC/bEUe91+/GoAfvXCQX752FEj8LZ/67JknPJL6VOVEFMj5kiR1CIKQDbwEfA54Jp0CeThyB/m9TacrwMPvNPPQO80oRIFbzl7AklwTD2xs4u0jfRPfwTxlTYmN7RMEH8w38ixaLl+Zz0fWFmHRqegYCOAKRCjLNJBv1fFcXSevH+rF6QvzqfVlnLFo5GT137e1cscTe5I/qxUi5y3OxqxT0u0O8fEzSjhv8fjDZTJTIxqL876fvUlNqZ13GvrTkt5kGFSUZRoIROL0eUP0eELjbq9X5BiJxaVx7d0sOhULswx4goMONhIIgkAkFkcQQJAEtrWc2PfGgkxD0iM4HU6VUJJ0Ob3MjiQkrDp7PCGa5lDWJQqJYe+4JBGPgzcUIS6BzaAmFpPwhCI09fsJHyeOL8s00OLwE5cksiZY6KWLRaeiwKpDrRTY1Tr2YiFdfvihFXykpgiAzzy8nef3dXFhVQ5He7zcdu4iPrSmcNqPITMxs27zJklSx+D/ewRBeBKoBboFQcgbJrGYX+kGMiecPIuOO96/mIuW5vLo5mYefqcZCYkXv7CBp3e1c+/Lhye+k3nIrtYBasvs+MNRBnwROlyBeS0fuXhZLj/+8Erequ/jO//ezxuHe5OFkloh8vCnarlsRT6Xrcgf9faSJPGLV4/ws+Oer3AszvP7upI/Ly+wUJZppCzTMGu/y6nCm4d7eflANy0OPzkmLQuyDKiVCv62Nf3Eyn5fhH7fMXnFRFvHh7u9FFi11JbZiEQlutwBLDp1MrgkJkm0O/3DtKQ+TFol2SYNDX0+KnJM1Hed+AExiz79dFK1UkzpuJ/KqBUCJZkGjvb5UClFetzBOU/mi0tMWt6gUiQCWYZkIzMl1XAFIknP8OUFFvZ1uKb1OX92RVby37vbBlica+J3N65BEASCkfnrVnQqMe0CWRAEAyBKkuQZ/PdFwP8CzwAfB74/+P+np/tYMu8NVhVZWVVk5devH6GuPbE1fEV1Af/77H6i87myHIfhxvxalUhlrgmtUkEkFkelEPGFomiUiXQ0pSgkNKVz4O96/bpiNlRkcc6PXx+1MPjJR1aybkHGuPfhDUXZ3uyc8Mvh/teO0OsJ8QPZ5m/a7Gkb4KF3Zk5+ZtWr2NI0fuGhFAUC4ThbGo91VztdiddMRbYBVzBKtzuERaeiMsdETJJodfg52psolEORGCuLrEgSeMMRXP4o/b6ElKHIpkerUrC5sZ8luYkt/N2tAzPibqAS03cv1ShE9KdYtO5Y2A0a6ruPyRnyrVpyTIlj3nlsL3k81UW2lNd2WaYBhy+cViBOuuxtd1FdbE2mxRo1CqryLISiMfp9YeKSRMfA2D7jX7t4MbmWY/MadoOaG04rSbpLyIN084NpSywEQVgAPDn4oxJ4VJKk/xMEIQP4O1AMtAAfliRp3E9kWWJxatHc72PDj14H4AcfWs4DbzfNqSXRiUStFFmWb8YfjqY16DRdBAG+clElIvDrN48SjcbxR0Z6dj38qVrOKs8aeQfD6PEEeWpnO9G4RCyWiBM2aVX0eIL8e08nKoXIh9cW8t3/HESnUrD72xel2JbJTI0ed5B3Gx08/E7TtCQBpRl6Cqw6IrE4Tn8Eo0aJXqPA6Ytg0iqRgEg0hlIhjhqWoFWK5Nt0NPb6yLVo6PWERrV/qy2zs6t1ILn9LQpg1qkY8B8rVIZ3sWtL7RMW7WORaVRj0qpo6vNNOgVNFKA824RZpzxlpBZDDhtDqBUCaqViVAtJUYCKHBPd7iBO/8wVmbOFXiWiVSnRqAR0KiUNfT5UokB1iY2tTY4Zc+3QqxXJ3RSnP5zUUE+0M/O/VyzlY6eXphy76lcbKbHrufcjq2Tt8QlGjpqWmbd86Neb2N7sxKRR4pln/r4nitIMPRa9it0zoGsbiytW5ROOxml1+Gno8+EPx0bVXt54WgkXVOWwstCCVZ86bHe01zsi+no47QMBHtvaymc2LOCVAz18/m87uWxFPr+4rnpWfqdTlVhc4t6XDiWHeiZDefZIZwtI2LCJgoArEMFuUBOLSxzsGj1JbF2pjc0TFJLp2LoNsbbExrZmJ6IARTY9zY70Na9lmQaury3GrFNytNfHs7s76HBNPSFwTbGN7YOa6fJsI5evzKfN6U8Om82FNdlssG5w8VJg1WHVq3D6IzROoNuuyjON6lYx3zGqFVj0agQg36ab1Rju8mzjmAl9AF+/ZDG3nD0yL+CM771CpzvIx08v5e4PLJ2185MZiRw1LTNvWZpvZnuz85QtjgGa+v2oBgRqSm0c6HDPynbm07s6qC21p0xxj5aO9uTOdlYVWfjefzpRKgSyTVpu3bCA+m4vn310O/+6ff2IwnmIAquOL11YAcDlK/PZUJmFRu4czzgKUeArF1UiIHD/a0cmdVuLTkU0LiULZIUAVflmlKJIMBob8eWeY9awJNeMNxSl2x1MvE8FgXVlNg52eVK8fTMMahQCFGcY2D2J5LxQNI5KIVBdbCUWT+x2PPypdQQjMb733EHqezy0OwNY9WocvjAfWJnP7ectoizTgEohEo3F+Z9/7OUfO9omfrAJzyXGPVcso7bMTkWOMSVQIRKLs+LuFwm8B/ShrQ4/oWh8UsOMJ1vqWm2pnYY+L33eMN5wwpmkbWB2HUrGc/BZmGXgpjPKRr2susTGQxeU8+weOStgPiEXyDJzSrFdzoIHiMQktjYlOumLsgwcGcc5YCoY1ApanKmdudE2j7yhKF99Yg9nlWexssiCNxTh//1rPy/u68ITjPLwO83cft6itJKYzNr0h6VkJocgCHz5ogr+vKlpUovLbc1OVhZaEkOloSitzgAHuzyjDmNZdCrWlNgIReIc6vLgj8RYVWhNbh+bNErWlNhQDMbl7u/0kGvR0j4QmNRwlygM6kYbHWSZNDxy8zqKBj8XHriphk5XgN+90cCfNjVRYtdz3pJsKnJMydv3eEJsnaI0Y4hMo4azyzO5fGU+5y7OHvU6sbhEKDp+caxRCsTjzGlS3EQsyzdPye5MqTg5tv7LMg3YDeopy3WmSrZJw74xrPBqSm387sa1Y0rNfnz1CnRqJV+4wDTq5TJzg1wgy8wp80jhMy/whKJ4eqPUltknvRWYYVAnBo4EGP5VlmfR0dTvo+u4rectTQ4uqsqhMtdElkmDSiHy6sEeXj7QzRuHe3njcC+iACuLrHx0XTHX1BZTYJVjpOcLoWh8SjsvrkCE1g73hOEQb/3PuZi1Km59aBvX1BTx4v4udrc5qS62olaISBL4w1HCsThGTeKrpMsVpMCmm1RE7+42FxU5Rkoy9Pz0I6tSil9IOHgc7kncV7PDzx2P7+Ffuzo4fWEGuRYt335637SinHPMGv5+6+mUZIx0Wxnwh/nqE3vocgXJMKpHDKYa1AoqcoyoFAoc/jCNfT4sOiXl2Sb2dbhOWCz2eBjUCorseiw6FeFonH2dky+OISGxqi21IyERjMTwhmK0O/2T8pyeSSpzjAz4I3R7QuSaNRTY9Bzu9tDY55tQLjIT6NUKluWbicYllAqRAf/o4SZXrMrnh1evGLMD7/SF+ewjO/jVR2UP+fmGXCDLzCnNjtn/IDsZOb6YHQ+zTsnCLCM7WwboH+XPOVbwwbICM1dWF3DJ8jye29vJj188xNFeHwpR4MKqHK6sLuD0hRnJQRSZ+UXfFIML1EoxpThWiMKIYlmjFFErEt2u+66vRqNUUJFj4p5n9+EKRGg4bodjbckxi/t2ZwAkHTWlNnrT9NE1aVU8flPNqK+1a2qKybXo6POEubK6gGtripKFhCRJiILAX7e0sOlof1qJcMfzf1cuH7U4fnJnG52uIC/t7x7ztguzjOw8bnbA4YuwudGBXq2gttTOkV4vjmkU8NOlKt88I8OHDl+ELb7URbtNr2JVtjExjHkCC+XqIkvy727Rqejzhulyn1i7voQTzPh/1y9cUM5/n18+7o7bywe6eaehnw/9ZhO/uK6apfkWIOF1rlTIErW5RC6QZeaUUy21Kl1aHH5MGsWEVnAVOUb6vOGk3dBEVOWZOXdxFpcuz2dJnin5wf3Xra0c7fVxVnkm/3flcoozZOnLXBCPS2lPse+bwjY5JPyNVxdbCcfi3HdtNWadiqd2tvPo5pakJjUUjfO1f+7lG5cuIdOoAeADq/J5ZncH+zvdFNh0iUJ4kL3tA+SatXS5Ewu79oEA7QMBzlyUgVYl0usJJ7u8Jk0iuS0uJeQVna4ga0ts4y7ENlRksaFipLuKIAhcsjyPS5bn0ekK8PV/7uW1Q5NL5/zW03VU5pqSso4hluSZJxyElMbxzPCHY2xpcpBpVFNk081qmuB4bG92km/Vjms7NlWc/ghbmpwoRIHa0vRjuqdLc38AvVqBPxybUfu2ydAxEMSsU+IOjNzFUYoCP7x6BR9cPXHYx67WxGd3Q6+PS+97m7UlNs5YlMnzdZ08999no5BdLeYM2cVCZs7whaKc9t1XTukBvbFQiAJ2vXpEvGlNqY3uYZ2SXm+IQBpDfVqVyF8+tY61pfZRL2/oTQyz1JTa0tIXy8ws/nCUP29q5ndvHkUhCpRkGBK+2RLYjeqke0goEkOpEFCKIk/tbJ/Q8WFBpoFVxVbicYmmfj8tDj+FNh33XLEsEc88jCe2t/GVx3enHDOoFfzjs2ewONcMQDga508bG3lxfzdIsL3FiU4lsqrIRmO/ly5XCKv+mJXb8dZtqkEd63CN8upiK7//2FoyBgvx6SBJEk/tbOfx7W2EY3FCkRjuQITmCRbit25YwNcuXjLi+PN1XXzmL9vHvN3SfHNaCxWLTkVphh53MIInGCUQjhGMxqkuslLfkzrsmC6lGXq6XEGCo3nsHcdwd47ZwqpXEYvFZ93fPcekIdeiZXfb7Ln+pINKIRCJSWQaNSm7OQsyDdz9gaUpQSCjselIH039fn775tFRkzDtBjXP3H4mhTa5WTGbyDZvMvOSf+3u4HN/3TnXpzEvGc1LM9ukociun1Ks9Z0XL+YzG0baC8nMDx56p4m7nt43qdtkGtWUZhiISxLd7hAZBjX7O11JT+Lf3LCG9y/LHXE7SZKSi6BwNM6vXj/CJ84oQxDh2t++y/7jNKqri608/Kl1GDTKlPv4z94uXjnQTa8nyFtH+jGoFawtsbG5ycGyfAvbmp0pYQqjIQjw0hc3sCh7bPvAqeAORnhubyf3PHsAbyhK5uAio80ZQK9R0OEM4Bu2sLywKoff3LBmRLdOkiTqe7y8fKCbH79waIQG+XittUKABVnjW30dT0mGfsKo8NIMPdlmLeFonI6BAKWZerY0OlEpBCpzTSgEgWg84UkuCgIqhYhCgE53EBEBVzCS4j89WyzMMmDUKhEH48a9gUQ4jCcUw6ZXYdYqcQYio3ZdJ6LQpiPfquNAh3tOmyqLc02IQsKx4pyKbG48vYRNR/vYeKSfMxdlcE5F9oS7QAc63Vz+i7eJxiUsOlVKF/y/zlnITWeUkm3SyM2KE4Bs8yYzL6kptY+qfzzVqcw1sbnRgQCsKrKgUoh4QlEOdnmmHJsaCMdwByOys8Q85cKqHB7f1saAP5z2VnyfN0yf95i2tX0ggEWnotiuxx+OkmsZvSM7/Ev31YPd/Ozles4qz2JNiY3HP3M633yqjid3tievs6NlgMt+8Tb3XVtNVb4ZUUjcx6Ur8rh0RR517S6C/9rHvnYX/kiMQpsenSpRLI/33i6y6zColQz4J9bnekNRnIMJZUqFOOGwqFmr4pqaYhp6ffz2zYbBv9WxBacgHPNfBnhpfzd3PV3Hd65clvL3EQSBihwTeRYtz+7uJM+iTZyLP8zhbm9Kwbw410g4miio8y1askyatLqcopAI6hhNwysKsKIw0ekfPrQ71LGMxCTq2sfuYKsVAqcvyOSN+snJTqbK0THcdwQhIccYChrJs2gpsieG6o4v3BfnmrDoVPhCUbrcQcLROJGYRJszQNscyVS0KpHKHBNqpcjhbg+Xrcjnw2sLWVWU0N6ftziH8xbnpH1/e9oGkqmxD36iBp1awYMbm1ApRO54X6VcGM8T5AJZZs7ItWjJMmqSukWZBD3uIDWlNlodgREDQFOh2K7n3YZ+csxarl9XPANnKDPTKASBve0u8iwaFmUbcAeixCUppQBOB1cgwt52F1dVF7Aoe2LLqDUldtaW2FhekBgMMmiU/PSaVZy3OJt7nt2fXJA19vm4/P63AfjTTTUpVmjLCiz88eM1rPvuK3S7gnS6gslgjVxzIk7XoFZQlmngQKebmAQbKjJ5q76PuAQ/fvEQ3//gCkozUwflgpEYD25q4tk9HezvcKcUo0POKpevyEc3RlR0JBZHKSb8lT3BaPKcIOHysq3ZyZkLMwjF4mxrcrK92cFPXzrMFy+sGFGgCMD5S7L50oUVfO2fe9m6zcGKQksyJfB4KUmHK0i2OT3JSGOff1TrtepiK93uIEpRGCGPmKinYNOrKM8xcbTHe8KK4/E4fqO6c/B1ohSFpPa8MsdErzfEwa75E0ayrsxOIBJDpRCTO3e3nr2Ar10yUo4zGVYWWbmquoBCm45VRVYEQeD7H1oxE6csM4PIBbLMnCFJEtH4xPq5Uw2nPzKtqXO1QqQq30yxXc9t5y6iMlf21pzvZJu1w6z9QlQXWdgzTmdwNNaV2bl0RR5L882sKRldaz6ceFzicLeH1SU2AuFYikfr5SvzOW9xNvs73Ty+rZW/bzsWwvGpP2/l3Mpsbji9hHMqshAEAYcvTCASo88boiLXRCwuYdIqGfBH8IaUhKIxXMEI5y7Opt8XJhCOE5cSQ6aVOSb+saMNURCoa3dh0aswaZS8sK97zMXz7tYBdrcOcPcz+zhtQQbrF2Vi1CppG6bJfnx7woViiFWFFhQKgUA4hlWvxh2IEIrG2dbspCrPzJFeL/e9egS7Qc1NZ6YGOhi1Km44rYS4BPdcuYz2gQDvNvRj06ux6FTsHcX/dleriwWZBiQSFozbxpFGHe7xUl1sRQB6PSFyLVq2NjnJNWvocgVYkmumqc9LRa6JAX9kVGcQUUjsykXjEp2uwKwmxs0U0biUlBecaN/iskzDmHZw2SYNhTbdqJHRC7JGOp5MlvJsE9G4xCObWyi26/nw2qJp36fMzCMXyDJzRvtAYNIdMpnxyTFr+MV1q8k0qinLNMhbdScJkiTRMSzlS61UTEp6tDDLwM+uXUWeJX2falEU+NELh9jVOoDLH+EHV6d2sAwaJTWldmpK7Xz2nEV8+qFt1PckZAW93hAPbmzikXdb+O5Vy5LaXX8k0bUdGlxbXmAhFI2xoSKL+69fjVaV6PZ+6bFdVBcvoNCmIxSN4w/H+Pkr9ZOWW/nDMV492MOrB3smvO6sVOF8AAAgAElEQVTudhc6pYg/EkclCpRlGZJd2+G66+8+d5AWR4AvXFieIkm6/9UjPLWrHaNGmSy8J5I8DbmCNPb5WJJn4sAYUc3haDyp1bbpVdS1uyi262lx+KkttXGg041EIs2u03XsPpbmmzCoE+cYl6RRCzqZVJYVmPnWpVXUltn59jP7eOid5uRlClFgTYmVHc3OEc+taXB35YKq9KUUY7HxSB//2t0BwN+2tsoF8jxFLpBl5oxCm56b15fxh7cb5/pU3jMU2vTUlk3cPZSZXxzq9iT1lSaNIqXzOREKUeDBT9ROqjgeIt+qZVcriBPYrZZmGnjqtjO544k9/HtvJ/935XKWF1qoa3cRiMQoyTDwyM3ruO+V+pQirSLHxP+7YimdA0HCsXiyQL7rsir+65Ed/PbNhkmf81SRJFApFZxRZOVglwfrGLZyJXY9d11eNeL41WsK2Xikb1LxzMNxB6IszjVNKCFw+iOsK7PjCyeuHxp0hhAFUv62S/LSD2ORSXDH+yu59eyFKESBf+/p5JHNLShEgWUFFlYWWjBrVTywsZHhxiB2g5rvf3A5Z5VnjSnnmSw5g9IjSNjwuQIR2W9+HiIXyDJzylWrC+QCeRoMNYiri6yoFCI/unrl3J6QzJT4wt92Jf+dadLSMoF923CW5JkotE0t4TDbpGVVkZUzFmZOeF2DRsndH1jKpqN9XP2bTWz5+gUsG9QuA5y5KJNXDvSkFHH/2NHG5SsTw3zDOdDlYV/HibfpMmuVbGl0sKrYBoLAqkIrXe4g2SYNCoXAzpaBMaOmlxVYyDFrp1wgtw/uEKwpsXGw053iojFEbamd/Z1uNjc6kpZ4SInBNbNOBUhEYxIapcg7DXK3OB3Ks42sKbGxpsSW0qk91OVm/aJM7rx4MUvyzMnjt527iNX3vEQgknh+FmQaOLsiK7m4mwmCkWPPvXpYKI/M/EIukGXmlMW5Zi6qykn4qspMmmX5Fpz+MHUdbl74wtlywMdJiid4zLbKH0oM6KVLS7+fLndwSh3kb16aGDZKN7FLpRDQqRTcd101Fv3IjtfXL1lMQ5+X14eFdWxpdLB+UWbKY6wpsZFt1uIOpm+HNhN0uILoVAp2tSZ0x2qliNMfosudCCupyjNzx/sqR72tQhT46y2nccG9b6QM/E2W7c1Osk0aluabRyTQbWlyJLXoQ17RKoUwoussCgn5SlO/L+W1I5OKUhR46FMjd1dicYnbzls0avzzywe6k8UxJIY5r7j/bf70iVryJ3BPSZf7XqkHEs/j/ddVz1hnWmZmkZctMnOKQhS477pqLlgyfV3XqYg3FOWLF1SwvMBCvlU78Q1k5iXP3H4miweHKf3h6KTs+H5749opFceQKIzHKo6f2tnOH95q4C/vNvPTlw5zxxO7efVgD585ZyFnlY8egqAcZRfjwU1N3P5oqt95+0DghPjyHo8kSaiVCqJx2NPuZlvzAKFoohDd1uwkEosTG2dxIkkSbc5Ed1+rFKnMMbKm2EZtqZ1ie/rPQY8nxJYmJyqFyOpia/K5h4T7xnBKMvSsKLQw3Fo3LsHe9sQQoMzYROMSdzyxhzcO9yYdRyCh1x6tOAZ4elcHZq0ShZDo3C/KNuL0R/j8X3cSjU1vqDwel3jg7UZeGdTMf/LMMi5aOtKrXGZ+IHeQZeYcrUrB/ddXs/qel/CnkQonc4zGPh8GjZKfXbNqzA98mflPhlFDlknDwS4PlbnmcR0PhqjKM3NdbRHrpqk5D0ZitDn9FNsNKU4W3lCUx7a2JkMvCqw6fvChFRMOfmaZNNSU2tja5MSoUfKNS5dwVnmqhKMs08C/P7+e9/3szVkvlBWiwMIsA8FInG53kEU5xjEdHup7vHz577u5sCqH9y3NHbGtLgiJlEMBiWAkzqHu1E7y8gIzOpWSTneA1gnS+wBikoRKIZJjVhKJxWnu8+H0hbHpVSzINBKNx5NeyiqFQDwmUWDTkW/REo1L6JQKBGGkjZrMMd6q7+Ot+j5+/OGVXLI8l1+9dpQHNjby/qW5rCyyck1NUcrz/OsbVuMJRqnv9vDRP2xO+hX3eEL86vWjfP788kk9fjgaR60UaXP6ueOJPWw62p+8zCT70s9r5CQ9mXnDb944yvefOzjXp3HS8fVLFnPL2XJK3snOgxsbaR8IcNqCDAb8Ee596XBStzokbYhLCd35gkwDD31y3QiZgyRJeEJRul1BejwhPMEo/nAUvVqBIAj8bUsLna4gJq2ScyqzGfCHeWxrK+5glE+cWUqBVcfNZy1Iub9D3R5eO9jLqwe7+futp6fljLLxSB+3PLQNo1bJ2/9zHqoxutSPbm7he88dQJISBTkkfj+jRkkwEkuJpIZEeqAgCPQOOgzYDSpMGhVZJg0Of5hQJE6WSYMggD8UwxeKYjeq2TNYZNr0iev2e8P0+8Z30FmSZ+bm9WUU2HRkGtW0OPwc7vbywNuNE7pXqJUiKwos4y50akptbG92pngaG9QK8ixajvT6EIChiwQSshRBgH5vGJ1agV6tIDjo0dvU78cxwe8jcyweGhLvoWUFFv7n4sWjBs809fn45lN1vH2kL3nMblCz9RsXjEhcHIuOgQAf+e07XLmqgAc3NSVf40P86qOruWR53hi3ljkRyFHTMicF4WicS+97a1IxrTKJMIZ3v37+XJ+GzAzzfF0Xtz26g3MqsvjuB5enTL4fT323h9+/1cArB3omLPyGY9YpU2J/N9553pgpdcMjqtOh3xvizfpezqnIxmZQj3vdeFzimd0dPLqlhQuX5PDpsxcQicX59etHeXJnO1a9inyrjrsuqyLbpGFX6wAfe2ALepWC7jGKVVFIdKpHS3dbW2pj2zS8xtOl2K4n26wZ8Vh2gxqrTpX2wJ9Fp6Isw8CBLldSEjKcVUVWdrWOHektk8pdl1XxyfVl417nmd0dfP6vO0ccP3jP+9Me2Lv90R08u6dz1Mt0KgV7774obf2/zOwgR03LnBSolSJ/+kQN1/z23WTnTGZiuj1BQtGYLLF4j3FOZRY3nV5Kea6RbNPIVLaGXi//2NFGfXdiKC48BX1ktlGTUiC/cah3zLTFyXpqZxg1XFVdCMDeNhfLCy1jXlcUBa6sLuDK6oLkMZVC5PPnlye3tD3BSPI8luWbKbLp2D+GrzAkdLpdY9jlbWtysrrYyt5214gu9UzS4vCTb9FiUCvwhWPkmrUYNApaJtnxVSkE9rYPMNap7m0bYE1xIpGtzemnyz21SPr3OrVldu66rCrFfWUsLl6Wi16tSJH9KcfoHEdicVodfhr7fDT1+8k2aZBgzOIYQKMSCURimOQCed4iF8gy84pCm55Hbl7HuT95XdbVpcl/n18uF8fvQR5+p5k/bkxYIP7ytSNEohI2g5qVhRbsBhW/e7MxqY+cKsdv+Tp8M19YRWJxDna52XS0j3/t6WBVkZWPrC1iRaF1wtv2eII88HYjR3q8rCqycvt5iWK51xsetzgGKLTpkt7So3G4y4NBo5x1DXQ4FicSi1OZY6TLHRwzHXA8gpE4Fr16zKI6JsH2lgGyTBpMWgXLC8zsnWQS43udYrueP91Ug0GTXtnj9IWTxbEoJByXbjitZET3eEeLk08+uHVSr6OqPDPfuHSJrEGe58gFssy8ozTTwM3ry9jS5ORgp5tQVI6jPh6lKHDzWQu4sCqH1cUTFxoyJxetDj/3vnR42M+JQq/LHeRApxudSoFWKeKdxlBrdZGVncO25c8qz+T6dSVTP+kxUCnEpP/srRsmp5XPNGhYlG3ivMU51JTaksf94RjryuzjJsflW8cvkAvseg5NENoxXdRKkYOdbsIxacRA32RYkmdKiZ9XKQRWFFqJxuJoVApAQpKgoddHQ68fjVKgIsfI4Wk85nuNNqefbz1Vx5cuqqDQNrEdpkap4IyFGZRmGvjU+jIWZhlTLncHI/zxrUZ+92YDgUiMQpuOhVkGSjMMNDv8SavDQpuOW85ekHjPqhSU5xhZnGse7SFl5hlygSwzL/nGpYkkq8Y+H//Z28m9Lx2edAzte5WLqnK48fSSMa22ZE5utjc7+MaTdSlerMcTiMRYmGXAO4q+Nh3sBlVKcQywMCvhmjCfEEWBq9cUphyTJIkv/X0XulF0oKKQ0OM6/ZExnSogMfTWMU7xPFMszTcnI6SnQlWeGaNGyYGu1G5wohj24hyjaxmKStj04+u+TzXiEvxzZzu+cJTf3jiq5DQFi17Fo58+bdTLHL4wN/xhM4vzTHxkbSEFNh3d7hCPb2ulxxPmvzYs4PVDvaxflMkvrqueUIMvMz+RC2SZeU1ZpoHbzl3ENTVF3PrwdranYX/1Xub7H1zOtbWja0RlTm62NDr4+SuH2Xikf+IrA5lGzagDaOngDkTJs2jodB2TVDy4qYmNR/r4w01rKbHPX3/dt+r70CjFlO6xKMDaEjutTj870ihIJaA8x5jWdadDtyuIWiGkhIFMBrVSYEvTyEI/GpeoyDGN20GfTNjMqcTLB3po6fdPKVRJkiR++MIhntrZTqcrSJZJw1cuquS8n7zOmhIbnz+/nFyLlstW5FORa2JRllEewjuJkQtkmZOCTKOG3924hot//hY6lYheo0SrVLC3fYBTQYFRlmngrsurOLdy9BhcmZObt+p7+eSDWyc1MNbU78OoUeANTV5mEY1LuANRyrONKa4x9T1e7nh8D65AhNoyO5GYxLICMxcsyRnXRWOIWFzimd3t1LW7yTZpqMgxcU5l1qQH/MbjF6/Uo1QIycG3FYUWBvxhtjc70KepLwXY0TLAsnwzErCvY3b0unkWHR1jDApOxJCX9Fjs73BTmqGnqX9kLLlaIXCkx5tiayaTIBaXuOMfu3n05tMQ07RrG0IQBBSCQOfgc/r2kT4E4K7LlnJ2RWaKdEOWUZz8yAWyzElDhlHDmhIbz9V1JY9lmTSUZehxB6Mc6vLwXvwquLAqh59fuwq9Wn67vlf52cv1aRcyJRl6ckxaQGLLNKzKfOEYTn84Rau6MMtA+0CANmcgJd74m0/VUVtq54831WAcowgNRmJ89A+bR+zyXLO2iIuX51KVbybToJl0UTKcPm8IURRw+COEY3FK7Lqkx7FBrWBNsZVWZ4DGPh/pKLLqBgvjifTMU6WuwzXlIjU4jsQGwBOKolMrsOtVOI6TWoiCgDsYlWVpY/Bug4OfvnyYL180eqz4eHzlfZUYNEp+8PxBzlucTZ5VN6bzi8zJjfyNK3NS8ZkNC5MFcqZRzZcvrGBLo4P/1HVi0iopzzYRi0sc7fMSi8URBIGhr+OF2cbkwJ9WqWBX2/z3DV1WYOb+66tll4r3MPXdnrSkQ2qlyLJ8M3vbXTSP0jWcCn3ecFJOUVtmp67dNWqapSTB5kYHv3n9KF+6sGLUIndHs3PU3+Oxba08tq0VgGtriyjLMBCTJBZkGjljUUZKrLYnGOGt+j7cgQhL8sysLEodQP3zpiYkSaLPEyISk+j3hqkts+PwhWno9fL64USog1WvojLHxP4OF540Oux17a4JrzMVQtE4NaU2Dnd7cAWiE16/yK4j16wlLknsbRv/nDRKkUA4OurvF4zGWVFoSS4eZEbyi1ePcMGSnBGvsXRo7vchCHDjaTM/1Cozf5ALZJmTipVFVj5YXZAYtgjFuLK6gGtri7l6TSHX/2Ez21vGLjR2H/dlsbbERl27i+A81mhcVV0oF8fvcUbTmI7GgkzDrGhmhzzHD3S6J4x6v/+1I/z5nSbWltg4b0kO5y/OJn8wWKTIPrGm892j/fxtS2vyZ6UoUFNq54KqHMLROA+905TcvlYrRE5bmIFVp6I820iPJ8S7Df20O/34I4n37JCLx5HjwoUG/BE2NzrQqxUTShUANCoFFp1qynKI8dja5KS2zD7u0GBFjpE2h59WR3oR1ZAIG+kc53z3tLmoLbWzv9M9ws5PJrH7aNBM7bP1SxdVcE1NEdXFtomvLHPSIhfIMicdd7x/Mc/VdRGIxGhx+KnIMbG6xEamUU2fN33z/W3NTpbkmTgwgZ/qTKBXKzi7PItMU8LLNBiJk2vR0uYM8Obh3jFvF57HxbvMzFCVN75WsTzbSDASS5E8zCRd7iBnLspIezjQE4zy2qFeXjvUy7cFuHhZHhsqs7j/1SMT3jZ6nNQgGpd4p6GfdxpGPnY4Fh/x3qgttWHUpjpDNPR6x3zv+8MxtjY5WVFoocXhH9Or1uELs67MTigaJxyL4wnOXEGZYVBP6Jhh1CiTRX+695mOUmVLkwOTRsG6MjveUBSlKFDX4ZalF8Ad76tkUbZpSrfNNmnJNk2syZc5uZELZJmTjlyLltvOXciPXzzMD58/xK9vWI1WpeDLF1XytX/undR9Hej0sKLAwp7BLdZsk4aSDD2eYHRSBYlJo6SmzI5Vp+Ldhn7UShF3MJo09rfp1fzmxjWj3vapne08V9fJTWeU0eMJ8pXHdyc1iy/t7+K/zpmcd6zMycVoRVu2SUO2SYNBo+RQt2fWwyyOL1zTJS7Bv/d28u+9YyeGDaFSCAz401/AQkIqEY7Gk53tA10eyrMTfrQCUFNqp30gMGHy5p42F3aDmqX55hEDeeXZRoLRGLWlNn549QqsOjWhWIwb/rB5RnyEl+abR+xeDaFXK1ica5pUeIhCFDDrVDSmGVM9JMEY+r0LrToMWuWse0DPd77xVB1qpcgVqwomvrLMKYlcIMuclNx27iIqckx89Yk93Prwdn59w2qurSniie1tk7aCq+/xsq7MTo8nhCRJye3YibZFh/j8eYv43PnlqI6z83H4wtz70iEcvjCVOWbcwUiK3nKI4yN2FaLA7Y/uBBKT9gc63SyZoMsoc3LyyoFuPvvIjuTPKwstBCNxDnV76PGcuLjgmeyYjkUkJrG8wDQpmciAP8Ily3P5z97E3EGWUYNZq2JdmR1/OJa2PAUS70eHL0xNqY14XCIWh5gURyGItDn9+MJxSjKG7O1UfO2SJXziT1sn8yuOSmKhLbE414hCFHH5I2hUIi39fsLR2KRlM2tKrGxpTP8zrsCqSxlAbBtcTFTmmPAEI9OWlSzLN6MbjGRWK0Xqu70nhaQjHI0TmkTXXubUQy6QZU5KBEHgoqW5lGYauOy+t/n6P+v4/oeW8+3Lq/joHzZP6gs/EImNOsG+pdGR0l0+nppSG589d9GY1mt2g5rvXLk87fMY4rIV+Ty0qTn55X/3M/t47NbTJ30/MvOXUDTGnf/Yy5M725PHZstJIR1UipmzYRsPxRQcLNQKEf1gAXbJ8jzuf21iKcd4jKZHXppv5kiPh3A0jlqZWOieU5HFRVU5vLi/e1qP1+MJsTTfjCcYocUxvY70igILOybZAIhLUmLeosNFcFhBeKjbQ5ZRQ02pjW53iBbH5AY/h3Y56kbpyNf3nBwJfuvLM+f6FGTmMXKBLHPSEonFkSSISRL/2NHGhVU5vH9ZLo/dcjr3PLufzY39aVk9jUe3J0iGQU2/79jWsEohcO9HVnH5yvxp/gZjM3zLeGfLAMFIDO0oyWEyJxfvHO3nxf1dbGl0zJr37lTQqOZvmMGzezr5+iVLuO/Ves5dnEXHQIB/DltYzARDz8UzuzuSyX2CIPC9Dy7nYJdn0sXjWPc/lm/xeFTlmVArFShFgV2tzkn7vne6gnS6gtj1alYUGtnTNpAslHu9IXq9IQQSnWCDRpnorEZjaJQKWhx+FmYb6fWEyDSqkSQ42uulyKanzekfURxDYkduTYmVjoEgA4EIgWnEoc8WlTkmvn15VXLAVEZmNOQCWeakpdcT4paHtyUHTr79TB2rS6xU5Zv56y2nceMfN/NWfd+0HqPbHaLYrk8pkK+pKZrV4hhgZZElWSSHY3Ger+tKkWHInHy8fqiHTzy4lbECzgzquVwAnZgO8lSIxiXerO9l053noVcrqS6y4fCHef3Q2MOtU+WeZ/ejFIXkey3DqOGNr57Dvg43dz+zj23TTPLMMmkmVSCn48CRLg5/mC2NiaG9FWV2AuEYvlCUTleQQCQ2otjVKkXWLbDzxqB13pDmeWWRhd2tY9vHmbWJIrvTFaTYrqMlTVeOE4VSFPjJR1ayrMAy16ciM8+ZdttAEIQiQRBeEwThgCAI+wRB+O/B43cLgtAuCMKuwf8umf7pysgcI9+q49nPrefrlyymyK6j2x3ixj9soXWw2/Pdq5azNH/62t2EU4Yx+XOeZfa7Dl+7eAnaYV29Z3Z3AHCkx8P9r9bzfF1nWvpomfmBPxzlW0/XJYvjXIuWtSU21pbYqC2zk2vW4A1HWV5gJtukmduTnYe8fqiXhsFYbVFM7ODkppHsN1lcgQh3/nMPv3+zIXlMEASWFVj46y2n8d/nl1OWmdApryuz8+uPrmbTnedxw2npBUUc7vZi14+cQxgNu0FFU9/M+F0PxxOKsaXRwd52Fw19PmwGFVV5JjIM6pTrZZo0NPb5WFuaeJ2uK7NTU2pDM0Z08rICM2WZBtzDBpxbHIETJt9Jl89sWCgXxzJpMRP7alHgy5IkLQFOA24TBKFq8LKfSpK0avC//8zAY8nIpGDSqrjl7IW8+uVz+Or7Kmns8/HzV+qBhC/rv25fz7KC6RfJgUiM6iILKlGg9wQMTxXZ9Xz+/PLkz9JgZWXTq7l0RT7nL8lhxziezzLzh+3NTi766ZtJf1uVQqDQqmNbs5NtzU62NDrococAgb3tbrzBCDWlJ85fVRTA6Zucu8RcMPS+hoS+/67Lq8a59tQJRuL86IVDxOMS/d5Q8r2nUoh88cIKXvvKOez81oU8duvpXLAkh0Ndbj61fsG491lg07Gi0IInGBmRejcWDl8Eo3b2dxU6BoLs7/TQ7wtj1SeK5WUFZsxaJbkWHXtaB9jW7GRzo4OtTc4x0xvr2t3JLvPw5MD5FHVdkqHn9vMWzfVpyJwkTLtAliSpU5KkHYP/9gAHAHkvWOaEolKI3HbuIq5Ylc9zezuTRawoCsMm06dOqyPAzlYXKqV4wia0b16/gGvWFgFQmZso8jOMGsoyDagUIp84s/SEnIfM9PjWU3W0DfPBXVtip6HPR5ZJQ65ZS75VS7Fdl7Td8kfibG1yUpljosg2+7sVcQlsx3UP5yMv7e/mxX3HYuYvXpbLVbMlOxKgYyDAB+7fyAvDHnMIm0FNOBrn9r/uIBCJUZZp4J4rl3HTGaWcVZ6JRZfaJS6wJCKxx5qJGGt2sc0ZoPAE6mQH/BH2d3qoa3dj0CjZ0uggHJOw6MZXY64aI41uXZl9Nk5zSggCfO+q5fIsh0zazKgGWRCEUqAa2AycCdwuCMLHgG0kusxyy0tmVrEb1PjCMf732f384rpqAH55/WpuOsPBJx/cOm07K384xvuW5s7EqU6IWiny9UuWsCjbyBWrjmmeG/t87G4dkDXJJwHBSIyjvakT/d5wJOmPPR4xScJmUFOSaeDdo/1EZzHc4UDn/BkYHI//fXY/ZyzKxKhRIggCd39gaYoTyEwRjsa54x97aB8IjLBvBHD5I9z6l20c6HSzflEWkBo7LEkSna4gR3q8HOnxEo3HuWp1ARkGNSqliEIQ0KoU5Jq1ZJs1NPf7uf7376bMOkCi++oLRxGAE92H7XQFKbLpaHUGyDFrKc9WIQggCgKHuz04h3XCO0bxoZ5LV5bR+NIFFZyxKOFa4Q1FuevpOr5wfgXFGRMnQMqcmszY6LIgCEbgH8AXJElyA78GFgKrgE7gJ2Pc7hZBELYJgrCtt3fmhy5kTi2uqy3mfUtzeL6uk07XsQ/tmlI7v/roaoya6a0JlaLA+kUnzhrIolfx6bMXkD1Mb9nnDXHfq/XJrV+Z+UkkFuf7zx0kNGg7oBQFakvttKQ5pKVTiexpc/F2fR+FNh0Ls6a/EzIWnmCU2lI7taV2NMr562jR5gzw5b/vIj64WLDoVFywJGdWHmvT0X6WF1hGaJ37vSGu+d07vNvgoDLXzP2v1eMKpMomBEEg36rj7IosPrm+jFvOXsh1tcVctDSXcyuzObsii9oyO8UZerQqBZW5Ju6/fnXy9oU2HUvyTCzJM5Fr0c6JLj3PoqV1cOfjcLeXbc1OtjY5aXH48QSP/b7Fdv2ont3zyQv5o+uKue3chLQiGovz8Qe28OTO9pQ5DxmZ4xFm4ktWEAQV8CzwgiRJ945yeSnwrCRJy8a7n7Vr10rbtm2b9vnInNpIksQ/d7TztSf38oMPLeeq6sLkZQ29Xj790DaO9qaXQnU8+RYtm752/kyd6pS5/9V6PrNhIcoxBmZk5p47ntjN37e1AYlo4AyjmsPdXkxaZVo7Gcc7GAgkwmt2tQ4ki+7ZoNiuo8cTSvHMnSlmypXhkZvXcebgQjUel3iurouvPL6bQGTmLcXOrcyi2eGnzxNCq1IQisaTBXFlrolDXR5KM/TcumEhKwotVOWZEYTJD6ZJksT3nz/IrpYBdrU6CUXndgFsVCsIROMpsdSriqy0Ovz0+8KYNEoqc014Q6Onjq4psRKNSxzq8szKaykdcs1afnD1CjZUZCWPPbixkbv/tZ8zF2XwyM2nzcl5ycwfBEHYLknS2tEum7bEQkh8EvwRODC8OBYEIU+SpKH80auAuuk+loxMOgiCwIfWFKJRifzPE3u4qCoXw2DneEGWkUduPo0P/mrjlBKkjNrZd0aUJIkeT4jmfj82vQqNUkGhTYc4TKh4+3nl49yDzFyztcmRLI4BFmUb2dzooLrIikohppUAJx5XZEnA5kYHeRYtNr2K/Z2zExWsVyupytegEkV6PEEaB50UFKJAdbEVJNjVOjCrko+JsA5zghBFgUtX5NHU7+NHLxya8ceq7/EmNeTuYQubihxjUjfe1O9PxtyfuSiDP3+idtKLV0EQ+NrFS3D5I3ztyT3J9MC5IhSLY9EpcfiOdYuVokCxXY8oCAgC49rebW9OJARWF1nZ2TpxWqxr2CEAACAASURBVGCeRUuWScOeMWK5J4NCFPj46aV88cJyTMell75ysAcg6XctIzMWM/FtfyZwI7BXEIRdg8e+DlwnCMIqEp/rTcCtM/BYMjJpc8myPErshmRxPESuRcufPlHLB+5/e9KduJxZsJYaossV5Oev1PP2kV7WL8pkX4c7+WVRYNVx64YFfHRdCe5A5KQYqjqVOT7u3BWIIApQ1+FKe6p/rAJ0KPhhbYmNg12eGdvKLrDpyDCoRxQoa0tsxOISogjbBru/OSYNxRl6dre5CM9iN3ssPvfXnfzmhjVU5JiSxz5xZim/f6uBgTRdItKlzRlIpMaZNejVCuJxGAiEyTVrOdw9MjFu45F+vvlUHd+4dMmI4iwdLHoVv7x+NT97uT7FueNEE4lJLMo2Je0kP3vOQtRKkZ+/Us/akoTLSjpx6DtbB6jKM7N/mM5dFGB5oQWNMjEwF4vH2dvmotMVpMSuw27UsHMSEdxalYgoCHxwdQF5Fh3nLc5mSd7o7kXryuzUtbtO2CyJzMnLtAtkSZLeZnSXednWbZLE4xKvH+7hvMWzo6k71RBFgeWFo/tdVuaauH5dMX/a2DSp+5zpL98hWh1+vvjYLk5bkMHfbjmdAquOLY0ONh7po30gwIv7urjr6X38v3/tJy5J3Ly+jK++b3EyFldm/nCkx8MDbzcmf67IMXKkx0NcApNaOUKvOhYTJZBta3aSYVCzMMvC7ml03Sw6FRU5RrY3O2l3jhy2GuoS1g5zJOj2hOj2hLDr1ZQXGdnb7sKfRmKaTqWYEW9ygDv/sYc737+E2gWJ89KrlZi0yll5j/Z4QiOKwTZnYETK5hBP7+rgCxdUTKlAhkQ3uds9+R2umUanUrAwy4AoCHz8jFJyzFp6PCF2tjhH7HCMRyia+trINGqIxxnVy73ZEUi7EaFSCFy8LI+7P7AUbzCa1sDdzWctYGGWEb1azkmTGZ8Z0SDPFLIG+RjvNvSjUylYOYZ9jsz06RgIcMG9b6T1xT6cP91Uw7mLsyd1m3A0zv5ON4e63ChFEVcgwmUr88g2Jb4IJEkiEpPGLHg9wQgbj/TR4vDz69eP4vRHWFFo4b5rqynNnL3hLZnJ851/72dHsxOFKCAKAoFwjB5PotjRqhRpJ6kVWHUpkePjUV1kodnhT9kOnwhBgJqS/8/eeYe3VZ/t/3O0JWt77504TuJsJwRCIOy9aWkLhRYKdG/a99eW0j0ofVto+5YOKNDSUqBQoGxSdqbJcKYT771k2drr/P6QrdiWZMuyndjJ+VwXF4l8VmxZ5znP937u28L+9kEcCfwOTKQfNqjlLMoxcbBjcIwMYSrHSIazFqbz8C3Vkb9f87v3orr3s4VGKUMUxZha4W9dsohbN0zsjTwZHXY3N/5pG0e6j3WpNUrZrOt5r12Vx2klqeSYteRZtORbdYiiGNFVv3+0j5+9dDAh2cRoqnJNBEURbyBEIBhiwO3HFwjF/fzNNWs5a2E6Zy3MoM3m4r+He/jvoR7KMvSsLrRQlWfm4qVZmHXSappE8syqBllidlhXkgrA4a4h9rYNcGZ5BulSwtaMIpcJcWN/J+KZXW1TKpAffOso979xJGowqzLHGCmQBUFApYjfkTFolFy4JDvy55+/fIg9rXbO++Wb5Ji13HvdMpbmmiSPzzlAikpBzRSWh+PR60g8kOaDFjsGjYJVhZaECsQckwaDRhE39CEWNc0DLMw0cKgrWvs8ks6mVcqoLrZypNuRkJXddOm0e8YUb7efWcKnHt056+cFWJRtjCkDuGNj6bSLYwgndj5x+2nc89w+2mxuLl+ew5Urctn4s81jLNZmmqtX5rK+dKxTz+ihw6o4q3KT0dTvItukodPuxhsI4Q+KVBdb6Rr04PWH6BzVMU9NUXHXRRVcVpUdObdaKee/h3q497plcX2XJSRmEml9do6zINPABYuzcXgCeGZhQvtU5tX9XUlNvb9Y28mOBIasRvjLe01RxfEtpxdFHoKmyg3VBdR8+zxuOb0If1Ckqc/Fdf/3Pmt+8BrP7pp5T1iJqfHFc8u5pCp72sfxBkIYJwloGM2QJ8DOJtukKXzVRRb6nT4OxdDPTkQwJOILTty9dPtDbGvoZ2g4DXC27cnMOuWY4u38xVl89fwFpKhm/0Fx/MO1TiXn59dW8ZmzS2fsHNYUFb/68AqevHM9N51WhFGjpHyU7nqmOa8yk+qiicM9UtQKvnrBQhTx0k1iUJKewvJ8E3XdDhzeYESHv62hn6Y+F4NuX8SC06xT8sQdp3H5spwxP9szF6Tz8fWFLI6jLZaQmGmkDvI8QK9WcPfmfbx7pJd/fWY92abjl6x0MnPuokx++erhmBrCifAFQtz2yA7euWtT1ADgeOwuf0wt4afOnF6HyeENcHppGhctySYYEhny+EkzqKnIMiCKIr96vY7GXicVWQZqmgewpqi4eGk2Z46yO5KYHQRBoCxdPyPHSk1RM+ie2hDe9kYbS3KNuHxB6kfZGeZatJi1yil1jaOuR6+KxAlPhD8osr3RhlyAVYUWtEoZh7sc7J0Bh4LR1HU5CIXEKIeXDeXpfOxPW6cdDDQerVJORbYBUYQ9rWO7x+tKUrluOPlyNpEnYSE3GaeVpHLHWaWcWZ6WkEXd6WVp/OUT1fz0pYMTuk6MuLZsb+ynvsdJeYaeuu7oB7OyDANdQx4c3gC//ehKSsf9/jy6pYl/bG9mX/sgNqefXw+HQElIzCZSgTxPWJilpyhVFxVhKpE8WSYNj3yymnue2x9zWGQibC4/v3+rni+ftyDuNkMeP3f/uzamG8F0HbL0agXnVsYf5vziuQtY96PXeWFvR6Rb8/ftLWwoT+MbF1WwOCe5ZVKJxEiboc6pIclgm9q2QVYVmlldaEGjktPS56Kp3xVzCG9KTPF9GxTDjh7VRZaEHA+mSp/Tx942e9SsxrJ8M3dsLJ227ZsgQIZBTa5ZS0iE/e32mLKKsN58WqdKGPUMh1t89fwFSdlGnl6WxvmVmXEL5EyjOkqnXNftYHGOkX3txxwtlHIBEega9JJhUHPauJW1Q51DfPuZsEusSiHjrosqpnytEhLJIBXI84RPnTlzy3YSx1icY+Ifn1rHP3e08vWn9kxp3/vfqOO9I72cUZ7Gp88qY9DjZ0/rAHVdDrY19LOlvg/nuAGU8gw9C7MM5JqTXwUY9PjZfLCbdL2apXmmMZPyj77fiMsXJM+i49zKDD5oHmBf+yAmrZJQSKRr0MNNf9rG965YwiVV2exrt7OvfZB0vZqNC9LHdOIkkqdohuJrp1MMRXxoC8w09Sc2GDgZA+5kdcWz97568O167r12GdpxsoqrVuRy/xt1UxpqK8/QY9YpcfuC2Fw+ugY9dA16ybPo2NUcu/OeblDz+G1rKcuYPenDaJblmfnvoZlJnb1jY2kkYS4Zbt9Yykv7OqltGxtVrlXJyTRq6BqMfigavwLhD4rsbbNTnqmnzebmXx+0cfXKYx7FRq2CHJOGIU+Ar19UMa3PzhE2H+zGoFFQmq6XLDMl4iIVyBKnPIIgcP2afE4rTeWV/V3Uttl5ZlfbpAN8ohi2wNrRZOOfO1ppt7uj9sk1a1Ar5IiASaOkxebiB1dOGCg5KcGgyJuHe3jrcA/rSlL54ZVLMQ0HJ5xdkcGhziHSDWqK0gpYXWjl4fcaefy2dXj8QSwpKjz+IKrhEIOOAQ9Huh009TlZW2KVrI9miOlGmo8wFSut40FTgg4c45nNf8YLezpo6XPy4I2ryRpVPOWYtXztggq+//z+hI4zkcNGdwyZlFwmcHpZGmcvTD9uxTHA6kk05okgCHDXhRXcfmZJUql/IyjlMj6/qTxqMNLtC+KIIW+RCeFFiLXFVkKiiMMboKXPRUmGnj2tdlYXWvj2M7WsLLBE3HmyTVreuWsTTl8gadu80fQ5vNz6yA6CIZGKLAMvffHMaR9T4uREuhtKSAyTb9XxyTOKAbhudR7ff/4ABzoGJ9krTCw7LqtOiUohp364Y7K60IJMJkzblsiSouK+65ePmd4fIc+iI89yrHu5OMfEBYuz0KrkkQ7baKeLcyszJ5RqSCRHovZsk3Ei0+rGczwsxqaKWiGwJNfEgMvP/71Vz3cvXzzm6588oxiPP8jPXz7E2mIrIiIgIAAefxDPsHtCvkU7of1ci83N8jwzu0bpjm9cVxh1vuPBsnwzghA9JJgoBVYdP7lmaZRTRbLEc5QQhPDPZ7QNXkgErULO1nGStgMdg2SZNOxosrE838wX/v4BT965HuXwg7xMJsxIcQzhwcCR+OymPhf9Th9WqYssEQOpQJaQiMH60jT+8/kzeP9oH//Y0cLOJlskbjZRhjwBSjL0kSXFkChi0c2chjzRzs/4pWeJ2efpmrCbiEGjQIAJvYEnwuWb/pCZc4aS9vRqBR7/7Fu3TYVleZZIbHeLzc3nzymPKnZuOq2Qf9W0URfHei5dr+Zg5+QPwoIMzl2UwQ3VBaTp1VTOUODJVDFqlJSm68f4I0+Fv922dsxD9HSpHyeZSNOrWFeSyvN7OmLGTPe7on8G/qCIVaek0+7haPcQWpWCn754kP93yaJpdbhjMTAqqMftDzLo9ksFskRMpAJZQiIOgiCwviyN9WVpiKLIe0f7+MPb9Wyp74t00tINajYtzKDX4eXtI72R2F2ZACXpehyeAOkGNT3DA0p3Xza24+T2BVHIBYIhUfIwPokwahQUp6XQ1OdELghUF1lp6nfG1GRORKvNjUou4Eswnno81cXWKQ+gxqIoVRfpuiXDbPXBR2uifYEQmw92c82qvDHbGDRKLqnKjhvb3JOA3/TVK3P5ydVVcya5cnm+eUoFskou47zFmXz8tKIZLY5hbKz6JUuzufuySnRqBW/X9fJBy0Bc54rxaJXhcmTIG0SvUfLC3g4OdQ1x3/XLZywDoGvQwztHeiN/v6E6XwpakoiLVCBLSCSAIIT1hqeXpeHxB3n9QDcA5yzKiBS2HXY3X/7Hbt6v72N1UXRhcqTbwb93t/HDFw4gEjbDr2234/IG8YdCrMg388OrlrJI8vmc19T3OHhuT0ekoAyJItsa+8kwqLHolNhcfgxqBQ5fAFEMT/GXZ4zYWoW7ZSNNM41Czs44w2HxUCsE9GolGQY1fVMIG4nHgkw9jb3OpIp0o0ZBRbYRh2fmgy0ManlUkfizlw+yKNsY1d3tcyb/fcgwqPno2sI5UxxD2Cby37vaJ/WlBlhZYOafd6xHPksDuJ8+q5QzytLwBkJj4sgX5xjZ22anuX9yW0CAnc021hZb2drQT4fdw6JsA2/X9fKZv9bwt9vWopBP//sfCIm8sKcDCOugf3x11bSPKXHyIhXIEhJTRKOUxwyCyDZpeeiWNXz2bx/QaY+WYyzKNvKP7a0xj6mUC9Q0D3DnYzv5zmWVbKqQdMHzkT6Hly8/sTtmt7V7yEtpegq+QIgsswa7y49Rq6Dd5mZ/R3Q63WTo1XIWZRsRCHdPZTKBtgE3XYNevAHflP2942HSKpPuYC/MMsxIBzsWZRmGyPJ9ul5Nj8NL16CXK3/7LnddWMEt64siriwK2dSKq3SDmrMXprOpIpNNFRlzqjiGcIDUF84tT8jGbkN5+qwVxxBuHoy32QMoSkvBGwhNKfp79O9N8/BA6LbGfl470BVJEp0O2UYNJWkp1Pc6yTRqpn08iZObufVbLyExz9Eo5fzuYytZVTh20jzHpIm7zqxWyMiz6LCmqGjsc9HrmFs6T4nE6Rr00hHj4WiEoz1OluaZqOty0D3k5Ui3E1cSg28r8s0EQ+FQkG2NNkQhHAU9VQlHInTYox0cEkGrlLNrBiK34yEIsCzPxKJsA0NeP4tzjJRn6KnKNfHsrjZu+vNWHMP662vHyS7ioZAJ3HP5YrZ+8xx+du0yLlySNeeK4xFuP7OE1AS0s1OdnZgpVhVYGHT7UU5QnGeZNFTlmVhdZGFJrhF/UESnkrO22MqS3GOrAFvqZ+YhSyYTePCmVVxalc2W+j72tw+ys8mGP4FOvMSph9RBlpCYYZRyGfdcsYTLl+ewv2OIQ52DvLCng62N/awoMKOUydjW2E9JWgqpehU9Q97IIJ9cJnDeIql7PF+pzDHylfMX8v3n9qHXKMm36mi1uZALAi3Dhcp0h+ZWF1rYMa4rV9/jJNOgpitGGEd5hh6LToWIyNFuB/2uqckdUvWqpIqsTKN6xtw8YqEYXnUZYXT4BIQT/G77y3b+fHM1ldlGilJ1NMaxqTujLI2PrSukJD2FBbMY5TyTKOQy1pWk8sLejgm3q+9NbphvumwoT+Mr/9wd1z5vQaaeo90OOkc9gBnUcvIsWrY29JOuP6Y73lLfN2PXVZZhQKOUk23W8u1na9nZZCPLqOFrFyyM0q9LnNpIBbKExCyxqtDKqsKwJu8L5yxgW0M/L+/rpDBViycQJBgSo24cWUaNZFw/z8k1ayhMS0GrlGN3+cgz68ZoYPe3D1KVZ5owonc8Rq2CfIsObyAUVRxD2DEl16yNKpB1Shn1vU6CoXCRJJcJVBdbcHmD6NQKmvucdA56MeuULMgMx5SLgMcXJEWtoKHXSa/Dm9Swn1mniluQzgSTRXDvHLYMu/OxHfzh42vIMmki16OSy/jK+QsoTE2hND2Fsgz9jLslHA+W5JomLZBtMyS1mSoZRg13bCzlud3tANx5Vik5Zm0kFU8pFxiv3BnyBhnqCr9XexxetEo5bv/YyPTp0tLv4ki3g89vKuOshRk8t7udl2o7eX5PO1euyJ1VOYrE/EIqkCUkjgPpBjWXVGVzSVU2gWCI5n43z+5qj9rOFsMCaTr4AiHkMkH60D+OmLUqhtx+ZIKAUaskJIqYtEqW55lp7ndGfiZToTRNH2WXNZ76Xicr8s3IZUKkiF6SZx5T2AZDItsajhXYggBlGXp6hrxxC+A1RRYUsrB38FSUyKoZGKqKR1l6Cgc7J9dt72oZ4PSyVD7/+AfcUF1ArllHWYae8yozjmu4x2xxelnqpNusLJh+sEiyLMjUR2QWa4osZBg03Ly+iN2tAxNKLwD0KjmO4SRS0wzaY+ZbdWxckE77gBu5TODKFblcUpXNn99poLbNjtMb4LTS1Hn5wCQxs0gFsoTEcUYhl/G/H1pOplHDg2/Vj/naOTMor+h3+rjj0Z1kmjTcf8MKNh/q5rSSVMlObpapyDaSY9bx/qhl4TyLllabG0EI61y7B72sLrTQ5/QN2wB6sLv8MeUPhVYdR3smXyb3BUJ80DLAomwDVbkmZDIB97io8/GIIpPahW1vtLGmyMLSKXa9tzX2k2/RRqQlyVBo1ZFhVNM+4InINcoz9AlLN9QKgVabm067jRvXFfKL65clfO6GXif9Tm9kFWguUpVn5sLFWby0rzPuNjesLTiOVzSWQFBkyBtgdaGFhVlGcs1aluSaEEWRJ7a3sC1OOMvSYT3yyEPQTPrHA3zhnHLc/iDeQBC1Qo5SLuP2jaUc7hrihj9s4afXVHHZspwZPafE/GNuTh9ISJzkCILAXRdWcPP6ojGvl0zTk9Pu8tM16OGJHS2cfe9/yTCquXl9IR5/kMe3NvOtZ2p5amcroTmU0HayIZcJ3Hv9Mm5cV4hGKWPtKOsrUQyHIrQNuNnRZKOh18m2hn4ael3kWWP705q0yoSDRlYWmBlw+dnTZmdXywBu//RDQmRCuPhOZlgte1T0czIo5ALbG20Rf3GAoCjimqTwH6Ey20RTn4uFmYZJ47877G5e3NvBn95p4Na/bOfiX73NGwe7p3X9x4O7L6/EpI1fQM50cTkVLl2WjV6tIMukIXfUe0EQBK5dnU9ZxN7wGCvyzextG4wUxwqZwMfHfU4mi8cfft/IZAIpagX3vnyIz/y1hto2O6IY/r2syDLw5uGeGTmfxPxG6iBLSJwg5DKBb1y0kPeO9KJRytEo5TiSTFxrH3Bz11N7ONAxRO+w9211kZXNB7tZXWjh43/eHpnof3JnKzua+iMeoP5gCAEiPqNOb4ABtx+3L0AgJJKaouKV/V1cujRnRpc6T2ZyzVq+f+USrlyRw22P7IyZ4DYejz8YFQqiV8upbR/bta0uthIIhhBFEZlMhtPrx6BRkqJSsLWhD/coVwyLTgVMT7+5JNfE7lY7a4qmtlS/psiCa5oDidYUFUd7nKTqlfQ4vDGT2SbiSI+DRdkG9BoFn3xkBy9+YQNpejW+QIjDXUN02j3saLLxUm0HTf0uMgzqMU4gqSkzE1Axm2SbtHy4Op/fv1kfZ4sTJxWobRukMtvIWQszor4mlwn84MolfOyPWwmERCqyDJi0ysjnFMCSXCP3XL4kyhUoGWqabRztdnDd6vzIawMuP0MeP/892M3BziHSDWqW5Jr43KbyaZ9PYv4jFcgSEicQjVJBr9OHzeVDFMPL0hsXpnPmgvQpHee+Vw/zdt2xhKhCq5Ztjf0syTVidwfG3HQAntjRyqv7uwmJIjaXj5UFFr5y/gK0Sjlfe3JPZNn9F9ctw6RV8otXDg+7a0gF8lRYVWjlI9UFPLD5yJjXdUoZnkCI0Y38w10ONpSn0T3oIUWtQCYI4e5tMMSulmNFcpvNHSUxqC620uv0RtlVje68JkNltjEiq2jodaJVysYU4PEY7VywusjCjuE/L801olXK2dlkixrQAqjIMtA96KHfFbZtGzlG16CXhZmGKRXHEB5ePNAxxOpCCz1DXi67/x0KrDr2ttljdqGFccXkWQun9nt4orhuVV7MAvnWM4pJ05+4oV+by0eb3cVFS7Jifn1dSSq191zAruYBvvrk7kjXWCbAPVcs4aPVBREv6+ngDQR59P0mPrupbMzrd11UQVOfk1v/soN1Jan87mOr2Ns6MGPJfRLzG0liISFxgnn4ljX86Kql5FvDS5B3PLaTNw9FL+3ubx+kqc+JKEZXFvvHWVxlDJvgf2h1PtetjrYuCoZEeh1e+p3hwnxnk42P/GErV/32vTGa1O88W8t9rx7i85vKSNNLN41k+Mr5C7jn8nDEuDVFRXmGHpc/FDMxsc3m5lCXg5rmAXY0hT2O97TaWVtspSrXxLJ8E+mG6ILH4fFT2zbIylF62Syjmvre6XWPdSo5mcZwAqDHF4xErE9EtklDbdux92PdsCuBUi5Q3+NkW6ONZflmitNSWJFvjkgAVhdaaOh1EhTDBf9oP2mby0+2Oflgh/3tdvItWjrsHrY29Cck0SjL0FOSHi0BmIuUZRhYOM6ebkN5Gt+6tJL9HYN0DybnZT1d3P4gKSoFKRPIWzRKOetKU/nyeQuAcHH8s2vDEqWZKI79wRA/euEAX7tgIaXjfp5pejW/eOUwAD+/LqxP/+ymct470ivJ0CSkDrKExImmKs9MVZ6Z61fn84tXDvHo+0187vEP+Pl1yzi9LI2j3Q7+9E4DWxv60KkUDLh8/M/Fi7hudT7dgx5ue2QH+zvGFsghMRzU8Kd3GvhgGmENTl+Q/R1DfPe5/VhSVFyxPHe6/9xTDkEIayjbB9y8XdcTSc3b1z5ItklNh33Ukr5eFVXUhkTYOsphYrSmeYSRrm7XcCEkE0AukzHkST44JF2vjrhhrC22sr2xP66LxaoCMyERVAoZe9vsuP3HCtBMoxq7209FloG9w4XzaP9ipVxAq5JHzuUNhGI6aiSqO46Fyx9C4wuyusjCoc4hhuJImQpSdXQOfw83VUTLAuYyFy/N5lBX+L2Vb9VyWmkqoijy8LuN1LbZ+c8XNmDWHd9u8uaD3TT1ufjM32q4+7JKMgzxH3KOdDvINKr59YdXsLZkcneORPAGgnz/+f18aHUBOXH08D+8ailHux0RjfrOJhvff+EAp5Wk8p3LKmfkOiTmJ1KBLCExR5DLBC5ems1LtZ0MuHzc/uhOlHIBf1CkPEPPQzdXU5Fl4JtP7+VrT+7hnSO97Gi0xZzo39lkiyxzz5QX7Z/faeBot5NPnlGE6TjfaE8GrlqZy+/HuZaUpOnJNGjZ1RouGGUJWEt5/NGFYvuAmwyDmoFhF4zSdD11k7hTTIRaIZBr0dAzrGff2tA/RioxmspsI7tb7QTidNwOdzlYWWCOm/LnD4r4gxMXv1kmTcz47qnQ7/TR7/ShlAksyzcBAvvb7fiHtR7L8k2RwlwQ4GNrC6d1vuPN7RtLqGm28VZdD3/++BrKMw34gyHeO9qHwxvgpy8djMwdHC8OdQ7hDYR4YU8Hpen6SJc4Fp86s4RPnlFM6gyuVDX2uvjmRYsm7GDnWbS8vK8Ta7OKw51DfOPpvQBolNIC+6mOVCBLSMwhluSaePELG5DLBJr7XXzi4e20Dbj5xkUVVOaEl+RPK03lqZrWmFrU0XiTiDCeiOZ+Fy/v6+SxrU384rplnD3POmwnmrJ0PYWpOpqGH1hMWiWNfS7aBtyUZ+hptblonyCmegR1DJs+byCETimPFJHTXZmuyjNHhdjsaxvEoJYjiuDwBUnTqyhN17OtsZ8Yqp8x1DQPoFXKphyQAmEXA4NGwc4YASnJ4A+J7B7WdBs0Cqpyw0N8W0fZ8p1fmUlBamxXkbmKRinn9zeuYk+rnfJhuYXLGxwznPu5TeVxO6mzwX3XL+eJHS08/F4jr+3vmrBAno3u9sKsib2um/qc3PDgFtrtHtL0Knodx4Zpj3Q7EEVR8kM+hZEekSQk5hhqpRyFXEZJup7NXz2LWzeUjFmyPrcyk8uX58RMVBuN3e0ndTiVTzEDWr4Mg5rD3UP0O33c/tjOhLx5JY6hkMt4+JZqioet/IrSdJEHHJNWSVmGnpb+yQvkWL7FggBN/S4U8vDPWS6b3kf76PjfEQwaBWWZBlI0CjKNanodPrY2TF4cj+D2h+h3+sgyTk1LHAiJ1HU5YkpLpsuQJ0Cv00tNsw3PqIHGz549P10MNEo51aO+T0atAsNw99QfFHn/6MxFNidCZY6R71xayfmVmRzq91lLGQAAIABJREFUGmJf+9Qejmabh99r5NzKTB66ZQ0vfuFMUlThh890g5ohTwDnNGQ9EvMfqUCWkJjDjPglX1p1zLRer1bwPxcvwqCZeAGoqd+Fxx9EKRcIhMIyDa0quZCQDIMag0YZmfH3BUL88IUDNE5zCOxUozgthZe/eCb3XldF/ahCd0eTLSGNbb5VG9MyThShJD0lMkQ31RC7JTlGUlRyqousrCq0xAz3KEzV8UHzAF2D3rhyiclotblx+wMUxPF8noidTTZWFpiTOm88ckwahtyBMZrkcxdlsDTPNKPnOVEIgjBmGDQ/ie/7dJHJBL547gIKrFpu+tNWfvD8fnqGktfGJ4Ioinzrmb384a141ndhvnBOOd+7YglnL8ygZ8gbKYh/ef1yPrQ6P1IwS5yaSBILCYl5SJpezYoCC29NYmg/ugNS1+1gcY4xoscTRZEj3Q5sMdLbxlOYqotacn/jYDd7Wgd44CMrWVVowRsIUd/jwKBRUpSqk5Ym46BSyLh2VT7lGQY+/deaSBe5z+ljdaFlwpWBFFX8j2yzTkVqipoNC9LINWuRCQKCAM19Lu577XDcTu/aYmtkCHBbY+y46QWZ+jGDddPB7g6QZ5l6oRYIidQ0D1CansLRnuk/mKUb1ARDIv2j4t2VcoH/d8nJNZh110ULeeCNI1y4JIvVM+AnnAyVOUY+cXoxf3i7gUe3NHK0x8FXzl/IktzZeRB5qqaNx7Y0A3DB4qy4cpnRso5F2QYurcrm+T0dbG3o4+7LK6XPsFMcIZZl1Ili9erV4o4dO070ZUhIzAs23fvfadl4WXUqhrz+yJDSRBSnpdA16InZ5VxVaGF3ywB6jSIyJLahPJU8i47LqnJYX5aW9DWe7Di8Ab7/3H7+saMl8lpVrok9bfGXoscXiBVZBq5dlccVy3Pj+rc+tqWJbz1TG/W6RiFDqZDFdXUYYbLCPRnKMvQMuv10T7GbuKbIQpvNTXsMGUiimHVK9GoFreM65bdvLOGbFy1K+rinMjXNNvyBEHlWHZkGdSR4aIR/bG/mrqf2UpqeQvuAB4Vc4Kk717Mgc2Kd8FQQRZFH32/i7uf2RR4INUoZlyzN4cbTClmeP/kKxIGOQVQKWZQlnMTJiSAIO0VRXB3ra1IHWUJinpJj1k6rQC7L1Me004pFQ6+T9aWpBELimH2W5hpp6nMSCImR4hjgaI+Tt+v6eHxbCzedVsi3L61EOdV1/1MAvVrBT65ZysIsAz996SDeQIih4aGqymwjly7LpixdT7ZJi8sXYGezDbcvyLO72skxa/jQmnyuXJ47aafrw2vy+ePb9VGOJlV5JrbFcKYYjz808cBnRVY4ynlvmx1vjHCSqlwTGqUMQRCo63Jg1CpQyATyrbopFchFqTqOdDvIt+imXCDnmrXkWrQIhO3wxn8vKrONfOnc+ENkEhPzxoHuSCCOQibws2uruHrlMQ/2dSWpaJSyYw93fvjm03t56s71M3L+rkEPX35iFwPDoUsjePwh2gZcDLonXykDYvqTS5yaSAWyhMQ8JTBJ0TIZsUoquUwYY6clE8KdPrNWRU2TjTS9esy0t90dGDP5Hbm2UV3pR95vwh8M8c2LF2HUSEl84xEEgU+cUcwVy3P4+/YWfIEQ51VmsjjHGFX4jvjDfuX8hVM6h0Iu4w83rebuf+/DqFFSXWxlRYEZly/Ax/60bdJBu6NdDgqsOpr7oy0DF+cY2TccVGPVqViWp8fu8dPY62RRlpGjPUNRHfHRsoY1RRZkghBxDNga56GtLD2FboeXQXeAAZed1YUW5DKBD1oGohID9WoFoiji9AUpsOpIN6g51DEY1/XFoFbw24+uRBPDIUQiMb54bjn1vQ7+s7eTQEjk60/uwaJTRdxuClNTWFlg4b1Rg4IfNNsIhcRpB4IMuHx859lahjwB+hw+VhSYEQgHlTi9QT6ytnDK6aQSEpLEQkJinvL95/fzp3cakt4/z6ylz+XDPUo2YU1RYdYq0apkaFUK9rXZo6KFF2TqOTycjlaRZYjEw45mdNTwyN+zTVp+fcOKpK9XYnZ4YkcL9/x736QT+ysLzBEdskYhoyQ9heZ+FwszDeyMoU9WygT8SXgXVxdZ6HP60Cjl+AIhLCkqBKC2zY5Vr4py+sizaDFqlHQPeeh1+KguslLbNoBJp2JBpp6363qZ6DIUMoGHblnDhnKpgJouvkCIrz+5m2d2tQPh7+1Prqni2lXhTvLftzVHfIYh/HlT8+3zpnVOfzDEJx7eztt1vQCUZxzzAFcrZLzypTMpTE2Z1jkkTl4mklhIa54SEvOQVpuLJ7a3TL7hBNjdPqzjvEf7nT5UCoF97UPsaLRFFcc5Zk2kOAbodXipiOE1OrrxWZ6hZ3ujjZf3deLyTax1lTj+XL86nzs2lk66XU3zAGuLrShlAnlWHfs7hnB4gzGDS4CkimOAbY025DKBfe2D1HU72NbQz9aGfpy+INnGaA/fVpub/R2D9Dp8WHVKtjX24/KH8AdD7Gm1T1gcA/zgyiVScTxDqBQyfvmh5Xx+UxkQHqz86j93c89z+xBFkQ9XF3DJ0uzI9v1OX8Sneap4A0H2tdv58hO7I8UxhPXlI2yqyJCKY4mkkQpkCYl5xrO72rjtkZ0RrWqymHUq/MFomYZRqyLfGjtMQDZOmNHr8KEeTpzKNWtZmGUg2xhOdBvxXtYNWyV5AyHePDSx64bEiUGlSOxWMJKoN+LFbNEpaZgFq79Y70uA+t6Jvbf7R+ngS9L0Ezq0KOUCP7xqCR+uLkjuIiViIggCn91UPubB+aF3G/nFK4cBuPOsUopGuUo8lMQq2O/+e5Qld7/MJb9+h+d2t0der8ozjVm5erG2k9f2dyXzz5CQmP0CWRCECwVBOCQIwhFBEL4x2+eTkDiZEUWRX756mAMdgzNyvJL06O7KkW4HmYbYYQ6tA25KR+2jlAuEQnB6aSpZJg2HOofoGPQiAplGNUtzwzHEI/xzZyv2BIdlJI4fu1sHsOiUpOlVVGQayDCoyTJqWJxjDD/4ZBpYW2wlz6KleZTEoTzTgGuGExsBMuK8/3odvpgrFrEQid86zjVrefy2dXx0nsVJzxdUChlP3rk+Iq0AeGDzET7z1xr+urWZH121lJtOC3/v//f1OtonSAQdYWtDH3aXn0GPnyd3tsR034mlZN58qDvpfweEZSPvHemdfEOJk45ZHdITBEEO/AY4D2gFtguC8G9RFPfP5nklJE5Wnqpppc+RvMl+hkGNw+NHJhPotHvINWtRyoXIzaYkLQWDVjGhpZfHH6Qqz4RWKae538XeGJZkdcMyjLaBsU4Dbxzs5jvP1vKrD0ta5LmC2xfkjYPdkZARk1YZcZbIt2rRKGXsbx/kUFd0IeyNI6+YDqN9mcdj0ipp6kusYx1v7OvGdYXcdVEFerU0oz6b6NUKfnZNFTXNNuqHnSte2NsBwFM7W/nlh5azusjKbzcf4VDn0IQR2G8d7uHuf+8bDvMIIIrh41fmhB0neoe8WFJU7GqO/tx6dlc75y7KjAwLQjhiOtesjbKiax9w83RNK5/ddCxJcUt9H19+Yje3bSjm9gSkSBInD7P9CVENHBFFsR5AEIS/A1cAUoEsITEF2gbc3P1sLa8d6MakVVJdbErYom00OWYt+9t9+IaLoS0N/SzJNaKUyQiGxAn9d49diyeq8J0KZy/MmHwjieOGSi4MyxF8kWCREbY32lDKhbC7Q4xOsXOGNeUFVm3c4hjCKx4fJBxYMrZENmgU/PqGFdL77zgikwl8/LQi7v73vjGv+4LhYb4Xv3AmL33xzEmP8+bhHhp6nVRkGTBqlfgDQXodvrGfgXGkPutLU6lts7O6yIJBo+SJHS188+m9WFNULMkxkmXSolbI8AaCvHW4l4duWTNm/067h16Hl20N/VKBfIox2wVyLjB6kqgVWDvL55SQOOnY3TLAawfCS4V2t59tDf0szQ13cRHggybbpENRi3OM7GqJLi5q22ZGrpEIVy7P4coVucftfBKTc7jbwf4JJDvh903sB6c4UuGkyTRqxkg4RjPaRWPqx1Xzt9vWSeEPJ4CLl2Zz7yuHosJonL4gV//uPX589VLOq8yc8BgjAUWxHHMmItOo5oGPrIxo7A91DrHlaB/3Xb8Ma4oKtUKOXAZHu530OX38+ebiqOCSlYVmluaa+Ng6SY5zqjHbBXKsVa4xd3FBED4FfAqgoEAalpCQiMWvXquLem20tKEqLxzZ2tjrZDBOKlqn3UOeRRuVHnY8eXZ3O9sa+kkzqClMTeH+G1YQCIailjoljh/P72mf8OuNfS7S9Wp6xkl7UlTyGR/Qm8h1VCGb2ntkRINs0Cj4yyeqpeL4BJFuUPP4beu46c/b6HeO9UzvdXjjuqCMZkFmcj+7NL16zADq0zWt3LqhJCLNGGFlgSVu2E5Jmp7Ty9LGSDRGc7hriKY+F9XFVkxayef9ZGK2C+RWIH/U3/OAMZ/Goig+CDwIYR/kWb4eCYl5x/N72jnUNXHnZNDtp7HPxZJcIw09zpietn1OHytTzSe0QBZFaLd7aLd7ONLt4KF3G/jpSwdZU2RlU0UGly3LIU0fOy5ZYnZ45L2mCb8+4PJTXWQdUyBrlDIqsozsjKH5nA4ddg/pehV5Vl24lSKAXBCQCQI6lQyZwKS2beP57UdXUpElpaOdSJbkmrj3uio+8XB0zsG2hn4WZRsoy4g/fHnNqjzuf+NIVIE9GecsOtaZFkWRF/Z2sKtlgIduWcOr+7t463AvoiiytsTKh9bEbtDJZAJXLM/B4w9GgmR8gRA/fGE/u1vt1LbZCYREZAKcuyiTB2+KaakrMQ+Z7QJ5O1AuCEIx0AZ8GPjILJ9TQuKkYkt936TbpOpVNPa5qG0bpCQthYY+Z8xuXCBJb9rZwOULcs9z4XGEt+t6ebuulx++cICzFqbz1QsWSkXNceLSZdk8vi1xT22lXKAoVTfjxXGhVYtBo6RzMEh9jwO7O3olpMAaDgWpbZ9cFrSjycbH1xdKHsdzhLMXZsQcwHx0SxN72uw8+5nT4+5r1Ch5+JY13P7oTjoSjBj/5YeWcdWKYy4aR3uctNrctNrcbLr3TToHPVQXW7n32mUUjLKdi8X4+GmVQsZFS7ORy2TUdQ0R8AUJifDK/i4GPf6oxNBWm4tBd4DCVB0p0nDovGFW1zVFUQwAnwVeBg4AT4iiuG/ivSQkJEYjFwQME3yoVhdZ2Nl0TJtZ3+tkdaEFpVygIstAvlVLtilsm6Wd41G6gZDIawe6+dQjOxFFkbmU9Hmy8tXzF5Kaoop6fWWBGaVcQC4T6Bo8VpQszzdzsHNiP+JkyDRpONg5xJAnELeIaO53U9s+yJJcEwXWiYua+65fxncvWzzj1ymRHIIg8K1LKomVKr27ZYA3D/eMibkfT1WemZWFloTPN15LXDPKmadz0ENJWgqPfKJ60uI4HutKUvnOZZX86OqlXLA4kwsWZ2LWKakbtdrX0u/iC3//gA0/28zFv36btT96nbufraXVFh3ZLjH3kKKmJSTmOHaXn8Y+J7c+soOeYfstlULGoiwDokhc5wmBY4J/AVg1fHOZyMJtrmBNUbE018T2xn4KrDrOKEtjw4J0cs1a/MEQWqWcojQpIWum2Frfx0f/uJVASKQ8Q4/d7ad7yItaIaBWyhkc1c0tSUuhfhbCQU4rsRIIiQy6/RzqmrwAFyASWjI+EOTBG1dx/uKsGb9Gienz85cP8pvNR2N+zahR8NznzoibfveLVw5x/xtHEjrPzm+dS+qwXCsUEtnws820DbhJ06tYlmfm9YPdfPy0Qu65Ysmkxxpw+djVMoA3EKI0PYXSdH1Es1zTbOO3m4+wt83OgMvPp84s4cvnLcDu9nPp/e/ElLQJAhRadZyzKJMzytI4c0E68lhPDpMQDIn8+vU6Ni5MZ2VB4g8PEseYKGpaKpAlJOY4oijyi1cO88Dm8I1BKRfIs+imNCClUcgwapWYtErqume++3ciuKQqm29cWEH+JJ1EicR4cW8Hn3v8A7QqOV5/EF+MIAYIyxziOU1MhzVFFrY32tAq5SgVwpiifCIyDOqIbzNAnkXLm187O6mCQ2L2CYVEvvTELp7dFXs49K4LK7jzrPh2aiNx9f/7Wh3BkMiaIitP7mzlYOdgpBhdkKnnlS9tHLPfN5/ey1M7W7l2dR6Lso18+5lalHKBmm+fh0ETPVz3q9fq2FLfx69uWM7ORht/396CUatkwOXD7vbz1J3rUcpl+IMhvvWvWv6x45hMqbrIikwGW+ontuIckZzkmDRcuzqfCxZnUpltjDswGAtRFPnXB20c6Xbw1fMXIpPe91NCKpAlJOYpgWCIr/xzN019rohF20RBCvGw6pTkWnTU9zhiDvDNV1RyGd+7YrEUFzxDvFzbwf++VseBOHZaKwrMU/AhnhrL8k3sbrGzLM80Jn0xEdYWW9ne2E9IhN98ZCWXVGXPyjVKzAy+QIirf/duTIvJxz65ljPK06Z8TLcvyKf/upONC9KpyjfH7Kje/NA2dCo53718MXc8upOa5gHuv2EFly3Lidp2yOPnQMcQa4qiHS56HV4EiHSotzf288e36/nSeQv4zjP72NaY2OdzdZE1attcs5ZLl2XzxXMWoFUlJonzB0PUdQ3x9+0tfC+BjrjEMSYqkCVvJQmJOcyLtZ08u6sdURRZU2RBq5LTlkAs6wjZJg3VxVasejWDbt9JVRxDOHDgG0/v5b5XDkl65RnggiXZXLosB61SxqoCCxqljOqi8P/XFFlmrTgG8AdC4SJ5isUxwNaGfkrT9ZxXmcnZFdJQ3lxHpZDx0M3VXBrjQaY4PTnplFYl56Fbqrn59OK4coMMgxqXL0iGQcOtG0pITVHxx3caONId/UBo0CipLrbG7Oam6dWR4hhgTZGV39+4moosI/+4fR2/+vBybl5fNHkseoxmb9uAm9+/Wc8Vv3kn4c/6n710kPvfOIJBoyAw0+bkpzBSgSwhMYdJ1YeHp3a32tneaEOvUiRk06aUC6wtttI7FE6AOtLtoGkWlsXnCr9+4wiXPfAO//fmUf65o4Uhj3/ynSRicufGUs5ZlIlCLqCUCWxrtJFhULO9cXa16+12D7vjBJIkQt3wErNOJbkEzAfSDeEQjz/ctHrM8LBaMTtliSiKvHe0D18gXECeX5nJG185izabi50zOJchCAJXLM/lu5cv5sUvbODx29ZxXmUmMVUTEzzUH+5y8Jm/1sT9em2bHY8/yOaD3TxV00ZFlpGvXVAR8ZRvnIU5gVMN6ZNEQmIOc1pJKvlWLS3Dxe34sIZ4lGcYpizDmO/Utg1Glmy3NfTz8+uWneArmp/IZAIXLM4KxwMLArlmDYGQOOyEIuL1i/S7puZHmwjeGFHWU2FpromFk3XsJOYc51Vm8vAta/jm03tBgEBQxOkNoFPJp6TFTYSvnL8Aiy7cdFDIZRi1Aj+/dhmnlabO2Dl+/+bRSCS1IAicVprKaaWpPLaliW89Uztu64n/fbtbB/jyE7u4dmUe60pSCYkidzy2E7VCzv6OQfRqBa02F9+7YklUGuGulgHePtLLjVICYNJIBbKExBxm0B0g13ysQE4UXYLatZOVt+p6EEVxxm+wpwprS6zIBQGbNxAVEWzSKpMK7JgMfzCEQaOIOl+ipBukgJn5ytqSVN746ln0Obxc+Ku36RnyYtAo+PhpRVy5IpeyjGNJem5fMGFt7mgEQRjjizzyWryEvGRweAP864O2SIE8mhuqC3jwrXqa+49ZvIlM/EskivB0TRtP17RRlqHnP5/fwAMfWckr+7swaBQUpqbwkeoCTLroIcOLlmZx3f+9T2qKiouXSpr8ZJAkFhIScxiTTsnjt63jrgsrYi/RxaAy20hL/6nts9k16OXISeLWcSLIMGi4YW1BzBVgu9vP0uFo8/EsyU0+3CUQEimw6lDJk3uoeeNgN3c9uSfp80uceHa1DLCuJNzNHfIEeGDzET72x61899/7uPflQ/zuv0c5697NbLr3v/y/f+1lawIhSseTFJWcBz6yIubX5DKB08vGDh8Kk3SQR1iYaeC+68MrYhqlnMuX5fCTa6q486zSmMUxgFoh58EbV9M+4KbX4eXpmlZpTmOKSB1kCYk5jiAI3HlWKR12N4+8P3EscHh76BpKTIpxMnO4y0F5prTkniwfXVvAr1+vi/m1PocPtULAGwjfcCuy9BzqcnC028mSHCMqhYyaJAb69rUPxpzsT5TJOnISc5tzFmWyqSKDZXkmtjX0U9NsC1uq1bSOW1nwUt/r5Lnd7Tx261oKU1MwaWMXiscTQRDiRmYf6R6ioXfsQ3u896tercDjD0aST+t7HfgCIVRT1GdnmcLDiBAeJGy1uVErZbx/tI9Lq3IkK8RJkApkCYl5wm0bSnhud3tUKMJ4TnV5xQjL8mN3OSUSI9OoYVm+md0t0YVuq81NVZ4JjVKO2xdk0ONHFMHtD1LbPohWJSdFJZ+ya4pCBjZX8g93pen6yTeSmNMIgsCtG0q4dUMJoigSCIkoZAKNfS5erO3grcM97G8fZNATYNAT4PIH3gXArFNyQ3UBnzyjmLRRDhP1PQ6KUlMQCXdxgyERjz8YSWs80u0YI+EYTSAYQi4Tpi3VCoZE7nyshrpuB+tKrHQPeofDdsYetyxDz1fPX8DZFRm4fUFe2dfFT186SJ/Tx4ce3MJ3L1+ctKZ4tF98UWoK33hqD58/p1zykZ8AqUCWkJgn5Ft13HPFEj7/+AcTblff44wKTzjVyDFpyLNIH/zTJd+ijVkgA+yZwI7N7QuSrlcnXCAvzTXSNeilx+GlbrgLHRLhUOcgcfJKYjIbw4MSJw5BEFAOS26K01L49FllfPqsMgA8/iBDngBKucChziGe2dUW1s07faTp1XTaPXzu8Rr2ttkpTtPzPxdXUJVn5vr/e5+uIQ8bF6SjVcrJs2j57KbyyDlrmvr587uN1HU5KMvU851LK8k0aqb17wiGRP5w02oUcoFcsxZBEHh2Vxt/29o8ZrsLF2dx4ZKwXlitkHP9mnwEAb725B6CIZHvP7+fM8rSKJ5miuiyfDNLc010DXk42DnI24d7ue3Mkmkd82REKpAlJOYRlyzN5r5XDtHYF19j3Of0sbbYekoXyLecXnyiL2He4/EHeam2M+n9Hd7ErfaUctmY92tte9iNxKhRsCTHhN3j53DXEP5JquW/vNfI7WeWYk1RJXfREvMGjVKOZtgebm1JKmtLxjpRyGUCd1+2mLIMPRqlnFBIpKHPyXOfOwOFTIh0lEdo7HVy7yuHcPuCLMwy8MVzF8TtLE8VlUJG0bii9orluRRadRzsHKJ7yEv3kIcrlkcHllyzMo89rXYe3dKELxDikw9v57YzS7hhmuFIMpnA/vZBluWZ8AaC9Dm8Y7ydJaQhPQmJeYVcJnBHjAnp8Wxt6Kcy24hOKcOqU7G6MLZxPkB5pp41RRaq4gxezTc+tDqfWzdIBfJ00SjlnL84c/IN47A0z5zwtgpZ7FvRoCfAe/V9qBQyluZO/v70+EM8MSryV+LUJd2gZkmuKVJEH+wc4lv/quWiX71Fx6BnTHEcCoXt094/2sfdly3m6xdWzFhxPBHLCyx8uLqAz59Tzg+uXBpzZkImE/jeFYsjg9r1vU6+++99/Pg/B6YdClLf4+SBzUe5bUPJpNK9UxGpgywhMc+4amUuv369jna7Z8Lt9neEu3Auvw+lLVpDl2/Rkm5QR4ap1hZbZ/5ijzM3VBfwwyuXSPZuM8SdG8t4ZV9XZFhoKgRDid+8Jzu6ANQ0D4zxBI/HY+83sjjHyIZyKVFP4hiVOUb+dtta9rTaSRk3p+ELhvj02WWsL00do18+nkxkSzkyqH3NylyOdDto7nfx30M9fOQPW3ns1rVTHt4bYURWEQqJvHm4B4VMiOp0n8pIBbKExDxDrZDzxXMX8PWnEre08gfDMb4GlQJfMASCwPbGflpGpfIlUwTNJa5dlccPr1yCTJrMnjGW5pnYuCCd1w92T3lfpzdIdbGFUAh0ajl1XUN02r0xi2GXb2LvY9lw4ZBhUMctkDMNagrTUjjYMcibh3qkAlkiCkEQWJYfvbIxYp2WDC39LowaZVy7tUR4dlcbLl9wUtlEhlFDhlHDeuDD05RYjEYmEzi/MjN8b5CIIBXIEhLzkKtX5vLg2/UJe/32O/30O+0oZALpBhUd9mh9sn8efzhaU1R8+9JKqTieBYJJeqce7ByK/HlVoYUOuxeFTGBFgZmdTTZyzFoGXD4c3iCD7omXd3uHEyR1KgXL8k2o5XL8wRBKuYyQKLKjyUbXkDdib6hRSk4uEseHXoeXTzy8ncuX5XD7xtIx3dxEw4r+9UEbaoVs2rri6SC5WUQjFcgSEvMQhVzGXRdWcNsjO6a0XzgyWBuzQN7Taqcq18SR7iFc04z9Pd5848KKOeGDerLR7/TFdbGYCu7hDnEgJLK90YZSLtA+4KYqz4woivQ5fazIN9PU76TfGV0sm3Uq6HPRanPT0Ouc/LqTdLMYGUy8ckVuUvtLnDoc6BjkUOcQTl8Atz/IL149zO/fqqc0Q8+qAgt9Ti91XQ5uPr2I61fnxz1Oq83F23W9BEMiBzsHqchKPmxHYmaRCmQJiXnKeZWZXLA4k5f3dU1pv4mGMfa02VEpZBSm6sgyatjakFxgw/Hk5vVFXL8m/g1IIjm8gSCf+WtN0sM7JekpqBUyRBH0mrEPLyNuFLuGi+81RRa2N9pYnGOMKpCNWgXN/eGiWJtgZ7h9YGrR7CPsaLTxpSd2UZquj5sWKCHx+oEubntkR1TcusMbYHfLwJiHyslWM/qdPoLDB/rVa3X87mOrZvx6JZJDcrGQkJjHfO+KJQkXDSOk6ie2wPIFQjT1udja0I81RcnaYiuV2caIH+lc4tYzivm6d06LAAAgAElEQVTu5YtP9GWclNz36mHen0aUrwAc6BjiYOcQ2yZ50NrVMsCKAjM9MawJF2YaIkWzXqNI6H3oC0x9BUQURZ7+oBVRhIfea5jy/hKnBt5AkD+/2xBVHMfiR1ctnVTb/HZdb+TP2xtt0708iRlEKpAlJOYxFp0KxRQLV9kUHB76nX62NvSzv2OQwtS5N918Rnnaib6EkxKPP8hftzRPvuEETGXm0x8U+aB5IMq7WyAcnV6ZHba/2tbQn1BaXjIF8qce3cnTNW0AfJBETLbEyUVtm53v/nsfT+xoQRylw//xfw7y7pHJHxyNGgUXL82adLvR71WH14/d7Z+2fZvEzCBJLCQk5jEqhYw7Npby85cPJbxPKEm3iuZ+F6kpKvqccyetbLLgCInkeP9oHw7vxM4SkxESk7vJZ5vU5Fl0+IIhjnY72dZgQyaE0/ac3iAHO4dYWWCO2BPG4lDnEIFgCIU8sR7QziYbm0c5dbTaXFPaX+Lkodfh5ScvHuSl2s7I78C2hn5+dk0VEB6oS4S7L1sc1s5PgkFzrAzz+EN8+q87aex18cgnq+dUdLrHH8QfDGHQnDqzHtJvv4TEPOfTZ5Xy3csqUSVwM1fKBfa3x48Inojx3qFzAbc/sShjiakxE9rzZJtgRo2S7Y02drfYIwVKSIS9bYNYhhPyJitcyzP1CRe3f93axA0Pbhljc+gPiry0L/kUQYn5iccf5It/38WTO1vHPCA+ubOVFd9/lY33bo7ohSdjb5s9oZUMy7gi+t0jfbQNuLn90Z1Tu/hZxu72c+djNSf6Mo4rUgdZQmKeIwgCN59ezMaFGXzn2doxmrbxaJVyhjzJdQZtLj+pcyzCV0zSgkwiPqIo8kyCXbLJjjMVKrIMqBQyUlRyFmTqaeh1Rq0Q9I5IMCY59OfPKZ/02rY29LP5YDe/f6s+ev9NZVgT6P5JnFz85MWDvHMk9uen3R2WPyTKw+818u6RXj55RjHXrMpDGeeB7cXajpivO72BhG3ijgfpejVXrsiZU9c020gFMuHluOK0lKTTaCQk5gLFaSk88olq/rO3k5+8dCBmoMKgJ8DyfHPEPWCq5Jg1lGakICDg8gXY2zY43cueFuUZ0dGsEtOjx+Glc3DilMZEyDXraBtI7DiLc4wc6Bgco1vONmnINWvZ22bHO9yJyzJp0Knl7GiK3+G+5fQiNi6IHxLy05cO8nJtJ/UT2MUVp6ewvkzSt58KBIIhnL4g971yiM2Hemb02HXdDr7x9F4e29rE7z66Kspr2BsI8v7R2HrmDruHxj4XxXMk2U4mEzh3USZ/fLshksA3XTrtHl7d34lWpeDaVXkzcsyZRCqQgYVZ0k1W4uRAEAQuqcrm/MWZPF3Tyq9fP0LbKMsrhUw41oVLgtEF8YmOplbIBEoz5sbN42TC7QuSopJTnmlAIRPY3zGIyzd1KcuOpn6q8kzsaZ1Y0lNdbI3pctFh99Bh97CqwMLO5vB0/9aGfiw6ZcwBwFWFFj6+vojLqrLjdrhsTh8Pv9s4oTRHrZBJD16nED9+8SBKuYz6XifN/a5ZOUdt2yBX/OZdLqvK5vaNpeSYtQA8v7sD5wS/W/e9epj7b1gxK9eUDGadils3FM/Y8Z6qaaU8Q8/ZFRkzdsyZRCqQJSROQpRyGR9aU8BVK/L45F+2R2QXq4ssbKmfGW/joz0OluQaqT1BXeTitBTUirmni57vZJu0BENiZJUhx6yhJD2FUEhEBEQx/F9IFAERS4qa7Y39jFdUKOUygkGR9aWp2N0+gqGwJ+zeNntEx7m22Dqp3jk0Tk8x3pf5kqXZ3LGxNCHf4r9ubZpUt744x8iSXMkD+VRgwOXjT+80oJAJYzTos0G/08df3m9iS30/t51ZQqpexf1v1E24z3O727nrwoXkWeZOyt105RWBYIj/fa0Ou9vPHWeVkjv8sDAXkQpkCYmTGJVCxn3XL+e+Vw9T02yjqddFukEd0292qvQ6fBhPYHrdROlUEsmjUsjIs+oiMebtAx7aJ5RKOFHKBQxqBVqVgnSDCp1KQSAUwh8U8QVCpKiVtNncHO4aItOoxhsQyTKqExoGlE9wQ/7cpjK+fN6ChG/aiURQz0U7Q4nZYUSGNtvF8WgOdQ3x1X/uTnj7ZGdG5jI7m2yIiAkNlp9IpAJZQuIkJ92g5sdXL+WKB97h0KCHNUWWGSmQAVJUJ+4j5PLlExvwSyTP/31sFVf99t2Eb87+oEi/yw8uP3kWLe/F0VUCpOk17G2z05+gXWCs0sWgUfD1Cyu4cV1hQscYYVm+edJtLloyuXetxPynuc/FJ/6y/URfxqRsb+xnUfbJEz+tkMt4/FPrTvRlJMTcLt8lJCRmjJFhj6Y+F7mWqS1rKWRQaNWyPM/MigIzecP7y07QMLNaISNdrz4xJz8FKMvQ88VzF8zKsfe22VlVaEl4e/84qyyDRsHfbl035eIYYFWBhZIJhp4MGgVnTjDgJ3Fy4A0E+d7z+2asUTCbfP/5/Xzz6b20zJI+WiI+UoEsIXGKMKJjG59WNhlri62ICDT1u9nVOsAHzQO0D7hZW2w9Yct/N1QXIDtR1fkpwhXLc2ZtCfSDZhsrCibv5gJoRvlv69UKXvrimQnpjWMhkwmkqOOvelyyNDshGYbE/KO2zc7L+zr5xSuHuOTX7/Dage7Jd5oD+IMij29r5tz73uSPb9cn7MM8XTz+4HE711xFklhISJwi6NThG79WKaM7QRsvi05JTbMt6oMyJMK+9kGEyQxpZ4FVhRb+5+JFx/28pxppejWXL8/hyZ2tU9ovEfvjkAi7WgbiOliMIBOgzXbMhcWkVZJj0kzpekaztb6PvW3xXTUk2c7Jg93tx+sP8u7RXp7f3cFbdT3zOnnTGwjxgxcOUNfl4KfXVs36+fa02vnWM3v58dVVU1rxOZmQOsgSEqcIuuHOmNsfYnkCWkyADIMm7k3F4Q2QewKmq3989VLJs/w4cedZpSjls9OpF8VwhG/eBHKfZXmmMTaFbQNunq5JLsTE4w/ym/8ejfv1NL2KtcWpSR1bYu7g9Ab4f//ay5ofvEb1j17nS//YzesHu+d1cTyaf+1qm/ChcqaoLrby6bPK+Ogft/D3bc2zfr65iHSXkZA4RfCNyv7tHhwrszDEWXY26yZ2qUgkSnUmUSlklKb///buOz7O6kr4+O9O7+q9WbJky93GQlQbG0wNWUoKkN2EDSSUlDckm2RDstndJJvNu6n7kiW9NyDZhEBICB3TYoxtbHC3bMu2ZPU60vSZ+/4hWR6jLo080uh8Px990Mwz88zxRTM6us+557rO6mvOZwtzXHz00rF3pTvFbFQUpduJxCb3M2E0KM4rzyTNfubP4MIcJwda+oY9/kcvHZ3U+U/52hMHeOHg6BtBXLEsH6OU7cxJWmv8oSi/397ADd95mV+/evyMz7tUEorE+Mrj+87Ka12/pogf33ou33zqIJ/83S4C47RITDVSYiHEPHGs4/Qij2OdPnLdVlq9waFetHkeK6WZDryBCN5AGKvJOG7PWJfNRG15JjGtiUY1r09xh76JqM5384W/WyZJzFn20UsrefFQG6/Vd435uIocFweavWfM+E7EsQ4f7d4gq0rS8YciWExGFLCv2TviBiUHW7wcbPGyKG9ym3kc6xh95zyQ7hVz2dP7WvnLm008nIAt0ueC1493840nD/D2VYVU5bpmdOvniyqzefqfLuH+5+r46+5mrl9TNGOvNdtIgizEPBGfIAOUZNhZUuBm88GBTURaeoO09AYpTLcN9b11WYwsKXCzr8k74jnfuktatstCe9/E2ndNhGNwRzejgn+5dinnlM7PWrhkUkqxsjh93AR5qs5dkMH+Zu+w1nDl2Q56/OFhj4/G9JQWh1bmukddmOWwGKlN8s6QYuoOt/XNm+T4lG8/W8e3n63j1c9eRp5n6nX5E+Gxmbn36vm37mNaCbJS6mvA24EQcBh4v9a6Wym1ANgHHBh86Bat9V3TeS0hxPTUv2UGbfvx7hEXX8RvCtEXinKoxcua0nRePz7+7HCGc/oJstmouP3iCq5ens+yQg+mWd5Mfj4wz8D/A4OCNSWjJ945bhtH24e3tlIKyrImX/v+ntpSvrd55Brk8yuyZFfGOayjb/a3a5spW4928vZVsrh0Jkx3Bvkp4F6tdUQp9V/AvcA/Dx47rLVePc3zCyESIBCODrv0ne2y0BsYPkP3VpHYwCW9NSXpmIyKXQ09o9Ye20xG1pZl0OYNcLxzcpfaL6jI4uoV+WxcnEtJ5uzZWlUMdDNJtDWlGWw/Nvqs9LH2kUsiTAZFty9E9iT7YJdmOXDbTCPOPl+5LG9S5xKzRyAc5eevHEt2GEnzT7/dRUxrrls9f0ofzpZpJcha6yfjbm4B3jm9cIQQM+FYh++M9lvnLshgx7GuSc32nqovLkizkeO2DiuvAIZaaK0o8gATS5DdVhP/9nfLeMc5RTNaSyembiI70E2UyaBYXZLOodaRy3ZOafEGcVqM9A/WIRsUbFqSx90bFlKZO7n641OWFniGbW/ttBi5dqXMwM1l+Wk2js/TjTRC0Rgfe3AnTT0B7rpkYbLDSSmJvG52G/B43O1ypdTrSqnNSql1oz1JKXWHUmqbUmpbW9voK4yFEFN3uO3MbgAGpZhq16OmngBvNPRQkGZlZdHwDRuUYsK/rBwWIw/ccT7vXFssyfEstrI4bUKLI88boY53cb4bZ9xmH0sLPWw71kWPf+w64kynhf5QFIvRwD9euIDNn9rID95Xw5pp1KF//V2ruKW2BIvJQLbLysc3LeLhD1805uYhYnazmY3cvUESw//7+H5+8+r8bMc2U8b9VFBKPQ2MtLz3c1rrRwYf8zkgAvx68FgTUKq17lBKrQX+qJRaprXufetJtNY/AH4AUFNTkxqNCoWYZY6+5XJ1It5oTT1BSjKHb9u7KNeN1WTgaEf/uIupvvnuVSwfIckWs4vDYuL8ikxerusY83E7jnedsVDzVIeUNLuJtaXpaAa6UIxnWaEHj83E34508tV3rkzYyvmSTAdfuXEln7qyGofFKLvmpQCtNU6riapcF4dah7cFnE/uf66Om88tkV1GE2TcBFlrvWms40qpW4Frgcu0HriIq7UOAsHB77crpQ4Di4Bt045YCDFpbW/ZXjoR/YvLMh3sGKGGNM1uZmt9J+cuyBiz84HdbOTypdJaa664tDpv3AQ5HNWYjQaMBsU5pelD5Qw9/gjbJ7DI85Q2b5A9J3upynXx7P7WhLeWynRaEno+kTzeYITvPFdHc8/EdgdNZY3dfjqnUJ8vRjatEgul1FUMLMr7O621L+7+HKWUcfD7CqAKODKd1xJCTN1bE2RTAmYYPHYzkbdsQV2d72Z/Sy9Oi3Hc2eNwNEZfcPLtukRynLtgYqUNFqMi22mZVlu40iwHZqPCajawKE82hhGj89jMXLE0D698lgDIVZEEmm4N8v8AbuAppdROpdT3Bu9fD7yhlNoF/C9wl9Z65vdGFEKM6GTP6QVzteWZbBuje8BEvdnYQ0W2k7WlGdSWZ7KmJI1DLV7Ks5w4rCb2N499KT0S07LpxxyyoihtQr2Cj3X6afFOr+3WtvouojHN7sZeLqrMnta5ROr76GVVWGX7eQDemMHNmuab6XaxqBzl/t8Dv5/OuYUQibG/uXeoh/GyQg9bjybub9Uj7f3AQH2zUQ207ppo8r0wx4lLFkfNGUopvnXTam76/t/IcVs5MMpOd4kS0wMLPhfmygyyGJvZaGD9ohye2tuS7FCS7rubD3Oh/FGZEPInlxAp7ocvHB363juBvsdT4TAbWJzvmXBybDEa+NSVi2ckFjFzitLt/PK2Wt5s6GZJgYeFOU6UgkV5LqKxqS39XJjjpLY8g5EmAO9YX4HHlvgezCL1fOum1VhkU6Ez2nmK6ZGfJiFS3KnNQMqzHZPevGMi7GYDJZlO9jYNa1IzIoOCX33gPK5aXpDwWMTMK89xceuF5Ww/1sXhtn7QcLClj7opdBCoKcugvsPH1qNdnFN2unzDbFR866ZV83J7WzE1LquJ2y4uT3YYSXfOCLujiqmRBFmIFHdqRfMUJ/jGZDFCdYGHAxNo3XXK+y8qn1Atq5i9PnppJemDu+tN9cfKaTFyoNlLNKbJdVupazmdYH/umiXcsKY4AZGK+aRUduDk6uXSGShRJEEWIsW92ThQf+yegXrfVSUZvH68m3MXZGA2jr/grijdzicuX5TwOMTZle6w8Mkrplci0x+KUpRhp7Y8k1ZvkE7fQO/kVSXp/MP5ZYkIU8wzK4vnd091i8lAdf7UdpkUw0mCLEQKC0dj7D3Zi8mg6PYnvv64d7CV22v1XbisJs4pTSfTOXLNqNNi5Fs3rZZdy1LEe2pLuaAia1rn2N/sPWPRaEGaje/9wzmYpJZUTMHyojTWVc3fBWppdrPsSJpA8ptKiBRmNhooyrDT2hukJcGN9O1mA4fj6k67fGG6jnfjtho5pzSdHXEbQ+R7bPzo1hrZNS+FGAyKr9y4gg1ffz4h51uY4+SXt59HQZo9IecT89NdlyzkxUPtCT/vkgIP66uyWV6Uhstmwm01cbzTx/88WzfYzSf5Ni3JTXYIKUUSZCFS3IIsJyc6/Swt8Ex4Id1E5Hls1Hf4ht3vDUbZcbx7aJvhVSXp/OL9taQ5pBtBqvHYE/P/tKYsgx++r4YM2eFOTNOCbOe0z1Ge7eRdNcVEo5oct5WN1bnkeWzDHlezIJMb1hThC0X52+EOvvN83RkTA2eTQcEH11Uk5bVTlSTIQqQwrfVQdwGXLbFv9/Eu5TV0+TEbFZ+6YrEkxylq88HWaT3faFD844UL+PRVi7GaZAcwMX2NXVPv1PPummKuWJrPxurcCW9ipJTCaTWxaWke6xflcMW3Ng+bOLCaDFhMhnF3F52qgjQb33z3aipypGd4IkmhlxAp7GBLH02DpRXb6jtxWRKXhOQMdscYTUGajQ9vrOSiyunVqYrZ6+optOozKFhe5OEjGyt55hOX8Plrl0pyLBKizRvkT7tOTum5Swo8/Nc7VrJpad6Ud/i0mAz84UMXUR43i202Kr733rUszpu5xXP/eu1SLlgon7OJJjPIQqSwv+5uHvo+pqfekmskSwo8bK0ffVe+lcVp3LNJOlakMovRwGXVuTyz/8yZ5LIsB9etLuKCiizS7GZMRsWBZi/l2U6iMc2qkvQkRSxS2a4T3fxm6/FRj19ancv1a4ooSLNhNxvZ19SL02oizW6mOt+dkAVumU4LX7puOf/w41dZnOfm/92yGm8gwo7jE9tEabLWlmVwxTJp7TYTlJ5F267U1NTobdu2JTsMIVJCKBLj4v96llZvEBj4IN0+wZ3uJuLq5fncsa4CreCBV4+zv9mLLxTBH4py94aF3HRuKZaRtkcTKSUSjfHy4Q6+/cwhLlyYxe0XV0hJjUiak91+vvyXffz5jaah+zYszuH2i8u5oCLrrHRI6ewP8R+P7eW6NUVcsiiHex58HZfNxINbTxBJcEP6n73/XDYsnl2L8778573cdnH5nFhwq5TarrWuGfGYJMhCpKZHdjbysQd3Dt0uzrDTMI36vJHkuK386vbzWBzXezMW0ximeIlSCCES4XiHD384SiQWY2mBJ2ntz052+3mtvpON1blc+vXNtPcFE3buimwnT3x8PeZZ1hbxlcPtfPyhnVy7spB/eduSWd16bqwEeXaNqhAiYX796pmXGkORWMJfo80bpC94Zn9lSY6FEMlWmuVgcb6bZYVpSU3QCtPtXLe6CINS3Hfzam5P4HbYX75hxaxLjgEuXJjNxzct4scvHWXPycR1TjrbZt/ICiGmrb69f2gDBqNBsbYsfajUItHu/tUOWr2J7bEshBCpxGU1cWFlNp+/dilvWzH5xa1vle2ycl55ZgIimxk315byhb9bxv3P1dHVHyKW4NKSs0ESZCFSTFd/iO8+f3jodq7byvZjM9ebUylwWmS9rxBCTMQ1CUiQlxS4Z/3VuptrSzjQ7OXDv9nBj146kuxwJk0SZCFSzL7mXh7admLodiAcnbHXMii47+Y1sn20EEJM0IbFOawty5j08ywmAxXZTpYVenh3TckMRJZYVpORd59bwiuHO/jj6yfZcbwLrTVH2/v51ZZjyQ5vXPJbTYgUk+U8sz9xly9MebaTowneDnVBloMPbazkvArpvymEEBPltJr45e21PLLzJM8faOVQS9/QdtUuq4kvXb+Mn75czxsNPcDARMSHN1by/ovKyZxju02e6gOxt6mXG7/zCg6LkUhUs7o0nX84vyy5wY1DEmQhUkxlrotMp4XO/hAAK4rSaOgaviX0RGQ6LVywMIuu/hAZDgu5Hit5Hhu15ZmsKUmf1auThRBitnJYTNxSW8ottaXAQLeLp/e1cH5FFovy3Fy5LJ9Hd57kga3H+fRV1VxUmZ3kiCevpTfAk3ubz7jPFxq4onn96qJkhDQpkiALkWK01mQ4zEMJckd/kC5feJxnjawvEOG/b1o9K1dKCyFEqihMt/O+CxYM3XZYTNxcW8rNgwn0XPTeH7/KwZa+M+6785IKbqopoSTTkaSoJk5+6wmRYh547QSH2wYu1xWm2TjZPfUOE6VZDkmOhRBCTNpf/s86fvKPNVjjNoyqKcukIsc1J36vzP4IhRCT8trR09s/F6RPbiejt1ZM+ENRZtNmQkIIkeoC4SiH2/qIxrVGi0RjZ9yerRq7/Ww50gGAyWhg4+JclhelAfD2VYVcvjQvmeFNipRYCJFi9jWdbsw+2S5AT3/iEtq8QbYc6aAwzc6G6hypMxZCiLOo2xfm8m9uJsdt5bIleZzo9LGtvosMh5lX7r0s2eGNKhKNce19L+KymbjtonKCkYFdDLcf66Iy18V/XL882SFOiiTIQqSQQDg6tBoaTi+ImKhwNMb5FVmcL50phBAiKfLTbHxwfQXf33yE38TtiKr8SQxqHFprPv/IHrp8Ybp8Yb7wp71cvjSPuy5ZyO/vvpCVxWlzoqwi3tyKVggxpt2NPTgtRu67ZQ0OixHjJKeQP/Kb1/nXR3bzlb/sm6EIhRBCjGekLanfvrIwCZFMzJ/fbOKBraeT+XyPjS9etwyAtWUZcy45BkmQhUgprx/vprY8i3WV2fhCUUyTTJA7+0OsLE7no5dVzVCEQgghxpPrtrFpyel63dUl6Vy9Ij+JEY1Ma83Drzfwid/uGrov22XhZ7edS0Ha5NbAzDZSYiFECrnlvFKuWVnAq4ML9YKRGFaTIhgZf3GHx2bisY9eTOEkF/YJIYRIvK++cyVff/IADrORf766etITHjOtrrWP//jzXp4/0HbG/R+7rIrqfE+SokocSZCFSCG7TnRTmG4fWkV8vMOHw2IiGBm/D3J1vkeSYyGEmCUynRb+84YVyQ5jmM0H2/jVlmM8s6+F+MYad6yv4N01xcN2c52rJEEWIoV85fF97G7sHao99gYj1JZnsjWu9dtoasszZzo8IYQQc1Q0pvl/Tx/kvmfrhh1bV5XNZ69ZkoSoZo4kyEKkiEA4yv4mL8AZ/TJ3N3SP+pyqXBdfvmEF5dlOPHb5OBBCCDGyz/7hTR7admLEY/dsWnSWo5l58htRiBTxu20niLylkbzNbCAcHb3++Ee31lCW5Zzp0IQQQsxhe0/2jpocf+DictaWZZzliGaeJMhCpIBHd53k84/sGXZ/Va6bNxt7RnyOxWTgcFufJMhCCCHGVJ3v5sVPb6TLF+IPOxrZeaIbj93MJy5fxOqS9GSHNyPUbNpGtqamRm/bti3ZYQgxJ3X1h/jYQzt54eDpFcVrStJ4/cTICfIpN59bwvpFOWxakofFJJ0fhRBCzA9Kqe1a65qRjskMshApIBCOcvevt7PlyOnFeIvyXOMmxwAPvnaCVw53cNWy2ddjUwghhEiGaU0XKaX+XSnVqJTaOfh1Tdyxe5VSdUqpA0qpK6cfqhBiNH/Y0XhGcgxMeOeixXlu/uP65RhmWY9NIYQQIlkSMYP8La311+PvUEotBW4GlgGFwNNKqUVa62gCXk8I8RbP7m8947bTYmQi6e4nLl/ERzZWSnIsxCzyhx0NtHmD1JZnUpXnxmWVi71CnG0z9a67DnhQax0Ejiql6oBa4G8z9HpCzGtvbdFmNRvZfbJ3zOcsyHJw1yULJTkWYpZ5dn8rj73RBMCDd5zP+RVZSY5IiPknEQnyR5RS7wO2Af+kte4CioAtcY9pGLxvGKXUHcAdAKWlpQkIR4j5J8NhOeN2NBYb9bFKwZVL8/k/l1XJojwhZqH/vHEFX7lxBXazEdMES6WEEIk17jtPKfW0Umr3CF/XAd8FFgKrgSbgG6eeNsKpRmyXobX+gda6Rmtdk5OTM8V/hhDz29XL84d2zwNYnO9hWaFnxMf+81XVfO+9a1k6ynEhRHJ5bGbcNrMkx0Ik0bgzyFrrTRM5kVLqh8BjgzcbgJK4w8XAyUlHJ4SYkLVlGVTlutjfPLCT3tajnZRk2hP6GrGY5sW6dorSbbR5Q+xt6uW955fJLLQQQoiUM60SC6VUgda6afDmDcDuwe8fBX6jlPomA4v0qoCt03ktIcToAuEYjV3+M+470elnZXEaR9v76QtEhi7h/H57A+85rxSPzTzh87d5g7zvJ1uJRGO0eoP0BSMsKXBzcWU2i/PdCfyXCCGEEMk33RrkryqlVjNQPlEP3Amgtd6jlPotsBeIAB+WDhZCzBy7xch/37yarz1xYGgWGeCNhtN9kEsy7dy4pgiXzcTuhm4urJx4SVOO28pX37GSpYUeun0h7BYjDousrBdCCJGapvUbTmv93jGOfRn48nTOL4SYuI2LcwmEo9S3+/jd9hPUd/iGjn36qsU0dwf4n+cOE41p7rmsalIJMsCK4jQAslzWhMYthBBCzDZSPChEijAYFJcvzaeh2yc/+nIAAB12SURBVIfHbuada4tYW5aB2agoTLPziy3HiMYGCi1+8spRthzpSHLEQgghxOyktB6xuURS1NTU6G3btiU7DCHmNK01f93dzNeePEBDl59zStLZ2dBNIHy69ZvbZiIcjfHumhI+cHEFpVmOJEYshBBCnH1Kqe1a65qRjkkRoRApRinF1SsKuHxpHk/saeFHLx05IzkGqMxxEo5pth/r4sGtm8lPs3Hhwiy+fMOKM9rFCSGEEPORJMhCpCiT0cDbVhbwtpUFtHmDHOvo54k9zTy7v5VDrf0sK/TwscuqyHRZqG/vpzrfI8mxEEIIgZRYCCGEEEKIeWisEgtZpCeEEEIIIUQcSZCFEEIIIYSIIwmyEEIIIYQQcSRBFkIIIYQQIo4kyEIIIYQQQsSRBFkIIYQQQog4kiALIYQQQggRRxJkIYQQQggh4kiCLIQQQgghRBxJkIUQQgghhIgjCbIQQgghhBBxJEEWQkyJ1ppgJJrsMIQQQoiEMyU7ACHE3HKkrY+fvlzPw6834rQaeeyj68hxW5MdlhBCCJEwkiALIcbU4w/z8I4GwlGNUnCopY9gJMr9f38O55VnYjMbkx2iEEIIkVCSIAshzqC15ul9rTz02nFCUc3bVxZw7apCsl0ySyyEEGJ+kARZCDEkEI7y4V/v4Jn9rQD8/LZaLlmUk+SohBCpJhCO0usPk+uxJTuUhNt8sI08j5XqfE+yQxHTIAmyEIIjbX38+KWjPLrzJN5gZOj+p/Y2s74qG6VUEqMTInmCkShvNPTwRkMPh9v6aOkJ4A1G8NhMZLuslGc7uWp5PmVZzmSHmjCRaAyjQc3I+15rzZN7W/jSY3tp6PKzOM/Nu88t4e/PK51wuZY3EObNhh4CkSgHmvto6PKxriqHK5flJfWzSmtNjz/MN548QF8gwuP3rMNqkhK0uUpprZMdw5Camhq9bdu2ZIchxLzR3hfkvmcO8etXjxONDXwWlGTauXP9QgrTbawuySDTaUlylEKcfVprPvvwbh7d2Uh/aOxuLdkuK49+5CIK0+1nKbqZ9e+P7qHbF+Lr71qFyZiYZldaa/66u5nvbj7MGw09w47neax8cF0F7zmvFIflzLm7QDhKY7efI239PL23hT+/2URf3B/yp6wuSee955fhtJqwmgxcsDBr1KQ7FtM8d6CVl+ra6QtEKM5wUJxhJ8tloc0b5ESXH601aXYzBWl28tOsdPvC7D3Zy9H2fhq7/fjDUSJRjQZ6/WFavQHC0dM51ZXL8vjPG1aQ9ZbyNK01gXAMX2jg36CByOAaD6vJgM1slLUdZ4lSarvWumbEY5IgCzE/HWzxcvMPttDZHwLAZjbwicsXceuFC2TWQ8w73kCYP+xoZO/JXmJa81p9J/Udvgk/XylYX5XDLbUllGQ6KM5wkGY3j/jYYCSalPdYjz/M9mOdtPeFyHFZ6Q9FaO4J0NDlJxyN4bSaeK2+k9ePdwNQmevigoosijPs2C1GmnoCRKIx0h0WbGYjkWiMlt4gLpuJNSXp5HqsHOvwEY7GCEZinOj0oTXkp9l4fHcTL9d1jBuj02Ik02XBZDAMxXzqM2qy3FYTq0vTWVGURn6ajTS7mWAkRlN3gEd2NnKkvX9K552sgjQb0ZimPxghEtNEYnpoQmI0NrOBlcXp/PdNq1PmD6/ZSBJkIcQwe0/2cs19Lw7d/sVttayXemMxD5zo9PH8wTZePtSO0aAwGhRP7W3BH05cX2+TQXH50jzevqqQFUVp2MxG9jb18ocdDTz2RhNlWQ6q890UpdspznBQkGYjy2XBajLisZkpzXIkJI5oTHOg2cvPX6nn9zsaiIyTmInZ5Y71FbzjnGKqcl0YDFLqlmiSIAshhun2hTj3y08PXRK8YmkeX3vnKtIcI896CZFMda1ecly2Sf18aq1p6PJT39FPXWsfB1u8vHq0kyNtZ2fmcKqsJgO/v/tClhelTen5Wmue2NPC/25v4NWjHXgDw8sRxNxyajZ8TWkGVbkuyrIclGQ4SHeYh9Vdh6MxojEtZRoTIAmyEPPY0fZ+ntrbjNlo4H0XLMBoUHT7Qtzxi+1sre8847Euq4l1Vdlct7qQTUvyElZ/KMRUBSNRPv7QTv7yZjMA164s4O4NC6nO9+ANhHFZTWf8nPb4wmw+1MaOY108uaeZkz2BZIU+LSWZdl741MZJLzrTWvP5R3bzqy3HZygyMZvYzAZKMhxU5DjJclkxKsULh9po8wa5tDqXW2pLOa88Uz7LRyEJshDzVFOPnyu++cJQZ4o711dw7zVLuPOX23hiT8uYzz2vPJNf3n4eFpN8sIqzR2tNqzdIU0+AA829/ObV4+waYVHXKQuyHNx2cTkXVWZzqKWP720+zM4T3Wcx4pmxcXEOP31/7ajHI9EYnf0hgpGB/zZ2+zna3s/fDnfwUl37WYxUzHZum4lVxelkuSxkOa3keaxcsDCLlcXpyQ4t6cZKkKXNmxAprC8QOaNt2/dfOMKCbOeEOlO8erST7z5/mI9tqprJEMVZdrLbzx93NvLc/lYuqMii0xciz23jjksqhhaOhSIx/rCjgZfq2ukNRHCYjbznvFKaewI8ubeF5l4/Pf4wwXAMDZgNiizXwC9ej83Monw3t19cjnmcWatINMbJ7gCN3QNlEM/ub+W1+k66feEJ/3vqO3z86yN7pjMks4bdbOQjl1byrppict2j9wf+6ctH+cpf9hOKxs5idGKu8gYiw/5oMhsVb1tRwKqSdC5fmkdxRmJq3lOJzCALkcIef7OJu3+944z7LEYDv7vrAu55aCdHJ7CK+65LFvKZq6tnKkQxgt5AGIvRMK0awt5AmMYuP4da+9he38mBFi/17T6ae0cuOajMdXHn+gpaegM8ta+VXdOchS3JtLNhUS7HOn00dfsJRmJEBhO6qNZEoppuf3jc1fzzicVo4LaLy8l2WfjAuophx4ORKL/acpwvPbY3CdGJVGU0KC6uzKYy10W2y0o0FkMphdtmwmQwEI3FMBkNpNnN5LitFGfYyffYUqI/vpRYCDEPBMJRnt3fynP7W2ns9mMxGdjX1EtLb3DYY+/ZVMUNa4q4/v6X6ZrAbN3Tn1hPZa57JsKet5p7AvxxZyO9/jDpDjM315bisZnZfqyL9/74VXyhKFcuy+Omc0uwm010+UIc6/DR1OOnzRskEI7itJq4/eJyXFYTz+5vZffJXg61eGns9svCrDkqx23l27es4fyKrDPuf+VwO5/63Rs0dvuTFJkQp2U4zKwpzWB5oYdzyjJYV5WDcQ522ZASCyEm4ZdbjvGnXSfJ89jIcVlx20y4bSbyPDby02z0+sPYzUYurMxOdqhn+MKf9vLA1tMLc2xmw1Av0XgWo4Erlw3s/PWPF5bzracPjnvuvU1eSZATaMuRDu785XZ6/Kf/OLnvmTrSHebBDQQG2o09sadl3FrxP7/ZxCya5xDT9N7zy1gVVxva4w/zxO5m/u3RPQltQyfEdHT5wjy7v5Vn97cC8OmrFvOhDZVJjiqxZAZZCE7v1FScYScW07xyuIO9J3sIRmN4bGYMShGMxIgNts6Jas2N5xSNWScYLxKNsb/ZO+W2TROhtWZXQw9GpSjKsOOwGPnpy/X0+MPkuK1U57spzXSQn2bDbDRwpK2PD/16B/ubveOeuyLHybP/tGHGYp8PWr0Bnt/fxqO7TsoiKjEut82E2WiY8iYZQpwt92yq4qOXVskM8ltO/BCwePBmOtCttV6tlFoA7AMODB7borW+azqvJeY+byBMjz9MUbp9xNqlUCSWtI4JFqOBDw8miyaDwmw0DM3WZLssVGS7uLgqm3esLaZohF2NYjFNU2+A5p4A7X1BitLtVOe7UUrR5Qvxz//7Bs/sb+XS6lzWlmVQnGEnEI7SF4xy9fL8MXdKisU0L9a1c1555pg1qUopVpecnnkKR2Ncu7KAVm+Qzv4Qxzt9bD3aycluP2829nCgxTvhmccjbf38dXczVy3Pn9gTBIfb+vjr7mb2nuxl54luuTQuJkVKZMRccO/V1dx5ycJkhzEjEjaDrJT6BtCjtf7iYIL8mNZ6+WTOITPIqUtrzatHO9l+rIv+YIRFeW6qC9xU5rgwGQ30ByPc9avtHG3vpyTDQVGGnSyXhYpsJ9etLho1MTzZ7eeNhh42VudMe+vWFw+18cFfbCMQHn1leIbDzIWV2TgG42nuDdDUE+B4p49Q5MznmQxqQrtWmY2Kqlw3VrMBp8VEjttKYbqNxfkenBYjP3zxCFuOdOKxmSjPcdHjCxGJaZYXpnH1inyuWp5PXyBCe1+IPSd7eP14N1uOdFDX1pewS+82s4EHPng+a0ozEnPCFPfIzkbueWinlD4IIVKKyaC4uCqb4gw7Fy3M5uoVBckOaVpmfJGeGpgOPA5cqrU+JAlyaur2hdjX5KW+ox+HxUiu24ZBQVtfEG8gQp7HSkmGA7PRQFRr+gIRmnsDeAMR0uxm0h1m0uwDXxajgVA0RigSG9rq1aAUvlCEXn+Ybl+YbLeVgy1eXjrUTn1HP+19IUozHZRnO2nvC1LX2jdUHlCZ6+LHt9ZQluWk1RvAqAbaTk1WY7efA8299Poj/OyV+pTopzpVBjWwYGhFURqfubpaapAnQWvNcwdaue1n8nkmhJjbXFYTVy3PZ1Gei0ur86jMdSU7pIQ5GwnyeuCbp15kMEHeAxwEeoF/0Vq/ON55JEFOnh5/mP5ghGhM4w9H6faFafUGONjSx4HmXnY39s76S8Qmg6Iix8nBlj4MCmrKMllRnEaWy0JRup2aBZkUpdvRWhOMxGjs9nO8w0cwEsNqMmC3GMl1W8nz2HBaTURjmi89tpefvVKf7H/aWWUxGvjQxoV8ZGOl7L40ST2+MI/uauRPu5rYdqwT6WAmhJjLahdk8qXrl7M4PzUnSKZVg6yUehoYqfDwc1rrRwa/vwV4IO5YE1Cqte5QSq0F/qiUWqa17h3h/HcAdwCUlpaOF46Yol0nurn/uTqOd/ooz3ayflEODV0+jnf62d3YM6F+uLNdJKY52NIHQEzD1vrOYVspOyxGAuHouIlLhsNMSaaD/U3jL2Cb6yxGA4XpNlaVpHNeeRYbq3MoSBu9JloMiMU0Rzv62Xm8m50nutl+rIv9zb2SFAsh5rxlhR7+9dql1JZnpkS/46mY9gyyUsoENAJrtdYNozzmeeCTWusxp4dlBnnm7Gvq5Zr7XpSayHnMoOCc0gyq8txU5rpYnOemKs9FjsuKYQ6uPp5JwUiUHn+YcFQTDEfp8oVp8wY52e2nrq2PQy1e9p7spT8kbbeEEKkl32Pjr/esI90x/o6rc91M90HeBOyPT46VUjlAp9Y6qpSqAKqAIwl4rXkjFtPTSloC4ShbjnTw0qF2Wr1BegNhFCD5ceooTLOxdkEmMJD8Oq0mnBYjRoOBSDRGeHDXMotpYEe2G9YUUZGTOrVjidDSG+DPbzRxrKOfhi4/zb0BWnqDtPcN31xFCCHmg01Lc+dFcjyeRCTIN3NmeQXAeuCLSqkIEAXu0lp3DnumGNW3n63jhUNtXL08H5vZiDcQoTcQprMvREd/kOIMB3esr8BiMuANRIYWrR1o9rKroZs9jb2EoqN3YxBzX1tfEJNBUZhuozjDwZrSdBblumU2eAyRaIw9J3t5rb6TLUc62HywjXBU/mwUQohTth7t5Ehb37yfUJGNQmapHce7uPE7ryQ7DDHHLMxx8qNbz6U825nsUMYVisTo8oVo6glQ396PNxCmNMtJRbaT4oyRe2VPVDSmOd7p41CLl6Pt/dR3+Dja3sebDT1SFiGEEONYkOXgt3deQK5nYpthzVUz3sUiUeZLgvxafSfffPIgTquRTKeFwnQ7GxbnsrIo7YzZv7pWL7/b1sCWo53sbuwhKqt/xKBbakt424pCFuW7MBkMeANh/OEoFdmupG22MhmvHG7nXx7ezZFRFocuzHFyw5oi7t5QOendmZ7b38pHH3idvqBstCCEEFPlspoozXSQ4TST7bLyubctmfDusXPFTNcgi0laVZzONSvy+eoTB4Z2S/rvpw+xMMfJ569dyobFuQBU5rq595olADT1+Pn+5iM09fjpD0bpCw70C+70hejxh2Xx3TxzxbJ8Lq7KHrqd6Zwb9WKBcJR/e2QPD207MebjDrf18/UnD2IzG/nAuopJvcZr9Z3jJscGBSaDQcqQhBACyHVbKc6wYzIaMBsVuW4bZVkOSjIc5HqsZDmtY+7kmopkBjmJ/KEoWwdrIbUeaC1WluXgquWT25kmGtMEI1FCkRjBwcvWexp7ebOxZ6Ae+WTvsF3exNy3rNDDF69bxtqyzLPyeq/UtVOZ65rSJbdoTPPCwTa+8vi+oVZ8E7GmNJ2HP3TRpF6rqz90xgYvFpOBdIeZTKeFdLsFq8mAwaDoD0a46L+epdsXntT5hRAildxSW8Lnr12KwzL/5kylxGKeC0VivOeHW9h2rCvZoYgEs5oMXLgwiw2LcynOsJPusJDhMJPjtuK2mSd8nu3Humjq8WMyKEyGga4XDqsRp8VEIBzl28/W8fS+FowGxeMfW8eivLGbxjf1+Hlg6wkaOn2c6PJxuK2fzv7QhGLJdVtZlOdmRXEatQsy2VidO+F/x2Qd6+jnk7/bxWv18t4QQsw/FdlOHr9nHVbT/JodPkVKLFJULKbxBiI4rcZhO571+MNDmxc8f6CVNxp6khSlmEnBSIznDrTx3IG2Ycdy3FYqsp0synOzuiSd1aXplGc5R+xysbzIQ0OXjxcOtlHf7sNiMmAxDVxqC0Zi9PjDVOQ4WVOSMW5yDBAMx4hEY0NbhFtNBrKcFkLRGB7bQAKf47aS67ZSkumgOMNOcYaDihwnnkkk9iOJxTTt/UGaugO09w20OOzxhenxR+jsD9LpC9PZH6S5J8CxDh8Rqe0XQsxDa0rT+cmt587b5Hg8MoM8y2mtafUG2dfUy64TPTyxp5m+YIQef5jewEDtscNiZHVJOpW5Lo51+Khr7Zv120KL5LCbjVTluViU5ybXbSXNbsZjN+OxmclyWShMs5OXZp11H5haa+o7fOw60U19Rz+xmCamIaY14WiMVm+Qpp4AzYNfUlsshBDjy/NYuWxJHp+9Zgku6/ybM5USixTS0Rdk+7EuDrX2seVIBy8eak92SCIFZbsslGQ6WJznZlGem+p8N9UFnkktBozFBv64a+z20dDl51iHjyNtfWeUW8S0JqY1RqVw2Uy4rCbcNjNpdjOF6XYK021ku6z8+KWjbJcSISGEmBH5HhvvvaCMa1cWUJY1+9uEJookyCnqlbp23vOjV5MdhphHct1W1i/K4a5LFlKZe7qJfHtfkP1NXvY397K/eeC/B1v6ZHGoEELMMWVZDmoXZLK2LINzyjJYmOOadLvNuUIS5BR0uK2P6+9/eahNnBBnk0HBB9dV0BeM8PyBNinpEUKIFOW0GFlWlEZlrouyTAdlWU6q8lwsTIGd9mSR3gwJRqL0+iN4A2H6ghHKs52T6hwwHV39If7+vLKBRUf9ITr6Q7K9tDhrYhq+/8KRZIchhBBihvWHomw92snWo51D9ykFn7xiMWtK08lwWMhwWEh3mFOqV7LMIA/aerST+5+royjDTnW+myynlZfq2nn9eBdLCzxsqM6lKN3OU3tbeHJvMw1d/mGXjw0KlhWmUVueyTmlGawuTSffYztrlyZavQH++HojLb1Bun1hun0hunwhun1hgpEYMa2Jxi1uimmNLxSVy+BCCCGEmLZsl5UbzymiKtdFe1+INm+Q9r6BibwMp4WyTAelWQ4WZDkpy3KQ67aiVPLKN6TEYhxvNvTw9v95aUbObVCQ6bSS7bIMtbYqzXRQljVwmaI43Y7HPvZfXVpr+oIR2vtCGJXCYTXisBixm41T+sGKRGO094Vo6Q3whT/tYcfx7vGfJIQQQgiRQHazkXuvqeZ9FyxIyutLicU4/OHojJ07pgcWMLX3Bdnf7B31cRajAY/dhMdmxm0bWMnvD0dp8wZp9QYIhIfP8ioFDrMRh9WE02IkZ7CnbEmGg9JMBwDNvQFOdvtp7gnQ1BOg1Rugoz8kW1MLIYQQIqn84eis3c1UEuRZIjQ4q9veN7HdxgC0HqgN6g9FaQPqO3yyI5gQQgghxDQZxn+IEEIIIYQQ84ckyEIIIYQQQsSRBFkIIYQQQog4kiALIYQQQggRRxJkIYQQQggh4kiCLIQQQgghRBxp8wasLE7j5c9cmuwwhBBCCCHmFbdtdqaiszOqs8xmNlKUbk92GEIIIYQQYhaQEgshhBBCCCHiSIIshBBCCCFEHEmQhRBCCCGEiCMJshBCCCGEEHEkQRZCCCGEECKOJMhCCCGEEELEkQRZCCGEEEKIOJIgCyGEEEIIEUcSZCGEEEIIIeJIgiyEEEIIIUQcSZCFEEIIIYSIIwmyEEIIIYQQcSRBFkIIIYQQIo7SWic7hiFKqTbgWLLjmOOygfZkB5FiZEwTT8Y0sWQ8E0/GNLFkPBNPxnT6yrTWOSMdmFUJspg+pdQ2rXVNsuNIJTKmiSdjmlgynoknY5pYMp6JJ2M6s6TEQgghhBBCiDiSIAshhBBCCBFHEuTU84NkB5CCZEwTT8Y0sWQ8E0/GNLFkPBNPxnQGSQ2yEEIIIYQQcWQGWQghhBBCiDiSIM9hSql3KaX2KKViSqmauPsXKKX8Sqmdg1/fizu2Vin1plKqTil1n1JKJSf62We08Rw8du/gmB1QSl0Zd7+M5wQppf5dKdUY93N5TdyxEcdXjE8pddXguNUppT6T7HjmIqVU/eD7eKdSatvgfZlKqaeUUocG/5uR7DhnM6XUT5RSrUqp3XH3jTqG8p4f2yjjKZ+hZ5EkyHPbbuBG4IURjh3WWq8e/Lor7v7vAncAVYNfV818mHPGiOOplFoK3AwsY2C8vqOUMg4elvGcnG/F/Vz+BcYdXzGGwXG6H7gaWArcMjieYvI2Dv5cnvrj+DPAM1rrKuCZwdtidD9j+OffiGMo7/kJ+Rkj/z6Rz9CzRBLkOUxrvU9rfWCij1dKFQAerfXf9EDx+S+A62cswDlmjPG8DnhQax3UWh8F6oBaGc+EGXF8kxzTXFEL1Gmtj2itQ8CDDIynmL7rgJ8Pfv9z5L09Jq31C0DnW+4ebQzlPT+OUcZzNDKeM0AS5NRVrpR6XSm1WSm1bvC+IqAh7jENg/eJsRUBJ+Junxo3Gc/J+4hS6o3By4enLreONr5ifDJ2iaGBJ5VS25VSdwzel6e1bgIY/G9u0qKbu0YbQ/m5nTr5DD1LTMkOQIxNKfU0kD/Coc9prR8Z5WlNQKnWukMptRb4o1JqGTBSfey8amMyxfEcbdzm/Xi+1Vjjy0A5ypcYGKMvAd8AbkPGcTpk7BLjIq31SaVULvCUUmp/sgNKcfJzOzXyGXoWSYI8y2mtN03hOUEgOPj9dqXUYWARA39VFsc9tBg4mYg454qpjCcD41YSd/vUuM378XyriY6vUuqHwGODN0cbXzE+GbsE0FqfHPxvq1LqYQYuT7copQq01k2D5VStSQ1ybhptDOXndgq01i2nvpfP0JknJRYpSCmVc6pAXylVwcDisSODl7i8SqnzB7stvA8YbdZUnPYocLNSyqqUKmdgPLfKeE7O4C/IU25gYFEkjDK+Zzu+Oeo1oEopVa6UsjCwUOfRJMc0pyilnEop96nvgSsY+Nl8FLh18GG3Iu/tqRhtDOU9PwXyGXp2yQzyHKaUugH4NpAD/FkptVNrfSWwHviiUioCRIG7tNaniv3vZmB1rB14fPBLMPp4aq33KKV+C+wFIsCHtdbRwafJeE7cV5VSqxm49FcP3AkwzviKMWitI0qpjwBPAEbgJ1rrPUkOa67JAx4e7NBoAn6jtf6rUuo14LdKqduB48C7khjjrKeUegDYAGQrpRqAfwP+LyOMobznxzfKeG6Qz9CzR3bSE0IIIYQQIo6UWAghhBBCCBFHEmQhhBBCCCHiSIIshBBCCCFEHEmQhRBCCCGEiCMJshBCCCGEEHEkQRZCCCGEECKOJMhCCCGEEELEkQRZCCGEEEKIOP8f/BhlF21hUAsAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#Plot in original crs\n", "admin.plot()\n", "plt.title(\"WGS84\")" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1, 'Web mercator')" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Define projection as web mercator, 3785\n", "web_mercator = CRS.from_epsg(3785)\n", "\n", "# Re-project and plot\n", "admin.to_crs(web_mercator).plot()\n", "\n", "# Remove x and y axis\n", "plt.axis('off')\n", "plt.title(\"Web mercator\")" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1, 'Eckert IV')" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Define projection Eckert IV from https://spatialreference.org/ref/esri/54012/\n", "eckert_IV = CRS.from_proj4(\"+proj=eck4 +lon_0=0 +x_0=0 +y_0=0 +ellps=WGS84 +datum=WGS84 +units=m +no_defs\")\n", "\n", "# Re-project and plot\n", "admin.to_crs(eckert_IV).plot()\n", "\n", "# Remove x and y axis\n", "plt.axis('off')\n", "plt.title(\"Eckert IV\")" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1, 'Orthographic')" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Define an orthographic projection, centered in Finland! from: http://www.statsmapsnpix.com/2019/09/globe-projections-and-insets-in-qgis.html\n", "ortho = CRS.from_proj4(\"+proj=ortho +lat_0=60.00 +lon_0=23.0000 +x_0=0 +y_0=0 +a=6370997 +b=6370997 +units=m +no_defs\")\n", "\n", "# Re-project and plot\n", "admin.to_crs(ortho).plot()\n", "\n", "# Remove x and y axis\n", "plt.axis('off')\n", "plt.title(\"Orthographic\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary\n", "That's it! In this section we learned how to:\n", "\n", "1. reproject (transform) the geometries from crs to another using the `to_crs()` -function in GeoPandas\n", "2. Define the coordinate reference system in different formats using `pyproj` `CRS`" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }