{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Retrieving OpenStreetMap data\n", "\n", "![](img/OSM_logo.png)\n", "\n", "## What is OpenStreetMap?\n", "\n", "OpenStreetMap (OSM) is a global collaborative (crowd-sourced) dataset and project that aims at creating a free editable map of the world containing a lot of information about our environment.\n", "It contains data for example about streets, buildings, different services, and landuse to mention a few. You can view the map at www.openstreetmap.org. You can also sign up as a contributor if you want to edit the map.\n", "\n", "OSM has a large userbase with more than 4 million users and over a million contributers that update actively the OSM database with 3 million changesets per day. In total OSM contains 5 billion nodes that form the basis of the digitally mapped world that OSM provides ([stats from November 2019](http://wiki.openstreetmap.org/wiki/Stats)).\n", "\n", "OpenStreetMap is used not only for integrating the **OSM maps** as background maps to visualizations or online maps, but also for many other purposes such as **routing**, **geocoding**, **education**, and **research**. OSM is also widely used for humanitarian response e.g. in crisis areas (e.g. after natural disasters) and for fostering economic development (see more from [Humanitarian OpenStreetMap Team (HOTOSM) website](https://www.hotosm.org)).\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## OSMnx\n", "\n", "This week we will explore a Python module called [OSMnx](https://github.com/gboeing/osmnx)\n", "that can be used to retrieve, construct, analyze, and visualize street networks from OpenStreetMap, and also retrieve data about Points of Interest such as restaurants, schools, and lots of different kind of services. It is also easy to conduct network routing based on walking, cycling or driving by combining OSMnx functionalities with a package called [NetworkX](https://networkx.github.io/documentation/stable/).\n", "\n", "To get an overview of the capabilities of the package, see an introductory video given by the lead developer of the package, Prof. Geoff Boeing: [\"Meet the developer: Introduction to OSMnx package by Geoff Boeing\"](https://www.youtube.com/watch?v=Q0uxu25ddc4&list=PLs9D4XVqc6dCAhhvhZB7aHGD8fCeCC_6N).\n", "\n", "There is also a scientific article available describing the package:\n", "\n", "- Boeing, G. 2017. [\"OSMnx: New Methods for Acquiring, Constructing, Analyzing, and Visualizing Complex Street Networks.\"](https://www.researchgate.net/publication/309738462_OSMnx_New_Methods_for_Acquiring_Constructing_Analyzing_and_Visualizing_Complex_Street_Networks) Computers, Environment and Urban Systems 65, 126-139. doi:10.1016/j.compenvurbsys.2017.05.004" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Download and visualize OpenStreetMap data with OSMnx\n", "\n", "One the most useful features that OSMnx provides is an easy-to-use way of retrieving [OpenStreetMap](http://www.openstreetmap.org) data (using [OverPass API](http://wiki.openstreetmap.org/wiki/Overpass_API)).\n", "\n", "In this tutorial, we will learn how to download and visualize OSM data covering a specified area of interest: a district of Kamppi in Helsinki, Finland.\n", "\n", "### Street network\n", "\n", "OSMnx makes it really easy to do that as it allows you to specify an address to retrieve the OpenStreetMap data around that area. In fact, OSMnx uses the same Nominatim Geocoding API to do this, which we tested during the Lesson 2.\n", "\n", "- Let's retrieve OpenStreetMap (OSM) data by specifying ``\"Kamppi, Helsinki, Finland\"`` as the place from where the data should be downloaded.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import osmnx as ox\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "# Specify the name that is used to seach for the data\n", "place_name = \"Kamppi, Helsinki, Finland\"\n", "\n", "# Fetch OSM street network from the location\n", "graph = ox.graph_from_place(place_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Check the data type of the graph:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "networkx.classes.multidigraph.MultiDiGraph" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(graph)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okey, as we can see the data that we retrieved is a special data object called `networkx.classes.multidigraph.MultiDiGraph`. A DiGraph is a data type that stores nodes and edges with optional data, or attributes. What we can see here is that this data type belongs to a Python module called [networkx](https://networkx.github.io/documentation/stable/) that can be used to create, manipulate, and study the structure, dynamics, and functions of complex networks. Networkx module contains algorithms that can be used to calculate [shortest paths](https://networkx.github.io/documentation/networkx-1.10/reference/algorithms.shortest_paths.html)\n", "along road networks using e.g. [Dijkstra's](https://en.wikipedia.org/wiki/Dijkstra%27s_algorithm) or [A\\* algorithm](https://en.wikipedia.org/wiki/A*_search_algorithm).\n", "\n", "- Let's see how our street network looks like. It is easy to visualize the graph with OSMnx with `plot_graph()` function. The function utilizes Matplotlib for visualizing the data,\n", "hence as a result it returns a matplotlib figure and axis objects:\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the streets\n", "fig, ax = ox.plot_graph(graph)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great! Now we can see that our graph contains the nodes (blue circles) and the edges (gray lines) that connects those nodes to each other." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Place polygon\n", "\n", "Let's also plot the Polygon that represents our area of interest (Kamppi, Helsinki). We can retrieve the Polygon geometry using the [gdf_from_place()](https://osmnx.readthedocs.io/en/stable/osmnx.html#osmnx.core.gdf_from_place) -function.\n", "\n", "- Retrieve the extent of our location:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "area = ox.gdf_from_place(place_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As the name of the function already tells us, `gdf_from_place()`returns a GeoDataFrame based on the specified place name query.\n", "\n", "- Check the data type:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "geopandas.geodataframe.GeoDataFrame" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(area)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Check the data:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
geometryplace_namebbox_northbbox_southbbox_eastbbox_west
0POLYGON ((24.92074 60.16690, 24.92075 60.16687...Kamppi, Southern major district, Helsinki, Hel...60.17210960.16047424.94345324.920742
\n", "
" ], "text/plain": [ " geometry \\\n", "0 POLYGON ((24.92074 60.16690, 24.92075 60.16687... \n", "\n", " place_name bbox_north bbox_south \\\n", "0 Kamppi, Southern major district, Helsinki, Hel... 60.172109 60.160474 \n", "\n", " bbox_east bbox_west \n", "0 24.943453 24.920742 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "area" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Plot the area:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "area.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Building footprints\n", "\n", "It is also possible to retrieve other types of OSM data features with OSMnx such as buildings or points of interest (POIs). Let's download the buildings with `OSMnx` [footprints_from_place()](https://osmnx.readthedocs.io/en/stable/osmnx.html#module-osmnx.footprints) -function (same as `buildings_from_place` method in OSMnx<0.9) and plot them on top of our street network in Kamppi. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Retrieve buildings from the area:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "buildings = ox.footprints_from_place(place_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Note, you can also get other types of footprints using the parameter `footprint_type` (default is \"buildings\").*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Check how many building footprints we received:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "427" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(buildings)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Buildings GeoDataFrame contains several polygons.\n", "\n", "- Check the first rows:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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3 rows × 93 columns

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" ], "text/plain": [ " nodes \\\n", "8035238 [60069605, 60069615, 60275530, 1036979252, 105... \n", "8042297 [1378950415, 1378950417, 1378950418, 319515866... \n", "14797170 [146125363, 3203698292, 3203698293, 3203698294... \n", "\n", " geometry addr:city \\\n", "8035238 POLYGON ((24.93563 60.17045, 24.93557 60.17054... Helsinki \n", "8042297 POLYGON ((24.92938 60.16795, 24.92933 60.16797... Helsinki \n", "14797170 POLYGON ((24.92427 60.16648, 24.92427 60.16650... Helsinki \n", "\n", " addr:country addr:housenumber addr:street building \\\n", "8035238 FI 22-24 Mannerheimintie public \n", "8042297 FI 2 Runeberginkatu yes \n", "14797170 FI 10 Lapinlahdenkatu school \n", "\n", " name name:fi name:ko ... outdoor_seating \\\n", "8035238 Lasipalatsi Lasipalatsi 라시팔라치 ... NaN \n", "8042297 Radisson Blu Royal NaN NaN ... NaN \n", "14797170 NaN NaN NaN ... NaN \n", "\n", " addr:floor access covered type brand building:part ele electrified \\\n", "8035238 NaN NaN NaN NaN NaN NaN NaN NaN \n", "8042297 NaN NaN NaN NaN NaN NaN NaN NaN \n", "14797170 NaN NaN NaN NaN NaN NaN NaN NaN \n", "\n", " addr:unit \n", "8035238 NaN \n", "8042297 NaN \n", "14797170 NaN \n", "\n", "[3 rows x 93 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.head(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, there are several columns in the buildings-layer. Each column contains information about a spesific tag that OpenStreetMap contributors have added. Each tag consists of a key (the column name), and several potential values (for example `building=yes` or `building=school`). Read more about tags and tagging practices in the [OpenStreetMap wiki](https://wiki.openstreetmap.org/wiki/Tags). " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['nodes', 'geometry', 'addr:city', 'addr:country', 'addr:housenumber',\n", " 'addr:street', 'building', 'name', 'name:fi', 'name:ko', 'name:sv',\n", " 'start_date', 'url', 'wikidata', 'wikipedia', 'addr:postcode', 'bar',\n", " 'email', 'fax', 'internet_access', 'internet_access:fee', 'phone',\n", " 'smoking', 'tourism', 'website', 'operator', 'source', 'architect',\n", " 'building:levels', 'landuse', 'suojelumerkintä', 'layer', 'ref',\n", " 'fixme', 'last_full_renovation', 'roof:levels',\n", " 'building:maintenance:operator', 'name:local', 'levels', 'old_name',\n", " 'created_by', 'omistusasuntoja', 'building:material', 'roof:shape',\n", " 'building:colour', 'roof:colour', 'name:en', 'name:fr', 'alt_name',\n", " 'note', 'short_name', 'was:building', 'was:guard:operator',\n", " 'wheelchair', 'building:min_level', 'amenity', 'cuisine', 'historic',\n", " 'inscription', 'tomb', 'addr:housename', 'opening_hours', 'shop',\n", " 'toilets:wheelchair', 'name:da', 'name:nn', 'wheelchair:description',\n", " 'denomination', 'religion', 'height', 'name:ru', 'official_name',\n", " 'last_pipe_renovation', 'contact:website', 'guard:operator', 'loc_name',\n", " 'name:no', 'alt_name:en', 'name:zh', 'drive_through', 'ice_cream',\n", " 'lippakioski', 'takeaway', 'outdoor_seating', 'addr:floor', 'access',\n", " 'covered', 'type', 'brand', 'building:part', 'ele', 'electrified',\n", " 'addr:unit'],\n", " dtype='object')" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Points-of-interest\n", "\n", "OSMnx has a nice function called [ox.pois_from_place()](https://osmnx.readthedocs.io/en/stable/osmnx.html#osmnx.pois.pois_from_place) that can be used retrieve specific points-of-interest (POIs) from OpenStreetMap based on their amenity-tag. We can, for excample, retrieve all points with a tag `amenity=restaurant`, by passing an argument to the `amenities` paremeter. We could also retrieve several POI categories by passing a list of [OSM amenity tag values](https://wiki.openstreetmap.org/wiki/Key:amenity) to the function. \n", "\n", "- Let's retrieve restaurants that are located in our area of interest:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "212" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Retrieve restaurants\n", "restaurants = ox.pois_from_place(place_name, amenities=['restaurant'])\n", "\n", "# How many restaurants do we have?\n", "len(restaurants)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, there are quite many restaurants in the area.\n", "\n", "- Let's explore what kind of attributes we have in our restaurants GeoDataFrame:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['osmid', 'geometry', 'addr:city', 'addr:country', 'addr:housenumber',\n", " 'addr:postcode', 'addr:street', 'amenity', 'cuisine', 'name', 'phone',\n", " 'website', 'wheelchair', 'element_type', 'toilets:wheelchair',\n", " 'created_by', 'outdoor_seating', 'fixme', 'opening_hours', 'email',\n", " 'internet_access', 'internet_access:fee', 'opening_hours:brunch',\n", " 'diet:vegetarian', 'name:fi', 'name:zh', 'short_name', 'takeaway',\n", " 'contact:website', 'diet:vegan', 'name:ru', 'operator', 'smoking',\n", " 'wheelchair:description', 'level', 'contact:phone', 'source', 'name:en',\n", " 'building', 'addr:housename', 'note', 'address', 'brunch',\n", " 'contact:foursquare', 'contact:yelp', 'ref:vatin', 'delivery', 'url',\n", " 'lunch:menu', 'reservation', 'room', 'toilets', 'capacity',\n", " 'access:dog', 'shop', 'opening_hours:lunch_buffet', 'is_in', 'wikidata',\n", " 'alt_name', 'contact:email', 'established', 'description', 'name:sv',\n", " 'lunch', 'description:en', 'old_name', 'highchair', 'was:name',\n", " 'website:en', 'lunch:buffet', 'office', 'addr:place', 'entrance',\n", " 'addr:floor', 'layer', 'image', 'payment:mastercard', 'payment:visa',\n", " 'nodes'],\n", " dtype='object')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Available columns\n", "restaurants.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wow, there is quite a lot of information related to the POIs. One of the useful ones might be for example the `name`, `address information` and `opening_hours` information:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nameopening_hoursaddr:cityaddr:countryaddr:housenumberaddr:postcodeaddr:street
60062502KabukiNaNHelsinkiFI1200180Lapinlahdenkatu
60133792Ateljé FinneNaNHelsinkiFINaNNaNNaN
62965963Empire PlazaNaNNaNNaNNaNNaNNaN
62967659Ravintola PääpostiNaNHelsinkiNaN1 B00100Mannerheiminaukio
68734026Hampton BayNaNHelsinkiFI600120Hietalahdenranta
76617692Johan LudvigNaNHelsinkiFINaNNaNNaN
76624339Ravintola RivolettoMo-Th 11:00-23:00; Fr 11:00-24:00; Sa 15:00-24...HelsinkiFI3800120Albertinkatu
76624351PuebloNaNHelsinkiFINaNNaNEerikinkatu
76627823AtabarNaNHelsinkiFINaNNaNEerikinkatu
77642757SouthparkMo-Sa 11:00-15:00; Su 10:30-17:00HelsinkiNaN4000120Sinebrychoffin puisto, Bulevardi
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" ], "text/plain": [ " name \\\n", "60062502 Kabuki \n", "60133792 Ateljé Finne \n", "62965963 Empire Plaza \n", "62967659 Ravintola Pääposti \n", "68734026 Hampton Bay \n", "76617692 Johan Ludvig \n", "76624339 Ravintola Rivoletto \n", "76624351 Pueblo \n", "76627823 Atabar \n", "77642757 Southpark \n", "\n", " opening_hours addr:city \\\n", "60062502 NaN Helsinki \n", "60133792 NaN Helsinki \n", "62965963 NaN NaN \n", "62967659 NaN Helsinki \n", "68734026 NaN Helsinki \n", "76617692 NaN Helsinki \n", "76624339 Mo-Th 11:00-23:00; Fr 11:00-24:00; Sa 15:00-24... Helsinki \n", "76624351 NaN Helsinki \n", "76627823 NaN Helsinki \n", "77642757 Mo-Sa 11:00-15:00; Su 10:30-17:00 Helsinki \n", "\n", " addr:country addr:housenumber addr:postcode \\\n", "60062502 FI 12 00180 \n", "60133792 FI NaN NaN \n", "62965963 NaN NaN NaN \n", "62967659 NaN 1 B 00100 \n", "68734026 FI 6 00120 \n", "76617692 FI NaN NaN \n", "76624339 FI 38 00120 \n", "76624351 FI NaN NaN \n", "76627823 FI NaN NaN \n", "77642757 NaN 40 00120 \n", "\n", " addr:street \n", "60062502 Lapinlahdenkatu \n", "60133792 NaN \n", "62965963 NaN \n", "62967659 Mannerheiminaukio \n", "68734026 Hietalahdenranta \n", "76617692 NaN \n", "76624339 Albertinkatu \n", "76624351 Eerikinkatu \n", "76627823 Eerikinkatu \n", "77642757 Sinebrychoffin puisto, Bulevardi " ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Select some useful cols and print\n", "cols = ['name', 'opening_hours', 'addr:city', 'addr:country', \n", " 'addr:housenumber', 'addr:postcode', 'addr:street']\n", "# Print only selected cols\n", "restaurants[cols].head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, there exists a lot of useful information about restaurants that can be retrieved easily with OSMnx. Also, if some of the information need updating, you can go over to www.openstreetmap.org and edit the source data! :)\n", "\n", "### Graph to GeoDataFrame\n", "\n", "We can now plot all these different OSM layers by using the familiar `plot()` function of Geopandas. As you might remember, the street network data is not a GeoDataFrame (it is `networkx.MultiDiGraph`). Luckily, OSMnx provides a convenient function `graph_to_gdfs()` that can convert the graph into two separate GeoDataFrames where the first one contains the information about the nodes and the second one about the edge.\n", "\n", "- Let's extract the nodes and edges from the graph as GeoDataFrames:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Retrieve nodes and edges\n", "nodes, edges = ox.graph_to_gdfs(graph)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " u v key osmid name \\\n", "0 3216400385 301360890 0 15240373 Kansakoulukuja \n", "1 1372233731 298367080 0 86533507 NaN \n", "2 1372233731 292859610 0 15103120 NaN \n", "3 1372233731 4430643601 0 [154412960, 86533507] NaN \n", "4 1372233731 311043714 0 86533509 Hietalahdenkatu \n", "\n", " highway maxspeed oneway length \\\n", "0 residential 30 False 13.177 \n", "1 footway NaN False 6.925 \n", "2 primary_link 30 True 33.874 \n", "3 footway NaN False 12.489 \n", "4 primary 30 True 38.768 \n", "\n", " geometry lanes service tunnel \\\n", "0 LINESTRING (24.93400 60.16755, 24.93393 60.167... NaN NaN NaN \n", "1 LINESTRING (24.92927 60.16229, 24.92917 60.16225) NaN NaN NaN \n", "2 LINESTRING (24.92927 60.16229, 24.92930 60.162... 2 NaN NaN \n", "3 LINESTRING (24.92927 60.16229, 24.92941 60.162... NaN NaN NaN \n", "4 LINESTRING (24.92927 60.16229, 24.92938 60.162... 2 NaN NaN \n", "\n", " junction access bridge ref \n", "0 NaN NaN NaN NaN \n", "1 NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN \n", "3 NaN NaN NaN NaN \n", "4 NaN NaN NaN NaN " ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "edges.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nice! Now, as we can see, we have our graph as GeoDataFrames and we can plot them using the same functions and tools as we have used before.\n", "\n", "
\n", "\n", "**Note**\n", "\n", "There are also other ways of retrieving the data from OpenStreetMap with OSMnx such as passing a Polygon to extract the data from that area, or passing Point coordinates and retrieving data around that location with specific radius. Take a look of this [tutorial to find out how to use those features of OSMnx](https://github.com/gboeing/osmnx-examples/blob/master/notebooks/01-overview-osmnx.ipynb).\n", "\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting the data\n", "\n", "- Let's create a map out of the streets, buildings, restaurants, and the area Polygon but let's exclude the nodes (to keep the figure clearer)." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "fig, ax = plt.subplots(figsize=(12,8))\n", "\n", "# Plot the footprint\n", "area.plot(ax=ax, facecolor='black')\n", "\n", "# Plot street edges\n", "edges.plot(ax=ax, linewidth=1, edgecolor='#BC8F8F')\n", "\n", "# Plot buildings\n", "buildings.plot(ax=ax, facecolor='khaki', alpha=0.7)\n", "\n", "# Plot restaurants\n", "restaurants.plot(ax=ax, color='green', alpha=0.7, markersize=10)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cool! Now we have a map where we have plotted the restaurants, buildings, streets and the boundaries of the selected region of 'Kamppi' in Helsinki. And all of this required only a few lines of code. Pretty neat! \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As a final step, we might want to re-project the layers to a local projection for plotting. Here, we will use the tools we already know, namely `pyproj CRS`. In the latter part of this lesson we will learn how to use OSMnx to re-project our data to UTM coordinates.\n", "\n", "- Re-project the layers to epsg:3067" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "from pyproj import CRS\n", "\n", "# Set projection\n", "projection = CRS.from_epsg(3067)\n", "\n", "# Re-project layers\n", "area = area.to_crs(projection)\n", "edges = edges.to_crs(projection)\n", "buildings = buildings.to_crs(projection)\n", "restaurants = restaurants.to_crs(projection)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Create a new plot with the re-projected layers:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12,8))\n", "\n", "# Plot the footprint\n", "area.plot(ax=ax, facecolor='black')\n", "\n", "# Plot street edges\n", "edges.plot(ax=ax, linewidth=1, edgecolor='dimgray')\n", "\n", "# Plot buildings\n", "buildings.plot(ax=ax, facecolor='silver', alpha=0.7)\n", "\n", "# Plot restaurants\n", "restaurants.plot(ax=ax, color='yellow', alpha=0.7, markersize=10)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Task**\n", "\n", "Retrieve OpenStreetMap data from some other area! Download these elements using OSMnx functions from your area of interest:\n", " \n", "- Extent of the area using `gdf_from_place()`\n", "- Street network using `graph_from_place()`, and convert to gdf using `ox.graph_to_gdfs()`\n", "- Building footprints using `ox.footprints_from_place()`\n", " \n", "*Note, the larger the area you choose, the longer it takes to retrieve data from the API! Use parameter `network_type=drive` to limit the graph query to filter out un-driveable roads.*\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Extra: Park polygons\n", "Notice that we can also retrieve other types of footprints from OpenStreetMap by specifying the `footprint_type` when using functions from the OSMnx [footprints module](https://osmnx.readthedocs.io/en/stable/osmnx.html#module-osmnx.footprints). `buildings` is the default value for this parameter, but we can also pass other OpenStreetMap tag keys.\n", "\n", "Let's try to fetch all public parks in the Kamppi area. In OpenStreetMap, parks are often tagged as `leisure=park` (also other tags might be used, such as `landuse=recreation_ground`,`landuse=grass`, see OpenStreetMap, and OSM wiki for more details).\n", "\n", "- We need to start by fetching all footprints from the tag `leisure`:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "leisure = ox.footprints_from_place(place_name, footprint_type=\"leisure\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- let's check the data:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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nodesgeometryleisurenamename:finame:svhoitoluokitus_viheraluesourcewikidatawikipediaaccessalt_nameloc_namebarriersportcolourfixmemooringshort_nameshort_name:sv
8042256[292719496, 1001543836, 1037987967, 1001544060...POLYGON ((24.93566 60.17132, 24.93566 60.17130...parkNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
8042613[552965718, 293390264, 295056669, 256264975, 1...POLYGON ((24.93701 60.16947, 24.93627 60.16919...parkSimonpuistikkoSimonpuistikkoSimonsskvärenNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
15218362[144181223, 150532964, 150532958, 150532966, 1...POLYGON ((24.92330 60.16499, 24.92323 60.16500...parkTyömiehenpuistikkoTyömiehenpuistikkoArbetarparkenA2surveyNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
\n", "
" ], "text/plain": [ " nodes \\\n", "8042256 [292719496, 1001543836, 1037987967, 1001544060... \n", "8042613 [552965718, 293390264, 295056669, 256264975, 1... \n", "15218362 [144181223, 150532964, 150532958, 150532966, 1... \n", "\n", " geometry leisure \\\n", "8042256 POLYGON ((24.93566 60.17132, 24.93566 60.17130... park \n", "8042613 POLYGON ((24.93701 60.16947, 24.93627 60.16919... park \n", "15218362 POLYGON ((24.92330 60.16499, 24.92323 60.16500... park \n", "\n", " name name:fi name:sv \\\n", "8042256 NaN NaN NaN \n", "8042613 Simonpuistikko Simonpuistikko Simonsskvären \n", "15218362 Työmiehenpuistikko Työmiehenpuistikko Arbetarparken \n", "\n", " hoitoluokitus_viheralue source wikidata wikipedia access alt_name \\\n", "8042256 NaN NaN NaN NaN NaN NaN \n", "8042613 NaN NaN NaN NaN NaN NaN \n", "15218362 A2 survey NaN NaN NaN NaN \n", "\n", " loc_name barrier sport colour fixme mooring short_name short_name:sv \n", "8042256 NaN NaN NaN NaN NaN NaN NaN NaN \n", "8042613 NaN NaN NaN NaN NaN NaN NaN NaN \n", "15218362 NaN NaN NaN NaN NaN NaN NaN NaN " ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "leisure.head(3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Check all values for the column `leisure`:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "park 15\n", "pitch 8\n", "playground 6\n", "dog_park 2\n", "flowerbed 1\n", "marina 1\n", "Name: leisure, dtype: int64" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "leisure[\"leisure\"].value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- select all park polygons (here, selecting both \"park\" and \"playground\"):" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "parks = leisure[leisure[\"leisure\"].isin([\"park\",\"playground\"])]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- plot the parks:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "parks.plot(color=\"green\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Finally, we can re-project the park polygons and add them to our map:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "parks = parks.to_crs(projection)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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4xS/o168fK1euRKfTcfXqVa5du0ZkZCQNDQ00NDRgNptp+KLB/lmn0+Hh6UH8tHgURWFH5g6q6qvQaXQoGgWrxopNawMdnNKcwtnFGa1W2+ql0+nsr5ZlLY+1V67T6fDz8GPK9Smk+6Z3y+9immYaT096kHuRoHEboY+QbYVEV0iQJIQQHbhw4QIvvvgi+/fvZ8GCBQQGBlJdXc2FCxcIDAwkLi6Oc+fO4ezsjJOTk/3l7OyMTqfDYrHQ0NCApcGCyWRiypApbYIgrVaL1Wpt92Wz2bBYGq93dOzq1atcvXq13WfQarU46Z1wOC9cueVnTYuXFnACnP/x+uVLv+TNl97stt/vvdO8rdAJGgMkGWoTd055mDYsHDVqlHr8+PH73QwhxA+A2Wzm7bff5re//S0+Pj4kJibi7OzMhQsXOHz4MGazmcmTJxMYGMiGDRu6fL+WAZNGo3EYSDl6+fj4MHToUP761792w1PfXnBwMBkZGUREdO/cKSHuF0VRMlVVHeXomPQkCfHQOIp8q+6cr776ihdffJHz588zffp0IiIiyMvLw9vbm6ioKKKiolqdv3LlSjQaDaqqoqoqNpvN/nPz55av5h6g9nqOLBYLFosFq9VKQ0OD/b25V8psNts/63Q6rFYrGo0Gm+3eL8u/fv06CQkJZGRkEBAQcM/vJ8T9JD1JQjwUWq70AVnp41h5eTk///nP+eijjwgPDyc+Ph5VVdmzZw9VVVXMmzePTz75xH7+0qVLKSgoICIigsuXL1NQUICTk1OrOUKOXs3HW/YYaTQahy9FUezvLV+A/V1VVXu5o3/Tm8tavje/mj/fGsg5CugsFgtms5kTJ07Qt29f9u/fj8FguKf/T4S416QnSYiHXsuVPtebPkuQ1NKmTZt49dVXKS0tZc6cOYSGhpKbm8u3335LRUUFERER3Lhxo9U1er2e/Px8vLy88PDw4Pz58997u2NiYhg2bBhr1qwBQKfTodFoWk3ovvX91p8dTRB3dI2rqysGgwEXFxdOnDjBggULSE1NxdnZ+Xt/biG+DxIkCfFQkJU+7SksLOSll15ix44dREVFMXfuXMxmM1u3bmXOnDkEBATg7u6OyWSiqqqK/v37U1hYSF1dHTqdjhs3buDl5cXQoUNb1asoCnq9HhcXF4ev0NBQysvLURSl3d6b25VbrVZ8fHzQaDSEhYU5PN5yyO7WOrpq3759LFmyhI0bN6LRSEYZ0fPIcJsQDw2Zk3Srjz76iJ/97GeoqsqsWbPw9PQkOzubr7/+mpkzZxIcHMzq1avR6XQsXbqUM2fO4O/vT3BwMBaLBb1eT2VlJRqNBk9PT4xGo32lmoeHByaTCZPJRF1dHSaTifr6eiwWC/369cPFxYUzZ85QXFxsH3a7dajt1jJH5zg5OdmH2hyd19HPtwZOt86VcjTk1vK9ecVdTEwMf/nLX+73/04h7ooMtwkhaAyMJDgCuHLlCi+88AL79u1j6tSpREREUF9fz//8z/9gNBrp06cPffr04fPPPwegd+/eVFRU0PwlS1EU3Nzc0Ov19jpnzJiBqqps27aNUaNGMXDgQPsQWLNHH32UuLg4qqqqSE5Opra2e7chuRPOzs4MGDCAvLw8zGZzqzlSHb23/NnJyQm9Xk9GRgb//u//zr/927/dt+cR4l6QIOm+kW/1QnzfVFXlvffe41//9V8JDw9nxYoV2Gw28vPz6dOnD0ajkWHDhhEXF0dubi7Xr1/Hz8+PuLg4srKyWtVjNBoxGo32sl27dvHss88SEhLCwYMHGThwIBMmTODrr79Gr9czd+5cfHx8OH78OJmZmSiKwrhx4xg9ejSqqt42T5Kjnx3lUqqsrGzV1va89NJLBAYGcvr0aTZt2tTl3+23335LQEAAL730UpfrEuJBIUHSfSF7CgnxfTt//jwrV67k7NmzzJ071z60ptfriYyMxGw289xzz+Hq6sqZM2c4dOgQoaGhTJ8+ncuXL+Pt7e2w3piYGLRaLceOHSMnJ4fJkyfz3XffcfToUeLi4qitrWXUqFEYjUY+/fRTqqurCQ0NZf78+YSGdrDJWxesXr2aixcvtntcq9Xi4uICQHR0NGfOnOHs2bNdvu+qVavw8/Pjqaee6nJdQjwIZKbdfSF7CgnxfbFarbz99tuMHDkSV1dXnn76acxmM5988gklJSUMHDgQk8mEs7Mz5eXlrFmzhmPHjhEXF0d8fDxpaWmcOXOGsLCwVvUGBgby3HPPERMTw8iRIwkJCeHAgQNYrVZmzpzJmTNnqKurIzY2lszMTNavX09dXR2zZ8/mJz/5yT0LkACefPJJXF1dHR7T6XRMnTq11dL9+fPnt3v+nbDZbCxZsoS///3vXa5LiAeBBEn3RfPKIllpJMS99O233zJmzBjWrVvHM888Q3h4OGlpaXz22WfU1tZy7tw5TCYTNpuNrVu3snPnTgIDA3n66adxdXVl06ZNXL9+ndraWtzc3HB3d0en0zF79mwWLFhAWVkZ27dvp6KigpkzZ6LRaEhJSaF3795ERETw5ZdfoigK+fn5QGMQ0adPH3t+o84oLy/HYrHc0XN7enoyd+7cNuW9e/dm1apVTJkypdVqNA8PD+bM6Z4Na81mM/Pnz+fECfnyJ374ZHXbfSNzkoS4V7755hv+7//9v6SlpREfH4/BYLCvWmuPm5sb48ePx9/fn4MHD9oDm8jISMaPH8+FCxcoLi5mypQpmM1m9u7dS79+/Zg+fToajca+2W1aWhpTpkyhf//+rFmzhsTERPz8/OyTuP39/XnllVfQarW3fY6qqioqKysJDg5Gp7uz2RFWq5UNGzZw48YNqqqqiI+PZ+LEiR0GaGvXru22XE8BAQFkZGQQGRnZLfUJca90tLpNgiQhRI9x/vx5Xn31Vfbt20dCQgLh4eEUFRWRlpbW4UqyIUOGMHr0aHJycjh+/DhWqxV3d3cmTZqEp6cnBw8eZPTo0QQHB5OdnU1ubi5PPPFEqyG4wsJCLBYLu3btIj8/n+eff56ysjJSU1NZvnw5OTk59iBt6tSpxMfHd/gsNpuNgoICDAYDvXr1uuPfRWlpKQaDAZ1OR3V1NV5eXre9pqqqinfffZe6uro7vp8jERERZGRkEBwcfPuThbhPOgqSZLhNCPGDV1VVxWuvvcawYcMoKSlhxYoV+Pv7s2vXLrZt29ZugOTt7c38+fOJiopix44dHD16FKvVyuDBg3nqqacoLi7m+PHjzJkzh169erFt2zZcXFxYtWpVmzlKISEhVFdXM2PGDDQaDbt27SIkJIS+ffty8OBBhg4dag9UDhw40CZ7962a8yfdTYAE0KtXL8xmMxqNplMBEjQO082ePfuu7ufI5cuXSUxMpLKystvqFOL7JD1JQogftBMnTjB37lwURWHatGno9XoyMzPJzMxs9xqtVktMTAxDhgzhm2++ITs7GwCDwcDkyZNxcnLiq6++YuzYsYSGhpKTk0NeXh4LFizAz8+v3XobGhrIy8ujsLCQL774gkmTJhEVFcXHH3/M/PnzcXZ25tNPPwUag6qf/OQnDjNV19bWUlpaSkBAQKtcTHfi5s2bd70BbXcOuwFMmjSJtLQ0+4o6IR4k0pMkhOhxVFVl7dq1JCQkMHr0aObMmUNxcTGrV6/uMEAKDQ1lyZIl+Pv7s3nzZrKzs1EUhUcffZSFCxeSl5fHqVOnmDdvHr6+vuzcuRNvb29+9KMfdRggAfbNbfv06UN4eDgHDx7EZDLx+OOPs2vXLgwGAyNGjAAah+f279/fpg6bzUZZWVmbZJV3qjNzntqzYMGCbg1oDh48yOLFi7Fard1WpxDfB+lJEkL84KSlpfGLX/wCg8HAkCFDqK6uJi0tjdLS0nav8fb2Ji4uDi8vL4xGI56enuh0OoqKinB1dcVqtXLgwAEmTJhAWFgY586d4+bNm8ydO5dBgyoJDCygqCiUwsLet23f6dOnMRgMrF69ml69epGUlMSXX36Ju7s7sbGxrF27lvr6erRaLT/5yU9azdkpLS2lrq6OkJCQLu2HVlZWho+Pz11ff/z4cbZu3XrX1zvyyiuv8O6773ZrnUJ0lUzcbiJBkugZHt6VkZmZmbz++usUFBQwfvx4FEXh66+/5ty5c+1e4+rqSmxsLP369ePEiRNkZWXZN3d1d3cnMDAQjUZDQ0MD06dPx2KxsH//fsaNG8fQoUMJCblGQsIOQAUU9uyZe9tAqb6+nvz8fIqKikhJSbHXtWbNGp566inq6+v57LPPAAgODubll19Go9FgNpspKirC19cXNze3Lv2uSkpKbtvzdTtr1qzhwoULXaqjmY+PD8OHD+f1118nISGhW+oUojvIcJsQPUZztvaPmt6P3t/mfE8uXbrEokWLmDVrFkFBQTz22GPk5ubyt7/9rd0AycnJidjYWBYvXsygQYP4/PPP+fbbb+0BEoDRaOTKlStERUUxc+ZMvvvuO86cOcNzzz3H0KFDAQgMLABUamo8AbXpc8dcXFxQVdWeL+nQoUPU1tbah938/f0ZOHAgANevX7cnXywuLsbZ2bnLARKAn58fxcXFXaojJCSky+0AGD58OK+88grx8fH813/9F+Xl5d1SrxD3mgRJogc7Cvw3PSuQeLiytRcXF/PTn/6U6Oho6urqeOKJJ6ipqWHt2rUcPHiw3ev69+/PkiVLMBgMJCcn25M9Amg0GqKjo4mOjmbAgAGsWLGCgIAA9u3bR0REBAsXLmw1H6eoKBRQ8PCoApSmz7c3YMAAiouLmTZtGjqdjp07d+Ln50doaChnz55l0qRJ9txHBw4cID8/H5vNhr+//13/vm7l5eWFyWS64+vKy8v58MMPHc6ZGjx4cKeDJx8fH5KSkkhKSsLZ2RmAcePG8S//8i933CYh7gcZbhM9VMv98aDn7I/XU5+rNaPRyB//+Ef+8Ic/EB0dzSOPPILRaGTv3r0UFRW1e52Xlxfjx4/H29sbg8HAZ599RnFxMXq9nmXLllFTU4PBYMBqtaKqKlqtlhs3blBZWcnUqVNxcnJyWG9IyLU7mpPUrLq6mhs3blBcXMyuXbsYM2YM0dHRrFu3jkWLFnHz5k1SU1Nxc3Nj6dKl9OrVq9PL9TvrTofdjh8/TkpKisPgauHChfj6+qLRaLBYLFy8eNFhIOXu7s7ChQsZNGiQw3tcvXqV8ePHs3Tp0k63S4h7paPhNtngVvRQLXtcrjd97gnBxBgaA6OeOSfJYrHw4Ycf8h//8R94eXmRlJSEoih89dVXHW7AqtPpiImJYfDgwZw8eZLdu3cza9YsHn/8cbZt28Zjjz2GRqPBYDBw9OhRTp06BcCMGTMICwsjJiam3QAJoLCw9x0FR80MBgNXrlwhLCyMiIgIjh49SmRkJI8//ji7d+9m/vz5hISEMH78eKqqqrhw4QLTp0+/4/t0pHnY7XY9VDU1NWzdurXD+V0+Pj5kZGSQk5PD448/zoABA9oESVqtlpkzZ7YbIAH06dOHjRs3MnHiRPr27XsnjyPE90p6kkQP9XD0uPQkW7Zs4Y033qCsrIyEhAQMBgPnzp3jwIEDHV7Xr18/xo0bx/Xr1zl8+LA9caSbmxtLlixBo9FQXl7OgQMHGDt2LJ6enmzatImGhgYAli9fTl1dnX0O0r1w9OhR/P39WbNmDa6urjzzzDMcPnyYkJAQwsLC0Gq1bNiwAaPRyI9//ONu3/y2uVfo1pQCzT1khw7V88c/ft1hVnKAJUuWoNPpqKqqIiAggPT0dC5evGg/7u/vT1JSUqfab7PZyMzMZMuWLV1axSdEV3V5dZuiKL2AvwFDaVzisUJV1cOKovwUWAVYgBRVVX+uKMqzwGstLn+Uxq+8F4BkoD9gBXaqqvqLpvr/H+Cfmuopbqr/atOxZcAvm+p6S1XVtU3lEcBGwIfGr9VLVVU1d/QcEiQ9bB7eVWA/JAcPHuTnP/85p06dIiEhgdDQUG7cuMHu3bupr69v9zpvb2/GjRuHh4cHX331FYWFhfZjkyZNYvDgwVitVnQ6HSkpKVy7dg0XFxeWLVvWav+ys2fPMmTIEJycnO7Z9hllZWWUlJRQVlbGjh07GDVqFDExMRQXF+Pn58exY8fsvVuBgYGsWth9h38AACAASURBVLWqS3mOHLm1Nykk5Brx8Y2b89bW1rFqFRw75vjayMhIHnvsMaBxormTkxOZmZn2/e0A4uLiSExM7LBH7lalpaUEBgby2muv3f5kIe6R7hhuexfYrarqk4qiOANuiqJMAeYBj6qqalIUJQBAVdX1wPqmGw8DPldV9ZSiKG7AH1RV/bKpjn2KosxUVfUL4CQwSlXVWkVRXgJ+DzytKIoP8G/AKBqDs0xFUXaoqloO/A74k6qqGxVFeR9YSeMsXSGajEGCowdXVlYWv/jFL0hJSWH8+PE8//zzGI1Gtm/f3uGWHXq9ntjYWCIjI9ss6R80aBATJkxAo9Hg4eGBr68v586dY/r06axevZqJEydisVjQ6XSsXbuWRx99lOHDh1NQUIC/vz9Wq7XbgxNoHKa6dOkSISEhREZG2tsbEBDAli1bKCkpsZ9bVFREeno6M2bM6NY2+Pv7U1paiq+vb1PJCYqKiigosBEcDCNHtg2SPDw8mDlzpv336Gj+kcFgYOHChfbVenfC19eXb775hm+//ZZHH330zh9KiHvstj1JiqJ4AqeBfmqLkxVF2Qx8oKpqegfX/hZQVVV9w8Gxd4EsVVU/vKV8BPCeqqrjFUVZDExWVfXFpmN/BfbT2INUDASpqmpRFCUO+I2qqh3+qyI9SULcfwUFBfzqV79i7dq1REZG2nemP3LkCFlZWe1ep9FoeOSRR4iJieHixYt888039mEkf39/+xCdoiiEhobah3CsVit5eXlcvHiRqKgo0tPTGTNmjD1X0dKlS6mpqcHPz4+6ujqGDBlyT55bVVUyMjIIDw/HZrNx9uxZhg4dSn5+Prt27WrzrD/+8Y/b7A/XVSaTiYaGBtLT04FjvPceKAqoKm16kpp74yoqKkhNTaW6urpNfUOHDmX+/PldTllw+PBhkpOTu5RhXIi71dWepH40BiQfK4oSDWQCrwIDgYmKovx/QD3wM1VVv7nl2qdp7G26tUG9gMdp7KG61Urgi6afQ4FrLY7lN5X5AhWqqlpuKW9DUZQXgBcAwsPDO3xQIcS9YzQa+d3vfscf//hHXF1dWbRoEQaDgfPnzzvsoWgpPDyccePGUV1dzeeff27Ps6PX6+1DdA0NDQQHB7cZ7tFqtTg7OxMVFYXFYqFPnz6kpqby9NNPExkZSWpqKk899ZS9N6N1b0v3URSFyMhIjh07xsmTJzGZTHh6ehIeHk5QUFCr3jObzUZycjKvvPJKt/Zs5efns3XrVvvvb9Wqxh6kEyf+ESBFREQwZcoUNBoN+/fvd7iHm4uLC48//rh9i5Wuio6O5je/+Q3/+Z//2S31CdFdOhMk6Wic1PFTVVWPNvUA/aKp3BsYC8QCmxVFsfc2KYoyBqhVVbXVV0NFUXTABuD/qKr63S3HltA4tPZYc5GD9qgdlLctVNUPgA+gsSfp9o8rhOhu69ev5/XXX6e4uJiEhATCwsIoKipi+/btHU4Wbp535OnpSUZGBnl5efZj48aNY9iwYVgsFnr16oWnp2e79YSGhtr/2A8YMIDTp0+Tk5PD5MmTWb16Nbm5uQwePJji4mLq6+vvSZAEEBQUhJubm70HLDU1lR/96EfMnTuXDz74oNW5xcXF3TbsVl9fT0pKSps97Y4d+0dw5ObmxsyZM/H39+fixYv8/e9/b5V4s1nv3r1ZtGgR3t7eXW5XMzc3N3Jzc/nyyy+ZMmVKt9UrRFd1ZklBPpCvqmpzRr4tNAZN+cBWtdExwAa0TMaxiMZg6FYfALmqqr7TslBRlHjgDWCuqqrNCTrygZbrbsOAQqAE6NUUcLUsF0I8QHJzc5k4cSJLliyhT58+LF++HG9vb7Zv3862bdvaDZD0ej0TJkxg3rx55OXlsWnTJnuAFBkZycqVKxk6dCg6nY7+/ft3GCA169u3Ly4uLlRXVzNr1iwOHDiA1WolISGBffv2oaoqRqMRZ2fnDpfBd9WUKVMICAiwf25e3bVgwYI253711Vdcu3atTXlHQkKuMWLEEUJCGq/LycnhT3/6U4eb/sbFxbF06VL0ej2bNm0iPT3dYYAUFRXFiy++2K0BUrMBAwbwzjvvUFFR0e11C3G3bhskqap6A7imKEpUU9E04CywHZgKoCjKQMCZxuAFRVE0wFM0zh2yUxTlLcAL+OdbykcAf6UxQLrZ4lAakKAoireiKN5AApDW1Fv1JfBk03nLgM87+cxCiO/BJ598wogRI7hx4wYrV65kyJAhZGRk8Mknn7Q7MVuj0TBs2DAWL14MwIYNGzhz5gw2mw0fHx8WL15MfHw8qqoSHh5+R0vl9Xo9NpsNDw8PXFxcGDt2LGlpafTt25egoCD27t1L3759ycrKwtXVlaqqqm75PdxKq9WycOFC+wq78vJyLl26RGBgYJs5SDabjS1btmC1WtsEP4407zMXHX2cadO2kZ29mk8++cThfCKAsLAwli9fztChQ8nIyODTTz/tcMuQysrKe7pcf9SoUbz++uv3rH4h7lRnV7f9FFjftCrtO2A5YARWK4qSBZiBZS0mdk+isffJPpymKEoYjT1F54ATTf9AvKeq6t+A/wI8gOSm8jxVVeeqqlqmKMqbQPNcp/9QVbWs6efXgY1NgddJGjezEkI8ANLS0vjZz37G3Llz8fT05MKFCxw4cMBh70Sz9uYd6XQ6EhISCA8Pp66uDj8/v7ueKBwREUFubi5ms5no6GiysrK4du0aiYmJrFmzhoKCAgYMGEBFRQX19fWd6qG6G71792bs2LEcPnwYaEyD0K9fP2bNmuVw2K2gYCsrV96kaZFvu5vsNu8zV1CgotEUYTA4Dkb1ej0zZ84kKCiIK1eukJ6ejsVicXhuSzdu3OiWjXPbo9PpcHFxYePGjSxatOie3EOIOyHJJIXoce5ffqhLly7x61//mqqqKvu8o7S0NDQaDVFRUeTm5rbpoXF3d2fSpEl4eXlx6NChVvOOmrfxsFgseHh4EBQU1OU2VldXU15eTk1NDRaLhS1btrB8+XJycnI4cuQIK1as4Ny5cwwePJiGhgYiIyO7fE9HzGYz77zzDr179yYuLo66ujrc3d25efMmW7dubXXuSy/B66/7Yzb74uFRxenTozh5cmybOj08spk8eQsmk8nhijWA0aNHM2LECIxGI7t3726VfqAzpk+f3mrekKqq1NfXU19fT11dnf3nWz/X1tZiNpsZM2bMbX+nmZmZvPPOO92+uk8IR7qcTLKnkCBJ9Hz3J9N4YWEhb775JllZWTzyyCPU1dWRnp5OSUkJEydOZMCAATQ0NGAymfif//kf+3URERFMmjQJvV5PVlYWhw4dspdPmTIFnU6HxWLp1kDFarVy/fp1Ghoa0Gg0ZGRk0NDQwJQpU/j0008JCwtj4sSJZGVlMXToUAICAnB1de22+zezWCwUFBQAcPLkSY4dO8b06dPp378/O3futB8DGD0a/vpXHQEBASiK0qYnqTm9QHp6OsOHm9usWIPGSeMzZsxAr9dz9OhRTp8+fVftdnV1xcvLyx4A3ekGugaDgVdfffW2vYFnzpxh/fr1rRJ/CnEvSJDURIIk0fP9N40jz8171q0EXrpndysrK+Ptt98mJSWFsWPHotVqOXr0KGVlZcTHx+Pq6orJZLLvcv/8889z6NAhLly4wIQJE+jbty9paWn4+PgQFxfHZ599xrRp0/D29qampobIyEj77vHdwWazERkZiU6nY8+ePVRVVeHp6cmaNWuYN28eOp2ODRs2kJSUhEajQafTodFoOtyH7G5UVlZSVVWFTqfj0KFDrSZV/+hHP0JRlDbDbqNHw+LFA/H2ntYqQLpx4wafffZZq6CqJZ1OR2JiImFhYVy7do20tLRODa3dS4888gjPPvtsh+dUVVURFBTEq6+++j21SjysOgqSZMMcIXqUkU3v12/53L1qamp46623GDFiBPn5+UycOJErV65w+fJlxo8fz5w5cygqKmL37t2sXr2aS5cuYTKZOHPmDHFxcTz99NPU19fT0NDAkCFDOHv2LFarlSeffBInJyfc3d0ZMmRItwVIFosFX19fe53NE8R79eqFyWRi1qxZpKSk4OnpSXR0NCkpKXh5eXHhwgXc3Ny4cuVKt7TDbDZTWFhIVVUVXl5eBAcHM3369FbP2bza7fHHH2917bFj8LOfXeLECSf7M+3Zs4c///nP7QZII0aMYMWKFfj4+LB9+3ZSUlLue4AEkJ2dzYkTJzo8x9PTk/Ly3RQU/JLGHlIhvn+dnbgthPhBGEPjENu9mZNkMpl4//33+f3vf8/w4cOZNWsWpaWlKIrCwIEDMZvNZGdnk5WVRVlZWatrPTw88PLywmazcfPmTTIyMigpKWHy5MmsWLGChoYGtFptt+YpUlWVmzdvEhMTg4eHR6tjoaGhXLhwAZPJRFBQEEFBQZw4cYIxY8aQk5PDqVOnGD58ODk5OURFRdHQ0HBH+5K1ZLPZqKiowGg04uTkREBAADpd4z+/np6exMfHk5qaCjSudrty5Qp9+/bF39+f4uJiez1Wq5Xk5GRmzZrF559/3u58In9/fxITE3FzcyMzM5P70YOu0+mIi4sjLy/PPrTo7OxM//790Wg0pKenExER0W46gcaVemcwGo9gs32BRvMXZJsh8X2T4TYherTumcRttVpZt24dv/nNbwgKCmL48OGYTCb27dtHfn4+0dHRuLm52VdrtaTRaIiNjWXQoEFkZWVRV1fHxIkTOX78OMOHD0en01FZWcn27dt5/vnnsVqteHp6djlQqqysBMDLywu9Xk9ERESbcywWC/v27aOiogKDwcDq1at55plnMBqNbNu2jeeee47Kykp69eqFzWZj8ODBd9yO+vp6SktLsdlseHt7twnWoDGIeu+991qlRnjhhRdQVZUPP/ywzfntabkS8Pr163zxxReYzR3u+33PjBw5kvnz51NdXU1ZWRlffPEFS5cuxcvLC2j8vXz55ZckJiY6nHc0YsQRoqOPU1XlgYdHFaGhv+ZeDh2Lh5cMtwnxUGqexP1R0/udD1moqsqWLVsYNmwYb775JtOmTSM6OppvvvmGtWvX2neBP336tMMAqW/fvixatIi+ffui0WjIzMxEVVVUVWXUqFGcO3eOHTt20KtXL3vOo+a91u6WxWKhqKgIT09P+x9kk8lEaWlpm3N1Oh0RERH2IGj69OmkpqYSGBhIv379SElJITg4mJMnT+Lu7k5hYedz1tpsNkpKSiguLsbJyYnQ0FCHARI0BpJz585tVbZt2za0Wi0zZ87s1P2GDh3K8uXLCQgIYNeuXXz++ef3LUCCxh4xnU6Ht7c3ZWVlJCUl8c033/Ddd42ZYVxcXJg0aRJfffWVw+uLikIBBU/PGiwWK7cZnRPinpAgSYgeq/mvSvAtnztnz549xMbGsnLlSoYNG8aMGTPIz8/no48+4uTJkx1e6+3tzZw5cxgzZgwHDx7k2LFjODk58dxzzzFp0iTy8/NRFIVvv/2W69evc/XqVR577DHy8vJQVRVfX1+ys7Pv+InLysowm80EBga26Z0oKyuz52nS6XS4u7uj1WoZOHAgGo0Gs9lMREQEzs7OXLhwgalTp1JeXk5ubi6xsbFcvHiR+vp6rFbrbdtRW1tLYWEh9fX1+Pn5ERAQcNskjH379mXkyH/MIWvMj1RAnz597MGeIz4+PjzzzDOMHz+erKws1qxZYw9ev2/jx49nwYIFeHl5cfnyZT744AM2b97MwYMHCQgIID4+nn79+tnPd3d3Jycnx2HwWVjYmz175nL69Cj273+St9/+0t47+OA6SuPiCZlD1VNIkCREj3V3k7iPHDnClClTmD17Nr6+vjzzzDOoqsqnn37K3r17O0wI6ezszPjx45k3bx5Xr14lOTmZkpISYmNjURSF4uJiPv74Y1JTU6moqCA+Ph7AnkvJZDLh5ORERUUFer2empqaTrXZZDJx8+ZNfHx8HC4td3Nzo0+fPmi1WlxcXHBxcUFRFFxcXIDGP+4eHh6Ul5eTmJho37ds+vTp7Nu3z16PzWYjNze33XbYbDaKioooLS3F1dWVkJCQO0ofMHPmzFbn79y5E5vNRlJSUptzNRoNCQkJJCUlUV9fz9q1ax325n1fQkNDGTx4MLGxsUyfPh2AK1eucOrUKYxGI+1N7aitrWXTpk00NDS0OVZY2JuTJ8dSWNib6Oho3njjjXv6DF3T9Z5b8eCRIEmIHqt5EvdKOpMv6dKlSzzxxBPExcVRVVXFihUrCA0NJS0tjeTk5A636VAUhSFDhrB48WK0Wi0bN27kzJkzxMTEsGzZMnQ6HYqitJojs2/fPgIDA/Hx8cFms7Fv3z4GDBhAdnY2np6eaDSaTu2hdvPmTRRFabUfWjOtVktwcDDh4eG4u7vj7u5unzDd3G69Xo+bmxv+/v54eXnh5OTExIkT2bNnDxEREQQHB5Oenm7P1eTi4sLNmzfb3KumpoaCggIsFgsBAQH4+vre8RYe7u7u9gCj2c6dO9FqtcTFxdnLBg0axIoVKwgLC+OLL75g69at1NfX39G9ultlZSW7du3CarVSXFyMs7MzQUFBBAQE0NDQ4HCF4OXLlykuLqa4uJjdu3d3WL9Go8HFxYXNmzffoyfoqq713IoHk0zcFuIhV11dzW9/+1v+9Kc/4e/vz7Rp09Dr9Zw6dYpjt6ZrdiA4OJgJEyZgNpv5+uuvKS0txd/fn5kzZ+Li4sLRo0eprq5mxowZbN26laKiIvu1Tz75JIqikJycDMC8efPw8vJCVVVMJhM+Pj6YTCYGDBjQ5r7NWZx9fHwctsvT05PAwECcnJzQ6/Votdp2n6G2thabzUZaWpp9ovaGDRsYP348gYGBXLx4kSFDhmCz2SgsLCQoKIiIiAg0Gg0Wi4WSkhIaGhrsK/i6sr+Zqqq8//77rTa2nThxIoMHD+azzz4jISEBT09PsrOz+frrr+/6Pu3RarXEx8dTUlLS4aa4jnh5eeHr60tUVBRjx461rwa0Wq0oikJlZSVubm5oNBqys7PZuXMndXV19uuXL1/u8P91S9nZ2fzud7+7o3377p2WCyPgfiRyFV0nySSbSJAkxD+oqsrq1at54403qKmpITExEX9/f/Ly8tizZ89t8+l4eHgQFxdHQEAAhw8f5rvvvsPZ2ZmEhATCwsK4fv06X375JQkJCQQHB2OxWKipqeGTTz6x1xEQEMATTzxBamoqeXl56HQ6li9fzuXLl4mMjKS8vBy9Xk///v1bLb/XarX069ePvLy8NhmfnZycCAoKwt3dHWdn507lWrLZbNTW1lJSUsKJEyeorKxEURT27t3LwoULUVWV/fv3M3HiRHJzc+0ZxIODg6msrESr1eLv73/XKQJaslqt7Ny5s02A+k//9E9otVrKyspITU3FaDR2+V63CgoKIikpiaCgIMxmM++++26HG97eSqfT8cILL7S7nciBAwdIS0tr9/rOZuM+f/48H3/88X3Oxu0ouz3cry2BxN2TIKmJBElCNMrMzOSll14iMzOTyZMnM3DgQCorK9m9e/dt/yjqdDpGjBjBI488wpkzZzh16hRWq5XY2FhGjBhBfX09e/fuxdfXl/j4ePs8Iz8/P3Q6HevXryc7O5uoqCjmz5/PzZs30Wg0fPzxx9hsNgYNGsTkyZMpKirCYDDg4uJCSUkJo0aNoqGhgT59+tg3nq2vr281jOPj44Ofn5+99+hOenRMJhMNDQ1kZGRQUVFhHyKsrq7GYDBw5MgRamtrmTp1KsePHycmJgaNRtNqFV1XXbt2rU1vW1BQEImJieh0Ovbt28fly5e75V63iouLY9asWa163K5cucKHH37Y7nyiW40bN445c+a0e7y2tpa33nqrwzqGDh3KM8880+E5tbW1BAYGsmrVqk616974frPbi3unoyBJkkkK8RCpqqrijTfe4C9/+QtDhgxhxYoVqKpKeno6Fy9evO31kZGRjB07lhs3bpCcnIzRaCQsLIz4+HicnZ05fvw4Fy9eZMGCBXh4eGAymdrkBpoxYwbjxo0jKCgIV1dXDAYDV65cITExkdTUVM6dO8fQoUNxc3PDxcWF/Px8evfuTWVlJWPGtP527uLigo+PD0ajkeDgYFxcXNDr9Z3q0Wn+w9/cG6HX67FYLMTFxZGenm5PVbBr1y7mzp3L2LFjWbduHXV1dcTExGCxWFBVtVsCJLPZTFpaGkeOHGkVkDTv5Xbt2jW++OKLDifNd1VdXV2bIcm+ffsyYcKEdpfp3+p2eaTc3Nzo1asXFRUV7Z6TlZXFiRMnWq30c1TP6dOn7fvr3R8jaQyS7m12e3F/ycRtIR4SmzdvZtCgQWzZsoVnn32W8ePHc/bsWT766KPbBkh+fn4sXLjQHkA0BxFPPPGEfQuS1atX24fL3NzcHOYGunnzJp6enhgMBnuCRY1Gg8FgIDw8nPDwcAB27dqFh4cHN27cICwsjOrqagoLCx32aPj7+xMREYGHhwfu7u6dCpBsNhuKorSpz8XFBY1GQ1xcHJs3b6akpIR58+axYcMGAJYsWYJerwfg6NGj6HS6TgWXHblw4QLvvPMOhw8ftrcnLCyMlStXEh4eTkpKCikpKfc0QAI4deoUWVlZbcoTEhIICgrqVB3u7u63PaczvVI7d+68bY9mv379ePvtt+9jLqg7WxghfpgkSBKih/vuu++YOXMmy5YtY8yYMcyfP5+Kigo+/vhjDh061OG1bm5uTJo0idmzZ1NTU4Orqytz5sxh/vz5LF26FBcXF5KTkzl+/DgrVqywD4ndmhvIaDRSVlZGQEAAzs7O9snWzX8I/f39MRqNTJ8+HY1GQ319PUeOHCE4OBiz2UxNTQ1ubm4OezQ0Gg2urq72Zf0dsdlsqKpqb5dGo2kVfGi1WnQ6HQaDgVWrVvH555+j1+uZOHEiGRkZaDQazp8/T3Z2NnFxcRw6dAgnJ6dOpypoyWg0smnTJtasWWPvWdFoNMyaNYs5c+Zw7do1Pv7441YTuO+1bdu2tVnFqNVqSUpK6nDiezNHeYx27Nhhf77KyspO5ToymUwkJyejqioFBQVs2bLFYXAVFRXFb3/729vWd++MoXGITQKknkqCJCF6KLPZzFtvvcUjjzyC0Whk2bJluLu789lnn7Fz584Ov4F7e3szefJkFi9eTFRUFMnJyaSlpfHBBx9QWlpKQEAAiqJgMpkYP368fen/rbmBVFWlqKjIPizWTKPR4O3tTW1trb0dAwcOBCAxMRFozOJdVVVFQ0MDISEhXLp0CaPR2Gqopnkz3M78AW/utbo1kLr1s16vR1EURowYQWxsLHv27CEqKory8nJqamoYPHgwJ0+exGKxEBYWRnl5+R1l4gY4efIkf/rTnzh9+rS9LCIighUrVhAYGMj27dvZs2fPPe89ulVdXR1bt25tUx4UFNQmNYEjjjatHThwoH1IsjnlgouLC1FRUUydOpUZM2YwcuTINhPsr1y5wrp163j//fc5ceKEw5V8Op2OiooKDhw40NlHFF3y8CXLlInbQvRA+/fv56WXXkJVVSZMmICiKGRkZJCTk2M/JyoqiqioKM6cOWOfDBwQEEBsbCxBQUGcPHmSs2fPkpSURHl5OTt37sTX15ennnqK/fv34+bmZp8jpNFo8Pf3b/WHrqqq6rZzdoqKirBYLPbl3IWFhVgsFvtqNw8PD5599lmqqqq4ceMGffr0wWazMX/+fAD7BO2ONA+tddTL1BxANbNYLNTX11NZWcmLL77I5MmTCQ8PZ+PGjSxZsoT6+nrS09OZM2cOKSkpzJo1C1VV6du3b4dtKS8v5/PPP+fChQv2Mp1Ox+zZswkODubcuXPs37+/wzq+D/PmzWsz/6t5HzlH+Y5amjVrFhMmTGhTbjAY8PT0bHfYtKqqio0bN7Zbv1ar5eWXX3Y49Hf27Fn+/Oc/2yf0P9i6Zz/F75+j1Xw/pPa3T1a3NZEgSfR0xcXF/OxnPyM1NZWEhAQMBgPnzp1r9U179OjRDB8+HGjMkeTl5cXu3bt55JFH8Pb25uLFiwwfPpwdO3ZQWFiIv78/Cxcu5OrVq4SHh1NQUMDu3bt57bXXMBgMbdpgs9koLi629zZ1xGazUVBQgIeHh303+KysLNzc3Fi9ejUeHh4sWrQIrVZLYGAgGzZsYMqUKfj6+hITEwOAq6urw56k5onXnV3hdmugVFdXh9Vq5eDBg7zzzjs8//zz9l6jmJgYjh07Ru/evTEYDOTk5DBq1CgCAwPtWbxvbcuhQ4fYu3dvqx68qKgoJk2ahMlkIiUlxeH+cveDs7MzP/3pT9tsMlxeXs67775723lAYWFhjBgxAh8fH1xcXAgKCqJ///54eHhw7dq1dtMXmM1m3n///VYb/bYUGBjIyy+/3CohKPyjx/Ldd9+9g6e8H37IgUbL1XwXgeHAP/PDaX/7ZINbIXq45m/5w4YNo6ysjCeffJK6ujo++eQTe4AUERHB8uXLiY6O5tixY3zwwQekpKRQX19PfHw8ly9f5tNPP+XIkSPk5eXZh1fCwsKw2Wz07t2bjIwMdu3ahcViYdeuXW3aUV5ebl+e3ZkcNhqNhl69elFTU2PPyxQVFYWqqiQmJlJfX4+3tzcajYby8nImTJjA5cuXuXHjhj0J4a15kuAfvUddSerYHOxMmDCBwYMHs2PHDoKCgjAajdTX1zN69Gjy8/NxcXEhMzOT6upqhxvzFhUV8f7775OSkmIPLvR6PQsXLmTy5MlkZ2ezbt26ByZAgsZgZfPmzW16fJr35Lud/Px8du7cydr/n733jovqzvf/n1OYQm9DB0GkiYgFVFAEQUTsGmMS41rS7k02yW6yuXf37n53b/K7e/eWx2Pv5m5yN5tkN1FTrVEBsQGKHRtgoYgFkN6HOv33B5mzjBSxRE12no+HDzNn5pzzOWcw5837/Xq/3ps28eGHs9gbTAAAIABJREFUH/LZZ59hMpno7Oykp6dn2P1kMhkLFy4c9v2GhoYhfZbMZbzt27ffcW2Plu+zK7e5e68CqAIu8PcwfsUaJFmx8sh4MPX9ixcvMmvWLD799FOWLVuGq6sru3fv5ptvvqGnpwcHBweefPJJiwG1V65cIS4ujhUrVlBWVoZUKqWzs1PQwBw4cAC5XM7zzz9PbGwsxcXFABalrYsXL3LlyhWg/6Ha2Ng4qN1/NDg4OCCVSmlqagL6S2gSiYSAgAC8vLzIyMhApVKh1Wrx8vKiqakJkUjEgQMHgP6AaGBm426yRwO5XcRtfvCKxWJef/11WltbuXDhAgkJCcKMtNjYWGF0SmZmJnK5XBguazAYOHjwIO+//76F+DoqKop169ahUCj4+uuv7yieN+Pl5cWrr74qjEf5rqmurh6y9BcTE3PHVv/b0el01NTUUFNTc8futuDg4GFd1AGOHz/OtWvXBm13cXFh165dd60Pe7jc2zzFxwNzN98kwB8wO6N/nwK9u8caJFmx8ki4/2GYPT09/PM//zNPPPEE4eHhTJgwgZMnT7J582bq6uoQi8XMnTuXZ599FpFIxJdffsmhQ4eIiIjgmWeeQSaTcenSJSFzk5aWJgisV65ciVgsxsbGRsguFRYWMmXKFIsAZPfu3dTV1WE0GoecnTZaVCoVer1e6KwKDAyktbWVefPm0dTUxLVr11AoFLS2tpKQkEB5eTlKpZKysjKgP0gzBzgikeieBc9isdjiIW5jY4NYLMbT05N169ZRUFBAXV0dSUlJQmDW3NwM9GtqLl68iF6v5/r16/zxj38kLy8Pg8EA9HcKPvXUU8THx3PhwgW++OKLUXV6SSQSUlNTefXVV/Hx8WH58uWjchF/EOTm5g4ZdKxYsWJU7f5mxo4de8fP5OXlCcODPT09R/zsmTNnhtweGRnJv/zLv4za/PLh8323DZhOf4nNnu9noHf3WDVJVqw8Eu7PrTcjI4Nf/OIXREVF4eLiwtWrV8nLyxOCg+joaKZNm4Zer+fw4cPcuHEDf39/4uPj6e3tpaGhgaioKEQiEVevXuXEiRM88cQTgr9RY2MjBw4cYMWKFbS2tgqlteeff56rV6+Sn5+Pg4MDS5YsITIy8oHckfb2djo7O/H19UUsFtPb20tNTY1Qahs7dixdXV1IpVK6u7uxsbFBp9MJbtTm7jozJpPpnsZW3L6feWSJXq/nzTffFDJF0H8/pFIpH3/8sXDvY2NjBz3Ep06dSkxMDB0dHWRkZIx6pEhAQAArVqwYFICePHmSjIyMu762e0GlUvHaa68N0gGVlJRYjJgZCbMZ50i0tbUhk8mws7Nj48aNFuJ2M+aAMSEhYcjvtqenh+3bt/Piiy/y5ptvjmptVkbD7WLz76v4fGiswu1vsQZJVh4f7k3AWV1dzWuvvYZGoyEwMJDm5mb27dsn+PT4+Pgwd+5cFAqFMKDW2dmZ+Ph4nJ2duXTpElFRUdjb23Px4kWLUo9UKmXt2rXU1dWRn59PXFwcPj4+2NraCt1mEyZMYObMmRw8eJA1a9YMKVK+H2pqapBKpUImoaysTAh8enp68PDwoLu7G5VKxe7du4mLi8NgMJCeng5g4bZ9uxD7brh9X61Wi1ar5caNG/zsZz8Ttjs5OfHMM89QW1vLnj17Bh3H0dGRRYsWYW9vz+nTpy1a/u9EcnIyKSkpFsGAWq1GrVYjFospLi4mPz//nq7vbpk5c+aQWqEdO3aMaghucnIyc+fOHdW5jEYjv/vd7wZplwbOlRuK8vJyduzYQWdnJzY2NuTn598xMLMyFLcHQH8F3gHsvv3zfcyAjYxVuG3FymPH3aXd9Xo9v//975k1axaenp54eXmRlZXF9u3bBaPF5cuXs2TJElpaWti4cSNFRUXMnDmTZcuWUVdXR3t7O/Hx8XR3d7Np06ZBWhi9Xk9+fj4BAQGsWrUKtVrNl19+yfXr14UH3KVLl+jt7WXixIkW09sfFGbtkTnTEhYWRlNTEyaTCaVSKWy/fv06RUVFtLW1IRaLqampAfpF3OZf/G7XGI2WoYIrmUyGWCwmKCiIJUuWCNs7OjrIzMzEx8fHYqirWCwWfKa0Wi2bN28eMUCSSqVCt56Z5uZmIUDS6/XU1dXR0dGByWTCYDBQWVl519d2rwynA1q0aBHOzs533P9uXMnPnTs3KECaNWvWsO3/Op2OXbt2sXHjRjo7O4Vtq1ateqzE8N8PbpcB/BX4/4AW+jPe3fzQNUi3Yw2SrFh5ZIzOrffUqVPExMTw1ltvCW3ymzdvFsTAiYmJ/OhHP0KpVLJt2zays7MJCwvjmWeeQSwWc+XKFWJjY1GpVOzZs4ddu3bR19c36DxeXl5MnToVjUZDT08PBQUF6PV6Dh06hFgsFrxvsrOz8fLyGvU8r7tBJpNha2tLW1ubEOCEhoai0+mA/uBo8+bN2NnZER4eTnZ2NiKRyKITa2C321CjR4bjdjfu2zGL1p9++mmLKfW3bt3i+vXrpKWlIRaLmTlzJs899xxjx47l8OHDbN++fcj7bSYoKIjXX3+dJ554QrBmACguLqa8vBy1Wk1dXZ3Q/VdbW8uHH374UIMkYMjrkMvlPPnkk3csa1ZVVQn6sZGoq6tj3759wmsnJydeeOGFQYN3zVRXV/Pee+9RUFAw5Htr1659jPVJD4oHafB4e/fdIUAJ2AA6+oOkH7YG6XasQZIVK48pbW1t/MM//APx8fFCFsLJyQmJRMKYMWMIDw/nhRdeICQkhMOHD/Pll19ia2vLqlWrGDNmDCdOnCAoKIhJkyZx/vx5Nm3aNKQI18bGhoSEBFJTUzlz5gzffPMNLi4u+Pv7A/3Bw9GjR4mMjMTOzk4QUo8fP35UpZa7xRwImrMADg4O9PT0IBKJCAoKwsbGhitXrjBr1ixUKhUmkwmFQiE4Muv1eiGgGG2QNJwbtxmTySQEagqFQrg3Zi5evIhEIuGFF14gIiICqVTKqVOnRgwMlEolK1as4MUXX2TixF4mTz7FP/zDJCEAs7OzQ6fTCeJuk8lEVlYWu3fvfuhO3NCfNRuqpBgUFMTMmTPvuP/WrVtHzCiVl5fz8ccfCxnKSZMm8ZOf/GRI0bfRaOTQoUN8+OGHgnD+diZMmIC3tzf/9V//dce1fX+5/wYQS27vvptLv0jbC3AH/pUfWqntTkjv/BErVqw8bD7//HN+9rOf0djYCMCYMWNISUlBLBZz5swZ4uLiBBPD/Px8HB0dSU9Px8XFhYKCAiIjI0lOTubWrVscOHBgWPO/wMBAEhISqKqqYsuWLWi1Wvz8/DAYDCxcuJCenh42b95MWVkZkyZNYsGCBWzbto2cnBw2bNiAWq2mq6vrrtv+R0IsFuPm5kZzczN9fX0oFAomTpzI+fPncXd3Z9myZWzcuJGQkBDi4+Npb2/Hw8ODXbt2ER0djaOjIxqNBolEInglDadPGo2fkk6ns8hOnTx5krKyMqZMmUJwcLDg49TV1UVRUREXL14kLi6OmTNnUl5eLgRsA4mKimLJkiXY2dnh41PNvHl7ABPR0SIqK6dz8KCamJgY9Ho9JpOJpqYmduzY8UDu7/1QWFjI+PHjmTBhgsX2tLQ0KioqhjWBhH5zzk8++YRJkyYRGxuLm5sbWq2W2tpaLl68yOXLl4H+4HH58uWDzmGmubmZLVu2CCXWoVixYgUxMTGYTCY2bdrEzJkzSUhIuIcrftwZmPmp+/b1/QQx5uz2IfoDpOeBCfyQRNp3i1W4bcXKY0R5eTkvv/wyubm5QH/WYsGCBXh4eHD9+nVkMhl+fn7U19ezb98+DAYDU6ZMISIigsLCQhQKBdHR0XR3d7N//37Be+h2lEolCQkJuLm5ceTIEWpra5HJZMyfPx8fHx/6+vqYOnUqRUVF3Lhxg5ycHBwdHVm9ejWHDh2ioqKCoKAg0tLSuHDhAkuXLn3g96KxsRGdToe3tzdisZiWlhbUajUSiYQLFy7g6OhIcHAw9fX1FBUVMW3aNGpqaoSupoEjS27vWBuNG7fRaESj0Qgt/G1tbfz5z3+mqqqK9PR0bGxsqKmpoaysbEi9zrp162hubiYrK0vY5uzszNKlSwkLCxO2TZ58iujos3R1OaLT6fjkkzl0dUkwGAxC9mik4ONhY2try09/+tNBgXFdXR1/+tOfhPt1L4SGhrJixYphx4ucOnWK7OxsIas3HKmpqUyaNIlt27ZRVVVFaGgo+fn5qFSqe17b48mDdvD+PjuC3zsjCbetmSQrVh4D+vr6+N3vfsd///d/C1mLGTNmEB0dTWdnJ6WlpYSFhdHb2yt4E4WGhjJ9+nRqamo4fvw4s2bNQiqVcvLkScH8cSgiIiKYPn06V65cIScnB4PBIAxzNWeSxo8fD/QPGQ0JCaGwsJCWlhZKS0tJSkri+vXr3Lhxg4aGBkJCQigpKblrg8E74e7uTk1NDe3t7bi6uuLm5kZVVRVubm5MnjwZo9FIX18fXl5e5OXl0dXVRWdnJ8XFxUycOBGdTidYA5i9kwZmlUbS0Zi72aA/WMrLy+Mvf/kLiYmJTJ06lVu3brFv374hs0Rm9u/fz7Jly/D29qahoYG4uDjmzZsndN+ZaWjwxcbmJEVFbuTlTUAiESMW9wcdmZmZj6S0NhI9PT3s2LGDdevWWWz39vZm7ty5Qzpi3wkbGxvS09OH7UZTq9Xs2LFD8FG6E7m5uRw9ehSFQsGLL76Io6Mj69evJyMj475c2B8/bs/83G9A86AzU99/rJkkK1YeMQcPHuSVV14R9BpOTk4sX74cGxsbysvLCQ4ORiKRUFBQQFFRER4eHoKI+uzZs4Io25zxGe7B7eTkRGJiIlKplCNHjtDS0oKbmxvp6enY2dmh1+tJS0sb5Iezc+dORCKR4Inz/PPPc/PmTXJycpDJZKxfv55Lly4J1gMPku7ublpbW/H09EQmk2Eymbh8+TK2trZUVlZy/Phx1q5dS09PD7t372b58uXs37+f3//+9ygUCsRisYXI+k7eSQaDAY1GIwQmtbW1/PGPf0Sj0QgdfgcOHLBw0B6JBQsW4Onpia2trTDE93ZcXaupquqio8MWhUJLb6+cqKh2Sktv8r//e2q0t+qhs2zZMqZNm2axzWQy8dFHH921qFwul/P6668TGdmFp2cNDQ2+1Nb2674uXbrEN998c9fdlAqFgrfeegtbW1vOnj1LZmYmv/rVr/jNb35zV8d5vPkuMknr6Rdo2wEb7/N43w+smSQrVh5D6uvreeONN/j6668ttjs6OqJUKmlvbyciIoKKigpyc3ORy+XMmTMHf39/Tp8+jaenJ+np6ajVarZs2UJbW9uQ5xGLxURHRxMdHc358+e5ePEiIpGIpKQkwsPDUavVTJgwYdiHeEJCAufOnWPatGkUFBSQm5tLWlqakF0qKChg+vTpHDp0aFRzve4GOzs7Ojs7aW5uxsfHB5FIhKurKzqdDh8fH1QqFeXl5YSGhuLl5UVJSQnjx49ny5YtrFu3ThhZYnaoHilA0mg0QhlHq9Wye/dutm3bRnp6Or6+vlRUVHDo0KFRr10qlWIwGFAoFIMGxZrp6OigutqEg4MYkwkUCh2vv74XGxsJS5bA1atu7N37eLax7927l+DgYItrE4lErFq1alRDcAei0WgoL/+Mn/5UgkhkAs6RkZHGBx+cp7Cw8J7W19fXx+HDh2lraxP0Tu+88w6zZs0iOTn5no75+PEoMj8/LCPJO/FDyjtasfLYc/ToUX7729+yaNEiQkNDBwVI0C+mNhqN6PV6vvjiC3Jzc5k4cSJPPfUUvb29nD59mlmzZhEaGsrhw4f56quvhg2QVCoVTzzxBD4+PuzYsYPi4mJCQkJ47rnnCAkJQSQSsWLFimEDJPMxpFIpkydPxtbWVhgwu2DBAqBfzNvZ2Ym3tzc3btx4MDdqAO7u7hgMBqHLy8fHh9bWVuRyOXPnzuXEiRMYjUaSkpK4cOEC3t7eFBQUCGsZOLJkKPR6Pd3d3UKAVF5ezk9+8hPOnz/Phg0bcHV1ZceOHXcVIJnb+s2ZO/O4lYHnrK2tRa1WI5eL6OxUMm3aNf7pnzKwtTXQ1eWISAQ/+lHkPbmGPwy0Wi3btm0bcgjuSENqh8Pbu56uLjVdXY5oNH2Uln55zwGSmWPHjgkBEvSXTlevXv1Yabzujwc9C+48/Rmk6G//vt0T6UF30z3+WIMkK1YeApmZmUybNo3Zs2fz61//mqysLMH4zoyXlxfr168nPDycvLw8tm3bhouLC0899RTe3t4cPHiQMWPGMGfOHG7cuMFf/vKXYVvMpVIp8fHxLFiwgMLCQrKysjCZTKxatYo5c+ZQXl5ORUUFqampo9JoJCcn09fXJzz89u7di1KpFMotWVlZqFQqzp49O6JO516QSqU4OTmhVquFY0dGRtLb24tUKiUhIYGDBw8iEolISUnh5MmTJCQk8O677wqfH8qnyGQy0dfXR19fHyaTie7ubv785z/z9ttvk5CQwJw5cygpKWHTpk3DCuBvRy6Xs3TpUl588UXc3d0BsLe3t+iO6+jooK6uTggutFoR48eL8PS05dixFHQ6Ofb2akCERhNJfHz8/dy+75SqqiqOHDkyaHtsbCzh4eF3dazz50Gt7kSnq6SpqYXjx4f3lrodJyenUX+2oaGBZ5555r4E5o8PD3oW3J2Crtt9lH74xpKSt99++1Gv4aHx0Ucfvf3SSy896mVY+Ttjw4YN/PznPx9xOnlqairx8fHU1tayY8cOdDodycnJhISEcPz4cZydnYmLi6Onp4edO3eO6L/j7+/PwoUL6evrY9++fTQ2NpKQkEBKSgoajUYQwHZ3dzN37txBQuKhEIlEKBQKenp66OrqEjrPYmNjKSkpoaurCzs7OyZMmMC5c+cIDg6+p3s1HHK5nO7ubnp7e7G3t0cikdDd3S1ojsrKyvDx8cHT05OCggJ8fX3p6+ujq6uL8PBwQYtkNiTU6XT09vYKGaYzZ87w61//GrlczqJFizAYDOzcuXPUQmGA8PBwNmzYMOjabWxs6OzsRCQS0draSm9vLzY2NkIpztPTE53Omfp6PxoafGhs9Kary4Hi4lhqa/0JDAyksLBwREPKR8nNmzcJDw/HwcHBYrtOp6OkpGTUx6mpgaIiqK7W89e/whD+kEMiFot55ZVXuH79+qhn4t28eRODwSCU3czeWkMZVj7++AGx3/79II4VTX8Q9AKDgy4jsBfo+vb1Cw/ovI+Wd955p+7tt9/+aKj3rMJtK1a+Yz777DPWr18/Ysln9erVyOVyvvzyS6ZMmUJYWBgXLlxAr9cTFxeH0Wjk8OHDXL9+fdhjKBQK4uPj8fb2Jj8/n+rqavz9/Zk7dy4SiYRjx45RWloKwMqVK1m5cuVdT5PPyspCLBbz6aefotfreeaZZ9Dr9Wzbtg3oDwjr6+sJCQkZdsbWvaLT6aivr8fFxUVoPy8pKUEqldLX10dmZibPPvssPT09ZGRksHTpUrZs2cL//M//CLPglEolWq3Woq3/gw8+oKysjEWLFuHo6MjZs2fvyiTTzs6OxYsXM3HixGE/U1NTY9FdB+Dq6oqdnd2ozlFaWsrmzZtHvaaHjYeHB6+++ipSqRSNRkNmZuZ3YjQ6HDKZ7K40UNAf+O/du5eZM2eSk5PDkSNH+MMf/vAdrfCHhFmTJAO0/BC0SdYBt99iDZKsPCr++te/8uKLLw7r/iwWi9mwYQMA165d48yZMyxZsgRHR0cuX74suEkPh9lY8erVqxQUFCAWi0lPTxd0QgcPHsRoNDJmzBjefPPNQY7Ro0Wj0XDw4EHq6+vZu3cvDg4OrF69miNHjlBaWoqfnx+LFi3i2LFjPPPMMw9cT9Pa2kp3dzfe3t60trYKPkZdXV1cv34dhUJBeHg4R44cwdnZGYVCQV1dHb/97W8tyooGg4Hc3Fz+8pe/EBMTw8SJE2ltbSUrK2vQ3LCRmDRpEosWLbLooBuIXq+nqalpUAnS3K03WvR6PXl5eeTl5Y16n4fNrFmziIiIYNu2bbS3tz/q5dwRmUzGypUrSUxMpK6uDp1OR0pKCnPmzHnUS/se8MPyU7J2t1mx8oh5/vnn0Wq1vPLKK4Pes7OzIzExke7ubhwdHdFqtaSkpKBUKtm0adOIZRYHBwdmz56Nra0te/fupampiSlTphATE0Nvby/bt2+nubkZsVjMCy+8QFpa2n2VFORyOUFBQchkMnx8fKitreXy5cskJCRQUVHBrVu3uHXrFjExMRw7duyBuxw7OzvT3d1NXV0dYrEYDw8PKisrcXR0JCwsjKysLEJDQ5k9ezYbN25k1apVXLlyhaNHj5KYmAj0Z3Xeffdd2tvbeeaZZ1AoFOTn599VaQj6Be0jzS1Tq9V0dHRYBGcSiQQvL6+78uppb2+ns7OTyMhITp069Z0MFn4QHDt2jOPHj9/TrDQ3NzcmTZqEvb09BoOBurq67zQT5efnx6pVq3B3d6elpYWuri66u7vJyckhKipK0JNZGY6/Hz8laybJipWHyC9/+Uv+4z/+Q3idnJxMQEAAFy9e5MKFC4wdO1bw49m2bduwU8xFIhFRUVFMmTKFoqIiioqKcHV1Zf78+dja2nLu3DnhIRMVFcWrr776QN2G9+zZg0gk4tNPPwVg/fr1NDU1kZWVhVQqZcOGDZSWljJ9+nRcXV0fyDmNRiNNTU1CWWVg2e3KlStIpVK6u7s5c+YM8+fPp6qqiqtXrxIdHc2OHTtITU0F+n2OkpOTCQ0Npa6ujqysrHsWm8+bN4+kpKRB2xsaGoYs/4jF4hE7CQei0Whobm7GaDTi5OSEo6OjMFvvh4JYLCYlJYXg4GDUajXd3d1IJBLc3d3p7Oxkx44dQ97HgIAAWltb6erqGuKoI58vKSmJ5ORki0DVaDRSV1eHVCrF2dmZvyet7r1hzSRZsWLlO+Df//3fKS4uJj8/n5UrVyKRSATxsdFoxMPDA+jvvBrYETUQNzc3kpKS0Ol0fPPNN3R2dpKamkpQUBB1dXVs3boVrVaLQqHg5ZdfZtasWQ+87JWSkkJ+fj6zZ88mPz+fffv2sWzZMvz8/Lh16xbHjh1j9uzZ7Nu3j9WrV9/3+cymkmKxGE9PT9RqNe3t7dja2iIWi/H39xfKb66urnR0dBAQEMDJkyfR6XSMHz+eAwcO4OPjw3PPPYdYLGb//v33bVmQk5NDaGgoPj4+wjazN9NAVCoVarUajUaDWq0eduyGef+Wlhb6+vqQy+W4u7sLD/TY2FgKCwu/E6uFh01QUBApKSmYTCays7OprK2EQOAmKCQKVq5cydq1a8nMzBRa9lUqFenp6SiVSgwGAxs3bhx1gOvq6spTTz01ZKlZLBajUqlobGxEIpGwadOmQY7iVgZi7qr74fslWTNJVqw8ZGpqavh//+//IZfL+fzzz/Hw8CAtLY22tjacnZ05ePAgU6dOxd7ens8++0x4CIjFYmJiYhg/fjynTp0SRpUkJCRgNBq5ceMG7u7ubNu2jVmzZvHCCy+M+DC+X06fPk1HRwdfffUVHR0dwty3Tz75BIBVq1YhFovR6XRMnTr1ns4xMHtkZ2eHs7OzIH6ura1FqVQKZoYlJSXY2tqi0WiEoK23t5eMjAyWLFlCc3Mzfn5+3Lx5kwMHDtz3uA8vLy8hY2XOTHR2dlrocVxcXFCr1UJp0DyU1dvbe5CzOSDsbx7yO5SDeXNzM3/84x8fuNXCvSISiVCpVCiVSlpbWwdZW9yOVCpl/vz5+Pn5cfXqVXJycsAfWA640m/2nAOc7x+cGxQUxIkTJ/D398ff35+amhr27dvHmjVraGlpYc+ePXdcY2xsLAsXLhxRB6bX66mrq8PX1xedTseTTz5JZGTk3dwKK99TrMLtb7EGSVYeB7Zv305OTg7t7e3Y2Niwd+9eli9fjkQi4ZtvvqGxsRGxWMzatWvp7e1ly5YtuLu7k5KSQnt7O0ePHkUsFrNw4UKcnZ2FifQzZ87EaDRSUlIy7AT1B82ePXvQarV8+eWXiMVinnvuOSoqKjh8+DB2dnasWbOGs2fPkpaWNmgg6p0YmD1SqVSDHnA9PT20tLTg4eEhDLItKyvDaDTS2dlJW1sbERERlJSUEBYWhslkIjMzk7q6uqFON2rEYjHz588nICCAqqoqDhw4QEJCAlFRUYIhpadnDwEBttTX+wtdeeZ9jUYjIpEIFxcXDAaDoENrbm7GYDBgb2+Pk5PTiLqlvLw8Dh48eF/Xcb84ODiQkpLCxIkThWDOnBUartHA39+ftLQ09Ho9e/fupbG1EZKAmcDtyc5zQBakp6UTEBCAXq8nOzubtrY2oXTq7e09Yjeivb09K1asGJVnU1dXF+3t7fj59be0q9Vq/vVf//WBj9qx8vhhDZK+xRokWXmUNDQ08NZbbwnT5Xfv3s369euRSqXU1NTg5OSEVqtl69atQP+09WeffZbW1lYcHBw4fvw4V69eJSEhgfHjx9PW1kZNTQ3PP/88zs7Oj+SaWlpaOHv2LKdOnaKoqIhx48Yxd+5cYUzKtGnTmDRpEmfOnOHJJ58c1TGHyx4NRUNDA3q9XtD5tLS00NHRQXNzMzdv3mTGjBmYTCauXr2Kn58f2dnZozaGHAqzKNxgMLB//37B+yo2NpaYmBikUli//jDe3h2AiAMHllBb649er6evrw+tVjvIy0ckEmEymbCxscHd3X3IDNPteHlVUlr6JYcPd47aT+hB4uDgwOuvvz6khYFer+edd94ZZNY4d+5cxo0b97fxLt70Z488hj6H3ChnWe0ynCXOVFZWMmbMGNra2pDL5ZSUlCCXy4mKisJkMrFz585B32tkZCTLly8ftvPQTEdHBwqFgq6uLjQajUXpVCQS8Ytf/GJU98TK95eRgiSr47YVK98xRqOR//u//2P69OnIZDJBndevAAAgAElEQVTkcjkHDhxAr9fT3NwsjMU4e/Yszs7OzJ49G4De3l5u3LiBq6sr5eXl9PX18dxzzxEWFsbx48cJDAzkZz/72SMLkKBfHyWTyZg+fTpyuZyKigoaGxsFZ+6CggJ6enoICgoaVfdYd3c3NTU16PV6PDw8cHV1HTGjYhaj63Q6TCYTpaWlbNq0iba2NmbMmCEYRpaWlnL69OlB3XYODg74+fkRERHB9OnTSU1NZdWqVXh7e1t8ztbWlieffJLk5GTKysr49NNPqa2txcPDg7Vr1zJ58mSKi4tJS6vC27uDri5HwISnZ395TSqVYm9vL2S8zH/D34buenl5jSpA8vGpZv78TF55Rc7//R/cNmP2oeDp6Tmsx5NUKrUwKHVzc2P9+vUEBgaSmZnJodxDkEi/D+EwAVJwbzDrGtch6ZPw2WefcfDgQUpLS3FyckKn0xESEkJkZCS5ubl0dXWRlpYm/JwoFP16pmefffaOARL0lzh1Oh06nW7Q/dfr9Zw48QfgA/4eRnBYGYxVuG3FynfI2bNn+cd//Ef0ej3z58+ntrZW8BeC/mG2JSUlaLVagoOD0el0hIWF0djYSHBwMCKRiHPnzjFlyhSioqK4ceMGhw4d4oMPPnig3Wr3Q1JSEllZWSxYsIBvvvmGrKws1q1bx9SpUzl37hxZWVk89dRTnDhxgqCgoCHLF0ajkebmZjQazR2zRwMxd4vV19ezc+dODAaDYMxZVVUF9D/oFi5cyNmzZzEajURERHDz5k0SEhIEv6XOzk6kUqmgQUlOTuarr77CaDQybdo0Jk6ciF6vF/RXUqmUefPmERAQQE1NDfv378fV1ZWMjBmIxQFMnFgFiGhosOxk6+3tRSKRWLTJu7q60traOur73R94mdBq3bGz62XKlO6Hnk26ceMG165dG9JZ/ezZs4JtRVxcHNHR0cLPvd5Z3z9BY7gGPyOkdaQRpAni0qVLHDt2DHd3dxYvXkx7ezsXLlxg6tSpaDQa9u7dS0JCArW1tYwdO5ann36a4uJiFi5ceFdjSsxZPLMD+kD8/WsJCPgGrdYDmcyG73sXl5W7xxokWbHyHdDe3s4vf/lLPv74Y9LS0vDz8+PUqVOUlJTw7LPP4uPjwwcffIBCoaCtrY0rV64I+8bHx5OQkMC1a9fIy8vDZDIxadIkRCIRfX19GI1GTp06xeLFix/hFf4NkUjExIkTKS0tJSgoiBs3blBQUMD06dO5fPmycH3Tp08XBNUDGag9GqgvGoiPTzWenjU0NPhSW/u37iS9Xk9ubi4nT54kNTUVPz8/qqur2b9/P0ajkZUrV3Lx4kW8vb0JDAzExcWFuLg4ZsyYweXLl8nJyRHKQmFhYYSGhrJr1y6io6NJTU3Fy8sLhUIhlHt0Oh0TJkwgLi4OnU7Hnj17hJKbj48PYrE3GRlenD4dTlCQ0mKt0N/WP9Bxu7W19a6dovsDr3PY26sxmRwpL4d+tfPDw2Aw8Ne//pXAwEDGjRuHm5sbBoOBsrIyLl68iKOjI4sXL8bOzo68vDzKystgBpDCsE8dF50LS1uXItFL2J25m/r6eqZOnUpUVBQnTpwgNDSUmJgY6urq8PT0JCUlhWPHjhEaGoqNjQ1isZjExMRB41FGwvxd2NjYYDQaB/3seXrWIJGIuXatm/BwZ0SiH64f0OOJ2d370XXQWTVJVqw8YDZv3sw//dM/4ejoSFJSEl1dXRw8eBCTycSaNWuEcR11dXVcvXoVf39/vvjiCwun58WLF+Pp6cnnn39OX18fS5cupa6ujilTprBlyxY6Ojoem2ySi0s5Tk7X+eILDe3tUj799FNh2rp5Vhz0eyk1Nzfj7e1NUFCQRau7SCT6NsgYnD3y8alm3rw9gImBOp8bN27wzTff4Ovry/Tp09FoNOzfv99iwrtKpWLBggWcP3+e8PBwjEYj7u7uaLVarl69apH1GEhqairBwcFIpVI8PT356KOPmDVrFnZ2dkgkEoqLizl58uSg/dasWSOUVN3d3VEqlQBotVqampqEh7KDgwOOjo4W128WDI+GgUFjTk4Xn3322aj3/a6ZNWsWkZGRtLS0kJmZSZ+yD5bS394/DFO6phDbFUt9Qz1ZGVnY29uTnJyMVqvl8uXLJCcnYzQaycvLY8qUKWg0Gq5cuUJycjIikQhbW1uhe9DW1lboeLwTGo2GxsZGfH19qampwdfX1+JncODPnkQixcNjK9Yg6WHx8LyYrJokK1YeAleuXCExMZF169bR3NzMnDlzuHHjBjt37mTKlCm88cYbFvPMvL298fDwoLOzk5UrV1ocKyMjg56eHqGN3lyKMut9jEYjf/rTnx72JQ7CxaWc6OiPCQzM4Z//+ShSqYiUlBSgf86bSqVi3LhxAGRnZ+Pn58fJkyfp6emhtrYWjUaDk5PTiL5Q5vKSWefj6lrJrl272LlzJ/Pnz2fGjBkUFhayadMmiwAJoKmpieLiYqZPn46dnR1Xr17FYDCwbds2TCYTTz/9tMXMtaCgIJ5//nkCAgIoLS0VymJKpZI9e/YgFos5ffr0kAGSTCajs7MTuVyOWCympaUFvV5PS0sLDQ0NFpYDnZ2d1NTUCAGayWSira1t1Pe9ttafhgZfPD1rSEmxfyDdjE5OTiQnJ7N27VpefvllXnnlFX70ox+Negafh4cH69atIyIigsOHD7N9x3b6JvTBywwbIEmNUlY2rSS2K5bjx46z+5vdREREsGzZMsrKyujs7CQtLY2amhpOnDhBUlISV69eRaPRkJaWRl9fHwEBAYKLubu7Oz09PUO6kpszlt3d3YJ9gk6nQyQSCd/N7T+DtbX+HDiwhKKiGHbtmsuFC3c369DK/TDQ1Xvg64eLtdxmxcp90t3dzTvvvMO7774rtIAbjUbUajX+/v68+eabw/oVhYeHc+LECTw8PFi+fLmFm/LWrVtZu3YtK1as4OrVq9jZ2ZGZmcm6detIT08nOzubgoICpj0K5e63ODn1D9zt63NBoWgjIaEHkSiYwsJCmpqauHLlCklJSVy/fp2GhgYqKiqIi4ujubkZhUIhGCVqNBpaWlqGzCYNLC/19vbxhz/k4+wcz5NPPklDQwPbt28fdnSLt7c3YWFh1NfXYzKZiIqKQqPRIJPJOH78OJcuXWLBggWCFszLy+tv3j30B0f19fWU99e0uHjxItOmTePSpUsWPkXjxo1j+fLluLi40NbWJjhBD2U34OzsjJ2dHTqdDolEQktLC1qtlq6uLuzs7EY1080yu3aO7u4U3nrr2j2NLJHL5cybN48ZM2YMaToqFovZtGnToO0KhQKJREJgYCC+vr6MHTuWW7dusW/fPvQuetgABAx/3oC+ANLa09D0avhy55cALFmyBLFYzIEDB0hJSUGhUJCbm0tgYCDR0dHCqBuzrut2HyOlUomtrS3Nzc1CVshoNNLa2irowW7vLoT+DjeZTCZkOgcKuGtr/YWy6eeff05oaOioBxNbuR+mAH+lf+yJ+fXDx1pus2LlPti5cyc//elPqa6uttju7e3N4sWLhREL5rLLcOzfv5+wsDBKSko4evSosN3e3p7Vq1ejVqspLy/n/PnzqFQqVqxYQWFhIZcuXeLDDz8csYvHPGD19o6tB4E5k2SmqOhFPv/8KjqdTphav2HDBurr68nOzgb6y25tbW0EBAQIazIajdTU1GBvb4+Li8ug8zg5ldLcfICTJ53w8+s3z8zJyaGysnLIdcnlcuLi4vD39+fo0aPcvHkT6P9eZs+ejY2NDV9//TV6vV4QF/f09JCVlWUxCkYul7NmzRo2btwoaJfWrl1LR0cHu3fvRqlUsmDBAguzTLMpIfQHEmYHbplMhkqlGhQEmq8dGHXZbfLkU0RHn6WryxF7ezVFRTG8/76BrKysO+47kMjISBYvXnxH09E//elP3Lp1C+jvbFuwYAEymQyZTIbBYECr1bJ//36qa6shgf4/w40INEKyOpnQvlDKy8vJzc0lPDxcyAgCTJ8+XbCXMOvz5HI5YWFhdHR0EBISQkdHB56enoMP/+2IEfO/vYaGBkwmE+7u7oIwe2CpdzjMo2CGOv6vfvWrEe/Xg+fRa3MeDQ/nuq0+Sd9iDZKsPCiuX7/Oa6+9xt69ey2229raMnv2bBISEhCJREKZZWCAYjAYEIvFFr+1m0wm9u7dS1RUFIcPH6a0tFR4z8vLi6VLl3Lt2rV+fxkQ/Ihyc3MJDg7mxRdfHLRGs/nepk2b8PX15fe///2oWszvFrMmyWiUIhbrqa31Zc+eGoqLizl16hQ+Pj4sWbKEXbt2UV9fT0BAAAsWLCA/P59nn31WuA9mt+nbf5M/c+YMR48eJSUlBWdnZ0pKSsjPzx92PSEhIcTFxXHt2jUKCgqE7J4ZmUzGU089hUwmo7e3FwcHB6qrq1EqlezcuXPQgNaVK1dy9OhRGhoaAHB3d2flypWUlZURHx8vZBWMRiNtbW2CtkwikWAwGBCJRLi5uY0YKPf29tLc3AwwbKA4kNt1Wn/8Yyj/+7+jH37r5OTEkiVLiIiIGNXn6+vr2bt3LxEREfj6+lJdXS18T3Z2dhgMBv6U+Se087UwwmxYR70jy1qWITPI2J+9n+bmZpKSkrC3t+fIkSPMnj0bNzc3CgoKUCqVBAcHc/bsWaZNm4ZMJkOj0QjGkAaDgZ6eniGF2gMNPG1sbPDw8BCCU71eT2NjIwaDAVtbWwwGA0ajUfgb/vbdeXp6Dsrs6fV64uPjhbLyd88Pa07a44hVk2TFygNCq9Xyb//2b0yYMMEiQBKLxcTFxfHWW28xbdo0Ievg4uKCXq8XOpjKy8t59913hayKGZFIRGpqKqWlpSQmJloIsuvr68nLy2PcuHEEBQUBUFFRwfnz55kzZw5nz57l+vXrFse7efMmP/vZzwQRdXV1NdeuXftO7klbWygdHWMZO3Y/gYE5xMdvJjhYQnR0NHZ2dtTW1lJdXc38+fMBqKqqora2lpiYGAtnZgcHB6RSqTDWorm5mY8//piWlhaeeOIJTCYTX3zxxbABkqOjI4sWLSI6Oprs7GyOHz8+KECC/u+wsrISGxsbHB0d2bdvH3v37kUulw8KTiZMmICdnR0hISHCNqPRKFgJmAOf3t5eampqBgVIdnZ2+Pj43DGTqFQqhc6qrq6uO3a8mbUyJ05E8OMfm/jP/8wbVYAkFouZOXMmb7zxxqgDJOgP1KdOnYqHhweXL18WRncYjUZa21txinDC6yWvEQOkqO4onml+hp7mHjZ+shEbGxtWrVpFS0sL58+fZ+nSpSiVSrKzswkNDcXe3p6qqioSExPp6+vDxcXFwjnbXHIbaryMjY2N4B820GtLrVZTV1eHWCzG29sbNzc3PDw88PLywtfXV5jrZjAYkEgkFmJ7M1KplNzcXDo6OkZ9/+6Px0Ob8/eKNZNkxcooOXToED/+8Y8FfYqZsWPHCt1oZhoaGoTX9fX1iEQipFIpn332GY2NjQC89NJLBAYGWhxLrVZz+fJli842M/Hx8URFRbF161ZB5Dt//nz8/f3JycnhP//zPzEYDGzZsoVdu3YJ+/n5+fHzn/981NPn74XAwH0EBuZgMNigVDZTUzOT//ovN7q7u9myZQtSqZQNGzZQUlLCsWPHkEqlPPfcc1y+fJm4uDhcXV2Bv7VkHz16lPLycubMmYNYLCY/P3/QfTcjFouZNGkSEydO5MKFCxQXFw/KBpnx8fEhLS0NiURCfn4+gYGBBAUFkZOTQ0BAALW1tZSWluLq6kpCQgL29vaUlJQwbdo0tm/fTmRkJMnJyUgkEmpra5HJZBiNRiEYM2tg5HKIj6+np8drkA3AcAwsu5n9n0b67JEjR8jLyxv1DLdFi1Q8++x4NJrxo17TQAwGA4WFhbi7uwvdfRHJESSGJZLtnk2lZOjSp9QoZVHrIjz1npwpOMPly5dJSEhApVKRk5PD1KlTGTNmDFeuXKGjo4PJkydTWFhIVFQUSqWStrY2Jk+ePOy6zF1pQ2F2ZPfw8KClpQWdToejo+OIPkpdXV0WInqlUom7++Do7+GV3e41k/T3WqK7e6zltm+xBklW7oXa2lreeOMNYVyIGWdnZ9LT04mKihq0j9FopKenB3t7ezo7O6mqquLrr78WMkyurq688cYbSCSDhRu3bt2ivb0diUQyqLV7yZIlqFQqPvvsMyHb8NRTT6FUKqmsrKSoqGiQMaFKpeK9994blSD4XnFxKWfKlPdQKpsQiaCnR8WhQxs4cKBJGFkSFhZGUlISX331FWq1msjISGbNmsXx48dZvXq1cO2ZmZlMnToVT09PKioqyM3NHXYYrZeXF4mJiXR2dnL06NFhh6tKpVLS0tLw9/ensrJS8FGCfv3L5MmTaWpqorGxEY1Gw4QJE7h58yahoaFs2bKFefPm4erqatEi3tzcbJG9MY8X8feH9esHWxaMhr6+PmG8xnBlt9raWrZt2yaU/+6ETCbjxz+O4a23KhGJ7n5NZrq7u2lpaek31DR1wEIIGhNEakcq4m+LEnr0HHU8SpmyDAAfjQ/pbekYNAZ279qNg4MDiYmJXL9+nWvXrrFgwQJEIhG5ublERUUJXYHjx4+nvb0dDw+PEbV0hYWFZGRksHr1agtjy8bGRkpLS5k1axa1tbWYTCYkEgkqlcrCDfx2bg+QbGxs0Ol0g6wBzEycOFFwl/9uuduAx1qiuxus5TYrVu4Bg8HAu+++S3h4uEWAJJVKSU5O5o033hgyQDKj0Wi4cOEC77//Pl988YXFLCuz7mIo/Pz8kEgkyGQyli5davHenj170Gg0FnPQzD5EHh4eQzo3NzU1sWXLltFd9D3S1hZKXV0sWq0j7e1jMRgUBAU1Ymtry4wZM7C1taWsrIzW1lbhoXL58mXa29uJjIzk5MmT7N27l3PnzpGeno6trS1bt27l0KFDQwZIMpmM2bNnk5qaypkzZ9i7d++wAVJ4eDgbNmxApVKxa9cusrOzLY55+vRp8vLycHV1JTIyksmTJyOTyWhpaaGpqcliGnxbWxt9fX3U1NQIAZL54WljY4Ovry+TJ1taFphHk4wGhUIhiPAHlt36+vqEIa5SqVTQLw2HuSwbERHBG2+8wbx57ohE97YmM+3t7djZ2TE+aTz8GMQhYtI60qizqeMjt4/Y6rqVMmUZSeokVH0qktuTWdK2hFs3b/H5Z58TFRVFQkICubm5mEwmli1bRmNjI/n5+SQmJtLY2P/zEhERQV1dHRMmTBg2QOrr6+Orr75i69at9Pb2sn37dnp6ejCZTOTn5/P++++zb98+ysvLhUBTJpMNGyAZjUYaGxtpa2uz0ArqdDrs7OyGdX8/d+7cfc0CHD3T6fdSGG2gYy3RPSgkb7/99qNew0Pjo48+evull1561Muw8j3g5MmTLFmyhE2bNlnoQyIjI1m7di2RkZFDZoGgX4T9/vvvU1ZWxsmTJwfpS1xdXXn55ZcpKSmhsrKSsWPHDjqGSqWirKwMb29v5HK5RfdcaWkpMTEx+Pj4UF5ejtFopLy8nNjYWKGF/XYqKioIDw8fshvoQaHXK1GpLiMW9wcglZVz8fCYQklJCcHBwVy6dImbN28ybdo09Ho9DQ0NwusbN24QEhKCr68vp0+f5uDBgwQGBmI0GgdpbYKDg1mwYAFtbW3s379/2IDB1taW5cuXEx4ezuXLl8nIyBBa8weiVCqJjIzE1tYWGxsbrly5gouLC2PGjMHe3h6xWExfXx8ODg50dXUJD+OBuLu74+zsjEgkQiw2ERxcjkymAUQUF8fS2Tn6MRkKhUJoU+/t7eXWrVts2rSJqqoqpkyZgpOTE0ajkRs3bgza18nJiSeeeILx48czadIkwsPDv7VZGH5NRqORo0ePsmvXLsLCwobVT3V0dODs7EyIXwiF2kJ6Zb34af1wMjhR5FBEr6SXKnkVvhpfYntjcdG6sH9f/xDgRYsW0dXVxdGjRwVn9Pz8fBQKBaGhoVRVVREVNQGlshdPz3YCA2eMOJbmiy++sHCp12g01NfXc/r0ac6dOycEwdeuXSMuLg69Xo9Go0Eulw9qXtBoNEJZ7nZUKtWIDt4SiYTGxgwmTryJSGQERm8I+t1SDGQDakBG/6C80aztNJABPE7X8t3zzjvv1L399tsfDfWeNUiyYmUALS0tvP7667z22msWxoSenp48/fTTJCYm3lGEazanO3PmzJDv9/b2cvHiRa5cuUJVVRUzZswY9BtuZ2cn3t7eXLlyhfDwcNRqtdCabjAYqKysZMaMGchkMm7duoVOp6OyspK4uDiUSqUwtwz6x20sW7aM+vp6QkJChg3u7pe+Pjc6OgLp63OhsnIubW2hAIJ3kMlkoqqqCrFYTExMDBcvXkSv1xMSEkJAQACNjY1s27ZNaJ8PCwvDwcFBeO3g4MDcuXMJDAwkJyeHK1euDJo0b2b69OmkpaWh1WrZuXMnFRUVQ34uPDyc+fPn4+HhQUZGBs7Ozvj5+QkaMvO4C/ND1ow522B2eh5YyuzsdKKx0ZuuLgeKi2PvuqwlEomQy+V0d3djMBgoKSnh2rVr+Pv7ExPTXxFQqVScPn3aIiOWnJxMUlKSYPfg4uKCWq1GIpGg0aiGXFN1dTWbN2+msLCQ7u5u4Ty2traDghS1Wo2TkxM2UhtUXSoK5YVcl18ntjsWMWJqZbVEdEQwQTMBk8FEe3s7JpOJ2NhYjh07hl6vJz09nd7eXo4cOcL06dPp7OzEzs4Of38/5s4tYO3a80RF1dLS4jtiYOnn58e5c+csvv+WlpZBYmqtVktLSwvx8fGo1WqhG878/bW1tQ3KHkF/1snLy2vE0hz0dxmmpu5Grz+DUpkLRPPog4vTwDvf/ncP8BYwmhFG5hLdBWAvj8e1PBxGCpKsZpJWrNCf/fnkk0/4+c9/buGTo1QqSUlJYcaM4X+z1ev15OfnM2HCBDw8+seaz5gxgzNnzgxygDZjTtEbDAYOHz7MggULhPdaWlpwcnJCKpUye/ZsDh8+zJw5c2hpaRHW1tLSQk5ODnPnzqW9vZ2SkhJaWlo4cOAAaWlpdHR0UFZWxuLFi1GpVBQXF3P+/HlkMtl3OvOtrS1UCI7MeHh4IJFIiI2Npby8nDNnzhAeHs7KlSuxt7dHo9Gg0WiQSCQWv80fP34c6C9nTZw4kUmTJlFUVERRUdGwGiWVSkV6ejoKhUIwixwKZ2dnEhMT8fDw4OjRo4SHhwtO5uaSl9mUcKjv3ZxJ0ul0dHZ2Ym9vbxF8DjQgvFuMRiO3bt1CKpUiEomIjo7Gzc2NvLw8ioqKgH43c7NY3M/Pj9TUVORyudB1Z8bOzo62tjZsbW0t1tTX18f+/fspKCgQrmXq1KnExMSg0+moq6sTOr3MiEQienp6cHR0JNQ9lEl1kyh0K+S03WlmdM/Ao8kDf6U/586do62tjeTkZEwmE1u3biUtLQ0vLy/Onz8vzFirqqoiLCwMna6Tt97ajr9/B0ajFJHIHmfn6xb3r7e3V8jgmUwm5HI5ixYtYufOnUilUhwdHYcdEnz58mUuXLhAZGQkDQ0N1NfX4+HhIfiHmbVkZpydnYfNHt0+Q9DsBt/UJMXOTotM9jjMdjOX1sbRb8Q42tmAA0t0dd++ftTX8uixBklW/u4pLi7m5Zdf5sSJE8I2kUhEbGwsqampI7rrXrp0iezsbNra2rh58ybPPfccAFevXh314NJjx44hk8mYOnUqWq3WoiRmMpk4f/48crmc5cuXs3nzZuG4FRUVODk5MXv2bDo6OqitreXGjRucPHmSmTNnEhcXR09PD1999RU+Pj6sXbuWrq4u1Gr1Hc0DHzTJycns3r2bJUuWkJ2djclkwsHBgZs3b7J//37c3Nx48sknhQG5Zjw8PEhMTKS3t5edO3eiVquHPL5YLGbu3LmMHTv2bxPnhyifiMVipkyZwoQJE6isrESj0TBz5kzy8/OZO3cuIpFICAbM99kckJkfpo6Ojjg4ONDb20t3dzednZ2o1WrEYjFyuRx7e/tB0+RHS2dnJ42NjYjFYvLy8rh+/Tpr1qzBz8+PNWvWsHv3biHwlkqlzJ8/Hz8/P7q6unBzcxO6BM04OzsLHkzmAP7SpUtkZGQIGi6zdYKDgwOnTp2ioqKCNWvWUF1dbREoOTmZ6O5uJTS0g+pqL3yqfCi/VE6lYyWxHrF4Sb3Iyspi3LhxhIWFce3aNcaNG8fTTz+NWCxm3759xMbG0tPTQ09PD2FhYdy6dYuXXjLi5CQSfLZsbHTcuuUhBERmt2zzd2Muf44fP562tjaio6ORSCS89957w/6by8jIICgoCHt7e7q6uqirqxOyR+YASSQS4eXlNayX2O0u5wcOLBHc4G1t22luFuPtPZkhTMsfMvfqVP14OFw/bli726z83dLZ2clvfvMb3nvvPYu0fUBAAKmpqYwdO3bIMQ3Q3z2TmZk5qIyzcOFCKioqKCsru+v1qFQqXn/99UHlsMbGRv785z/z5JNPYjKZ+Pzzzy3eT0lJITg4mK+//hqtVsvixYtxc3PDZDKxa9cu4uPj8fDw4ObNmyxbtuw71SUNh8lkYseOHUKpo7GxEbVaTWBgIJ988glGo5Hk5GTc3d3ZunUrYrGY+Ph4xo4dy8mTJ4fUWZkJCgoiJSUFo9HIoUOHLEqNA/H29mbWrFlAf2daSEgIW7Zs4emnn8bW1hY7OzuLLOLt2NjY4O7uPuRDVK/X09nZSW9vr/CzpFAoRj2A2Gg0UllZiUQioaamhuzsbCHIW7x4Mb6+vnR1dWFjY8Onn35KWFgYs2fPxmAwIJfLB2V9Bh7X7Cwtk8nYt2+fxc/mrFmzmDBhAi0tLWRkZAiWE5MmTRLm3bm7u+PjU01SUia///187Ox6aW+3H/ZazDYUXl5ezJkzB4PBQEFBAVOmTKGiooKIiAg0Gg1KpRKFQsHkyay6ZywAACAASURBVFrmzduDjY0GGxsdx46lUFwcQ11dHUajEZPJhEwmQ6vVCgGN2YdqoPHohQsX2LZt27DrGjt2LKtXrxa+Y7NdAzCqobhDuZyfOzcNW9uLhIf30Njoh1Q6k2effXbE4zwc7rX9/+/TNmCk7jZrJsnK3yVbtmzhzTffpLa2Fuj/n+SSJUsEYzmw9Dq6nYMHDw6pc7nbsRBmJBIJSUlJQ+qFPDw8eOONN4D+h/uiRYvIzMwU3s/JycHJyYmnnnoKsViMWq3m888/Jz09nWXLltHX18fWrVtRKBT/P3vvHd3Uneb/v64ky5Kb5G6De6caGwMGQgm9GAIhJCENSDabncnOZGZnf7t7Zrb9MZv9nj2zm5nZmU0mlQQyBDChN2OKHcAmdAIYG+OCe5GLLNvq9/eH0CcWlg0JU5KM3+dwjK/uvb6SZd3n8zzvIjpdf0q0tbXx1ltvkZKSIorOY8eO0d3dzcaNG1myZAkHDx7k+PHj4picnBz0ej3btm0bMvjW19eXZcuWERkZKeItvEGtVpObm0tycjK1tbWkpqZy6NAhkpKSeP755wkJCaGtrQ2NRjNo9OKGv7//oC7NQKhUKoKDgwkODhb2D95GgveOa8BVrLe3tyPLMocOHRoUtRIaGsqdO3eIjY3F6XTy4osv4uPjQ3t7OxMnThySN2M2mzEYDIL8brfbhaFoSEgIq1atQq1W09vbi1arJTg4WPC/3N5e7s5MZGQD7e0BSJKT7u4AoI729i/9g+rr6wkICODq1avMmjWLdevWIUkSt2/fJjExkYkTJ9LS0sL48eNpbm4mIyMDjUZDS0sLVmsHFy9OQ6m0i9els7MTu92OQqEYlOfn7owpFApaW1tFuG1WVha3bt0S0SaZmZkkJCSwZ88ecZy74+c2BAXX4iQpqY3IyFsev5d7MTBDECSqqvT09PSgUGRy90ficFRTWVkpQp3/fJjG1ytyvu5x312MdJJG8BeFW7du8eqrr3L06FGxzV2g3BszYLfbxUodvnThBRfh84033vA60lGpVDz66KNUV1d7LaTcq2I3tFotzz33nJBty7I8bAerv7+fy5cvc/bsWY/H3B2RTZs2sWzZMmJiYkRnYMuWLdjtdtatW+dhH/DHhMPhELyX3NxcTCYTdrsdf39/7HY7mzdvJioqilWrVnHgwAGh4IuOjmbRokVC3u0NWVlZYnRz8ODBIfkoSUlJzJo1i46ODkaPHs327dtZsmQJQUFBREVF0dLSgl6vF9d2L/z8/LDZbOh0uvsS9u+He6NEDh9eydmzTiRJoqamhoKCAhQKBVOmTCEmJoagoCAkSUKpVHLt2jWioqLw9/cXrtRqtdpr0XtvLtnevXtpaGhgw4YNgtw8duxYnE4n27Zto7u7m7i4OObMmUN+fj7z589n+vTpOBwOmpqaCAwMRJZbMZk0REY2otWaqK5OQ5Zl2traCAsLw2KxsHnzZnQ6HatXr8bHxwdJkrDZbNTU1JCSkoLT6aSnp4eJEyeK18Nur+by5Tj+7u+OUFy8jDt3okVkSHBwMLIse5XgDwwRHtgFslqtvPXWW8yZM0cUrDU1NRgMBh577DFaW1vx9fXFZrMJ/6OYmAbRyVKpbJw+7epkDfU7jIio5+ZNP3p7x3td1Njtdn72s58Nq84bwTcLI2aSdzFSJP3lwmw28/rrr/Nf//VfHp2J9PR08vLyhmy1u80F9+/fT1JSEosXLxaPbdmyxUOGDK5R3Zo1awgPD8disfC73/3Og7w9Z84cpk2bxptvvklPTw96vZ4XX3xRrMjLysooKiripZdeGrJDUF1djVKppLCw0KMIU6vVPP/88yiVSmw2G/v378dgMPD8889jtVrZunUrAL/97W//KGG3A3Hnzh1++9vfkpWVRXBwMBcvXuTcuXOsXbuWnp4e4uLiuHHjBqdOnWLRokXExsZy8uRJxowZQ2RkJKWlpVy/fn3QeYODg1m2bBn+/v5cuHBBeAfdi4CAAGbPno1Op0On03HgwAFycnIICwsjOjqatrY2AgMDcTqdXlPh3Rgq5PTrYOC4pq5Oy86dOZjNDg4fPkx/fz/z588XBUdzczN1dXXodDrGjx8vssXcZG53AaJSqTy2ubdLkkRvby8fffSR6IyFh4ezZs0a7HY7FRUVIl7DjfXr11NQUMArr7wi1HqdnZ309PTgcDioq/uMhISJQDDXr99g9OjRwrlakiSxiHA4HFgsFoxGI5GRkfT09IjIl4HO1VlZpUyYcJ5f/nIJwcEm9Hol167pUalUhIeHizHaUB3dpqYmHA4HsiwTEhKCv7+/MIN084taW1ux2+3o9XocDgcmk4mAgAD6+/vx9fUlNDSUrKxScnLOEBhoRKm0Yzb7sXPn8147Sn19fVgslvtm60VGRv5ZurYj+HoYGbeN4C8ahw4d4m//9m898s3CwsLIy8sjLS1tyONMJhPFxcVcvOhSfbjzxsxmM/v27fPkvmggZWYKG+dtFF0gX19fNmzYQEVFBZIkER0dzahRowDXDentt9+mr6/Po2tktVq5c+cO27dv55lnnvHaUUpMTOTmzZvMnz+fzs5OwbGwWq3s2LGDp59+mtraWqGg27ZtG8899xwrVqxg3759/OY3v+HnP//5kN2qe+EOsO3uThqkXLsXFouFHTt2UFVVxbx58zAajXz88cdi1a9SqbBarZw8eZJ58+ZRX19PT08PPj4+wn1bp9OJMehAzJ07l4yMDNra2vDz8/Pa2ZEkiXHjxpGTk4Ovry8nTpwgLi6OJUuWoNFosNvt9PX1odPphs3ecncvuru7hVfSw6KlZTRW6yXy88dSVxeBwVBBfv5JwSlrb29nz549YuSlUChYsWIF3d3dbN++nYULF5KQkMDZs2eZOnUqBoOBxsZGZs2aJUZIbuWXTqfD4XCg1+uFg3RbWxuffvopHR0dghDv7mqGh4cjSRLNzc0cOnRIBCrv2rWLsLAwAgICmDJlDt3dRs6cOcyMGTNobm4WRqarVq0iNDRUhDf7+fmh0Wi4ePGiECTcO35saRlNZuYFnnqqhPffn0N9vURgYKDIXHMjIiKCrq4ur9sbGxtRKpV0dHQI8023U3ldXR27du1i0aJF4r2uUqnEe9FdCLa0jMbX14yPjxWQ8PU1k5Z2bVCR1NraSkhIiDD7HA5NTU1cu3aN8ePHP8hbYwTfYIz4JI3gO4u6ujo2btzIv/zLv9DZ2YlGo2H27Nmkp6ezdu3aYUm1169f57333qO+vl5sk2VZdD/EDVbCxXF8GjpSOgjvCCfKP0oc4+vry6hRoxg1apSHrDgwMBC1Wk1ZWRlarVYYSjocDs6dO0dbWxtWq9UjWHUgwsLChCvx9evXBVnYbYznHpc0Nzdjt9upqakhNzeXgIAAzp8/T3x8/JBk34EIDq4gM/Md9PpqoqIu3vVB8t51u379Ov/5n/9JYmIiycnJnDt3jqNHj2K1Whk1ahRjxoxh1KhRdHZ20t/fT2xsLCkpKTQ1NXHz5k1SU1O5evUqOp0OpVIpYjdiYmJ44oknCA0N5fjx45w+fdolQ09Lo7KyUnQGw8LCWLp0KWlpady4cYOOjg6mTJmCzWYjJERHSEgf0dEqWlpsXj2P1Go1Go1GjGKCgoLo6+sTafEPi9paB8ePx9HdreTmzb3cuNHHmjVrCAoKoqCggJKSEnEDT0tLY/Xq1QQGBqLRaOjr66O0tJTAwEAyMzOF5cSZM2cwm81MnDhR2BZotVoxpgsPDxccHXBFi7jHXjqdjlmzZhEbG8vUqVP54osvaGhooKGhgaamJjH+mzt3LklJSZw7dw6DwcC0adM4c+YMly5dIiwsjBUrVtDc3IxCocDhcHXG6uvrSUxMZPTo0VitVtRqNU1NTURHR4vXu6dHR1VVNMePxyFJCsLDIwgIGEwId3epFAqFR7GqUCgEp0qpVOJ0OomIiECr1XL06FFaW1t55JFHcDqd4lgfHx/xt+J+n/X06IiIaCQsrB27XQXINDXFUlPj+ttzc5nCw8MfuFiWJInr168zY8aMP5ov2Qj+cBjOJ2lkaDqC7yTeeOMNxowZw65duwBExMeCBQuYPXv2fT+4IiMjvXJUuru7vyT2xgJ/DawE/IFOsBoeTPZfXV1NYWEhAMePHxf+NwN9fU6dOkVpaemQ50hPT8dut/Pkk096bK+vr6e4uJhp06YJnlNHRweHDh1izJgxZGZm8n//938isX446HSu7pvZHOzx/UCYTCb+93//l927d7N8+XJkWWbz5s1cvHgRf39/Fi9ezJw5c5BlmfLyclJSUpg9ezY2mw273U5oaCiNjY2ClG40GsnOzhbdvry8PBoaGnj//fdpbm7mqaeeIj09HUmSWLJkCSqViunTp7NixQoR35GZmUlvby8qlYrU1Giee+4z2tp8aW/3PloLCwsjMjISvV7vkc2mVCqHdVx+EDgcDqqqqjCZTFy7doN33/2YgACX2eXt27d5//33BVlbo9GwZs0a5s2bh81mIzY2lvb2dmbNmoVGo+HkyZP09PQwZswYGhoaWL58OSUlJUPmuKWlpXmNzgkJCcFms3Hw4EFu3LhBXV2dR9fjxo0b5OTk8NxzzyHLMrt27SIuLo7Ro0eTn59PdXU12dnZLF26lJKSEoqKijhw4ACBgYGsWrWK+fPno1AoRGaawWAgPDzcw2C1u7ub69dBqdQSFTVacP+8YSjloVarxc/PTyjdDAYDH3zwAfHx8YwdO5aysjI2bdrE5s2bRRHnxkC+28WLM+jqCsFq9cFi8aWjw7WAam1tRaVS3Vf55g0+Pj68++67X/m4EXyzMNJJGsF3Dj/72c/453/+Z2G2FxQUxPe//31RMHiDzWajoaFBcCxkWaakpMS7o3MgkAcsvft/cFmLfAg112rIyMjwuiK+FxcvXhQE7ps3b+J0OnnkkUe4ceMGfX19+Pj4kJWVJfxt7oUkSQQEBNDX10d8fDw3b94Uj7W1taFWq5kxYwa1tbX09fXR3d2N2Wxm5syZNDc309zcTHb28F4okuQkKuoiKpWLBFxbu0B0kux2OyUlJfziF78gMzOTxMRESktLOXbsGHa7nXHjxrFw4UJqa2spLCzEbDYze/ZsVCoVdrudO3fu4OPjQ2RkJGlpaSL2ws/PD7VaLaTiR48e5cqVK8ycOZP58+cjyzIqlQqbzUZAQADjxo0jKCiIS5cuMWHCBK5cuUJqaiqJiYmEh4fT2WnCaNTQ1eWP0wlOpwJJchVC/v7+hIeHi9GL1WoVHCW9Xk9YWNhDdQJaW1uFz8+uXbuw2Ww8/vjjaDQa9uzZ48G7yszMZPny5cJqYNSoUUiSRHh4OM3NzSQlJXHjxg0aGxuZOnUqJ0+eJCMjA39/f0pLS4Ub971ISEjg/Pnz2O12lEolc+bM4emnn2bs2LGcP3+e+vp6qqqqyM7OJigoCIPBwBNPPEFCQgKlpaXU1dUxb948ysrKRJTI0qVLCQgI4MCBA7S2tgKuv6HGxkasVis6nQ5Jkti+fTsTJkxAo9HgcDgICgoSVgnusWdISMgDjX4DAgLo6OgYNGZ1d9rcOXDuMa9Wq6W0tJSenh7xfpszZw5KpRKr1YLFYiYuzojFoqOnR4fd7kNsbC1Wqy/h4Y3cuuWHWp30UL///v5+tFqtGLN/u/CXE1Hy0J0kSZL0kiTlS5J0U5KkMkmSpt/d/gNJksolSbouSdJ/3d32rCRJlwf8c0qSNEmSJD9Jkg7cPcd1SZL+34Dz+0qStE2SpEpJks5KkpQw4LH1kiTduvtv/YDtiXf3vXX32D9exPkIvjV4/fXXef3118X3YWFhPP7448PKt69cucL//M//sGnTJnp7e5FlmevXrw+WcKuAWcAPgIkDtt8GNgEmF0F806ZNGI1GZFkeJOd2Izg4mNWrV4vvHQ4Hx48f5/z586xfv57IyEhefvllsbofquvj6+uLVqsVHJOBOHPmDHV1daxevVqMi65du8bVq1dZtGgR586do6amZsjXBVwO2leuvExNzXyuXHlZcJIaGhooKCigp6eH1atXY7PZ+PDDD7ly5QohISGsXr2alJQUdu/eza1bt1i5ciVr165FoVAIs0g3P8RisaDRaIiNjUWSJIKCgujs7KShoQF/f3/S0tLYuHEjY8aMwWw2o9VqKSsro7GxEbvdjq+vrzimv79f+ArZ7fa74yuJurpQFAoHTqcScBkSRkZGEhIS4tE5am1tRa1WM3r06IfqILnl9v39/Vy6dInt27cze/ZsFi9eTFVVFZs2bRKcscDAQNatW0dubi5Op5PU1FQPsriPjw9qtZqwsDDS0tIwGAzU19czf/58jh8/zpgxYzCZTII7dy8CAwNZtGgRiYmJ/PCHP2TRokVCffbSSy8RHR2N0+kURdczzzyDzWZj69athIeHk5WVxb59+0TxuWbNGqqrq9m3b58H6V2n07F48WLy8vJITU1FkiSmTp3K2bNnhaM6uNR3NpuNyMjIr0yK12q1gwwjDQYDhw8fxsfHhzlz5nD58mXy8/ORJImuri6xX0tLCwcOHECh6CY0tIe4OAOVlVaiolyqSqXSTl+fPy0trmtKTx+a0D8Q58+fH9KmQpIkDh06NKw44JuBs8Cbd7+6v38Vl7nkqwO2/+XhgdRtkiR9CHwmy/K7d4sRPyAL+BmwXJZliyRJEbIst95z3ARgjyzLSZIk+QHTZFk+cfccx4DXZVk+JEnS94GJsiz/jSRJTwOrZVl+SpKkEOA8kIPb5hQmy7LcKUnSduBTWZY/kSTpLeCKLMtvDvc8RtRt32386le/4kc/+hHgGq89+uijPPLII0OuBJuamti/f7+Hw3N6ejpGo1GQZwUygEXAvbXWVWAPcE/DKTo6Gr1eT0VFBc8///wggnhjYyMffvjhl8n1OiAAaIBnnnnGY/RRU1PDJ598wve///1BNxWDwUBQUBDt7e3YbDZOnTo1KIrjqaeeQqvV8tFHH4nCb9myZYwePZri4mJ+/vOfP/Bq2el0cuLECT755BPWrFmD0+mktLSUa9euoVQqycnJYcyYMZw9e5aqqioRZtrZ2cmZM2fo6elh+fLlVFVVERcXJ55DR0cHt27doqenhyeffFKoh/r7+/Hz8xO8kvb2diorK8nMzKS2tpaMjAz6+/vx8fHBx8eH6Ohompqa8Pf3x2w243A4hPeRQuHE6VR4Vaw5nU4aGxsJDg4e1mH9QdDU1ITVasVoNLJv3z7i4+OZOXMmZrOZAwcOeIyNZsyYwYQJE7BYLMTGxg5rM3D+/HlCQkJ4//33UalUbNy4kdOnT5OcnIxeryc/P5+f/OQnX8ntu6ysjB07duDj48PKlSsJCAjAZrNx+PBh5s2bR3V1NaWlpSIiJyQkhGPHjg0KFc7JyWH58uUeI7P29nb6+vrYs2cPM2fOxGQykZCQAEBtbS2zZs164OsciNbWViIiXI7c7uiZhQsXIssyBw4coKWlBY1Gw4YNG3jrrbcGHf/jH68nPr6LRYtu8bvfzUCns6PRpBERUc3ChXvw8VEBEgUFK4eNljEajeTn51NZWUl2djZPPPHEoH0cDgcGg4GEhARee+21r/V8//hwF0Ru/BaXoeR7fBlR8hLwvT/9pf2J8FAWAJIkBQFXgCR5wM53i5S3ZVkuHObY1wFZluWfeXnsV8A1WZbfkSTpCPDvsiyXSJKkApqBcOBpYK4sy6/cPeZ3wEngE6ANiJJl2X63s/XvsiwvvvfnDMRIkfTdxdtvv80rr7wifGYWLFhAX1/fsOTs9957T5jrDYlwYAmQ7OWxdlyfJ/dZZ6jVal555RUhuy8vL2fr1q1frohDgRcAJfA78DH78Hd/93di9FdaWsrevXuJjo72kGe3tLQQERGBJEmYzWaKiooYM2YMe/fu9VCHKRQKXnjhBfr7+9m2bZvY/uSTT+Lv749Go2HhwoXDPwlchd2vf/1rgoKCmDx5Mh0dHcKlefTo0cyZM4fW1lZKSkqYNm0aqamp9PX1ceLECRobG5k0aRITJ06ktLSUpqYmVqxYMcg9HFwdphdffNGDJCvLMhaLBbPZLNRYpaWlBAcHk56e/kCEWpVKRWRk5B/Uv0aWZex2Oz4+PlitVurq6lCpVJw9e5aKigqWLl1KWFgYV65c8eCXhYeHs2zZMnx9fVEqlQ9EojeZTDQ3N9PU1MShQ4eYMWMGY8eO5aOPPuKFF16guroak8nEY489dt9zWa1W9u3bx4ULF5gyZQrZ2dl0dHRw5MgRnn76aSwWCydOnODOnTvCQ6myspLPP//cYwSt0+l4/PHHhxQYuJ3S9+3bx/Lly7lw4QIzZswQHcAHed7eUFVVxbFjx0hNTSUpKYmqqipaW1upqKigr6+PqKgoHnvsMX73u98NOvbll19k/vxbzJ59m/r6ED74YJaIk0lJMQwy+/SGS5cueTiUAzz//PMkJiaKIrWrqwu1Wi26uDNnzmT27Nlf6/n+cfEmgwuibAYXTt9dk8nhiqQH+bRIwlWQfCBJ0iVJkt6VJMkfSANm3R15FUmSNMXLsU8BW71ckB5XLPGxu5tGA3UAsizbgW5ctw6x/S7q724LBbru7jtw+yBIkvTXkiSdlyTpvLu9PYLvFrZs2cL3vvc9YmNjee2113jsscfw9/cnKCho2Py0oTgcAGhwFUffw3uBBBAGTL7/9VmtVj788EO6u7s5e/Ysmzdv/vK6IoCNfNlJegpsTpuH/4+bz9DU1MTWrVtpbW0V3jFuLkdVVRVFRUVUVlaSl5cnCixwdUm2b99OUFCQR5Bufn4+DoeD7u5uIRMf6vp37NjBP/7jPzJ58mQmT55MSUmJiIBwp8+fOnUKo9HIM888Q0JCAkVFRWzevBmbzcbatWuJjIwkPz+fmzdvCi7VvdDpdGIs54Z7ZGK32wkMDKSjo4MLFy6Qm5tLVlbWkFlb9543Ojr6D1ogNTc389Zbb7F3717q6upobm7GaDTy4YcfCs+q0NBQqqqqPAqk+fPns2bNGiRJIiYm5oELBXcYcHx8PFFRUZw5cwZZlpkxYwYFBQWkpqbS2Njoocj0htraWn79619TXl7OM888Q3Z2NmfOnOHkyZMsXbqUmpoatm3bRmNjI7Nnz2bWrFkcO3ZsEEdvypQp/OhHPxqyQAJITk7Gx8eH8ePHc/PmTaKjo3n33XdRKBTU1NQI3uBXweeff05BQQGPPvoosbGxFBYWEhkZyZNPPsmqVasAhAWCNygUPmzf3sqlS5O5enU6CoUCi8WCWq2msTGWS5dyhyyQent7+fjjj9mxY4dHgRQQECDMNe12Oy0tLeh0Og9VZFFR0Zed428U3LzEgZlt03AVRi/xXS+Q7ocH+cRQ4XrV3pRlOQvoBf7p7vZgIBf4/4Dt0gD2nSRJ04A+WZY9ev93O0VbgV/LsuyWynhj7clfY/vgjbL8tizLObIs5zxojtIIvj3Iz89nw4YNxMTE8NJLL3l0jnx9fcXNv7Ozky1btnDq1CnxuNecLrek/we43tn3+wtZCqTf/zqNRiO/+c1v2LNnz5dcp1HABlzFkRsxwDIoLCwUireBXJPy8nI+/vhjD1M+gLFjxzJ//nwKCwtpa2vjiSee8Bh99PX1sXv3bsLDw1mwYAFqtVo4Lvv5+VFUVCSua2DBVFFRwWuvvcbNmzd57rnncDqdbN68matXr5Kens5TTz1Ff38/V65cYeHChWRmZnL58mXef/99qqqqmDVrFosXL+b8+fMcOnQIk8lEUFAQ06dPp6yszOM5zJkzh3Xr1uHj44Msy8Lo8ZNPPmHTpk0i5DQjI4P6+np6e3ux2WyD/HMGwj1G/EMWR1arlYMHD/Kb3/yG3t5exo0bh8PhoLi4mMLCQp544gkmTZpESUkJhYWFJCcnExISQmxsLC+++CJJSUn4+vqSlpb2QAXeQIwbN46Ojg6WLFkCwGeffUZ6eroYQy5evJh9+/Z5jVZxOp0cOXKEt99+m4SEBJ599lnhfK7Valm2bBkXLlygoKBAFKtKpZIdO3Z4dCZ1Oh0vvvgiq1evHlaRBq7XXavVkpGRQXV1NWFhYcTFxXHs2DHi4+MpKip64OduNBrZtGkTJpOJZcuW0dTURGlpKU899RRjxowBYPz48UyaNImgoKAhCzCr1YrZnMx//IeBqqpwpkxxEhBgw2Bo8hol48aNGzf45S9/OcjkdNKkSTz77LNYrVauXbtGf3+/xwLGDZVKxdtve+UG/5kxVEE0Ddcq8S+3QIIHG7dFAaWyLCfc/X4WriJJCfw/WZZP3t1+G8iVZbnt7vdvAG2yLL9+z/neB0yyLP9wwLaRcdsIvjIOHDjA6tWriYmJYf369WIMNRAWi4WTJ09y+vRp0eJ/+eWXOX36NJcuXfLcORZYhqvr/FXgAA7iYsw9KOKAZ4Gh7jH7QHVFRUJCAmvXruWDDz6gubmZ+Ph4nn/++SF9e7Zv345erychIUFI8Qd+8E+ZMoXk5GTUajXHjh1DkiQh21epVNTX17N3717+7d/+jZKSEgoKCkQo7tmzZ7l8+TI6nY7Zs2fj6+vLzZs3yc7ORqvVUl5eTnFxMU6nk4SEBGbNmsWdO3coKSnBarWiUCjIzMxk0qRJgqheX19PbGwsCxcuFBJtHx8fzp49S3l5OS+88AIXL17E/Xf7wgsvoFQqkSSJ/Pz8IQ03AeHC7I6wGD169B+kWHrnnXeorq5mzpw5jBkzhubmZg4ePMiMGTPIyMgQBGF3t3D16tWEhoaiUqmwWCwkJyc/1HV0dnbS1dVFWVkZp06d4plnnhHquQ0bNtDZ2Yksy+Tm5opjWltb2bZtGz09PaLTWFpaSn19PfPmzcNkMnHy5EksFovglRUXF3vw9QCmTp3K0qVL71sc3Ytbt27hcDg4evQoCxYsYNu2bSxbtozAwEB8fX2FT9hQuHz5MqWlGVWJOAAAIABJREFUpcyfPx+lUsnJkyfJysoiKytr0L5ms5mSkhIiIyO9jnMjIiJ4/PHHOXHiBOvXj2HDhnP09Sn55S+XEBKiRKOJHXS+ffv2Dfq80Gg0rFy5kuDgYM6dO4der2fevHn3/d3m5OQ80Hh7BH86PHQsiSRJnwF/JctyuSRJ/47LFeY2MEqW5X+VJCkN1+gsTpZlWXLpa+8Aswd0i5Ak6efAGGCtLMvOAdtfBSYMIG4/Lsvyk3eJ2xf4sh94ERdxu0OSpB3AzgHE7auyLP/fcM9jpEj67uDYsWPk5eURHR3Nhg0bvEZ4XLlyhcOHDw/rrAxAELAAT8Xa18EXwGFcvdbhkISr/B9Oj+nApZirgzFjxpCXl0dxcTF5eXmiO3Iv5wG+DFCtq4uktNRBf3+/iCMBlzpo3bp1HDt2jAULFuDj40NFRQVnzpzhiSeeEGOwO3fucOXKFaZOnUpcXByffPIJvb29gldUXl5OXFyccDYuLCzEYrHg7+/PI488QkhICCdPnhQE+IiICObOnYtCoSAhIYGgoCAxGoqKiqK3txd/f38aGxs5fPiwKDAyMzPJzc1ly5Yt9Pb2EhwczFNPPYXD4cBmswn+x72FUmRkpCia7XY7TU1Nf7Aiqby8HEmSUKlUnDx5kr6+PhYvXixu3gOjYsaPH8+MGTNQKBRIkvTAo7VLly5hNpuZPn2618evXLmCXq/n97//PWq1mrVr17J7924x2jxz5gwrVqzA39+f06dPc+TIEbKzs8nKysJoNKLT6aisrCQmJoaSkhLKy8sJDg5m/vz59Pb2cvLkSQ8fIb1ez+OPP/61g1tdsSZ1XLt2TcSolJSUsGHDBsrLy3n00Ue9LnLcHdCIiAjS0tKoq6vj1q1brF692mOkfC8qKytRq9UcP36cioqKQY/PmDGD8ePH4++fz09+4ktfn476ej927JhKWFi4B4H+8uXL7N69W4Qpy7Is/vX19XHmzBny8vIeWOZvt9t59dVXh1XcjuBPiz9EkTQJeBfXx3oVLhZFL/A+MAmwAn8vy/Lxu/vPxdVlyh1wjhhc/KKbgFsv+Zu7ijkNsBmXYq4DeNpdXEmS9CLw07v7/4csyx/c3Z6Eq6MUAlwCnpNl2bsO8y5GiqTvBk6fPs3ixYuJjIxk/fr1gwqkzs5Otm/fPqT8XkAFTMcl6/9DGUiYgTPAZcDo5fE04EkeLBCoB3jb9XXq1KmCbwGum85///d/o9Pp+Ku/+iuUSuWgANXt2+dz/bovra2tIgkdYPbs2cTFxeHv74/FYqGsrIzPP/8cWZYJCgpi0qRJxMXFERAQgNPpZM+ePRiNRlasWCGUZBEREbS1tXH06FGMRtcTHTduHFOmTOH69etcvHhRdIWmTp1KamoqSqWSpKQkJEnCaDTS3d0tDDvtdjtHjx71yqd5+umnkWWZbdu2kZiYSHZ2NqGhoZhMJvz9/XE6nURFRWGz2VAoFIOUa729vXR0dHxtkrAbTqeT2tpalEol9fX1HDlyhAULFhAfH09tbS1HjhwRXbugoCCWL19OUFCQuCaj0YhGoxlWTNDZ2SlsE1QqFT/84Q8HjVbhS/d3p9PJ1q1bycvLIzg4mM2bNzNt2jQyMzM5f/483d3ddHR0sHz5cvz8/Dhz5gy1tbWsWrUKjUbD9u3b6e7uZuLEiWRnZ3P27NlBY9CpU6eybNkyr0XMvTh79iwRERFePcmampqw2Wzk5+ezdOlSjh07RkhICDNnzuSLL74gLy/PY//29nasVismkwmVSiWECQM7ZMPh/PnzhIWFsWXLFq/8t3Xr1qHRwN///R6Cg/WAxK9/vRKj0cUVc8NkMmEwGOjv76eoqIjc3FyCg4O5efMmdrudRYsWfeWxqVKp5B/+4R++0jEj+OPhoYuk7wpGiqRvP86fP8/8+fMJCgri5Zdf9logvfPOOx7+KB4IwEXETrn79eHTJrxDxjU0NuAqnAJxkbSHz8UcjDpcHSUHrFy50uMG8eabb1JXV8ekSZN48sknPQJUAwKMXLmSw4EDcVitVm7fvs2xY8dQqVQ8++yzqNVqTp06RU1NjXBHPnnyJCaTSdzoNRoNL7zwApcvXyY0NBSdToder8doNHL8+HER3BscHCw8moqKigSnKT4+nlmzZmGz2cjIyMDX1xer1Up7e7uHNP/WrVvCfdwb/P39BR/KHT9hNBrR6/VUVlaSkJAw7Limo6MDs9n8UIZ+7hGX0+mkoKBAWEw4HA6OHDniwdlxj+GsVitxcXGiuGhqakKWZSIiIgbdVN1y9sLCQg+xQWJiIi+//LLXa3JbDZw+fZqKigphCXDt2jUee+wxoqOj6e3tRaPR0NnZyd69e4UdwaVLl8jOzha8PIVCwfHjx0XBC65Cb82aNeh0uiENTQfizJkz7N+/n5CQEF577TWv3d1bt25htVo5deoUM2fOZPv27YLE7uvrS3p6Ojabja6uLuGjZbVaOXbsGGvWrPlKztc2m010/T7++ONBj7vf3+3t11i50kFtbTbNzS4uY0hICEajkf7+fpxOJxqNhsOHD/PII49gsVgoLi5m8eLFxMfHP/D13IsJEyYMKgxH8OfBcEXSiOP2CL41+OKLL1iwYAFdXV0sWrTIY7UHrpiDd999d2il1kZcnKMxQCQw+DP8DweJLwujUbiUcENb4AwNHa7hdoXrBhMTEyNuFBqNhmvXrtHc3Iwsy6SkJJKcXIFabQEkrl6dAsTQ3t4uUtXnzJmDJEkcP36c3Nxcrly5Qk9PD+PGjSMxMZGZM2cSFxdHW1sbPT09BAQEMGHCBEGOPnHiBMXFxZhMJuGLNGvWLL744gs+++wzzGYzfn5+PProo8IJOy0tDYVCQUdHh0fx6pbkK5VKDzXfvZg0aRKjRo1CoVDQ1NREfn6+MCSsrq4mJydnWG8go9GIUqn8Wv5HTqeT27dv43A4qKmpYf/+/cyZM4eJEydSUVHB7t27hWIpLi6ONWvWEB7uGtfExcV5+E9pNBp6enro6+vz6HY1NjaKGJd7FVldXV0EBQUxevRg8W5gYCA1NTWkpqZy+fJlVCoVWVlZXL58mTt37jB27Fjsdrsw6wwJCSE5OZnDhw9TXV2N0+kkIyODpqYmjhw54mGIOHHiRDZs2CDGljabbchuic1m48iRIxw/fhxZlunv78dmsw3yBjMYDEJ11t3djcPhICwsjM8++4ypU6eK3D6VSkV/fz8Wi4Xg4GCioqLIzs7+yvl5SqUSs9mMSqUiICBgUGfZbrfT09PD+PG5bNlSTnh4Imq1Wmx3OBzidTObzcTExFBeXk5raytr16596HFZfX39A7vzj+CPi+Ect0c6SSP4VqC8vJzZs2fT2tqKQqHgpz/9qceHptFo5O2336ajo2Pok7yIizD9bcRe4KJrlfvKK68QGhrKtm3buHHjhthl7dq1LF8e5tXnxc1hcTqdfPjhh1itVpYsWUJnZydjxoyhqKhIkHQzMjKYNm2aiJcA1836k08+EeeLjo5m7ty5dHR0cOrUKeEoPGbMGKZNm4ZKpWL0aFceV29vryATg4s/pNfrPW4Ou3fv5vPPPx/0tGNjY1m6dCkKhQKr1So8ggAx6jp16hTr168fdKwbDQ0N+Pn5CYPKB0VLSwt9fX3Y7XYOHTpEWFgYM2bMoK+vj4MHD4r3mlqtZtmyZURFRWG1WklKShqS++Qmkfv6+hIREcFnn31GQUHBkHJ1cBVXP/7xj706gDscDm7fvk1nZyd79uzhpZdeora2lvj4eHp6eti+fTuBgYE8/fTTYpRnt9uZPHkyY8eOpauri4iICD744AOcTidarZbHHnuMiRM9CXrt7e1ex37V1dXs3Llz0N+dJEm88sorxMW5OpnunwOu4sDhcJCfn09eXh4HDx4kISGBrKwsGhoaiIuLE9Es9xtjORwOCgsL0ev1TJvmXYV15swZYmJi2L9/v9dx7rJly4SxqVKpRKvVEhQUJIo1d7ctMDAQo9H40GNbQHTKAgMD+cd//McHimUZwR8PD+uTNIIR/FlRVVXF/PnzRUZUQkLCoFXltm3bhi+QwDX2+rbirojHYrHw4Ycf8vbbb3sUSACffvopZ8/i1eclMzOThoYGlEqlCDx1Z51dvHjRQ8VksVjw8fFBp9Nx7do1CgsLRedDrVYzd+5cFixYQElJCUeOHKG3txe9Xs+qVauYNGkSwcHBaLVaOjo6aGlp8fi9uHOs6urqqKqqEsXVkiVLPIoAlUpFXl4ey5cvFx2A48ePEx8fLzpphYWFyLJMQkKCsEvwBqfTeV8+jdlsZs+ePVy6dAm73U5FRQUWi4Vbt26xY8cO5s6dy8yZM7l8+TJbtmwRzykrK4sNGzYQGBiIJEmkpKQMSw5XKBRUVlbyySef4HQ6CQ8PH7ZAAtfYa6hYGqVSia+vL9HR0cTFxXHu3DlSUlLo7e1l+/btqNVqFi9eTG1tLWFhYcLEMjY2lp07dwq7gOnTp5OWlsZrr702qEACV7yP22Xb7bq+adMm3nnnHa9/d7Iss3PnTlpbW8WI0Y2YmBhsNpt4D82dO5dr164hyzIxMTH09/cTFRV13wJJlmXeeustioqKOHTokHdLD2DatGnU19eLMOR7cfDgQYqKiti0aRPt7e0iqqa9vZ329nY0Gg0qlQqtVvvQBZIsyzQ3N6PT6YS30s6dOx/qnCP442KkSBrBNxrujKqGhgaxbWBkhxsDHx8SD5c28edDFzBAydzd3e31+S5atGjYEUBubi6XLl0iJycHlUpFS0sLBoNBKNDcGWKLFy/GYDBQV1fHqVOnqKysRKFQMHHiRJ5++mkcDgfbtm2jpqYGhUJBTk4Oq1evJiAggPHjxxMeHo6vry92u13wa9xZaWFhYbS1tbF582a2bdvGL37xC65evYpGoxFGl+6strCwMCorKwkNDcXpdHLnzh1aWlqERxBAQUEBiYmJfP75514LCTe/ari4j6tXr/LGG28I24H6+nqcTic7duygv7+fZ599FqfTyZYtW0S3Kzg4mGeffZapU6dy8eJFKisriYyMHPJnAPT09PCrX/2Ko0eP0tzcTFFRERkZGaJovRdKpZIFCxbwgx/8YNhzx8fH09nZyaJFi8jNzRVkeKVSydKlS2lubqagoIC2tjaWL19OV1cXe/fuFa/Xp59+SlhYGBs2bBg2S83f3x+73Y7D4aC9vV2oxhQKBXPmzGHcuHFiX3deXEREhFe7gNjYWPR6PRqNBkmShCO8JEmcO3fubuaeC6NG1ZGVVcqoUXUe55AkibFjxwJfGp56m4wolUoSEhKw2WxDupGXlZVhNpvZu3cvHR0dNDU1YTabRSc1KirqgYjrw8FkMmE0GomKivLoHN28eZO6urphjvwu4N5suG8PRjhJI/jGoqWlhVWrVtHc3OwhR/ZmYhcTE4NWq6W3t9djXwElsPju128bCnB5yuO6Ic2fP5/x48cTFRUlbjSZmZlMmDBBKL7u7WbYbDa2bdsmukdBQUHU1NSQlpZGV1cXMTExLF++nN7eXnbu3Indbic6OhqNRkNKSgohISGEh4dz5MgRbty4gcPhIDo6muXLl6PX64mNjSUmJgar1UpLS4vwRZJlmcDAQMLDwwU/JyAgAKPRSHV1NQ6Hg+rqanQ6HSdOnGDp0qWMGzeO6upq9Ho94eHhyLKM2Wzm6tWr1NTUMHXqVMBFXDYajURERDBhwgSKioo8btTg6hD19fV5NZw0m81s3ryZ4uJiFAoFq1atIj09nS+++IKSkhKWL19OTEwMp0+f5uTJk8KccN68ecyZMwe73U5XVxdpaWlMmTLlvvl3vr6+NDc309LSAsCdO3eYMGEC48eP5/z586K4AVfhs2HDBsaPH//AkSsmk4ne3l4+/fRTpk6dSlJSEt3d3Zw8eZKJEyeSkJCAJEk4nU7Ky8sBF4/queeeG9Y12w0fHx/a2toICgpi3LhxVFVVCfJzVlYWycnJXLhwgQkTJrB+/fphifIqlYqenh5iYmLw8/PDbrezZ88elEolmZmZHD16lIkTJwrFZlRUI8nJFbS2RtPT86X0v62tjZs3bwKuxYNSqfSqrAsMDKS8vJyoqCiAwdmMdzF9+nT0er2Ii3E79z8sTp8+jdVq9dqJUigUXL58mVmzZn1Hx27ubLhLuAzlMnG55n5zMBwn6avpFkcwgj8RDAYDCxcuZMqUKQQHB1NQUAC4VqDePrRSUlJISUkhLy+P1tZWysrKKCsro66uDlmW0cfq8bH60ObzzYim0dq09Pt4Kea8wSUiQ61We7gL3wun00lrayvNzc0e4wqTycRHH30k+Bi1tbUkJSVRXFxMeXk58+bNw8fHhwsXLnDu3DnhkNzT00NYWJhQ8DQ2NmI2m4mKiiI9PZ34+HiUSiUpKSnIskx7ezv9/f0isV6SJBobG72Ok5YuXcrNmzfp6emht7eXiooKVq1ahclkoq6ujuTkZHx9fQkPDxfnyM7O5uLFi5w9e5Zp06Zx/fp1zGYzhw8f5sUXXyQkJISKigoPwrDZbB6yyPD19aWrq4vMzEymTZtGb28vW7duZfLkyaxdu1bYDrjJ5vHx8SxYsECo8ob6PQyHvLw8Kioq6O/vx2638+mnn/LXf/3XLFy4kL1796LRaFiyZIkoBO8Hp9NJW1sbYWFhdHR0EBwcjK+vL2fPnmXcuHGUlpaydOlStFotO3fuRKPRsGbNGtLS0oiPj2fu3Ln3vTFbLBaxKImMjMRoNBIUFMQzzzyDVqsVr69CoeCll14SGYX3Q2xsLJWVlfT29nL9+nXmzp3L7t27SUpKIiEhgQsXLpCVZQNkodiMjGwQo+SioiKOHDnicc7jx4+TkZHh9RpmzJjBkSNHyMnJoaamxmM8p9PpWLlyJRqNhuLiYmbOnOm12Pqq6O7uJj8/n9u3bxMQEEB8fLxXAYFCoeD3v/89zz777EP/zG8e3IkB7my4i3ybXLxHOkkj+Mahu7ubhQsXiuBPlUpFSEgIfX196HQ6sfocCv7+/iQkJJCTk8P06dOJjIwkNTaVVQmrmNQ/iZCuEBxWB0ZfI7I0vHAhvTOdXp9e7Ao7SqfyvvvfD0pZybyOeawLWseNnhv0qb1zTQTMwHEI0AawceNGkpOHCpJzjR/8/Pzo7e3FZDJx7tw5NBoN7733niC8L1++nKSkJGRZJj4+XnQqLBYLFotFkLYbGxsZPXo0+/bto7a2VqhwkpOTGT16NAaDgcLCQqZMmSI6DHa7nbCwMPR6vTBPVKlUGI1GtFotSqWS9vZ2DAYDwcHBdHZ2YjabWbNmDYmJiSgUClQqFcHBwYSHh6PX65EkiaCgICorK0lNTeX69evU19eTnp5OcnIyN27cQJZlOjs7mTZtGseOHWPChAmiq9PT04MkSV4VRF1dXURGRpKUlMSlS5e4du0aK1asICQkhKNHjxIeHk5iYiKVlZWsXLmSSZMm0d/fT2Ji4tdWNqnVagIDAwWfrKuri66uLs6dO0dqairr168f0s7A4XDQ2tpKX18f/v7+dHd3Y7PZCA0NRaFQEBoaSn19PWlpaRQUFDBq1Chyc3Opq6vj2LFjOBwOUTClpqYyceLEYQskWZYpLi7m448/9lBhuXPO1Gq1OL6lpYWAgIBhDR69QavVCgWhu9t49epVpk2bRnFxMRkZaYwdW+Oh2HR3kqKiorh69apHhposy9y5c4cpU6YMem6SJAnz00mTJnH58mXA5QO1cOFCka3otk94WJhMxzCZttLZaaChAWF/kZmZ6XX/zs5ORo0a9R00mXTi6iC5R6h/xbepkzSibhvBNwq9vb0sWrSIM2fOsHHjRhoaGsRoJyAgQIw4GhoaUCgUpKenk5iYeN9Rh8lkGnSjNFvNVHRVcNN5k/KAcvrVnp2d0L5QfqL/CU7ZSXVHNT4KHzQqDWWmMspUZdQF1X2loknpVPI35r9htN4l5z7Xco5dwbuGPsAGbIbw/nA2bNjwwOqs7u5uDAYDzc3N7N+/H3B1QRYuXIjD4eDAgQPMnTuXkJAQQQR3y8ynTJnCpUuXuHLliohYSEpKwmg0snv3bo8bErh8fJYsWYK/v78oju5FS0uLMHp0d5UaGhro6+sjJSWFlpYWJEkiIiICSZKIjo4eRLC12Wzcvn0bk8nEp59+ik6nY926dR6OyqtWrSIoKIhbt26xYsUKwNX98vX1HeSvc+PGDfz9/enq6uLQoUPMmjWL2NhYqqurOXr0KE6nk8DAQJ599llkWcZisaDX64mIiBCu5vdLih8O77//vocz970eWPfCYDCg0Wjw9/fHZrPR0dGBVqslICDA4zXv6emho6ODc+fOUV9fz+OPP87WrVvFokGWZWJjY+8bK9Lc3MzOnTsF9y0mJobvfe97HkVRZGQkvb29WK3Wr6wcHIja2lqcTie7du0iLy+P/Px8HnnkEUaNGsXJkyf5139dPOj1tlgs9PT0YDKZeOeddwQXSavVsnLlyiELEYfDwccff8zMmTNpbW0lICCAwMBASkpKGDVqFLNnz37okVd/fz+3b/+eH/3oNpIEsgx/+7fw+eeuMeOrr746JMfM4XDw05/+9A+aNfjNwFlcHSR3eO43CyM+SXcx0kn6ZsNsNrNixQqKi4tRq9VMnjyZrq4url27xpkzZ6ipqWH8+PF0dnaSmJgozPIuXLjAxYsX6e/vF1lQA+GtQAJQKVVE+kcyLmAcs3xmkWxMxq/Hjz65jz51H5O7J5MamIokSYT4haDT6vD39SchMIEc/xxyHblEdkUi9Ut0+3TjUAyvUlLICharF6NSugoAq9XKRfVF7zs7gK0QL8fz0ksveZV/jxpVR0pKGQqFTE+Py39m165dHDp0iNu3b5Obm0t3dze5ubnk5OQIQ8k1a9bg7+9PT08PGo2GtrY2DAYDLS0t1NTUMHv2bGw2mxgp1dTUsHfvXg/OjBtdXV3o9XrGjh075M3F7Q8ky7JwL46MjCQgIIDy8nISEhIIDAwkIiJCkInvJVorlUq6u7sJCgqiq6uLpqYmtFotOTk5XL16FafTSVVVFTk5ObS0tKDRaNDr9XR3dxMQECBItwaDgfr6ejQaDaWlpdy5c4fly5ej1WrZv38/V65cQZZlgoODWbFiheiWJCQkEBAQcF+OzIMiPj6ec+fOCWK5Uqn0qipzq+7OnTvH9OnTkSQJpVJJQEAAvr6+4kbvhpv3FB8fz8WLF8nIyGDSpElER0ejUCi4cOECCQkJQ/pKuTP1duzY4RHnYzQa8fX1FaNXrVZLU1MTer3+gf2LnE6n1/eI+3caGhrKrVu3GDdunIhRcTqdVFb24+MzXbzObW1taDQaAgMD0ev1WCwW7ty5Q3JyMs8999yQnbjm5mY2bdpETU0NWq2W5ORknE4nhYWFLF68mAkTJjx0gdTU1MRbb73FlCnNZGdDUxMEBkJzM9TXR7FhwwbBi/IGt/rRWybdtxsxuDpKF+9+/fZ0kkaKpBH8WdDd3c2nn35KSEgIQUFBWK1WHn/8ccE9cjsyx8bGkpmZSXZ2NikpKYLHcf78eWprawkMDCQpKUl0k8rKyiguLqalpQWVSoVOp6Orq+u+hm2SJBGsDSY1MJXp2ulk9mcSr41H4zO0SaFapSY6IJqJAROZpZxFQncCWpMWk2TC7DPYbyCjK4PJusni+2BtMNnmbHRdOix2C0bfu27HTiAfJvhO4LnnnvO66r/3Zl1XF8L//u8ubty4gdVqpa+vj7CwMCZNmoSfnx/79u0jNDSURx99FIBdu3YJg7zU1FQyMzOpr6/HYDBQU1PDokWLiIuLo66uTnxwD4Xa2tq7OViDuRZGo1FwPwwGA4GBgajVai5cuIBOpyMuLo6goCDCw8Px8fFBoVBgNBq9ks9DQkK4ffs2GRkZXL58mdraWiZOnEh0dLQIULVYLEyZMoVDhw6RmZmJyWQiODgYWZYpKytDkiThKTR16lQmTJhAWVkZe/fuFYoqNzHbYrEQGBgoOkn+/v6kpJQRFdWIyRSEWm3BZAqkufmrf+C7x4/u17WtrY3IyEgPqfwXX3zBhx9+SG1tLd3d3fj5+Q0i/mq12kFGj2FhYbS2tpKVlYXNZsPHx4ejR4/S09PD5MmTKSgo8NppaW9v57333hNy/Hvhfr39/PxQKBTYbLYHMuh0Op0UFxezc+dOsrOzB3UJ3WafWq2WGzduEB8fL1zip02bRmFhISkpKSiVSrq6ujxEAODqZoaGhgrhwb3XJMsyRUVFbNu2DYvFwurVq0lISKClpUXEojzsiMtms2EwGIiKiqK5uZnW1maWLXMVSLIMFy5ksmDB8OpBN0wmEyEhIQ/kcv7twTebvD0ybruLkXHbNwdvvvmmIMTa7Xaam5vZtWvXkKqTlJQU5s+fL6IpjEYjt27d4vr164KjMWnSJBITEwkICMBms9Hc3ExFRQW+vr6MGzeO9PT0YZ2Z/5BoNjZT1lvGTZ+b1AXVMbZjLKuDV+PvO/RNpbu/m+vd1ym9UEqGlCEk8d7gjiAxGv3x8THw5psWfvGLL5N1Fy9eTGJiIrdu3aK0tJSnnnoKtVpNe3s7BQUF5OXlERgYyPnz57lw4QJLliwhPj6eY8eOkZaWRmxsLB0dHciyjL+/P4cPHxaqLG+Ii4vjlVdeESvxgfEjHR0dSJKERqPh/PnzaLVaJk+ejFKpJDIyctBNs6mpCUmSvK64TSYTLS0t3Llzh6NHjxIVFcWqVasoLCwUBcf69etxOFzhvhEREfj4+AiH8OLiYjQajSBq79+/X3RMRo0axZIlS4RxZUZGBoBQ64WFhZGc3O6Rj1dQsPJrj9ycTie//e1vPSwYfvzjH2OxWNizZ49QbbmhVqv50Y9+JJR6bldob8q906dPExsby5EjR0hMTCQpKYn333+fdevWeUjnB8JsNvPGG28IB3FvuDcmpbW1ddibeVNTEzt97CgaAAAgAElEQVR37hSxLVOmTGH16tUAwkrAPWatrq5GlmX27dvHkiVL2LZtm/DPOnHiBBs3bhzWysGNtrY2kY/X3t5Ofn4+d+7cIT09nTlz5tDX10dhYSGLFi1Cp9Mhy/JDRda4R5/ua7NYLPzqV78iLa2LmTM1hIUtQpIeLG/ODbvdzj/90z95jXb5duJN4D2+JG+/BHzvz3pFAzGS3XYXI0XSNwMtLS28++67XufunZ2dlJWVceDAAY/VbHx8PEuWLOGdd94Rq0YfHx8RPVBXV8fly5cxGAyoVCrGjx9PWlqa6CIYDAbKy8vp7e1lzJgxZGRkeHUQ/mOgz9qHn/rBIxVsNhsWi2XY7teoUXXMm/cpBoMBm80uOA/uG/3/z957Bbd132n/H3Q2sBOkSLCBBaxib2o0JUW2iiVbluXI6xI72dmSsjM7787s1Tt7895smU3m3ezk3V0ncewUWaK61QslkuoUe++9gAQJggRRCOB/QeEsSYAUlcSO9z98bjQCgXMOcIBzvr/v83yfRyQSceXKFWJjY4WuQUVFBTExMWg0GiYnJ7l06dIKjVFJSQmZmZk4nU7OnTuHTqcjISGBHTt2YDKZKC8vF+ghTzh8+DD5+fmCINsVjrs84+3QoUOCfmmtVbWrwA0KCvL4GTQ3N6NUKjl9+jSTk5NCovvnn39OcXExSUlJGI1GlEoli4uLyGQyhoaGqK6u5rXXXsPf318oDmGJ4ti3bx9xcXFMT0+TmJiIr6/vCu3Rkydi4WaqVg+jVHZiNCb93gUSLBUQp06dEj4fWCo2x8fHV0SELEdycjIffPABOp1O0HF5gsFgoLa2FrVazc9//nM+/vhjhoaGePjwISdOnEAsFnscR29tbeWzzz5b97iX66dsNpsQ37EcLtru3r17btON3/3udwkODkYmk604v64A4eHhYaanp/Hx8aGyspLvfOc71NfXExAQwCuvvLLusQHCZ/fs2TMhdPjgwYNs2bKFhoYGdDodx48fF3yfRkdH8fX1felu0uLiInq93uM56O3t5dGjR0KQsCdERg6iUg0xMaH2+D0KCgriL//yL1/qmL65cHWSXPgp3yRt0qYm6Tk26bZvBj755BOP+hZYog9kMhmPHq00HfPz80Or1ZKSkiJkflVXV3Pv3j1kMhkxMTHk5OSQnZ1NREQEg4ODVFdXU1NTg8FgIDQ0lJSUFMEPpr6+nps3bzI1NSW4S39VHiUyycutBiUSCTabTdCfrIbBYOBXv7rF1asj9Pdb+eSTpQJp7969lJSUMDg4yLVr1wSfn/n5ebq7u8nPz8fHx4fbt29TXV3tdg6GhoYQiURERUXR3NzMwsIC09PTNDc3U1hYSHR0tOCv4wl9fX3U1dURFxdHR0cH5eXlAoVVWlrKK6+8gq+vLxEREet2BCQSCXa7ndnZWcHJejlUKhX9/f1otVoaGhoYHBwkMTGRvLw8wsLCuHjxIvfv38fHx4fw8HCqqqpwOp3s3r2b+fl5obMAS8X3W2+9hb+/P3a7nbS0NORyuRudOTUVjU4nY2Fhgc8/r+D//b9nJCTs2lBnYzVsNhs3btzgzJkzbl0bV6bZWvDz8yMpKUmI7HA6nR6/I15eXrS2thIeHk57ezsjIyMUFRXR1dWF2WwmPDwcHx8ft9eGhYWh0+nW7Rr29vaSnZ2Nl5eXQIEt1yUNDg7yi1/8gubmZo+0XWtrK0aj0U134/q+KxQKamtrSU1NRa/XMzExQWFhIdeuXSMxMfGF1LlUKqWnp4cvvviCmJgYjh49ilwu59y5c3R0dBAcHCxEmLgmKl2aqxe5fLswNTWFRCLx2MUDVkxoekJk5CBlZeVIpY1otd3o9dFu2raFhQV8fHz+oC7XNwdqlii2LSxNt22kQHoEXOTr0DBt0m3PsdlJ+tNjYGCAzz//fN2CxJP/CSx5meTk5BAbG4uXlxc2m43h4WEaGhoYHR1FKpWSnp5OcnIywcHBOJ1O9Ho9bW1ttLS04HA4iIiIICsri6ioKORyOSaTiYGBAdra2oiIiCA1NZWkpKSvjZZbD57ysoaHh/nVr3614uYaERHB/v37kUgkXLt2jejoaEEEPDo6KlAPjx49orGxccX2AgMDOXr0qKA/+vLLL8nPzyc8PJxPP/1UKKSCgoI4fvw4z54948mTJxt+DxERERw4cAC5XE5ISMiGQ2YdDocwmeY6/uXQ6/XMzs5SW1vLkydP2LFjB+np6YyNjXH+/HnheW+//bZwo6qqqqK1tRVYupG+9tprqNVqZmZm0Gq1K7RfLjrT5c9TX5/P6dNLuilXBysxMZGPP/54w58FQFdXF+fOnXtxhM5zbNmyhUOHDnHhwgWKiorcJuCWU0suzM7O8vDhQ7RaLXa7nZmZGSEnLTQ0lF/+8pe89957SKVStxBaWJow/fGPfyxExnjCwYMH2b59+4rjCAwM5Pr169y/f99jcbQc6+XR9fT04HA4uHbtGmVlZZw8eZKjR48CS9eG73//++tOs7ry3Hx9fYmJiaG9vZ07d+4If/f39+cHP/jBimJLp9NhsViEIOW1sF73aDUcDgcmk8mtqHM6nfj7/5ri4hZGRyEqSszQ0Ks0N+/0uL+/+7u/+0Zcj75efL2dp0267Tk2i6Q/Pf7lX/5FiKpYC//5n/+5IktsNcrKyoiKikIikSAWi1EoFIK+obW1VdByJCYmkpaWhkqlElaLPT091NXVYTabUSqVZGdnExcXJ4xWj46O0tjYiFwuJyUlhbS0tD9ovPkPxfJCqaWlhS+++GLF57d7926Sk5MZHByksrKSt956C4VCgclkYmRkhPj4eMbHx7lw4YLH7f/VX/0Vo6OjVFdXk5KSwq5du/inf/onIX7k17/+tfDc1NRUSktLuXDhgqAxWQtisZhXX32V2NhYodB52bHm+fl59Hr9mnlZrtT4lpYW0tPTqampIS8vT9AnabVawSyxurpaKBATEhIoKyvD4XCgUCg8bt/VSXJpj06ffoULF8YJCgrCx8eHTz/9FFgqwjYyiWQymfjyyy+pra3d8Pt3ZeS5nMvXWljo9XqBKnr06BFGo5Hk5GSePXtGe3s7J06c4MmTJ2RlZSGVSuno6KC2tpYTJ04gkUiIiopy22Z9fT0nT550ezwgIIA333zTrbiyWq3813/9l8cA2dVITU3lyJEja9KtLtqtt7dXiEF59uwZ7733HtXV1YSGhrJv3z6Prx0ZGaGiooKioiKcTieXL19eQWeqVCo++ugjNz8nV1Eul8vXLICmp6dRKBQbnuYDCAhoIy5uGp1uiVIzGAycOnWK0NAe/u3fECwC/vVfNWRmfs/jNvz8/PjhD3+44X3+/wNfr4Zpk257jk267U+Lzs5OGhoa3C72rqLGx8cHs9nMpUuX1l2J7ty5E71eT25uLiEhISiVSiEGQ6PRUFBQQFJSEmazmerqap48ecLg4CD+/v5oNBry8/NJT0/Hz8+PxsZGHj16RENDA06nky1btpCZmUl8fDwWi4Xq6mru3LmDwWD4ymm55XCNS7voAJvNxr//+78L0RhhYWEcP36ckJAQbty4gVgs5lvf+hZSqRS9Xi+4Xj979oy4uDgGBwc9xrUMDw9TW1vL3NwcAwMDZGVlodfrqa6uJjc3VzBshKWCLTAwkMLCQpqbm9ekhSIjI3nnnXeEKBOXKeTLwul0Mj8/v6ZBoUqlYmJigoiICG7cuEFzczNyuZyioiKCg4PJzc2ltraWiYkJ8vLyaG1t5eDBg2RlZWGxWEhISFiTDpmd9Wd8PJy5OSW/+pWM//N/bqLVaomJiRHE7AMDA/T19ZGXl7durldtbS2fffaZQPFtBDKZjAMHDgiFxItMH/V6PSdPnkStVhMVFcXVq1dpaWnBYrGQnJyMRqNheHiYx48fU1RURHd3t0DZ+fv7uxWwERERjI6OotP9t0N9UVER77//vsciwkWTNTU1rXmcvr6+HD16lH379q3r0+R6r35+fjx48ICcnBzBV6ugoIAvv/wSjUbjsdCZmpoiLi6OgYEBTp8+vSIDLisri/3793vsTIpEIhQKhTBpt/x8Li4uCq7mLyOkjowc5NChq4SGDpCc3EV19Rz/+q+n0Ol0DA9Dff2SNcAnn8C1a9MEBQV5NLG0Wq2Cse7/XLwsdfb1GlBu0m3PsdlJ+tPiH//xH91urAaDgX/+53/GbrcTERFBWFiYGyW0HFKplO9973uCn48nzM3NCRd3iUTCwsKCIOzW6/X4+fkJHaTlk3CNjY3CjUyr1ZKWlkZoaChisRiDwUBXVxednZ0kJCSQkpJCcnLyHxx6uRZOnjyJw+HgxIkTAHR3d/PJJ58AS/qe1NRUhoeHqaio4K233sLLywuz2Ux9fT2FhYUsLi7y7Nkzamtr0Wg0bN++nTNnzqxLoQDk5eXR39/P5OQkfn5+nDhxguHhYS5fviw859133wXgN7/5jcdtfPjhhygUCmJiYv4gU7yFhQUmJyfXvDk4HA6am5uxWCycOXMGWKJxTpw4gUwm48qVK0Jw6He+8x2h4xgWFuaR5nFhZGSEs2fPEh4ezvj4OMPDw3z44YdotVpgqVuzZcsWTp48yfT0NNnZ2Rw/ftxtO9PT05w9e3Zd+wRPCAgI4J133kGhUBAeHr6hz7C6uprw8HAcDodQHCwX8YtEIrq6uqioqODw4cNERETgdDpZXFzE6XR6pN2MRiM//vGP8fHx4ejRoxuK6fj888+Fono5tm7dyuuvv75huhWWvvN2u527d+9SXFzMF198wYkTJ5ifn6eqqoof/OAHQtFiNpuZnJwElihNl5UILBVbb7zxBmlpaYKoe60ibXp6mrm5OcHQ9PfpHtntdioqKvjRj2QUFDQwN6fEbh/mJz+Z42c/W/t1CoWCH/3oRx471zabjb/92799oR7rm4nflzr7+gwoNztJz7HZSfrTobGx0aPo98qVK0KLfm5ujomJCT7++GPS09Px9fVFr9cL3ROAtLQ0IiMjCQkJWbPDIJfLCQoKIigoSJhg8ff3JzMzk6ysLCFdvrKykrq6OkGrlJmZSV5enjDlVFVVRU1NjWCal5iYSHZ2NkFBQQwMDHDhwgXa29uFSbQ/lm7A4XBw7tw5wsPDSU5ORiwW8+zZM2ZnZzl+/DgqlYpbt25htVrZv38/UqmUuro6pFIpKSkpNDQ0cOfOHUpLS5menqavrw+xWExxcTGdnZ3rTqiNjo4Kho5Wq5WBgQGKi4tRKpX09fUB0NHRQUFBAcHBwRiNRr797W/j7e0tCKi1Wi3l5eUbCn1dD1arlYWFhTXPc3V1NQqFAr1eT29vLwkJCezfvx+z2Szkxrm0P3l5edhsNjQazZrnabmg2mAwMDo6Kmi/fH19SU5OpqWlhatXrxIeHk5GRgYNDQ2MjY0RHR0tuHo7HA4qKyv53e9+t6ITsxEUFhby/vvv4+fnx9zcnGCQuhZckR7BwcHodDq++OILbDYb+/btEyJJysvLUalUQpxKbGysEN9x+/ZtsrKyMJlMbvtRKBQkJCSwZ88eN8fyteDKXHNp2fz9/Tl+/DhlZWVrLihcNh6ru3qBgYHMzc1hs9mw2WwEBwfz8OFDITZnbGyMxMRE9Ho9BoMBLy8vZDIZarWa9vZ2TCYTWVlZK8J2XYXPWsVaW1sbSqWS+fl5vLy8UCgUL3QnX46JiQl+/etfP488sfPqqw7kcgsKxSJDQxYMBnhuYu4Gl23F6pBmWFrs1dfXU1JSsuFj+ebgIkv+SFtY6gxtAQo28Dr18+d99X5Km2aSz7FZJP3p8POf/9ztMb1ez9mzZwVqTSwW8+abb+Lv78/AwAAajYa8vDwyMzMFN+asrCzMZjMpKSkbonDEYjFKpVKwAvDy8kIul5OcnExeXh6xsbFMTk5y7949njx5smISzkXb2e12Hj58yNOnT+ns7MTHx4fY2FhycnJQq9VMT09z/fp1Hj16hMFgQC6X4+/v/3vTcr29vTx+/JjR0VEqKyvp7e3F19eXV155RRjd3717NxqNBrvdTlVVFXl5eXh7exMcHIyvry9PnjxhdHSUffv2MTg4SG9vL6GhoaSlpdHd3f1CYa0LJpOJ8fFxtm3bhsViYWJiArvdztjYGCUlJaSlpaHX69FoNGRlZZGYmCh43kxNTW0oXX4tWK1WLBbLmtqV69evk5iYSF9fH+Hh4WRlZXHz5k00Gg0PHjxg586ddHZ2YrPZyMvLo729HY1Gs2bh9tOf/nTNiazh4WEGBwe5c+cOVquVnp4eCgoKkMvlDA0N0d/fT2FhIePj43z66afU1dWtO6W2GiEhIbz33nuUlJQglUqRSqVYrVZhylGhULg5rOv1esbGxhCJRNy+fZv79++jVqs5duwYSqWSK1eu0N/fz7FjxwgJCWFqaoqoqCju379PU1MThYWFwsIlMDAQpVLp1rXy9/dft9C1WCxcunRJMO20WCyoVCpaWlooKCjg/fffXzcHzRVHUldX51ZUi0QiTCYTISEh3L17l5KSEjo7OxGLxeTl5fHo0SMiIyMFryir1YpKpRJ0ZlqtlrKyMjeKzNfXF51Oh6+vL06nk2fPnuHr68vJkye5d++e4N8Fa7v1e8KDBw9oaGigtLT0uZN3K1JpHkFB3mzZYiQ2VsqePRbq6z0XSkVFRbz++utrft52ux2r1bqmo/g3Dy6KTQ485X9qdtvG5h03sYk/AI8fP/b4uCt004XY2FiCgoKE8FRYok+ysrLQaDQcOXJEcO/t6elBq9WSlJS04Va4xWIhPDyc4OBgHA4HRqORxcVFiouL2bZtG0ajkd7eXm7evMn8/LwwCZeRkUFubi4LCwsMDAxQV1dHRUUFCoWCrKwsEhISeOONN4QA0lu3bjEyMiJQdomJiS+lZVhuIri4uEhkZCSpqancuXNHoJNEIhF6vZ6pqSl27drF/Pw8Wq0WsVgsJJqfPXuWe/fusX//fs6ePUtlZSUHDhxg586d3L17d8PHMzQ0xIMHD9i+fTuzs7P09/evCNqtrq5mcnKS9PR0fHx88Pb2Zv/+/Xz++edkZ2f/3iPM63W8YCmRXi6XYzabKSoq4vTp09hsNry9venp6SEwMJBXXnmFgYEBpFIpaWlp3L59m1dffdXj9nJycrhy5cqax7K8E2q1WqmqqmLnzp00NjYyPT3Nf/zHfzA6OvrC414OsVjM9u3b2bt3r9t3JCQkhJGREebm5tBqZwQh+eJiDf/4j6+wuKhkZGSE69ev43A4OHDgADExMXR3d3Pjxg1B1D86O8rvhn6HdcbKCe8TZGRk8Nvf/pbh4WH279/Pp59+ikajEcTuG0VHRwdnz57FYDBQX1+PRqMhJCSEkJAQvL29SU1NXff1IyMjlJeXC2aaN27cEAxUnU6nkA/X19fH3r17efDgAWVlZZSXl6PRaHjjjTcYHR0lOjoasVi8Ig9NrV7/Juzv7y8MNPT29gq2E7BU7LiMRFUqFVNTU+t20nQ6HZcvXyY7O5uioiKePXtGfX09paWl+PiUYTbXYLMNIRIFI5cvkJu71BnPzYVnz6ClxY9jx455pDxX49atW+Tm5v5Jh0k2htUU218BVr6p2W3rYbOTtImvHL/85S/duio6nY5z586teKykpISAgAAaGxuFiZTFxUWGh4dpampibm6O2NhYrl27xtjYGM3NzVRWVgrRGy+C6wYKCA7QwcHBBAYGCtollUpFTk4OmZmZ+Pj40NDQQGVlJe3t7YLOJicnh6ysLMLCwuju7qa6ulrIjlOpVKSlpbF161a8vb1pa2vj7Nmz9PX1CV2RF7Xv+/v7GRsbY3FxkT179qDVarl69SrZ2dlotVpEIhFtbW2EhIQIEQ0JCQkrPuOoqChsNht1dXVIJBIKCwvp6Oigp6eHvLw8RCLRS1FB4+PjeHt7U1JSQkJCAjExMVy/fh2xWExhYSGtra0MDg4yNDREb28vycnJpKenc+XKFY+J7BuBzWYT6CZPrw8JCcFmsxETE4PD4WBhYQGZTIaPjw8dHR2Mj4+Tk5NDUlISDx8+JCwsDJFI9HwE2707FRsbi9FoFEJdV0OpVPL2228jlUoZGxtDp9MxPz8vTPq58uk2ioiICN5//33BfXw1RCKR4BYeHt5HcvIYjx/H8Pnn21lclHDp0hVqamqIjo7m2LFj+Pr6cunSJaampjh27BjBocHc8LrBQ/VD7FF2SIAuny4KnYXI5XLu3r1Lfn4+CoWCJ0+ekJmZidVq9UhFTU1NUV5eTkZGBmazmbNnz3L16lVB42O325menhaMS319fYXBg9Ww2+0CrTk7Oys8Pjg4KNDLZrNZ0AMGBARgNpuZmZkR9EF1dXWkpKQIQxVrBdquBalUyr1792hoaABYcd6Sk5MpKFiig4xGo/Bd8XSOXJEnhYWFWCwWysvLsVgsfPjhh+Tk5DyfwHWSkNCBXG5BLldw546J//2/l4qkt97yIiXlOL6+Ly6QWltb+fTTT2loaODb3/72S73frx+rKbYslgqlb1YHyYVNuu05Noukrx937971OBZ84cIFN8O6/fv343Q6uXr1qsfVeFlZGTMzM0LqOyzRBN/61rfcntva2oqvr6+wOn9RzpTLx8flBDw7O4ufnx+ZmZnk5OSgUqno6+vjzp071NXVrZiEy8vLIyYmBp1OR3V1NU+fPmViYoKgoCCB1gsLC2N0dJQLFy5QV1eH0WhEoVB4vFlrNBpaW1vZtm0b8fHxXLx4kW3bthESEoLT6aSzs5Pk5GSsVusKLcxqJCYmMjY2RkNDAyqVCq1WS0dHByaTSegcbBQikYj+/n7CwsIIDw/n/PnzDA0N0d3dLWi1XBOCsNRlyMvLw8vLi+HhYWJiYja8LxekUinz8/MsLCx4pDz6+/ux2+04nU50Op1gFioSiZiamsLHx4fs7GyBkuzq6qKoqIiamhqSkpI83sDj4+Opq6tzc7zOy8vjgw8+IDIyEo1Gw7Nnz4TolZeFRCJhz549HD9+fE29lQsymQyLxcLIiB/t7cHU1yeg0XRy8+ZZOjtNHDhwgLy8PLq7u7lw4QI7d+6koKCAAfsA5ZHlTPtMr9jeomwRo9VISVgJvb29TE5OUlhYSE1NDUqlEi8vL48TnHK5nIqKCnp6erh27ZrHST2XXUVERAQymQydTud23gYGBvjlL39JS0uLx4LSz8+PlJSUFSadYrEYi8VCaGgod+7cYceOHTQ2NuLv7092djaXL19e93ewGvPz85SXl7N6iEcul3P48GEOHjyIQqHA29tbiH4xm81u14/FxUUmJiYIDQ3l4cOH3L17l9LSUo4dO7bid200BjAxsYW5OSVNTUUEBBiJjZ0EIggP98FiCVo3/89sNnPu3DmuXbuG1Wqlvb0dPz8/tm3btqH3+/XjEXAfaAJcv6NvHsW2HJtF0nNsFklfL5xOJ5999pnbzWhsbIyLFy+ueCw0NJSkpCRMJtNz0eNKSKVSduzYQUVFxQojxZycHDeKYGpqip/97GdUVlbS0dHB7OwsTqdzwxdRmUxGSEgIoaGhgnhWJpORlJREfn4+Go2GmZkZ7t69y+PHjzEajYSGhpKamiromKxWKw8ePODp06f09PTg6+tLXFwceXl5xMfHMzc3x61bt6ioqBACYAMCApBIJMzPzzM3N4dGo+Hs2bOkp6ejVqsxmUzMzc2hVquZm5sjPT39hTReamqqkHHnimJxOBx4eXmt60W1HFFRUXzve99jZGRESJ/XarU0NjYKwbFZWVkkJSXR3NwMLHULRkdHKS4upqmpiZiYmJcWtkdFDZGSMkJXlw8Oh8PN3Vqv1wtFytmzZ4XUe4fDQWZmJqmpqfT29tLZ2Ul2djZ1dXXIZDKysrKoq6vzOK1lNBpRqVTCKHtwcDDvvvsu27dvF9yYZTIZQUFB605hroXo6Gg+/PDDl0qc1+v12O1OZmfliERnuHmzBZ0unqNHj+Lt7c3FixexWCxLERh+XlzyvUR9eD1Okeeu1pTPFBGTEeSm5HLr1i00Gg1arZaLFy+SnZ3tkV4Si8WCtcB6PmdWq1XwjfLz82N6eloI4b1y5Qrnzp1bd8LS4XCQn5/v9tn4+fkxNTWFWq2moaGB7Oxsrly5Ql5eHv7+/ty6dYv8/PwX/h5cocGrF27x8fF8/PHHK2jk5bYA/v7+zM7OCh3r2dlZJicnEYvFQqita4LO03k1GgMYG1NjNAYQEhJIevoAQUFSQERDQ4Gb27YLXV1d/OIXvxCGJly4c+cOu3fv/r0WH398LB/vH2aJZusFbMBrwP/im06xbRZJz7FZJH29uHbtGhMTE26Pu3LBliMvL4+QkBB6enro7+93e012djYqlYp79+6teHzfvn1umUu1tbV0dnYCSxez3t5eUlJSVmgWNgqLxUJMTIzg9zM3N4fD4SAqKoq8vDzS0tJwOBw8evSI6upqRkZGCAgIIDExkfz8fNLS0oSYhUePHtHU1IRUKkWtVpOTkyNcVGtqarh48SKDg4MMDg6SmZlJRUUFTqeTkpISpqamuH//PpmZmQAbFkRLJBLS0tJoaGigra2NoqIi4uPjefz48QqqYy2kp6fzwQcfoFQqyc/PJzExkZaWFuE9ujoCnZ2dFBQUEBoaSnd3N4DgUVNUVERlZaXHUNW14DJzjI4eJjDQRGNjyIrYCJeoe3x8/LnvzLDQ+aupqSEmJoaamhqqqqoYHx8nPT1dmBJMSUlBLpcjEomETsdyL5zw8HBB5Pzhhx96zPhTqVQC5bYRyGQyXnvtNY4ePbphIbDZbKanpweJRMLAwABBQcGUl7eRmrqXnJwcOjs7uXLlCnv37iUjI4N2Szvno88z5z33wm13+XeRPZfNlogt3Lhxg8LCQsxmM21tbaSmpmK3292KUtcAxMDAwIqJU1haxHzrW9/i8OHDK4oEh8NBX18fv/rVr1Z0gF2Qy+XIZDJhGvZ5MjkAACAASURBVM5gMODt7e3x5u/yQxsdHRW6qq7uoCt6JSMjw+P7tVqtfPHFF9y6dWvFsctkMvbu3SsUnKshlUpxOBzMzs4yPj6Or68v09PTmEwm/P39CQhYEtBnZWVtWBs5NxfI4GAwJlMgjY2FHnPbbDYbly5d4tKlSx5z/FyO5O+///5L2Sr88eHSHtWy5GtkZqlA2sJSF2k38Maf7Og2ivWKpN/fxGQTm1gHDoeDO3fuMDMzs+Lx4eFhjz4qqampwii7J6SkpAieNy4oFAqP3QBX9IQLMpnshSJST3A4HG50iFqtJiUlBY1GQ1BQEFKpFI1GwzvvvMN3v/tdsrOzaWlp4ec//zm/+c1v6OvrIzY2lhMnTvDxxx9TVlbGwMAAv/nNb/iP//gPHj58iFwuZ+/evXz88cekpKQQGxuL2WxGp9Nx4MABHA4Hp06dIjMzE4PBQGxs7Eu9Dz8/Pz788ENEIhGXL18WQkQ3gujoaLfVeVlZGc3NzQQGBgrOx/Pz81y8eJH4+Hhyc3OF5z59+pSxsTGys7NpampiZGRkQ8Lm8PBhwMncnD9ZWYOEhy+g0+nQ6XRCoLHdbic0NFRYZcfExDAwMEBqaioTExNCgK3T6eT27dsUFBSgVCo5f/48wcHB1NbWCgaENpttRRF96NAhxGLxup2Jw4cPb6g7ptFo+Ju/+Rt27Nix4e5RX18f4+PjWK1Wfvvb33LlyhVmZmZ48803CQoKory8HL1ezwcffCDcJOX+8g1f0R1iBxcVF4mOjiYqKor6+nq2bdvG8PCwEDC7/DwZDAbm5+fJy8vj8OHDK7YVGxvLj370I0pLS926xr6+voyPj3uMYUlISOBv/uZv3LZ348YNj8+XyWTI5XIKCwt58OABRUVFjI+PMzY2xoEDB2hoaFizuyeTyTAYDCsei4mJ4Yc//CGvvPKKx8WcC15eXiwsLODl5cXU1BQOh4MtW7awZcsAOTkPyclZP0HAE2ZmtNy4keCxQOrr6+MnP/mJW37laoyMjPDuu+++1KDAHx/Pnv+7eoJx9Pm/ufxPx2YnaRNfCc6fP8/c3BxeXl6YTCb0ej0Oh4Mvv/xSoJeWIzY2FplMxsOHD93+plAoKC4u5vr16ytS610C6eUwm81cvHhxhd4hLS2N7Ozsl34Per1+XY8ahUJBcHAwwcHBKJVKTCYT3t7eaLVa8vLy2LJlC0NDQ9y6dYv6+npgyY1669at5ObmEhMTw8TEBPfu3aOmpgaNRkNgYCAKhQIvLy9hVdze3k5/fz+7du1iZmbmhZM7nuDn50dnZyfj4+MbotmkUikikYjR0VF27nTPlEpKSuLmzZtkZGQgFouFKayFhQW2bdvG1NSUUCB3dnaydetWFhYW+PTTT5HJZMTFxa27/+ViVxCh02UwPx+AxWJhbm4OkUjE5OQkSqWS6upqAPLz8+np6SEjI4PHjx+vuNGazWacTifZ2dkCTZidnU19fT1paWluxZBMJiMhIWHNceyFhYUVZpWe4OXlxaFDh3j99dc3HIRrMpno7e1FKpVSU1PDtWvXsNvtHD58mNDQUJqamqioqOC1114jISEBs9lMUlISQUFBxPrF0jLbwpz8xZ0kAJOvCcWQgkLtUnisVqslOjqaK1eukJubi06nIygoCJ1OR3BwsDBwEB4ezujoKAaDgQMHDnDkyBGhUFtuUzA7u2SDERMTI9DeLpSWlvL222/j7e1NREQEQ0NDwnXBZTGxvNh2QalUotfrCQ8Pp7Ozk5SUFO7duydQfFVVVeTm5rp5MolEIuLi4njy5AkSiYT9+/fz5ptvCsftMmNd/T1ob2/nwYMHqNVqbDYbMpkMs9lMTMwo77xTSWTkGAkJHUxMbFmTMlsLLgrR1YFaXFzk6tWrnDt3zqM7/mrI5XICAgIwGAwrcvS+Xqx2xv5fwEFeLsj2T49Nuu05Noukrwd2u53y8nJhVSmTyfDz82NmZmaFc/NyjIyMMD4+7tZ5AiguLiYgIMCtgCotLXXzYGlubnZbTe7Zs+f3otrm5uY23MoWiUQEBAQQHBwsJMrDUvGXn59PQkICs7Oz3Lt3j4cPHzI/P09YWBipqank5uaSnJwsTPZdu3ZNMJQTi8WEhYWxdetWZDIZXV1dWCwWAgICXspWABAoR4lEwuzsrEBxLEdMTAzf/va3eeONNygrKyMzM9PtBh8ZOUhychtJSRouXnxGQUEBMzMz6PV6dDod3t7eFBcX09PTIxQnPT09FBYWIpVKqa6uZuvWrevSE0rlLBKJjZmZYB4/3snoaDQKhQKlUolSqcRgMDA2Nibk8UmlUnbu3ElfXx8JCQncuHHDbZsTExOkpqYik8mor68XEuUlEonHY1mrQGpqauLTTz/1SAu7oNVq+eijj17K06anp4eFhQXm5+c5ffo0/f39aLVa3njjDaRSKefOnSMkJIS9e/ficDjw8/MjLi5O+J2JRCIiLZHUSGtgIw0rBxRRhA8+hKvCuXPnjtCdGR4eJikpCYvFQm6ujaSk//ZngqUukEt/5+qOuSjSiIgRoqIa+Ld/u4dYHE1gYCAxMTE8ffpUWLxYrdYVU48ajYanT5+u+E5mZmZ6nAT19fUVTDQTExPJyckRaPGmpiaGh4c9Trv5+PgQGhrKnj173HzWxGIxc3NzwnfdarVy+fJl/Pz8BDG/qyjOzMwkPNxIWtogc3P+yOUW5uaU64qvV8NVTMpkEqanlwxvf/rTn66w/1gPSUlJfOc73+HQoTASEpqZm5slIsKjYfRXDDVLk2vLi6KvzwTyj4XNIuk5Noukrwfl5eUei51bt2650TypqamYzWaMRqPH18BSiKter2dgYEC4iLqMJ1cXChUVFSum5iQSCW+++aagZXkZuEz9XhYikQgfHx/BXsCVvRYWFkZOTg4ZGRmIRCKePn3K7OwsarUavV5PQECA0GmSSCSMj4/jdDr57W9/CyyJiNVqtTAx1tLSwvDwMF5eXhsq5uRyuTCRt3PnTuLj4/H29mZubg6z2UxycjIff/wxQUFBQpSFpwLJdSPUanuQSHK5e3dJFzIwMIDJZGJgYAC1Wk1eXp6Q8WaxWDAajZSUlDA6OkpHR4fHTsHyfQQG6gkMnKG7W7tila7X61lcXMRgMDAwMMDU1BTR0dEolUpCQkKw2+2CgHw1RkdH2b17N729vTQ3N1NQUEBHR8e6na3Z2VkUCgVGo5HTp09z+/btNcXLUqmU7373uxQVFW1Ye+TynnJ1Um/duoVIJOLIkSNkZGTQ3NzMo0ePOHjwIJGRkczOzgrZg6sR4BWAacLEkM/6QbOh1lCO64/j4/Rhkkm2KLcwNjaG3W4nNzeXGzduEBsbi1zu5LvfvUJExMiKjolcLnf7biQmtqJSDdHdbcJmm2Z42I7RmEJYWBgymQy73S4UlnNzc0gkEoEud432t7e3s23bNt577701i2hXkR8dHY1cLsdms3Hy5EliY2NJTk7m7t27BAYGevTnCg8PX3O73t7ejI+PMz4+Tm1tLenp6YLuLTQ0lJCQEHp7e3E6nUilGvLy+vHzM/Ei8fVqLP8NJSd309Pjx8yMH9XV1Sv0Uq73szxM2sfHhzfeeIP9+/eTkDApbMfX9y5O51YUigRPu/yK8T+vKFqNzSLpOTaLpK8eNpuNs2fPuq3CrVYrp0+fXmEe6e3tzfe//3127txJQkIC3t7emEwmt1ZzZmYmKSkp1NXVCX+Li4ujuLh4xfNc7r3LV6NOp5MnT56g0+kQi8UEBQVtKAurr6+PGzdusLi4+Ht1bZZjdUyKK8YkIyMDtVqN1WrFZDIhk8k4ffq00EXy9/cXunA9PT2kpKTw6NEjWltb8ff3JyoqSogGaW9vFyJHAgICVrxH17aXQyQSERwcTHJyMtu3bycjI4OcnJwXejglJrYSETEirKDt9jDGx6MZGRmhsLCQtrY2bDYb7e3tZGRkkJqaKnT2pqam8Pf3p7CwkOrqanx8fDwm0K/ex+pVen9/P4uLiwQGBlJdXc3i4iJZWVmMj48L0SEug8LVsFgsQiHQ3NzMwsICWVlZdHd3r2l6efPmTcbGxjh58uSKG5YnuKazXOd4PQ2Sw+Ggq6sLm82GVCrls88+Y2hoiNTUVI4cOQIsTe3FxMSwY8cOdFYdE14TFCcXr7lNgHjveOpMdZhlZoIWg3hd/zr58/lInBJGpaOUzpZSOlfKuGyc0yGnaVG24D3gTb42n3PnzpGdnU1wcDC3bt0iJycPm20Rlcr+wo7JwEAvUVGNSKULz3U87+Lnl8Lk5CQKhUI4Ny5Bf39/PxkZGUKBHxUVRXp6Orm5ueu6fA8NDQnXkcnJSaF7ePv2bcGv6NGjR2RlZb3URKXNZuPRo0f4+fkRHh5OT08PwcHB9PT00NfXR0BAANnZ2dy8eZPk5GTq6hIJCAiioaHAo7ZoLaz+fvf0mPmHf7gkXNtCQkJ48803ycjIYH5+XqDHXRErLlH78u0oFBaePRshIeGb7p/0zcRmkfQcm0XSV48vvvhixYi+CzU1NW6r+7i4OLKzs4XiJTk5mW3btpGVlUVwcDBOp5PIyEhEIhFBQUHcuXNHeG1JSYmbgLmnp4cnT5647dtmszE6Okp9fT33798XbqBBQUFrXowrKyupqamhpaWFjo4OiopWcutWq5Xe3l63guRFEIvF+Pv7C/Eh8/Pz2O12goKCkMvlREZG4ufnx6lTp3jy5AkBAQEkJSWRmpqKSCRCLpej1+t5+PAhtbW1tLW1IZfLCQ8PF27yvb29tLe3Mz09jdls5ic/+QmdnZ0YjUa8vb09diCWqJvxFbEXno9/pVaooaEAmSxe6EIs90tqb28nPz+fyMhIYbKpt7cXrVZLRkYGFy5cIDc3160w87SP1Z2kpbF4u2AGuGvXLlpbW0lJSeHKlSvrilknJiZITk7Gy8tLsCdw0W6etEOxsbFuifKeIJFI2LVrl2ABYbPZ1uxaTE9PMzIyglQqpbKykoiICCIjIwXrgsbGRpqamjh06BCBwYFcl1zncfRj+nz60M5p8ffyHNUCIBFLCJ0LZVA8yDv6d5iXzDMiGyF7IZutpq2ELYZx2/82D/0f4hAtfU4DAQNsnd3Kli1bePz4MYWFhXR2dhIQYMRozCU/vx0vL4fHjonJZOLMmTOcPFlFXZ0Tp1PFwsK7DA5GMjMzQ2hoqGDAWVtbK+gKnU4nw8PDK0b+1+u+WSwWent7EYvFNDU1UVlZSUFBAb6+vsJvaXp6moKCAmpraxkeHl6zW7kaAwMDtLS0kJCQwMzMDCaTCalUyq1bt4TMx5mZGUQiEb6+vjx48ICMjBx6e0NxOt0L/fXg+n5LpQvo9dP8wz8M0d+/tLArLS2ltLSUmZkZzpw5Q0dHB4GBgXz729+mtLR0hdZq9e+kvj6fvj6b4Ba+iY1js0h6js0i6avH+fPnPRYNZ86ccbvJ6PV67t+/L+RPqVQqYKml7Bq7v3nzJmKxWEimd2kaDh8+7HYDun///rpCWkCIDmlqaqKqqkpYlQYGBq7otpw7d04YvXVpipajpaWFzz77jPv37zMyMoLNZnvpjtPCwgILCwu0t7ejUqmorKxky5Ytgmg7Li4OpVKJ0WhkdHQUHx8fbDYbaWlpwji+WCympqaG+vp6nj17xvz8PMHBwUKx5QoO7e/vp6WlhUePHvH06VOmpqYQiUQEBgYiFotXUADrCVGXG+MtX0FHRUVRU1Mj+F25aLb+/n6Ki4uFjDP4b6PJwMBAnj596ia+X2sfsFTwms1mYfx+eHiYkJAQNBqN4IW12iTQE0ZGRti9ezd9fX00NTWRn59Pf3+/R1G8xWIhPj5emJbzhC1btvDBBx+Qk5ODl5cX8/PzWK3WFbYFsNQ9cnX8xsbGOHXqFBMTEygUChITE5FIJJw7d04Q//daeylXl2NQLk1mOUVOhsxDFHiv72Ie6hOKeFKMt9ObAcUAlQGViOwi1Itqfh7ycyYVq0wwJTBqGKUouIi2tjb8/f3JyMjg9OnrZGQk09AQy8LCVo8dk5MnTwq+UsPDcPfuPEFBmcJAg7ALicSNUgoJCRF0YuthcHAQo9Eo6LUWFxfJyMjA398fqVTKpUuX2LNnDxKJBKVSKWTU+fj4EB29dpfHbrdTXV2Nr6+vEOIcGhpKXV0dMzMz7Nu3Dx8fH/z9/VEqlVRWVgoZckajkS1btuDr6/tSQc5GYwD3789z61YL//7vVh4/XrKUePvtt1GpVEIO3+LiIiUlJbz33nvCtXH1dlb/TsbHx4mNjXULC/7mYLmn0jeHntsskp5js0j6aqHT6TyO8I+MjHD79m2Pr1lcXGR8fJyFhQVhQsWFhw8f0t3dzeTkJBMTExQUFPDuu+8K+WteXl4rbhQXLlzY0FSICw6Hg8nJSVpaWqiurhaiQ4xG44q8uf3797tZAdy9e1fonkxMTAjeQetdkFdjZmYGsVjM4OAgoaGhXLt2jZSUFPR6PRUVFQQFBaFSqfD19SUwMBCDwcD169d58OABExMTBAYGkpSUREFBgSD87ujooLGxkWfPngnBuDExMeTm5pKVlSWYUjY2NlJfX091dTUDAwO8/jpERY1vSIi63BhvOZKSkrhx4wYJCQmoVCq6urpYWFjAYDCwbds2ZmdnmZqaEowmS0pK6OvrQyKR4OXlxfXr1zEYDISEhLCwEOK2j66uLvr6+oTiuLGxkbm5OVJTU5mfnycxMZGZmZkNiV9dnZ6CggJaWlqYmZkhOzubgYEBQeTvcDiYmJhgbm6OxcVF6uvr3VyipVIpe/fu5e23317hsuxKkp+fnxdoN5eFgUgk4vr16zx+/Bi5XM6bb75JfHw8Op0OpVJJamoqch85F/0u0hjR6CbCnlPMIdPJiFPGrfse1Uo1TcYmEm2JtMpb6ffup8BUQJtPGxaxu/fOfOA8IUMh5KTkUF5eLgTO3r1bTXr6UpdiqQBfGbQbGRnJkydPcDgcBAUF8e6775KUlORWOLhMOKVSqeA6fvjw4XULJJfGDZauBw8fPmTXrl0kJCQIVGVISAjh4eH4+fnh6+tLZWUlGRkZGI1GIW7FU0fP5RgfGRkpxCBZLBYqKiooLi5Gq9Uil8uJjo7G29ubmZkZoqKiePr0KQUFBdy9e5f4+HgsFsuGs9RMJhOnT5/m9OkHPH7sYHh4abBkx44djI2Ncfr0aSYnJwkPD+f99993C/1djdW/RbV6mPn53xEfH4tY/E0wmlyO1Z5KWXxTCqXNgNtNfC1YKzTVky/SangyGlztd6TVagkKChJylex2O5OTkzgcDiwWi0dvlY3CbrfT1dXlFtXh6+vr1l1wUUmrcfPmTfr7+0lNTUWr1b5QD2G1WpFIJERGRgo+LcHBwdy+fZuRkRFkMhkxMTGcPXuWlJQU4uLieO+997DZbIyPj9PW1sbly5cJCwvjrbfeQqPRkJ6ejtVqZXh4mPr6eqE4lUqlpKenk5SUxO7du9mzZ49gtNnU1ER/fx4FBSL8/GYBEePjL0chwJLO6ejRo5w8eZJdu3ZRWFjI48eP6erqIjg4mLKyMqanp9HpdIyOjlJTU8OuXbu4ePEier0es9mMSCQiJSXF42d38+ZNtm7dyszMjBBQCkt0WF1dHZmZmZw9e3bDx9vc3Ex8fDzZ2dnU1taSmpqKSqXCaDQiFotXfJ8UCgUhISErzCNjY2N56623PJpNwhJ1ZDAYBDsEhUIhBCjDktbOFaxcXl5OaWkpAK2OVqqiqlCgIMQawpTc3TLjTsAdimxFeMnW/45lBWcxOTXJEcMRxIixiWzMitc2Eb0Re4OPpz5mx44dPHjwgG3bttHU1ERdXR1ZWVkEBnazb99VwAnUcP36YSCavXv3YjAYeO2114Six263c+fOHSQSCWVlZcJ7zszMZGZmZt1IFofDwcDAgHAevvzySxISEnj77bdpamqitrZW2JderycoKAiDwYDZbEYul9PU1MSuXbvo7u7m9OnT/MVf/IWwoHI4HELXU6lU0tvbi0qloqqqiuDgYI4dO4bD4SAyMnJFFzA6OprBwUH8/Pyw2WxkZWVx4cIFPvzwQ4aHhz3q65ajra1tRUc9MjKS1157DZFIxJUrV+jv70cikbB3715eeeWVl6Lxl7Y3KIQg6/XvolJ9wTdrBH+5p9Lo8/9/k47PMzaLpE380bBWFthGVvari6SpqakVU2pSqZTExMQVz5FIJCtuUD/4wQ+oqanhwYMHL3PY62L1qDAsCU49dawWFhZoaGigoaEBiURCTEwMKSkppKamut1ILRYLTqeT7u5u1Go1FRUVqNVqRCKR8Dm6CoK//uu/pq+vj7a2NuH5CQkJ7N69m71792I2m7Hb7fz2t79FLBazdetWEhISeOONN4ROV3NzM/X19YJfk1qtJj09ndTU1OdFgoWnT3NJTJxALo/Eblfze2TSCvlXV69epaSkRMjae/z4MaGhoRw5coTPP/8cs9nMkydPhBvFL3/5S2BpFNxTnp3RaGRgYIC9e/cyNDTEzMwMTqcTLy8voePm6gK+DCoqKjh27Bj9/f1cvnyZjz76iNHR0RXaJC8vL0JCQjh27Bg/+9nPBPfs1YMDq+Hv78/U1BQmkwmn00l5eTk6nY6AgAAOHjwoOEi3tbXx1ltvYXfYORl0EoP3ErW2fWY78dZ4fhH6CxzilRqr7IVs+qf60UZrPe36v4/Bx59+Qz++i77Mieb4dciv1zWcdHg7uGW7xavJr1JfX8/s7CwHDx7k1KlTJCcn095uxWXy6ec3S3j4MB0dQWRmZq7opvT29nL27FkmJyc9ZisGBgYyPj7u0ZrDYDCg1+txOp3cvHkTnU7Hq6++ikwmE3Rs+fn5TE5OolariY+PZ2RkBIlEwoULF3j11Vc5ffo0Go2GQ4cOce7cOe7du0dpaSljY2NMTk6iUqkYGBggNDSUhYUFrl27xr59+/D19cXHx4ewsDC34xKLxfj5+ZGTk8OZM2c4ePAgfX193L17l7KyMsxms8fi3mw2c+nSJZ49eyZsZ9++fcTFxdHX18f169dxOBzExsZy9OhRj/veCJYbsPr5zdLR8TuSk79JRUgu8An/04wmN+m2TfxRYLVaqaqqcisoZmdnuXLlyrqvVavV7NixY8VjNTU1K4quxMRE8vLy1t2OUqlkamqKjo4ORCIRBw8eRCwWYzAYfm9X2t27d7vpAR48eOAx4HM5nE4nMzMzdHV18eDBA+rr65menkYikRAQEMDs7CwOh4O2tjbUajXXrl2juLgYiUQi6DtKS0vR6XTEx8cTEhKCVquluLiY4OBghoaGePjwIe3t7UJYa15enpB/V11dzf379zGbzahUKtLT0wVtlUKhoLu7m87OTurq6mhqanouKA/Hao1jetqH/v5+uru7MRgMBAQEvJQVgpeXF4GBgdTV1VFcXMzg4CDz8/N0dnai1WrZunWrUKy5jCZdESfh4eGEhIS4FUr19fUMDg6Sm5vLzMwMAwMDTE5OotFokEgkREVFMT4+LkSibBRWqxWz2UxRURGtra1MTk4K7uwujypX4GtAwJKZpVwu59ChQy/cbk9PDzKZTMgqe/DgAa+88gplZWXMzs5y9+5dtFotUVFRzM7OMi+apzasVthGr7yXbFM2UdYoOrz/O9Jj+/R2ss3Z9Ih7iPOLQyxav+MQrgxncG4Qs9RMk2/TCz+TmaAZokaiyEzJ5MKFCxQWFjI/P09dXR0pKfn4+88QG6vH6YSKigScziiBzlpYWODChQtcunQJk8kELNFaBoPBzZzT29t7hYGjK8LEarXS39/PmTNnUKvV7Nmzh/b2drq7uzl48KBAPefk5AiTcVrtDJOTc8TExFNf30x6erow7RYbG8udO3fw8fFBoVBgtVrR6XT4+/tz584dIiIi2LFjhxAXtJ6BrI+PD9PT00RERFBfX09+fj7V1dVERUXhdDrdwoG7u7tXZK+5uo9KpZIvv/yS2tpa5HI5Bw8epLS0lODg4Be6ss/OzjI4OEhVVdWK3MrVQu5bt+KIiircsBXFVw9PnkrfDGzSbZv4ylFVVeWxPbyaMvMET5Ehq1/naWKjo6NDuKm5VrGurlV0dDTbt29n+/bt2Gw2urq6aGxsXDP2xBOkUqnHjLSNGr4tx+TkJFVVVVRVVeHl5cWf/dmfsbi4SEhIiBCXEBkZKdB4arVamPpbjYiICCIiIigrK8NoNDI9PU1zczMtLS1kZGQQExNDamqqoPeqr6+nq6uLmJgYMjMzycnJobCwkJmZGUZHR2lsbOTx48eCDisxMZGUlBQhzb2/v1+Y7ElISNhQULBarRaKmSNHjvDrX/8ak8nEqVOn+OCDDzh69ChnzpzB4XBw5swZjh8/zp/92Z9x6tQp2tra8PPzIzk5mZSUFJKSkmhpaSErKwuz2UxkZCSVlZXA0k1nYGCA+Ph4gcZajezsbPz8/KiqqvL497a2NjQaDfv27SM6OloYL3fp3pZj3759bvEWqzE4OChQwGfOnGF+fp6PPvqIP//zPxe6IxqNhgMHDmAwGPD396e7u5vs7Gx8jD6YlEvFBWK4FHiJt6bfInEhkTHZGIenD6N0KFlkkQUWkIg3Jhg2OU1E2iKJtEQyoljfxgDgSuQVvjP7HdLT02lqamLnzp384he/oLW1FaczH6Oxh6mpKMzmFFx1j91u5//+3//r5ncml8uJj4930x5JJBLMZjM+Pj7o9XqMRiM2m42LFy9iNps5fPgwDoeD8+fPU1JSQklJiVAYLx+kcNFMO3ZI+dd/fZW4OG+kUj+CgoL44osv2L9/P++//z4Oh4Pe3l6B3m5tbeXAgQPCwmU9+m851Go1EokEu92O3W5n69atfPnll3z00UcMDw8THR2NzWbj8uXLQrSIVCrltddeQ61W09nZya1btwAEuwfXomBsbIyIiAjP59Bk4tKlSzQ2NgrfB2Ya2QAAIABJREFU0YiICAoLCwEYGYnm+vXDhIcPMz4excRENJ988gl///d//9LU3VeHIr5JxdFGsNlJ2sQfBefPn/fo4Pzo0aM1PWtcOHz48AozxPn5eS5durTiOUeOHHG7YX355Zfcv3+f+/fv09DQwPT0tBA5UVRUJBgESiQSoYX9MsntnrpXU1NTbjfjoKAgDh48iNPpFFLp14NUKiUvL4/f/e53FBcXC+L0/Px8rl+/js1mY+fOnTgcDlJSUtYVbjocDkH0fv/+fdra2piZmaGlpQWDwYBKpRKm4VQqFcPDw9y8eROlUklYWJhAH2RnZxMdHY1YLKarq4v29nYhKFgul6NSqQgODmZhYYHe3l5hxR8YGLjmyjcwMJDz588TGRkpWAPY7Xa6u7spLCzE399fEMs3NTWRkZFBbm4uAwMDGAwGoYCrqqpCr9cLsSxms1nofpWWljI1NUV4eLhQOK1GWloaNptt3cnHkZERYcLt7Nmz5OTkMDIy4uboLhaL1xzrX1hYoL+/H7FYzNOnT7l+/TpOp5MDBw7g7+9PV1cXNTU1lJWVCX5dV69eRaVSERoaisViId2WToN/gyDWNklMeDm8KJwvZOvCVkxiE6eCT5FpzsQqt+KwOAjyfrFoOFIZScdcB+nmdOq8617oyG2X27GMWyiILuDGjRukpKQQGRnJjRs32Lo1i9ZWb/z9V1LkYrFY6KC5kJ+fzwcffLCmXkcmk9H7/7H3nsFxnWeW/68DcmjknNFIJAJBAgRBgiABZjADNqloybIsj6s8Hs8Gb6j9/9czNbVbrp3dLX1w2ZpZaWRbEiVKzFkkRTGAJECQyJEIRA6N2Gh0NzruB/i+RKMbIGVLuztjnSqVSLC7cfv27fee93nOc05PjzAAPX/+PCkpKWzZsoXGxkYGBwfZu3cvPj4+GAwGsrOzndYByS9oft6XwMBxhoYWvgvSsEBTUxMTExN4eXnh7u7Ol19+yerVq8nJyUGpVOLj4+MUkr0SFAoFBoOBqKgorly5wtatW+nq6mJwcBC1Ws34+Djvv/++qISr1WoOHTqEp6cnZ8+epampCV9fXyoqKtixY4eDBYa3tzezs7NOthhNTU28//779Pf3OwwPSDE80jW5VMgtk8l4/Pjxc1sh/Lni20rS/4Ow2WzMzc2h0+nEFMziP0v/SWPiBoMBo9G47N9VKhXbt29n165dz50Q/3XBbrczOzvrsiVTUVHBli1baGtro62tjd7eXgdDyZCQEKd21sJu9elCEBER4TTSarFYHBZjaXJIgqvqlKsKkEwmo6ysjM7OTrq6uhyInqvqlavXsNlsWCwWiouLxU27ubl52SpaTk4O8/PzWCwWPD09aWhoIDs7W5hKwsJIeXd3t1O8gpQfJUGv16NQKKirq+Nf/+t/TV9fHyqVisDAQDG5V11djc1mIzMzU5j12Ww2dDod165dY3JyUlRsioqK2LJlCzqdjr6+PhobG7l9+za3b99GLpezatUqUlJSiIiIQKFQ0NbWhlarxWw2ExISQmpqqiB1/f39TExMiOrRd7/7XT755BPRgt27dy9arZaHDx9iMpn44IMPOHDgAN/97nfp7e0VZp5WqxWlUimibaSWWkREBNPT0yQlJYnpJFdYbrJyMebm5qipqSEjIwO73c7169fZtWsX3d3dzxUtIvn36HQ60WrKysqisLAQo9HIqVOnyM/PF0Ld6Oho2tvb2b17Nx9//DGvvfYaNTU1rF27ltKeUr5IXjhmd5s7EeYI7Nip8arhkf+CruWK6gr7pvdxS36LOGscSsXKS7lcJifKOwqzzswm3SYq/Suf+Z6a1E2s7VvLrl27uHz5MocOHSImJoZLly5x6NAh+vv7naY5JXJjsVgoLy9f0cl8bGxMrGGfffYZbm5uVFRUoNfrOX36tIgdGh8fJz09fVlyujBk8BBfXy3r1s1y/vxCltnt27eJi4sThpU1NTW4u7tz8OBBDAYDoaGhQnu2nD5qOUiapo0bN/Lw4UNKS0upra0VeY/T09MolUr27dtHREQEra2tYrBl3bp1lJWVufTkksvlyGQyrFarw+bIbreLtu1imEwmPv74Y3784x8vu5kaHR0V3lffHKpYEGKv5Z9bpehZ+JYkfcP4zW9+w3vvvedEhBYHtX5VHDhwgHXr1qHX69Hr9QQGBmI2m+nq6uLv//7v+eKLLwRh2rZt24o99q8Dzc3NK2pWQkJCKCoqIi8vD7vdTkdHhzBpfJ5W2+K+u4Tu7u5loyECAgKcFjy73e6S4Cxty3V1ddHW1kZzc/NzHRssCE3PnDkDLLR/cnJyKCoqori4mMnJSVpaWhyMNJOTkxkYGCArKwuTycTc3ByJiYmi4hYRESFIwWKYTCb+y3/5L0RERJCWliZys8bGxhgYGGDt2rUON6WQkBCKi4spLi5Gq9XS2trK7du3UavVJCQkoFQqKS8vx2q1otFoaG1tpaOjg+DgYLKyskhISGDVqlVYLBY0Gg3t7e20tLQIzVRYWBhZWVnExMTg5eWFzWajvr4em81GdHQ0fn5+BAQEEBQURF9fH6mpqezZs0dkYN28eZMtW7YwOzsrzCbPnj1LTEwM27dv54033qCmpoZHjx6xevVqLBYLYWFhIpctPj6e3t5eUYH7U9Ha2kpqaiqZmZk0NjYyOjqKn5+fEzFdjNnZWcbGxlAoFNy5c4fm5mb8/f158cUX8ff3p7a2lomJCZF0HxISIm72arWawcFB8vPzefDgAfn5+Vy7do0dO3bwZPQJcn85pdpS9HI9nwR/glb5dCptwGOAbo9uCo2FXB+5zq7oXc98fzGBMdybu0emIZN673p0yuXNMX0tvuyf3o+XhxdeIV6EhITw5MkTdu7cyXvvvUdPT49D6KsEKS7o/Pnzy053StOXcrmcqqoq6urqWLVqFfn5+dy7dw+5XM53v/tdwEROzmOMxlAMhuVz/pa2mcLDQxkeHiY7O5vm5mbu3buHt7c3ZWVl+Pj48ODBAx49esRLL71Eeno6SqWSoKAg5ufnn+k4v/h9RkREIJfLmZ+fJzQ0lF27dmE2m7Hb7Rw5cgR/f3+MRiOffvopExMTBAUFcfjwYSfPtaXw8/NzIm1ZWVm0tbVRW1vr9HgPDw8MBsOy2iObzcann35KWlrac7cUvxqk0X5YEGb/6g9//pdBmr5tt33DOHHiBMePH0ej0TAzM4PBYHDZlvoqWLNmDVFRUXh6euLn54dSqcTDw0P46UxPTzM0NMT169d55513uH79On19fSK761nCwK+Ks2fPigrISpicnCQgIICIiAiRHxYXF+dAsKRYk8VC6927dztVku7cueOUAychNzfXiVgNDAxw9+5dp8du2LDBoS0XEhJCeno6nZ2dPHr0iNnZWXGejUYj586dc/LKWYyZmRna29t59OgRGo2GkJAQMjIyyM/PFyLjlJQUbt68SW5uLpOTkzx+/JiioiLu3r3LzMwMmzdvxm63o1arHW40kqP06OgoNTU12Gw2IiMjefToER4eHkRFRS27yHt4eBATE0NCQgL19fVERkbS0tIiQkalHK28vDyio6PRaDTcuHGDBw8eMD8/L85Lfn4+aWlpBAQEMDQ0RGtrK/X19TQ0NGA2L/joBAcHY7fbMZlMZGZmEh8fj5eXF5OTk0RFRZGYmEhLSwvj4+PI5XIKCwsZHR0VKfFarZa6ujpkMhnr1q1j1apVREdHizZHZ2cnJpOJzZs3o9FoiIqKEhqPPxWjo6OUlpbS2dlJW1sbeXl5QseyGIsjRTQaDZ9++ikjIyMUFxdTWlrK3Nwcp06dIjs7m5ycHNzc3IiJiXFwTFYoFMzOzhIaGsqtW7eIj48nLCyMnp4eCkIKSDYl0+LVwvmA88wrnH2Nuty7yNXnYnIz4WHzADu4K92dHrcYET4RDM0NkTyfTLO3i3w7GxTqCtmh3YEJE96+3sxNzZGUlMSZM2fIyckRgufc3FxGRkacKsEqlUq0Yhdv0CQDTckvSzpnGzduJC0tjcuXL1NQUMCqVatQKMb4T//pNhkZ46xa9YTh4TDm5pZvKy5uMymVSiYmJlAoFKjVatauXSuifmJjY3n48CETExN0d3dz9+5dEhISCAwMZGpq6rkDrWGhem0ymQgODubBgweEhIRw584doqKi8PPzo729nbNnzzI/P09RUREvvfTSsnYRS9HT04NOp3NoA6akpNDQ0CAmaz09Pdm3bx8HDhxwuK4WY3p6WkQVPXr0iE2bNj33+3t+nGPB+ygS0AFGFojS/3t+SMvh23bb/0X8KZlfEqSdh1Q5eta0guRJshgWi4Vr165RXl7O/v37RRvsjwlwXYqGhgZCQ0Of+VpLy8EKhcLpZxqNRrRV4Kn79lKsRDSftwIErltqUuSI1WplcHCQ69ev4+/vT1ZWFqmpqeLmuBRJSUkolUpRFenr6xNTcLGxseTk5LBhwwYhqA4MDKSqqkqEfEqPlWI8lrbaOjo6yMvLE62ltWvXirL8vXv3uHfvHnv27GHz5s3LnpuWlhZSU1MZGRkhIyNDiMMlgbjBYMBut5OVlcWaNWswGo0MDg4KZ/TQ0FCysrJITEwU1Z2xsTGhYZJ2uuHh4SKId/Fn5evry5EjR3jllVf4+OOPqa6uxsfHh71793Lnzh3Gx8eZnZ1Fr9dTU1PD6tWrxdRTdHQ0np6evPLKK5hMJuRyOWq1mokJZx+hPxbT09M0NDRQXFwshLfShJ7UWpqYmGBmZgaFQsHVq1eFIeGuXbtQKBR88cUXyGQyXnzxRXEuliOvsbGxtLe3s2/fPs6fP8+LL764sCGwg8liwt3gjruvOyZcVE3lcEl1iYPTB2m0N+Kr9yXeM57IgEjnx/4Bbgo3PN09cTO6kWZIo93rqd9XqCmUPTN78LR5Mi4fJzcqd2FyLnBhCnH37t18+eWXbN++nfr6eq5du8aePXsYGBhw8hJbejM2GAwisPnGjRt0dnYSGxtLcXExQ0NDtLW1UV5ejtFoRKlUsnevDYUCMc7u79/J2Fjic32GsFClO378OHV1dWRkZLB//36x0SooKKCjo0O0r06dOsVPfvITQkNDGR8ffyaRMZvNtLW1oVKpmJqaIjg4GE9PT+bn5yktLWV4eBilUonBYCAyMpKKioplcwGXQqvVcubMGVpbW1GpVPzVX/2V2Ci5u7tz9OhR3nnnHdLT0zlw4IBLuwxAVIcXi8CtViufffYZ3/nOd57rWJ4fS0f7Jfzz8kNaDt+SpG8YXwcJOXjw4HPvQFaC2WxmYGCAX//61/z6178mODiY/fv3U15ezs6dO5+71LwYGo2GX/3qVygUCpKSkkhPTyc9Pd2prGuxWJZ1pY2K6helcojl5z//OUNDQwwMDGA2m11WvpYzjvTw8BCkYzFctdoCAwNd6hA6OjocdFOwsHjFxMSwd+9eh7acpMlZeB9RZGRkoNVqnTQy/f39DsJhKXeut7eXsrIypqamgIUWlpubmxN5tNvtKBQKzGaz2GFKj3n8+LF4nOTNExAQ4FKj0NzczK5du7hx44ZTHh0sjGVLx2axWBgfH0epVJKcnCzMO9va2vjyyy+Ry+WsXr0atVpNcXGxGG3v6+ujoaHBwedKgk6n44MPPuCFF17glVde4aOPPuLGjRsiGFar1QrncG9vb9zc3Pjwww/x9fUlPj6e3/72tyiVSoqLi4mJiSEgIEDkt31dqKur4zvf+Q5qtZr6+nrh4RUeHs6TJ0/w9PRkaGiIy5cvI5fL2bdvHzExMfT29nLjxg3KysrE5xgeHv7MyaL4+HhGR0dRq9XU1taSk5PDRx99tFDljE9A1a/iZPxJl88d9hjmscdjUudTsWGj19pLsG/wyhUlOfQr+ynWFpM7l4vSrkRhV+Bl92JCPkGQKogE/wSHpwQGBuLh4UF9fT0ajYaysjI+/PBDBgcHCQkJwWKxuFzrbDYbw8PDWK1WBgYGuHz5Mm5ubpSUlBAVFUV1dTXr1q0jNTUVrVZLZmYmMpmM0VErks4IZOj1C070X0VgvX37dlFJko7l6tWrTlOOIyMjVFZWsnnzZnx8fFZsr/b29mI2m/H19eWLL76go6OD3bt3k52djcFgwGw24+/vj8lkQq1Ws2/fvue+B1RXV3P58mUhxZiZmeH06dO88MLT0NrY2Fh++tOfuowpkTA1NYW7u7vLKbn29nY6OzudPOf+NBSwUDmS2msAX/DPzQ9pOXxLkr5h/CmVJElzslwJuL6+nvPnz/OjH/3ouUjU0pbYxMQE77//Pu+//z5+fn6UlZVRXl5OWVnZc3trnD17FpvNhs1mo729nfb2ds6cOSN0M+np6cTFxTE1NeXSJG2xS6zk4Ds0FItCoVhWaHjjxg2RjL0UruIQpqamXAp7lwuCdEWoFAqFaOG5ubkJMmg0Gvm7v/s7bDYbd+7cQaVScejQIeGK3dra6tK7Z/Xq1YIYSZ4rsNAqnJmZcaqG9ff3ExcXJ4hHZmam0GRJn6uXlxdZWVnI5XIuXbrE9PQ0q1evJi0tDQ8PD+bm5kSrUIqGWAlKpVIstJLAFhACdcmx+9KlS+j1esLDw8nMzCQpKYnMzEzMZjNjY2P09PTQ0dEhjlcSab/44ouCKN2+fZvY2Fju3r2LVqtlx44dhIeHo9VqKSoqIjg4mNnZWQoLCxkaGmJoaIj5+XkiIyO/9pwqm83Gl19+yZ49e/Dw8EAul+Pj4yN0NOfPn2dgYIDVq1ezceNGTCYTp06dIiQkhO9973sAhIaGYrPZnmv02tPTE7vdTl5eHr/97W9JT09n69atnD9/nsDAQI4ePUryeDJdIc7XUaJPIte5zk3bTaJMUZTNlHFn9A6l0aUuf9e5wXOolCoSLAlo5BqmlFOY5WYsWIg0RZIXlefyeSEhIbS2trJt2zY++ugjXn31VdatW8elS5f4/ve/T2trK1lZWQ7PmZ2dZXJyEpPJxJUrVxgaGiIpKYmioiK6urro7OyktLRUVMcXB1Yv1hn19YUwMRGLh8fcsmRsKUZHRwkKCnKocMlkMlEhXowNGzaIDYOXlxdjY2NOJMRgMPD48WMCAgIYGRnh888/x93dnSNHjhAYGIjVahU5iT4+PjQ2NpKdnU1DQ8MzJ8vGx8c5deqUyzWtoaGBjIwMh6rycgRJ2sSsJECXy+UcO3aM//Af/sPXsoF/iqWj/YtJ0z/fKhJ8S5K+cfwpF+L+/ftXJD+SCHwxEaurq0OpVOLt7Y2npyfe3t74+Pjg5ubm0iXa39+fiIgI5ubmuHr1qhAgb9++nX379lFWVrZiHtlyMRAjIyOMjIxw8+ZNvLy8UKvVZGZmijwkCUtdYsPDBxkail3xvKWlpWEymWhtbRVxHhKedyINXLfllosciY+PdylElcJKJVy4cAGlUklmZiZqtZpt27aJyIbu7m6amprQ6/VERETQ0NCAr68v7u7uwpogJiaGlpYWJ7PC1tZW0tLSRDsrNjYWu93uUK2R2mewUDGanJyksbFRaDO8vb3JzMxkamqKvr4+zpw5Q3p6OsnJyc+8TrVaLWFhYU5tuczMTDGtNzg4SENDA9evXxcxKGq1mg0bNlBUVITZbGZqaoqOjg7a2to4duwYR48e5eWXX+bjjz/m7t277Ny5k9raWqKionj48CHDw8PCDkGq8K1ZswZvb286Ojp4/Pgx+fn5qFSqZ/oXfRVERkbi5ubGpk2bRMZXTk4OH374IXK5nBdeeAGVSkVDQwO1tbXs37+f4OBgvLy8xGZgOY3L0NCQU/slISGBx48fs2/fPi5fvszhw4eFoLutrY2SlBJ6bD3Cedtd7s53Y77Lav/VfND3AS3aFvo8++gz9BFnjqN/sp/YoKff2wndBLXaWrJsWZjMJi4EXKDfY6GymTqVymH/w6hCVhb1pqam0tvby+bNm4XQvLm5mVu3blFSUiI8fiwWC8PDw2JY4ubNm3h7e7Nr1y4CAwO5e/cuGzZswNvbG71e7/J7uHCeYjl9epjLlz/iyJEjQo+3EgnQ6XSYTCbxmODgYNEqlWJz3n77bex2O2FhYZSXlzu188PCwpiamhLXekdHB25ubnh7ewuCnJeXx7p169BqtZw8eZIdO3YQHBxMd3c3Hh4eQj+UmZmJRqNZ1kXbZrPx7rvvrnjtnjlzhoSEhBVF15OTk3h6ej7XhJ5SqeR//a//xV/8xV8887F/PP75+SEth29J0jeMP6WS5GpEFBbaZpcuXRI3yF/+8pd4eXmJEEabzUZhYSFZWVlYLBa0Wi0ymcyl4FitVjv1qG02G//5P/9n4VWUlZVFWVkZZWVlbNy4UdxQdTrdcwlmDQYDjY2N4oadnJxMRkYGGRkZDuO7UmaYxWJZsToQFRUlNCBTU1PU1dXx5MkTnjx54nISzpUeabm2XF9fn8tR2+UW8qWvLZPJsFgswsn6hRdeEDEX0vi95Nrc2NjIunXrMBgMmEwmQkJCcHNzw2KxOLUYJyYmHCJL/Pz8nCb2Fke7bNmyRRBYq9UqiF9aWhodHR3odDqqqqqoqqriBz/4gYPuzWw2Oy3IS4/HVVsuLi6OpKQksaNtb28XInwPDw9SU1NJSkoSpEmn09Hb20t0dDQvvvgin3zyCUNDQ2zatIm6ujoePHhAcXExIyMj3LhxQ/zuhoYGSktLcXd3p7q6moSEBMrLy/ntb3/7RzurL8b3vvc9PD09aWtrIyIigq6uLtrb20lMTOTIkSN4eHgwNTXFBx98gFqt5rXXXgOeEisJgYGBDlWJubk5zp49S2NjI6+//jqpqakOvzc6Oprx8XEOHw5gaOgBa9YsVCBu3bpFamoqW3q2cCP5BnLkvJX0FlGeC0TrSMwRftP9G0aMI1xWXeb749+n39hPlC0Ko9nI/fH7RBFFii2FWu9aqn2qQQ7eJm/2zu0lN9wxWHo5KBQKvLy8SExMpL6+Hp1Ox969ezlx4gSZmZn4+vri4eHB7OwsOp2OCxcuMDU1RVpaGoWFhbS0tKDX69m+fTtzc3OEhIQsO/CxtLpy5swZkpKSCAsLEy7wi2Gz2cSghFQF7+vr4+TJk5jNZn72s5+Jz8bNzY3NmzezdevWZaupbm5uTE1NMTg4iL+/P+3t7dy4cQOVSsXLL7+Mj48P9+/fx93dnfLycmw2G9PT04SHh/Pxxx/zxhtvYLFYMBqNaLXaZUmSXC5n165dHD9+fNnzbjQaOX78OG+++aZL6cFXtS+ABQJ///79Z0brfItvSdI3jj+lkrQcSdLr9dy/f589e/awc+dO7Ha7cH+1WCxYLBa8vb3p6+tjcHCQffv24eHhgU6no7y8HL1ej8FgQK/XO5S4JUjeNBIkgvPLX/6SgIAAduzYwd69e4VX01eB1Wqlo6ODjo4OLl26RElJCdXV+RQWarFa0xgaimV6+tniSQmBgYHk5ORQUlLiUksgibCXYrGfz2IsV3VyVaFaWnVKTEzk5Zdfpr29nba2NuErJJGXoaEhHjx4QExMDD4+PszPz5OQkCCm9HJzc9FqtU5Eb2pqiqioKKF9UqvV2Gw2ZDKZ8Ipyc3Nz8MdaLlT4448/dvi7p6enA1l8+PAhly5dIiIigrfeeku0glYirYvbcotvVqGhocJ+oKenh4aGBlExCw4OJicnh8TERLy9vbHb7bz88svAgs4tLi6OpqYmUlNT+f3vf+/0O6uqqti7dy9JSUmcPXuWN998k8DAwK9FxD0zM4NSqeTu3bv4+/tz4MABAgMD8fHxQaFQ0NPTQ2VlJfv27SMwMBBvb+9lr9egoCD0ej2tra1cvHhRVHNPnTrFz372MwcdYErKIPHxT6irK+bnP/8n/tW/ekhAQCJvvfV9wEpr4AIht2GjerKaQ1GHFs6/XEmUZxQjxhFschufqz5n7/ReKocrcZO7kWJLYdhtmOPBx5mXL0zJrZlcw97AvejlziRFq9Vy7tw5FAoFOp1OjLPDAhFsa2tj9+7dnDlzhqNHj6JWq6msrOTgwYPMzs7y8OFDHjx4gJ+fH/v27cPT05M7d+6wadMmPDw8sFgsYtPh5ubmMHpvs9m4efMmN27ccBD8z8zMcPnyZQ4cOIBMJnNoZUrfC4komEwmLl26JNyuAwMD6e7uJi0tjbCwMH7+858v67kkobe3V3ze0gj/jh07SE5ORqPRCKuGxVlvnZ2duLm5kZWVxf379yksLOTcuXMcOHCAxsZGp3akhDVr1lBXVycGPlyhp6eHO3fuOAxl6PV6jEbjVyZIEq5evcrq1au/cYuYf+74liR9w/hjSZKnp+eyegZp9+Xv78/AwABNTU14e3vj5eWFp6cnnp6eJCcnYzQaxYQNLCzYzyN8XGmcf3p6mk8//ZRPP/2UyMhI3N3dl/UrehZycnKIi4vDYLBQWRnB/LwRg6EBuVxOUFDQc+k5TCaTKIu7qtrNzc2hVqufyygSXFedQkJCXEZxLA26lQzvcnNzyc113p1HRUXh4+ODl5cXAwMDwMJnKJkdxsbG0tzczJ49e5yOKTIyUgi009PTMZvNzM8/HQtXq9Xi/ZtMphUzzLKyspDJZHR0dIjcNwkSSRwZGeHChQtkZGQQHBz83Aux9FoS8ZJI9OK23NDQEI2NjeJ9u7u7s23bNuLj47FarXz++eekpKRw6NAh5ufnHd6nhLm5Oby8vFi/fj0FBQVYrdavbcrtzJkzvPbaaxw6dIiGhgaUSiVZWVk0Nzej1+spKCggMTERmUzmlBS/FBaLhTNnzjg5vc/MzAhTRoCIiB7Kym7h4zNCc3M8V6/uZeNGO/PzUaxZ08Mrr9zBdMKP9/7gn1o9WU2EZwQ5qhyO9R+jU/c057Dfo58n7k9IMCVgsBs4E3CGYY8FEW2APoBDlkOkRixUsZT+SkwmE+7u7tjtdqqqqvj8888dNj/37t1j166nPkxqtZqBgQEyMzNpaWmhtLQUuVzO5OSjCbluAAAgAElEQVSk0BYZjUbWrVtHXV0dQUFBonoUGRnpQAw9PDxEtW1ubo533313WWPQ+/fvs2bNGqHNCw4OFm7rElpbWzl79qxoX8XGxvLmm2+iVCpFBWolgqTRaBgfH8fX15fa2lqqq6sJDw/nhz/8IQqFgsnJSTQaDYcPHxZ+YNLnr1aruXv3Lvn5+bz//vusWrWKoqIiWlpaSEtLc1kBk3D48GE++OADEhMTl43Pkb4X4eHhjI2NERwc/EyytxKUSiXvvPMO/+bf/Js/+jX+HPAtSfqG8ce225arIs3NzYkFQNrp9fb2Oj1OrVa71CA9D57H8wjglVdewc/Pj66uLlpbWx0mvZ4HSUlJzM3NcfLkSRQKBdnZ2SQmJuLr60tfXx86nQ6ZTEZcXNyyu52ZmZllS9lRUf3k5g6yenUpvb0v0dnZKUwsa2pqiIqKclhgp6amnDRO8PwC7+UetxgdHR2kpqZSW1tLWloaVquVkZERAgMDcXd3Z3Z21snzpK2tjZKSEiYnJ0XVxm63O3zukg+M9DtWskgoKSkhIiJCRJpIMBqNDsG9Dx8+5OHDh8TFxbFlyxZxTS03dixh8fF7enoKzYfUlouNjSUxMRGbzcb4+DjT09PEx8dz9+5dUlJSOHr0KB999BFms5m1a9e6JOLu7u5i8u3IkSPYbDZKS0uprKx0Saq+CqRolqysLEpLS+no6MDX15f5+XnRlrRYLCuaAg4MDDAxMcGFCxfQ6VybNlZXV1NQkM6LL86QkDAIuKFQ2HnjjZv8+te78PSc56//+jyxsbPI5Xb+v60BvNf9lEBcGL7ALc0tps3TTq99WXWZ5PlkurwWyLLcJmfj5EZ2hO/ATfF0TZJIis1m49SpU07RLUql0qktLYn+V69ezdzcHDKZTPgexcXFsXv3blatWiUqH0qlEplMtmzLOiwsjImJiee66Z84cYKf/vSnTE9PY7FYRNyJTqfj3LlzTmR0aGiIyclJMWW4nJjeZrPR1NQkPJ5OnjyJwWDg0KFD4rtSXV1NdnY2GRkZ+Pn5uZzWzc3NFROr58+f5+WXX6apqYmkpCR6e3vJzs52eo7dbsdgMPDjH/8YuVzOyMiIQ7i3BKvVyrFjx/je9773R1ePlsJsNnP+/PlnBjb/OeNbkvQN44+tJC23WPz+978XNzK5XO7Sr0culyOXy3n48CF9fX385V/+5Vf63c9DrgICAsQikZaWJlpEQ0NDwihQrVbT0dFBZ2eny7ZcQEAAFouF119/HZ1Ox9DQEPfv32fnzp3cvn2b1NRUQkJChDZAMitcnAO1nLGjq6k5iyVBLNSDg4MOE3xTU1MiNmApnkeP5Onp+Uw9zMzMDOHh4ULAvHnzZmFlsHbtWnQ6HYmJiUxMTGC1WvHz80Mul9PT00NCQgJbt25l69atGAwGvLy8xA1BLpc7ELTlWm2AMPOUnrdYWNze3u40+QML2o7f//73KJVKLBYLERERpKenk5GRQUxMjINOwmw2L9uaW9qWm52dxWq1EhwcTHV1NQ0NDTQ0NHDkyBFeeOEFPvroI4KDg9m8ebOD9k2lUlFeXo5cLuf1119HqVRis9lITk4mJSVFmBWOjo4yMTHB2NjYitVOlUpFQkICUVFRBAUFCZdtSWDd2tpKUFAQGzduFGanhw8fprW11eW1cfv2bT7//HOX53Ix1qxZQ2SkitjY9j+cO1+02jhiY/V8//tNxMePExAwiUxmRSazEeBn4Jeppfy7ji8IcAsgwz+Dx7OPXb+4HEGQImcjKVeUEx3lmJ8mtafDwsL43e9+50SQ4uLiqKiocLkJMRqNgqiePXuWgwcPsmvXLiIjI4VGZvv27ej1ehITE5+5Dnp7e2OxWDh8+DBvv/32siRfshwZGRkhKSmJN998k5qaGi5duoTBYMDDw0OQZIVCwdatW0Ur1M/Pz2WAbH9/vyD/lZWVNDU1kZiYyM6dO5HJZAwNDWE0Glm/fj0BAbOo1V6Mjbm2M/Hy8sJqtRIREUFwcDANDQ0UFRVx7tw5Dh48SFtbm8N3dWZmBplM5nBM0jlwdc1qNBqqqqooKytb8Xx+FdTV1ZGbm7tsvt6fO74lSd8wvu5K0mICI5fLXS4m0qIWGxuLRqPhv//3/y7acdL/pbZPdna2w43yyZMnvPfee888PleiZ3gqqpYWyry8PGw2G/39/XR0dODj00RMjIbu7oU8rHfffRc/Pz+OHj1KdHQ0qamp2Gw2kpKSaGxspLOz0yH+QgpINRgMwkHcFVxNzdXWuovzunRB0Ol0wqV38c1tsUB5MSYmJhyy4oxGI2+//TaBgYGkp6dTUFDgMpNOrVYzNLSQwh4WFkZ1dTWwcENqbW1ly5YtDiX5iYkJ1q9fz7Vr17h//z5Go5GgoCDhSQQLk3cSqZasGJbDUrHw0uNbCdK1Jk0ufvnll/j6+pKfn8+OHTuAhXbscpW9xZDL5ahUKgwGAxERESQkJLB+/Xra2tq4desWpaWlvPDCCyJz6tChQ3R1dZGRkUFQUJAgpBaLRaTJe3l5Ybfb8fX1RaVSucxck0i19H+pqmAymZidnWVwcJCOjg7xGe3bt4/9+/cjl8sZGhrCy8uLiYkJIXp11UJ5FjkCKCsro6ioCIDq6lQKCxfOvdnsi9nsS0yMEavVF70+FF/fYex2Od7eGl4r9eWD3kiiA3MoDimmx7+Hf+z5R5e/w83ixraZbRRFFC2YQi5Cd3c3J0+e5IUXXiAmJoZDhw7x9ttvYzAYcHNzY+fOnWzcuNFJKDw7O8vAwADe3t50d3eTnJyMj48PJpOJ2NhYPv74YzEar1Qqn6u6CgvrZH19PevWrWPbtm1cuXLF6TFr1qzBZrMJX6zu7m7+5//8n2g0GoKCgnjppZew2+289957xMXFUV5e7vQdDAsLQ6fTicpge3s7AQEBTE1NcenSJWw2Gy+++CIqlQqLxcL9+/cpKCjA3V3O0aP3SU0dA2TCqsQVbDYbXV1dbN++nXfffZeUlBTy8/Pp6OggKSkJvV6Ph4cH4+PjhIWFOZ3jwMBAtm/fzsWLF12+/p07d0hLS3tmvMlimM1mrl69SnJyspPmUaFQ8P777/Mf/+N//NrTGP4l4FuS9A3j664kLW6FrUSSLBYLO3bsEDcBi8UiAlRbWlq4d+8egFjkFh9vQkICer2emZmZZYXZy5EkV8cvl8uJj4+nsFDOzp0d2GwRjI3peecdOz/84Q9FXMuHH37Ia6+9xvT0NB4eHpSWlrJt2zamp6fp7u7m448/Fm7QycnJ+Pn5MTk5ycDAAHa7naioKFHFcDU1t9JnERsbyw9+8AOMRiOPHz+mubmZx48fiym0pe7Xywm8p6amuHfvnhCJLn1OSUkJt2/fJjAwEKVSSUtLCyqVCg8PD4aHh51uuMHBweJ1pLbN2NgYn3zyiXjM4lZbT0/PipXAmpoaYmNjWbdundO/SWn04eHhpKWl0drauqy7uASdTseNGzeoqakhPT2d7OxsbDYbfn5+z6WXkB4jtVXj4uLYuXMnExMTzM3NMT09zdTUFC0tLWzduhVYICG/+93vsFqtfOc732F+fp6LFy+i0+kcCIqvry/BwcGoVCpUKpXYGLi7u+Pu7i7aRkqlEnd3dwIDA/Hz8yMqKgqTyYSfn58QGk9OTnL27Fm2b9/Ohg0bqKysFD5ZSz+zrVu3kpyczG9+85tlK521tbVs3LgRuVxOW1sqqaljBAe70lTZsdmU2GxuyOVmPDxmeWd7NsUXrxLsHsxq/9XkB+bzYOqBw7OCRoJ4I/gNgiIdNYhLRc23b98WOXP79+/nwYMHlJeXu9Tgtba24u3tLdo+sEDuN2/ezJUrV9i5cyc7duwQJHZ2dnb5D34Renp6OHXqFBMTE4SFhbF582YaGhpElmFAQACHDh0iNTUVg8FAd3e3+C5MTEywadMmdu7cKTaki6c1l0JaMzs7O5HJZPj6+nLlyhV6enrIycmhsLAQ4A8bOh+KioqQy+Xs3TtAauqYk1XJYix2y5bL5Xz/+9+ntLSUS5cuUVFRwaVLl4iPj6ezs5Pk5OQVW2abNm2ivr5+2eilzz77zMGNeyV0dnZy+vRpYQny13/91w4tccnM99KlX1BW9jfPfL0/N3xLkr5h/LGVJFc3mN///vdOJMlVSVYSQUoLmUqlIjw8nODgYFJSUsjKyhItmaUVq5iYGH74wx8CcPHixWVFhCslo+v1epcaIqm6o9cHEBGhRS430de3IMD08fHhrbfeQi6X09DQIIJSY2JiyMzMJCsrS4zLDwwMcOPGDTQaDYmJiWRkZBAREYFWqxV5Sv39/sDT0Mu+vkgCA5/P2C8rK4uwsDCOHj1Kb2+vMH1cjJWqLu7u7k7nx2Qy4ebmhs1mY2hoiC1btjA3t2COt3btWubm5pZd2JcjZBIWj/6vVEUCRN6bK5SWllJaWioM+/Ly8hgfH2dyclJozpbzc5mdneXRo0fs2bNHLNxSvIgUILp0l/osfZOkM/Lw8KCgoEC0kIODg1Gr1axfv14QnaNHj6LVahkYGKCtrY3x8XF0Ot2yeqDFkKJv4uPjxbXo7++P1WoVpOLAgQPk5uZy+/Ztjhw5wpMnTzh37hyvvvqq0JktRmxsLBs2bBCbkbCwMPbv38+pU6eYnJxkeHiYmzdvUlJSgkym4Nq1VRw5UolM5tiytVgW1gG53Cz+HuQnY7Mxl08HPiVcHY6HYpFTvhm4CjMPZzD/xAyLbJq6uro4ceKEiPwBx6igNWvWEBMT40SQpqamGB0dxdvbm5qaGuEKnpOTw9jYmDD0lLy0hoaGqK+vp6ys7Jku2WNjY/zjPz6thJ04cYKf/OQnJCcnMzw8TEFBAXv27BE3dS8vL/bv38+xY8eIioqivLwcNzc3h3V2pQqLTqejv78flUpFT08PV69exd3dnddeew0vLy+MRiOPHj2ioKBAtPd9fX3RaBba9os3XUvR2Ngo1gWbzcaNGzeE71dnZ6eoDh08eJCRkZEVj1Mmk1FRUcGvfvUrl5XJmZkZLly4QEVFxbKvYTAYuHDhAo8ePXL4+eTkpGjvLZYl2O01dHWlkZz80rKv+eeIb0nSN4yvq5JksVioqKgQ4/u//vWvl9UkSQuWhJmZGXFzCwkJcVgYV9rtL1eRUKlUDgufzWbj9u3bpKSkEBUVxezsrMvXXVzdmZyUYbd7cuvWLfbs2cP169dF8nxeXh4FBQXodDoGBgaoqakREyfZ2dkkJCRQUVEh8ona29u5fPkyPj4+5OTkEB8fj91up7LSitGoQqk04uMz9tz5SdJ5kclkJCQkiABcCWaz2UHgvBRqtdrpc+/s7CQ1NVW06GJjY4UGJDY2lidPnpCZmenwHKvVKkr3y2Gp4/SePXvIyMigpaVFeNkshkqleuZ5kI59fn6e4OBgQkJCSE1N5eDBgwwPD9PW1kZra6uY0JOQkJDgsLP18/PDz8+PM2fO0NTUJBzYU1NThUh9ubay1P6cnZ0VU4ESoZTL5SQkJCCTyZiamqKrqwutVktiYqJw+7bb7czNzTE1NSWsKoxGI56engQFBeHv74+Xl5e4uVqtVoxGIzqdju7ublpbWx0I4d27d9m4caOIHiktLeWTTz6hqqqKgoICZmdnnTYGu3btor29ndzcXOHJc/jwYd59911gwTk+MzOT0NBQDIZQHj5Uk5e3MAZusymQy61Cp6RU6jGZ/Kiv38TDh3Fs8jDywNDG24/fxmr/w020HzgFTIIVKydOnODHP/4xMpmM+vp6h+ojLEy7LnW1l86zdA00Nzfj6+uL0Wjks88+w9fXl4qKCgwGA1qtVoQhb9y4EavVKqau+vr66O/vF9fncpOqYWFhYgQeFkjTf/tv/01UoTw9PZ0GGaTpzFWrVonXfZ7MtZaWFry8vPDw8OD06dOMjIxQVFQkvncPHz4kPj6ejRs30tTUxJ07dygqKqKsrMzBAXx0NNplq23jxo3U1dWJ6k93dzcajYY9e/bw0Ucf8YMf/IDVq1fT3d1NXFycg/WBK0RERLB582a+/PJLp3/LyMhgx44dK77vDz74QNifyGQyNmzYwK5du1ya+Wq1Plitg5w+/e/4t//2u19L5ui/FHxLkr5hfF2aJJPJhLe3N97e3qIFZrPZKCkpYfPmzaKdNj8/T2BgIFqtlvXr16PX65mdnUWr1YpEe4lAubu7rxhNsdyU29JW28jICFeuXOHKlSuixREYGEhQUBDz8/OUlZX9QQD5dKE5e9bO/Pw8drtdCCqLiooYnB/kQtwFgvuCyZrPIiYuhvT0dDEF1tfXx/Hjx7HZbOKmW1RU5BCTcfr0aQwGA+np6aSlpYlsqba2Nux2+zOjLObm5lb0DnFzc+Pf//t/L/yQWltbn2kv0Nrayrp16/jyyy9RKpX4+vqK8XJJ37F7926H53zxxRdUVVWtOKm2uNUGC4thYmIiiYmJYkJwMcLCwp65OEtwZYIXGRlJZGQkJSUl6HQ6kV/X2dm54hTg3Nwcjx494tGjRygUCjFCHx4eTn5+vsPvkTygqqqqRKvMzc2N3/3ud3zve98TNy+VSoXZbCY3NxeFQoFer6e/v5/6+np8fHxISEggLCwMf39/lEolSqUSq9WKTqdjZGQEjUbD8PAw4+PjzzwXjY2NJCUlcfDgQf7pn/6J7u5uiouLuXbtmmi7LdV66PV63nrrLVEt02q1orIECxufEydO8KMf/QiZTEZTUzqRkXO0t6fg4zNPQcHCYyWd0uBgEjU1CQB4u3uzf3o/xzyOgQW4AdxlYU7hDxgYGKCyspKioiIyMjJE0j1AYWEhu3fvdlqfvLy8GBkZQS6XMz09jY+PD5WVlbS1tVFQUIBaraa3t5fU1NQ/TENe5OjRKGpr3Zmb8+XixYu8+uqrbNmyhUuXLvHGG2/Q3d29YlbYvn37ePz4sTBxXdymu3PnDtnZ2U7Vz6UbipUy1yYmJhgZGcHPz0+QH5VKJawBtFot7e3t5OXlMTs7y7FjxwRBrqysJCsri9jYWIaGYpfVIYHr6s+FCxd47bXXyMnJEYHAJ06cIDY2lsePHzu9j6XYtm0bzc3NDvrHjIwMXn31VQBhkeHq+7xz507eeecdwsPDKS8vd5mcMDoajcFQiV4/gsVi48wZPbOz/z//9b/+1xWP688Jil/84hf/t4/h/xj+4R/+4RdvvfXW/9Hf+eTJE5dmeM/CwuTL04VBr9eLXbpWq+Xu3bvU19ejVCqJjIyksbERg8GATCYTBCA0NJS4uDjRYlu7dq0wmRwYGMDPz88prXsxqqqqHErzEjZs2OAgfG5qahJGaCaTiZmZGUZGRujp6UGhUJCX9zQPanZWxchIDIODs2Lc3m63093dzebNm7nvdZ9p32kMgQaehD2hIbCBR3OP8HvsR2JCIhEREeTn54sWU11dHTdv3qS/vx9fX1+SkpJYt24dmZmZKBQK6urq+PLLL0XWmZubm3CEHhkZcakpmZqaemZ2nZubG5GRkWRmZhIWFoZSqWR2dhaz2czhw4cddmt2u5379++TlJTE559/zqpVq4iKiqKyspLVq1cTFRWFTqdzmpSSHItXwr59+1we6+zsLBcuXHD6+eTkJHfu3OHJkycYDAZ8fX1XHBJYqdLo7u5OVFQU2dnZFBUVERQU5LRYDw8Pc+vWLYef2e12JicnmZycpK+vD7Va7UCSDAYDc3Nz3Lhxg7y8PMLCwmhoaEChUODt7U1YWBju7u5ER0cTFBREYGAgnp6eGAwGAgICyM7OJikpCYvFQkNDA7dv36ahoYG6ujrq6+tpbW2lp6eHsbGx57a7gIUImtzcXKKiorh58yZ5eXkYjUZqampYt24dExMTBAUFYbFY0Gg0Ih0eFojiu+++K3Q2EmZmZvDy8iI2NpaxsXFaW0MxGgOYmPAjOnoOH5+nFWF//ymmp8OZnl74vMJ9wulr62Py00loW0i3P3jwILW1tURHR4sg5pycHHx9fYmIiKC/v59XXnmFgoIClxski8VCX18fCoVCjPW7ublRVlYmnOJjYmJobGwkKqqf//E/ZklO1lJY2Mft20mEhUVSU1NDQUEBnZ2dDA8Pk5aW9gfyPoZa3Ypcbmd29ul3zs3NDZVKRXNzs9Px2O12BgcHyc/PX1FU7ObmxsTEhIO+0m6309TUhEwmY35+npMnT/L48WP27NlDUVERMpmMyspKwsPDSUxMpKamhs8//9zJQmJgYMDh9w8MDHDy5EkyMjKcKsa+vr5YLBaePHkizqdcLicvL487d+4QHh5OdnY2V69eJSsri9nZ2RVbzna7nejoaB4+fCh+Njk5SWpqqiD/MzMzLr+nAQEBxMbGsmfPHpebwrm5OX7722ucOfOEoSE7774L1dULVdPS0lKXAyv/UvE3f/M3w7/4xS/+wdW/fVtJ+obxdVWSFvelpYVdLpeTlZXFo0ePePDgqXDzL/7iL/jss8/Q6/X4+/tjt9vR6/VYrVZ8fHzEjs3VzVGv1zM9PY2Xl5fLeA7AqV2zUuvJ1TTV7OwsPj4+grx0dXWJL2RPkLM7ts1mQ+WnQqPRcNJ+En83f7Lms4gPjxfu01NTU8KVFhA3yr1792K325HL5bS3t/Pw4UOUSiXZ2dlkZWVht9sFYXBzcyM2NvYrfWbT09NkZmaKFs/w8LATaRkYGCA1NVUQzsVtt5SUFDQajRNBkojmtm3bWLVqlajYLB7TDgoKcpn0DQuLq2RkJ9kMSLBarXR2dtLZ2cn58+cJDQ1l1apVpKWlER8fLxyNv0pwrDRtuBTP0lMplUoHp3BY2PlPT08jl8uJjIxEoVDw8OFDioqK6O3tZcOGDU5kbHHMjJQ8HxYWJsj85OQkHR0dNDc3r1iZWwk2m41z585RUVFBSkoK169fZ+/evXz66aciy0wS3y8V5QYHBy/7e2tra1m1apV4jjQZeutWFocODaNQPH3ehg01DA1tY25uIdG+624XwYHBVLxVIdrCb731lrixnjx5kpMnTwox889+9rNlW19DQ0Po9Xp8fHy4du0ag4ODFBcXC51RamoqWq2Wq1evsmvXLg4cGEQmGxdi5sLCce7fj6auro7R0VH27t3LBx988IfBCgvbt19CLncMsoaFjZUUiO1KUzc4OEhbW9uyVhwSwsLCmJ6eJiAggKGhIbRaLf7+/jx48IBHjx4RFRXF0aNHhRfR6Oio2CQeP3582Q3JyMgIt2/fZuPGjXz++efcvXsXu93O5cuXOXjwoNPjl1Z/Hjx4QHp6Onv27OHChQu88cYbxMbG0tfXR2Rk5LKhvVqtVri/FxYWiiqkzWbj5MmT/OQnP0EulxMcHOwylBeWn2aVwtGlNf4PQ7bi9V999VUaGhqe6Yn254BvSdI3jK9Lk+SKJO3evRuj0ehAkCTRpV6vZ+fOnWRlZYmfmc1moWmam5tzuZNsb2/n008/Xfa4FAqFU+l7JQNJV1/Svr4+fHx8GB4eZufOndy4cYPt27czOT+Jl8WLH9l/RIeugzZFG72qXqyBVkIJ5X73fVgPWjctlVRSaa+EAUgeSSbNPY3s7Gzy8vKYn59nZGSEqqoqenp6KC0tRa1Ws2rVKpFOPzAwgEKh4JNPPiEsLIz09HRCQ0MZHR1lfn5eLDquRKfSNMjoaDSjo0+JgeTAvBStra0kJyeLcNrg4GBu374t/nz37l2OHDni9BxYKK1HRkbi7e0tWlytra00NzcvS5BgwclbytsbHR2lvr6ex48fu5yW0Wg03Lx5UwSRpqamEhQUhEajITs726ml5wp6vZ7w8HAxqejl5YVKpXqmrUBSUpITKZV24lJYqhS3ExcXx+DgIAqFYsX3LpfLBTmSMrUkn5vCwkLRlq2trf3KsToajYZHjx5RXFzMhx9+SGNjIyUlJZw/f16EN7sSxoeGhlJSUsLVq1fFzxQKBcXFxZSWljp8F0NDQ9HpdAQEyDEaffHxeVrN9fTUERraxN/93RVBuuVyuUMrJSYmBoC8vDzq6+vp7++nq6uL5ORklwTJbDbT0dGBn58fY2NjXL58meTkZCFQl8lkpKSkUFVVRUhICG+88QZyuZyF6MinYmaIZn7eyI4dO/jggw94/fXXKSgo4PLly7z55uucOZPFjh1PHKbDJK2hQqFwudlSqVQcPHjwua0EbDabcPnW6/UcP34co9HId77zHUJCQrBarVy/fp3CwkLCwsK4desW69ato6SkhJMnTy77utevX6e6utqBSFVVVZGTk+OkWZS0Z//wDwuFCW9vb8xmM+Hh4URHR3P79m2Ki4s5duwYR44coaOjw2H4wmQyMT4+jtVqRS6XExERwc6dO2lpaRFtQCk8vKSkBFjYMM3NzbkMVF4MrVbL6dOnn7l50ev1/P3f/z1/+7d/u+Lj/hzwLUn6hvF1TbctHiWWvGViYmJEiKmEyMhIIeYuLCx02HFLZe2V0qSfNbYdGhrqRK5CQ0Nd5qP5+vq6JA02m43JyUmioqKYnJxkfn6eiIgIaqklZTaFsMgwwvzCKKIIo9nIceNxlHIlLYUtsHiNlwGx0BXbRRddMAPeXd5kmjJJDFgwg4OFm+7ExIRwwO3q6kKtVmO326moqECj0dDR0cG5c+dEFlxMTAw6nY7p6WlMJhM+Pj5ER0cTEzPoYFKp129nenpl99uBgQHS09NpaGggPDwchUJBR0eHOJcWi8XpOmlra8Pf31+cv9OnT5OcnExRURH5+fnk5+cLB2up6uOqkgMLmVa5ubns3LmTmZkZWltbaWlpoaenx2lyRq/XU1dXx7p163B3d+f8+fPU1NTg5uZGdHQ0GRkZLnes0nW2+PoyGAzk5eXh4+PjFAsjYenNz2q1olAoaGpqIjMzU+z6Q0JCMJvNJCcnMz8//1yRNYCIuIGnNxKLxcLq1avJycnBYDDQ399PbW3tM1ubEqqrq4mPjxdREocPH8WNgk8AACAASURBVCYzM5Pz58/z0ksv0dvb67JVsWXLFpqamhgeHiY6OpqKigqXZE8ul+PpaWT//rsOVSSTyYP33lPwt3/rKMDWaDRio7EU0vSTj4+PEK4vRn9/P2azGU9PTy5evMj09LSYJhsaGiIjIwONRsO9e/c4cOCAw2fvSsycnGyjt7eXoqIi7t69y6ZNm2hubqa7+wtksp3k5z/B11dGX1+Ig+jYw8OD0NBQB6IUFBTEyy+/vOw0Zn9/PxcvXhQWBt3d3VitVlQqFTdu3KC9vZ20tDS2bNmCXC4XsT7btm1jaGiIixcvYrFYGB0d5ciRIyQmJrpcx2BhDXF1fZw6dYqf/vSnTmtiQkICBQUF2O12kck4MDAgvJOysrLYu3cv169fZ9euXYyNjRESEsL09DRzc3PI5XL8/PxENVeyyFjsKH7z5k0KCgrw9vYW7X5pmCEyMtLpO/LgwQMuXbq04sZAMuCUBg1OnjxJeXn5so//c8C3mqRvGKOjo2JH8VWQnZ3t0O7o7+9neHgYnU5HX18feXl5jIyMiOqEhFWrVuHl5UVzczMlJSUrCrNdwWKxCA8VV0hNTXXY9cBCppBOpyMwMJCAgAAhFs7MzHR6rDR11NjYSFhYGBqNBoPBQE5ODlfCr7DZvJkI36c3DqVCifusO7P2WfQWPXqlHqt8GbM+TzBHmhmMGaQ5oJmHYw8Z6x0jUB5ISHAIOTk5mEwmmpubCQ0NZWJigubmZkJCQkhPTyc/P5+4uDimpqa4desWVVVVWK1W/P398fDwQKvVMjamw2BQ4Otrw9tbj8kUzMhIzLLna3p6Gp1Oh6enJ3V1dWzYsAE3NzcaGhpE28jf31/s/mFhJ3nmzBlgYcpLoVAwNDTEunXrHATlcrkcb29vfHx8kMvlaDQa8fjFpMtms4ksQE9PT2JiYsjNzWXjxo2Eh4cjk8mYnp52IEyvvPIKa9euJSoqiqtXrzI2NkZXVxf379+ntraW2NhYPDw8kMlkWCwWlztYiVitWbOGoqIi8RytViusKw4dOuRw4x4fH8dgMFBVVUVhYSF+fn5UV1cTERHB3NyccG92FQmxHCSSK5PJhB+SFFg7Pz+PSqUiOzubnJwcIiMjxeTWSujo6CAvL4/AwEAqKyvZtm0bHR0dyGQyQkND8fb2dvruSZXG4OBgKioqVhwOkMu98fDQExa2UC3q6Ynh0qV8Tp9uddI1wUJ1djGpliBlOSoUCqanp8UmaH5+no6ODtzd3Xny5AmnT58mISGBkpISBgcHiYyMJDg4mDt37uDt7c2hQ4ec2sgzMzNUVQ0gk+ULjZF0PahUKqqqqoiMjCQ9PZ0zZ26Tnh5FW1saAwORTE2lOLx/iQQ8ePBAbAhTUlJYv369k9YIFgTVx44dY3p6Go1Gg0wmw8fHh5GRET777DOmpqZ46aWXhJhep9OJgZJr165RVVUlDEklLVtubq7Tevos6PV67Ha7y3H++Ph4vLy8qK6u5ubNm8THx4ukgi+++IL169czNjaGXC7H3d2dubk5zGYzCoWCqKgoBzmERqPh7Nmz4jNVq9VUVFQ42DV4eXmJCpTNZhPPn5z83+y9d5BUV5bu+zvpqiozy3vvvaXwpgoojDAFQiCBkFqAzHRLbaZnbs/Mm+m4E3PjvXkT7/XEjYm5MdHq7uknqeUlKJCAAgpB4YT3VVDee+9dmsrz/kjOVmVlFhTdrXtvK/qLUAgO55zMPGbvtdf61vcN8NFHH3H16tXHlpqjoqI4cOAAmZmZIsDq6ekR3/u7jD9zkv4X4vLly099zHPPPedypVxUVITZbCYwMJDU1FSXqrS+vr6Mjo5is9n4p3/6J/72b//2qSaUuXhICmav6kwmE932vDvLli0jLy+PkZERkSmZjba2NjQaDQ8fPmTPnj2cPHmSrKwsJswTWFVWknydy3OpIXYuwgIWMG2bpnGwkWpzNVUeVfTr5zA11QCJ0JrYSmZNJkNDQ8iyjJubm1hxK8THiooKqqurCQwMJDMzk9jYWNLT07FarfT09HD//n1qamqIjIxk1aoM7t5N4Pr1NNzdTVgsU7i7z60FU1VVRVRUFA0NdmfSiIgI4csUERFBU1OTELBToHiWVVZWcvnyZfEM6fV6UlNTiY+Pd8o8jY2NOazyFSFQDw8PLBaLS3FAd3d3cnJyyMnJEQJ7CodJeWZcpeUHBgZ4++23RfZo9erVQuhxLmi1WlJTU0lNTRV8tNDQUKes5uiondDv4eEh+BCNjY3k5OTw4MEDsrKynkrKQbkWrp5FjUYjylSKj5wyWdtsNnp6eqisrHTJk7FarZw6dYrCwkIaGhq4ceMG69ev5/DhwyQkJFBXV+e0QBgaGsLX15fVq1fP63vfupVGUNAoN29G0tNj51tt3bqVmpoal0KNTxJvDAgIEPpRsiyj1Wr54osvsNlsPPfcc0xMTNDT00NmZiZtbW3U19ezfft2pqenHUjTihHuqVOnsFgsBAUFOQT5gYGB1NXVsXnzZg4fPswrr7xCdnY2n356gldffZX6ej8iI50z7EFBQaxevZrbt287lNi8vLyECa8CRQIiJiaGVatWIcsyxcXFtLa2snjxYiGWevfuXUJCQggJCaG3t1f83tk4c+YMr7/+OgUFBcJ4eSZCQ0PZtWsXp06dcvJVu3TpEllZWU5ZQQ8PD6xWK2NjY/z0pz/F39+fhoYGEhMTuX//Pnfv3mXZsmV0dHSgVquxWCwEBga6DJ4NBoNYHLz++utzcoWCg4OFEKunpyfXr1/nq6++wmKxIEmSS3FTd3d3nnnmGZYuXer0b2q1mg8++ICf//zn887eftfw5yDpW8Q///M/84//+I9PfVxaWhqJiQMEB18TaeyUlBQxUPn6+mK1Wl2uCgwGg+isAPjXf/1X1Go17u7uwpJEsSfJyMhwIkO60kZ65plnaGtr4+HDh5w9e5b29nYyMzNJTEyktbVVvHgK/8jLy8uho20mhoaG0Gq1eHp6IkkSAwMDREdH02JrIXI0Eo9A151WCtQqNQn+CSSQwFa20jfaR/VYNVXqKpq8mlxmmUL1ody7e4/s7GxBvH3vvfdISEggKSmJ/Px81q5dy/DwMI2NjRw6dAiz2Ux6ejoJCQmsXr2agoICRkdHaWhooLn5IllZ0NSUhbt7DN7eY4yOjmI2m3F3dyc8PFwMKLW1taxevZq7d++i09ltUWa2/rtS2TYYDMIOo7u7m6qqKsrKyrh58yY3b95Eq9USFxdHamoqKSkpeHl50dXVhUajEavHmWUvZfKTJAlvb2+XZTnFQiIlJUUEvfB40UylC8hVAPY4KC7vroi4SikyIiICs9ksSkS+vr6ilPy0PL+5VK9nQqVSERQURFBQkAiYgoKCCA4OZs2aNQwODlJbW0t5ebl479ra2qioqGDDhg28//77xMTEsHDhQk6dOsWOHTtoa2sjIiJClHuf1pRUlt0oLs7DXle2w93dnR07djh0zD7OY20mpqam6O3txWAwiABcaeufyYspLS1l4cKFos0cEBy93t5eioqKHMpiM0nECmJjY2lrayM9PZ1bt26xbNkyqqurRVnQVekP7ObL+fn5Ds+oYsI7cxFgMBh47rnnCAwMpKamhtLSUvR6Pa+99prQ4Lp58yarV68WHDdXLfAzMVP8USmtaTQa1q9fL5S3XfmqTU/bNal++MMfOvkY+vn58cYbb4htcXFxPHz4kC1btvD+++8THx9PaKi9I3Dx4sVzqtsbDAZ+/vOfi+abuaBSqXBzc2NqaoqKigphbRIZGcm6devo6+vj+PHjYv+0tDS2b9/+WIK2Wq3m3Xff5fXXX3/s9fuu4s9B0rcAm83Gj3/8Y95+++3f6/j4+D42bjzOTHPWtrZwMSl5enrOmTZ1d3d3crKfnp5mfHzcKUsUEBDgNFG5aomOjY1Fr9fz8OFDpqamuHfvHvfu3UOn04mJ2FVHjyu4ubnR1NREdHQ0zc3N32gGGcpYbF78xONnI8AzgADPAFayEpPVRO1gLdXWaqqN1Yy5jeE54YlWoxUt58nJyUxMTDA1NcWDBw948OABYF8pZmZmkpqaSk5ODlNTU7S3t3P58mW6uroIDg5m+/btj9p+MzGbrUxOdnDz5iXa2tpISEggJSWF4OBg2traxGAXGhqKyWRibGyM3NxcLBYLo6OjZGVlYbVa5xy4h4aGCAgIEF54SlYL7INvdXW1yHCEhYUxMTHByMgIUVFRwnxWmTQVfS2wBwxDQ0OCXO0qjT6Tx7Zjxw6hBTW7S05BW1sb/v7+88rwTExMsG/fPgYGBpyCHYWLUVtby5o1a9DpdNTX1xMZGUl7eztRUVHz8kVTrpFWq0WW5acuFYyPjztMyO7uzfT2avHz+0bktKGhgXv37nHx4kUiIiJ47rnn+PLLL3nhhReEIaosy/T09GA0Gv8A13bntvfU1FSysrLo7+9n/fr1xMfHPzFwrKurQ6PRIEkSn3/+OUajkT179tDZ2cnQ0BDZ2dnU1dUxODjInj17nDpffX19efjwIZ9++qnTPejq6qKiosJB80cp+ebm5vLBBx+QnJxMYWEhhw4dIiMjg+npaaKjo52yE2q12qFMObNJory8X5jGenl5YTAYOHjwIP39/RQUFJCUlIQsy1y4cIHU1FQKCgrQ6XRMT09z5swZXnnlFbKysoRw5WzMFn+UJIm33nrLIXvu6+vLhg0bnOQ1lLFC8ePr7e3F09PTJX8vNjaWnp4elixZQklJCbt372ZwcJCuri78/PzmFN+cjwWJEghrNBp8fHzIzc3Fx8eH0NBQB70qT09Ptm3b9kSdJgXd3d3cvXuXBQsWzGv/7xL+zEn6I2NqaooXX3yRjz76aM705uPg5ubGX/xFMCEhHYyNeaHTmRgb86ShwU90RCUmJmI0Gh1IfGBf9eTm5hIcHExKSgoJCQlER0cLfoHRaESr1WIymbDZbJjNZmFWGhkZSU1NDbW1tU6ch0WLFjEwMCCIjwqmp6dFUKV0yAwPD+Pj44O7u7uTrsnY2BgWi4XS0lKysrKoqqoiMjKS0LBQLgdcplBViNHtG95Dd3e36Aaaj2mqRqUhyBBEmmcaeW551B2rI8mUhFFtFOrcSUlJtLe3OxE0x8bGqK+v5969e1RUVKBWqwWfZsGCBQQFBWE0Gvniiy9IT0/n/v37IrBauHAhXl5e1NfX89VXX1FdXY1Go8FgMBAWFoZKpSI2NlYQ1aurq1m5ciVjY2PExcU5rOLCwlpJSKjEbJ7Eav0mfT89PY0sy4yMjDgFyKOjo2JSHhoaoq6uTnCHBgcHUavV+Pj4IEkSkiRhNpsJCAjA3d0dk8nEwMCAaOG3WCyCvwN28mxSUhIrVqwgOzsbHx8fpqenGRkZEc92S0sLN27cEMroYA+aXfHhBgYGhDbT7Db+trY2JiYmuH//Pvn5+bi7u3PhwgVSUlLo6OggMTGRgICAeQlhlpSUiPL0bImBJ2FoaEjwb8LCWnn22WMsXdrI6tV19PcnMzSkIyAggAULFpCRkSGCaI1Gw8TEBEuWLMFsNuPm5sbw8PC34q6elJTE0qVLCQwMpLe3d05dLyX76e7uTnl5OaWlpSxdupTU1FQaGxtJSUlBq9Vy/vx5cnJyWLlypctmE7Vajc1m48GDBw5ZFG9vb1588UWn0iLYuWDj4+NER0dz6tQplixZwvj4ONeuXWPBggVMTU09lpelWGaEhHQQH19DVZWRysohPD09KSsro7i4GIPBwMsvvyyuQ1lZGStXrkSv14tyrpeXF1arlaNHj7rkc81EY2MjS5YswWKx0N3djVardWk5U1NT48Rba25uJjk5GZPJRGBgoAhcKysrGR8fF8G6Vqulu7ubyMhI7t69i5ubGwsXLuTQoUPk5uYKva2ngc1mE1Img4ODHDx4EE9PT5KSkujp6aGkpIT4+Hj8/PzIyspi48aNhIeHi/FmtnbVbEiSRFVVFYsXL/5OqnH/mZP0PxHl5eUcPnyYHTt2IEmSU/eZAp1Ox/PPP49Wq+XKlSsiAPHw8HBpzjozC6TX650Ez8AuJjc9PU1jY6Moq3l7exMUFIRWqxWrNFmWOXHiBG1tbcJa4ty5cy594JTswJPcoW02Gy0tLQwPD7Nu3TrMZrNoUVYMXNva2gRBMSAgQIjEdZu78ZnwIdjHcbVdUVEhSkx+fn4kJyeTmppKbGzsEwnpFouF9jvt5L2YR1tbGzExMZw8eZKlS5dy//59EhISyMzMFGrRM9PcExMTXLt2jWvXrgGQnJzM0qVLsdlswg5Fo9Fw7NgxxsfHhbzAsmXLWLVqFWNjYzQ1NVFcXMzevXu5desWYWFh+Pn5YTAYePXVV9HpdFRUVDjwAGb6KGVmypw54ye0ZJKSkkhKSsJms3cPKV5qfX19wtB4dvfNwMCA4DS5u7uTmJgopA6UwMzNzU2sdpV2ecWgdnY2ISAggLy8PPLy8picnKSmpoazZ8+KwGh4eJgbN25w48YNtFot8fHxpKamkpycLD7vcQOszWajra2NgIAAZFnGZrPR399PZGSkCA7nq9tSXV3NyMgIVVVVBAUFkZGRMW+Hc1e2DYoWUHx8ByMjywBEZ5SSEVG0svr7++ns7KS1tZUtW7bQ1dX1WMmC3wczv2NQUJBLW5SZhrQff/wxYWFh7N69m/r6esxmM1lZWVRUVKBSqdi3b99j783IyAjnzp1zUHBfvny5k80F2Muwo6OjBAQEYDQa6e7uJiQkhPLycvLy8qirq+PChQsUFBQ4cY1m4ptr78nXXwfR3h6A1TrMRx99xNjYGDt27CAkJASbzUZJSQnLli1j+fLl6PV6J6uOgoICHjx48ER19fj4eEZHR8nIyKCsrIyHDx86mOfCN8ra//Ef/+GQVcvJyRHCpmDPSB47doyysjL8/Pz46U9/Ks6jaEJt3bqVzz//nLi4OAoKCkRb/9jY2BMFbRUMDw/T19eHSqXi/PnzNDc3k5+fj5+fH8XFxfT09LBt2zbCwsKYnJzEYDAwOTlJQkK/Q6fuTO0qVxgbG+Ptt9/mZz/72by+13cFfw6S/shQXoKQkJA5AySwtz4rvIeCggKysrL48ssv0ev1LltrJyebxbGKEeNspKamUlZWxo2ZymAuUFBQQGFhoSD4jYyMUFlZSX+/Mwk6IiICm802bx6IQrbU6XRi8r18+TJ3794lPz+foaGhRxL/HUxPT+Pv70+pupSUyRSYVRWZSRoeGBjg6tWrXL16FZ1OJ8pbycnJLlejdXV12Gw2jEYjLS0thISEEB4eLhzd8/PzRSu9xWKhoaGBkpISZFkWpGcF1dXVLF26lMrKSuLi4rBYLCQlJZGVlYXZbKajo4M7d+6ICT4rK4v4+HgxaYaEhNDV1UV4eDjvv/8+K1euJC4ujvT0dJqamsTkn51tnxQGBz3w9Z106TSuZKViY2PZsmULfX19YrWuEI0rKysduGJgz3CWl5dTXl5OSEiIKC3OnLxVKpXD5GLv5uvBzc2NiIgIhyDDw8OD7OxsB92fmbBYLEIAEyA8PJzk5GSSk5NdrpJtNhs6nY6HDx8SGRnJ9PQ0g4ODBAcHMzY2RkxMjMsg3hX6+/uFkF97ezvHjx8nMzNzXseaTCaH8pyrBYsCjUYjskSdnZ0MDw+jUqk4duwYu3fvprGxkdbWVkJCQoS0wbcBRfxTlmUkSaK/v5++vj70ej03b96krq5OlC/r6urIyMhgdHSU0tJS8vLyHmsZ0tzcTHNzM6WlpeL6BwYGsnPnTpcyBz09Pfj4+Di09kuSRH5+Pu+++y4JCQls2bKFo0ePkp6ejs1mIyoqymV5qbs7nLa2Cj7/fAmTkx60tFyhuNhuD/Pyyy8jSRKNjY2MjIwIuY+wsDCXY5VGo2Hnzp1zdhp7eXmxfft20tLSGB4e5le/+hVLly51ad0CdoJ0fn4+586dIyAggOeee87Jrun48eOUlZUB9vGrpKSEwsJCh3MMDw+TlpbG6dOnKSws5N69e8Kk+3H3BezvTG1trehqKy4uJjY2lt27d1NVVcXZs2cxGo1873vfQ6/X4+PjI7ph+/v7Uat7mbkAcDXewDcSKkFBQZjNZk6dOuVkofRdxp+DpG8BysQTGxuLzWZz8N0B+6CWmZlJaWkp27dv5+rVq+Tk5HDgwAFh4TDbJ2gmV8jd3d3JjT01NRWVSsWtW7cA+yT23HPPMTU1xeTkpPivo6OD0tJSWlpaiI+Px2g04ufnR19fn8sgKSgoaE5FWFdwJfpWU1NDR0cHXl5e3Lp1i+joaJqamsTEWxdYx6qxVQ7HjI+POxmoKjCbzVRUVFBRUQF8MwGnpKSILpuqqirS0tJEO3JTUxOJiYmoVCp+/vOfOwx8Wq2W5ORkiouLWbFiheD41NfXc/v2bWRZRq/X8+DBA9LT0zl69CiDg4O4u7s7KXv39/dTXV3NxYsXeeGFF0SgpnCPCgsLUavVDA4O8vnnnwv+kD0zFcbly2tISWll1aoWl07js6FwGABBPF69ejUTExPCW66mpsYh86iUWL/66it8fHwEYTs+Pt5hIvfy8uLSpUtcvnwZo9EornFiYiI6nY6enp45eUqz0d7eTnt7O6Wlpfj5+fGzn/3MIehqb28XJdHly5fj7u5OTU2N4K4tWLBgzozDbMzuRpvNu5NlmV//+tdERkaSkZHhMNnX1NRQX19PcnIy8fHxTzQ2VXhHSkm7o6ODxYsXi4zAwYMH2bdvHzU1NU9UjP5D4O3tTVdXF319fXh6egohxZSUFHbu3ElFRQXp6QkEBmbQ1XULkymIAwcOiE7YuTqXLly44NThGBER4RQgDQ4O8uDBA/Ly8pzOER4eTnNzM8888wwnTpzg+eefJzY2luLiYg4cOEBPT49Tps3OIxrl2rX1QDf37n3GtWtm9u7dKzz7SkpKKCgoICYmBm9v7ydyz5TGitkLzCVLlrBp0yaRAfL29uYv//Iv57TrUbBmzRpu377NW2+95XLfTZs2UVVVJd69q1evkpmZKa6dj48PnZ2drFq1infeeYeWlhY2bdrEJ598wv79+2lsbHQKvBR0dXUxPj6OVqulpKSE7u5uNmzYgKenJydOnKC3t5e8vDzS09OxWCxERESIMby3txd3d3euXw9k9WrJYQEwO7PX39+PXq934NTdunWLnJycP3p29H9XzGvmkyTJB/gtkIE9N/eaLMtXJUn6CfBj7BaLxbIs/50kSS8Dfzvj8CwgV5ble5Ik/d/APsBXlmXjjPNHAb/DnktQA38vy/KJR/+2H/ivj3b9Z1mWf/doeyzwKeAH3AFekWV5fkvNbxmxsbFYrVaSk5PJycnBbDYzOTlJc3Mz5eXl+Pv7Mzk5SXx8PBaLhbKyMsrKykhISHisj5YCSZJISkoiNjZWdAAZjUaamppEe6vRaHRJyqusrOTSpUuMjY1x7do1JicnMZvN7Ny5k+eee044ph86dIi+vj68vb2Zmpqa1ypYp9M56YVYLBYaGxsJCwtDkiTq6+vtHm3XrpGXl8eQaQidrCPON87huOrq6nnzuWZOwMpkXl1dzcaNG+nt7SUmJoarV6+SkZGBv7+/y+4QRUvn2LFjGI1GFi5cKDzvpqenmZycJDY2FovFIspaU1NTorwE9pJYSkqKKLvJskxjYyPXr1/n+eefp7GxUXS/qdVq9u3bR2trK+fPn2dwcJCIiAjy8jIZGEjiypV0LBYzUO+kmTITQ0NDLjMzer2eBQsWsGDBAlGCVQjYM8tyQ0NDorQ4M0OXkpKC0WgU3W1jY2Pcvn1b2LooekW/DwIDA51KX0pjgUajITAwEK1Wy8OHD9m6dauQT5gv+Xn2pD7beLatrY2WlhZaWlqEJ2JpaSnJyck8ePCAqqoqbty4QWJiIq+++uqcxqZms5nR0VHxvdRqNRUVFaSlpVFWVkZ7ezvLli1zEAx0ReT9Y6Czs5PR0VGMRiOXLl2ir6+PwsJCJiYmaGpqIjd3Af7+/Wzb9glhYR6Uli6ho0MSnZFzTXj79u3j888/dyA73717l5ycHBITE5FlmStXrog285iYGKdmBKVzUK1WCzmNdevW8c4773Dx4kXWrFnjMDl3dnaK+3L69GkaGhrIzs7mzTftUhn379/Hw8ODwsJCJEly6Rk4E+Pj4xw/fpz79+87bJ8rAwSuLZtmoqOjg6KiIkZGRjh//jybN2922sfb25vNmzfzxRdfAPaAuqioiL/8y78U705ycjINDQ1s3ryZkydP8uqrr7J06VIhxKk0WCgwm83U1dVhNBrp6OigpKSExMREdu/ezcOHDykpKSEwMJADBw6g0+nQ6XRERUU5fC8fHx/MZjODgyb+9V+3s2xZD2Nj3vzqV9dob2/nJz/5CdPT0wwNDbl8XtVqNe+88w7/8A//MO8S9p8y5jvK/TtwSpbl5yVJ0gF6SZLWAs8CWbIsmyRJCgKQZfkj4CMASZIygS9lWVbesGPAfwC1s87/X4HPZVl+W5KkNOAEECNJkh/wT8AiHhVOJUk6KsvyIPD/Av8my/KnkiT9Cngd+P3ayf7ICAwMpK+vjy+++EII1FmtVhITE8nKysJkMnHp0iXWrFnj8OLW1dW51KoAe+C1Z88eLly4wOeff05gYCB+fn54e3vj6emJn5+fg0HkXC+5olUzE0pgpai8zoSSyp15vt27d+Ph4UFDQwO3b98WWa64uDinibOxsRGr1UpGRgYjIyMEBwczOjrK+Pg4YWFhlFNO/Eg8mmDH41xp08wHymQO9tb069evs3DhQjQaDSqVas72WZ1Oxw9+8AOHDMy1a9fQarUkJCRQXl7Oa6+9xtTUFJGRkY/8qByDuJqaGmH0u2LFCjIyMggJCWHv3r3IsozBYKCsrEy0/CpO9cnJyVgsFjo7O7l8+QEtLSfx9vYmJyeH6Ohoent7heSDv7+/Q8v9XC3DM6FWaldo2gAAIABJREFUq0lISCAhIYHly5czPT0tOE0tLS3id8zO0IWGhrrMFFmtVicSP9gH3+Hh4ScGt65IvjqdjgcPHhAeHs7ExAR6vV4IBIaHhzM1NTUvnRaz2exAytdoNE5li5myBqmpqVRUVIhS5EzMDq5mYnx8HJvN5nAv1Go1sbGxTE9Ps23bNg4ePMju3btpaGigra2N4OBgAgIC/qh6M0pZ09vbm6GhIU6fPk1OTg6LFy+mvLyczMxMwsLCUKu/5sCBdmQ5DI3GsbSicJpkWaajo8MpG7xt2zbq6uoc+EhHjhxh7969HD9+3MFPsKioiJ/85CdOiyqDwUBfXx8bN27knXfeISYmho0bN3Lq1ClRdlM0xPR6Pe3t7Zw+fRqNRsOBAwdwd3dnYmKC8+fPs379erRarcOCR/G7m42amho+//xzh0y8Wq0mLy+PgoKCpw70LRYLX331FVeuXBHj5uXLl8nKynJJ0F+yZAllZWUi0O/r6xNBM9jHXC8vL2EWrXC1PvnkEwYGBrBYLOL5Vc6h0+k4evQow8PDbNq0Cb1ez7FjxxgcHGT9+vXExcUxPj7ukD2aCa1Wy+joKGFhYfT19XHhgj+ffPKJ0NkqKSlh3bp1jw3oJUnio48+4nvf+95TXb8/RTzxCZEkyQvIBw4APMrWmCVJegv4f2RZNj3a3uPi8L3AJ8pfZFm+9uics/eTAYWR6Q10PPrzM8BXsiwPPDruK2CTJEmfAgXAS4/2+x3w3/jfIEiSJAm1Wi3q9+Hh4VRVVYkHXK/X89JLL+Hh4YFKpcJisZCWlib81OYSflRUgq9fv47VahWrLS8vL0pKSnjzzTcdBrH5tIsqcDVoK5krxWV6JonQ19eXpqYmwasZGxujpqbGZQu4EuyEh4dTUVEhyidGoxGdTkeZfxmbRx1XYUqt/Q9BSEiIEGhrbW0lPT0ds9n8xAlqZgbGZrOJDExERARqtZro6GjeeustxsfHqa6uprKyktraWie+TFhYGB0dHRw/fpzVq1cTHx+Pu7s7mzZtQpZlkbX4+OOPhVFxYmIimzdvdijbXbp0CY1GQ3Z2NgkJCYyPjzM6OorJZBI8g/lienoaHx8f1Gq1y7JcbW2tQyniSZ1As/GDH/wAjUbjUOZzxSOaHXwMDg6i0Wh48OABS5YsQa1W09vbS1RUFK2trXOWHFyhrq7OgUzrSnhzZqaptbV1zmfNVTAH3/BuXJX/4uPjaWhowGg0kpOTw4ULF1izZg0HDx7kpZdeoq2tDTc3tz9AEuAbtLa2YjKZMBgMIpOzc+dOtFot7e3tLFmyhI6ODpqamnjzzUWPPOCcuVUqlQqz2czbb7+N1Wrlr/7qrxyeKw8PD7Zv387HH38M2IMMg8HAb3/7W6cgvaenhw8//JCCggKnjJJi6rpmzRpOnTrF9u3bCQ0N5dixYxw4cID29nZUKhVffPEFXV1d5Ofni3vw9ddfExUVxZYtW4R/5Mx3eaa57Ux4eXmJcldsbCzr168nMDBw3qTomaivr+fIkSMMDAwIysTU1BS1tbUcPnyYH/3oRy7Hl127dgltpbi4OBYvdpQ6CQoKoqqqig0bNjhYlhw+fJj9+/dTUVGBzWbDy8uL2tpazp49S2pqKhs3bqSsrIx79+4RGRnJjh07APv4+aTSrp+fnwgsP/74Ywch0lu3bpGSkkJoaOhjM2rNzc3CE/C7jPmE0XFAL/CuJEnZwG3gp0ASkPeohDYF/I0syzdnHbsHe7bpSfhvwOlH5TsDoJgQhQOtM/Zre7TNHxiSZdk6a7sTJEn6PvB9wCnt+G3Azc0NlUol6vyhoaGcPXtW/Luvry99fX1ER0fT39/PCy+88FQpyz179jA6Osrk5CRtbW1ER0cLd+iZvJMnpYufhKmpKYKCgpBlmcnJSfHyK6USRe3by8uLxYsXk5OT45LgWFNTg16vx83NjfLycgoLC7lw4QJZWVlMWiYxaU2keDuuXBsbG5/aeHQ2lMxVTEwMtbW15OfnU15eztGjRx/rhD4TKpWK+Pj4R9wUO9Fcua4Gg4Hc3Fxyc3NFOUvJzgwODuLn58eZM2eAb5S1S0tL8fT05OWXX2bCNsGy5fay3OjoKI2NjRQXF7vslhsZGaGlpYUTJ04wPDwsRCTd3NwYGBigs7NTKEU/ruwwODjo1PXjKihUfsd8+UZgD0oVzSzluhw6dIg7d+447BceHu7UodbZ2YlGo8FsNhMZGYmHhwd37twRZPTExMQ5/btmY7b45ezJYmhoSIhZAkJWYzZCQ0OdJtzJyUkmJiYeu8LW6XSkpKTQ2NjIggULqKyspKWlheXLl/Puu+8SGRlJYWGhcKj/faBYiig8pEuXLrF06VKCgoKorKxk0aJFxMTEcOHCBRYtWsSLL77I0BCcPq2fk1vV1tbG9PQ0ZrOZL774ggMHDjj8e0ZGBpmZduX6nTt34uPjw+TkJKdOnRLkZAXV1dX09PTwwx/+0CFzq1Kp8PX1JSUlhfv379Pc3MzmzZuZmJhApVIhyzKffvop7u7uvPHGG2g0GgYGBrhz5w5r165FkiSCgoJcLgCVxelsflVISIgo7+/bt29e8hGzMTk5yYkTJ0SG2tvbWxjL+vj40NPTQ2dnpygdzoavr6/gLC5ZssTlZyQmJtLS0kJBQQHFxcXs37+fpKQkwUsymUwUFRUxNTVFYWEhbm5uHD16lJGREQoLC0VWKCUl5Yn+mwoCAgIYGxujsLCQqqoqIS0yNTXFb3/7W7Kzs9mzZ8+cx6tUKj755JPvvBr3fIIkDZAL/ESW5euSJP078PePtvsCy4DFwOeSJMXJj3LtkiQtBSZkWX4wj8/YC7wny/J/lyRpOfCBJEkZuFJSs2ed5truvFGWfwP8BmDRokVPJ1r0e0Dx0VIi/8nJSYfgJSwsjM7OTpKSkkRJ4WkwU0lZ6ZhRTCx1Op0ILp4mkzQbZrOZ6elpwsPDsVgsWCwW8RIkJCQ48KNGRkY4e/YsUVFRTsrRPT099Pf3s3TpUkwmE2q1Gr1eT09PD+vWraNtuo3Q0VC8/B0ni9+31DYTERER1NbWkpKSwvXr19HpdNy/f99lJ43ChXncAKp0X7nCzHLWtm3buHfvHpIkieyhp6en6AJLT09namqKo7qjEA6Bw4FkTWSRmPpNKba9vZ0bN27Q19dHZGSk0LzKyMgQopIVFRXU1tYSFhZGVlYWoaGhdHd3YzKZsFgshISEOHGVXNkxzMTMoHDjxo0MDg6KrFBLS8tjj3dFjnZ1H7VaLS0tLQ4LFkmS6OrqwtPTU0hV1NXVsXz5cmw2G1NTU/PWZlHKnQpml46e5H7u6vco5OzZpc7HITY2lurqaoeyW1RUFC0tLTQ0NBAXF4fBYHjqjrf6+nokSUKv11NcXIxer2fXrl1C8mDx4sVMTvaj1/vxxhsLMZm++R2zuVVKU8mxY8fEswr2a3jnzh0SEhIYGxsTYqb5+fmCWzgyMoKPj48oxU1MTKBWq0lJSaG1tZW8vDyXk7VSFty6dSvV1dVERUXh7u7Ohx9+yI4dO9i7dy9ubm7IskxJSQkLFixg/fr1olv2cZOxp6eny7JbQUEBixcv/r0CpPLyco4dOyay9FlZWeTm5nL79m3Ky8tZtmwZ69at48iRI5SWlpKRkeG0EAGcskezoYhvJiUlcf/+fSoqKoRdkclkEsH54sWLuXfvHvfv3yclJYVdu3ZhNpsZHh4mNzf3qX6bYq599OhRl+LE9+/fJyMjg/T09Mee44MPPmD//v1P9dl/SphPkNQGtMmyrLieHsIeJLUBhx8FRTckSbIBAdizTgAvMqPU9gS8DmwCeEQId390rjZgzYz9IoDzQB/gI0mS5lE2KYJvSnT/S6EEPtPT03h6ejoJjgUHB1NeXk52dvYfFMiAfYWjCAICvPTSS/T09HD+/HmhNjw7CPviiy8wm81CR8nDwwOj0Uh2drbDecGeBh4bG3MoU4WFhTl1wbm7u+Pm5uZSpwXsXKWOjg6ioqJobm5GkuyE0a88viLD5Ewun+9ENhcUU8/+/n56enpEOdNsNrvsvjt79iw3b94kNjZWdJvNLHtardan6uRQzETBXlqanp4WatlRUVH2P+fY9+317uWstz3T6D7lTlZXFolhieyI2+F0XlmW0Wg0QoVb0VNpaWnh8OHDwoPL3d2dsbExhoaGMJlMGI1GwsLCnipzMTw8THBwsGh1flxZDhyDkd/97ndCSHA2mpqahBeUJElMTU2h1+vFhDk2NoZWqyUoKIiBgQHCwsJccpwU24Xk5GSRrejo6HAoG4SGhjr95vk+W0qZRxFAfdryWG9vr2jxzs7O5vz58xQUFPDZZ59RUlLC97//ffr6+uZ93vHxcRoaGvD29qauro4bN26wevVqEfwvWrToEa/tLP/+70P89rfPMDRkIz6+dU7tm4cPH/LJJ66H6OPHj4vOzP3796PX6wkPD2dwcJAjR47Q29vLX//1XwsLncuXL7Nz505CQ0OfKHcQFBRET08PCxcupKqqipSUFMLDw9Hr9ahUKvr6+qiurmbDhg2APRs0387GsbExkXFS8LSGyGBf/H355ZdiDPPy8hLZrMOHD9vH9Szw9vPGz8+P7Oxs7t27x5EjR/iLv/iLp/osBREREVRVVfHss8+i1WpFEHvt2jW2b99Odna2GL+ff/55/Pz8aGlpIT09fU7xydbW1sfasfj4+BAZGenyvVCr1U/0AwR7UK3cx+8inhgkybLcJUlSqyRJybIsVwPrgAqgHjsv6LwkSUmADnvwgiRJKuAF7Fym+aDl0XnfkyQpFXDHHmyVAP8iSZLyhG8E/kGWZVmSpHPA89g73PYDX87zs75VzMwkGY1GB54Q2FOciv3C49Rm54OxsTEMBgOXLl1i7969FBUVsWbNGnbv3k1nZye/+MUv+C//5b+g1Wr57LPPGBkZobW11WnVYDAYSE1NFQORIrjm4+PD4OCgQ5Dk7e3tVELJyspCkiQnkqBCAPby8uLChQvk5OSIl2naNk2vdy8p444vlqLx8odAyciEhITQ1NREdna2IJe6qtVXVVUxPT1NXV0ddXV1HD9+nMDAQNLS0khOTsZqtTI5OUlSUhIajYahoSFBuHQFvV4vShDJyckOZSsfHx/utNyxvy2zYFAZiPKMwtPqyaBqkMbJRsIt4QR62Eucw8PD1NfX09/fT1paGqGhoRiNRlJTU4XcgVqtpqysjNu3b5ORkUFCQgJ6vZ62tjZRNlVW70+DubhalZWVmM1mIiIisFgsmEwmJ16QgsLCQpqbmx0UvZuamvDw8KCxsZFNmzaJLEV0dDQdHR0EBwe7nABqa2s5dOgQkiQRGRlJcnKyS1mMmTCbzQ4Zk7ng7e0tMnOKUv2TMD4+jsFgYGpqivHxcaEQPzg4yMKFC/noo49obGxk1apVlJaWcvz4cZ599llx3ONQUVEhFMq/+OILQkND2blzJ+Xl5URHRwsNL51Ox1/9VQo63W2effYB7767DF/fLsD1JKmQun/5y186eTYq3mqrV68mMDAQWZb5+uuvOXPmjOCZnTx5kmeffZacnBzCw8PFb35cgKSU9UwmE25ubty8eZPExETWrl0rxDmDg4OFararrIwrTE1NcfLkSW7evElUVBQ/+MEPfu/Oq+vXr1NSUiIWAoqq/p07dygvL0f2kuF7QAIEdQTRWG83YG5ubqaxsZEbN27MWVZ7HBQrHY1GQ1dXF1evXmXnzp1s3ryZ7u5ugoKCSExMJDc3l9HRUdra2li1apXL3zk4OEhRURHNzc289dZbj7UMWrNmDXV1dQ4NDyEhIezevfuxi0MlwxoQEMDBgwf5+7//+++kGvd8qf0/AT561NnWALwKjAPvSJL0ADAD++Vvlnz52LNPDiOSJEm/wE621kuS1Ab8Vpbl/wb8DPhPSZL+GnvZ7MCjcw1IkvR/AQrX6f9USNzA/wF8KknSPwN3gf/vKX/7twJ3d/c5gySj0YjNZhNGnfOtHbvC+Pg4VqsVm80m0tO9vb0cPHiQwMBANm/ezJ49e7h7967oFjKbzQQGBtLf3+9AqB0fH+fy5cv4+fmh0+mEeabBYKCqqgqz2YwkSahUKiFINxMxMTEAwqdK6URpbW0lISHBQUvmzJkzbN26lR5TDwaTgQifCIdz/aFZJLBnrjo7O4mOjubevXusXLmS+/fvExQU5LSi7OrqElmfmejt7eXChQtcuHBB2Muo1WpiYmKwWCy0tLQQHh7OmjVrHNLRbW1taLVaESQFBgYK7Sqls6lB5zxRp02kkT+aT5+mj4O+B+nXOWbrIjojyFBnkJmdiU6jY2JigtraWuEbFx4eLgaorKws4e2ldKtFR0eTnp5OcHAwPT09mEwmpqenCQwMdCoh2Ww2fH19HXyzZmYjZpbltm7dKrKD7e3tHDp0yGWAFBISwooVK1ixYgV6fTnJyXbz5nv3pkQ5NywsDLPZTGtrK1FRUXR3d2M2m10GKUopT5Zl0c4/G7NXtnV1dXN6Hs6EwWBgaGhoXlkeJbMyNDTE+vXrSUlJcbiesbGx1NTUOJTdYmJiaGpqoru7G0mSRBPHbCjK3V5eXlRUVFBZWcmaNWuYmJigoqKChQsXMjExwddff83GjRsJCAigt7cVuEN4eA9LltRz40Y8BsMgZ86cITw8nBUrVjh8hr+/P9u3b+ezzz5zunY7duzAy8uL7u5uioqKnHTLamtrxcRuNBofq6dmMploa2tDo9Fw48YN7t69y/79+x1MdBsbG8V4MTEx8VQc0pKSEm7etE8TLS0tXL161em3Pgl9fX0isAB7+W7t2rWoVCqOHDnC8MiwnViyHvsixwZ6tZ6K4Qo6OzspKCjgyJEjnDp1ShhPzwc2m42Ojg5sNhsjIyNUVFSQl5cn7rVGo6G0tJS9e/eSm5tLeXm5sMRxhWvXrnHq1Ckxxh86dIgf/ehHcwavkiSxe/duioqKWLduHdXV1axbt+6xwe7Y2BhWq9XhHfnNb37Dj370o3n95j8lzCtIetTC78rW3WX/nyzL57FzlWZv/zvg71xsrwBWznGud4B3XGxvAJ4+XP+fACVI0mq1DkGSr68vg4ODBAUFOa3cwL6SuHr1qjAk9fDwEP+fzV84evQoXl5eDkGSgt7eXt5//30WLlxIWFgYvr6+hISEiFWKJEmMjY3x4YcfimNcKSfrdDra29vR6XRIkkR4eDg2m80pO6bYbZjNZlGKUxRj09LS6O/vJyIigp6eHuEbdlF9keTxZCRPx1XQH4OP5O3tzYMHD/D29iYyMlIoxq5evdpp38e53CtQru309DT19fVie3t7u9OkOzAwgJubGyaTCS8vL6H3A/bMxsTEBLYYR25P0mQS+aP5XDdc567xrsvv0BbaRhv2ScprwIuc0RyiY6NJSUkR8gGK/YskSbi5ueHr68vKlStZtWoVw8PD1NXVcfr0aQwGA9nZ2URFRTE+Ps7w8LBDWW5oaIjMzIl5WxYomZCYmBj+5m/+hu7ubkH+VpS/laxOSEgzzzxzAUkCWb7N5csbePiwRpSm/P396e3tFRwvZQJxc3PDz89PrJpnc49mw2g0CmFRBfO516tWrWLjxo1PbA1XMitnz54Vk9Gnn37Kzp07WbTIcaiMjIykp6eHrKwszp07x4YNG+js7OTw4cO8+eabDAwMOGRMbDYbZWVlwui0qKiIxMREtmzZwp07d8jIyCAiIkL4B7700kvi2JnilzZbOJKkoqOjg7t379Le3s7SpUudJr/s7GwuXrxIZ2cnRqORbdu2ERkZKTLdv/nNbxzGK5VKxYoVK9iwYYMIzO12Sq7b8JUgemRkhGPHjmGz2di3b59ogrh69aro3rx//z7d3d0888wz9Pf3z5sDtn79esrKysT3PH36NGlpafPq/rTZbFy4cIFz586J9zkrK4sFCxZw7949ysrKkP1le2pgRtwW8shbsXNlJ52/6iQ2NpYFCxZw+/ZtvvzyS4cAcC5MTEzQ3d0N2Dv4ampqWLRoEVarFU9PT959913eeOMNXn75ZYaHh/H29mblypVzlg9NJhPnz5/HbDaj0Wjw8PCgq6uL0tJSUb50BW9vb7Zt20ZgYKBLJXUFsizT3d1NYGCg03M0MjLCpUuXXAqK/injz4rb3wKUIEmj0Tisqo1GI6Ojo/j7+7vs3hodHeXUqVNznlen0wke0fDwMEuWLBFBkitSrSL+N9e5Hgdl9d7X10dAQACSJAme00woGh5KScRmszExMUFzczMFBQUAXLlyRfCRlNb86qBq9o7sdTjXbI2b3wfKSlSv19PU1CQMHsG1GvgfkrlSqVRO5pdKYAn2gXZyclIMvBEREXR0ddhXo48QNxlHwUgBtw235wyQZmPEb4SBmAFap1tp72snozODhMAEvNy9hHyAIrMQFRWFXq/H09OTBQsWsHDhQuEtV1RUhMlkIjMz06ks19Y2yMSECpvN8FjLApvN5jQRKVymNWvWCKkEJSvg5VWHJMHYmBcwgFrtzoMHD0hJSaGzs5PAwEDc3Nyor68nJSUFtVotjJSVd8ZkMj3RosSVxtGTAvDt27ezbJnT2s4JHR0dHDlyhK6uLvLy8rh586bgX508eZLU1FSHEpqHhweSJLF48WI++OAD6urqyMvL48yZM1y8eNEheG9tbWV4eBhfX1/u3btHZ2cnGzdupLOzk7q6OlasWMHg4CA3btxg06ZNLkv2CkF7eHiYgYEWoRGkGJ16enri5ubGkiVL6Ovr4/Dhw3R2dpKTk0NhYaHIcCtBz9atWzl06JA4f1xcHFu2bBF/VzKOXV1hVFZ+04Y/Pj5OV1cXarWar7/+mocPH7Jy5UphEXP9+nWio6NZtmwZ4+PjmEwmgoODuXbtGp2dnfj7++Pr6zuvzimFG3Xw4EGAObv0ZqO1tVXcS/gme6Q0cgQEBrDjlR1IXhJN7k3csd2BR19n+ehyRlWj9val9XD+/HleeOEFmpqaqKysFDpVrmCz2WhtbUWSJLq7uzlx4gQBAQHs3r2b/v5+PvvsM1588UWH73/ixAkhcuvt7e3yuri5ufHcc89x7tw5du3axfDwsBDtTE9Pf2zZTTEJnstMXFFnf1wJ7vz584/lSP0p4rvbt/e/GIqR7EwYjUbBQXCVSZopeOYKShdDV1cXk5OTIgibnUkCe6t1YWGhk9XEzHM9DkoGBuyTklJum/05qampDnVolUqFXq/n0KFDFBUVoVKpqKqqEvpImZmZDJuGUaMm0dfRnb2mpsZlqeZpkJqaysDAgChp+Pv7U1FRgcFgcErfj42NOQjhPS2io6MdpBaGh4cd+EhRUVEiYAI7N6u6vxoeXa5gczAbRjZQ5lHGTeNs9YzHIz8wn62hWzF7mLkTd4dLYZeQVBKl+lKs/lZycnNISUnBarXy8OFDqqqqxPOl1+tJTU3llVde4Xvf+x5+fn6cPXuWX//615w+fZr+/n5aWoL47/99K7/+9RIOH07nwQPXK3JF42guKFIJSqakpSUAsFsh3LoVhc1mJSEhgaSkJGRZxmq1Eh0djclkwmazERkZSWRkJIGBgYJHpdVq2b9//5xqyeDMR2ptbXXKgM6Eh4fHE3kkVquV8+fP88tf/hJJkvjxj3/Mxo0bHcqtivHvbERFRWE2m9m2bRs3btwgMDCQuLg4KioqRHnpxo0bwoOtqKgIT09PVq1axZ07d4iIiCA9PZ1bt27h5ubGmjVrHstpvHbtGv/2b/+Gu7u7Q5ns66+/5uTJkxw/fpwTJ07wP/7H/6CpqYnnn3+e3bt3O1AA/P39GR8fJzc3l8jISHQ6Hc8++yyvvfaa2EcxZc7OvsUzzxwjJqYbq9VKY2Mj/f39DAwM8N5779Ha2srrr79OZmYmIyMjfPzxxyQlJYnM0+DgIMeOHSM0NJT4+HiKi4tRq9UOmdsnYcGCBSQmfjOmKAbMszmUYM/aHz9+nF/96lciQEpLS2PXrl20tLTw5ZdfMmWZIi4hDpuPDYvKQu54Lm/0vkHCZAK5Y7kEWYM46XPSfsLFMB4wzpUrV1i3bp3w8HM1zg8PD9PS0oLVauXkyZOcPHmSZcuWsXHjRq5fv87p06fJzMwUHW9FRUX09fWxZcsW4aE3c1yZjeTkZN58800CAwPF4nl6enrOUrgCRbB29ne22Wx0d3djNBqdOphnQ6PR8J//+Z+P3edPDX/OJH0LkGUZnU7H2NiYwwRiNBrp6urCzc3NZSbJ1Qv1OIyOjhIZGekyk5SVlSU4IFNTU1RXVwtlYbBnXFQq1Zxli+DgYDGpzpQwmI2QkBAn4mlLSwsmk4kVK1YwNjaGj48PVquV4eFhwsPDqZaqiR6Jxj3IkTz8xyi1BQUFUV5eLojokiRRV1dHbm6uE8HxD+U/zc5MtbW1CYkDsAdFpaWlAGIF12r8JihbO7KWbm03V7yuPPVn/7L+l3hqvpkkMyYzGFYPU+dTR52PnTMWNBVElpRFvCEed7Xds6q+vh6TyUR4eDje3t7odDri4uJITEzEYrGI0kxxcQd5ed6kp+dw924UWq0eq7XBoSyntBA/DQYHkzh92o/g4Ha++sqN0dEh0tLS0Ol0eHl5MTo6ip+fHzabzeF9UDoWwV7mvHr1KvHx8S55HxqNxmGyhCffa6W0Nff3HkSr1RIREcHGjRvJy8tDkiSOHz/uZCj99ddf4+/v7xSUKyXn9PR0SktL2bRpE/n5+UxPT9PV1SWyKFNTU6JFXpZlVq9eTWdnJ7W1tWzdulV0tCp8oJlQMkNNTU3Exsbi5ubG4sU1eHhoUamWc+nSJRGMfv311+K46upq0UJutVpRqVRoNBpGR0cxGAxs3bqVY8eOObWyBwfbTZkVk1SDYZg7d+z8sDNnzlBXV8eWLVuIiopClmW++uorfH192bt3L5OTk3h5eYlMW3l5OZWVlaxdu5b33nuPixc6zloHAAAgAElEQVQvsnbt2qfSlNqxY4cQbgR756parRaBNti5VAqPDOwB8tq1a/Hw8ODLL79kcHSQ1XtWo3XX8on/J4xpHgXXNsgfzWf9iF3Gr1nXTLg5HH+rP01uTVi3W6n5VQ1xcXEsWrSIGzduUFxczPPPP28/3GajubkZtVpNQ0MDZ86cISoqij179tDW1sann36Kj48P+/fvR+em47LlMis0K0Qm75VXXiEzM5Pi4mJ27tzJ6OjoE5t/EhISRIaoq6uLc+fOsX79eqf9+vv78fDwIDQ0VPhSKiVS+32ef3enzWbj0KFD4nf/qePPQdK3BJ1O59QKqxC5lRLCbDwpkzQbFRUV5ObmkpOT4yT8N3Ml7e7uTnZ2NuHh4SJIWrJkCT09PXMGSb6+vqL9UxlwZmcMfH19UavVTsRa5ZyRkZE0NjaKUpter8fd3Z37fvdZM7rG6TNnGwE/LXx9fdFqtZhMJpqbm0lPTxcD4R+71AautYGUzjyFT6OsUlNTU+3X81HiI8gchM+0Dx/7fPx7f/6o9Zv23DBzGDUejveyx72HM+52QUu9RU/OSA6xMbF4qj2xWq20t7czPj5OQECAuJfh4eFER0cL2YKvvnpAff0FNBoNGRkZJCYmirLc1NQUsizj7e09r245ZbLr6IikosITtXqAyclO0bateBr29/cLgvxs2Gw2ioqK6Orq4sED1xJsiihhamoqycnJeHp6PvFe9/X1OflkgaMD+vDwMCEhIaLEXFdXJzo4Z6Kzs5OrV686BUkeHh5MT0+zbNky4eM3MTHBhx9+yPPPPy86D93c3Lhx4wbLly9HpVJx7do1li5d6mBZ5Obm5uAFZ7PZuHTpEmfPnhWBa37+Ijw8JnntNTM+Pv6cPZsueI+zUV5ejtVqRa/X09LSQk5ODmvXrsXX15fu7m6ioqJcknLtyt230etH+OyzBVRXh9DV1capU6cIDg7m+9//PiqViu7ubkpLSyksLMRoNDIxMUFqauqjUl01Fy+GCMuS2NhYNm/ezLFjx8jMzBT8vvnA19eXDRs2UFxcLLZNT09TVFTEK6+8QnFxsYMPXWxsLPn5+VRUVHD79m1sETZ4GWJtsTz0ePhNgASggoveF9FN64i3xBNsCSbUEopaVqNGjVky0/dyH+3l7WRkZNDU1MSdO3fIycnBx8eH8fFxzGYzJ06cYGRkhIKCAkJDQzl//jwdHR3CUqTd3E5JUAkvDr4I0/bnJjExkbt377J8+XLeeecdamtriY+PF93Uc0GSJId5ZXYFwWQyMTw87CCZoNxzWZYfW1qrq6sjNjbWqVJhtVq5cuWKEDX9U8efg6RvCVqt1ilIUtS4wTUnaHJykqCgIGJjYx/xCQYYGBiYc7U+NTUlOkqOHj0qtgcGBrpsnVUGdKV9XVGEdgWDweDED5q9as3OzhZluNmfo9Pp0Ov13L9/n/Xr13P9+nX7gGc1MaGbIMXTMWhRNEH+EGRlZTE+Pk5UVBTl5eUUFBRQXl6OWq12yixYrVanLr2nQUBAgMM1tlqtGAwGMQCnpKQ4BK6hoaG0treK9oTVI6vp0fQwonHU0fp9oLPp8JA9KPcon3OfCe0EV/yvcIUraGwaUkdTSVYnE0ooEhKDg4MMDQ3h7e2Nv78/NpsNb29v1q1bx/r16+nv76eqqoqioiJsNhvR0dHCm07plrNarXM+e4Cw0QH7ABsUFIS3tzejo6PU1tYSERGB2WwWxG1XytbHjh1zUMyejaVLl+Lp6UlZWRmHDx8G7KXnJ1msWCwWDh06xIsvviie88HBQXQ6Hf7+/iIgUbKRx44dcxlsaDQannnmmTk7q+Li4qiuriYmJobTp0+zYsUKQkNDqampYeHChfT09DA9Pc3q1atpbm7GZDKxa9culyVzxYpjYmKCw4cP09HhKBXn6XmW1NQc3NxiUavtvLKNGzdy9+5dl5nsmcT2c+fOkZmZSUBAgAheXan4d3RE8v77G2hp0WC1ypw8WUx7ezu7du0Sz9GRI0dISEhg7969jI2N4evrS3R0tCjVgUxmpsS//EshGzdupLi4mF27dhEbG8vx48fZt2+fEOCcD1asWEFZWZlDKX1oaIhf/OIXIvDWarWsXLmSsLAwTp06Rfdgt12p71HF1a3bjUY31/zICkMF8UPxvBf0nthmsBpImUohSh1FTm4OWrWWjRs3cvjwYcbHx4U34eXLl4mPj2fz5s3U19fz2WefERkZyf79+1FpVBQbimkNamXPwB7Usj3w6h3oZenSpfzud78jJSWFrVu38uWXX4py/uN0kCRJwtPTk4mJCV577TUHC5Hu7m78/PxcvmfKs+UKExMTHD9+nHv37rF27VoHQnh/fz96vZ7AwEA+/PDD74Qa95+DpG8BimaQsjKbCYXTM5vsarVa6e3txc/Pj+TkZHQ6HWq1WgzK09PTQodmYmJCGMQqGkavvPIKn332GVNTU4yOjnL48GHS0tIcvKuUIGm2wKEruLu7OwUtGo3GgZMUHR3tVGobGBgQQnFmsxmLxYKPjw+dnZ3k5+fTbmnHb8KPAJ8A8Z1qa2uFzcEfgqioKNra2oiLi2NoaMjuDVdWJsoOM9HQ0PBEXtbjMDsz1djYiJubm8hYBAcHO3AhjEYjlYOVoAE/ix/+0/58/v+zd97BUaXnmv91Uke1ckJCQgFJCGVACIacQWSYDGOYcdi6W17furW3dv/Y2vJW7e5/u+Xrsu/dtT14kmfujGBgSCJHk0GAJIQkFFEOLbXU3ercvX+0zzdqqSXw+HLXt2oe11QZqYP69Dnfeb/nfd7nif5K/D7MF0aMO4ZIbyQ+mQ+HzME449iUNsbl4zOqBwvHC3HJXMG73hngkXuojailNqIWfJDmTCNfns/siNmoFCphIBoeHo5cLheL5ZIlS8SkXHt7O5cvX2Z8fJyIiAgxLTc+Pk5bWxt2ux2DwUBycrK4wU9km/x+Py6XS9hSXL16FYVCQUREBFFRUTgcjpCj//X19WIwIhRsNhuZmZns3r1bnOOTp9rCw8OJjY2lvb096Hzu7OzE5/NhMpkICwsT06gymSyo3fD06dMpifIQYE5ff/31Gb19LBaLOBcjIiJ4+PAh69atw2Kx0N7eTmZmJi6Xi1u3bvGDH+Qyb56d/v6eaScLZTIZv/nNb6acy0VFReTnl7J16zmkkIKnT7UcOnTohZE/CoWC1atXC/GtlN84uUjy+Xy0tLSgVmtE+yg3N5cf//jHQOCaePDgAVu2bBGs2cQ8vMmtusWLTfh8c6ipqRFj6IcOHeLOnTuUl5cLK5MXQSaTsXv3bn71q18RHh7Ozp07SUxM5Be/+IUIjC0rK8NoNNLe3o450hzIfJgku1P5Q3v+uGVTGU6b0sYDwwMeGB5AP2g+0bBr+y7279+PxWLh888/x+v1smnTJiIiIjh79iwjIyNs3bqVxMRE/Pi5pb9FZ3gn24a3Ee4N5/OYz3nH9A7NCc1EjkSydetWTp06xeuvv05mZiZVVVXs3LnzhW23rKysoPzNmQxSpbavNCE72dahrq6O48ePC33ftWvXKCgoICoqagojpVAo+Pjjjzl48OC0f9u/BXxfJL0CSIK7ySeY3+8X+p7J6n+JoofgNlBYWBgpKSnCDiA8PBy9Xk9CQgJhYWF88skn+Hw+9u7dy759+zhz5gxdXV3cv3+f+/fvExYWJsappZ1Vbm7uCw0blUrllJ3pxN2sNF46+UYm3ZAyMzPp6+sThYvETFxRX2GefZ5YkB49ejRt2+TPgVKpRK/Xi976/PnzRSRMqFbby4yDz4TJrzk+Pi7ExgaDIWj0Pz09HZ/Px0D0ABqvhg3mDbhxs21kG2H+MBQEjqsfPx6ZB5lfhhw5sj/9T/qdDx8OuYOusC5qtDXCSynbnk1XWLCHzUtDDh3aDjq0AW+YaEc0Re4iZqtno1KphJ9XWFgYTqeTtrY2FAoFOTk5FBUVMTAwQF9fH48fP+b27dvs3LmT6Oho/H4/Pp+P7u5ucc4nJCTQ09PD+Pi40IcMDw9jNptJTk7G6/XS399PSkpKSB2c3+9n586dpKen8+zZM+rr6zGbzQwMDBAXF0dnZyd1dXXU1dUhl8vJy8sjOzubVatWsWbNGhEOWlhYSEVFBTabjbt37wr7i6KiItRqtbg5TB5pt9lsHD9+XLSsJSiVStatWyd0SqEgHQu/309LSwtDQ0MidsJqtdLV1UVNTQ0ZGRkMDw/zt3+7hI0bT/AiCwYpnFcmkxEbG4vL5WLHjh1/YjLh3DkNcXFdNDRoqaoyvXBQITU1ld27d09hFyayaRC4mUrF1rFjxzCbzbz77rvo9XrByi1YsIC9e/cyNjZGbGzslLVCatUZDIHQ3QcPOmlvt7Jp0yYOHTpEWloamzdv5tSpU8ybNw+n0zllmnQ6xMfHs2vXLvLz8wVrv2HDBo4fP05paSmNjY2M2kdZumwpB9MP8tz/nCueK4wrA62pEcUIJbYSutRTr6vC8UIcsukLTXWMmvUV6zEajXg8Hs6cOUNycjKLFy/myZMnnDt3jvnz57Njxw7sfjuVUZVku7JZPL4YnU9HkjuJq0lXeS3uNSxmC3PkczhlOcUbiW8QExMTpNtqbm4WETfTMTaShk6v14vx/cmP9Xq9XLx4kWvXrvHWW2+Rn58v9JXx8fHYbDaOHTsm1rSJz3v48CFr1qwJyUj19vZSV1c3rafTvwV8XyS9AsjlcpFAP7FF5Xa7RaExucduMBhYuXIldrsdu92OzWbDbrcTGxvL229/OyrvcDg4deoUra2tlJeXB3m0VFRUUFFRIeIezGYzPT09DA0N0d3dzerVq4mNjSU6Oppz585N+/dLHhwTp4GkSAxp5y2d9JPbhlLxERUVxe3bt8nNzaWjo4OcnBx8Ph+lvlLSdQFhjs/nmzaB/c/F/PnzRbunvb2dkpKSF7psf1dotVrmzJkTZLb47JlOCM+l0X/pu8nNzcXv9/PD7B+iHApccmPyMZo1zQwqBzGpTIzJx6awRfv794MMdH4dt/W3sSgspLhSSHWlkuPIwYOHYfkwRl8g4uUvwUbzRlQ+FTW6Gi7PvgyA2qemcLCQTFcmYYQRFhZGZmYmMpmMgYEBmpubMRqNuN1u9u7dK5hPl8slikZJtK/VagUjJfl0QWCXK7lmQ0D8PtnfSIJMJhPfZUFBgRiv7uvrIzExUUSnNDY28uzZM1EwAbz33nvimpMKXL1eH3TjTk9Px2Kx4HK50Ol0QQVSTU0NJ06cEKP+arWaJUuW0NLSwp49e2YMvbVarQwNDeHxeDh9+jR2u51t27bh9/txOBwcOXKEd955h6KiItxuN3FxccTH9zCRZZlowWAymYTBodQyXr9+PUuWLBEMgIT6+nCUygIMBgOrVvmoq6sL2a4MCwtj/fr1LF26dNpCLyoqCqvVSk9PDxqNhqamJq5cucLSpUspLCwEEMG1UotwfHycuXPnhsxNm+jp1N+fjEql4/LlX7Fv3z7WrVvH6dOn2b17N2lpaZw8eZJ33333hTEbEGDrvF7vlCyz8vJyampquHr1Kps2beKrY1/xif4T0tXpvGZ5jfdM79Gt6qZeW4/cLyfRnchs52w61d8WlgmuBLKcWVwxXgn53oX9hZT7yvGGe/F4PFRXV7N582bsdjvHjx/H7Xbz5ptvYoww8jDsIXejA6L/W6pbzLPPo9BRSLuxnffy3kOGjMv6yyRbkhktHEU2KGPVqlVCt7Vp0yZOnjzJ+++/P2PbTZqCHh8fD8ke9fT0cPjwYXFeTDyX4+PjMZlMtLa2TimQ9Ho9O3bsmLEAkslkHD16lJycnH+zbtzfF0mvAGFhYXg8npBFklRUTNYZRUVFsXHjxhe+tkajwefzER4ePkXYKokVY2NjycjIICkpiby8PMEIOJ1OLBYLFy9enJK/NhGzZs0KKZqdyIplZ2dPEes6HA46OjrIyMjA7/fT1dXFunXruH79Ohs2bMDlcvHanNeCHp+fn09jY+OM49kvg7lz5wpX74SEBMLDw7ly5Qrx8fFTWpu9vb1TIiz+3PdKSekWegqz+QG3b28To/9SpIaE+Ph4rDYrj5IDeqXl1uV8HvP5Cw04wmRh3NHfweg1ssS2hGpdNdcirgEg98mZ55hHuaUcHz72mPcwJh+jTdPGY+1jsSN+Gch9ctKd6YwoRtg8uhn/qJ8B1QB12jruxd3jnvwe+CBnLIc8Sx5xyrg/3cjj8fv9JCQkCA3e2bNnhWMxIJjM5cuXYzKZsFgstLS00NbWxpYtW2hra2NwcJBVq1Yhk8lE4T9ROzGd87f4+/+0K54cndLR0UFDQwMNDQ2o1Wru3LmDVqsVtgEmk0mwt4mJiaIVJFlHQKDAOXbsWJBAOysriz179rxwHHoie9Te3s65c+dYvHgxxcXFDA0Ncfz4cd5++23eeecdFAoFNpuNL774goMHD3L+fDglJTLBsgRYF6iurubIkSNTrDhu3bpFeXm5uCYnCs6lokcul7Nnzx7+6Z/+KahdKbUnX5Rv1t7eLjLFKisr8fl8fPDBB6hUKqGLWrZsGdu3b8dsNgvvLZPJNKVI8vl8yOXyoNDdmJhAGO25c+eoqKigrq6OZ8+esX79eg4dOsTDhw8pKSnB5XIxZ07/lHPC5/MJ5mM6VmX37t388pe/pLGxkeWLl3PuxDna9rXRpmkjxZnCcstyMb3mwkWFuQKzwoxJaSLCG0GkJ5JhxTCN2uBJXJ1Lx7bebUSGRVJdXU11dTUHDhxg4cKF3L59m7q6OhYuXEjpglJG/CN8Gvtp0DUaRhhWmZUofxRDniHqRuuoNlfTrepmn38fefY8vDIvLpdLsGuSbkuKh7FarVPYOrfbzfDw8JTiaGRkhKtXr2IwGLh69WrQIJFUeEkwGAwUFhbS1NQkCqWCggK2b9/+wkgd+NYW4G/+5m9e+Ni/RnxfJL0CSEnmE4siCEwShIWFBbXdvgvGx8eJjo6e9jWGhob+ovyz2NjYKfogv98f5JMUFRU15QJpbGzE6/WSl5fH8PAwSUlJmM1m7HY7cXFxU3YSUoI5BBiEhoYGGhsbZ/QAmYy1a9fy5MkToqOjefDggaD7fT4f27ZtQybz4PU2oFB4MZkSiYyM/BeZapuop7h7NwZwiUJPyqqDbw1Ajzw+gjXbyhtDb9Cj6nkph7Jx+TiLbIuojK5kSDXE6rHVRHuiORN1Bp/cx5ByCBUqjkQdQY6cgvECcuw5FI0X4ZQ56Q7rpkZXQ1/Y9EJngDx7Hh48fBn7ZaAYcuYwf3w+a8bWsJa1DCmHqNfW89T4lMbIRuRP5bwf/j5ms1lE2UBg8KC0tFQ4LCuVShQKBYmJiTidTqqrq0lISCAjI4OVK1eiUChQKpX09vYil8tFjMry5cvx+XwoFIogce90badQrspyuZz09HTS09NZvXo1g4OD5OTkkJKSIm6gE1kVnU4nCpfu7m5+9rOfYTQaOXToUBDzsm7dOmGSOhOsViuDg4P4fD7Onj3L2NiYaEdJxoobNmwQx+mzzz5j9erVFBYWcv78eTZv3swXX2wgL88UVAikpKSgUqmmaJCsVisnT57k9ddfZ3h4GI1GE5I1SE5OZvny5eL8jIuL44MPPpjxs3R0dAjdS01NDbdu3WLTpk1icunGjRuMjY3x5ptvAoEbs8QsAcJFPS4uDofDwcmTJ7HZbCGT45ctW0ZdXR2dnZ1s3ryZ3//+9xw8eJBNmzZx+vRpsrOz6e9v4cc/vsTEc+LJk0CLW5rGGh8fx2w2TzFPjI2NZfXq1Vy6dCmg7WnJpOVRCxRDl7qLL9RfsM68jjRXGp/GforRa6TcWk60JxqrwopJbSLbmY3BYxAawOKeYhbLFjPmGOMPlX8QflJSuoJcLuett9/CaDRyw3CDOkOwvKDUWspC20Iccgd1mjoWjS+iq6aLxohGcYfOc+QxqBrkxvMb7Jm9B4PBQFNTk9Bttba24vP5REgwBKaFw8PDp5wHk2NLJkOa2pQ2DWq1mv7+fnp7e1+KPQqF0dFR7ty5EzSh+W8F3xdJrwBqtZrx8fGQTJK0E/tLTBPtdjs6ne6FAszvionj/xKkdhsEmCaZTCZCKqWfS622hIQE7t+/LwwkY2NjUSqVJCcnT/ueKSkppKSkCBGrlDjf3Nw87cWs0WhE6KPf7yc3N5fm5mZSUlLo6+tjaOgiH3ywmJaWZEZGjMhkdkwm71801Sbpcfr7B5H0FE1NxYyOBqanMjMz8fv9gkkqKCjA5XJhTbai9CmJ9kZzzXjtpd7ry+gv2T2ym7dNb/OHmD9wJOoIe0b2MH98Pk90T1g/up4eVQ+DYQGBfX9YIN5A49VQNF5EhjODnSM78eJlSDlEo7aRBk0DPvmkWBRHNoOqP4n05dCobQzslH2Q7kynwF7AMssyVlpW4pK5cGgdKJVKoqOjRcutr6+P3NxcEhIS+Hf/7t8B35rTSbYMubm5JCUlUVNTQ1NTE2VlZYJBlbx7pOK8u7sbt9uNUjmKw6HA49GFdP42m80vjJ6QbDfKy8uDhhUm2l+0trbyv//3/xb/lmIlNm3axEcffQQECt6kpKQZ38vn8wnzxu7ubs6cOcPChQupqKjAZDJx+PBh4uLieP/991EoFOh0OoaHh9myZQtVVVXs3buXY8eO0dXVhceTiN1eFsSKxMfH81//63/l0qVLXL9+PYjxffr0Kc+ePQua5PT7/VPaZ9LGYmhoiOTkZNGuDPVZqqurhX7siy++wGg0irH+kZERvvnmG9avX09ycjIjIyPk5OSEtIMwGo3U1dVx4sQJsbZUV1dPaYnJZDL27NnDr3/9a37wgx+wZs0aIVCePXs2p06d4q233qS6OpHsbBt6/Sg6XQNRUcETVv/n//wfVCoVf/u3fztFErBy5Upqa2u5dOkSmzdvpud4D/YsO/yJhEl1pfJQ9xCPPNDOPh11Ouj5cUNxbDNv47jhONv6txERFsG9e/d49OgRpaWl5Ofnc+fOHZ4+fcqOHTsoLy9nTD7Gx7Ef41B8u2ZHuaPYat6K1qelWl/NfUMg47FJ28R283b2mfbxzzH/jA8fkd5IruqvMrhgkKYH3xZHE3VbUttNClEP5ZwtbQReBKkgldb2hIQEli5dSnFx8XfOHD179iz5+fkvxT79NUHx85///P/33/Cvht/85jc/lyYvXiX++Mc/YrPZqK2tJTs7W1CUSUlJyGQyEhMT8Xg8L51wPRnXrl0jOzsbq9X6ZznSviwWLlxIX19fUGhoaWkpY2NjhIeHc+vWLSEglwJIpVHf8PBwCgsLOXv2LEuXLqW6uprCwkIRgCnFqMwEtVrNrFmzKCwsZPny5aSnp6PVaoVOS4LH46Guro7Y2FgxDXj//n1KSkq4f/8+K1cOc+DAOHl5JlavrsFsTmBgQDujHutFmDNnDosXL8ZiiWBgIImBgTCePEnk0qWbjI6OsnTpUrxer2jPLFu2DLPZzLPMZyz0LiTGE8N14/WXei+/zE+9rp65jrnk2/O5bbiNAgVltjJcuMh0ZfJ1zNd4ZMGtW4/cQ7e6mzpdHfd197EpbcR6Ysm157JofBHZ9mwMPgPDimHccjfLLct5YHiASTWpBSsDs8pMo7aRakM1LWEtJNmTiFYGhg7q6uowGAxERUURHR0tbqjNzc2Eh4cTFhbG2NgYer2eL7/8kpSUFJqamlCr1cyfP5/bt29z+fJlxsbGSElJwefzid1rVVUVOp0OjyeWW7dyqauLZ2hIg8k0G6fz26Jo4tTOdBgZGREeXVJ+IQSm2aZjLYeGhlCpVDx69Ijh4WEyMjI4cODAjKGrNptNBJWePXuWhoYG9uzZQ2pqKjdv3uTatWusW7eOsrIyPB4P6enp6PV6kadosVjo7u5m4cKFnD59WvifTR7ykMlkZGRkoFQqgwr+1atXU1payujoKBqNhp6eHj7++GOMRmPQDVMul5OcnEx+fj4rVqwQ8oCJ7fTBwUE6OzuJjIzk/v37XLp0iS1btlBSUgIEsh4HBgbYvn27MB7Mzc2d1n1dqVTS398fFJPU1tZGaWnplPVAr9eTmJhIdHQ0RqORJ0+eoFarKS0t5fbt26SmaujvL6C8vAalUkZj4zIslkDr0+12c+3aNVpaWlCpVJSXl0/5m6QcymvXrqHRaMjOyKblQQvMB3yw2LaYa8ZrOOWhmfoWdQuLrYsptBfisDiorKzE4XCwZcsWlEolVVVV2O129r6xl6joKCwKCwYM1Gvrccld4INllmWssaxhRDFCZUxlkO5pXDFOrbaWQnshReNFyJChQMFZ41mQQ5uyjSJ3EUlJSVy/fp3FixcLzztJ+zNdLEhYWBiDg4NYLJYZjWClRIeYmBjx/UjT1C9av6eDQqGgurr6zw4e/tfAf/tv/6335z//+W9C/e7ftoHBXyn0ej0ymWwKk+RyuYR24y9hksbHxwkLCxMi0n9phBr/h2+1Hx6Ph4sXL+Lz+cRYsFwu54c//CFlZWUiekWpVDI0NMTs2bNFcWg0GrHb7QwMDAgx60xQKBRkZWWxdetW/uN//I/83d/9HVu2bCEjI0OI4JOSkmhtbUUul6NSqZDJZDQ1NTEykoEUgaFUytDpoqZM7P25mCgC7+mZTWVlFD6fXxSUCQkJtLa2isdERUXR8LwBoiHXkTut98pMOBp9FJ1PR8l4CXfD72KRW1hqW0q9ph6H/AVs4p+YoWPRx/htwm85GnWUAdUAOfYc3jO9xwcDHyBHjgXLjC+T4Epg58hO4vxxjI6OYrFYyMvLE07B3d3dLFq0CK/Xy9DQEBcvXqSqqkqwCm+++SapqalYLBbmzp3L119/LbRLzc3NKJVK6urqcDgcKBQKSktLefr0Kb/97SGePPkSi6WLe/eSqa2V09raSlNTE8PDwy/clUqFeXh4OGNjY0EL/I4dO/jJT37C8uXLQ25YamtrGTlBjp0AACAASURBVBsbY8eOHfzwhz+c9sYj6Z9MJhO9vb0cOnSI+Ph43n33XdxuN5988gmjo6McPHiQlJQU9Ho9c+fOFddTRESEcKhvaWnB5/Mxb948Ll68SFhY2LT6uWXLlgW1k65evYrJZKK2tpazZ8/yj//4j/T29gYiNiaxzqmpqWJSTCpmJTx9+lQI7z/99FOcTicffPABcXFx9PT08Mknn1BcXMyaNWswm82kpqZOGw8DgcLl4cOHFBQUBF0/drudY8eOhXzOvHnzxHeyZcsWzp8/j9/vZ/369Rw5ch2Hw8X//b+ruHBhZxCz+NFHHwkncYvFQn19/RSjXQgw10uXLuXevXtERUWR6cyEepjlnoUfP6PK0MfcMG5gd9du8AfajEeOHKGoqIjNmzdTXV1NVVUVixYt4s0338RmtPFx/Md8EfsFI8oR3hx+k0RnIu+Z3mOefR6XjJc4GnM0UDhNgkfu4bOYz3DJXChR4sT57d06Ac70niE1NVUUyuvXr6evr4+2tjZGRkamtchQKpW88847Qdl70+HixYv86le/Ev+Worame+2ZIE2uulyukGHqf834vt32CmAwGKYtkiYyKhN/bjab0Wg0aLXaF04B2O12EXsyERkZGcJjJkDXB3yaJG+ll42QUCqV0+6wJU1SeHg4SqUyaBefkJDA2NgY7e3tpKWl8fz5c9RqNVqtNijNWwrphcDFYzKZ8Hg8GAyGF970YmNjWbZsGcuWLcPhcNDc3IxarWZ0dJSuri7y8/PFTcXnW8i5c+FBAs+GhqsvdQymw+TRf7/fz8jICBAojiXTOPi2LdmiaiHcE47Op+Ou/u6U13wRXHIXddo6SsdLeWh4yPGo47xjeodx2Z/n0A6BltzktlyaPY1tY9vwj/kZVg7zTP2MJ7oneOQe1D41K0ZXkOnMDGQ4DfQTERHB/fv3KSwspKioSAwHmEwmRkdHiY2NJTMzk9jYWORyOUNDQ5hMJnJycli9ejVXr16d0kL1+/0MDg7i8Xiw2Wx4PB7KyspYtmwZz54944svHjA6egmNRkNxcTEZGRlYrVa8Xi9dXV1otVpSUlKmmC7abDah+3E4HEFia5lMRlpammhZDA0N8fTpU/r7+yksLGTu3LmMjIzMGNZps9no7+9HJpNx8eJFBgYGeOuttwgPD+fmzZs8efKETZs2kZqaitPpJDMzM6SoODs7m2fPnrF161bOnz/Prl27OHLkCN3d3SIRfuLzJPPV3bt380//9E94vQFR7y9/+csp1/nY2JiYFJsOkoWCw+FAq9Vy48YN2tra2L17NwaDAa/Xy4kTJ4iNjWX//v04nU68Xi/Z2dkzMgstLS0cPXqU4eFhOjo6aG9vR61WCz3li4JgU1JS6OzsZMWKFZw5c4bt27cza9YsvvnmNHv27OHRIzUTBwuXL18eZIJ7+PBh4uPj+elPfzrl3Fi/fj319fVcvnw50HY71UNaUtq04/1l7WWUqEsYsY3w8RcfEx0dzRtvvEF/fz9ffvklsbGxvP/B+8hVcs5HnGcgfACnJ/A5D0cd5m3T2+ww72BAOcDnMZ/jkc+8HvvkPj6P+ZwfDv6QMMJIt6fTpg18tt6FvbQ9bmPjxo18+OGHvP/++2zcuJGzZ89y8ODBF5pMLliwgNra2mkTFyDQIp283kkawpmkExJsNhtPnz4lKysLpVIptFG3b9+muLh42iDdvzZ8XyS9AkijxqGKJCmuZCJ6enr4zW++ZfokDyKNRsOPfvSjoEJEioJQKBRBuz+ARYsWUVRUBMBXX31FRESEmJi7fv06VVVVL/zbQ43/h4Lktj1x4ens7BQu2ytWrBCLn+RGHQoKhSKogJJ2fwkJCaSmps7o1qrRaIiNjWVsbIykpCSeP3/O0qVLefLkicjv6ulRiZ3mq3DZNhgMwjSysLAQh8MhbgD5+fmB7ygDFlsXY5VbsSm/G/t323CbQnshSc4ketW93DHcYYl1CU26JizKmVmg6eBQOLgTfoc74XfAB1nOLObZ57FwfCFLbEvw4EGJEp/Ph8UaeA+r1cqZM2cICwsjOzubuLg40UaRRr6lc8dgMLBv3z66u7tJTU0VmWAT27gQGL0fGxtj3bp1GAwGMTEnuc2npqZSXFyM2+2mv7+f+vp6bt++jVwuZ/78+eTk5KDVaunq6hIRDLNnz8ZgMGC328VN/EXRKbGxsSxfvjzoZ9HR0UH+QBImprgPDg5y6tQpioqKWL9+PSMjI3z88cckJCRw8OBBZDIZBoNhxlYdBPRGYWFhzJ49m0ePHrFq1Sqqqqo4ePAg7e3twnF6dHQUuVwubjorV64UGYETC6SJpptdXV0hs96kz9LW1oZKpWJ0dJSTJ0+ycOFC9u/fDwSYvps3b7Jt2zYiIyMxmUwUFRWhUCimZfOcTienT5/m3r1vg5u7u7v50Y9+RG9vL5WVlQAi1X46yOVyoqKiyMvLo66ujra2NuGj9OzZMzIyMsSkHAQ2MQUFBUFeVgMDA1y9enWK4F6lUrFr1y4+/PBDGhoaWLFgBdpBLebYYKdpo8XItuFt6MP03Lhxg6amJsrLy0lLS+PatWt0d3ezcdNGZqfM5rn6Oecjz7MyYSUH4g7wh+d/IDs8G41cQ6Wvkg9MH9CgbXhhgfTtAQAZMrqV3Wwc20idu44/Gv8ISjifcJ6D/oOsW7cuqIA8e/YsW7duFYz+dNi1axe/+MUvQg4ALVmyhE2bNgWdL/39/cTExJCcnMzQ0NCMcpG6ujq++eYbbDYbBw8eDPqOlUolH374If/pP/2nae0m/prwfZH0CiDtVqVeuLRYSUWSxCS1tLQQHh4+ZZLM4/FgsViwWCzU1NRgNBrR6/VotVpxQisUiim28RN3dNHR0UE74JedppP0UpMhncwSk5Senj5FwDc8PExERISIV+nq6mLx4sUh7QRsNhudnZ1ilyFBo9FQVVWFy+USmUW5ublkZ2eHFAza7Xa6urpITU3l4cOHqNVqYco3+YbwL+2y3dLSglarFQtyenp6EAM3a9YsGpsaYRmkWdN4pHvEd4VP7uN6+HVGFQGWrEZfQ7Yjmx0jO/gs7rPv/LoCcmjWNtOsDRSRUe4oSvtLme2bzYhphMjISK5fv05bWxsFBQWUlpZSX1+P0WgMarfIZDK8Xi9jY2P4fD7Gx8e5desWt27dIjk5mW3btpGfn09tbS0+n4/c3FwWLFjAuXPn0Gq1bNiwgfHxccFAmkwmampqGBoaEtlx69atQyaTYTabaW1t5cSJEzidTtLT08nPzxcFlhQ4LA0ZvGz+12RER0cHuT2Pj4+LibyrV6/S3d3N66+/jtFo5Pbt29TW1rJ582Zmz56N0+kU8SsvQkREBP39/SxdupRPPvlEBA9LoaRmsxmn0ymKI8kaISEhi/r6ejGFJ5lbpqamcujQIVatWsU772SSlPRgio2C2WwWvkuXLl1ieHiY/fv3C7H9sWPHyMjIYP/+/dhsNtEKnXhsJheRjY2NHDt2TDC6SqWStWvXsmLFCtF2b2lpobi4WOTgzQRpWnXr1q189tlnHDx4kPXr13P+/HnS0tJobW0Nep3t27fT3NwctK5OZ2+QmZnJggULuH//Pnv37kWv0fPE+gT+tHQuaVlCoa4Qk8XE4ROHSUxM5M0336Sjo4Mvv/yS9PR0Dr5/EL/ST3RRNONh4/xN2N+QoA58R++lvSfeqyaqhmZrM4uti3mqe0kzWx8oUHA54jLx7ng2jG1gTDFGjb4GX4qPczfPUZFVIQpIiVnq6OgQcojpNpoRERFs3rw5qOUZGxvL7t27gzLXpNbrxCm5iIiIkA7o4+PjHD9+XNihQKANPLkQ9vv9VFZW8sYbb7zccfj/iO+LpFcA6cTRarXCBsDhcIgiye124/V6+fDDD4Oet3PnTqqqqoIKmpMnT055femkn6xVmFgkTU56ftnIj7i4uBc+Vi6Xh2yNqdVq+vr6xHSZx+MhMjIyJB0vORcvWLBATMRkZWXR1NQkChm73U5NTQ01NTXIZDK2bNlCVlYWWq0Wo9EoxsR7enqIjIwkOzsbu92Ow+F4JS7bk00pbTabmMqS8vAuXrwojoVGo2FgcIAURQoqv4qHuod/0fs/0QWbuR2POs6BwQO8NvYaN4w3/qLXngi9Xc+S50sw+o245C7sdjvnzp1DrVazY8cO/H4/bW1tlJSUiDau2+3m8ePHNDQ0kJKSIny6tFotu3bt4tSpQKaX3W6nsLCQBQsWIJPJsNlsdHR00NfXx65du/B6vcIpXaFQEB8fz86dO4XWqb6+nqdPnwrhcUFBAQsWLMBut9Pd3c3du3eFq3BZWZlo6z5//lws6unp6dMKjENBqVQyNjaGTqcT9gYjIyOcPHmS+fPns2/fPsxmM59++ikJCQnCY0Zij8xmc8gps1CQ2m4VFRVcvnyZ7du3U1lZSW9vL263WxSjE60RiopkmEyv8Z//81ESExN56623xC7/gw8+YMkS+RQbha6uZFpbWwkLC2NgYICqqirWr18v2JZHjx7x9OlTEUhrMpkoLi4OecONjo4W2W4ejyeoQIIAsz7ZpLKioiLkdyCtkRAojqQx+qioKDo7OykvLw/yUTp37hxbt24NmnLU6/VUVFRw+PBh8boXL17k0aNHHDhwYMr3UFFRQWNjI5cvX2bHjh30XO8hQh3BNvs2dFod165do62tjeXLlxMfH8/FixcZHh5m+87txEbH4k/0MztvNnK5nFymrjsSdibv5FeWX5HVn0XueC4NuhdbkUR7A9WaTWmjTdnGPe89lliX0Kpuxaq00rmwk876b+0SPvjgAzZs2PDSbbeysjJqa2tpbW1l2bJlrFu3TmwupRZ4dHT0lGKosbGRR48esW/fPvGzoaEhbt68GVQgSYxUKDx79oyWlpYgT7S/RnxfJL0C6HQ6/H4/Wq1WiLUnFkk2my0k9R8XF8fs2bNf2BKSdqWTBXQztRN0Oh2xsbE4HA4RjBsKocb/IcAQ+P3+ICsAp9Mp3tNisWAwGLh58yZz5swROVRAyFaF5LT94MEDHjx4IFzFZ0p2z8rKErsZu93O0NAQXq+X8PBwnj9/TlZWlhi/fhUu22lpaUE/0+l0QVEvkjgRAq03l8tFxpwMdFYdQ8qhKaP3fylcchdXjFdYM7aGBk2DiCn5zvBDzkAOSxxLGBkfQR2p5saNG7S0tFBYWEhJSQn19fXk5OSQkJCAw+EIOs45OTm43W7q6+t59OgRFy9eJDo6mk2bNvHee+9RWVlJc3MzeXl5/Pa3vwUCkQnd3d2kpKSQkJBAc3MzycnJVPmrGBgcgBagHXLSc8jNzWXp0qUsX75caN+uXbuGTCajsLCQOXPmiEJL8gmz2Wx8/fXXFBUViQy/zs5OrFar0CTNlHslQafTCYH5tWvX6OjoYPfu3URERHD79m2hPUpJSSE6epCsrHj6+gI3uMjIyCkRJxB6PB++bbslJCRQW1vLypUrOXXqFAcPHqSjo4P09PQpuWcFBW5ef/11srKygjYvKSkpREXdCHqsy9VNe7sbmUxGVVUVcrmc999/H7lcjtVq5ejRoxQVFfHWW2+JrLnJo/oTMTHbTalUsmvXLmGbAAGGWSpsJGi12mkZqLi4OLZs2UJUVJT4vVwuJyIigsLCQp48eUJHRwebN2/m0KFDPH/+nFmzZmE0GkURV1payuPHj8U6IxXf4+PjUzZ3Go2G7du38/nnn1NTU8Nrxa8R4YtgyDLEVye+IjU1lTfffJOmpia++uorioqK2LZ9G26Vm7gFcWgNU4N/Q8GoNFIUU0SLuYVyS/lLFUmzXLNw8y0TX22oJsuRxY6RHfwh7g8QBlURVbyveJ9Vq1aJVltiYqI45i9qu+3evRur1RpUTEn5bpPX7snRPDdu3GDRokWYzWbi4+PZuHEjDQ0Nwrh0JkG/XC7n17/+Nf/rf/2vv+q22/dF0iuAXq8XVOdEHYBUJI2MjIRcmMfHx0lOThZFkk6nIyYmZkreUmRkZMjpuPv37xMZGUlpaam4KDo6Opg1axZr165l7dq14rG/+93vgqawJISHhwc5JkuQy+V4PB4RTOrz+RgdHRVTbM3NzURHR9PW1sbKlSv/NIK/EofDMWX32dHRETRto1AomDt3Ll6vd9pCJjIyMugmI+1ah4aGSE1N5caNG5SWlnL+/HkSExOntDd6enr+Ipft7OzsoM8htXKkXVNOTk7QRGBGRga9vb2BwsHj5qLx4nd+75nQpG0i157LNvM2Por96DvPq+rcOla2ryTCG4FT5sTpdPLVV1+hVqsFk9PR0UFpaSkWi4WYmJiQ57BKpaKoqIiioiLGx8epq6vj+vXrlJSU8MYbb3Dnzh3kcjnvvfceZrOZ2NhYNBoNSUlJ9Pf3M2/ePFpNrQxkDUAGsBjwQmNXI42tjfAA4txxFBUUMXfuXFGM9vT0cO3aNXp6esjJySEnJ4eYmBhUKhU7duwQNzjJZiA7O5vY2FjRlpNuCKH8gqTswbGxMU6cOEFubi779+8X7FFiYiIHDhxAofBz4MBVUlNHAVmQ8WVsbKxwRJYMFSVPoMmIiIhgYGCA5cuX88knn5CZmUl6errQ1QTE4sG5Z/39yRQVTWUMFAoF7e0xLFokQ6Ox8tlnC2ltnUVXVzsmk4k1a9YIpvePf/wjvb297NmzB41Gw/DwMMXFxSFvYG63mwsXLjBv3jzmzJkTZBiZnZ1NSUkJDx9+y5zevHmTvLw84uPjxdokRV7odDpOnDjBo0eP0Ov1LFq0KOT3EBkZyejoKNu2bePzzz/n4MGDrF27ljNnzvD+++8H6bYgwMz/wz/8AwaDgZ/97GczDsTk5+ezaNEiES7e1NTE3bt3Wbt2LeHh4VRVVeF2u3nr7bfQ6XXcMdyhJL/kpQskgGM9x7g7fJdlsmWoUbNqdBVXIq7M+Jx0ezoqVEFs8TfR3/CDwR+In/nSfVz64yU25G6gtraWjo4Oodt6/vz5C9tuUVFRoh3p9/sZGBggJiZmirVGbW0tx48fD5qq7urqYt68eaKYUqvVHDhwgKioqBcOIDU1NXH06FHy8vL44Q9/OONj/3/i+yLpFUCn0wk/oFBFksvlCkk1S5NBEubOncuCBQs4dOhQ0OOMRmPIIkmKWDh//rxo95hMJn76059OMcGbTqOk0WiCDPcmYiL7dPXqVVasWMH//J//k7lz55KZmcnw8DDx8fHY7XYsFktIx1+Yyuikpqai0WhoaGiY9u8KxQzJZDLa29spLi4mKioKj8fD4OAgq1evfuF7/rmY3L4bGBgQIlZAJNlLiIyM5PHjxxQXF2Mym2hWf3fB+ItwOvI0BwYPsGZsDZciL/15T/bD3IG5vOZ4jRHrCJooDTdu3KC5uZmioiKKi4upr68nNzdX5KMlJSW9NPtSVlZGWVkZvb299PX1sWTJEux2u3CElsvlxMfH43K5iIiIoKOrg+TEZH40+COeq59zy3CLMeUYpBH4bzUMOga50HYB6kHTqaEwtZCMjAwqKirw+/2YTCaampo4efIksbGxFBcXU1xczKJFixgbG6O5uZmTJ0/icrlISUkhPz9feMA0NTVht9sxGo0kJCTQ29uLUqnkxo0btLa2snPnTiIjI7l79y61tbVs2bKFWbNm4XQ62bXLRGrqaMi8NYVCwdOnTzEYDHzzzTdi6KKgoCBkaGtkZCRms5mKigouXbpERUUFX331Ff39/bjdbrTa9KDcs1BxLRJstvn86lcuRkYi8Xi8DA31i6k+KYfv5MmTvPbaayxbtozh4WGioqKIiYkJWSB1dnZSWVkp2p//4T/8B1QqFZGRkTgcDjQaDdu2baO5uVmw0n6/nw8//JCUlBR+8pOfiNfVaDT8+te/Znh4OMDQbNs2o1nhggVyHj7Us337Qi5cuMDmzZupq6vj4sWLbNy4UTiDQ+Dm/+6775KcnDzjDdvrDRjMLliwgN7eXu7cucOWLVtIS0ujrq6Os2fPsmLFCnJzcxlQDlAZXUmaMY149fR5faEQrgwnzZFGviOfR7pHFI8X06fqm5FRSvQm8lT9lAJ7Ac/Vz+lUd+KUO7lkvMS6sXU0aZoYDBukdWErvU29VFRUCN2WJOh+UbabBKvVisfjmXbdrqmpCSqQIiIi2Lt3LxaLJYgVnSnHEL7NH5U8s/7+7/9esF9/jfi+SHoFmK5Ikv6/pLeYjM7OThYtWiT+LblzT4bBYJhRgCw5HUsndKg23HRu3dKI50RIz5fabRBgVkwmEw6Hg9raWsrKynj48CFpaWm0t7eLnUSoE3/lypUkJibS0NDAs2fPRAEyXasNphYpNpsNuVwu7A4mMjmh9Eh/SZEkuWxPhFKpFMWkNOovBdymp6fj9/uJjIzEarXSq+x9pY5kHrmH8xHn2Ty6mQZnAz3ql/OC0rq1rGhdQYwsBqfficvlEuzRrl27cLvddHV1CYPC5ORkMWgw3aTUdEhKShLnrFQ83rlzh1WrVolz8eTJk5iXmSEOCuwFFIwX8I7pHaxyK3XauoDwXQ5ogHmB/xw4uGu+y92Wu1ALWWSRl5nH4sWLee2117Db7bS2tnL48GFUKhUlJSXk5+dTWloqzFgvX76M0+kkPDyc4uJi0tLSUCgU9Pf3o1KpuHDhAnq9nv379zM2NsZnn31GUlISBw8exOfzYTQaiYyMZHBQw2R2BwKbn6NHj4Yctz569Cg/+9nPxDXmdDoZGxsjLi6OsLAw1Go1sbGxNDQ0sHz5ck6dOsWBAwfo7OxELk+bUhxNzrnzer20tLSg0cSITZpkQyKTybhy5Qo2m413330XhULB0NAQJSUlyGQyRkdHQ7YEpUIUAu7W58+fZ8uWLWI6TqPRoNFo2LlzJ59++ql4njQR2NbWJhgfvV7PihUrCA8PD9oIhQo6lnRYcXFpnD9fwtDQ53R2drJlyxZ+//vf09vbKyZpJdZkpsk5COQ4SuvxqVOnsFgsrFy5UvgB9fT08IMDP0ARpuBCxAW6Dd1sS9pGaeT07cdQeGp5Su1ALTtHd9KgaeB2+G28Mi8rLSsDIdchWuUpzhQUKLhuvI5qTMVG80Y+ivsIj9xDs7ZZMMiHYg+BBk6pT3FQfZAlS5aIArK2tlbE3IQSWkuQdHzScZPYzoni+p07d5KZmcnp06fxeDyMjo5y8eJFNmzYELKdHAoSezSR1Tebzfz0pz8VE49/bfjeTPIVQK/X4/V6RZEkCRF9Pp+YcgtVJNXW1qJUKoVB3NjYWMgbkV6v/7Oy30IJp0P1iiV6dbK1gNFoFIulXq9n586dJCYmikU/IiIClUpFTU2N8EcqKioSWXWTIQWRvv322/yX//JfKC8vx+fzTavFCgsLC6LRIZD8brFYmD17Ns+fPycmJoaGhgYMBsOUHZPFYhFape+CtLS0oELTYrFgNBpF4VVQUBB0zObPn8/IyAi5ubl4PB7qVfVTXvNfGh2aDtrD2tk8uhm57wWXtR+yerN4o/sNNOMawsLCePDgAWfOnCEnJ4cdO3bQ1dVFTEwM6enpWK1WCgoKxA5dq9UyMjLC8PBwyMnF6ZCWlsbQ0BCLFy/m1q1bFBcX4/F4sFqtWK1WzGozLADkUKuv5fO4z/ks5jP6VH0stC3kJ4M/YdvwNuJck/xVIgk873Vo3tvM8cTjVHZWYncGxv/T09N5++232bFjBxqNhitXrvDll1/S29tLbm4uBw8eZP/+/RQWFtLW1iamUe/evcuzZ89Yu3Yt5eXl3L9/n8rKStatW8e6deuEa7a0kZFS7R8/Xihabffu3eMf/uEfpvWjGR0dFcHUUpEv+cdIJpMrVqygpqaG6OhoUlJSuHr1KjKZTNgdSJCKiKKi+2zYcBy7/SldXV1oNBr8fj/9/f10dHSg1+vp7e3lo48+IjMzkx07dgg3/dLSUlEUSdN2k7/j1NTUINfkGzduCElAbGys+Bzz5s0LynCLi4vjxz/+cdC13NvbS0lJSVCBJE0+PX78OOh9JR3W/PnDxMSMkZ+/jaqqKhQKBWvWrOHUqVPIZLIp8oRQcDqdPHv2DLfbTWNjIx999BFxcXHs3LmT1tZWvvzyS7Q6Ldu3b6fP0Meh+EM0a5sxKA0URhS+8PUluHwu/rnzn/m07VM2Dm5kVDEqWmz3DPfoVnWz07wTpW8qX1E0XsSwYhif3McF4wXcMjdbzVvF709HnkaGjE2jAWG0J8fD3Y675OXlYTabRQHZ0dFBZ2cn/f39UzbdFouFsbExwepWV1dz+fJlfvGLX1BdXc3XX38t7jV6vZ7y8vIg2YZk9yG1k6eDw+HgyJEjfPTRRyFlD4cPH+abb755yaP6r4vvi6RXAJ1OF1QkTfZK8nq9IYskySBu1apVQGBkXaFQTGGCQuW26XQ6li5dGtL47h//8R/56quvgn4Wql0SExMTkrmSJskeP35Mc3MzcXFxeL1eMS2Wn5+P3+9n//79REVF4ff7SU1NfSlXcckl22w28/d///e8//77vPbaa0GfIysrK+Tx6ujoICUlRewEGxsbpzA+gGB4vismt/paWlqEqzcEmKSJ8TCS67ZUrI3Jg4vOV4UzEWfw4xeLZihoXVo2NG6gzFKG0+HE7XaL1snu3btJTk6mp6eH0tJS7HY70dHRIipkIuLj4zl58iT/43/8D7744gvq6+tf6vsuKirC5XKRm5srLCzq6+tJTEwkJiwGJtX+VqWVC5EX+F3C77hovIjWp2XPyB4ODBxgiWXJ1JuLDBYZF/FWxltYDVY+ivmIT3yf8Lva33G/8T5qtZr169fz+uuvYzAYOHv2LJ9/HmAk8vLyqKioQCaTcejQIRQKBXPmzMHv9+NwOLBYLBw8eJCYmBgiIiKEa7ZGoxGt6J6e2Tx8WM7Tp0Z+//vfc/To0SnX6uSU+gcPHvDw4UPi4uKCNjSzZnXyxhsmZDI3mzZt4sqVKyxbtoz2V3JW0gAAIABJREFU9nYGBgaCgncB9Pperl2by29/u5z//t+3MjSkF/lrFy5cICkpieTkZPx+Py0tLfzgBz8QnjcLFiwIae4XHx/Phx9+KAxTJWzYsEFco36/n8OHD4vvXyruALZt20Z4eDgrV67kpz/9qRh+MJvN/P73v+fmzZtB66PX6+XChQsMDw9z8uTJoBtqgJkLOOjv338bCKekpISLFy+SnZ1NVFQU169fRyaTTcuUS2xWX18fDodDnLt79+4lMTGRw4cPMzY2xjvvvoNP5sMr81IVWSWGLrx+L2a3OeRrh4JKrmLYNczm0c2ofWqORB8J+v3JyJO4ZW52D081+kxyJQUyFAHkcCLqBInuROaNB9Yjn9zH6YjTzHHNId2eTowrhrLMMvx+v8gClArIqqoq/H6/sCjx+/309fWh1+uFNUZ7ezuHDx/m/PnzYtMnuetPxIoVK5g/fz4HDhwQBqUKhUJoViejqamJX/7yl0GRNBLS0tKExOTf//t/P2WD/teA77PbXgEUCgWVlZU4nYGbkMvlEq2ZvLw8ent7SUtLC3nStLW1sWjRIjQaDR0dHSIQcKKYuri4mNHR0SBn2fj4ePbt20dLS4uY7IFAW+itt94iNTU1KAi0vr5+CrsyZ84cEhMTgwSX0s/j4+O5ffs2eXl5REREYDabhXB61apVtLW14XQ60Wq15Ofno1AoGBwcxGAwiDHsmSDtZKOjo8nOzmbp0qUUFRURFRVFenp6UJ/b5QqMpT969Ijo6GjhRlxXV8e6deumLPYXL14MOiZ/LrZv3x5EU/f09IjcOIPBQGlpKWfPnsXj8RAREUFRURGPHj1i/vz5AZ2LsgmremZzzn8J7ErZxRXHFRbbFmNSmDCrghfzjO4MtoxuwWvxYjAYuH//Prdv3xYZXm1tbaSlpREVFYXVaqWwsHDGick5c+Zw48YN+vr6RDr84OAgSqWSqKiokHoWuVzO+Pg44eHh3L9/nzlz5tDd3U1YWBhFeUU8uvGI6aaoh1XDPNE9oUZXg86rI8eRwyLbIuY65hLrjkXhV7BxdCPpznRuGG5wNeIqXqUXosGX6aM/o596XT0Puh9g7bOSFJ5ESXEJQ0NDFBYWIpPJqK6uJiUlheLiYlJSUmhpaSEmJgalUklGRgZut5vMzMygc1qlUjE0NCQEyffu3eOzzz6bou1TKBSsXbuWN998E5fLFWSqKWW2fRsiHWCFEhN7yMnpo7GxgJ6eHuEHdeXKFYqLixkZGcFkMmGz2WhrC6erKwqLRYdK5aax8RzHj/+R0tJSioqKePbsGcePH6ewsJDMzEwGBweZNWvWjCPYMpmMhIQETp06JXLbpM+SlJQkjFTHx8fx+XxiQzMyMiIc6BcvXkxOTo4oDG/fvs1nn32G1+tl3759QfrMzz//nHv37uH3+3G73Tx69IiFCxeiUqlEXqLVGk5DQylms4HY2Fhu3bpFTEwMxcXFXLhwgTlz5uByuaZsGK1WqygSpCy9kpISysvLuXfvHvfu3WPdunUsWLCAFl0LhyMPU2ovRePX0KnuJFwZzt9l/x3hyhfr8STUjNbg7nKTN57HsahjU41fZfBM/YwyWxkGr4EOTWCdT3QlkufIoyqiCr8sUHjYFXbkfjlLbEuIdcfyXP2cUdUoBq+BMlsZeY48esJ6ODF0grLIMpxOJ42NjSxevJj29na6u7vJzMzE6XTi8/mmaM4iIyMZGBgIed5ObFtK06QTTYDhWz2r1JFwOBx88803PHz4kB07dgRNAyuVSioqKkTbu7e3F4vFwujoaNAU5L8WZspu+75IekWorKzE6/UKClLa9WVnZ9Pf3096enrIIkkykiwvL2fevHnixJYWIwiMt/b19QUVOXFxcZSWlnLv3r2gXZ9Wq2XHjh1BBZLD4eDrr7+eYgOQk5ODXq8PcquFQF9f+nlLSwtWq5WYmBjmzZtHWVmZ8FrRaDRi11pcXCw0Oc+ePaO9vV3oN0LdPGUy2ZTWnE6nIzU1lYiIiKCFtL29Ha/Xi81mw2w2k5mZSWNjI/39/ezatWsK65SUlITRaMTtdv/ZO5XY2NggetntdmO322lqahJ5ZUajUXyXZWVlGAwGLBYLaWlp+P1+muRNjKlf/Q5p0DnIsGwYo9vIgvEFVOuqQQZGu5FVzavI9mTjcXuEG7IUyqnVarFarYLdmTVr1gvdoUdGRqisrAzKxfJ4PPT29vLo0SNu374tctomf98RERF0dnaSmZlJfX09ixYt4ujRo4FzxhFJm7cNQnv/AeCVeXmuec5D/UN6VD3ofXpSnankOHPQ+DU4cKD2q9H4NIwqR4MDgMOABDClmqiPqGf+6HyyMrPo6emhsrKSxMREUlJSGB0d5auvvkImkzFnzhzBGKWmpoY8fzUaDc+fP+frr7/m5s2byOXyIGYtKSmJAwcOUFBQgEwmIz4+njt37gjm1ul0YrVaBWuXlfWUxMQerFYjERHj1NbGk5iYi0KhYPbs2RQVFQnn/Y6ODux2OyqVCrlcBVRz794pTKZktm/fjkKh4NixY3g8HjGpqFQq/2QPMMOB/tN3evfuXR4/fozBYAiKo5CKaanw6OzsJCcnR5jfDg4OotfrxfVoMpn4wx/+wJ07d8RIfnp6etDNNjIyMmhdlK7Z+fPnA2CxRNDXl4LFEoFWq8VsNpOWlsaJEycoLS0lPDycy5cvU1pais1mEyx4e3s7TqdTfM8qlYqKigocDgdnzpxBq9Wy9/W96KJ0nIw+Sa2+FuSBc610vJTHusc4/A6i5FEk618cyTE8MsyD+gfcGLnB2tG13NHfoUUbOozcLXczpBxiiW0JZoWZYdUwy8cCzu+1+uC1uFvdzYhihHmOeSyyLWKOYw5xnjjCCMOLlyPRR3AmOFHWK1k4fyFXr14lISGBoqIirly5QmJiImq1mvj4+JDncWZmJg8ePAhqsXZ2djIwMEBubm5IRn8ipCDyjo4OMfm5ePFi1Go11dXVjI6Okp2dzc6dOwkLC+P48eNBLPyDBw9Ys2bNFLuVV42ZiqTvhduvCH6/H5VKNaXdJhlJzuQL0dTUxPPnz1mzZo2o4KVpkdHR0T/tqoJ3JBOFnxMRSo9kt9tDGkZK48mTMVED5fP5aGhoEHqc9PR0Nm7cSGZmpvic8fHxKJVKPvroIwoKCsjIyCAx8f+x96bRTZ5pnvdPkrVYsizvNt73DS/EgMGxMfviBQiYIkUSKoTUVHVXdXdVd58zM+e8n+bDfJpPVd11urrmdGVPWEIwiw0G4rBDIGzG2Hjf9122LMmSpfeD8txYlgyku5h5Z978c3IOtrU+evTc131d/yUCp9PJo0ePBKdHipOQpNHesNAkToKkYouNjeXOnTvPddmWXk9YWBgbNmzAZDLR1NQkSOMv4nYtJoG3t7e7uWzHx8e7FatxcXH09PQQFhaGzWbDx8fHK9/gVWDMNEb+ZD5JjiSMCiMRExFkj2cTrYpmxDSCKkTFnTt3ePr0Ka+99hrZ2dk0NTWRkZGBTCZjdHRUxE28DJbK9wNXZ+HGjRssX77czb1XQlpaGj09Pfj6+mKxWNi+fbsgmD795in9Mf3wErzwUeUohhkDatTc092jXd1OiiWFqLkoVptW8/rM69ixM6WYYkA1QKumlUGfQUL7Qil3lqOQu0I7TSYT+/fvd/M9khQ3VquVwMBAzGazWwSGhKmpKWQyGQaDge7ubpYvX84bb7zBl19+SWtrK5s2bWL9+vXifo8ePRImsQujQx48eEBubi4hISFcvhzFlSuBmExq7HY5IEMmc6LX66mvrychIYEjR46wa9cuoqKiUKlUTE5Ocvz4cZxOJ+Xl+wkMDKSuro579+5RXl5OWFgYfX19pKWlYTabmZqaQqvVLmms2dXVxYkTJ0QX9ty5c6SlpbnZa5SUlNDU1MTk5CQOh4MTJ07w61//GoVCgb+/v/CJu3HjBhcvXvTgN508eZLf/va34joVGxvL2rVrhVIXXMaWK1as8KoCjI6OFvE033zzDVu3bhVF+tq1axkeHhaGp1VVVYyPjwvhyJUrV+jv76e0rJToqGiaNc3U+te6kVAe6R7xmuk1Nk1uwiF3EDYUxmTBJAFa92vShG2CKyNX2LlsJ/cn7/Og8wE7JncQSSR9qj4e+j3fbb9L08Uj2yM2GzczrBwm0hbp1XxW49AQZg/DgQMZMvTzejo1ndzT3mPP5B7eHn2bL0K+4Nu0b0mfSKekpERE26xfv57z589z6NChJdVuWq2W3bt38/nnn4vfOZ1OwWt7EWw2GzU1NQwMDLBjxw6xuZAMYysqKggNDaW+vl4EEUuQy+UUFRWJTfbLKGj/V+DHIukVYWGRtLA1/7KxGBaLherqajQaDZs3byY4OJjXX38dHx8fnE6nRyTJ6OgotbW1Hr//Ico2rVbrlXyn1WpdRZUc+CnQDDwFZhBKOIfDgclkoqGhgYKCAmw2Gzt37qSrq4tvvvmG4eFhkpOTyczMJDo6Gh8fHzo6OkS4bWZmpld1xOLXarfb0Wg0tLS0iBR0ySDTm6ptMXQ6HXl5eeTl5TE/P09HRweffvrpkp/LYj6S0WgUIyO5XI5er6empgZABP7W1dVRWlqK3W53GexZ/hd8zTrBp9qHvL159M/3ozKq2MxmVzEd/Iw4qVKp2Lt3rzDjzM3NZWRkhMTERJKSkl5apRIYGEhpaemSKe4SBgcHvRZJSqUSu91OamoqNTU1bN++HR8fHzo7OykpKuGD2g9wbH+++WayOZmNxo1Y5BaOBB8Rye1jymdKIZVDRZIliXhrPInWRLLMWS7jaaXrnJ2ZmUGpVJKRkYHVauXq1asoFAqhXJM8nBQKBQMDA4yOjorRr2RauXBX/u677wpRxJ49ezCbzeJ4mkwmKisrefLkCbm5uRQXF4vEdqlYcTqd378mFQYDJCaOA0GMjsYwNTXF1NQUg4ODKBQKtm3bhl6vR6VS0dPTQ3V1NatWrWLlypUYjUY+++wz4uPjOXToEGazmcnJSQoKCgDXdWhkZITR0VGvCtT79+9z4sQJt4XRarVy8uRJDh069Oz4fn8+STYlg4ODIkZFrVbT0tLCpUuX3MYsOp1OcI2mpqaorq5mz5494jG3b99OY2Oj27WssrKSN998k2XLlrl1nKWcy7Vr1/LRRx8xMjJCWVkZVVVVrF69GovFQkNDA9evXyclJYWtW7fS3NzM0aNHiYmJ4fD7h7H72Pkq8CuGVd6tTzrUHaRb0rFj55zhHL4jvpRElHCq/xRloWVMtE2gGdOQQQZfDH+BxqJhjWWNuP9ZvWdqgjfc0t8ici6SirEKlCip09RhsBsItYWyzLaMeGs8OocOi8xCt6qbe373xDkP8Hnw5/x07KfsHd/LkZAjnOs+x96ovURERIjPpL6+ntraWrZt2yZc0hdD8lRKSkpicnKSnTt3vlR8THNzM2fOnCEjI0N8n51OJ9XV1QQEBPDuu+9iMpn44osvPMjbYWFh7Nu3Tyga//SnP/GP//iPL3XcXjV+LJJeIXx8fNzUbYCbsk2r1XooVBZD8pSQ2o9dXV381V/9lcdJNjw8zNdff+1R7S9M/r5//z55eXluXKaF0Gg0HvJ/cBUWg4ODrhFIKhQsKyB3dS52px2Z07U4qFQqNBoNa9euRavV8uDBA3p7e4mLi2Pjxo0olUp6e3upq6ujt7dXcHdiYmLw9fVlenqajo4OZmdnRayFj4+PsMWXjmFnZ6erO+PjQ09PD9HR0ahUKsrLy0lOTva6018KCoWCwMDAJQukpVy2+/tdEvvMzEzBywKEmm1sbEz4NslkMnxe5dfMClyADHMGORtdqptwwhmeGUYfpBfnhdlsJi8vj6ysLJqbm8nIyMDpdDIxMcHKlSvFw4WFhXnt3nlDfn4+9fX1z3WIP3/+PCkpKW4jFbvdzvj4OKmpqTQ1NVFYWMjTp0/ZuHEjf/7znzl06BA7AndQ3VcNXiYbcoec0slSom3RPPF9wjW/a0tKUObkczRqG2nUNhLcGUy5rBylQimy47KyslCpVMKyQ8oXA9f3d25ujsHBQeRyOU6nU4xs5ufnRRr65OQkMplMjJP7+/tRKBRCRt7X1yfyGgsLC1m3bp24fWBgIC0tLdy7d4++vj7y8/PZtGmTOIdHR5/t9iWTyY0bNwrjxuHhYfr7+3nttdd455130Gq13L59m5aWFsrLywkMDKS/v5+cnBw312WVSiXsSLx1clNSUtBoNB4d5+bmZnEdkZCcnMzKlSvFmOzKlStkZmaKqA9prB8XF0dFRQUWi4U//vGPooN29+5dwZOSXtsbb7zh5to9OTnJv/7rvwJQWFjoxlsJDQ2ls7OTnTt3cubMGQ4dOsSBAwcYHx8nICBAjNa0Wi3V1dVMTExQUlpCVGQUTZomvvH/xuv5k2ZOo2C6ALVTzRxzTPpM0q3phmkYHxt3dSnb7ahkKp74PiHQHkjxWDE2mY0B5QC3dLfYOr2VzTOb+Trg5cxkTwae5P2R9wH4+ZjLYHGeeaxyK92qbu7r7rt8w7zALrdzJvAMB8YOYLAbGM4eputxF1u3buWDDz5g+fLllJWV8fHHH4tzOC4uzuN6GRUVRXBwsOCLvcgNW7ILGBoaEhEkUvfoxo0blJaWYjAYuH//vlvgMbiuwcXFxWzatMmtgz03N0d1dTWlpaUvddxeJX4skl4RZDKZKJIWq9tUKhVOpxOdTvfCIknCqlWrMJvNoojx1vE5cOAA6enpYkd88+ZNN8Lxd999R21trZsh2EKo1Wqv8kxfX18XyfT7dS7ZkkyHqoNOTSdOnLSr27GP2vnF/C+wzluRm+WsWrWKrKwsent76ezsJCcnh7GxMbKzs9m8eTMDAwN0dXXx7bffYrfbycnJEXlfTqeTuro6JiYmuHLlCk6nk4SEBNLT0/Hz82N+fp7Y2Fg6OjpISkriyZMnREZGivwupVKJVqvFz8/vhQWT3W7n7/7u7+jv7xecK+mivpBsCi7vFonzIP19IckxNTVVyJ8NBgPj4+OuGBfnK/qaNUHxSDHpK10dtLGxMcbHx/H390ehUPDpp59is9kIDg6mtLQUk8nE+Pg4OTk5DA0NkZyc7LFDlM5bSYH5oqJz7969/O53v3MbW6pUKubn55mfn2dubo4vv/ySX/ziF8hkMsbHx/H19RXdmISEBEHanJ+fZ8eOHVRXV/PGG2+QcDuBjogOWDD9i7ZGs31qOw4cnAg8wYhqZPFL8oQZ1rWsY3nYcvr7+6muriY1NZWioiJmZmY4fvw44eHhbNmyhfn5eYKDg9HpdGI0Pj8/L0J3zWYzdrud4eFhkekmRfbIZDK3BUU6ji0tLfT19WEymURY6M9//nMxtrLb7dTV1XHo0CFh/7EUAgMDMZlMhISECNK9FOKrUqn46KOPyMrK4uDBg8zMzGC1WkX3aDHCwsLo7+9nYmICrVbr9jnr9XqP/DMJVVVVJCcnC1VUX1+f2+h1fn6ef/mXfxGcLJVKxbZt2ygoKBDHp7CwkGvXron7nDhxgt/+9rdiM5SamsqKFSt49OiRsBuQEugXG+OCa2GXy+W89dZbOBwOZDIZlZWVFBYWkpycTFNTE+fOnSM+Pp7de3ZjV9iXPH8SzAmsm1mHr8OXVnUrV/yvEGgPpGKigjXGNaRYU/Bz+DGuGOec4ZwgWwPgwK3guiS7RMlUCXVzdS91robZw1CgYJpp9OhpV7dzyf/SS0caTflMMaWYonC6kOrAamoia3jf+j5FRUUi2qaoqIjq6uols900Gg2/+tWvXsoHrbGxkaqqKpGjqFQqcTqdnD17lsjISA4cOCCc6RevdVFRUVRUVCxpInn//n1ee+01r5/3/0r8WCS9IshkMhQKxZJFksPhwM/Pzy3K4nnQ6XT09/djMBiWnA1rNBrRZSkpKaGkpMTt72az2Y1ouxgKhcJjXOfn5/fMe6QAfBw+6Bw67ujvMOHzjCAeaYhENinjdNJp/pPxP9HZ7iJqh4eHk5ycjNPpJD4+noaGBmpqaoiJiSEuLo7Vq1czMzNDV1cXtbW1jIyMiLFcQkICKSkpzMzM0NnZyeXLl3nzzTfFl0fqiC2cbWdnZwuZ+dTUlHAAjoiI8PqlVyqVzM7OsmLFCvLy8mhsbBQGeIvHdwMDA4SGhopOUnBwMLW1zxyuXVySy6hUKtHGdjgcf/kiyQSRNyPZnrodRbyCuro6IiIihN+R0+lk27ZthISEiCT5lpYWMjIymJ+fZ3x83M20dDH8/PyEMODy5cv89V//9ZLZTwEBAZSWlnLy5EnAxdHat28f9+7dE8VkV1cXX3/9NVlZWR4XRJVKhVzuKqrPnTtHaWkpjx8/5unTp2xZvYUPbn6AfZ0dHLDFuIVkazJt6jYu+l98KQOTwNZAdip2og5Wc+nSJbq7u9m9ezchISE8fPiQu3fvsmPHDmJjY0WArFQsLOTqSOKEyspKNm3ahF6v55NPPsHhcFBWVkZhYaHb8w4NDdHT0yOcvVNTU906bl999RXvvfceADExMfzkJz957pjT4XDQ0dGBUqmkv7+fqKgojEYjvr6+pKWl8d1337F69Wr279+PVqtlcHCQ1157zatP2UKMjo7i6+vLw4cPPfLZ8vLyqKur8/B4MpvNnDp1igMHDvD1119z7do1ETYtFUYLSet79uwhNzfX7TG2bt1KY2Oj6MJOTk5y/vx5du3aJW5TXl5OQUGBWMSfGWXiZqLpcDgEV1CpVPLRRx+xf/9+3n77bSYmJsSGICAggMjISJ76PuWy/rLH+RNjjWG9cT1+Dj86VB18Y/iGObmryzyiGqFP0ccK8wra1e185fcVsz5eNriLHrNL00XfbB9lk2Uvjg1ywI7JHfSoeqgKrCLOEscm4ybeH3mfW363qNctbba7EPd099ho3IjcIccR4uDq46tsWL6Bhw8fimibJ0+eiBGct7GbNy7rQszOznL27FlGR0dFt8fX15f29nbu3r0rOnc3btzwMAlWKBRs2bLFrWvrDQqFgo8//pj/8l/+y0u971eFH32SXhEUCsULi6Tn2e8vhlqtZnh4GIPBsKQfzYtO7KW4SOAizcnlcg/5pyR7BiAYsmazsMlsbgUSuIzPphRTJJoSiY6MpqioiOLiYm7fvi0CbVUqFZs3b+a9994jLy+P8fFxPvvsM27cuCHk0T/72c+Iiori0aNHfPjhhxw/fpz+/n6SkpJE+zc+Ph6TyURiYqJHUff48WM+/fRT/vjHP9LU1IRCoWB2dpaBgQE6Ojpob28XXTibzYZarUatVouFMSMjg3/4h3+gtLTUgyjq4+MjnIZjYmKQyWRi4Vu2bBlyuZzm5maxw5Y6DH/JIsmnzofSp6Xsyt7F8PAwjY2NpKam0tjYyPHjx2lra6O9vV1EWqjVaoxGI9nZ2YyMjIiYjudhenqa8+fP89VXXzE+Pi4KoKWwevVq0ZEKCgoiKCiITZs2uRVEtbW1Szqqx8TEYLfbWb16Ne3t7Wzbto3Lly9jtVrZ6b+T0KFQ3ht9j7i5OM4GnOVigGeB5CPzIUT1LNKHWXj9/uu86fcm08ZpPvjgAxQKBYcOHcLX15cjR47Q19fHe++9R1RUFP7+/iQlJS3ZNfP19aWrq4uhoSGOHz+OXC5n3759gCsGaLGPUHh4OPfu3SMoKIi/+Zu/4eDBg25S+5aWFr777jvx8/PM+MbGxkQG18mTJzlz5gxzc3OUlJQwNjYmrjFSqPbs7Cxr1qx5boE0MzPDF198wZEjR/jggw84ffq0x3sAV4HjjdfY2NjI//gf/4MrV67gcDiIiYnhb//2b712rWpraz2UtD4+PlRUVLgtkrdv33ajAmi1WrcCaaFRZmSki+M0OjoqisdLly5hMpmoqKhAoVCgVqupr6/nyZMnKJVKIiMjmXXOonPoyJvNI9D2TNlXNlFG2WQZEz4TfBjyITWBNaJAEu8joBYZMtrV7d4LpCVwLuAcSqeSdTPrnnu74ulilE4lNQYXx7FL08UHIR9Qr62ncKaQd0beIWQu5LmPAa48R7vMzirTKgCaljcxMTNBWVkZzc3NDA0NCSGQFBfkzR9vKdTX1/OHP/yBsLAwtm3bhq+vLyqVilOnTmE2m3nzzTeZnZ3lww8/9PjOL1u2jF//+tesX7/+pUJtX5bD+yrxYyfpFcElx5ULdYeEubk5EVC7sHrfvn27cHZWq9V8+OGHbl0miTgq8V68obu726tiQRqdPE/JJanPFp+UkZGRz2TzwZBiSWHIZ8jj/stsy6jT1pE696ywmJubE7ychR2X/Px8oqKiWLlyJWvXrhWdorNnz6JQKIiLiyM3N5ctW7bQ399PZ2cnt2/f5vXXXyc2NhZ/f380Gg0BAQHMzs6SlZVFQ0ODxxc9MjKSjo4Ovv76azQajeA9jI+PMzo6ytzcHMHBwR67qJCQEIqKitx+ZzQaMRgM3LlzB3AZaC4s0LKzs8WoUlqcJOWSj+wv8DUzQup3qaxPW4/dbufGjRtkZ2djsVg4duyYKICDgoIoLi4W3DepE9ff38/atWtf6qkWuxY3NDTw6NEjj27AQlRUVPC73/2O+/fvk5WVRXp6OuvXr+fo0aPiNleuXCE3N9eraaGUr/Xo0SNiYmLYsmULZ86cYf/+/VQ4K+hV9lIdUO117BDjG8O+6H34yH34Xcvv8H3iy071TrQRWr755hva2tqEUq2uro6bN2+yfft2EhISsFgsbt2jpXDz5k1xDtvtdo4dO8Zbb71FaWkp1dXVnDx5ksOHD7vdZ//+/aK7Ac9Gk3Nzc8jlcjeF6kIzPmnxWNg9amtr4+uvvyY6OprDhw+7KeXWrVtHTk4Ot2/fFmP55+HevXtUV1e73W5ubo4TJ054BI0aDAZ27NjhlaA/PT2Nj48PW7dupaioCJlMxo4dO3j69KlbwTUyMiKy1RYiLi6OgoICbt47n7JJAAAgAElEQVS8CbiuQQ6Hw6vZruS2LeXihYb28c03s/j6+jI4OEhNTY1Q0xkMBh4/foxarWbz5s3IZDK6u7uJjY1l0DGI3qEndzaXfFM+TpzMMYcaNU/VT2nUNmKRed9MmnxMtKpbKZ4upk3d9tItBrvczhX/K2wybqJeW++xwQQItAeSacmk1r8Wu3zB9V3uInQ/0LnUcvsm9tGj6qFJ08SsfBaz3MysYhYrVlSoCLIHEWAPYFI+SdZsFnf0d0AOVf5VvON4h4yMDM6cOSPGbtII7mWy3UwmE6dPn2ZmZoZdu3YJZWp7ezsNDQ0imqa2ttaj+6hQKPjVr1ayY0c4IyM2+l8uOen/E/ixSHpFUKlUyGQyr8RtlUolVFoSwsLC3FRACxduifQ6Ozv73Ny28+fPMzAwILojGo0Gh8PBhQsX3Frh3iCFdC5GUFCQGC8RCEHWIC7oLrjdxmA3oHKqqNPWsV61Xvy+ra1NRHQsRFFRESEhIYyOjtLa2orT6SQpKYmsrCxBjL1z5w7j4+PExsYSHx/P2rVrkcvljI2NodFouHDhArt372ZmZoa1a9dSVFTE9PQ0XV1dPHz4EIvFgp+fnzDGtFgs3Llzhzt37ogugMFgwGKxuEmal4JkKtjQ4IoYWbZsGXV1dW7HT3L2Xvj5OJ1OFM6Xk9QvBc09DeWackIyXRleDoeDFStWcOXKFWFI6OPjI1LMHz58SGZmJk6nk5aWFvLz8zEYDExMTLzQFwdc47Zdu3a5FTinT58mKSlpSauGqakp1Go1FouFkydPsmbNGjFuA1eXs6SkxGuBBK5RsUwmY8OGDcIK4PHjxzx48IAVK1ZwofUCjnzPAkkhU7A2eC2h6lD6jf2svb+WjPAMRkdHOXbkGDExMbz33nsil06lUnH48GEUCgUGg4GYmBgmJyeXPC7j4+OcOHHCQ+wgKdX27t1LeXk5Z8+e5bvvvmPVqlXiNv7+/m5qQUkReOvWLSoqKjyyyQICAsTtx8bGMBqNOJ1OKisrGR4epqSkhLi4ODo6Orh48SJ79+5l+/btmEwmZmZmmJiYoKamhvLycq/u81JXcKEvzUK0t7fz7bffsmbNGrff5+fnC77eQsTHx7N37163UG6lUsnevXv5t3/7N7fbXrt2jeXLl3u85+3bt9PS0kJubi4bNmxALpd7VVi63LZduXiNjaGcPh2Gj4+Tqqoq+vr6hCjh22+/RaFQUFRUJK53Q0NDVFdXU15ezrKIZXwU+JGrwHFAuD2cLZNbkDllxM3FkWZNQ4YMq8zKlGKKQeUgddo6ZnxcXb5a/1p+PvJzVs+u5q6fOwn5eWj2bSZrNouyiTI+Df3U4+9lE2WM+IzQ7Os9vsYit1AZVEmkNZJNxk1sNG5Ehgz5okrNiZN55pljDiVKIq2R9Kv7MYWbeNzwmKKiIlpaWsSorbGxUYzgllK7gatDX1tby8qVK9Hr9Vy+fFkYHG/ZsoW9e/fS29vL+fPnPTbxUVFR/OM/FvHTn14HeoH7Irbn/wT8WCS9Ikjk1aXGbTabza1IWlygLPxbTEyMWHgX57YFBgaSmJhIUFAQvb29bqaTC/GiyIiQkBCvhG6dTufyAVJBnCYOrC5J7EKsMK1gVj6Ln8WP4IBnKqbm5maysrLcXlNISIi4qC78t9ls5unTp8zOzhIcHCxM7/r7+2ltbeXKlSu8//77TE5OEhMTw65du3A6nfT29lJdXY1erxedoqysLKEm0mq1HjwsiQ/W399PcHAw4+PjQs2zFObm5kRKtr+/PyqVShRJUqCnlDUlfT6Sgkn5MoY/3jAGKxtWsip5FdPT01y5coVVq1bR1dXF0aNHxTkRHx9PUVER/f39PHnyhDVr1jA1NcX4+Dhbt24VDycV54t9cbyF1ebm5opRBbg+n5MnT3Lw4EGvL/X27duikzY9Pc2lS5fE35KTk9m7d+8LFXNRUVF0d3eTnp5Ob28vJSUlfPjhh6SlpVGmKePk5ElXTtsCbA3fSpYhi4s3LhI5Ekl6WDo3btzg6dOnlJSUEBUVJRaCzZs3k5SUhNPpdFP1KJVKj+6F0+nk5s2bXLx4cclNycjICF9++SV79+6loqKCqqoqUlNTxbgVXGO3hWrB/Px8Vq5cuaQXVVBQEM3NzWg0Gjo7O7l48SKxsbG89957OJ1OTp8+zejoKHv27CEkJASHw0Fvby8tLS1s3LiRo0eP0t3dTUREhAg0lXLbjEYjZWVlnDlzZkmF6/nz50lPT3fbOLS1tbltdFQqFdu3b1+SEJ6UlER+fr7ougLCQ+lv/uZv3N67UqnkN7/5jVsnz5vCsr8/hqqqnTx9OonJFEBbWyuXLl0iNDRUJNEfP34cs9ns1rE6efIke/fuJS4ujvPnz7s6KANFXI+6DnIYUg3Rpeki0ZrIx6EfAxBsCybeGs+yuWWkWFLIMee4ye7v6e6x0rSSB9oH7l2fF6AqsIp3R94lfzrf1eH5HqtmVqF1aDke/OKA1351v9ciS+6Q48Dh1t2qGKtgzcwaTqpd4/KbKTdJHUhl27ZtVFdXu6ndJKWuZJwqwWQycerUKVQqFSUlJTx69Ijz58+LEeu2bdsAqK6udnOQB9fGbcuWLaxbt46MjG9Z2AkMD+/7sUj6/zskz6GliqS5uTk3DtFivtDCBTshIUFwYXQ6HX5+fvzsZz/D19cXmUyG1WrFZDIxNOQ5BlsKPj4+bhW/wWAQzyFBrVajUCjo7OyEUFhuXs6EYsKjzRw3F0enqpM0c5rbIjY0NMSKFSuIj4/HYrHQ1NS0ZASCr6+viD2Q/Ivm5+eJiIggKiqKjRs3Ci+mo0ePsmvXLvz9/cnOzmblypVYLBb6+vo4f/48k5OTQi1XVlYmUsubmppoaGhAo9EIy4LJyUlOnz4txnwZGRmkp6e7SdZtNhsGg8Ft52Q0GsXimZOTg9VqFeoNqUiSXJd/sAWAAwLvBlIWXIYuWcf9+/fx9/fntddeo7a2ViiJ9Ho9RUVFGAwGrl+/Tn5+PikpKbS1tbFy5UqPDplOp/PYpTc2NlJZWcnOnTvJyspyu/0bb7whbBmk20rGfotRVlZGa2urG69GpVJRWlpKfn7+S71tuVwuksgrKyspLy+nuLiYs2fP8uabb5J8N5nWrS4OWKg6FI1cw7W2a8xUzbA8cjnj1nFOfHmC8PBwDh06hN1u58QJV1bWoUOHUKlUQtiwcCHw8/NjeHhYKO7GxsY4ceKE67x/AcbGxjhy5Aj79+9n586dnDp1yqOQXKwSXKpAkrpHcrmc06dPMzg4SFlZGTExMbS2uoqCrKwsysvLmZubQ6PRYDQaSU9P5/Hjx/T09FBQUMD58+c5fPgwzc3NwrMpIiJCcMT27t3L73//e6/hxFarVZDKrVYr586dcyt2wGUgubjbtBiSyaR79tqQ6GAsxOJR52KFJbhEE52dDubmNFRXf8XY2Bhr164lLS2Nmzdv0tLSQlxcHFu2bBFeU1qtlpycHFpbW9myZQsffPABV69eZcPGDdSZ6zD6umgEj7WPyTJn4Wf3Y8ZnhjHlmJvXlmZeQ54pj0RrIqljqcwxhxMn2ye3UxVU9dzj4HZs5VZu+t2kcKaQBt8GZnxm0Nq1rDSt5LbuNlb5y4eWL4a3MfQdvzuUTpbi4/BxFXNKqFHUsDt2NxEREWLUVlhYyNmzZz3Gbo8ePeLOnTti03XixAkxYi0pKSEmJob29nYuXbrkQXWIjY0VxpHg3gkE2fc//5+BH4ukVwSdTic6D3K5XJB4pSJpZmbGbQz3vCIpKChIXKikx2ltbaWzs/PZKOwHYsOGDQQFBYngW51OJ1y0JcTHx2O3213FVLCLd/RQ6+4cq3ao0Tq0PNA9oGK2Qvx+dHSUxMRErFYrTqeToqIi1q9fj9Fo5NKlS8hkMlJSUgQBeiEUCgXJycl0dXURGBjI7OysWLCkosjhcDA2NsalS5eEhUBKSgoJCQk4nU5GRkZ4+PAhTU1NpKamkpGRIcZyVqtVSL0lnsn8/Dzt7e20t7dTVVVFaGgo6enpZGRkYDab0el01NXVERkZSUhICMePP9v1JSYmun0OUvEkiNvyH/A1G4QNXRtIj0tneHiY7777jvz8fFpbWzl27Jg4n3Jzc4VEuquri23btmEymRgbG2PTpk1LPryUqxUYGMjt27c5ffo0AKdOnSIhIcFNxabT6di1axdHjhwRvzt79izLly93K/ynp6dxOBzs2bNHKAPBVWRnZ2cv+Vq8dbV0Oh3j4+Ns376dy5cvs2XLFh4/fkxDQwMbMzfS+bCTpHVJvBP7DsPtw4z2jeIf6c/t27d5/PixUKo1NzdTW1vL+vXrhaovNjYWh8PBwMCAhzdQaGgoExMTNDQ0cOHCBa8FxELk5OTQ0NAgYoS++OILDh48iJ+fnwd/S6/X09vb6zFqkiCps1QqFd3d3dTU1JCQkMDhw4eZn5+nsrISo9HI/v37RRRIZmamiDd58uQJZWVlolhbtmyZGFmOjY2RmJjo9nzBwcFs3bqV6upqr6+npaWFM2fO0NDQIIocjUbDmjVruHr1qteR3GIszJpciG+//Zbi4uIXqu4khWVwcDCdnZ2o1WoaGxu5du0ay5YtY//+/a6R6rFj2Gw2ysvLiY6OZnR0lNTUVPz8/DCZTMjlck6cOEFsbCzbtm3j/Pnz5OTkUGYt44u4LwCXbH5GPkPhTCE1ATUer8WisHDT/yY3uYnaoWaFaQXps+lE26J5f+h9BlQDPNY+pkfd43HfxajX1bPcvJzyyXKOhByhbLIMo8LII79HL7zvD0WPugebzMYq0ypu628DMBA1QE9LD9u3b+ejjz7i6tWrbNy4kfr6evHvsbExLl68SEhICIWFhVy/fl1cf5OTk9mwYQN2u53KykqPkGWlUsnWrVspLCx0u67398dw4cKu79WJUf/HdJHgxyLplUFabBZ6Jc3NzYkiyWq1ul2k+/r6hElbW1ubWHR1Oh1KpVLwXXQ6HfX19W7KmH8PgoODPVroi9ul0dHRYgTnH+GP0qnksdY9SyjXlMucbI4ZZghTPQuhbWpqEouVRMwMDw8nOzub2NhYNBoNFouF69evYzKZiI2NJSUlRSy+JpMJmUyGn58f/v7+YhdsNBppaWnBbDYTHBzMgQMHsNlsDAwMCGO8xsZG0tPTKS4uZsOGDUxOTtLW1sa5c+cwGAxkZ2cTFxeHSqWiuLiY5ORk6uvr3eJFRkZGGBkZ4dq1a+Tm5rJ69WomJibYsWMHo6OjbsdO6uQsxNzcHE6nk/n5eaz2l9gh2iHyu0i2L9uOIkrB1atXRUZXTU2N6BJGRESwfv16pqenqaysZMOGDYSHh9PV1UVOTs6S/Kr5+Xkh1y4vL2fFihVuwgCTyURdXZ3HCCUnJ4fHjx+LsZtkrRASEoLT6WR4eFh0fwwGAytWrODhQ1chPT09LcjXCyHtSv38/Dz+Bq6xW09PD6GhoQwNDVFeXs4nn3xCYmIiO5w7uPD0Ai2tLfg6fHHMO/jkk08ICgoSI6nKykrm5uZ49913UavV+Pv7i9GNFJMwPT3t9v2TClpv0RkLYTAY2Lt3LykpKVy9epXz588Dz2JYCgsLOXXqFMnJyWKjZLPZiIqKYmpqyuPzGR8fF7EmZ8+eZXBwkF27dhEZGSkKvby8PHbv3o3ZbEav13sYnCYkJDA8PMzKlStdnZINGzh69Ci9vb2EhoZitVo9lK+FhYWi+yRhYXd5YSxIWloae/bswd/fn7CwMK/xICaTiTNnzrBixQrq6+u9jv0zMjJEZtfLwG6309/fj81mo7KykpmZGYqKikhISODatWt0dnaKRXt+fh6r1epmYyAV3KWlpcJeIDIykqqqKg4ePEhuby6Pol3FyUPtQ16fed3D52gxrHIr3+q/5Vv9t/xi6Bd0q7oJnA+kdLIUJ05GfUZp1jTTpe7yDLP9HmcCznBw7CBbJ7YSNB/E58Gfe73dXwKt6lbSzemiSAKoia3hvbH3KCgo4NatW2RlZbFz504+/fRTMjMzCQgIYMWKFbS3t3PkyBHsdjsqlYqysjLCw8PF+Hox4uPjqaio8Ai+ldDfH/ODiqPIyB5CQnqAb4HnF+WvEj8WSa8I0gVYo9F4LZIsFovbbvzJkyc8efLk+7ZypxipZGZmYrVaRXdCMrD7S7w+aeGLiYkR7ssLIZGrAXKjcpmVz3rIYpOsSfQp+wgfC+fi7YvMzMwQExMjlHbSggmudru02Gu1WnJzc0lISCAuLg673c79+/eZmJgQMnKFQuHRivf39xcO0TabjdbWViYmJvD39xceUpLb76lTp4iIiCAnJ4ecnBxWrVrF7Ows3d3djIyMoNfraWtrW3IsJ7WQk5OTGR4eFuaS0jGR/iZxoxbiv/23/8brr79OQkICtY218ByPQJ9uH7aPbycmPoauri46OjpYu3YtDQ0NXLx40cVrUipZu3YtCQkJoiDbt28fc3Nz9PX1sW7d0vLivr4+vvzyS3HsL1y4wK1btzzsHpbKSnrjjTfo7OzEZDJht9v58ssvOXDgAIAHwXbnzp20tbUJ5dbDhw/Jzs4W8S53797l3LlzonO68G8S5HI5AQEB5ObmcvToUX7yk5+wdu1aqqqqqKioYP/Mfnx1vty9e5f79+8LpVp7ezsXLlygsLCQ7OxskXS+mIxqMBgYGhrCbDajUqkYGhoiMjKSoKAgtm3bJnLVFiM/P5+SkhJRcKxbt46BgQHWrFnDyZMnqa+vJy0tjR07dlBVVUVxcTGhoaHiWiCNX6XxW1tbG2q1mt7eXmpqakhMTBQk8xMnTmCxWHjrrbfQ6/WYTCYRfrsYWq0Wm81GTk4O9fX1DAwMkJ+fL3K6GhsbPUakMpmMffv28U//9E/Y7XYSEhLYu3cvFy64RBmSMWtpaSmZmZniGEoj8YWQsuikQnsxdDod5eXlz1VHPvNAiqKjI4yenh6USiUPHjzgzp07REdHU1paSn9/vxAUvPHGG0RERDA2NkZGRoZXTqFUcCckJNDV1cWOHTv485//zL1791izcg1PrU+xqq3U+9bz+szrZJmzXtqPaMRnBJ1Tx7GQY+CAVGsqmeZM1s6spWjGpY61Y8cit2CWm5E75Uj/zTFH0lwSRpmRUFso0/LpV2LIc1t/m0xLJuGWcIY0ru+/XW3npv0mRTlF1NXVcfbsWd59913WrVuHXC5nYmICvV5PZGSkiIwqKirCbDZz7NgxD46nSqVi48aN4v5/CUiWDy5PwF8Df+B/V6H0Y5H0iiARJn19fYXCzWQyidBTi8XiNVjyxo0bbj/HxcW5LWYKhcKrK/YPgVwuR6lUihZqQkKCV9K2Xq8XQa5xvnH0Kt0LAblDjmHewDf+37DSsZLCnxTidDrp6enBarVisViWdBSfnZ3l1q1b3Lp1C7lcTmZmJmlpaaSnp4td/djYGF1dXaSmpnp1IpYyt8A1LlqxYgW1tbWsWLFCjNaMRiPt7e3C5DE3N5e4uDjx+Uhp7B0dHR5juenpaTo7OwkODub69eusWbOGjo4ONyJvRkaGV4NOqYskl8thKW7nHKTdT6M4phhbgCsYMjMzk6ysLM6cOSM4YrGxsRQXF9Pb28uxY8fYvHkzMTEx9Pf3k5aWRkpKCkaj0Y0wvPB1HD161K2wWyrg2NvIDZ6N3b74wjWe6O7upq6uzmth5uvryxtvvOE2dqusrMRgMHD+/HmPCJPKykri4+O9FjJGo5Ft27Zx48YNioqKmJ2dxel0otVq+eyzz9Dr9Rw+fFh0Yaanpzl48KBwWw8KCgLw4GFJZp+jo6N89dVXGI1GfvOb3+Dv78/rr79OQ0MD7e3tbq/nwIEDHqPDxsZGjEYjMTEx7Nu3jz/+8Y8i26ygoMDDOFOv1zM0NIRSqWRychK5XE5VVRUDAwPs2rWLiIgIGhoauHr1KgUFBeTk5GAymQgICHhhKnpKSgqNjY3s3LmTr776ijfffFOomLZu3UpnZ6dHhl5oaCibNm2ivb1d2Bfs378fhUJBU1MT0dHR6HQ6xsbGvKqejEYjp06dorGx8bmvLT4+/oUF0rZtpwEnly5NMTTk4h6ePXsWm83Ghg0biIqK4urVq/T09IgusdSt9Va4SZAK7uzsbI4ePUpFRQWbN2/m66+/Jj09nTJzGV8lfgVy6FZ1kzub+9JFUoumhbUz39tqyF0KNqFOc4DBYWDZ3DJCbaHoHXrmmWdeNo9dZifSEYnKqULr1LLFuAU5ckxyExOKCeTIUTgVKFAgd8pRoEDmlIkCSyq2ZMiQOWUs/g9cUSYKFMiQ4cTJnqk98P2y4cTJvHoeh8PB7t27OX78OENDQ6Snp4uxtZ+fH2+//bbgvtbV1bl1FyVUVETz1lvpTE8n8uDByEvlPr4Mnlk+SBu3+/xYJP1fBp1OJ9KTpe6RBJvNhtVqfam09cDAQFGogGsHuNhA8YciMjJSkBvBNcJZuIgCguDa3t7uCm6V+fFI5z43T7ekM888g6pB0vRp4vXNz88THx/v1sp/HhwOB/X19cJ4LCYmRvCLQkNDMRqNNDU1YbFYSEpKIikpySPnJyQkhImJCXp6enj33Xcxm820trZit9vJyMhgxYoVmM1ment7OXfuHFNTU2RnZ5OcnCwUGuPj47S0tFBVVUVgYCA5OTmkpqYik8nIysoSeUcL1YVhYWFLjj7n5+ddc3kvwkJNq4ZyWzkh8SE8efJEpJM/evSIR48e4XA48PX1pbCwkLCwML755htkMhlvv/22KCAX+x4t9NiRIJPJ2LNnD//zf/7PF34Okg+K1CVaiOzsbOrq6kT38eLFi2RkZLjJvyVIx3vh2O2f//mfvT6n1WoVztGLIUXUyGQy7HY7BQUFPH78mIyMDEHc7+rqoqamhlWrVpGXlydUNwt3tOHh4YyPj4uiyeFwcO/ePW7cuCHGS8ePH+f9912ZWfv27fOIWmlsbHQrkoxGoxhFXLp0ie3bt7Nx40Z8fX2JjY1laGiI6elpt+6cw+HAaDSiVqvp7+8XuXaHDx/GYrFw/PhxnE4nBw8eFB408fHxLz2eio6OZnx8nMzMTG7dusX69es5ceIEAwMDBAYGeh27FRcXuxUZFouFU6dO0dnZyd///d8DrtH8QmI7uEZhf/jDH9y8nrwhJiaGrVu3iqw5bwgP72N4WMsnnxRgNmuAmxw9+pj4+HjWrVtHZ2cnx44dQy6XCzLw+Pi4BzduKRgMBqampigpKRFcrbq6OqqqqlyCgN5kWqNbuaG/wdtjbxNsC3Yjbi+FZt9mimaK0Dg0WOSLvJXkMCWfYspniqe4cz0NdgPplnSu+V1j3cw6qg3VmOVmMswZBNuDccgc2GQ2LDKLq6jCzrxsHpvMhl1mF4WW9LMNGza5jTnZHJFzkaw1reWB7wMe+j3Ejh3krg2txqFB49SgcWgwTBtIHE4kKjiKt956i+7ubvz9/UlOTubx48dipOrr68vJkyc9us6+vr785jdr+bu/awYagEbm58toa/PMAfz3QCJ66/XTgB+Q94J7vDr8WCS9Imi1WrHQeSuSbDbbC1uTBoMBhUJBT08PQUFBwstlocTcYDCg1WrF/1Kh8DzExMS4dRL8/f09nFFjYmJwOBxYLBZyVuVgx+5x4Ug3pzOsHCbQHEiI4dliKQWoSnyNH4qenh7xHiSei9T9sdlsQm4eERFBeno67e3tREREcP/+fVJTU1EoFPj5+YkRg81mo62tjZmZGSIjI0lJScFutzM4OMh3331HR0cHCQkJLF++XBhcmkwmuru76enpISoqCr1eT1BQkOA/SaGlSqVSFA6LIWVI0QE0g4/Ch2X2ZWRbs4kJjWF6epqzZ8+ycuVKgoODqaysFAVwamoqBQUFNDc3c+zYMTZu3EhSUhLDw8MkJSV5ZK75+/szODhIREQEXV1dVFdX884776DX60lISBD8gxfh8ePHIodJgsQ92rVrl8fY7Ze//KVX59xdu3a5jd28ISEhgX379i3pUSQV6oWFhVitVnx8fMQir9frBaH0pz/9KXq9Hr1ev+RjaTQaQRSXyWS0t7e7qTvb2toEpyggIIAtW7ZQVfVMufTw4UNycnJEVI2/vz+bNm3i2rVrhIaGMjk56aba0uv1TE5O4uvri4+PD+Pj40xOTqJQKDh37hwDAwPs2bOH0NBQYXBZXFxMZmYm09PThISEiMXGm2+QhIUdRL1eT39/P6tXr+aTTz4hNTWV3NxcoWJqaGjw6LpIXDJw+SR9/vnnovu7kE+2uMjy8fGhqKiIc+fOeX1diwm8c3NzXos0h8NBbW0AMzObCQkZZvfuo/zX/ypjy5YthIaGcunSJQYGBsjOzqagoACLxYJCoXiha/xiSJ3o4OBg+vr6KCsr48MPP+Tp06dsSNlAu7WdafU0wz7DbJ/czuehL+YJzcnnmGeeaGs0rb5Lhzwvxo7JHYwpxniie0K0LZotxi38OeTPjBheLqJqKSSbk1lrWst97X2+07tv3BxyB7PyWWads3AHhi8PE7o6FEegg1u3btHc3ExwcDA/+clPePfdd9FoNNy9e5fly5eTl5fndi3PzMxk9+7dFBc/YaGsPzJykKamAK+btR8KiegdFtbLsmX/Dz9ykv4vhE6nw+FwCLn/YkNJb0WSREKU1HDS2OlnP/sZ4FqsFl7YNRoN//k//2e3x7h9+/YLi6Tw8HA3d2gfHx8PozhphAOuBXtI6W4vIHfICbWH8rX/16TOpsICPqrD4cBms3lYCvx7MDU1JUiCKpVKdH+io6NxOp00NjYyODhIdnY2jx8/ZuPGjR6PoVQq3XLYenp6GB8fZ9myZURFuaSo4+PjNDc3c/78eeG5JBVmLS0txMfHc+7cObZu3UpQUBAVFRXCHTg3N5cnT554KBT1ej1KpZJ39rwjAkSdTidOp5OrV6+iVqvZsmUL9+7do76+HqfTifWQd3sAACAASURBVJ+fH+vXrxeJ5QAHDx4UqrSFZoWLERYWxuXLl7l48SJOp5OTJ0+Kc2fHjh00NTU9N7tPwunTp0lMTESn0wnlmrRI7969m88/dy0g3d3dXL9+3evYTaPRsGfPHj7++GOvn8f27dtFcKk3LHSbttvtbsXjwMAACoWC/Px8kZkWFRXldXwtQcozi4iIQCaTsXfvXv75n//ZzT+spqaG5ORkBgcH3RziJZw8eZK///u/F9yX4uJiVq9eLQjaC2X+khv88PAw09PTwhm6urqajIwMDh06xOzsLF988QVqtZpDhw6hVCqxWq0sX77c7XnDw8M9jEClrl9rayv/8A//IEakaWlpNDc3s3fvXnx8fAgJCaGzs1MYBkrO0wthNpsxmUzEx8djMBhEkbSwMFQqlYyNjbkVOUVFRdTX13tcbyR+00ICr0ql8ugmSbYlMpmanp5anM5m/vt/TyYlpZCmpia++eYb1Go1b775JgEBAUxNTZGVlfXv4r34+Pig0+lYvXo1n332GQcOHKC4uJjLly+TkJDA9q7tnEs9x3nDeQ6OHSRzNpMGbcPzH9QBChQe18bnIcGcQOB8IJ8FfwbARf+LHB45zLqZdVzzv/aCey+NJHMSW4xbeKh96ObB5IZR4DSEzIaw9Y2tDA4OMjk5yerVq2lubhacN7VazUcffeTaIOfkiGuGZDIrWYV4k/UvNET9j0Iieu/Ykc9/sOb6D+HHIukVweFwCJJ1cHCw1yJpcbUdGRmJzWbjyZMnIktNpVKh1Wq5d+8efn5+brtVs9nskdK+VBDpQhgMBmEbn5iYiN1u9zCzjIiIELyMIH0Qtb7ui0bBTAF2mZ1W31YK5p4pooxGI8uWLfOQhv4lMDc3x71797h37x7gKiqXL19OVlYWTqeT/fv309HRwe9+9zvi4+PJyMjwGM2Bq0sWGRlJX18fvr6+9PX1IZPJWL16NQUFBSIm5auvvuLAgQOYzWYGBwfx8/Ojvb1dLKCSF4+kfrNarUxNTWG328ViDK6iTCLjOxwOfvazn1FQUMDIyIjwHpFGeqtWraKuro6HDx9+b8Lm4jzFxcV5SLkXQ5KwSwHIT58+FYpJpVLJvn37+NOf/vTC4yy5SUu7+YXnl9RlkkbAFy9eJD093esoJT09nby8PKF00mq1rF69mpUrV3od00kYGRkR3arKykrR2XE4HHR3d2Oz2QgKChJiiJSUlBe+J+nz3LlzJykpKYSHh7Nu3TouX74sbmO32/nXf/3XJTMOpc6flNkml8vF983Pz89jcZDCk9VqNTU1NQwMDFBRUUFQUBAPHz7k22+/ZcuWLSQnJ2M0GomOjl4yz3GhEeijR484c+aMKGZOnTrFvn37GB0dFXFHDoeDkZER2tvb2bBhA6dOnSIrKwu9Xu9mvTA8PExgYKD4PCoqKviXf/kXUTyeOnWK+Ph4NBoNwcHBjI6OitvKZDIqKir4p3/6J+bn51GpVOzYsWPJ+JvQ0FBGRkYIDg6mu7sbuVzO4OAg58+fR61WI5OVEBDgz7lz5xgeHiYvL4/Vq1czO+uKH3kRL+tFCA4OZmZmhpKSEuHXVF9fT01NDbt27WJZ7zIGogdcJO7p13mqeerVf0i8H3soTpxLqtg84ICN0xtpVbeK+zjkDq7rr7N+ej0PtA+Es/cPQaI5ka3GrTzSPnJTsS18Xm6C7IqM3OW5rNi0gmvXrgnhwKFDh3j//feRy+XU1tZSXFzMmjVrmJ6eFtfOnJwcfvWrlcTFjTE01CMKGG+yfimH8C8xdgMXbeF5G6BXjR+LpFeEp0+fiotAdHS0h6GktJBt2rSJhIQETpw4IXaSe/bs8Sigenp6RLaThOTk5Gfk4O+RmJjIL3/5S7ETSEtLQ61W09bWJsjZvr6+onMUFxfnMRKRy+VotVoaGhqeBbmqF7STHZBpzuS+7j4Kh4KkwGcGkc3NzYSGhr7UaOc/itbWVlpbWzl06BA9PT3IZDLS0tLIzc3FYrEI1VBQUBAZGRmkpaWJRW1gYID5+XlCQ0PFAj83N0dbWxsWi4Xk5GSysrJwOByo1Wq6urqIi4sTVgw+Pj5oNBqOHj3KxMQEWq2W7OxssrKyUCgUfPfdd9TV1fHzn/8cu91ObGws2dnZhISEYDQaBZdpenqawMBANmzYIOTrMpmMd955B41Gw8jIiFDzLQXJHdqbv09VVRXJycn4+/sTHx9PYWGhhzjAG548eUJ2drbXHeHu3bvp6OgQPmBffvklf/VXf+W1xb5t2zYePXokZOQ6nc7NemAhFnaPJE+cTZs2kZqayuzsLEqlktbWVjZs2CDGrgUFBW58o8Ww2VyEeMmG4quvvuK3v/0tarWaTZs2UV9f78bHe14ItNSRXLwxkRAWFsbU1BR6vZ6WlhZ8fX0xGo3o9XoCAgLYunWrCJb18/MTGWw2m83DyHMxJOf72tpaNz8zuVwuNiVqtVrwhlpbWwkJCeHs2bPExcWRnZ3N2bNnOXToEHV1daSlpWG1Wt14RuDaqC0sHqempoSqEFzd0YVjs7CwMDZt2kRHR4dXV/WFqrX+fte1pKurC4fDQU1NDV1dXWRkZLBmzRqePHlCTU0NOp1OqPqmp6dfeGwWQrK6yMrK8ir2iIyMRCaToVQqGRoaoqysjE8++YTu7m52ROzgA+sH3PC7QZoljc3Gza4w5SUQOxfLnOzlA1jXmNagcCqo9XffcD7VPiV3NpfSyVKXUu4HINGcyDbjNh5pH3FL7+WaOwicAp1Rx+YSV47dl19+Kfio0jhUqVTy6aefMjMzg6+vL/n5+YyMjNDQ0MCKFStYvtzCrl0XACdwT8SKeJP1SxFY/9Gxm8RXnJub+99aJL0C0eGPAFeRJJlHStwVCQvHb5GRkSQlJaHVakU8grcLtU6nE+MaCQUFBR7ERZVKJbpY4GqJ//SnPxXKFmlMJRHxQkJCPJy6peJrfHzcFeSqmHQ7U1bPrgbgnvYeCcYEVD7PumQTExNC4bYQUijtXxo6nQ6NRsONGze4dOkSH374IR9//DFNTU2EhYWxe/duCgoKRHbXH//4R65cucLs7KyHS6xKpSIjI4O8vDxSUlKwWq2iwOnr62PZsmXifWVlZWGz2YRtQnh4uMhL++yzzwQ/amZmRhxLhUIhFu2enh62bdvGypUr2b17N83NzVRWVpKXl8ebb74pXL5zc3O9Kg8X4t/+7d+oqqry6u9jNpu5e/dZxtS2bduW9DFZjNOnT3t9bq1Wy65du8TPPT09XLu29Khg3759vPPOO6JA9ff39+hcjoyMiC7RsWPHaG5u5r333iMxMZGamhq++OILfHx82Lx5M729vdjtdhobGxkaGmJ8fHzJFPOpqSk3x2hp0QdEOOvLIDIykl/+8pcEBAQsObKUyWRCTalUKrlw4QKnTp3C4XCQn5/PgwcPOHLkCIWFhezatYvAwEmWLzcv6UK/GFFRUR72H3v27CE2NhabzUZ4eLjgcaWmpmKz2SgpKeHy5cvk5eWh0Wi4fv06wcHBjIyMLFlYbt682a14unfvnlAlqtVqj03Vhg0bOHz4sNcCadu20+TmfseGDWcZGmpidnaWrq4uPvjgA8bHxykvLyczM5PTp09z9+5dVq9ezVtvvYVcLsff3/8HFUjd3d38/ve/5/Lly5w4ccLrOaFUKvH19WXdunXU1NTg6+tLQUEBFy5cwEfhQ3FrMcjhouEiSdYkMmYzvDyTC8vmlmFUvJwdi4/Dh9zZXO7o7njtTlUHVBM0H0SyOdnLvb0jwZywdIFkB74B/gQpfins27eP3t5eEVAbERHh9v0yGo3s2LGDzMxMXnvtNSwWC2q1mlu3bn1vm+JE4h+B83v1mQvNzc38/ve/dzs3DQaDB9n7h0DaSIWGhr4wUutV48dO0ivC4OCgULbYbDa3Wb5UJEky8f+XvfcMjvJc87x/HaSWWq2cWxnljAwIhAAhQKBIDjbGpOOZ8czuzNo7Vbv71nzYs1s7O7VvTdWcsOud4x0DNraPwSQhJBGEhcjJApEkgQBJKKGcW1Kn90Pz3HSrWwKf8545W6f8r6JcbrWkVvfz3Pd1X9c/wGtukMFgYGxszE7to1arGRwctKnMKysrcXd3t3Hy7e/vt1EySRuT5OMTExNjs/G5ubnZ5TjFxMQIDkiwNpj7rlYGkiZIG0/joetDkEOs8fWow2Qy4e3t7bBTMH/+fOLi4tDpdLS0tHDnzp3f28oALL4tOp3OprCcyV4gNzcXmUzGwMCA2DAaGhpISEiwS4KXyWTI5XIRE+Hp6UlPT4+Q/8fGxvLy5Uth0R8SEiKMFd3d3Vm8eDH+/v6UlpaKTUXKVVu4cCFXrlxhy5YtxMTE8N133+Hn5yc6C1KsioTh4eFZx6jR0dF2knWw8IIKCwtteExOTk4sW7aM48ePv/G9HR8f58SJE7z//vt2X0tJSSEtLU344lRVVZGQkEBfXx/t7e1iLOzh4WEn/1apVPT29qJSqTCZTDQ3N6NUKnn06BGXL19m5cqVxMbG8uLFCyorK4mMjGTXrl3CSuPq1aukp6eTlZUlEs2fPHliF+gKlkPAihUrhP8PwO3bt0lNTWVkZMSGnO0ICoWCnJwc4RKt0+no7e1lYmLCpug3mUw8fvwYtVpNT08PlZWVpKWlkZeXx/DwMGVlZfj7+7/6jM28++5F4uIGMRhMnD/vTmdn+CyvAmF0Of1A093dTXJyst0BRC6X4+3tjUqlwtfXl9raWnJzcyktLSUpKQm1Wm2XVyfBaDQSEBBgs8lJHThnZ2fhn2Y9dnMEScZ98+YcqqoSMRj0wqVZGi3fvXuXuro6vLy82LHDwt3T6XQzekI5gnTwuHbtmjhEdnZ2UlNT45Cj6Ovry/j4OHl5eVy6dIlly5bx8OFDwduqa6vjRegLbrvdZtnIMvqV/bx0tucd+Rh9eKpyHBY8HXlDeUzIJ2Z01h5RjlDvUs/y4eU8Uz2bdcwHrwuke6737AukNqAU1GNqctbk4O7uTnl5ueiYSiPe1tZWkcM2OTlJUVER2dnZ3Lp1i6amJt5//30SEhKECrCuTkt6egfWsSJlZWVianD8+HF27dolXoa/v7+dwvNNmJycZGRkxGZ8P1N24r8WfiqS/kDQ6XSim2MwGGw2OalIMplM4rTj5OSEQqHAYDA49LCRFjXrBam3t5fBwUGbImk6p+FXv/oVGo1GtFeDg4PFQuvp6YlcLrfr+gQEBFBfX49Go8HZyZl76tcGcQkTCSjMCq5rLLPveM3rjam1tVV4CklYtWoVCQkJIu5Bq9USGRlJQkKCMEKsq6v7nTlMkZGRdk7h1nBkL5CamoqrqytLlixhbGxMxDAEBQWJsZyUSj85OUl3dzcRERE2WV4+Pj7U1dXZZISNjY2xbds2iouLqa+vR6/X25266+vr2bBhA2FhYbS3txMaGkpeXh5BQUG8fPmSmJgYO+6Rj4/PrGTInJwcHj16JAxIJWRnZ9sUSBYl0fcO3XJnwsOHD+1iNiSsXbuWZ8+eibHbb37zGxHhkp2dPWOiOCAIxZLy6ejRo6hUKvbs2SMUYO3t7ZSUlBAcHExDQwMXLlxg8+bNFBUV8d1337Ft2zaCgoIEv2SmsduyZct48OCBcLGXSNWnTp2adbym1WrZvHmz+GwCAwNxdXXFxcWF3t5etFotcrmcnp4ehoaGcHZ25uzZs3R3d7NlyxY8PDy4efMm9+/fp7CwEK1Wy9DQENu3jxAXNyhUQWp1IzB7kTQyMsLt27fFocrPz4+NGzfaeR9Nf4/r6+tZsWIF+/fvJzo6muTkZE6dOsXOnTupq6uzcaiWcPHiRTu16+DgIJWVlaxbtw6wcLCmC1Kmo709hFu3VHR2+hIbW8+339YwMeHF+vXrAYSac8mSJaSkpDA6Ooqvr++P2lSfPn3KsWPH7IxwAaqrq0lJSbHjy8nlcsEZvHfvHn19fRQXF/PNN9+QmppKkbqIbwzfcFtzGz+9H2sH1vK179eMK20931xNrnZh344gN8kJnwrnvMf5WZ9X415DzGQMK4ZXUOVVNePz5o3OY8HYAu673ueqx9XXX9Bj6R5dg/i4eLKKssQI02QyERoayurVq5HJZJSXlwuKQnp6OhkZGdy4cQNPT08WLFggwq2XLl3K/v37X3lhvYPBoKWv7zX/yNoLrLGxkTt37ggFpVwux2QyvfXYrbe3Fw8PDzu+orVY6Y+Bn8ZtfwBIMlWpMJmamnI4brNuI0qdJKPROOOIw2Aw2F1sHR0dNDU1UVdXx/Xr17l+3Z64Zx066u7uLjpHMTExGAwGm0VJ4to8fPiQzMxMdCadTfBi/EQ8PcoeTHITsiEZD269jvNoa2tDLpfbmMslJiai1WpZtWoVH374IdnZ2QwPD3PhwgUePHiAj48P69ev58MPP6SkpEQEcr4NnJ2d0Wg01NbWkpyczNq1a4mLi5t1fv3ixQsqKir44osvRGJ6ZGQkGzduxM3NjUOHDvH3f//37Nu3T7wXEh9JyqPKyMhAJpMxd+5cmpqaOHDgAL6+voI4rlQq6e7udujhIpfL0el0nD17locPH2I2m0W48IIFC2aUsLu5uTE4OEhTUxPV1dV2P1PijICl+5GXl8fy5ctFt66zs5P/9b/+F99///2Pbl9LLfrpUKvVYsMDy8EgOTmZjz/+eNYCScoqk8vl3L9/ny+//JJ58+axfv16Xr58yb59+3BycmLPnj14eXlx5MgRwZE5deoU7u7upKamcuHCBZYvX05raysdHR0MDAw4HLHI5XI2b96MQqEgKyuLjz/+mPT0dAoLCx2+PoVCwapVq/irv/orsQlIyfSAGFf29vZSX1+PTqejp6dHXAfvv/8+RqORgwcPMjY2xp49e/D19UUul5OamkpfXxggE6qgkRHb7q71SB0sLuW/+MUvbD6DNxVIEqKjozGbzaxZs4bq6moWLFiAk5MT169fx9fX184pHixFt6NiUzJdBUQ4tASt9gUZGdfRal+I9+bWLRMtLS6YzYf59tuLTE3NZf369TQ1NXHixAmUSiW7du0SqQJJSUk/qkAym81UVFQ4LJAAcXiZ/n6CpZvp7OzMypUrqaiowN3dnXnz5lFeXo672p13HlqKx9OepxlVjPJu/7toJ19znDwNnsiQ0eH05uzMeePzhMhlVsjhe4/viZmMwVtvvw44m5zZ0ruF+WPzuaq5yhUPK25hM/C/wa3OjcKCQtLS0jh16pQYtefn51NcXEx7ezv79+8XtjIbNmwgIiKCY8eOMTY2RmZmJkajkZKSEi5fvszU1BQFBQXU1NQwOamnrCzIhoO0YMECGzsSyXldvE9vMXabnJwUnUlHRfcfu0j6qZP0B8CTJ09wc3MTHRppTCBB6ixZf/hSJ0mv1/PgwQN0Op2oyI8ePUpra6udxwjAhQsXbBQ6s0HqHEmjGYnE+N5772EyWVxuJycnMZlMLFu2jPDwcKqNthuyn8GP22qLB8cC/QKSk5N5/PgxNTU1REZG2iycXl5eBAcH272GRYsWsWjRIiYmJnjy5IkYi0VHR7N69WphllhfX8+jRzPLcNPT00WWWElJCUlJSSxatAidTsc//MM/vPHmGhgYsLEXkApQidCt1+txc3PDaDSK31NQUEBERARPnz7l5s2bmM1mSkpKcHZ2Fi7ZGo2GrKwsjEajTXEFlgKrvb2d2NhYkpKShGv2TMURWPhtx48fF5wXwEbt1tvby4kTJwALb2Xz5s2i6ySXy6murv6diiMJOp2OEydOsGPHDruvJSUlERUVxcuXL8nLy3tj8GlPTw/j4+NMTk5y9OhRXFxchGt2RUUFXV1drFu3jsDAQNE9Ast1ExQURGNjI9evX2fRokUcPHiQFy9ekJWVRUVFBbt376apqemVQ7stYVij0fBv/+2/tenGzZ8/n9u3b9t0IoODg9m8ebPddTs9mV6hUKDT6XBxceHMmTP09fWxdetWNBoN165do6GhQWRdDQ0NkZiYKIr36aqg7u4wpqYs5P8bN25w8+ZNPvroI8bGxjh27JidPQdYCtd/82/+zayGtAMDA6hUKjQaDeHh4UI1mZOTw6lTp0hMTMTJycmOiO7k5MSGDRv4/PPP7X7m06dPxUEmICCAvr4+UlPHhWP28PBDfv3rHAwGJ6Hg8/HxITd3o/jMR0ZGWL58OQkJCYyMjBAeHj5rUT0TJHWdtRpvOqQMxukEden1v3jxgmXLlolrqr6+XnCjHrU/YiJkgu98viN/MJ+1g2vpV/RzzuscURNRFtL2W7QZkseTbYUvs+C5y3N6xnooGCyw8WqK0Vk6TOPycb72/fq1Cm4SqAJuWewfsrKyRHaeyWQiKiqKlStXYjKZOHnyJB0dHcjlcubPn09KSooofAsKCliwYIF4X52dnYmLi6OiooJNmzYREREhVIDTlWsbNmzgl7/8JVNTU2KtsB7RzzZ26+7uxsvLa1a1609F0p8gpIJGKhimd5IkCa71hy91lnQ6HbW1tTQ1NTE6Osr4+DiPHj1Cp9PZyMp/F0iKFum07efnx507d7h9+zYRERFERUWJk6enpydnz5/l2buvuS5qgxonsxP1akunKN4pnkD/QAIDA+no6BCeOlLIpaSim873keDi4kJqaiqpqanCwTc6OprR0VGioqLIzs5m2bJlDAwMiG6Z9XsWExNDR0cHSqXSRgYuGT3+GEyfeycmJvLy5UsmJiaIiIigt7eXnTt34uTkxIkTJ3j58iVpaWlkZGRw584d7t27J06sp0+fZu/evTQ2NrJ8+XK6uroYHh4mMDAQDw8PFAqFkIfPJJcGS0fy5MmTNvl3Eo4cOUJwcDCRkZGcO3cOg8GAi4sLH374oU0xLUm+f1/y46NHj7h7965DE7+AgABBtrWWl1vDaDTS0tKCUqkUEQd5eXlER0cL1+zY2FgxvvT09BQj6vnz51NYWIhcLucXv/gFdXV1JCUl2URwBAUFcf78edasWYNS+ZjVq88BZszmHzh0aAlGY4rNwm4wGDh9+rQokCTu0YoVK2b04dFoNHR0dDA4OIhGo0Gn06FSqQgODmb16tX09fXx5ZdfEhUVxY4dO1AoFCiVSrs4E7AP+zQajXz22WeioP7iiy9ob2+fkY/R1dUlxozWePDgAU1NTSxevFgUBmq1moaGBlavXi3GbomJiZSVlfHBBx9QV1dnZzIZHR1NZmamIL17eXmxceNGOxNTtVqNn18DYObMmWRu3ZqDyTTM118fZnx8nAULLAep69ev09DQQFBQEJs3bxYFZ3x8/KyBwm+CVqtlyZIlDkfIycnJrFu3bkYpulwuJyAgAJlMxt27d8Vh69ChQ5bIEmMRRwOPYlAaOOVzCk+DJ3lDeWzr28Ykkwwp38ypDJoKwsXs4lh5NgPKvcrZ1buL1LFUHro+JH8on/CpcB66PuSS5tLrwqwJKAM3gxvLi5bj6uoqDmpKpVKMqqWgZLAULLm5uYyMjPDdd98RHh7Oxx9/bBNp5OPjQ3d3Nzk5Oezfv58nT56watUq9u/fT2trK0ajUfi+gcVodM2aNZSVlQGWEf3t27dpa2sjNTWV6OhoO7WbTqdjfHzcRo05/dqS8FOR9CcIV1dXzGazOOU56iRJXSNpQ3F2dubo0aPiOcPDw3Zutr/vRhcaGioMHuVyOSqVSvgltbS00NLSQnh4uOjuEAZYHVSTJ5KZlE0yJZ+yk/4/e/aM8PBw2trabFyrJb6PVqslMTGRuLg4hx0xKZNpzZo1gGUTqK+vp7u7G61Wy9y5c1mwYAGjo6M8e/aMe/fu4enpSXV1NdHR0TZFaH19PR988AGHDh36nUh/MTExwsSwpaWF7OxsXFxcMBqNfP7552LD0Ov1IvvLGgaDgR9++IF58+Zx6tQpcnNzcXFxQaVS4erqKowAt2zZMmNcQ01NDVevXp3RsXpwcJDBwUGb0aZerxdZdxJu3rwp5O/T4erqSlFREV1dXTY8splQVlZGdHS03YlQ4qkAdvEV8Lp7NDExQXl5Oa6urqJ7VF5ezsuXL4X79OTkJNHR0cjlchYvXkxoaKiNP86mTZv4/PPPOXnyJDt27CApKUmM3Q4dOsSLFy+QywMxmcyMjKhxcxshMVHHnTuvL+TOzk4OHTokxgAajYbdu3c7lIxbo7u7m/HxcdE96u/vZ+vWrSQnJ3P58mWampooKSnBz89PFFBvi8uXL9t0HKeLKRyhpqaGlJQUgoKCGBsbo7S0lIcPH/Lv/t2/s/sMYmNjaW1tZcWKFVRXV7N27VpaW1tF16Szs9Oue1ZQUMDjx49JSEggPz/f4SjE1dWVBw88uHRpJSMjaubNu85vflOHWh1AUVERw8PDHD5sKZgkwvDo6Cjh4eHi/RkaGpqxk2QymaipqaGpqYkPP/zQ4SFx5cqVPHr0SAhGppsezgbJEb2goIDDhw+zY8cO0tLSKC8v57333iOuLo7H8yxr5JByiCO+RwiaCqJwsJAx2eyqU4CskSx6lb12weCzYUIxQZ26jqzRLBaMLgAZHPc+/po8rgPOAHcR9glSl9BkMhEfHy+y7Y4cOUJvby9KpZIFCxYQFxfH1atXRV6gowIeLKatT58+paSkhOPHj7N3717y8vLEAbC9vZ2wsNdFvhQZJPE2jx07RlhYmDB7tTaZfPnyJb6+vvj6+mI0Gjlw4ICwXXGEn4qkP0F4eHhgNBrFIjBTJ8n68bfJZ3LESfox8Pb2FjljUVFRIkvKGmq1+nV7P9T2+yMnIul2smwsEcMROAe8fs1yuZzR0VGRoO7t7U16ejqRkZEkJSUxNTVFV1cXBw4cwMnJiaSkJBITE0UkQn19vY3TcFBQkOCDDA8P09DQQGtrKz4+PsTFxZGWloZer6erq8uuGyN5G/2uqojMzEza2toICQkhMDAQJycndDodHR0dzJs3j+TkZG7cuDFrsGdtCX03UAAAIABJREFUbS1paWkiuVz6W06cOMHy5cvx9fXl0aNHJCQkCL7K9L9heoEUHh6Ov7+/MNO0hnRCn77RP3361E5uDwjfIg8PD/R6PQ0NDXb5fdOh0+k4duwYISEhrFy50uG1KI1gpAVwevdo9erVzJkzh+bmZs6ePUtiYiIFBQXC8kC6HsDS9p9uIGjd4bh165bd2K2yspIPP9zLd9+ls3VrHTKZUihxzGYzly5d4ty5czYHjrGxMYe8FQlGo5HGxkY0Go1QrmVmZrJmzRp6enooKysjPj6eXbt2MTk5iZubG+Hh4XR1dWEymRgcHLSTx09Hfn4+DQ0NdvfjbDAajRw9epSsrCzKy8uF4OP7779n/vz5NpuOQqFApVIRGxvLvXv3uH//PsuXL6e8vJz4+HgbMrMElUolFG2OYDKZePnyJXq9J+PjvajV3/HZZwYUiiwKCuK4cuUKTU1NhIaG8u677wqD3OnKNUfZcGDhW0rZcwBXr14Vm641lEolGzdu5LPPPmPu3LkUFxf/qPFdUFAQL168YP78+dTW1rJo0SIeP37Mo0ePyInP4Vn7MwwhrzfqLucuBhWDyGWzz9qUJiWBhkDKvWZXUDqC0WxEhgwjRg76HXytdqsHykGDhuXFy1GpVJw8eZL+/n5UKhXFxcX4+/tz//594YcWHBzM8uXL6enp4fDhw8THx/Pxxx/PaFwKr4OBVSoVcXFxnD17luLiYgIDA7lw4QKrVq2yU3hu2rSJX/3qV4DFamTx4sU215PEY7MeeSsUChFcPRN+KpL+BCGNOKTFZXonSXIQlYqk//7f//usKhsJv09b2tnZGScnJ548eQJYiqTpm3BQUJCNh9L0IsnL6CVCbuNNr1VtExMT+Pr62sjQJT7SvXv3ePbsGbGxscTExJCfny84R+Xl5QwMDJCQkMDTp08pKChw+No9PDzIzMwkMzOTqakpGhsbRWcCsIkc6ezsJCIi4ndWy/n4+ODh4UFPTw9OTk5MTEzQ3Nwswlzlcrk4Gc8Eb29vcnNzGR8fx8vLi9DQUEZGRvDw8GBiYoKqqipKSko4evQoUVFRPHv2zO4UZa1Yc3JyEouO5DotnZqlMVFubq5DfkpQUJBNQLKE+fPnixa75Mb9m9/8ZtbFCiyj5Llz585arKvVajGqnJiYoKysDDc3N9E9OnXqFL29vcJ9Wq/Xv5VrtoSCggIaGxupra0lPj7eZuym1WqprDyDXF5EZaUTSuVrJY5Op+PSpUs2BZJKpaKwsBBPT0+Hkvju7m6Gh4dF98iiTtuOSqWiurqaFy9esH79ery9vRkfHycx8bWvjp+fH52dnej1ehvej+SGbb1ZuLi4sH79eocxLrOhvb2dI0eO2Dx27949njx5wt/+7d/abIRarZbGxkYKCws5ePAgGzduJD4+nrKyMt5//33q6ursxqkzFUiTk5OieKmpqaGxsdFmM5a6uIWFhYSHhzM2NkZsbOyMogovLy9hUqnX66mqquLKlSs2RPxz586RlJTkkL8XERHBxx9/PGOI7myQy+X4+vqSmJjIoUOHiIuLo7i4mCNHjlh4kgOrqQissNktzZiRv4GQlDmayZRsiheqtwv6Bgs5u3igGH+DP3dd75KhyyBsKowWQwtUAg8tPMDMzEzq6uq4e/cuZrOZlJQUFi9eLKJuhoaGcHJyIisri4iICC5dusTAwADbtm2z6TTPhvT0CZ486SA3N4f9+7+wGG7m57N//37S0tIwGAw2Slwp+y04ONjGi03aU6a795vNZm7evMng4OCsFid/7CLpJ3XbHwAeHh42RZKjTpJCoWBychInJychoX4Tfp+LRVKySZt7YGCgXSExZ84cW/sBqyLJd8oXBQpBQIxze32jSe7Cd+7cEY8lJyeTmprK1q1b+Y//8T8yb948Ojs7OXbsGN9//z16vZ5FixZRUlJCUFAQUVFR/PrXvxZ5VDONFp2dnUWQ6f379wkJCbGZp9fX1+Pt7U1dnWM/kjdhyZIlGAwGoqOjef78OVNTU3h7e2M0Grl58yZnzpyZsUCSyWRkZGSwbt064RnV3d2NQqEgNTUVvV7P2rVr6evr4+7duyxfvpyKigqcnZ3tFCByuZwtW7agVCqFf4lMJkOhULBlyxbkcjmBgYH85V/+JatWrbLb3EdGRhgaGppRAVVaWmrzd4SHhzs8pVsjKSmJf//v/71DOwAJBoOBzs5OJicnuXfvHt988w3z589n7dq1Qlnj7e3Nzp070Wg0+Pj4zNhmnwkqlYqNGzcCFgKzl5cXSUlJ1NTUCA5Yc3Mz168H0NYWIr5PrVbbjAZjYmL4+OOPWbBggegSSTAajTx69IiJiQmhXAsLC2Pr1q0MDw+zf/9+1Go1H3zwAS4uLnh6etoUSGDpcEiFsWS70dnZyaeffspnn31mp2JNSEgQ7+3v4zDs6upKcXGxw05BdHQ0KpWKxYsXU11dTVZWFiaTidraWry8vN6oRDKZTLS3t/Py5Uu6urrYt28fz549Y+nSpaxatYpr165RVVVFcHAwe/fuJTg4WJi0zvY3OTs7Mzw8zPPnz/nVr37FpUuX7JSKU1NTs/p7/S4FkgSNRoPZbKa4uJhTp07h6+tLQkIClZWVhAeFo/3BtkOrl+txNs3e/U+YSKDedeZusw1MsHBkIXt69qA2qfnW91tueNygSdXEqoFVyP+3HPdWd0pKSkhISKC0tJQ7d+7g6urKhg0bWLJkCXfv3uWrr75iaGiI8PBwtm3bhkwm49ChQ/j5+fHJJ5+8dYEkGYH+5V/eRqOZZNu2Ik6fPo1CoRAdSIVCIQplCSkpKTYF0tDQkOBjWhdIzc3N/M//+T8pLS1Fp9PNurf9ZCb5J4jpRZJer3c4brP2UnobvG2RpNFo8Pf3x8fHBxcXF3Q6HXPmzLExb9RoNMJFV4JWq30dSuuOTWhtsi6Zcfk4JrkJzwlPAj1en4IHBwdRq9U2EmXrDUMmkxEZGUlkZCT5+fn09/dTX1/PhQsXGB4eJjU1ldjYWNLS0hgbG6O9vZ3z58/j4eEhjCCt27ptbW2EhYXx/PlzO8dkyUn7TSG/jqBWq9FqtSJQtauri4iICKampujv73eoMpJgUfDkihva39+f9vZ2MjMzRQETFRXFixcvWLp0KZcvXyY6OhofHx8eP35MdHS0ncooICCA3bt32wWShoaGsnTpUlpaWux4JGDhcwUEBAgTzKysLLuYmNHRUUpLS3nvvffEY6tXr6axsdGmWFAoFCxduhQ/Pz+HnjrWsOYelZWV4e7uLnyPent7uXTpEps3b8bb2xuDwfCjukfTERsby7x582hsbGRiYoIFCxbwzTffiLHb2bNn2bNnD0+fPrX5PZKJYXh4uF1YcGBgIIODg0xNTdl0j0ZGRnj//fdxdnamqqqKrq4u4YM0vXs0HZ6enoyNjSGXy7l06RJnz561yUXbvn27zfNLSkpITk5GpVKxf//+H/2+BAUF8bOf/WzGk7nkyJ2SksL9+/d5+PAhOTk5VFZWCod4f39/h53C8fFxenp6RPTH8+fPCQsLIycnh7a2Ng4dOoTJZKKkpISQkBDGx8eJjY2dVYEnYWJigitXrti4oztCU1MTt2/fnjXoeSYMDw9TXV1NUVGRzborGRiGhobS3t5OfHw89+/fZ9myZezbt4+WlhbWBK1hf8d+eFUrvXR6SfJ48gy/CcInwnEyO3HL7daMz5EQNhnGyqGVOJmduK65Lrr1DENVRRV7l+xlY8FGNBqNMN80m81kZGSQmZnJ5OQkZrOZe/fuoVKpyM7OJjg4mOrqaiYnJ9m9e7ddF2c6pDxR6bqRjEDHxz14770rfP55HrGxsXz//fesXr2a+/fvC0WgI7GG1C2d/nuHh4epqKgQJrQSZtvb/tidpJ+KpD8A3NzcbEZskrO2dCG5urqiUqlQq9WoVCrmzZsnIkkMBgN6vR6j0WjzX+lxmUwmNlcPDw/c3d3Fz5Gkm4DN9zk5OeHk5CQ6Pb6+vshkMrtCwtPTU4zjpnvbhU6FCk+QyOFIeN28YXR01GYUqNFoZi3+fHx8yM7OJjs7W9gA3L17F29vb+bMmYOPjw8FBQUYjUZ6e3s5evQoOp2OxMREkpKScHV1FcWc9QY1PDyMVqu1cyV+G7i5ubF582ZGRkYoKytj27ZtZGZm0tzcTFhYmF1BKUEul5ORkfHK/6aPkJAQ+vr68Pf3Jysry+a5Ei8kOTlZyNslNU1ERISQr1vDUaitXq9namqKgYEBmpubhSRbikCxNngDC9+lsbHRLk7j/v37Im8OLBvo5s2b+ed//mfMZjMhISFs2bLFzn15OgwGA62trSgUCu7evcutW7dYvXo1kZGRPHv2jDt37rBp0yY++OADJicn8fX1fWP45ePHj1EoFLNGdhQUFJCRkSHynSSS6datWwkODqayslJ07qxPt1IXajpMJhNtbW1i3FpZWcnSpUuJj4+no6ODiooK3nnnHVauXIlOp8PHx+etuC9S9M90DzDJ5NSaYKxWq8X/z5s3zyH/bDb09vYKQ08J0838QkNDefz4McXFxfz2t79l8+bNxMbGUlZWxnvvvWc3djOZTHR0dGAymWhpaeHs2bM4OTmRm5uLVqvlwoULtLW1ERMTw8qVuSgUBiIixjAaZy4erVFfX09paelb87EqKyuJj4//UZ5KN2/e5PTp04JHIwlEpgf8enp6kpGRwddff01MTAzFxcWcPHmSvXv3srx1ORcCLoASnqqeMm9sHi4mFybk9lSJeWPz6FH2YJDPvMGrDWryh/IJMATQ7NxMlWfV6+f/AJwFL1cvsb5K5psajYaSkhI8PDy4desWtbW1bN++nU2bNqFQKGhqauLIkSMsWrSIlStXirW4q6vLbm0Ay712/PhxAgMD2b17N8ArHt8PaDTDaDQywKJ2O3DgAJ2dnRQVFfHll1+SnJxMS0uLzX06ODiIUqm0GScbjUYuXrxITU2NQ67obN2in4qkP2FYFwoTExN8+OGH4v+NRiOenp7IZDJSU1MxmUwiCkMmkzn8B5YLZsWKFej1eiYmJhgbG6OjowO9Xk9qaipffvmlw3HQRx99JJQHUjzI9NdqzVnCem8ygbvJnYuuFwGoq6njRecL4uLi8Pf3F0o9CaOjo/zDP/wDISEhJCYmkpCQMKNySLIBkBx8nz17htlspqqqSrS8Fy9ejEKhYHh4mEuXLpGamsq1a9fw8vKyuekbGhoIDAy0iaB4G6SkpJCdnc3g4CDV1dXk5eUJBcb169dnHFn5+vqSm5uLXq/HbDYTFBREV1cX8+fPn/HUFhwcTGNjI8XFxcLJNjs7m9OnT7Nu3boZ1W4SWlpaOHr0KHK5nI8//liYltbW1tLY2GhzjUmQOEefffaZ3ddKS0uJiooSm2pYWBi5ubkolUqWLVsm/g5rQrY1pO6RTqejrKwMT09P9uzZg9ls5uTJk0JWDZbNNiAgYNYCaWJiglOnTlFbW4unp6cIo3UEyWD18OHDuLm5CbWbFEdx6NAhmpqaiIqKwtvbe9aTtMQ9UqvVnDlzhrGxMXbs2IFSqeTs2bP09fXx7rvvolarmZqaEjw4d3f3WQN2wTJKcnV1pb293Y7zdfLkSebMmeNwNFZUVMTjx4/tuIMhISF0dXWJjSUrKwu9Xs/t27dF4PBf/MVfCJuDwcFBPvjgA5ufERkZSWdnJ/PmzaO6uprCwkIOHz7MvXv3SE1NFeZ+o6Oj9PX1MTU1xenTp+ns7CQqKoolS5bw/PlzDh06hFwuZ8OGDQQGBpKe3kR+/j1UKifOntXYhZ9KGB4e5sSJE4Lz92Og0+koLS116Ns1Hb29vRw/ftxGLXjp0iVCQ0MZGBhgyZIlNs/39PRkaGiI4uJiysvL2bJlC3PmzBFk5brrdQwsGaDfqZ9x+TjLhpdx1st+vfEz+HHZfQbFqAmWjC4hWZfMiHyEwz6H6Xd6dYAZAE6CvEXO3LlzSUtL4/bt28J4NjMzk4yMDAYGBjh48CDj4+Oo1WqGhoYICQmhrq6O1tZW/uzP/sxuzQ0KCrIREej1eo4fPy4sRoaGhoRj9nQvr+DgYJ49e0ZRURFlZWXs3buXrKwsTp06xfbt20UWYG9vr7BVkFBfX095efmMmYcweyH007jtTxjWIzaTycR3331HX18fbm5ubNiwgWvXrrFixQoOHDgw48+Q2uNvInZHRUWRlJTksEAKCwvDbDaLMYrNWO0VIiMjMRqNr7/fqkgK01sWujanNksI9DPo1/ULd29JnTQd7e3ttLe3U1VVhaenJ/Hx8SQkJNhJ9sHCa0pISGB0dJSNGzeyZs0aMZarrq5mfHyclJQUEhMTkclkzJ8/n9DQUK5fv050dDT+/v4MDAwQEBDwVvJpsBQ5q1atwsvLizt37iCTySgsLOT69euEh4cLtdHdu3dZuHAh9fX1TE1NIZfLeeedd0hJSaG7u5vw8HAGBgZwd3cnMzNz1t/Z39/P5cuXWb58OatXr+b8+fNs3boVZ2dnYaPgSO0GcP36dcrKysRG29HRgZ+fHx0dHZw5cwaz2TyjAigyMpLFixfb2QFIdgTWY7fp3jsS1Gq1GB1bd48kr638/HzCw8NpamqiqqqKefPmUVJSwuTkpMgebG5udui1BJYi98SJE6KjMDQ0REVFBRs2bJjx/YyLixMdl1u3brFw4UIOHjxIW1sbWVlZVFVVsWfPHofkeLAswA0NDbi7u4vuUU5ODrGxsbS1tXH69GkWLlzI6tWrGRsbIyAgwK6gcXFxmdEfCiyF7bFjxxxmGkqK0K1bt9o8bjabqa2ttVEmOjs7s3r1arKysjh37hwPHjwQzttTU1M0NTUxODhIa2srpaWlPHnyRLhRT4+WcXZ2Ftfxw4cPaWhoYOnSpZw9e5aYmBhGRkbQ6XSYzWYeP35MdXU1rq6u5OXl4efnR1VVFZ2dnSQmJrJ06VIMBgNLlrSxYsUjRkd9UCj6CQxsd1gkWXd1flc8evTIrgtnDZPJxKVLlzh//rzdBmwymfj6668JCQlh8eLFdveaVFxotVrq6+tZvnw5Bw4coLu7m6KgIr7q/AqC4Yb6BstGl6E2qG0iSwKmAlCgoNGl0e51RemiyB3JRW6Wc8n9Eo/Ur8xyTcBN4DwEeAewfPNyRkdHOXLkCKOjo3h6erJmzRq8vb25cuWKiI2RDCQfPnzI0NAQMTExlJSUzHggUCgUYqyvVCrt3MpPnTpFXFwcbm5uNl5eSiUikic6Olpk3kndUKnDb909unnzJnV1dW+1Hs9WCP1UJP2JQiLZSpiamhLVtbTRSOMzsJxI8/PzcXNzw83NDbVajZubG87OztTV1XHo0KFZf5/kDO0IkjeJBC8vL7vZf2Rk5Ovn+GLDR0rQJVjSruVAOxafDixjs9TUVCHtnQ1SGvvNmzdxdnYmOjqahIQEEhIScHd3FzJ767ato7HcnTt3aGtrIy4ujqioKNzd3RkZGaG5uZmQkBCHG5Gj90rKS+vp6aGqqorMzEx6e3s5dOgQ6enpaDQazp+3ZC3dvHmTuLg4ioqKuHTpErm5uUxMTGA0GgkNDaWnp4eMjIxZ3wOpgDl37hxTU1NMTk6KjDcpWPPQoUPs3LlzxrDWmJgYke8nl8tpbW0lIiKC+Ph4srOzuXz5MmfPniU+Pt6hg+2aNWtobGy0K5Dv379PSkrKjJ4pElxdXcX7Oz4+zvj4OGVlZXh7e4vukRTou337dtzd3TEajWKEODAwgI+Pj93mJnWhHJlm3rp1i9TU1FnJ3UVFRTx58oTa2lri4uJYu3Ytx44dY+vWrYSEhIhCyzqUFSzjh9HRUVxdXTlz5gwTExPs3LkTuVxOZWUlo6OjbN++XRRBM3GP1Gq1w1GGXq/n9OnTXL9+fVbV4N27d0lPTxefuTRitvZNiomJYcOGDULZtXLlSnJzc20sRDZu3Mi+ffsA7O7vsrIyYmJibMZwYWFhPHnyhJKSEo4cOSK6Jo2NjWRkZDA5OUlpaSl9fX3ExsayePFiGhsb+f7770V30tfXF71e/0oYogLuoNEMYzIpaG+3zRp01NX5fXDy5Emio6MdjjwlMvpMHYqcnBzy8vIc3rNKpRI3NzcWL17M/v37iYqKIj8/n/Lycnbt2sX8xvncDrgNclCg4N2+d/na/2sR35Q6nsqIfMQmpFZj0FAwWICv0ZcmVRPfe3z/+us9wElQdirJzMwkNjaWq1eviq7+4sWLSU1NZXJyEoPBwKNHj3B3dycnJweVSkVZWRkajYZNmzbN6lwNln1G8isyGAz4+vraXGc6nc7u0CQhLCyMO3fuiLFbcnIyJSUlfPPNN8TExNDd3W3TJc7MzGR4eJgXL168cWQ2W8bbH3vc9pO67Q8EKbpAgjV5W+IJWRdJYImsiIuLIyQkBG9vb8EvehN/Q3rOTBeTFNAJ9lYAEgICAl5zeabRQIL1wbxwfsVfarSQkt977z3+9m//ljVr1tDe3i44Um+DqakpIiIi8PX1pb6+nlOnThEcHExzc/OM6gtpLLd161Y++eQTUlNTKS0t5V/+5V+4deuWWNgcbbQSnJ2dKSgo4IMPPhDutL29vSxevJhr165x4cIFsrOz0Wq1VFRU2BSdZ86cISAggLVr1zIyMoJWqxVu6PPmzZu1QOrt7eU3v/kN5eXlYh7f1tZGU1MTa9asobu7m7a2NhYuXMjZs2dtihFr+Pn5kZeXR0BAAB999BE5OTnI5XImJibESEav13PkyBGHm7K0sU1fiGJiYuzI4RKsM7kMBoNwga+treXbb79l6dKlFBYW0tzczL59+wgLC+P999/HycmJgIAAG05VbGwsvb29YjwAlo7AP/3TP836uR07dmxWzytJPg+WjdPT05Pk5GShduvv7+fx48eMjo5iMpkwGo08fPiQqakpoVyLjY1l3bp1QrE1Z84ctmzZIsaojrhh1ggKCrI7lZ8+fdommX42nDhxgvHxcWpqavjVr35ls3HJ5XKKi4ttpO+Sa7s1tFrtjGM/Nzc3h/l7oaGheHl5kZiYyLVr18jNzSUjI0MYEJpMJsH9qqio4Pr166SkpLBz504RRioVsNKIpq5uPlVV67l/3zKafPnypfi7/v8qkMDShSsvd+xBpFQqRQdSssmw7gBKdh4zQRorFxcXU1FRQWhoKIGBgdy4cYN58fNQX1WTNpZGu7KdCfkE23u3EzRlKZJDp0JpUb36/EywfGg57/e9jxw5v/X9LVVeVZYCyQhcAv4Zwghj27ZtuLi4cOjQIZ48eYKvry87d+4kJSWFmpoaDhw4gNFoZOvWrWzatIm2tjZOnTpFdnY2f/EXf/HGAkmCFBNiNBodci0lQr8jSDl7RUVFIkfxnXfeobKyEqVSaRNLBZau9H/9r/+V1atXz/h6vL29+dnPfjajrchPnaQ/UUjtbAnWHiyStNW6qJnNd2c20y/r58zko+Tu7s6NGzeA11YA01vdGo3m9QJmVSTJTXLUJjUPXV/dNPWW51p3HdLS0hgcHCQ3N5fS0tI3vlaAqqoqEhISRIaZXC4nIiKCmzdvotPpiIyMdDiWA0uXzs/PT5gA1tXVvVHyL83ydTodlZWVKBQKVqxYQXNzM99++y0+Pj5s2bKFtrY2Tp48KT4bhUJBfHw88+bNY3h4GA8PD8LDw7lx4wbR0dEUFhY6NMIDS/fo8uXL1NTUoNVqycnJwc/PD7PZzLFjx6iqqmL37t0UFhZy5swZtm3bxpMnT2htbRVeI9MXculEb12A19TU2Pz9ra2tXL58maVLl9q9poiICBYvXsyVK1dQqVTk5eWRmZnpcFQkyYDBzNWrfXR0mMR4ztfXl71792I0Gjlx4gQ6nY4dO3bg5uYmXH8dISEhgfb2dpqbm6mvr7dTuTjC4OAgFRUVNmG6jn6uFBFz8+ZNMjMz+eqrr2hvbycrK4vvv/9ejALlcrnoHun1enbu3Cncv/V6Pbt27UKpVHLlyhU2b97s8BqU0NHRIcYzkvhC+mxWrFjB3bt37fh/EqSUdLB0Wv/xH//R4QjKZDJRXl7Onj17Znwd9+/f5+TJk3a2ApI6ceXKlQ5VZq6urphMJjGinZycpK2tjTNnzrB79242bdrE3bt3OXPmDK6urmzbtg0vLy/MZrPD7p71iGZ4+Alffvklg4ODb1UoSq/3x2yKtbW1pKenO1RKRkZGkpeXR2JiojCnPXv2LBs3bpxVECAhODgYmUyGh4cHTU1N5OXlsX//fpKSkijyLcLX4EupdykvnV6ybmAd6wfWM8YYrrgSqA9kT/ceVGYVepme8x7nbQNuu4BSUPWryM6xqNEuXrwoxDTLli0jKSmJrq4uvvnmGwwGA97e3oyNjeHt7c2tW7cYHx/n448/tjFgfRtI151KpWLdunUcPHjQ7jlSl85aVWw0GhkYGMDZ2ZnAwEAiIiK4ceMGCxcupKGhgefPnxMeHo6Hh4fdupWTk0N9fb2NWEgmk5GVlcWaNWtmvcdm+9q/Bn4qkv5AcHV1tbnZp8u7JbKvdahqc3Mz/v7+Ni3xo0ePOkzqng4XFxeHzspSqK1EjoyMjLSxAgBL0SOXyy2nVwVgJcKJnYzFiJEBpwHoA3rgec9zXrx4IWzpExIS+Oqrr1i2bBkajcbhiXU6DAYDDx48oKGhQSwAqamphIWF8eDBA7788kucnJxEzlR8fLxNp6qxsfGtFl5fX18KCwtxdXXl2rVrPH36lKVLl+Lp6cm5c+fo7u4mIyODlJQULl68KApFKXMrNTWVnp4eEUrb3d1NU1MTRUVF4vVYG+FJ6O3t5ciRI7S2trJjxw5cXV3R6XQMDAwQFBREQUEBlZWVlJWVsWXLFiIiIgRX6ejRo+zevVtEQoBj5ZoU2eAoUuTcuXPCAHM6Vq9ezeTkJCtXrsTT01O036cjMLCd0VEn9u9fzNCQO/AD335bS0FWgDNqAAAgAElEQVRBAWFhYSITKisri7S0NCYmJggMDLRZWKdDrVZjNpvx9vaeMXLFGjKZTJjOSTlQM6GkpISmpibu3LljYzIpjd16e3sJCQmhv7+fEydOsHLlSiIjI3n+/Dnnzp1j1apVzJkzh9HRUbRaLR0dHZw7d47CwkK73yURjx8/fsxHH31EaGgoGo3G5r10c3OjuLiYY8eOYTabRUEkl8tZunQp6enpfPrpp6Ign4mjExcXNyMva2RkhNLSUodB0MHBwWzatGnWuBXJxd9sNjMxMcE333zDtm3b2LRpE+Pj4/j4+DA8PExGRgbz589namqKgICAWVV9UvzMj1HmKRQKsrKyyMnJ4csvv/xRFh7Hjx+f0Rl86dKl4vCYnp5OUlLSW2+6zs7OqFQqcnNz2b9/Pzt37iQvL4/y8nK2b9+OwWigU9kJcjjuexy1QU3hQCEuJhcMMgMP1A94qnr6mpQNYAAuApchZk4M2auzefLkCYcOHcJgMBAQEEBhYSFOTk5UVVWJov6dd94hLS2NW7du4enpSWpqKlqt9q2798PDwxiNRtGNlO57FxcXnJ2d7Tq1IyMjlJeXs2nTJsAyKndychLrzw8//CDGbomJiRQVFXH06FH27t1LS0uLnZJTJpOxefNmfv3rX2MwGPD392fjxo12jvrTYTAYyMnJeau/8Q8Fxc9//vM/6gv418Rnn3328z//8z//V/ldlZWVTE1NiZNyYmIi7e3tYmNISUnhyZMnJCcni6iQH374AX9/f5tF7eLFi3R0dLzx96WmpgrejjXS09Px9vYW8v+srCxaWlpsFqGUlBT8/f2pra21SP+tLEiyRrIwyA0WgmEt8MpUW6fTkZaWJp5nMBgwGAwiUPFt4OLiwt/93d8RHR2NTCajoaGBGzduiLGfyWSit7eXhoYGLl++TENDAyMjI7i4uHDz5s1Z+UdyuZwVK1awdOlS+vr6OHLkCN7e3uTl5dHc3Mz58+dRqVQUFBTg4uJCRUWFkLkHBwdTVFQEwJ07d0hMTCQwMJCbN28SGBjIqlWrbAoihUIhvKKk7tFvf/tbMX65d+8etbW1wgm5s7OTRYsWMTAwQHt7O87OzmRmZnLp0iWCg4Px8PDg4cOHJCYmMjk5yejoKF5eXjYbU39/P/v37xeOu9Mhydnnz59v18ZWKBQkJiaKYsbNzY3BwUG7ja+1dYLz5+NwcpqkpOQIZWUycnM3oVarKSsro729nS1bthASEiI6C2/j++Xr6ytynmbqoLq4uLBu3TqSk5NFmGx9fT0LFiyY0XdHqVTi5+cnXN4zMzMxGAz09/ezdOlS4QTu6+tLeno67u7ulJeX09fXx+bNm/Hy8kKhUBATE4OzszNarZYTJ04QFxdnc1q/desWX331FV1dXZjNZlpbW1mwYAFyuRyNRsPQ0JB4b4ODg4VDeWtrK0FBQezatYuMjAw0Go2QbDuCq6sr69ato7Cw0GHhWVtby8GDB+0M/RQKBcuWLePdd9+ddRPt7u5mYGBAEOTT0tKIiIgQXMijR4/i5ubGO++8Q0hICHK5nKioqFmLjIaGBr744osfNVZLTk5mx44dpKen4+zsTExMzKx8oumYmJhgcnLSYfdSLpcL1SLg8Nrp6+vj7NmzxMXF2d0rarWakZERAgICuHr1KgsXLuT58+cicPx+3X2MEZbDsF6uJ2EigRHFCCd9TtLh3IFOYdVFbAO+Bs0LDatWriIiIoKqqioaGhowmUysXLmSJUuW0NXVJTLX/P39KSwsRKVSUVlZiY+PD/n5+Wi1WmFS/Kaoqhs3bvDVV18xPDxsE/3k4uLC/v37ZzzUdnZ2otVqMZlM+Pn52RShPj4+9PX1ERkZSWVlJQsXLkSn0/H48WPhrD69aJWuK61Wy7vvvjurIhQs9/NHH330VpOU3xf/5b/8l86f//zn9vJffuok/cGgVCptbnK1Wm3Tdtfr9Q5n4tPb5W97gahUKrt5MFjIdtZEXbVabVdIhYSEvP7eaQf1AEMA99SvRiINrx9/9OiRjSR87ty5fPXVV4InM90t1xFiY2NFtyg6OpqioiJu3Lgx48hOUstJhGpHUCqVLF26lNjYWGQyGT/88AONjY3k5+ejUCiEH8v8+fNJSkri2rVrNDY2iu9duHAhc+bM4dKlS4SFhZGfn8/Lly95+PAhRUVFM5r0+fn58eTJE86fPy+S5WdCV1cXjx49YuXKlbx48YKrV68yZ84c1q5dS2dnJykpKZw8eVKo16KiouyuFZVKZceB8fHxsZHZvnjxgk8//ZRVq1bNOP4ChL+WpNAyGAyvgmKd6Oy8jVZbx759+URHh4ru0ZIlS0hJSWF8fJzg4OAfFeYKFg+gS5cuOfyaVqtl586dQtWZkZFBc3Mzn332GZWVlTau2dPh5OSEs7Mz4+Pj3L59W6gNBwcH6ejowN3dHYVCwcjICN9++61Q5I2OjhIXF2dT5EVGRrJw4UKOHj3KX//1X6NQKDhz5oxd4vzLly8pKyujv7+fVatW4e3tbdM59vHxIS8vTxh7Wn+WISEhopNjjZSUFNatW+dwAxscHOT48eN29zFY7vdNmzbh7e3N1NSUw+Lq9ecr58aNG9y9e5fU1FRB5P3mm29IS0tj/fr1eHl5YTQaZyxCJMxGvp8JMpmMPXv22I3tvL292bBhA1euXHnjvSTh+vXrosibjpmy4aQsv6qqKtHNnt61kJztZTIZdXV1tLS0kJ+fz759+yxiDs8ijncdh1cNXh+DD1fcr9i+AD3wPchuyEhOSmb+/Pk2gbRarZb8/HwhGGhpaUGhULBo0SLi4+O5evUqXV1drF+/3ib3zt3dfUbvI7AUf8eOHRMFa3NzM1NTU6J4USqVbNq0if/zf/6Pw++Pj49Hq9U6HOe5uLggk8kICAgQ1gPZ2dkcOHCArq4uu8gSCW9y9QfL9SllI/7fgJ+I238gDA8Pi1OyUqkUJ0wJ1kWSdcU9vUiaLdPGGk5OTg5P5V5eXmKh0Wq1NlYAEnx8fF53q7qB54AJVCYVzmZnHrk8ghEsyrZXkBYYCXK5nDlz5vDFF1+8VYEEOFx032a06AjOzs6sWrWKn/3sZ0RGRnL16lWePn1Keno6GzdupLm5mRMnTuDs7MyWLVvw9vbm8OHDokDSarVs27YNlUrF+fPnycnJISEhgStXrqDRaNi8efOMn4XZbKampoaDBw++9aJ+8eJFxsfHWbduHaGhobS0tODj40NSUhKtra3k5uYK7pT0Gq3h5ubG2rVrAUvHQSK0T18w29vb38o3ys3Njb6+PjFaHB0d5euvv+b+/X4Mht04Oflx9OhR6urq2LlzJ0lJSZjNZhISEn50gSS95pk4RgMDA4yMjODs7CxOm5GRkWRlZXHjxg2bjEAJExMTHDt2jH379jE1NUV0dDQZGRkYjUaGh4fFCC4wMJBbt27h4eEhYjOkwGVHXbCMjAy6u7uprq4GLNw2R2MdKYNKLpcLOwFrODk5kZ2dLe75yclJTpw4weeff25TIGk0GrZv38727dtxc3MjICDAZix5/fp1fvGLX9gVSM7OzhQVFfHRRx8REBAg4o6mo7Ozk46ODoaGhjh48CDPnj1j3bp1REdHc+TIEYaHhykuLhZmjXV1dZw8eRJXV1e7jpWE0dFRO/K99XsUHR3Nn/3Zn9l1ccxm84weSampqWJM/TaQeH4z8ZmkkbiEsbExPv30U06fPi0Os+fPn3cY8uzi4oJCoWD16tWcOXNGdKlPnTpFYGAgcT/EgRG89d4oUdpK/58Dn4J3gzfr160nJiaGEydOWLr2WBSn0uFIcvcODg5m69ataDQaDh8+jIeHB5988oldMDBgd31I78XFixf55S9/adPRGxwc5MyZMzbPjYqKsrMtUavVbNmyhV27ds3Kd4qLi6Orq4ucnBxqa2uZmJigsLCQiooK5HL575R6oFAo+Ku/+qv/awokeMsiSSaTeclksiMymaxBJpPVy2SyrFeP/7VMJmuUyWQPZTLZ//vqsfdlMtldq38mmUw299XX/l4mk72QyWR2d69MJtsqk8kevfpZ31g9vksmkz159W+X1eNRMpnsxqvHD8lkstmDdP4V0dzcjIuLi1jMJSM+6xvYuqK33nynFzpvWyQplUq7RVFSskmbbExMjF0RBpYNS7T8HwBfAJWQNJ6EXqa3eIA0YPFIskJtba3Nz8vMzHxj69cajookRwXBbPD19SUvL489e/YQEhJCTU0N+/fvZ2xsTJgySp0biSRoncHm5OQkiK1S0bd27Vr6+/u5e/cuGzZsmDV2AuDChQucOXPmR0tVz549i4+PD8XFxSQmJgq145UrV5icnCQlJYXq6mq7XDEJaWlpFBQU8MknnzB37lwUCgWbN2+22YxSU1PZu3fvG1+LlOs3Pj7OrVu3+O6778jNzWXNmjU0NTVx4MABkpKS2LJlC2ApKt/EJ5hO1JyOxMRE0tPTSU1NtTl16nQ6h5E9+fn5+Pj4cOzYMRuRwuPHj/nlL3/J7du3USqVrFu3jry8PJ48ecJ3332Hu7s7ubm5dHZ2otPpxGHBbDYTGhrqMNrFZDJRXV0tDDhramro7OzE29vbbgGXy+Xk5OTwN3/zN4SGWgIPHW1eEhobG/nFL35hJ9PPyMjgk08+sbFHkMlkmEwmuru7+eyzzzh58qQdf2TOnDn8zd/8jcj3k+Dn5yeuG71eL7IIL1++zOHDh4mJiWHjxo08e/aM0tJSxsbGGB8fx8PDg6GhIU6fPk1MTAz9/f1ixGQ0Gm0Uj2Ap7KwNVxctWsR/+k//SdAGXr58SVBQkENuSU1NzYx0Ao1GI8beb4Oenh4uXrzo8GtSNpwEtVptV7RJRpyOxtdSMZ2bm8u5c+eIi4tDoVDw4MEDcubmoLyqJGEiAZ1MZ1GuTQKnQH5Qzvzo+axbt47Gxkbhmh0eHi7WrFOnTokD0bJly0QGXm1tLX/3d6v4b/8thDlzHFML5HI5RqNRvObx8XE+/fRTrl696vDvuHbtmo1yEiw+d1Ix5O/vzyeffEJGRob4unQvTOeygmVUOjExIcw3g4KCCAkJEb9/NlXq9Pc+PT2d//Af/oOdYe0fG2/bSfolcNpsNicA6UC9TCbLBdYBaWazORn4RwCz2fy12Wyeazab5wIfAM1ms1k6YpQBdm57MpksFvh/gOxXP+vjV4/7AP8ZWPjq+/6zTCaTdLD/A/gns9kci8Wn9Gc/7k//w+HgwYMolUpBpnQUJjsxMYFKpcJkMtmcln7XcZtCobD73tjYWBslW1BQkN1JSdow7E5QERA1GUWP8tXN6SCn0WD4/9h706go7zz9+1MrUCzFXuyyyOKCouICLgRFFllUcEtiWiWdTDLpTqdfPD3zvJjz73nmOc+Z0y/+nc4/3T3dpxNjjBoRERWVKBG3oKJxA0HBlU1AdiiWoqh6XpT3rymqQNKdmemek+ucnEhVQVXdddf9+/6u7/W9LiPffPNnalmtVrN06dJpvd7g4GCbArCpqWlaom8PDw9SUlLIz89n8+bNBAQE8ODBA/bs2cPg4CCbNm1i0aJFXLp0ia+//prQ0FBeffVVMV4rFa+BgYFs2bIFhULBuXPnWLNmDeHh4dy6dQtvb282btw4pQhZQkJCwneeMElISGDjxo309vbS2tqKXC7n9u3bDA0NkZWVxblz55g/fz6dnZ20tbXR3d1t96K3cuVKK4uIpqYmwVZ4eXmxbdu2lxba7e3ttLS00N/fLwIyd+7ciaenJ4cPH+bu3bvs2LGD6OhoZDIZMTExk6bDg+VCffDgQfbu3cuhQ4emLB6zs7N5+vSpDQNmb+xfpVKRm5tLV1eXMCMsLCzks88+o7e3l+joaHbt2oVWq+XQoUM8e/aMzZs3YzQaMZvNVFdX4+zsjE6n4+TJkyiVSmHKNx5tbW389re/5cyZM2JjMzY2xuHDhzGZTCQkJIiiwN/fX+x8xxd1UnEz/jMbHBykoKCAPXv2WC04Wq2WnTt3snnzZrvMiVar5ebNmzasi2R98OMf/3hSfYebmxvNzc08e/aM7u5u9uzZQ2NjIxs2bCA8PJwjR45QVVVFaGgoO3fuxNvbW1h6PHv2TGThnTlzBoDW1ipSU48xf/51UlOPiUJp/fr1hISE8Pbbb5OTk4Ojo6Mo2AcGBigrKyM5OdnGTX5sbIzCwsJJGaCFCxdOO5Q1Pj7eJgpoPHx8fMR1TiaTkZuba1OINzQ02BiugqUY8fb2JjIyksHBQZqbm1m3bh2XLl2yeJ65ZqHRaywRJfXAb0HXqGPz5s14e3tz6NAhampqRGD1unXrePr0KZ9++ilNTU1WgbQFBQUEBgbyq1/lkZ9/w+ZYT8T4YGKNRkNcXBw///nPbdzEJRQVFVl9Jx0cHMjOziY6Opquri6rc7OpqYmPP/6YM2fOUFxcbPO3pGlWX19ffHx8qKurY82aNdTU1Ahj05dBLpfzzjvv2B2Q+FvAS4skmUzmBqwCPgEwm80Gs9ncA7wL/LvZbB55cbu9cKdXgQPSD2az+YrZbLbH2b4F/NZsNndP+FtpwBmz2dz14r4zQLrMsl1aDRS+eNweYPL54P9i1NbW0tPTI9pOHh4eNpbsBoNBFElSITRjxgwWLVpk9bjpMkmSQHE8ZsyYYaVTcnNzszlpIyIibEeUZUCYpb/+wPGBxTzyif3nvXr1qtViNt0Lmr+/v82if+/ePbuPlcvlxMTEkJmZSX5+Plu3bkWn01FdXc2nn37KkSNHCAkJ4bXXXiMxMVFMlnV2dhIRESFam2fPnmVkZAS1Wk1SUhLJyclcuHABuVxORkYGSqVSeCFNFb460WphvE/PdLBu3TpiY2O5f/8+rq6uuLu709vbS15eHs7OzkK8X1lZSXJyMidPnkStVk/qXQIWKv3TTz+luLhYvL7Ozs5Jd9ZgKXIlhqCyspLCwkJSUlIEC7Nnzx5iY2PJy8vDZDIRGBgoJhonQ3V1NR9++KGwJOjo6JhSQ6bRaMjOzrZZmHp6ejh16pTN48PDw1m6dCmXL1/mf//v/82NGzdwcHAgLy+P5ORk7t69y/79+1m1ahWrV6/m3r17fPLJJ4yOjpKWliYifAwGA1euXMHb29umxWs2m+1m1bW0tIhJwry8PNauXct777036fSYVqsVf0c6LhM1O0uXLp1WOvuaNWusJhWjo6P54IMPpnR4HxkZEe/3/PnzHD58WEzKPXz4kOLiYvR6PTk5OaSlpTEyMiKCqA0GA5mZmVRUVDBjxgx0Oh1nz57FZPKkuVnDwIAbYH4RhGq5Tr3zzjtWjNJ49mjp0qWC6ZzINre2top2pj1s3LgRBwcH1Go1iYmJNvd7enry5ptvkpub+9JNjZOTk2i7+fr6kpycbPOYM2fO2Oj9pPcoufKfOnUKtVrNypUrBYPi3uPOWO8YqgIVK+atIC0tjWvXrlFaWoperyciIoKdO3fi6+tLcXExZWVlODo6CsF2eXk59+7dIz8/n8zMTAID2wCzzbG2B29vb9GFWL58OQ4ODqxZs8ZuxNHz58+tvpNtbW1ERkYKA1hpMwAW5kna4N+/f9+u5mz27Nk0NzezatUqLl26hMlkIiUlhZKSElQq1aRt2rGxMebOncs//dM/TRnF9N+N6TBJ4Vg8QXfLZLKbMpnsTzKZzBmIAla+aHmdl8lki+387lbGFUlTIAqIkslk38hksisymSz9xe2BwPjyuenFbV5Aj9lsNk643QYymextmUx2XSaTXZ+OG/Nfi8bGRjQajdWEl4eHh42oWhoZH18k+fj42NjsT5dJkslkNvS+lEQPFpZHqVTaJNnbY5fwBK1SixIldY51UIfFNt8OpAW2sbGRffv2TSoCnIjKyko+/vhj9Hq9+G+8gHr27NlkZmayc+dO3n77bVauXImTk5MojPbt20dlZaVIbL916xaDg4OcPHmS0NBQli9fztatW+nv7+fAgQM4ODgQHx9PcHAwW7ZswWw2c/r0adLSVhMdHYG7exdKpXJKjxaz2cw333zDv//7v9u0v6KjoyeN25iIK1eu8Pz5c2JiYmhvb8ff31/4TgUHB9PV1UVSUhJ1dXWMjo4ya9YsLl68iJubm93Fu76+ng8//NBqSkomk+Hn52fjti5BYo/6+vrYu3cvfX197Nq1C3d3dwoLC7l37x67du0Sk4ezZs2acqpJr9dz4MAB9u/fb/V8/v7+LFu2bMrjMWfOHLueO1evXrU5X8HSHvDw8GBgYIC5c+eyY8cOnJycOHDgAB0dHezatQtXV1cKCgqoq6tj165dorUieUglJydTXV1NT08PfX19Vjq6yVpDc+fOZf78+QwMDIjcvpc5zUsOx2fOnLE6Ll5eXrz11lusX79+Ulauvr6eL7/8ErPZLES2Go2GLVu2sGPHjkkn10wmE83NzbS1tdHZ2SlCSdevX09YWBhFRUVUVVUxc+ZMdu3ahbe3N05OTsyaNQuFQiFCov39/QkKCuLixYu88sorPH36lIGBNg4eTMDFpQ+QvQhCnRyLFy9GqVSKgjc4ONgu2zNV202r1ZKVlcX7779PVlaW+H25XM6KFSv42c9+Ni3fo6amJj755BNKSkrEbUlJSTZFrsFgoKioyO7fCAwMxNHRkSVLllBeXs6cOXMwmUzcvXsXb603ylElW7ZsQalUCtZ6fAv4wYMH7N69m9bWVmbOnMnWrVsZHByksLCQsLAwfvKTn4iNiOXYyiY91gMDA5SWlmIymVAoFDYWEkqlktzcXLsSiEuXLvHw4UO6urrQ6XQiBD03N5dnz56J4YTMzEwrprqkpMSuZEOars7KyuLMmTMij/DOnTsYDAYbnapMJuOtt94SuY5/y5jOdJsSWAj81Gw2X5XJZL8B/vnF7R7AMmAxUCCTycLNL+gBmUy2FBg0m822fLb954gEXgGCgIsymWwuFk5jIsxT3G57o9n8R+CPAPHx8dNzNPsr8MUXX6BSqaxM8tzd3W12JiMjI8JLSdr92Dv5puO2Lf3+xPaEk5OTKNbCwsIwGo02XkparZba2lpUKhW/+MUveP78ORcvXsTzG0+GZg5hvGwE+xPKAl999dVf5Ira1dXFZ599hk6nw8nJicWLF5OWliYmrXp6erh//z41NTV2++HjcefOHWbNmsXixYuRyWTMmDGDwsJCUTjeuHGDhQsXMjg4SHl5OcHBweTm5hIQ0M727VdwdJTx2Wc5NDb24ezsbEPDj/c9Aot/1T/8wz9YXYAkn56pWoZyuZzc3FwMBgNNTU12d8azZs2ioaGB9PR0zp07R15eHkePHhVu1T4+PshkMgYHBxkZGWHmzJlWBfHcuXOFzkAul1sV6BMnm6qrq8nMzMTf35+7d+9y8eJFUlJShH4tNDR0Wr4yd+7coaqqyuZ2ezvy8TAYDJw8eXLSMfiioiJ+9rOfWRUSarWa9evXMzg4KOwtbt26RWZmJjqdjqqqKr755hvWrFlDZGQkw8PDhISEcOXKFRITE9mzZw/d3d3Ex8dz/Phx3njjDW7fvm2lw1i9ejU1NTW0trbi4uJCTk6O2MBI5ogv099JCfM6nY68vDz+8Ic/AJadflxc3KQM1PiQX4CQkBASExOZMWMG+fn5U/oeDQ8Pi537+fPnqa+vZ968eSxYsIDr169TXV2NUqlkw4YN+Pn5MTg4SFRUlE2xt3lzCLduPSQlZTV/+tOnREZGsnjxYg4ePMGuXTv5j/9YQHh4yKQBtmCxzygpKcFoNAoWIi4ujrS0NO7du2fFrkttt/fee88mzqmnp0cw7B0dHbS0tIhjKmnApsLo6Chnzpzhm2++wWw209raSlxcHBEREcjlcvLy8vjd735ndQ178uSJlVGoBLlcjru7O/PmzWP//v20tbWRlZXFoUOHiI6ORqPRoFKp6OnpEROBq1atwmAwWGV3rlq1Cjc3N8FIvfvuu3h7ezM0NCSu+RNDZscf6xs3bnDixAmGhoZwcnIiKSkJT09Pmym+GTNmsGzZMi5fvmzzPvr7+22Ky5kzZ7Jo0SLu3btHfHw8rq6uZGdnc+CAhesYHBy0G1vi4uLC8PAwvr6+ODs709TUREZGBnv27CEyMlJkJ0rs0Xdh3v+7MZ0iqQloMpvNV1/8XIilSGoCil4URZUymcwEeGNhnQC2MT0WSXqOK2azeRR4LJPJ7mMpmpqwFE4SgoBzQAfgLpPJlC/YpCDg5WZC/wW4e/eu8AwCC0VrNBptCpiRkRHc3d0xGo2iyOnp6aG+vp7BwUEhorQ3bTERWq3Wrl7lwIEDorgICQmxYZqk8NwHDx4Ix+7Q0FAePHiAn58fzQ3NUPby9+zo6IhWq8XV1RVnZ2ecnJxEGKJEk6tUKpRKJQqFArlcLhYYs9mM0WhkdHRUMEL37t2b0oF84nsIDQ0lKioKjUZDYGAgx48fJzk5GT8/P/R6PXPnzmXu3LkYDAYMBgNJSUm4uLjg5naTH/+48QWd3ceCBc20tobS3t4uLo7jgzLnzJlDZGSkGPOfGCbr5ORETk4O+/fvn+TVWv5eaWkpTU1NBAYGkpCQYLPYOjg4oFKpRGSE1HY7ceIEb7zxBlVVVfj5+eHp6SmYxs2bN/Pxxx+j0+lITU21irBwd3enra0NmUzG8PAwfX19HD9+nKCgIHbt2sXIyAiHDh1CrVaTn58vPqOXCdbHY9myZdy5c8dGFDo8PMyRI0fYuXOnze88ePCAoqKiSQXOnp6eJCQkUFpaKib5wMIIODg4MDIyIoJKd+zYwcjICAcPHsTBwYFdu3YJrxYpciUuLo6GhgYRNbFlyxYePnwoHLrHj1NLxeyVK1fIzMy00gpJx9OeASdYjPhGR0etFquQkBAyMjIIDQ0VC3tXV5eNluju3bscO3bM6picOXOGhQsX4ujoiK+vL3q93qYNL7FHUqvwxIkTuLi4sGHDBqGn6u/vJyoqivsmo1oAACAASURBVKSkJMbGxnB2drYbR2NxWj9BcvIIH30UxLZt6Rw5Ui6OV0XFZRITExkacmHcaSYwMjLCl19+aTOEcfz4cSIjI0XA9yeffGJ1v9R2kwKWOzo6cHFxEcdxcHCQjz/+GIPBQFRU1LQKpIcPH3LkyBEbuUNRUREffPABKpUKf39/Vq1aJVp+gYGBbNq0adLPV6vV0tPTQ1ZWFoWFhezcuZPXX3+du3fvUllZSVxcHEuXLhXB29XV1aJNO2vWLJYuXUp1dTVnz55l9erVrFixwirXczzGO5iDZdNx5MgRq02FdG3y9vbGw8OD4eFhq7ZjWlqalfO7j48PP/rRj+wKpAcGBsjOzkapVNLX14fZbCY2Npbbt28LjW1VVRVxcXE214e4uDguXbrEqlWr+OKLL3j99ddJTEzk4sWLpKamMjw8zDvvvGN3UOJvGS8tksxmc+uLibRos9l8H1gD1AAPseiCzslksihAjaV4QSaTyYHNWLRM00ExFv3SZzKZzBtL++3Ri+f4/8aJtVOB/9tsNptlMlk5sAn4EtgBTC8P4z8RLS0tmEwmK22NPRYJ/txuGx0dFbvkZ8+esXv37u/8vDKZ7M+5a+Mwnn3x8fGx6Q1HREQIYffw8DC/+tWv8PHxoaenhzfffJOvv/4aDw8PvLy8RDabq6srTk5OYiGXdqAmk0nkYo2Ojgrdh+QyPTQ0JIq//v5++vv7p10ITYSrqyszZsxgxowZ+Pn50draSl1dHadPn2b16tWEhYVx4cIF1q1bx7Jly+jo6ODo0aOYTCa2bt1Kb28vn3/+OfPmDfPuu95WdLa3tzfPnj2jp6cHd3d3ampqxNjs8+fPSUhIoK6ujsbGRk6fPk1MTIzVxUYKirXHqkiQNDDNzc1cuHDBbmsnNDSUqqoqUlNT+eSTT4iIiCA6OpqrV6+K9tV4tsvX15cf//jHBAUF2bAC0uSaXC7nypUr3L17l6ysLPz8/MQFPDU1lfDwcMEeTccUcjwePnw4KdtXV1fHt99+K9iA4eFhTp48ya1bt1izZg3R0dHCeXrFihUEBwfT0NBAamoqKpWK48eP8/jxYwICAmhsbESlUlFZWSm8q3Q6HXfu3KGiokKwYENDQ4SEhFixEs7OzgQGdtDTM4OkpGAqKipITk7m8OHDxMTEoFAohCcOWHLNNm3aZPc9eXl52S1Wrly5QmlpKZs2bbIpgCYKaaXgXOlYHzx40CZeR2JMpEVPWrwmTsRK3/+zZ8/y6NEjwR5du3aNu3fvigBcX19fhoaGiIyMnLRVaNG+mDEavcnKOkdhYRre3t5UVFQIR/g5c+YIJm8ipOuaBBcXF9atW0dZWRnFxcW8/vrrREREsGjRIhtX7vPnz4sg3ok6FY1GQ0JCAufPn6euro6bN29asX/j8TLX7+7ubr766iuysrIAC3NYV1fHvHnzrIqWyaBQKHB1dWX9+vWMjIzg6OhIdXW18JQCi8zi4MGDdHd34+bmxiuvvIJSqeTYsWO4u7vz05/+1OYc8fDwsFuAm81mLl++zOnTp2023EajUTDbKpXKysx0dHSUL774wkp3OvGaJaGyspLS0lJSU1NZtmyZ1WZg/fr1Qr8IlqzBsLAwGw3Y3LlzaW1tJT09XbRpY2NjcXFx4X/9r//10vb03yKmeyX8KbDvxZj9I2AXoAc+lclk1YAB2GH+M52xCgv7ZGVo8sIm4DVAI5PJmoA/mc3mXwJfAakymawGS+zf/2U2mztf/M6/Adde/In/x2w2S1uCfwK+lMlk/y9wkxfC8v9OHD58GI1GY0Xb2tMjAUJAbDAYpq070ul0+Pn54eHhgaenJy4uLkJrZDabeeutt7h9+zaVlZVotVrCwsLw9fVlYGAAFxcXm+mY0NBQ+vv7USqVBAcH4+fnJ3YjgIhCkJie4eFh9Ho93d3d9PT00N3dzfPnz//iYme6cHR0JDAwkKCgIAIDA1GpVDx9+pSamhpOnz5tdUGuqakhNTWV2bNno1arMZlMQg+Rnp6OyWTi4MGDAMhkSykriyUoqF3Q2UqlZafY29vL0NCQlXFgS0sLjx49IjU1ld27dzM6OkpRURFvvfWW1euNi4ubskgaj/G7wImIioqiubmZlJQU0XYrLi4mJiaGwcFB0XaTYI8VaG9vZ3h4mN7eXkpKSqzYo4KCAjQajQiXVCqVL2WP+vr6UCgUYpEeGRnhxIkTwjV+Mpw4cYLIyEhaW1s5cuQIbm5u/OQnPxEswZo1a/jqq6/o7e0VwnYJ6enpXLp0SUxKlZSUEBwczM6dOxkaGuLgwYM4OTkJFszR0XFShmTnzjscOTKIQpFET89uBgZmsnDhQo4dO8b27dupqqqycpKfDEqlkv7+fnEcJhr3TZVQL0FyAJcWxIkBttJwwcRRdamt4u3tTWNjIzKZjGfPnlFaWmqXPZo1a5aI55CyB6eCRfvyLS4ufcyaBXp9oyjWIyMjiYuLo6SkRLAn412cJeTm5vLRRx8xZ84csrKycHJywtXVlU8++YTq6moCAwPtbh7HxsY4duwYP/nJT+y+tjVr1nD//n0iIiLEKP7EQrW6uprjx4+/NPbm8uXLzJs3TxTT//iP//jS4shoNPL1118LobKHhwcHDhwgPT2dnJwcRkdH8fDwoLa2ltmzZ+Pp6UlISAgLFizgxo0b1NfXk56ezuLF9iS8Fnh5eTE4OCjWhefPn3P48OEpJ8WePn3KlStXWLZsmbB+8PHxsWqVq9Vqdu7caSWuB9tzt7S0lJiYGNzd3YUg3NXVlYyMDKHVUigUdHd327BC7u7u1NfXo9Pp0Gq1wkl8y5YtUx7Xv2XIphs8+D8B8fHx5pddzP9SmM1mfH19Wb9+PRUVFdTWWmbmV61aRVdXl82osY+PD0lJSbS3txMSEsIXX3wBWAqCGTNmiFaLs7MzDg4OKBQKkf9kNpvFSK/UozcajcTExLBs2TIqKiqsnH1HR0dRKpXs37+fwMBAdDodXl5eeHt7i4uCyWQSafLd3d3ExMTw+eef/6cXQJNBLpcTGhpKTEwMfn5+PHv2jObmZpqamgR1LpfL8fDwEOGVgYGBGI1Gent7RaETGBjI48ePCQ4ORi6Xo1QqxTjyxHwhCSaTSZjo2cvDy8/Pp6WlhdLSUsDiq7Rs2TIb7cN0ERISYqNvkiAJPw8fPoyvry/R0dF89dVXbN++ne7u7knF4kajkaamJmQyGZcvX+bevXtWrMuVK1dIS0tjxowZ6PV6ESUwFSQdRFhYGNu3b6euro4jR468VC8mQfpMAN577z0CA/8sRDWbzfz+97+3iSsYHh6mubkZhUJBRUUFdXV1ZGVl4evry+3bt7l8+bJgwYaHh5k5c+aku9UFC64wf/51urs1fPLJcgYHe9i7t4zNmzdz7NgxwsLCiI+PF7qv6aCtrY26ujrKyspsWiUbN260uxjW1NQQFBSEm5sbZrOZ3t5e4Wz90UcfoVarycvLm9RJGRCbFLPZzNdff82TJ0+YP38+cXFxgj1ycHAgKysLHx8fMbk2XgM5FQICGoUW5soVM6OjozQ0NHD58mU2bdrE0aNHiYmJITY2VrDMEyF9D8ejuLiYqqoqxsbGpvTQSUlJYfXq1Xbvk0KEKysrefjwodDH9Pf3c+zYsSmnQCdi0aJFbNy4cVoMx5MnTzhx4gRz5szB09OTc+fOkZycjMlk4uHDhyxatIiRkREKCwsZGBggIyODgIAA2tvbOX/+PIGBgaxfv35aeWvj0wxqa2vthtBORHR0NDt2WKwER0ZGMBqNnD9/3up69MYbb1hthJ4/f87HH39sc+5GRkaKQOXxbeHdu3fj7e0ttKP2YDabOXXqFPPnz+ff/u3f7LKNf2uQyWTfms3meLv3/VAkfX9wdXXl1Vdfpby8XPSM169fz/Xr12lubhbZTq6urvj4+LBw4UJGRkZwdnZmbGxMVP0SZdvZ2UlXVxdtbW20tLQwPDxMQkICM2fOpLy8HH9/f7y9vdFqtWg0GtRqtSikJsu3kjRAUh7Y9evXuX37to2XzTvvvMO+ffumFUL6fWP16tX4+fnh6OhIZ2enGGNWqVQ4Ojri4uKCi4sLWq2W/v5+2traaGtro6mpif7+fsLDw1m5ciWOjo7I5XKRr1VaWkpKSgpBQUGoVKpJzRDv3r3Lvn37Jn19AQEB5OTkUFJSQlNTE2q1mo0bN1JWVmYVAfNdkJmZOall/927d1EqlezZs4ecnBwaGhpQKBTEx8fj6OhoQ81L7FFXVxfHjh0jNDSUVatWMTQ0RElJCW5ubkL34ezsPOViDBb2qKioyGpiMzw83K7z9XTh7+/Pe++9Z7U4tbe3c/r0abZv326jsSkpKSEiIoKVK1cyODjI8ePHcXV1JTU1FYVCgYuLy0sLG4vW5hhg5tEjR774wuKg7ODgwJw5cygqKmLbtm0oFAq77sYT0dbWZjeAWqvVsnHjRrtj/b29vWKh2b59O2DRgWg0GuRyOb29vbi5uU3KaJhMJhoaGpDL5eKc1mq1JCcnYzQaKS8vp7+/n7lz55KYmMjo6Cg6nU4szB0dHXZZyxs3bnDjxg3y8/PtFgznz58nLCyM4uJivLy8iIqKori4mDfeeAODwTAt9g0si/evfvUrW9uRCVAoFPz0pz+1iRKZiD/96U8kJCQwNDTEqVOnXvp3JWg0GjIzM1mwYMGU0R7Say4tLaWrq4vExETu3bvH9evXGRsbE0GtgAj93r9/P7NmzRJh3c3NzWRnZ1uxoy/D6Ogo3d3d4v03Nzfz6aef2n1/Dg4OpKWlWU2RPnz4kKKiIiu2TqPRsHHjRhvmb8+ePXZNfDdt2sTChQsBhCB8OgMLUtvcnr3C3yp+KJJe4D+7SAoLC2PNmjW0trYyMjKCTCYjKChI5DipVCqhyRkZGSEwMJD29naCgoKoqqqisbGRhoYGEhISGBwcpKGhgcDAQHx9ffHw8MDFxQUHBweR9WQwGBgYGKCnp0fESWzatInjx4+TnZ1NWVkZYWFheHl5IZPJqKurw9fXVzBUMpls0pH9t99+m1OnTv1F1vJ/Ld5++22++eYbenp6hA5KoVBgMBhE4Kv0vscXd05OTqxcuZKAgACePXtGSEiIEGuDRcgul8vJz8+noaGBFStW2LAn3d3dDAwMiBy2yb4faWlpBAUF2YhP/1Ko1Wref/99u6aAQ0NDtLW1UV1dTVVVlWi7SeZrc+bMQSaTWbFHFRUV3L9/34p1uXr1KhkZGQQHBzMwMEB0dPSkxbSEa9eucerUqUkT6v8arFu3zkanU15ejlarxd3dHZlMxvnz53ny5AnZ2dkivPbq1aukpqYSGhoq9DVdXV12F/+JGM+QHD3aipeXF59++ikZGRm0tLRQX1/P66+/Tl9f36SLmslk4tGjR+zZs8dmqjM+Pp6srCy7u+wrV67w1Vdfie/++PbOVEJwCb29vXR1dWEymTh9+jRNTU3ExcUxf/58KisrqampwdHRkezsbLy8PAkIaCMkxN9mAm38BNTEAnjt2rV2F7fR0VFu3ryJh4cHu3fvZv369Tx69IjW1lby8vIYHBwkJiZmytff19fH0aNHBcs+GeRyuXDBfxm72dXVxccff/ydzs+4uDirHEaTyYRer8fV1dXmsffv3+err75iwYIFuLq6Ul5eLuw/lixZwoIFC8SE2d69e4VBZXNzs2gRf/DBB9OWVIyOjnL69Glqamp49913UalUIvbn5s2bHDp0yOrx0dHRbNiwQTB2k2mxYmNjycnJseu719vby4cffmjDmjs5OfHzn/8cFxcXRkdHp8VCajQafvzjH0/b3+9vBVMVSYpf/vKX/8Uv578Pf/zjH3/59ttv/6f9/S+++IILFy6IsdWRkRH8/f15+vQpLi4uNDQ0cPz4cTG95eXlxbFjx1i0aBE+Pj5ERUURHx+Pn58fwcHBzJ07F39/fxwdHdHr9TQ2Ngqn7k8//ZRbt25RU1PDo0ePaGtrY3BwkPj4eJ4+fUpYWBhnzpzh0aNHLFy4kEePHlFZWcmDBw+orq5GLpfj4+MjzMG0Wq34ksjlcuLj46moqPjOURuTwdnZGS8vL/HewsPDiYiIICgoCKVSaaXbmj9/Pm1tbdTX19PR0UFzczMdHR3CFFLy9xnvvREREUFWVhZarRaVSoWzszMGg4HPP//cKhG+tbWVgYEBFi5cyI0bN0QcRkNDA+3t7ZhMJjw8PIiOjmZoaGjSIvHhw4csXLgQHx8fu14+3xVjY2O0traKndt4qFQqOjs78ff3p7q6moGBARYvXkxpaSmLFi3i8ePHQiPQ1dVFQUEBWq1WBMEePnyYsbEx8vLycHFxQaPR4OTkNCXt39PTw/79+7/Xc2A8EhMTSUpKsirSJAbU2dmZtrY2CgoK8PHxEZNtRUVFjIyMsGnTJrRarZjOkslkKBSKKRlUCf39Wlpbg+jv1+Lm5sbAwAB+fn5cuHBBiHcNBgOhoaE2bvjScTEajeh0OsbGxnjy5AlLlsC2bRqys9cxa9Zauru7xaI4MjLCqVOnuHDhAlevXhVFVX9/PyqVio6ODgICAnB2dqavr8/uImQymUQ46dOnTzl8+LAwQHVxceHUqVM0Nzczb968F/ofGe+9d44VK54SEVFHe7s//f1/bnupVCohGB8cHLSy8Hj69Clz5syxsR5RKBSMjIwgl8txc3PjypUrrF69mqqqKjQaDZ6enqjV6klbMNevX2fv3r02yQMTodPp2LFjBwsWLJhWC8zJyQmlUmk37Hci3N3d2bZtG6tWrbJ6ndLUp7QBBYsYvqioiIaGBl555RWePHnC119/jV6vR6vVsnnzZoKDg7l8+TJnzpwhOjpaFNXl5eXcvHlTTDXrdLppTXQ9fPiQzz77jLq6OoaHh8WEpFRw+Pv709TUJGwEcnNzSUtLE+dMbW0tn332mZX21M3NjS1btpCcnDzpZ+Po6Iijo6MNm2Q0GlGpVISHh6NQKOjp6Zm02DMajaSkpJCXlzelG//fKv71X//12S9/+cs/2rvvu42w/IAp4eXlJSa3wLLDf/r0KefOnUOhUJCWlkZiYiKXLl0SF2iwFCW///3vAYsgNCEhAbPZLMZGxyMhIWHK0VTp/+N7zE5OTlZBh4CNcPLVV18VGqTg4GChUZoMkju1VqtFq9VaLb7S5Js0Si5BagWOjY0JmwS5XM7cuXMxm8309fWJQmjJkiUsXrwYhUJhZRcgLYRSNEBdXR2xsbH4+fmhUqno7u6mqKhIXByio6O5f/8+N27cYOnSpdTW1lJXV8f8+fPx8fHh8ePHdHd34+3tzejoqFiwALt+LuMhTcdIz/HX4tGjR1y9etVutEtERAT37t0jKyuL/fv3ExERQVhYGHfv3mX27NkMDQ3xzTffUF9fT1ZWlmBdrl27RkZGBoGBgej1epE5ZTKZ6O/vt7t7vnr1KqWlpXb1WH8tvLy8yMvLsxGPDgwM8Pz5c8xmM2fPnqW5uZkNGzbg5eUl2KP09HRCQkLsao8cHByEWFWCXq/n+PHjLF261K7+zNXVlYaGBkJCQvDw8ODatWskJydTXFxMZGQker1eMHtGo5HOzk50Oh0DAwM0Nze/aFtc5Xe/U6DVuiKTXef06QBGRnxFNqP0uiZ+/wC++eYbvL29CQ0NxdvbG7lcLlhnCdKQxNjYGCdOnODZs2eCPbp69Sq1tbVoNBq2bt2Ku7s7JpOJ3NxuvL2HGBhww8WlD52u2YpNUqvVdHR04ODggIeHB6mpqcJgURJ8v/vuuzZtlfDwcM6dO0dMTAxVVVXcunWLpKQkSkpKePPNN6mrq7Nb5JtMJioqKqbF9kg2Ht8FLwtYlslkJCQkkJqaOukCrtVqRdvt9u3bnDt3ToQZHzt2TFwDli9fTmxsLM+fP+fQoUOMjIwI4bdkJzFRa3XixAm7AnMJk7E/V65cwdnZGX9/f9H+3bBhA2VlZaSnp4u/p9frOXbsmM2wyOLFi8nIyJiWBm3ZsmVUVVWJ89TR0ZH09HQrR/fxgnAJZrMZDw8P3nzzzb/L4mg6+KFI+h4xke4PDAwUVf3Y2BhlZWW89tpr3Lp1i6CgIFpaWoRmRoLRaBRj9pNhshaQp6cnY2NjuLm5iQVOEmdP3MF5enoKMbm0O5BE2iEhIQwODhIQECCm6dzc3ISIXKlUipafNPk2MjIiPHiMRqPYmUpiackzSXJ2dXBwwMnJSVyIjUYj7u7uNDQ04OrqyuDgILdu3aKvr4+enh6Gh4dF0rlOp6Ovrw8/Pz/CwsJQKBSMjY3R3NwstAVdXV3cvn2bpKQkHj9+zLVr14iOjiYzM5MjR45w8uRJtm/fjsFgwNPTk6GhIRsdikqlsuvnApaLiFTMfp9jrdJkib0suJCQEJ4/f87ChQspLy9n8+bNqFQqTCaTMDjcsWMHg4ODfPnll/j4+LBr1y5Bk4+fapLOu/Eag+7ubg4fPvxXaY0k+Pj4iEEAsCxUy5cvZ+3atVYTNyaTSUxotbS0cOrUKWbNmsWOHTvQ6/V8+eWXaLVadu3ahUwmm9TbR3pOSXNTVVXFsWPH0Ov1NDU18bOf/cyuKeacOXO4ceOGldVCbGwsx48f57XXXqOmpgZ/f3/UajVeXl60trYyOjoqNHHp6cm4u9+yKUjGt7S2bdvG2bNnraJX4uLiyMrKstqZS+7cOp0Ok8nE48ePUalUPH78mLKyMjw9PcnNzbUSBy9YsIAlS5ZgMBjw8fF5MTGnRJpOm8wVe/yCl5CQQFVVlfC4ampq4uLFi6xaZevgkpiYSFVVFZmZmezdu5eZM2cSHR1NWVkZGRkZ1NXV2Wix5HI5Gzdu5A9/+ION87IEhULB8uXLuXr1qpjSmg70ej0nT56c9H6dTkdubu5L43TAUjx+/vnnKJVKMjIyuHXrFrdv38ZsNuPl5UVmZiYODg6Ul5dz//591Go1ycnJBAQEcPbsWZ49e2b3/U1mwAgW25fPPvtsUu3n119/jaurK+Hh4cKPLi8vT9zf3t7OwYMHrexdPD092bhx40tdyCd+Vrm5ufzmN79h5syZbNiwwYZpDghoJDb2Kc+e9dHRYbGPWb9+/bT1aH+v+KFI+h4x0XsiMDDQKgDWYDDQ3NwsPH4qKirs9tzHxsZeKo6zBw8PD1FkSQI/u9lsWHZfkg7B09PT6svt4+ODg4ODGGmVWB+pIALLRU0yiHR0dLS62EueSRLdLGmJOjs7hVeSXq+nr6+Pvr4+scN85513KCsrIzs7m8HBQSuhsDTGLI18d3d3C0+cZ8+ecfz4cZRKJa+//jqZmZkcPXqUy5cvExERQU5ODoWFhcJAMCwsjMePH3Pz5k3i4uJwc3ObNCA0IiKCJUuWWCW2z58/n2XLltHf38/+/fu/N3G7Wq0mOjp6UvNFyfBz8eLFzJw5U2jcSktLycvLY+XKldy8eZNvv/1W+CANDAwQExNjt5Bzc3Oz0sIcOXJk0pwlCSEhISxfvpyCgoIpXdZXrFiBs7OzmNpUKpUsXbrUqlDp7++ns7OTsbExTp8+TXt7O7m5uXh5eXHz5k2uX78uNFQvm1yTIJfL2bdvn9WEkxSIO1kEQmRkJO3t7axdu5Zz586Rm5vLkydPhA+PTCZjbGyMZ8+eoVAoBGsJ0Nk5A7htU5D4+vqKCSWNRiNYybGxsUlF3fDnKKHR0VFMJhNHjhwRhfG8efMEe+Ts7Myrr74qJuTc3NzEd3Aqp+bxcHNzE4xXXl4eH330kWitlpWVMXv2bJuNn1qtxs3NTTDe5eXlZGdnU1BQQEtLCx4eHkKjI6G7uxtPT09WrlxpZakhISgoiLy8PHQ6He7u7lYj6C+Ds7Mz6enpNuGrSqWSV155hVdeeWVam5irV69y+fJl4YBfXFwsJADJyclER0fz7NkzTpw4gdFoZMaMGaxatYonT55QUFBAUFAQH3zwAceOHbPrHj+ZAaO3tzexsbF0dnZOykZ7eHjQ0tIipAGA8J3z9fVly5YtDA4Osnv3bpYtW2azEZmI7u5uiouLqa+vJy8vT/iXeXl58f7779vV9o0fehgdvc7t22+xbt2/vrS9/T8BPxRJ3yPGn1xeXl7CV2g8BgYGCA0N5dGjRwwNDdmlQsfGxib9Yk9VPEkMkkajEV/wgIAAm3ZRSEiIGD0GxPixBK1WS3d3N66ursKHSYJUKA0NDYkCamxsTFgTSO7a0v9VKhUuLi54eHjY3KdWq9m3b59VMSSlp0vvX61WW4l2L1++jJ+fn5jCOXXqFE+fPiU8PJy8vDzGxsZwcHAgKiqKvr4+HBwc0Gg0oiUmpVR/+umnVFZWMnv2bNra2iYtksCSFVZfX4+vry8LFixAq9Vy/fr1SY3q/hJIr9/Dw8NuMr0ENzc3hoaG0Gq1HDhwgMzMTBFzolKpRAab0WhEo9G81BPHx8dH+GhJAaFSMvx4qFQq1q5dy/Lly5HJZLS3t08ZXHvixAl27NjBypUruXjxIqOjoxw+fJi33npLTBvK5XKePHkiFuSMjAwGBgY4cOAAXl5e5OfnYzabcXFxeen7AEu7cv/+/XZtKy5fvkxsbKxNmw/+3HaLiIigqqqKGzdukJyczNGjR4mKisJkMqFUKnFzc7Nh+KYqSDQajdD+3L9/H09PT15//fVJ20OSIFytVlNfX095eblgj4aGhgR7tGjRIuLj4zEYDPj6+uLk5ITJZBKfo/S6JhZH3d3dfPvtt2Ky0cHBQTBe3t7epKSkCFsLo9FIYWGhXWuKyMhIzp8/T2xsLHfv3qWmpoaVK1dy8uRJ8vPzqa6uZvHixVYtSkCkw0vCZ5VKRUpKipV5o9T2KSoqIj8/H7CwJcXFxaxfv96u1GDJkiXcuXNHMKAhISHk5eVNy8aho6OD4uJi3NzcWLdunYhuAUuGX0ZGBgqFgtOnT/Po0SMcHBxYtWoV/v7+fP3113R2drJuGrC71QAAIABJREFU3TrRIt+4cSO/+c1v7Nob2DNgVKlUZGVl0d/fz4cffmi1oVWr1WJqTSaTiVH8trY2vLy8xKZcOib5+fl2z28J9gwpq6urrULVJxt+kAxGBwZcCQ5Wkp0dCPzPL5DghyLpe8V4JikwMFBkaY2H0WjEz8+PI0eOANhlkl4mQJ2s3ebi4sLQ0BCurq709fUBlgJoootvWFiYVfEm7SglSALMqVx5vy9IFK90cRhfJM2cOZPk5GSGh4f58ssv6e3ttcoV8/DwoKOjQ/gUSaitrRU7SEso5wArV66kvr6es2fPEhoaytq1a/nqq68oLS1lw4YNNDU1TRpz0NXVxYoVK/D396e3t5e9e/d+b/5R9nr/E0OOwXoBra2tZdasWaxfvx6NRoNMJuPs2bOkpqaSlJSEXq8nOjp6Wp/dgwcPuHr1Ktu3bxc795ycHB49emR1jmzbtk3sgqXW5lQwGAycPXuWtWvXcv/+fdrb23ny5AnXrl3D19eX0dFRSktL6e7uJi8vD09PT27evMmNGzdIT08nKCiIkZERIiIiphXNA5YL/GTtHIDCwsIp2263bt0iIyODzz77jPDwcObMmcPRo0d59dVX0ev1k7Zs7BUkYNECSkWIZCw5WYHU3t7O4OCg0AR1dnYK9ujKlSvcu3cPFxcXkdQul8uJjIwUvy+Xy6dk9ioqKsTi6OnpKbRDvr6+okW5cuVK7t69K4YVJF8ke/mCS5cuFRq5L7/8ks2bNxMSEsKlS5dYuXIl1dXVREREWBU1UuDqH//4R0JDQwVrOBEbN27ko48+orKykoGBAcrLy0W222SGj3l5efz+979n9erVzJkz56XTVVLc0I0bN0S2mmS+CQjvLclmwWQyERoaysqVK3n06BEHDx4kIiKCN954w6pw9vDwYO3atZw4ccLmOfv7+zlx4oRVu0yCq6sr69at4/Dhw4DFSHbDhg1WbJrZbKa7u3tSTWpQUJBdF3iY3JByurYELS1+LF7swMyZLlgOv632DK4CN17cZ6ur/HvFD0XS94iJRZI9+lQul9PX1yfYHXvFkNFo/IvabU5OTvT19eHl5SWYJAcHB5vpKz8/P6sUeykeYTxkMtl/iYW8m5sbOTk5IhBY0sn4+PgQGBgoYjMCAgLIy8tDoVCgUCjEgv2LX/zCZtGLjIyksbGRvr4+4bY9c+ZMUlNTKS0t5fTp02RlZaHT6WhtbaWxsRGdTmcVEQGWYuDChQv4+vri7+/P5cuXp+2k/TIEBweTlJQkTAWnQmtrK8PDwxiNRo4cOSKKOY1Gw9GjR0lMTCQtLQ2DwSDSwF/22U0MUR0fj+Ls7Ex2djZFRUWsWbOGqqoqq8VdSoqfP38+hYWFNouzv78/ubm5VFRU0NjYSFZWFp9//jkZGRn4+flRV1fH2bNnmTt3LtnZ2QwMDLB//368vb1Fm3E8e+Tu7m6TR2UPEhswWYJ7V1eXVRTFRHh5eTE6OkpSUhLnzp1jw4YNNDQ0UFVVRWxs7KRC96ng6+tLd3c3Hh4edjUiY2NjPH78GLVazb1797hw4YIVe3To0CH0er0YNzcYDPj5+dkttrRarY2VQHd3N4cOHbKaeJLcz6X34uLiYtV2+z//5/+Iz/T06dPMmjXLxhBQmohydHRk4cKFnDt3jtTUVA4ePMjcuXNFK34iZsyYwdtvvz2pRxlYit01a9bYtNCam5sn1Up5eHjwi1/8QjzneO+j8bYPloK2heLiYvz8/MjMzBQtTLAUGmlpaeI4NTY24uDgwIoVK9DpdJSVldHX10deXh7z58+3+/oTExO5c+eO3cnYb7/9VoTrTsSiRYuor68nKirKSgBvMpmEfmyq77VSqaSjo8OqSDKZTJw/f57y8nKba/zMmTMnNdSdiNTUf8HLK5/Ji6CrwHsv/v0J8Fs7j/n7xN9fkMrfMCSqUi6X4+/vT0uLbeauNDYsQXLSnviYv6Td5ujoSH9/PwqFgs7OTjGlNtER2dXV1SqIVK/X21x0/6v8s4xGI25ubqxatYrbt28TEBCAr68vJpOJwsJCkSuWk5ODwWAgODjYavrFHiugVCpF4K5knHbmzBlCQ0Px9fWlqamJpqYm0tPTAcuUmkKhEAGOYDGGO3/+POHh4YyMjPD5559/LwWSSqVi3bp1vPPOO8yePXvKAmlsbIz6+noMBgM1NTUUFBSQkpJCYmIiN27coKurS/ggmc1mWlpaqKmpwd3dfUr25d69e3z44YeiQALLJI3EPoKliPvggw9YuXIl//iP/2ilhwCLI/L8+fOtcucUCgUpKSnCTXvz5s2irfbmm2/i6enJ4cOHqaioYMuWLSxfvpybN29SUFDAK6+8QlpaGmNjY4SGhlq1P9VqtZgElTA8PMzZs2dtztP4+PhJ9T5gYVQmxvMYjUba29sJDg4Wfj8KhUJMb12+fJnBwcG/2DPMwcHBLssjFehGo5GCggIuXbrEokWLyMnJoaqqihMnTqBUKtm+fTsLFixAqVQSGRk55TSXt7e31bGSzovxGBoasipAHB0dxabK19fXyulaYljsISYmhoaGBhYuXMjAwAAPHz4kMTGRkpISXFxcrM6v8ZiqQAKL0HkybVxZWdmk5/b4okwa7pC0NPPnX2ft2qM0NByiqKiI5cuX4+Pjw6FDh6itrUUul7Nu3ToyMjJ4/vw5u3fvprGxkdDQULZu3crw8DAFBQXodDp+/vOfT1oggeUaLW3o7KGoqMjG4VrCtm3brAqk3t5e+vr6hNnoVKitrWX37t1cvWrJom9paeG3v/0tZ86csfGTy83NJT8/f0o37LGxMWbNmsU///M/v9iYLQXexX7xI33W/hN+/vvHD0XS9wiJSfLx8aG/v9/uyKtGo7Fq1dj7Ik0cA54u1Go1fX19yGQyuru7CQsLs2kLSdNpUv9+5syZzJ8/HwcHB6sd6FRti+8LkgGmXq+noKAALy8v0tLSePToEZ999plIpZe8cGbPnj3t4FVpYm358uU4OjrS1NREc3OzKIxKS0tRq9UsX74co9HIpUuX0Gq1NDY2cvbsWfR6PWFhYZw/f57CwsLvxUwxLCyM999/f1oBms+ePaOxsRGTycShQ4fo6enhRz/6ESqVin379okoC4VCQX19PaWlpYSHh1NXV8fIyIjdAl1CfX29VUEUGxvLT37yE0wmE6Ojo7S1teHh4WFF9ff29oqU9PFITk4WkTDvvfceq1evtgo9Xrp0qZiGvHDhAv7+/uzYsQOlUsm+ffvo6upi165d+Pr64ubmNmmL19vbm/b2duDPRV5ZWZmN2zVY2jVTsU6HDx8Wi1RnZ6fQ9gCkpmpRqTrYuDGT27dv4+DgwKxZszh+/DguLi7T8uOZCI1GY7WwG41GUfxWV1fz+eefI5PJyM3NRafTcejQIe7fv09CQgLbtm1DpVIREBAwrdF4hULB6OioKB49PT1Zu3atzeNqa2ut2vC+vr6C3U5KSrLy9ZE81uxh8eLF9PX1kZWVxdWrVwkICMDLy4vr16/j5+f3nQvLqqoqfv3rXwtmeSKkMNeXbeKk75ePTxNg5vlzJU1N3YAzKSkpwiRV+p7n5+ej0+lob2/Hx8cHR0dHUlJSSEhI4PTp01RXV7N9+3a2bNkyLWNIX1/fSR2npXDdqSD5prm5ueHu7j7l+9Xr9Rw4cIC9e/fS399PaWkpJSUl/O53v7MpNmfPns0HH3xAfLxd30QBhULBP/zDP7Bhw4ZpdjWkwu7ZhJ///vFDu+17hMQk+fn5TbpIOTk5WYnzVCqVzRdgqnbbxNsdHR3x9PTE3d0dpVIpdqyS9mnirisyMlJMnUmeH9XV1Xh4eJCeni5chL9rCvx3gdFopLGxEblczvXr14UuxWg0UlRUREdHB2lpaYSFhTEwMCAclb8rYmJiuH//PtnZ2Rw6dIhTp06Rn58vptUuXrxIUlISd+7coba2lnnz5qHRaMTEnDTJEhAQQHp6OrW1tTQ3N08ZNGkPDg4OpKen2/U/sndsHj58iJOTE/fu3aOyspLs7GwrzU52djY6nY7BwUGhHbt+/TqNjY2kp6dz9OhRtmzZwp07d+yO56anp3P//n1GRkZYv3690EA9fPiQ2tpaEhISrB5fWVnJqVOnGBkZwdPT02oXrVAoeO2118T5J6G7u5u+vj5GRkY4fPgwcXFxrF27FplMxrfffsutW7fIzMzE398fg8FAeHj4SzcGDg4OHDp0iJs3b4rbWltbbbRCDg4O+Pr60tDQgFqtRi6XWxW5nZ2dnDlzhri4OPz8/MTzSqzDihUmfv3rLDZuTKS8vJycnBwOHTrEnTt3mDt3rlX46HTh6+tLT08Per1eDD8UFRXR399PfHw8c+fO5fLly9y/fx8PDw9yc3NFWPZ47ZE9XLlyBY1GIz7riUny0tj+xPP2+PHjzJw5U7RnpLa7Uqlk06ZN/O53vxPXk1OnThEdHW2lv5G8zcDS6pszZw7nz58nKSmJgoICoqOjMZlMBAQETHsK6s6dOzbDLhNhNBoZHBx8qe7Izc2Nu3fVhIX18vChFxUVeXR2NnH06JcYDAaUSiXr1q0jICCA+/fvi03Am2++yauvvkpNTQ3nzp0jPj6e9PT07+wD9Morr1BdXW3XQHN8uO5EdHd3o1KprKJSJk6iSrh58yYlJSVWa8rIyIiV3QRYWqo5OTl29Y7jYTQaWbJkiWg5Th9LsbTYftAk/YApIDFJbm5udhOuwZZJcnV1tWFtpCIlKipKtI00Gg0ajQYXFxeUSiVvv/22uLhLfkVgWbSkf1suEtZhj8HBwaL9Fh0dTUtLi0iQzs/PZ+nSpVy5coXly5fbDaj8a9Ha2orBYBB6oeTkZBYvXkxtbS3nz58XKfWSJkryLvL19aWvr8+mPXXt2jUqKyt5++237bbedDodvb29zJ8/n9raWvR6vSgM7927R2xsLFlZWZw/fx5nZ2fUajU1NTVcuHABuVxOeno6oaGhdHR0CKfeX//61zbtn8kQFRXFxo0bp3Ucm5qaGB0dRSaTUVhYiJ+fHz/60Y/Q6/Xs378ff39/Mbk23i9IEtAePHiQnTt3Mm/ePG7fvs28efOsgjIlqFQqtm/fLsbGDQYDJ0+epLKyUrR0tFotAwMDFBUVWWnaSktLiY2NtSpovL29hQZkfDSKNI04f/58oqKi6Onp4cSJE/j5+bFr1y5MJpMwI30ZamtrKS4utrFbOHnypPieTHzcjBkz2LJlCw0NDRw8eNDqM1m+fLmNhkea4DGZtKSkXOerr5YyNmaJgklKSuLkyZNERETw5MmTaWW7jYfBYKC9vR0HBwdu3brF1atXhbHmwMCA0B5JGxeDwUBQUJAoqOyd2+PT252cnAgPDxfTbeOT5GUyGZs2bbIa8Qdb/x6Lx1KbcIhOSkri7NmzgGXhHW9NIRVHOp0OnU7HpUuXWLZsGXv27KGlpYUlS5ZQUlLCq6++yrfffms1mDAZbt68OaVHl1KpJCUlhZUrV06L3airq+PkyYtcv74MT08d9fXlfP21ZeAgKiqKpKQkDAYDhYWFdHR04OTkxIoVKxgZGcHFxYX+/v6XToxNBblcTm5uLv/xH/9hc403m80cPnyY999/XxSQE6cBJ8Lb21tcA3t7ezly5IjVZPBEqNVqVqxYQW9vL+vWrZvSew8sm4v33ntvWgG89rGU/0nFkYQfiqTvEZLjtFKptBHJyeVyFi1ahKurq5WTsYuLi81ju7u7USqVrFq1itHRUQwGA0NDQ/T09NDY2Cj61F1dXaLg8vPzY/369eLiqFQqUSqVNqJtb29vnjx5IgTQPj4+ZGZmcurUKSoqKli+fDl79+4lNjZWWPB/H5A8ouRyOZcvX2Z4eJitW7diMBg4dOgQ3d3dZGRkMGPGDPr7+4mKirJaGKSLotSK7O3tpaioSLQ/JhPkuru709rayrJly1i6dClDQ0MMDw+TlZVFQUEBJ06cYPv27eTk5PD06VP6+/uZNWsWDQ0NrFmzBkDEmEjIyclh//79U75fJycnMjMz7ToQT8To6Cj19fW4uLjw4MEDKioqXuRvedmwR1JW2fgiZcaMGbS3t7NgwQLOnTtHSkoKBQUFREREoNfr7U4QSbvUBw8eUFRUJDQpRqORP/zhDzg4ODAwMGA19RgSEsKmTZvsMj6+vr4iiHhgYIDjx48zNjYmnKClIGXJv8lgMBAWFmbV9rMHKcx24oSmBImpkkbPx38uarUaDw8PPDw8qKqq4tGjR2RmZlqNPPv6+orNgMXjyGLCuHRpPyUlPWRnZ7N//37y8vKIioqipKSErVu38vDhw5ea9UmQ2qaSvkev17N48WLmzJlDRUUFdXV1eHp6kpeXh6OjI2q1WhTACoXCrsvxpUuXKCsrE23DoaEhjh49yuuvvw5YCgpJywJ/FkNPbPNUVVUxb948od3T6XRCaJ6cnExNTY1gQurq6rh+/TpBQUH4+vpanQcLFizg6dOnZGVlcfz4cXGM7ty5Q2xsLM3NzZO2C3t7eykuLp7StT4sLIyNGzdOK59vcHCQkpISBgYGhMFlUVEBRqMRtVotdHzSUAhY/NBWrFghhgoSExNJTEycFnvU1dXFtWvX7LIvQUFBImVhIp4/fy4mQDs7O9FoNJMWSAMDAxw9ehS9Xs+8efMoLS21azMgITo6mnXr1uHm5iY0bBMF7BJGR0dZvXq1TY7iD7DghyLpe4YUJjt+5+Dp6cnq1avR6/UMDw9bUc9Sxth4PH78mD/84Q+TPoeLiwtBQUFWeUl+fn6YzWZ0Oh39/f2Eh4czNjZmo6XRaDQ8fvyYf/mXf0GpVCKXy3n48CEpKSl88sknxMbGkpmZyYkTJ3jttdfEuPlfCpPJRGtrK0ajke7ubk6fPs2aNWvQ6XTcvXuXixcvEhwczIYNGwBLMTQxpVqCRDk3NjZy8uRJq/dWUVHBnDlz7E5rxMTE8PjxY4xGI3v37sXFxYXXX3+dOXPmcPf/Z+/Noto607TRRyNoQiAQSMxiRoh5srEZPIFtsCHBjhNnsJN0r1U5XWsl61ycc/rm/Ne96qzVVdVDKlVdie04sWPAIxgwYMATs42ZbeZ5HiQkQPO5IPsrhLaApNM55//bz50Bg/bW1ve93/s+Q3c3WltbkZycjNraWhgMBkREROD48eOYn59HWFiYnaJJpVJBpVI59DOKiopCfn6+Xf4VHcbGxmA2m8HhcHDz5k24u7vbuGZTXRez2QyRSETbnufxeDCZTEhISMDVq1cxOztLnMXff/99dHV12bXZDQYDFhcXUVJSYkfsp8w+KXA4HGRnZyMtLY32BL+1e0T5R1GGmxqNBlevXoWPjw/pHrm6upLTKofDgdlsph3HdHd3486dOzt27RgMBmQyGSwWC5RKJWQyGdnU+/v70draiqSkJGRlZeH06dN2p+SJiQnU19fj/Pnzdp5HEokQarUaSUlJqK2tRW5uLoqKitDV1QWlUmmnuNu+Ca2vr2NiYgJcLhdtbW1obW2Fh4cHjh8/Dq1Wixs3bmBtbQ0ZGRlQKpUwGAzw9/e3K0KlUinpCM7NzaGkpISW69Pd3U2UeACIpw618WZkZJBUegpUJtdWcLlcMnbb3gkpLy/H559/bvcaBQIBzGYz3N3dERQUhCdPniArKwtFRUUIDQ3F8vIy5HI5bYE9MzPjsEDicrk4fvw4FArFngqkly9foqamBklJSRCLxSgvLydcNqVSiYMHD2JtbY0Y0lKh2BKJBBUVFZidnQUAPH78mBzY5HL5jp2re/fu4dWrV3B3d6fl+hw7dgw9PT20lIFHjx7Bz8+PNhx4YmKCRPWUlZWRkdp24cF2HDx4kIRfUwX2VjNIoA0PHpzG1JQfRCIRPv300127TP+d8Sbg9hfGlStXwOfzCYE6KSkJ+/btQ1tbGxobGxEeHo7x8XGyCUVGRoLD4SAxMRESiQRsNhvr6+s7hopmZGSgoKAAKpUKkZGRCAsLI+GMVqsVk5OT8PDwAJvNttnIPTw8EBUVhd7eXpsNz9XVFRqNBm5ubqitrUVKSgqWlpag0+kgk8nAZrN3zUeig16vx8TEBCwWCx49eoT5+Xnk5uaCyWTi1q1b6O/vx4kTJ5CcnAydTofg4OAd1RbAZpF348YN2g7EyMgIkpKSaDdcJpNJCK2jo6PgcrlISkpCZ2cnJiYmEBERgfDwcDIWoKT0jpQ4QUFBaGtrs1GpCIVCnDlzBkePHt31BKrX6/Hq1Sti0VBaWopjx44hMjISnZ2dqK6uRk5ODlQqFYxGI4KDg3fkwVAbYnBwMO7evYvk5GQAm0WYQqGA2Wwm/39xcREcDgdubm7w9PQkIcd0UCgUuHjxIsLDw2k3ivn5eZIvVlRUhIWFBbz99tsICQlBS0sL6uvrceLECURHR8NkMpF4BQpcLhfz8/M2BeXa2hqKi4tRXV1Ne1pOTExEWloaFhYW8NFHHyEpKQkMBgMMBgN+fn5oa2sjPL/p6WmEhITA29vb5hk2mUyoqKggjtbA5nu6NQCXx+MRh/wXL16AwWAgPDwctbW1iIqKwvLyMunwUJuQTDaF4ODXqKvjYWnJBK1Wi+LiYoyPjyMpKQkHDx5ES0sLmpqaIBaLcf78WchkMvj66uHuHrojF7GhoQHXrl2zK2q2Ynh4GElJSaQL6+zsDL1eDw6HAwaDgYCAALS2tsJqtcLHxwcXLlywGx1ufU8oDzVKDUuNhOjUXV5eXujp6YFKpcKjR49IpFFTUxOSkpIwMDAAb29vu//n4eEBsViMV69e2fAzQ0JC8PHHHyMkJATOzs7Y2Nhw6CSt0Whw48YNzM7O4vDhwxgdHUV1dTW0Wi2cnZ1RUFCAiIgIdHR0kANWSEgITpw4gcnJSVRXV5NRrpOTE3JzczE7Ows/Pz8MDQ3RBtRqNBpcv34dr169ApvNxuHDh2ktIiiXdjq1n9Vqxfz8PHmGt8JsNuPy5cvo7Oy02Q+Cg4NhtVqxsbEBgUCAmJgY4gaflZWFY8eOkWI0NHQJMlkLFIoZuLouQat1AZerh1otQFzc3yE/P39Hd+7/Ltgp4PZNkfQLo6ioCBaLBSqVCkFBQZiamkJdXR053UZGRtoUSdSpLyYmBsHBwYiPj0dmZiZiY2Ph5+cHFxcXMBgMrK2tkdPcsWPH7Cz7qQ+4xWJBV1cXwsLCMDs7axOsGRMTQ8Jvt55cGAwGkeK/fv0aFosFSUlJuHfvHqKjozE7O2tDItwNFosFExMT0Gq1xC03LS2NFABlZWXw8vLCmTNnCMcqNDR0V3KnwWBAaWmpQ4XR+vo61tfXaU9lzs7OmJmZQUBAAF69eoWhoSFERUXB398ffX19GBsbQ3x8PFZWVvDdd9/BxcUFcrkcFouFtjih4hkozldcXBw++uijPSmQBgcHiVXDvXv3SAYSsCkPZrFYyM/Ph5OTEyQSCby9vffEwXB2dobFYoFer/8xnT4F9fX18PPzg16vh4uLC5aWlkgBDYB4am1VwTAYDKSnp+PUqVPIzMykvX6j0Ujk6w0NDcT36OTJkyRbjM/nk+twd3d3eCIXCARQq9VwdnZGV1cXLl26RKtaE4vFeO+995Ceng5vb28EBQXZbboikYjYbERGRuLDDz+0c1MfGxvDpUuX0NfXZ/O1iIgIu03O09MT09PTCA0NRVVVFRITE7GxsUFiJpaWluDm5oaQkF7IZFMYH/fA5cupUKtFaGpqQnV1NVxdXZGbmwsWi4X79+9jdnYWWVlZyMjIQEDAMj77rA5JSYOYm5NjdZV+vM3hcDA3N2djU0EHo9GIlZUV0jmkfNmo91AoFILFYiE0NBRnzpxx6PtEvSczMzOor6+3IQZT5pN0awLl1h8QEICamhocOnQIr1+/BovFgo+PD4xGIy3hmiJPU4cfNpuN3/zmN+T1MZlMrK6u0nY8mpubcfv2bcTGxkImk6GyshKDg4OwWq2Ec2g2mwm/jsfj4ciRIwgKCkJVVRVev35NirPw8HBcvHgRISEh8Pf3R1tbG3x9fe1ed1NTE+naAptrnlwud2hI6+bmBo1GQyvoWV1dBYfDseM+8Xg8cDgcm/Xu0KFDOHPmDMn3u3DhAmJjY7G2toaCggLExsbaCRF8fecglc6BxbKAzTaBxWIjOvqf4ePzvx5/6OdipyLpzbjtF4aHhwcJV6U7oW9XsnG5XNrTsoeHBzw8PBAXFwdg80M4PT2NiYkJWudfs9lMzASnpqYgFArt2rJURAnd/5dKpejv78fJkydx5coVhIaGIicnB5WVlTh9+jR6enr2RFbVaDRYXFyE1WpFbW0teDwe3n//fTI+Wl1dRW5uLvz8/LCysoKIiIg9zf1HRkYId2knNDU1QaVS0fJFIiIi0NfXRzhFZWVlOHv2LMly6+vrQ2RkJNhsNh4+fIiAgACMjY3RcnqAzcJoZGQEERERtIXZdqyvr6O/vx+urq4YGhpCXV0d4Ue8fPkSbW1tJMB3r4qvrRAKhZiZmUFqaiquXLmCqKgoYgr50Ucfob+/n3aUmZubi4GBAajVakilUpw5c4Y8I3SKmvn5eayvr2NpaQmlpaVgsVh49913IRaL0dzcjO7ubpw6dQpSqRRGo3HX62AwGGCz2bhx48aOXa2jR4/aeCC5urpCr9fbdTkPHDgAuVxuN2I0Go148OABnj17RutNVlJSgn/4h3+we62U03pMTAxqa2tx4sQJ/PDDD+ju7kZkZCT0ej1mZ31QVbWCpqZIiMXL6Oj4Fh0dG0hJSUFkZCSePXtGom3eeecdcLlcxMTMoKCg+cfT/d/CcR0hOTkZnZ2dtNlgW9HR0YGEhARyr6gxHWVzsNXbyhGMRiNqa2vR0tJC+/3tyjgKLi4uGBoagpeXF3x8fNDQ0IBDhw6hpKQECoUC4+PjkEqltMVyeno6vv/+e/j4+KCwsNCuOJdIJDbXQRHXRSIR8vLy8OIebCDIAAAgAElEQVTFC3R0dMBqtYLP5yMvLw9ubm54/vw5uY7Q0FCkpaWht7cXVVVV5OBJ/Ty13gKba3NAQAAJ7qa6houLiygtLbXzvtopnBrYjDfaWghuRU1NDaKiouxGituVif39/SR1YGteH10uISVEWFtzhdm8hImJUCgUh+HpmYv/FQnW/1V400n6hVFbW0tO5nQbekREBKampgjPQqVSwWw279qBYDAYcHFxga+vL+0Co1arsbS0BB6Ph46ODsTFxaGmpsZmM9i/fz9ev36NuLg42u6Aq6srIX23tbUhNTUVr169Ap/PJzluO+VODQ4Owmg0YnJyEvfu3UNWVhbCwsLQ3t6O8vJyyGQynDlzBgKBACwWC2FhYXuWBi8uLtrJWh1heHgYycnJtL/bycmJxL4MDAxALpdDqVSio6MDo6OjiImJgbe3N16/fo3p6WkkJCRgdHTUIaEyIiJiT1yJ/v5+aLVacLlcwi+gPEhu3boFJpOJgoIC4mOlUCh27R5NTk7acWwkEgnm5+cRGBiI0tJSpKSkwGg0YmRkBCEhIbBYLHancTabDU9PT9Kp2dqldHZ2xvr6OinmJyYmYDAY8OjRIzx69AgxMTE4ceIENjY2UFRUBKFQiPz8fHC5XEilUshksj11wdhsNlpbW7G4uOjwZ0ZHR5GYmEiKajabjeXlZZuNemFhAc7OznYdppGREVy6dGlHcrBWqwWDwbAzznR2dsb09DQUCgWam5uJ7UJtbS1UKhWWlpYwPm7B1JQXgAY8e1aLwUFX5OXlgcFgkO7RkSNHCDk2ICAADMYiVKpxcLl6AAx0dCTTdpJmZmZIvmBgYCBaW1sdRpCwWCwcOnQICQkJNsUel8uF0Wjck7VHf38/Ll26tKPSjOpY0cVayGQyMnarra1FYGAg+Hw+2tvbkZiYiMHBQdqxm6enJ7y8vHDy5EmHHS7qOWxoaEBFRQVSU1MhFotRUVFBRoJxcXE4efIkjEYjiouLMTIyAj6fjyNHjiAwMBAPHjxAf38/WRtjYmJw4cIFWr6fu7s7GhsbERAQgJGREchkMpux9VYRjtlsxsLCgk2htRVUGDjl7r0VFosFU1NTdpwmBoMBf39/tLS0EMsFJycnBAQE2HDH6MBkWhEc/Bpcrh7Ozs4ICfkTXFw+AkDf7frvjDfjth/xaxRJlZWVWF5exvz8PC13IDg4GPPz8+Q0oVKpiJfIfwZqtRpzc3Pg8/nQ6/V2M3Amk4mUlBQ0NjYS1dZ2UC1tLy8vtLa2wtXVFXFxcbh58yYSExMxPDxM206emZkhvI7KykoYjUbk5uaSRWp0dJSoijQaDVHH/BRQxnuOnGq3YmNjgzgnb4eTkxPhGlAGfQwGA1KpFAMDA5iamkJqaipmZ2cxNTUFsVgMLy8vMBiMXWMxgM1O4dOnT1FdXY24uDisra2hu7sbIpEI4+PjpHhUqVTo7OxEVVUVsrOzSbGsUCiIY7YjDtLS0hKuXr2KmpoaKJVKO4I4h8MhCsDZ2VkydvPx8YHFYoGbm5td4eLu7o6QkBC7Lgr1TGg0GvL7KLl6YWEhgoKC0NjYiCdPniAvLw9KpZJch8Fg2BOXbXZ2FleuXLHrfKakpOD48eOkO2A0GrG0tGTj/SQQCLCwsAA2m42lpSVIpVKbTcNoNOL+/fu4c+eOzcjIEcbGxohf1lZIpVLMzs4iKCgI1dXVhEfHYrGIZ9X169fR0jILH58U7N+/H01NTWhpaYGHhwfOnj0LDw8PiEQiMj41Gr0wPCyCweCOjo5kuy6S2WzGw4cPUVRUhPX1dcTExIDH48HZ2Zm22KM4RjExMXbvI+XCv5OYYGNjA3fu3LETRTjC3NwcvLy8aD/LQqEQOp0O3t7eqK+vx+HDh9HV1UUUXFS3Zzs8PT13LKrn5+fx/fffg8lk4uDBg3j58iWePHkCvV4PgUCAwsJCBAcHo6WlBVVVVTAYDAgLC8Px48cxOjqKmpoa6HQ68Pl8ItDIysrasZvt6+uLly9fkoLf2dkZAQEBSEtLw8DAgE1naHFxkXYUub6+Do1Gg5CQEMzPz5Mx3Vao1WoIBAK7NVYgEIDBYJCidXV1FampqWCxWOSQ4O09jpCQXjCZVlJob/LrvKBUHoGHx/8JJnO/3d98g028Gbf9ymCxWA4dq00m0y9OlKNIfWazGevr6/D19bUr0AIDA2GxWByOjij4+fmhv78fubm5KC4uxieffEIkrBkZGeju7iYjG71ej8HBQQiFQoyPj+PZs2fIzc2FWCwmKieFQoEjR47AYrHAarUiJiYGc3Nze87AorKHHj58uGOA53Y0NzdDpVIhJCTE7nvh4eGEjHn79m0wmUycPn0acrkc09PTGBoawrFjx/D111+jpqYGH3/8MYaHhxEfH7/j39yuPKqsrERISAjEYjHKysrA4/Hw4YcfQq/X44cffoCnpycuXrwIs9kMiURis4GJRCKSp0XBarXi2bNnZPEHNt2jP/vsM5tN0WKxYH19Henp6fj6668RERGB3Nxc3LlzBxcuXEB/fz/Cw8P3dB/1ej20Wi0sFgtqa2sxMDBAUuhXVlbw7bffIigoCBcuXIDJZLK5DovFsqN7vMViQV1dHQkwpUCZKVIj0/T0dNTV1QHYLGK2pt0Dm88/lfe3FcPDwygpKdmzESmlpHKchL7puRUREYHnz5/jyJEjYDAYmJubg0QigYuLCw4dOoSVlRXcuHED6+vrZDRiNpvtlGsMBgOTk75YWbEPI56YmMDNmzcxMzODyMhIIu0HgH379qGzs5PwDdlsNo4cOYL09HSH93piYgIlJSXIysqiJV078qESCoXIyMhAZWUl7efv7t27CAoKsit43NzcyKFKIpGgra0NWVlZuH37Nj799FMMDQ3tuhZthdlsRk1NDbq6upCVlWWTawfA7pmkzCYzMjIgFApRWlpKjHWjo6Nx+vTpXc0oKfD5fBLKPDo6CldXV1gsFiwsLCAvLw9fffUVWe/pDlKzs7Nwd3cn13vq1CkMDAzQhmRTI7vtnNPMzEx0d3cjKCiImLICm8U7j9eB7OzH2KpcGx/3Rnh4OM6c+b9+Vg7oG/wNbzpJvzDu379PCHrbFxxg02tmbW2NjBWioqLsxm10p4KdsLGxQRRxWq0WHh4eGBsbs5EJx8fHg8vlklHOTuDxeLBYLFhbW8Pg4CBSU1PR0NBATjgikQjDw8NYW1sDg8FAWVkZWCwWcnJysLGxgeLiYkxOTiI3Nxfx8fFQq9UIDg4miwR1+t/NtZjqMLS3t/+sLLmhoSEkJSXRtqNZLBbW19dhMBjQ29sLT09PxMXFob29nRREEokEw8PDmJmZQUJCAsbHx2lPzdRm/8MPP5Di9PDhw4iIiMDk5CRu3bqFrKwsREdHo6enB5WVlUS5ZrVaERQUZHeSpTojWxfyK1euoKGhwWazogjgCoUCJpMJ8/PzcHd3h0QiIfwzaiyh0+kwMDCA8PBwmEymHe8/Zd2g0WgwOTlJolkKCwuhUCjQ2NiIp0+fIi8vjzgrBwcH21yHs7MzZmdnabsX09PTuHz5MukSbUV2drZNtygwMBA9PT0IDw/HhQsXyOvW6/VYWVmBp6enzXtsMBhQVlaGu3fv7ql7BGwqqS5evLijuzVF/g8ODiaRP2NjY3jw4AHhAD179gwtLS3w9PTE2bNn4e7uDldXV4djR6qzufUe1dfX48aNG2T9oPhQW98vauxGma8qlUra30/xsG7dugWtVovh4WGbkeXa2hpKSkpsCm8KlBiBKlbpxm+UMSwd100ul+PVq1dQqVSoqqpCeHg4yUiMj4/H8PDwngQho6OjuHz5MpycnJCeno7nz5+joaEBRqMRbm5uOHPmDAIDA9HY2IiamhoYjUaEh4cjJycHIyMjJGZILBbjnXfewaFDh36yezZlmKlQKDA6OkpSESgC9ejoKJRKJS5cuEAUsVqtFjqdDh4eHnajT5FIREvCN5vNxPNsKxgMBhITE8k93IqIiH7I5dPQ6cTgcvXQal1w8uT/jdTU1DcF0h7xZtz2I36NIqm8vBxarZaou7aDUkpQ3h3bi6TtUuKdFC8U1tfXsba2BiaTiYmJCfj6+qKxsdHm7+/btw/z8/Pw9/e3U/tsB4fDwcLCAgIDA1FbWws/Pz9ERkaiqakJSqWSFDgDAwNEqk5tnDU1NfDz88Nbb70FHo8HJpOJiIgIu0KFxWI5jD+xWq2or6/HDz/8YOfh81NAdUHoCOdOTk6Ym5uDr68vBgcH0d3dTcw+R0ZGsLS0hNTUVIyMjGBubg5isZhsxltHSBMTExgbG8OdO3dIN+Odd96Bu7s7KisrodFokJ+fDxaLhVu3bgEA4R55eXnZdT+2QiAQEJM56r7QLayjo6MICAgAj8cjozQGgwEWiwUOh4PZ2Vmsrq4iOTkZ9fX18PLyAovFgqurK+0iurGxgampKRgMBlRWVqKlpQXx8fE4fvw4kee7ubkhLy8PHA6HuC7Tgc/nQ6vVkntmsVhQU1OD4uJiOwKri4sLzp07h7i4OKysrJBTOZPJREJCAqKjo8nzMj8/D2dnZ9qOZFFREdra2hze161wcnLC6dOnkZeXt6tXzPz8PIxGI5hMJlZWVlBcXIyDBw8SOwCxWIyuri4cOHAA+/btAwDyvuyE7fdIp9PZZJdRoo2tJph8Ph/e3t7Iyclx2BEZGRnB5cuX0dfXRwrRrVyizs5OXL582U5JKBaLce7cOWRmZpKud0BAAHp7e2nXtJmZGfj4+NB24ChOm1QqxdOnT3HkyBE8f/6cmHyyWCyHY2zKCb6+vh5ZWVng8Xi4f/8+UWJmZmYiKyuL2E9MTk5CIBAgOzsbPj4+Nio3KnT2pzqlb4W3tze6u7vh7e2N4eFhREdHg8ViITAwEL6+vjhy5AicnJxgtVoxNzcHV1dXhwcRuVyOiYkJWg4epZjcbjvgqEvIZjMQENANZ2cD+HwBVKp/hlC4u5DkDf6GnYqkNwG3vzCsViuYTKbDcZvRaLQ7xWz9WUqRoNW6ALD++O+d4eLighcvXpAFicFg2OUFCYVCjI6O0irbtsPbexyFhQtgMEw4ceIEysvLIRKJkJOTg5mZGZjNZuh0Omi1Wpw/fx5GoxGXL19Gd3c3Tp8+jezsbGg0Gvj7+zu09HdyciKb5NjYGH7/+99jamoKc3Nz+PLLL/HgwYOfNF5zhLa2NofW/WFhYVhdXcWpU6dINygyMhJubm4YHR3F9PQ0MWWrqamB2WwmDuZmsxmVlZX4y1/+AoFAgMzMTGRmZqKwsBALCwv49ttvER8fj8OHD6Ovrw/Xr19HVlYWCb3czfcI2HyWent7CT8kPj6edkxGvZbtv08sFsNgMODQoUNobW3F+vo6cnNzcf/+fTAYDDuVFEUenZubw+joKL7++mssLi7i/PnzSEpKQmNjI+7evYu8vDykpaWhr68PCoVix7EF9Vmg0uj/9V//lXZ0mpiYiC+++ILwyNhsts3ngvrMUBEtGxsbDrsBGRkZDl/PVoSGhuKLL74gnlJb4e09jvj4Rnh7b7pl9/b2Yn19HQsLC7h79y7c3NzIuI3BYKC0tBRzc3M4deoU/P394ebmBoVCsSd1IpPJRHd3N7neqKgoO0L0yMgIGhoabL4WFhZGe4gwGAy4d+8e/vznP9tlNwKbLtt/+tOfcO3aNbuctKSkJHz++ed2fD4mk7ljsv3t27dpeUzu7u5Qq9VQKBTg8/no6Ogg4zsWi+WQSP/69Wv84Q9/wMbGBvLz89HT04OysjLodDpIpVLS9auqqsLNmzeh1+sRERGBs2fPYmZmBjdv3iQFiFQqxW9+8xuHJrV7hYuLC4RCIf785z+jsrISjY2NADafVcpwV61WE17nbu89dViiQ1lZmU1BuvV53I6pKT88enQOYvH/DlfXq3ijXPtl8aaT9AujrKwMa2trZBy1HV5eXuBwOMT1NioqCnq9nigrtioSdlK8bMeDBw+gVCqxsrICFxcXmxgHPp+P+Ph4dHR04MCBAzv+HqqTJZdPIShoHkND0WRxYTAYKCoqwtTUFGJiYiCXy/H06VPU1dUhMDCQpK8zGAwipd8JTk5OKCsrI3b7r169wtOnT3c0y/s52GnsRjmeU+qbkJAQhIWFobOzE4ODg0hOTgaXy8XExARmZmYQHx+P3t5elJSUoKenhxQAsbGxkEgkqK6uxuLiIgoKCsBms3H79m1YrVYUFBTA2dkZnp6eiI3d2HWcShVara2tNt2woKAgtLa22pmNajQaIlneCldXVywvL0Mmk+Hhw4dITU3F0tIS+vv7ERkZCbPZTEKXp6enodfrUVZWhhcvXiAxMRE5OTlYW1vDjRs34OHhgby8PJhMJhQXF6O/v59WDbYdHA4H5eXltJyXrd5HW98fLpdrN4Z6+fIlLl26RPIGk5OTbfILnz59irm5Ody7d2/HMZuzszNycnJw+vRp2i7G1m4ulzuJujohWCwOqqur0djYCFdXVygUCohEInz33Xfw8PBAeHg48YGifKH2gsXFRXz33XdoamoiY1Ng831+/vy5jVBhZGQEsbGx4PF4JKCVUjdRHcHBwUFcunTJoZcYhe3FlZubG95//30cOHDA4edWJBLBZDLROj7v1LX19vbGwMAAVCoVKioqEBsbC4PBgOHhYcTGxmJsbIx0ItfW1nDr1i00NTXh0KFDEAgEuH//PvEXovylZmdnUVxcTMjox44dg4+PDyoqKjA0NASr1UqUfu+++64dx+fnwsfHB8PDw1heXsbIyAji4+Ph7OwMo9GI5uZmBAcH70ngAWw+h45I+CaTiYgUdpoumEwmpKWlIT//fwOXm4Y3yrWfhzfE7V8Z1CiJDkaj0ab9brVabU7M26MRdvJNobCxsQEmk0liSba3cENDQ2E0Gh0anW3F1k6Wv78aDMY6Fhc1uHXrFj744AOcO3cOfD4fOp0OAoEA4+PjyM/Ph1wux+LiIiIjI/e0SIyPj6O4uJio4gD7hZsO3t7emJub29GRfDs0Gg3u3buHs2fP2n1PIBBgcnISUVFRhD9itVqRnJyMlpYWPH78GBkZGejs7MTMzAwGBgYQGBhI7nFKSgri4+OJa29OTg7kcjm6u7vR1NREfJAMBsOPzs/08QAUrFYrHj9+jOrqanKNbW1tiI6ORlhYGFxcXJCdnY27d+/aXUt1dTWUSqXN2IPJZEIikYDD4aCjowO9vb3IysrCpUuXMDo6Cl9fX2JUOjg4iOrqagiFQpw/fx5CoRDPnj3D4OAg8vPzCWGVy+WSU259fT2USqVDdSbFZ6JT8yQlJeHkyZO0z4vFYkFPTw9MJhPEYjFu375tI52en59HVVUVTpw4gfn5eeJqvRuEQiF++9vf2hQY2+HlNQmLxYoffojBwEAgmMwpfP31fTCZTGRmZsLPzw81NTXIzs4mz7tcLkdXVxemp6eRnZ1tR7rfDqqoq6qqIoXQw4cPERUVBU9PTwgEAhJaTIHKOaQUVh9++CGEQiFmZ2eJOGCvY8at2L9/P44fP74nQcmRI0fQ09ND6AJb0dbWhpiYGFpel5+fH7RaLbKyskjEC+WQLRKJoNPpMDg4iLKyMgQHByM/Px/Nzc1kvExlTLLZbFRWVhLSemRkJFJTU9HR0YH29naylvr6+qKwsNDhGHg3mM1m6PV62m7vW2+9hT/+8Y/Q6/W4ffs2MjIycOvWLUJD2EqMX15eRm1tLU6dOkV7f7eT8Leiu7sbXV1diI/XglqThcK/+Wnx+Xx8+umne4o/eoOfjzedpF8YZWVl0Ov1eP36tY2HBgWJRAJXV1dyGqPCSrfmGm2NRtgLRkZGSBuax+Ph9evXNuO25ORkstnsZjVAdbKANVy7FoelJQkGB4dI8Cufz0dPTw9KS0sRGhpKSKBWqxVKpXLX7pHZbCYtckpCTbl67wS5XI79+/fj7Nmz4HA4uxrqbcfMzAy8vb1pOUDu7u5YWFiASCTCnTt3sLy8jJSUFPT19WFqagrBwcGIiIhAV1cXhoaGEBcXB4VCgdjYWAQEBODx48eYm5sjFv+3b98GAOI2LZPJ4OXlhfn5ecTGjkImmyLxAFqtCDMzfyteFxcX8f3339sV2ZT30+DgICorK2mfLYvFgsnJSSQmJtpwjXg8Hubn5xESEoI7d+4gOjoacrkcr1+/RnBwMEwmE+7cuYPOzk4kJycjJycHOp0ORUVF8PT0xMmTJ8FkMiGTyeDp6Wnj0m21WjE2Nobk5GRaftOlS5fs3luxWLxr16K1tRX379/HwMAAnjx5YuMITmF8fJx0HvbafaSsMEQikV0cCoXZWTWqq8OwuOiKzMxq3LzZCMAHubm5UKvVqKiowNLSEsRiMZHlt7e3w8/PD8+ePYOvry+sVqvD7oVOp8Nf//pXtLW12RyQKC4LFYosk8kwPT1tc5BYWVkBl8vFyZMniWmhQCDAd9995zBLcCdkZ2cjJydnz35lGxsbGBwcdOhnNTw8jJSUFLvfJxAIMDg4CH9/f/T29sJsNpNxWVJSEp4/f044SyKRCOXl5aTbfvjwYaSnp5Pu0dLSEkQiEbKzsyGXy1FTUwO1Wk1GhxEREf+p4mF8fJz4RNF5HlEh5v39/VhcXMTz58/J1ICKRmKz2WhoaMD333+P8fFxcr10CAgIQEtLCy1FY3h4GPv2JSM8fJBMF54/j0dKyts4c+bMTyagvwE93hC3f8SvVSQZjUb09vbSOmm7uLhAKpUSbktAQACEQiGEQuHPykcDgBcvXhCDRqFQiLq6Opu/vX//foyMjNB66mzH6qoY1dUG1NUlYGHBBf39g1AqlVCpVFCr1ZiamkJISAjZFPh8Pvz8/Hb1PaIy5S5duoSenh5YrVaw2Wy8++67OHz4MBYXF+14VMDmqLCwsBCnT58mBov+/v7EIfqnYHuu1VZwOBysra2BxWKhqakJoaGhCAsLQ3d3N1n4TSYTPDw8EBgYCKFQSMZOiYmJiI2NRV9fHyoqKpCdnY2oqCgwmUwEBgaSv8flcmE2G20WvO3jVD6fb+OJQoHJZJJihq5AoqBWq8Hj8eyM8ah8Pnd3dzQ0NCAlJQVBQUEYGxsjKr7c3FwEBAQQhVZ+fj7JiQoODra5b0FBQWhvbydjFupr2+Ht7W3T3fDz88Nnn3226/MiEAjQ3NwMnU63Y9eQygak7lFGRga8vLxsQlwphIWF4eLFi6R4EQqFxIAV2Czg+/r6sL4uwvLyHDicIty+vQoeLx0xMTGoq6tDZ2cngM1oIMqcc3Z2FnV1dWTU0tDQgLi4OIcRHBwOB62trXbE9dDQUBQWFkKtVpPPqUKhQFtbG0wmExkfnTt3zqYAo0J+qUw2R/fz6NGjkMlk4HA42NjYgMlkwurqKhISEvZUJHV1deHy5cu0BSsFvV7v0KNMLpdjeHgYSqUSFRUVSE5OJtEniYmJCA0NhVAoxMrKCnp6euDl5UVEEFVVVWhqaiJBxseOHUN/fz9GR0dx7tw5JCQkoKWlBWazGWq1mowlfwqMRiMZC+t0OhIqTKfAo6xStr+HRqMRs7OzaGxsJK8H2HxOw8PD7cxfgc3PPGVuux0GgwFTUwx4eBzB6qoQQ0OHcPbs/+MwU/INfh7eFEk/4tcokkpLS2EymdDd3U1rfCgSiSCXywlnQC6Xw93dHVar1aGd/W7o7++Hu7s7kXVvJ3ju378fra2tyMrK2lESurKygu7ubnC53hgaGsXDh7XkVLS+vo7r169jeHgYcXFxiIuLg5ubG9hsNqanpx1uepRSrbi4GE+fPrUhI2ZlZREVUHBwMJ4/f06KO7FYjIyMDJuIDAoMBgMKhQKtra0OCfJ0MBgMNrlWW+Hk5ISFhQV4eXlhfHwcXV1dSElJgcFgwOTkJDgcDpKSkuDv74/29nao1Wp4eXlBpVKBy+USdVt+fj6cnZ0hk8nseCksFgvj4xZotcHQakW0BoLAZuHc19dH+DtRUVH4+OOPERkZidHR0V19fyYnJ7F//36bjY/BYMBisUAoFJLCx2QyoaioCBEREVAqlaR7JJPJcOLECTAYDIfdN8qlm4oRGRsbQ2RkpJ3aTCwWQ6/Xk1iFtbU1xMXF7Uj2bm1txdWrV2kPGTshOTkZeXl5CA4ORkdHB9bX10lWWUFBAU6cOGE32qOUT5TBH4ezyT169KgRs7M+SEjIxcrKCioqKrCysgJ/f38UFhaSDEQfnxWw2XK4uc3jyZNeHD58GP39/VhZWYGPjw/ZALdia9As5YBeUFBARo88Hg9ra2vE4V4kEmFlZYXkdNERgoVCIaxWK+3YhnKUDgkJQWhoKBISEpCZmYnExEQkJydjdXV1x/dDp9OhuLgYNTU1du/J/v37IZPJbDLJJicnsbGxAaFQaPM8UCR3q9UKHo+H58+f4+jRoyRupKKiAmNjY0hNTYVcLkdKSgqmp6dJHBElHvHy8sLDhw9JLhufz4ezszOcnJxI9iRl27FXDAwM0HK5tlsmbL0Wf39/2sJ0cXHR7gBntVoxPj7usOPq7++PV69e0drGTE9Pw9s7BYcO/R84dOiDPXf93mDveFMk/Yhfq5NkNpvtkpsp8Pl8EqoKbBIm/fz8oNFoflKI7FY4OTmBwWDAbDaTv01BJpMhPDwc4+PjOy4a1OulyNSurq7IzMzEwsICKioqEBcXB4vFArFYjKCgILDZbFRXV5NF3FFkSXNzM3Hw3bqYCAQCvP/+++QDz2azIZVK8fLlSyQnJ+PDDz9ESEiIw3YyxRXYKTqBDlQWGV1R5+7uTjpuzc3NYDKZSE5OxsbGBlFADQ4OorGxEVFRUXBxcYFer8e1a9dI94jNZiMgIMDhGGlzXKnB2loUeno0ePLkiU0eGbApAe7t7SWn1NTUVOJVo1AobE6o26FQKPDRRx/ZdQwtFgvm5+dJsfT1118jMTER8fHx5H0bHR0lHSa67jqTCiUAACAASURBVNF2DAwMYGBgAFardcdNQKFQoKuri3CfJicnaVPP1Wo1rl+/jidPnvwkzhmFmZkZYsQnl8shEonw4YcfIiUlxeHJ+9WrVyS2gnITX11dxYEDBxAXF4fa2lp0dXWByWTi5MmTSExMhFqtRmBgIBISjHj33YeYmeGAxUqAXt+MiQkLYmNj8fTpUygUChiNRtqxG1WUODk54eLFizYqUCaTSQxXGQwG5HI5kpKSaLsQW0H5SVEHEZFIhHPnzjn0BXJ2dgaXy4VAILDpqG3FixcvcPnyZdpgVh8fH3zwwQekKI2NjUV0dDR4PB40Gg1UKpXd7+TxeGhoaIBKpQKHwyF8pNLSUhgMBkgkEgQFBUEkEqGiooLEcURFReHo0aN4/fo1Zmdn8e6779p1Ln19fUmHeXl5GS4uLrvGPa2vr+/oMr5T/IpQKITFYqEtTOmg1WptyPlb4ajoYjKZ+Md//Ef80z/9k50lwBv8cnhTJP2IX7OTRJFOt8PJyQkhISGEkEid7GdmZhzK5XdDT08P3NzcYDabMT8/b1M4xMbGksWWbhyiVqvR29sLNzc3jIyM4NmzZ8R1uKqqCo2NjZDJZCRxPTAwEJ2dndDr9VAqlbtGlnh7e0Ov19uRao1GI4kMoODh4QFfX18cPHhwTxlTlZWVP8tHaWhoyO50SHGlKisrkZCQAIlEgubmZsTExEChUKCzsxOzs7MICwtDXFwcnJ2dUVtbi4iICMTFxcHJyQlyuRxubm4O/65Op8Pdu3fBYrHQ19eH4uJijI2NkRgDq9WKJ0+e4Nq1aza5f1tVTY4UMVwuF7m5ucjPz7cjm66urmJ6ehoWiwXV1dUIDg5GaGgo6XJ8//334PF4xF7AUfeIwvLyMr777js0NjbaLOharRZMJtNuE2AymfD19SVjNyp/an19Hd9//z2USiVmZ2fx1Vdf7cpN2wkJCQmIi4sDm82Gm5sbiVmhKxB0Oh0qKirg6ekJFxcXolzz8dnkHlHv45MnTxASEkJ8vyjuHYfDQUhIL2SyKfj6ruH5cz94enrh/v2nxCS0tbUVsbGxtMader0eLi4uSEtLsztcNDc348aNG+ByuaSLupspoMViwePHj4mVQEJCAi5cuPCTNlYGg0G6VBqNBtevX8ejR48cFqwmkwk+Pj6QSqVISkqCUqlEQEAAoqOjERcXZ1cgTUxM4PLly9BoNET8UFlZSbzi0tLSkJCQgKGhIbi4uIDJZGJxcRE5OTmQSqV49OgRkpKScOzYMdoD2fYOHaU+c0RjoHyiqMw3R5ibm3P4mQgICEBPT4+dlYIjMBgMh4dVaoRP8VV9fHyIQ/lPCbp+g5+ONz5JvyKsVivMZrPDlqjRaLQ5nS8tLUGn0+05OoEOc3NzYDAY4PP5dh94SnVG54/U3d2NxcVFQlhms9nIz8/HzMwMvv76a4yOjiIvLw85OTkYGBjAlStXYDabIRQKUVVVBQ6Hg3379qG2thbe3t42BngUmEwmcnNzaeNBnj17ZicnVigUu+ZGWa1W1NbW0vJO9gKdTmfTbZucnMS//Mu/oL6+HiaTicSJXLx4kYxMp6amIJVKwWKxMDU1hatXr5LTJZPJRFBQ0I6cso6ODvz+97+HWCxGSkoKceoFNqMdBgcH8ac//Qnl5eV2Y1qDwYCSkhIAm89PUFCQTcEbEhKCzz//nIwuKVCn3OXlZUxMTOCbb74hER5isRiPHj2CWq3GO++8g9DQULLQ71SgNjY24g9/+IPDDl5tbS0tt8zPz8/GfqKyshJXrlzBxsYGFhcX4e/v/5/2sdkrr+/ly5doampCXFwclpeXcenSJUxMTBB5eW1tLa5fvw4ej4ePPvoIR48eJaM2qqMHALOzPgAYcHXVoqDgGYAA+Pj4oK6ujrwXLS0tdrwqioi9vZu5tLSE//iP/8Dt27eh1+vx4MED2pDs7ZiZmcGXX36JyspKmEwmJCYm4syZM3uWogObHR6KjN3S0oLf//73O4YBK5VKfPHFF8R5fCcCsclkQnl5Ob755hsolUpkZ2eDzWbj0aNHhAienp4OiUSCkpISVFdXo7q6mnC0RkZGMDo6ik8//ZS2o7MVUqmUeJFRWXTbodFocPXqVVy7do3WHJMOd+7coV2XWCwWCgsLdy1iKdPSTz/9dMefO3LkCKRSKU6fPo2XL1+Sa3mD/+/wpkj6L8BPKZKWl5fx/fff27ne/hRshmUawWKx7DYvsViMsbExmyJpdXUV7e3txF2akuTK5XLcvXsX5eXl8PPzwyeffAKpVIqysjK4ubnht7/9LWpraxEcHAyJRIJHjx4hKiqKpJRzuVzamToAFBYW0i7axcXFNkUBl8vd8VQ2NzeHf//3f0dVVdXPMpukRjDUJrawsIAvv/ySSJqdnJyQmpoKq9WK9vZ2XL58GXNzc8jOzoZEIiE+VB9//DFkMhlcXV13NOjUarW4evUqrl+/Dp1Oh8ePH2NhYQEqlYos+Ovr6/jrX/+6o4R9aGgIbW1tMJvN8PT0RGFhIUQiEd566y188skndh0sjUaD0dFRWCwWlJWVEbl8bm4uxsbGsLi4iKSkJAgEArDZbLS0tOD69evgcDi0rt4UOjs7d+QKmc1mFBcX03LFjh07RroLFosFKSkp+OKLL0gHlcr9+7lYW1vbUeWm1Wpx+/ZtODs7kzT4u3fvwtvbG+fOnYPFYsGNGzcwOTlJiiGqe0TXkaDsOl6+TMLo6CEsLy8jOzsbi4uL6OnpwcGDB/H8+XOsrq5iYmICGxsbWFhYgFQqtfldlB3AH//4R5vPr8FgwM2bNx1ej9lsRnV1Nf7t3/7N5sDw8uVLG0XcXuHl5YXS0lLcunXL4UFFIBDg3XffxQcffACRSAQWi7XjoWZ0dBR//OMfMTk5ibNnz8JoNOLq1aswmTaNas+ePYvExERMT09jdXUVi4uLEIvFSE9Px8rKCqqrq0nRt1ci9tag5t7eXpvDG1UA7vSM00Gj0aC8vJz2e76+vkhJSXH4f8PCwvDFF1/YHWLowGAw8Lvf/Q537tz5Sdl2b/Bfhzfjtl8Y9+7dw8bGBoaHhx0a2iUmJuL58+c2X9Nqtdi/f/9PDr9dW1uzyUHbqiRis9lITk7Gw4cPMTIyAgaDgaWlJRgMBmLwFxAQgLi4OAwMDBBZPsW9GBgYwKtXr3D27FnimLu+vg6tVouYmBjU1NQgODgYYWFhuHv3LpKSktDf32+nrAI2+Q8CgcDG6wbYLBA2NjZsnKSdnZ0xNzdHq8Rrbm4mZOG9QCKRQCqVQq1WIy4uzm4EwefzsbCwgJmZGahUKuK+XVJSgrGxMZw6dYpwxfr6+iASieDm5obBwUGYzWZYrVaHI7bnz5/jypUrNmogytU6KSmJ1jCQDgKBAG+//Tbi4+NJl4fH4yEkJMTOgZsaMxgMBoyNjaGkpARSqRQFBQXg8/koLS1Fd3c3FAoFKfqGh4cRExOD9vZ2aDQaKJVKrK6u0nJgKML8TgXq1jw5CgsLC/juu++wuLhIjAvT0tJsDhMGgwGDg4N76p5shVgsxvnz53HgwAE7c0UK7e3t6O/vh0qlwvz8POEepaenQ6VSEe4Rm81GQUEBIiMjsbCwAFdXV7DZbIeBzFvtOlxcXEh24rNnz5CcnAytVouXL18iJiYGFouFdmRjMplw8+ZN2gMGRVjezq2hRlddXV1QKBRIS0sjpGPqGdtuBaFWq2EwGHbstnl4eDh8fykC+PZDAY/Hw9zcnA3522g04v79+3jw4AH27duHkJAQ1NTUEANWittosVhQXFyMrq4uBAYGIjIyEgkJCcQ/Ljs7e1cl5Nb7WFVVhVu3btkU6cPDw1AoFCgqKkJDQ8PP4rsBm93kwMBAm1gnq9WKhoYGPH361OFnIi4ujjhy7wSr1YoPPvgAmZmZP+v1vcHPxxszyV8ZZrPZ4QyZkvJSKo+tGBoaolVe7YSJiQl4eHjAYrHYyVGphYLaOCMiIuDu7o7+/n5MTEzg5MmT2NjYQFFRERYXFxEYGIjDhw/DarWioqIC+/fvx9GjR21+Z1paGv7yl7/g2LFjOHDgAMrKyvDBBx8gJCQET58+xcGDB9He3k7rL5KUlITu7m67Nj5FhA4ODibX4O7ujvX1dXJ6NBqNqKqqwtOnT3e8H1RuXElJCfz9/XH8+HGsr69jdHTUYas+ICAAoaGhkEgkePHiBZqbmxEeHo6MjAzo9XoUFRUhLi4OKpUKGxsbWFlZgZeXF0pKSnDx4kWSl7cVRqMR1dXVdoUyi8VCdnY2gM3iJyIiYkcDwJ0Sy2UyGZaXl0mRtrKyguXlZZjNZpSXlxPvJi8vL/T29qK+vh7h4eE4deoUsamIjIxEWVkZgoKCcOLECdy7dw8qlQoikQgWi8XuOZZIJMjOzkZpaemO78PDhw+hVCrh6elpY465f/9+5OTk2I1nurq6cPfu3T2PPyikpKTgxIkTZOOnzBUpE0GNRoOamhoolUooFAo8ePAAQ0ND8Pf3R2ZmJkZHR3Hjxg0YjUZERkYiPT0der0eTCYTKpUKFosFi4uL0Gq1u9pn8Pl8mEwmBAcHo7OzE3V1dTh69Ch++OEHdHR0IDo6mvaecjgcvP322/jzn2nXaFRUVCA8PBxisZgUAk+fPgWXy0VBQQHpYoyOjhKvpMXFRQwNDRElY0NDAx48eACDwQAfHx8olUpERkbaiUUkEgmOHTuGsrIy8jWRSEQKRzp4e48jJmYck5MaLC6GYHBwEDdv3oSnpyfeeecd9PT0oLq6mozqT506BRcXF+ISv7q6CrlcDldXV3A4HNTV1SE6OhpisXjPPkDDw8PE0HE7dDodvvzyyz39nt1w69YtfP755+BwOJibm8PNmzeJcnM7GAwG0tLScPDgQajVaoddUrPZDKVSibfeeutNIO3/D8H4Oenq/7MiKSnJ2tra+l/6N/7+7/8eS0tLePr0qUMS6qeffopvv/3WbmyRkpKCgoKCn/T3Hj58iKCgIHIKf/z4sc33/+7v/o6cpKiMr5SUFMhkMnR0dODZs2dgMpk4fvw4/P39YTQa0drailOnTjnMFpubm8ODBw+Qnp6Oa9euISoqCiqVCt988w3eeustQjil60RoNBr84Q9/sCseXF1dcf78efj4+JCFYmlpCRKJBOPj4ygqKqJdACmw2WwcOXIEGRkZROm3tUsxNzdndyJdXV0lUQJarRb37t2DwWBAXl4ePDw80NnZiefPnyM3NxdSqRRGo5G4d1+4cIEYwFGS5e0L+sDAAL7++mu715qfn4+wsDDcunXLoSmmUChEfn7+rjwdrVZLYlPYbDaGhobw4MEDREVF4cCBA1hfXydROdR1dXV14cmTJwCA9957D2azGbW1tSgsLERlZSUmJydx8eJFrKys0Ba7APCXv/xlV1WPXC4Hm83G+Pg4JBIJCgsLaZU9a2tr+N3vfrej/9N2BAQE4OjRozYcoa1Qq9WkKxUaGoqpqSncv7/pmp2Wlka4Q5OTk+ByuTh16hSkUimWlpZIcCkAYgug0+ng4+MDJpOJ1dVVcDgch5yfly9fgs/n45tvviHPY319PT766CPweDyHSrt79+7Z2XdQCAsLQ1ZWFm7evImFhQWEh4ejoKDAZuPV6XT453/+Z4SEhODUqVNwdnbG9PQ0ysrKHJKTpVIpPvvsM5trsVqt+OqrrzA2NoaEhATk5eU5vNatDvJGown/43+4o6hoDJmZmRAIBKitrSWfW8qdfnl5majZPvnkE6jVaggEAjx+/BhWqxUJCQl49OgRCgoKsLq6uuNnQK/Xo7y8HM3NzQ5/5pdGWloa+Hw+amtrHXaPvLy88Pbbb5Oum0ajIQKarWCxWLh48eKeu2Vv8F8DBoPRZrVak+i+92bc9gvj7t270Ol0ZMZOh+joaLx69cpuzKLRaJCenv6T/l5jYyMCAgLAYrHQ3Nxs000SCAQIDw+Hl5cXBgYG0N7ejpycHHA4HNy6dQuvX7+Gr68vzpw5A7FYTKJN0tPTdxz7Uen0FosFkZGRKC8vR3R0NLy9vVFRUYGUlBT09PTQboiUZcB2TsDGxgbJfKPA4/HQ0tKCq1ev0ubgUfDx8cHHH3+MqKgosghtP61Tr5kq/Nrb27G8vAwfHx+0t7eT03peXh6sVitu3rwJgUCA3NxccLlcyGQyMBgMcDgcLC8vY3Z2FikpKaitrUVQUBC0Wq0dh0AikUCj0djJp4eHh9HU1OSQN0KNBXdzRwc2N8b5+XlYLBaUlpaiv78fb731FsLDw9HZ2YmysjIolUqcPHkSZrMZJSUlNl4wIyMjSElJwdLSEjY2NpCYmIi2tjbodDpERkY6HLsFBgbu6lOl1Wqh0WiQlpaG999/3yHHgsPhgM/nE1uM3ZCamorMzEy4uLg45KkMDg7C2dkZ7u7uRLnm6+uLEydOwMXFBTdu3MDKygoiIyORn59P0ujDwsJsnh2hUAidTgez2QyDwYC+vj58++23UKvVDjsrQqEQ6+vrcHV1xbNnz3DgwAEsLCygr6+PPKN0I6+goCC8fPmSluOzuLiItrY2kgNI5/nE5XIRFxdHlJtMJhNLS0t4+PAheDwe9u3bZ9f1WFtbs8tcYzAYCAwMRFhYGDIyMnYk8lMKv9lZJnS6WXR0uCM8PAdDQ0N4+PAhdDod3NzciN/Zs2fPUFtbC6PRiODgYPj6+mJ6ehoCgYDcr4CAAMKzpCJ16O7XzMwMvvrqq59sA/Kfxfj4OMmH2w4Wi4UjR47gnXfesbF+cHJysqEQmEwmJCUl4cKFCzt6VL3Br4M3FgA/4tcqklZXVzE3N2c3/qIQFRWFwcFBu5OzwWBw6MrqCJRjMovFwsOHD8nXDx48iKNHj2J9fZ2cepVKJV6/fo07d+5gfX0dOTk5SE3dTIxmMplwcXGx25iNRiMqKyshlUptFuWAgACUlpZCqVTCYrHgxYsXSE1NxdjYGNRqNVQqFQYHB2k3erlcjqmpKbvO0OTkJAICAmxm/pR3kiNlybFjx3D27Nk9RRAwmUxoNBo0NDRALpfDZDKhpKQEc3NzePvttxEaGooXL17gyZMnxJSQkrRzOBwIBAJMTEwgJCQEDx48QEhICEJCQlBeXo74+HjodDo77spWZ2oPDw+4u7uTkdh2iMVinDt3DpmZmbty0ywWC4aGhmAymTA0NISSkhKEhYXhxIkTMBqNKC4uxvLyMs6cOYOAgAA0NTWhurqa9pmjuGv37t1DdHQ0vLy80NDQQDoeEonE7gTM5/PB5XJ3DFL18PAgPkVUZ4byitlexPr4+OxqlCmRSPD+++8To0xqXLP1XhmNRnR3d0MsFttwjzIyMqBSqfDixQuEhYVBrVYjKysLSqWSFDyOxiGU8SYVx2MymTA1NWX3rFKgwnllMhmGhoYwPT2NgwcPoq2tDSKRCDweDy4uLrRdBZlMhhcvXji8B7/5zW/sfLW2Ynsx4erqCicnJxQUFEClUpE4ma2Ynp6Gv7+/TRHL5/PJeGwnGAzrkEpbsbRkQE3NUczO+uDevb+FzKanp+PQoUNYWVnBjRs3SEF09OhRBAQEYHV1FQcPHiTq0aWlJfT09ODQoUOoqalBZGQkpqamaK0MnJyc0NTUtKsadidwuVwcP34cLi4uOzqJ7wV+fn64ePEiVCoVLd2Cz+dDq9XCxcUFn3322R7VnE0A7gGw4E147X8d3hRJP+LXKJLu3LkDtVqNpaUlh0qb6Ohoh9luIpFo11T1rdDr9WS81N7eDj6fj/Pnz0Mmk6G+vh7Nzc2IiooCj8dDeXk5Xr58CblcjnfeeYdsfgwGg0SMbAXlQksZuMXHx5PvUW7Mzc3NSE5ORlNTE9zc3BAbG4uKigqEhYWBwWAQb5/t8PT0pDXcHBoaIi7fwObGIZfL7YjuPj4+ZEHa6xy/u7sbarUa3t7epHsUExOD48ePQ6/Xo7i4GF5eXsjOzgaDwYCPj49d98Pd3R1LS0uQyWR48OABUlNToVarsbq6ColEAqFQaLNAUiaZIpEI7733HsLDw2nNIIVCId5//32H46OtWFhYwPz8PMxmM0pLSzEyMkJGWc3NzaiqqkJaWhqysrKwsrKCoqIih3YJPj4+OHbsGAwGA/z9/VFXV4fU1FTMzMygvb0dSUlJGB0ddRjNMDQ0ZPecMxgMHDx4EO+9955NEUER2Q0GA+117mSUuX//fnzwwQckvJfisqytrUEgEIDJZGJ8fBwLCwtwdna26R7l5uZiaWkJFRUVmJ2dhbe3NxmpCQQCBAcHO3yGZmdnce3aNVRVVdl1LKg8PTolq4eHB8bGxhAREYH6+nrirP/kyRPExsZCq9XSmkxKJBKsrq46fL8o0cROmJmZwfLyMin6vL29STBxUFAQXrx4Ybf2jIyM2F2LQCCARqNxOGrr6urCv/zLLbx+HYiJiWN49WoQxcW1WFtbg1QqxdmzZ+Hl5YW6ujo8efIEZrMZkZGRyM7OxsrKCon+oWJV+vr6oFKp0Pz/svemUVHmaZr3j4ggCPY12FcJ2URBAUFSRUBFlnRDkkwn01Qz+63u6u6qrO6ZOTNn+syX+dJzes5UnqrOqp6pqUyzTNNUXBFBcUkVF1xAEVBWkX3fISIIYnk/kM9TBBGAWZNd78m3uc6pkyVbxPNExP9//e/7uq/r0SP0ej3x8fHcv3+fuLg4+vv7rTrY+/j4LEkql4Jg8xERESEOUXxfl3f4I9Hat2/fkqRSr9ezfft23n333Te0Z3gI/DXwFCgF4lghSv86WCFJ3+HPVUkaHR1lYmJi0VPxunXraGxstPqBFKbc3hTj4+OYTCbGxsbo7u7mvffeQ61W8/XXX6PRaHjvvffEdoGnpyeBgYGkpqaK5Mjd3R0fHx+LTeLy5csUFxeLpzQh0HN+ZcjZ2Zmuri7s7OxYtWoVpaWlJCQkoFAoqKioYOPGjdTU1JhtiEKIp7e3N+7u7tTX15s9rpAFNr/87+7ujlqtNrNJyM/Pf+P8ounpae7du4evr69YPRoZGTGrsjx9+pQ9e/YQFBQkTmZZazMEBnbj69uNWh1MR0cHGo2GpKQksa01PDwsbuQwp3tycHAQN2VrZpDx8fEcOnRILLsvZh9hNBppbW3FaDTS3NzM+fPnWbt2Ldu3b2d6eprTp08DcODAATw9Pbl58+aiUze2trZkZWWJVgIODg6YTCYxtHb9+vU8efKEmZkZIiIiUKvVFlUyoS0zv+2mVCo5dOgQiYmJ4nUIxoQVFRXo9Xo6OjqsVkyFSI7590Ymk/Hxxx+TnJxscV+EuJzZ2VlaWlrEqciF1aObN29SX1+Pra0te/fuFY07nZ2dF02J1+l0/OM//iN3795dtCKs1WrRaDRWc8pgrnIwMzODk5MTlZWVbNu2ja6uLtrb24mMjEQqlVoVJru6utLY2Gj1EDU4OIhSqbT6vI1GIzdu3KCoqIiWlhaR9EgkEqampsRgVi8vL2pqasx+19vbm6ioKLPNW2h52dramq0PQkzJo0ePSE9Px87Oh5KSK9TUtGEymcRAWqGSNzg4KEaK+Pn5odPpRF3PfNjb26PRaPD29ubBgwdER0czMTEhkll7e3uLCqswoTk2NvbGU2v29vbs2bOH3NxcsV0rk8nw9PS06vW2FOYTraUOa87OzvzN3/yNVb+4xXGJOYLkB0x999+k7/X8VvBmWCFJ3+HPVUkaGRkRR/OtQQhDtUaS1Gr1G7fcjEYj09PTYiBqeno64+PjFBUVYTQaOXjwIJOTk5w+fRqtVktsbKx4GhOqR9ZONC0tLXz77bfodDrc3d3Zv38/Gzdu5Nq1a6SkpJgtBqGhoVy6dIl169aJRC0pKYmamhqMRiNr1qyhsbGRwMBApqam0Gq1eHp6iqfHvr4+C21Ob28vQUFBZidHqVRqdmKcS8dOWdaJ9vnz54yMjODn58fTp0+5evUqSUlJZGZmMjExQVFRESqVim3btmE0GgkJCVk0vV0QqUZG9tHV5YiHxzqKiy8RExNDaGioOJUjVDf6+/txd3e30M0EBgbS1taGXq+nsLCQbdu2YWtri62tLcPDw1Y1CoODgwwNDaHX6ykuLqa3t5eCggICAgKoqKjg3r177Nixg6SkJDo7Ozlz5gwqlYpNmzYRFRXF69evxU0kPDycw4cPExUVJb6WMpmMyclJgoKCKC4uZt26dXh6elJZWSmOai/VdmttbWXr1q28++67ZpYIVVVVHD9+3GyIwWQy0dHRQVJSksXrFxgYyOvXrxkdHUUqlZKRkUFAQMCiQbGjo6Po9Xrkcvmi1aPx8XHWrFnD22+/LY7zy+VyZmZmLNp1AqRSqUhKl0J3dzdhYWFWbSDs7Ozo7e0lICCApqYmRkZGSE5O5uHDh3h7eyOVSnF1dRXvqU6nY2RkRIzNWczqwlqeWHd3N19++SW1tbWYTCY0Go2Zo729vT39/f04OTnh4eEhxpfY2tqSnZ3Nvn37rK4FC7U0QkyJu7u7GBNy69YtNBoNfn5+FBQUmAXSmkwm1q1bR2ZmJmNjY+KUoTU4ODjQ1tZGQEAAXV1dtLa2kpmZyZUrV1i7di3d3d1W226C0/dSU6IC1qxZYxEDI0CpVDIwMCB6pi2F+Xl7S/k3CX5Qe/bs+d72LnMttlLmCBLAx6xUkv51sEKSvsOfiyQNDQ2h0+kW/bDFxcXx8uXLRf1xZDKZhf+NNfT19WE0GpFKpZhMJuzs7Dh58iQwFx7r6enJ119/TUZGBomJifT19aFWqwkNDcXLy8tswxN0VNevX6e0tFQsDW/ZsoXx8XHkcrlY/Zm/OEskEpRKJfX19SQmJnLjxg1UKhXh4eFcu3aN6OhojEYjWq0WLy8viwVFCLZdeC9evXrFunXr6Ojo4OHDhxQXF4vfc3JyYu/evYtWAWDutHv//n18fHzQ6/WcOXOGqakpDhw4gJ+fH7dv36a5uZn9Ym2wNgAAIABJREFU+/fj7e2NXC4nNDR0SdIliFSnplyIj3/N/fuRODm5cPfuXZKTk+nq6kIikeDk5ERvby9qtXrR5yiVSomKirLQJSzM0TIajWI+WmNjIxcuXCApKUnM1Ttz5gxubm7s3bsXhUJBSUkJbW1tomGmn58fjY2NNDY2Ym9vz+7du8nLy7O6sDs5OYliduGaOjs7ef78OQkJCYu23dzc3IiLi2P9+vVIJBK0Wi2Tk5OcOnVq0Ry26elpMR9uIcLCwujr6+ODDz4QM75mZ2fNKnszMzPU1dXh4OCATqdDr9dz//59q9Wjffv2ERUVJabTC4TLZDIxOTmJk5PT9w4dnY/Xr1/T3NyM0Wi02MSVSiWdnZ1ERUWJk6gODg7cu3eP9evXMzk5iZubG0NDQ8jlcvFwJGjXrOlk5ueJ6fV6ysvLrfosCfo5gfQrFApmZmYYHh7m1q1bhIaGcvjwYSIjI5esgjg4ONDb28u5c+d49uyZ6Ap95coV0TF/586dbNq0iZ6eHjGQ1t3dnezsbNzd3ZFIJGzcuHHZNpOfnx+tra2sWbOGyspKcS2sqqoiNjZW9NlaCDc3N6ampizalIJtgpOTEwUFBWRmZi5pK7Bq1SqePHmyZFVq7dq1HD58eMlKtuCJ9bd/+7fL5sctjkDmWmx+zBGk5D/x7/x/hR+PnmrFJ+nPCCGWZKmJEGseSfPx/PlzcnNzl9ywNRqNOJ0mk8nw9/fn6tWrwBxxiYyM5M6dO+zfvx83NzcePnzIW2+9ZVVIXV1dzeXLl8Wx/MjISLZs2YLRaKSsrIz29na8vLw4cOAA9+/fZ8eOHWa/HxQURG1tLbOzs+zatYvS0lLee+89VCoVly9fprCwkNraWqtaK0dHR3bv3i2SOwETExP80z/9k0WrKDY2VjRGXAx1dXUYjUbCwsKorq7m8ePHZGRkEBERQU9PD1euXCE9PV2MQBFabMthLoaiCienCcAGpXIakymKmpoaXr58ybZt2/jyyy9Zv349Li4uqFQqM8+e+YiLi1v0cezt7dHr9QwPD6PRaETDPVtbW44cOYJUKqW8vJyenh52796Np6cn9fX13L17F7lczu7du81O6wkJCVRUVJCenk5iotUpV2DufePr64tMJhNtBbKzszl27BgPHjwgNTWVnp4e8T0ktE6VSqW4uTc0NHD+/HnUavWyjugVFRXExsbi6OhoJpp2d3fn448/Fv8tl8tFrRHMkZLZ2VlcXFwoLy+no6ODo0eP8u/+3b+jubmZU6dOodfriY2NJTU1FZ1Oh7Ozs9mmJuhtAJHYL6xwVFVViVEdS2F0dJSoqKhFfbgCAwMZGxtj06ZN3L59m/z8fHH6a+fOnWb3dD7y8vJobm62StJqa2vx8fHh2bNnDA0NWX3/mkwmzp49y89+9jNkMhkymYzx8XH8/Pz4yU9+sqRT/HxUVVVRVlbG6tWr2b9/P9XV1WLFKjAwkKysLGAut1I4KCQkJIjVn40bN77xBJeNjQ2BgYGo1Wq2bNnCvXv3KCgoEFvB7u7uzMzMWJ12y87OpqGhgfHxcWxsbNi0aRM7d+6krq6OmJiYN9IBDQ0NibmCC+Hs7MyePXvMpADWYDAYKCgoeKOD7vJI5sdHjuCPeiqA3wOf8eO8jpVK0g+OCxcu0NfXJ2Z8WUN8fDz19fWLnlZmZ2fx9vZetArx8uVLjh07hl6vF09pEomEGzduAHObore3N+Xl5aSmptLU1CQauM3H2NgYJ0+eFE/7Li4u4qm7oaFBFKEDYgtJpVLR19dn4RwcGhpKVVUVq1atorOzU9S13L9/H3t7e6Kjo2loaLC6MPv4+Fgtc88nksJJMC0tjdnZWaunQbVaLVaPhAkvnU5HQUEBHh4eXLt2jb6+Pvbt24erqyuOjo4EBwcvSUYHBgY4ffo04eHh6HTeDAz4MTXlzPPnSWg0q+nr60OlUoktx4CAAL799ltevXqFq6srTk5OZi2VN4FEIqG1tRUbGxtevnxJSUkJmzdvJiUlRTyph4WFkZOTg1wu59SpUzQ3NxMREcGRI0csNns7OzscHBy4du3akoGfMNfCGhsbIzQ0lPPnz7N+/XqcnZ1FPym9Xo+np6dF6xTmfH4uX76MTqdb8hAgQKiO3b59G6VSuaRXjIODA93d3bS1teHg4GCmPdq8eTMKhYLy8nJevHiBXC4XbRAEN3drlbOOjg5Onz5NU1OTmXB5dHSUkydPcv/+/WV1Lkqlkvfff99sgm8hFAoFXV1dBAcHU19fj0ajIT4+XmwNyuVyq9URmUzGmjVraG9vt0qUXr16xczMDJmZmeTm5lJVVWVhySCQVUELI9y7N7GXEO5DfX09O3bswMPDg7KyMjo6OpBIJGRnZ5OUlER7eztnzpxhYmICpVJJbm4uDg4O2NvbExcXh42NzaKHRqHqOP/1cXJyoqWlhbCwMJqamujq6iIjI4PLly8THx9PZ2en1babVCrF29ubnp4eDh06JL6ePj4+Ymt1Meh0OkpKSsSsN6VSaWZsmpiYyKFDh5YMDDYajQQHB/PTn/50yYDofxv4cempVtpt3+HPRZI6OjpwcXFZ1MBt7dq1NDc3LzlJMTo6apEHpNVqOX/+PFevXkWn0zE8PGzm0G0wGAgKCmLt2rV0dHSI0zcCqVm4Udy+fVucGktPTyc9PZ3p6WnOnTtn1eSwvb2ddevWMTk5iaenp7jwGY1G0fhxdnaWkJAQLl68yIYNG/Dw8BC1OlqtVlw8F0Jou1m7J0IcgmDmp1arsbOzMyMeQlivr68vVVVVXL16lfT0dFJSUujq6uLChQtiyrgQErvUJIrRaOTWrVucOnVKnCaLj483i6EA83T2J0+ekJyczMjICKOjo7S1tbF+/XqGhobMxNxLoa+vj5GREfR6PRcuXECj0Yji6rKyMl69ekV+fj6hoaE4ODgQGBgo+htZ884REBAQQEtLCy0tLUtWsQBcXFwYGxvD19dXvKZXr15RV1dHUlISra2thISEWLyOarX6e2di6fV60tLSLPRJ/v6dqFQvkUhMTE668vr1a2ZmZswm14KCgsjNzRXT5CcmJoiNjSUvLw+pVCoOKizE9PS0GKQqvN8EDc/w8DAnTpxYMvtMqVQSGxuLSqXi3XfftWoDsBDe3t50d3cTERHBjRs3xDbro0ePxLabNQsCe3t7goODefLkiVXiGRMTw549e8SpSmsaqs7OTiIiIsRDklwut2hfzofg0H3y5En8/f1JT0+nvr6eO3fuMDMzQ0hICAcOHMDR0ZGSkhJqamqQyWQkJyeTkpLC6OgoiYmJ+Pj4iKTTWiWppaWFL774gv7+fouJPT8/P3E68MGDBzg5OREUFER9fT0xMTFMTEwQHT1h9h4RrBrS09PFFqNwLbdv32b9+vVWDytNTU188cUX4r0LDw+nsLCQx48fm0XeLNUdMJlMHDp0iC1btqy4ZgM/Nj3VSrvtzwhBNLmUmE+n0y1rt9/d3U1ra6uo2WhqauL8+fNiZUeAi4sLMpkMk8lEUlISRqMROzs7Hj9+jEQiwcbGhoGBAbGFM/+DnpGRQV1dHfb29kRFRXHnzh2LabOFuHz5Mvn5+dy/f5+MjAymp6cZGRkRp+VkMhkSiYQdO3Zw8+ZNsrKyePbsGaWlpeTn53Pnzh327NljVQC8Z88eTpw4IX7N0dGRPXv2WES1uLm5iW0stVrNkydPCAkJYWJighMnTuDi4iKmbZeUlODg4MCHH36I0WjEZDIt6TMDc2Tzt7/9rVklsLGxkadPn4o2CAaDgcHBQby9vVGr1WLkSkNDAxkZGXR0dKDX67l+/TrZ2dniVNJSjykYIL548YLKykqys7MJCAigubmZGzdusG3bNlFbExAQIL6WC6NjFkNycjJff/01tbW1S6apSyQSvL29kclk1NXV0dfXR15eHn/4wx+orKwkJSWF/v5+i1P1+vXrqaurs8jnWwx+fn7k5+dbVDXmuzgbDI/5b/8tBYnEh+HhYdE1OyMjA19fX65fv05vby8KhYJ9+/bh4eEhTuRZQ01NDSUlJVZDlO/fv7/k85VIJGzZsoXt27eLzttLbZwL4e/vz8TEBElJSdy6dYvdu3fT3t7O3bt3xQgca1U+X19f0tLSzHzQBAgxP0KLvK6uzkKXo1KpzCYTbW1tGR8ft0qoh4aGOHv2LOPj4+Tm5oq5chMTE8hkMnbt2kVgYKD4nhSuKy0tjYmJCezt7S0McZVKpdlBQbhOoTVmrTojkUhwd3fHaDSyYcMGHj16RGFhIc3NzQwODuLu7siOHdeZW0aqOHcug+7uQFEzZzQaGRgY4Pz582JwtNAyFqBWqykpKbEQyHd0dGAymSgsLESlUi0puDYYDKxZs4a9e/eukCMzJDPXYqsGNvBjbbUBLD0atII/CWq1eknNzGKL4ULcvn2bmZkZzp49y7FjxywIkkKhQCaT0dXVxejoKJ9//jl3794Vc9yE05SweC3UV9ja2pKfn09XVxeTk5PLkgeYm7ISsq8ePHjAyMiI6NRtb2+Pr68vd+/eJTw8HI1GQ19fH7m5uQwODtLc3MzatWsX3YxiYmLEBVOpVPLJJ58smmXn5eXFs2fPaGlpISQkhCdPnnDy5Eneeustdu/eTVdXF1999RXJyclkZGSg1+sJCwsjJCRk2YT0heGsAoTNdWxsDI1Gg6+vLxKJhKCgIGZnZ8nLy+PWrVviRAvMVd96enoYGxtb1J26p6eHzs5OMYV+YGCAI0eO4OHhwdmzZ2lsbOTo0aOoVCquXbvGuXPn3sjPZWpqisrKSvR6PVevXuXUqVPAXFtssfBlAU5OThgMBnG6SKFQsGnTJmpqasSMOGvXs3fv3mXT2qVSKdu3b+ev//qvrbZ9fHy6ARP19R78z/+ZhUTiSXl5OcXFxQQEBFBYWMjMzIxoTihUGh0dHUU7ioWYmJjg+PHjnDp1yipBWs400dfXl5/+9KdkZWWJ2Ys2NjZLOo7Ph0aj4caNG6JgW6fT8eLFC7Zs2cKLFy8YGRkxs7hYCIEUWsOFCxfQarVIJBIOHDggtv3s7e05cOAAhw8ftqhSeXl5mU3fmkwm7ty5w69//Ws8PDzYu3cvjY2NFBcXMzExwapVqzh8+DBeXl6cO3eOGzduIJfL2bp1K5mZmbi5DfDTn9qQkmKdKDg5OTE7O8vTp0/5p3/6Jz777DNxHWhoaOC///f/bjENHBQUxMDAgNg2u3PnDtu2bePKlSvIZAquXFnF5KTzd5XhMZEIGo1GfvOb3/DZZ5+JBAmgvLzczNPr1atXFgRpzZo1/OIXv8DNzY3o6OglswSlUik/+clPVjLXFkUy8Ff8mAkSrLTbfnCcP39eLAnX1tZa/ZnQ0FDGx8cXNZsUMDIyQnV1tThBshCxsbH4+PiIgsba2lpUKhUeHh7U1NQQEBBAcHAw1dXVbN26VZxemr+JCVMhjx49YuPGjQwODlqQsfnIyMhApVJhMplEEiaRSPDy8hKrWsI0THx8POfOnSMxMRFbW1sqKirE1oKjo6MFkdTr9Tx48AAfHx8OHjy4qA2CRqPh4cOH+Pr6otPpOHPmDLOzs7zzzju4uLhQVlaG0WgkNzcXW1tbPD098ff3Nxt3F6YCBSwMJQ4LC+P58+dmZEKv19Pc3ExSUpJF+0C4pxMTEzx//tys7dba2ipOF86vJun1elpaWpBIJNTW1nLt2jWysrKIjY3l5cuXlJaWiq0oYax/ZGSEmJgYIiMjlzzhCsaN9fX1PH36lMbGRrFdo9Ppls3EgrnJoLGxMdFXZ+PGjTQ3N9PQ0EBiYiKvX7+2qALY2dnh4uKyaNvN39+fw4cPs3bt2kU3ltlZHbW1tlRUxOPlNcCdO0U0N0+RlpZGTEwMN2/eFLVHglO6oD1ycnJicHDQjPRUVVXx1VdfWZ0U8/DwEDVF1lpa82MmFr4fF47HL4b6+nqOHTtGe3s7AwMDhIeHExMTg6enJx4eHoyPj1NdXc369etFR+aFEATNQjTJfMzMzIgxMk5OTuKBZbFR9/nXZjAYGB4e5ssvv6S9vZ1du3bh6OhIWVmZmAf49ttvEx8fT1NTExcuXGB6eprg4GCx0pScLONv/7YaP79ewsObGBjwE9vRAmQyGQ0NDXzzzTfMzs6aaawkEgmJiYnExMRY6Lq8vb3p7+9n1apVPHjwAG9v7+/a+q2o1QmsW/cSFxcbnj9PMmuBOzs7WxAgg8HAwMCAWA0W9EtDQ0M4Oztz4MABtm/fblblF4Zw5r9X9Xo9SUlJZt5mK/hxY0WT9B3+HCTpf/2v/0VTUxMxMTHixqlWq80WtqCgIGZmZpYMbBWwVMUgJSUFjUZDf38/gYGBPHv2jNWrV+Po6EhtbS3h4eF4enry5MkTMjIyxJOvIPQWICxA9vb2xMfHW3WwDQsLIz8/H3d3d65fv05NTQ1r1qyhoaGBdevWmS0snp6ePH78GH9/fxwdHWlsbCQpKYnGxkY6OztJTk7m7t27xMTEmC0+UqmUNWvWkJqaumg14uXLlwwODuLj48OTJ08oLy8XtUcdHR1cvXqVzMxMVCqVKFhd2FaQyWRmfkSVlZWcOHGCtWvXij+7mJvv1NSUVYIhCJ6Dg4OprKzEwcGBhIQEnj9/jl6vZ2ZmhvDwcIxGI/b29nR1dTE2NiZWChUKBW+//TYwR7QBs7H+Z8+e4eLismxsyfj4uJlxI2A1tqGvr88iimIhhGqJQqGgvr4eDw8PoqOjqa6uxmQyoVKp0Gq1FiTBz8+P7u5us/e3UD0qKCiwMKWcj9bWVjo7jYyMeADXuXOnkv7+IHJychgaGqK8vJyJiQni4uLIy8vDxsbGQnvk6OjI+Pg4MzMzZoMJCxEeHs5PfvITPD09cXJywmg0moX2Cq7uSxE6R0dHJicnrVaGrWmfYG56LzAwEL1ez82bN9m6davoPu/n54eDg4NVEbiLiwuzs7NWtY49PT2sWrUKd3d3wsLCiIuLW7ZaLQx7nDt3jvDwcLZu3cqzZ8+4d++e6LG0d+9ebG1tuXjxIi9evEChUJCWlsaaNWuYnp4mJSWF+PjXojWGXD7D1JQzfX2W+hNvb2+L6BlfX18++OADEhISrF6zVCplamoKJycnJicnqa2tJS0tjVu3nhEa6ktd3So0mrX09gab/Z5SqcTd3R1XV1fxIAlzB093d3eR3IeFhTE7O8v7779vtaopl8vNiLBCoeCv/uqvlp1wW8GPCysk6Tv8OUjSJ598IrpmDw4OEh0dTWpqKoGBgeIHzcXFBZPJRF9f35/8ODKZjM2bN1NTU8Pk5CQqlYrq6mrCw8NxcHCgrq6O6Oho7OzsqKurw9fXV/QDWnjSFqZCzp8/z4YNG3BychIXYjs7O3bv3k1cXJyYESa0m5ycnFCpVExMTFhM56xatYqrV6+SkJDAw4cP8ff3JzIykgcPHqBUKlm9ejX19fUWXiOLLexarZYHDx7g5eVlVj0qKCjA1dWVsrIybG1tRXsCHx+fRdsTMLe5tbW1cebMGR4+fIhOp7OIXhH0LT09PWZtlb6+PjGgc/7m6eLiwvj4ON7e3ly7do1169YRGBhIY2MjAwMDIqkQjBKfP3/O7du3ycnJYfXq1bx69Yry8nKysrKIiYnhxYsXFBcX4+zsTHx8vBg3sxgqKyv56quv3sgMD6xHUSyEQqFgcHAQlUrF+fPnSUqam1Cprq4mIiJC9L9aSCLCwsKoqqpCr9e/UYSMVqultrYWJycn+vv7OX36DDU1U6xevY3o6GixeqRQKNi/fz8qlUqsniwkwTY2NszMzPDrX//azMRyIaanp0WHeJir8L548QKtVsvOnTs5cODAslUi4bEWulLX1NTwhz/8wayF5u7uTkFBAf7+/nR1deHp6cmdO3ewt7cnPDyce/fuERkZaTUsef59raurMwt8lsvlZGdni1mDb2Jn0dPTw7Fjx+jr6xMF/2VlZfT09Ig2EmvXruXly5cUFxejVqtRqVRkZ2ej1WpZtWqVOCEqkZgID29CLp8BzKs6CyE4tMOclu6dd95ZNDNv/n1raWkhKiqK6upqpqamSElJ4eLFUmJjE3nxYsLqJLCfnx+RkZGo1WpRJxcZGUlycjISiQSZTIadnR1RUVFLassEIrxz507eeeedN5JKrODHhRWS9B3+tUnSq1ev+Md//EcAoqOjmZ2dRavVMj09jUKhwM/PT9Td9Pf3L2oR8CbIz89HIpFw7do10dX2yZMnBAcH4+rqSm1tLevWrWN2dpbGxkba2tpITU1FIpGIJ+35m4tgXie0k5qamoiNjSUnJwcbGxsuXrxoIeoeHR1l7dq1ooh6/uIsk8lEB+m1a9dy8eJFNm7ciE6n48GDB2zYsIGRkRGcnJxwdHS0mGaaj4aGBlEkvbB61NnZyc2bN9mxYwfBwcEYjUZUKtWywvjZ2VkqKirMrmlkZAQ3NzfxRDk0NERkZKToKD0f7e3ttLe3ExYWJla9BOG6nZ0d3d3dNDY2mrXd7O3tCQkJwWAwUFRUhLu7O1lZWWi1WgYHBwkJCSE+Ph6DwcC5c+doa2sTqy8RERGLLuRDQ0OcOHGChw8fLutNNB9arZaZmZll/Vzc3NyYmJgQ4zI2btzIy5cvaW5uJjExkba2NqttNzc3NwIDA5clGy0tLYyPj2Nvb8/169d5+PAhwcHB5OTkMDg4aFY9ys3NxWg04u7uvqSZn0KhwGAwLJkQv7D9YmNjQ3BwMCkpKRZVzqUwv+02MTHB6dOnuXXrlplBqhD0Ojo6SlFRkZhT5ufnx507d0hOTmZiYoLa2lri4+OthiXDXPVHaLvBXDXsyJEjREREWD0ALYRer+fatWucP3+eiIgItmzZQnV1NQ8ePECn0xEdHc2ePXuQSCScP3+exsZGMZB21apVzM7OkpycLEacGI1G1GoPM2uMnp7F/Zfs7e1xdXVl+/bti5Lmzs5OC+Lk5uYm5i5WVlYSGhqKQqGgu7ubVatWYTAYFtWBlpeXi3pMX19fkpOTF524WwiTyYSrqyu/+MUvFnUKX8GPHyvTbX8mCCckmFuMNBqNhb+JsBAvJ25dCoWFhTg7O4tCXEFDJJPJ0Gq14mZqb28vipSnpqaYnp4W08eF2IX5bbfc3Fx++ctfMjo6SmFhIVKplMePH1uEy8KcZUBkZCRjY2P4+/vz8OFDNm/ebPYz0dHRnD59mqSkJOLi4nj69CmbNm2isbGRa9eukZ2dTXl5Of/+329h585LgAmoorx8Nz09QWi1Wp48eSIKo7/66itcXV05evQoNjY2lJSUEB4eTkFBAWq1Gl9f3zc65b1+/ZqzZ89aNQosLS0VN19hGmfr1q1Wp4aMRuN3kzZ/rKI5OzszPDzMrl27+OKLL2hoaCAzM5Pk5GRcXFzo6+vD19eXt99+GwcHBx48eEB7ezt5eXlIJBJxIgdgx44dbNu2bdHrMJlMVFRUcP369cX9fBSwOXEz7u7uXLp0yeLblZWVxMXFERwcbOWX5yCRSHBxcWHVqlXU1tYyPj7O22+/zalTp6iqqiIhIUG8rvlYzmpAo9Hw8uVLvLy86O7upqysTNQAeXt7i5NrDg4O5Ofni2TtTUON09LSqK+vp6enh6CgIPbs2cOpU6fMhPvNzc08efJENNkUDjDfF0qlksrKSq5du2amY1MqlaKf1fXr182sNfr6+kT3+1u3bpGZmcmpU6eora1lzZo1GAwGq1WhoKAg0tPTcXV1FSt7Anx8fES3a3//Tnx8uunvD6CnJ4iOjg7Onj2LyWRi3759TE1NUVRUJB7i3n77bTw8PHj+/DkPHjwA5j7DycnJDAwMEBoaaqaXEsjhnLYnyIwcGY1G8RCxEPHx8YvqHq9evcrt27cpLCwU3z/T09Oi91ZgYCCBgYHcuXOHAwcOcOHCBaKiopienl60+ja/3dzW1ib6OS03carX60U91gr+7WJluu0HxOPHj8X/Pzo6SkREBGvXriU6OprVq1cTExPDhg0b8PPz+5NIkkQi4eDBgzg6OvL111+bETBBSD0xMSFWUfR6vZl2ZX6J3tnZ2WLKS6FQsHfvXkpKSpBKpTx69MiCIIWEhPDRRx8RHh7O9evX+eabb2hoaCAgIMBskkRAbm4ujx49EkN91Wo1ubm5tLe3093dTWJiImNjtwATU1MugAkfn26amppoaWkhKCiIx48fm02u9fT0UFZWxvbt24mIiMBgNBAVFbUsQdLpdFy8eJH//b//96JOyhERETg4OJj5GtnY2Jj5uHh4ePDRRx/xF3/xF1YnAoODg7G1tWXr1q3odDqkUin29vYcP36c0dFRYG6D+fLLL3F2dua9995Dq9Vy69YtfHx8xMeuqKhYNFy1r6+P3/zmN1y5csU6QZIAbwG/gJfDL/H19bX6XAVX5uUqUJ6enmi1WrKzs7l06RJubm5i9XJycpKhoaE3MpAUIJgEurm5UV5ezqVLlwgMDKSwsBCNRkNRURG9vb2sX7+eDz74AIlEgkKhWFQf1NLSwm9/+1szgiJMe2VlZfGXf/mX+Pv7c+DAAYvfLy0tNbvPSqVy2SiS+RgbG+PLL7+kuLjY7PEzMjLIz89nZGSEL774wowgSSQSQkNDGRsbIysri56eHtrb29m0aRP37t1jZmZmydy47du3WxAkAXK5HB+f1+zcWUxc3BN27LhAW9s3/O53vyMsLIy8vDxqamooKytjenqauLg4PvzwQ2xtbTl58iQPHjzAxcWF3bt3Exsbi16vZ/PmzVYF5d7e3hafpZ6eHj777DM+//xzq4Rz/iFtPvR6vahXKikpYWpqiv7+fuzs7HB3dyciIoLh4WF27tzJ1NQUT548Ydu2bVy6dAlHR8dF7UsE7ZpSqeQXv/iFeB3Ozs5Wo6FMJhPe3t785//8n1cI0gpWSNIPiYWVpPv373P16lV6enpEvcq3334YehlMAAAgAElEQVRLSUnJn0SStm/fjkKh4MSJE2aEB+ZaB25ubqLeBeZO6vNL0AtHn729vS1OdNHR0ahUKp4+fUpSUpJIPOzs7Ni3bx/Z2dm0t7fz+eefi4v+rVu3xKy6hYuOo6MjUVFRDA0NkZeXx+XLl/Hx8SE8PJyysjLkcjn37yuZndXj5DSB0WiiqEiDnZ0dJpOJr776ir6+Po4ePUpQUBAlJSXMzMywe/duBnWDfOH5Ba/lr5e9d01NTfzyl7/k4cOHVr/v4uLCoUOHKCwstFq2F06cq1at4uc//7nVzDEBgt4hOjqaNWvWUFVVhVwu57333iMyMpKHDx9ia2vLwYMHRQHspUuXaGxspKenh7y8PGDuBHzhwgWzv20ymbh+/TqfffaZRWVLhC9z3m07ADsY3Tb3nti6davVlt3g4KBVD56FUKlUSKVSUlJSqK6uJiUlBYVCwaVLl6xOE1mDWq2mqqoKhULB0NAQx44do7u7m+3bt7Np0ybKy8u5f/8+dnZ2vPvuu2zcuJFHjx5x8uRJq6RBq9Vy9uxZPv/8czo7Oy2qZb6+vmZBvkFBQbz11ltmPyOXy80+BxKJBIPB8Eakr7Kykk8//ZTm5mazxzxy5Iioy7t06ZIFkV29ejVGo5GzZ89iZ2fHxo0befDgAUFBQQQGBlJaWopCofiTdIuOjo44OTUDJgYGpPT3DyCV9nLgwAE8PDxEl3FHR0feffddUlJSePLkiXjwiouLY//+/RgMc4eP5UTKDg4O6PV6DAYD5eXl/Pa3v6W3t1dsG1u7j87Ozmbauba2Nn71q1+JE8HCZ8LHx8fsPatSqUSfrPr6erEy//TpU5ycnKxWqITolNzcXLMWm0KhEA8tAgwGAwcOHOCjjz76Xh5YK/j/L1ZI0g8Eo9FolkKt1WrZuHEjWVlZqNVqTp8+TVlZGa9fvxZH4L8vfH19aWhoYGZmxuJ7er0eNzc30dgREMvoMOdTMl+roNfrGRgYsOr1EhkZyaNHj1Cr1eTl5ZGYmMjhw4dxdHTk9OnTXL9+3eJ3Ll++jFKpFCtL8xEXFycuyiqVioaGBtLT0zEajdy+fRtPzzX8/OdOXLoUxn/9r9uwtV1ltXp04cIFMjMzCVeFc3X6KpcjLqNX6LnpfpOBSetiZa1Wy5kzZ6z6TM1HdHQ0UVFRTE1NcezYMdG7SEBUVBTx8fEEBQUtOXpvNBppbGzEaDSi0+mYmZkR2wBSqZRjx46JsS0Gg4GAgACio6NFQ8jS0lJkMpnYZmtoaKCmpkb8+zY2NnR3d1uv/MiATOD/AeYN6vi4+WBizo14165dVp/3nTt3lt2QJRIJ9vb2rF69mvb2dqanp8nLy2NycpKnT5/i7u6+ZKuqqamJ7u5u3N3dxepRUFAQhYWFqNVqioqK6OvrIy4ujvfffx+TycTx48fFCcMrV65YPEedTmdWQXj27BmNjY1mP7OwMrRjxw7xNUlISOCTTz6xiMtxc3Nb0k9reHiY3/3udxQXF5tNru3cuZO9e/fS39/P559/bjYtNx9hYWFMTEyIthfr169HKpVy+/Zt0tLSRH2gRqP5XjozAWNjYYyOjqHR9FBZmYhen0N1dTVXrlwRzU+Fe/zVV19RVVWFh4cH+/btEwXgb7311hsd5uzt7WlsbORXv/oVt27dMnu+nZ2di/qieXt7MzQ0xIULF/jd735nMe1bW1tr4R3l7OyMVqslIiJCdPPfuHEj9fX1TE9PL3pw2Lp1q9VKqlAJMxqNhISE8F/+y395I7+4FfzbwQpJ+oGwMC18enqa3t5eTpw4QVVVlVkVR8hB+77QaDSL9tBnZmZwdnYWF2xnZ2empqaQy+V4eXnxd3/3d+IEyPDwMLOzs/j4+ODi4iJuBkKbo6ioCJiLTFAqlSQkJPDo0SO++uors/Hd+RgaGuLly5ds3ryZy5cvW4ydC9lSGzZs4PHjxxgMBrKysmhqamJgYAB39zSqq2NRq61Xj8bGxigoKGBcN84x12O0hf9x8zFIDZydOWv1xGpjY7Nk20LAw4cPef36NY6OjkxPT/PP//zPfP3112aE9J133hHDPK2hv7+f169fI5PJKCsro6KiAnt7e4KCgiguLsZgMLB//37y8/OZnZ0lKipKJFxvvfUWAQEB6PV6bty4QVRUlJhldunSJaanp0XDP6vXE8Kcb9sWLD7VAbMBzEhmuHzvMoGBgVYFzwaDQdSrLAVfX180Gg05OTmUlJTg6elJVFSUSKoHBgYs/sb09DRPnjyxWj1KSUkRq0cODg4cPHiQjRs3UllZyalTp8wqpnq9npMnT5pVK11cXMjJyTF7PMFcsampCZ1Oh0QiEd3WYc6uoaCggKNHj5Kfn79olIunp6dF9VXQgf3qV78yI0BBQUF89NFHBAUFcfnyZUpLS5c0mhwaGhIPLbW1tUxOTpKbm0tnZyc9PT2kpKRw48YNDAaD1YigpdDU1MR//I9n+Zu/cebLLwu4c8eNEydO09zcjIuLCwcPHiQhIUG8xxqNhsTERHbv3s3s7Czr1q0Ts96Ww+zsLCUlJXz99deLkspr165ZVGxgbs38P//n//Do0SOL7zk5OXHw4EGrsTIxMTGMj4+Tk5PD6OgodXV1bN26VWy7LSTJy8HV1ZVDhw5x8ODBFVPIFVhghST9QJjfaoO5jWGxD5zBYECn033vlltVVZWY0r4QWq1WJF5GoxEPDw8xSkDwupmdnWVwcBBPT0+zx1YqlVRXV/PLX/5SLFvn5+eTkZHB1NQURqNxUWPM+aiurkYikRAXF0dZWZnZ95ydnUUNxttvv83Vq1cJCQkhLCwMuVyOXC6nu7ubb775xqx6dPr0abZu3cq6deu4PXqbC5EX0DtZanA6XTq513fP4utCm/BNcO7cOfR6Pfv37wfmRLDLBZzC3OvZ2NjIzMwMnZ2dnDhxgvXr17N9+3Z6e3uRSqUoFAqx2tfQ0ICtra3ZYm5jY8O+ffuQSCS0tbXR1dVFbm4ugFhlsapBsgPygCPAIpZHylklU9IpBrcM0tTcxI4dO6yG+nZ3d3P37t1lrzc8PBxbW1vi4+Opra0V23iXLl3CxcXFzFtKaCF6eHgsWT3atGkT7733HjqdjuPHj5tVz+ZjcHCQy5cvm30tMTGR1atXi/8eHx/n17/+NceOHePKlSvA3EY4v70THBy8LBGQSqVmhGxgYIB/+Zd/oaysTPy6RCIhJyeH3NxcOjo6+P3vf29WgXR3d+fo0aMWAuZnz55ha2sr6s/KyspQKpWsWrWKe/fuERYWhp+fH+Xl5WYDGEtBqJoeP36cmJgYgoN3ce3aY7755ioajYbU1FTxHn/55ZfU1NTg7e1NQUEBgYGB2Nvbs2nTpmUnQwW0tLTw6aefcv/+/SXJtaAFFDA5OcmJEyc4fvy4Vc1dQkICf/d3f7eo2z7MkVJ7e3s2btxIdXU1Li4ueHl5UVtbi52dnVVX9YUwGAxER0fzD//wD1aDt1ewAgCb7yO2/LEjMTHRtJDM/FD4+7//e549e8br169RKBQolUqCgoLo7OzE1tYWuVwujsVLpVJRNGgymURzRyFrbeH/5sNkMlFTU0NlZaXZ13fu3ImrqytFRUUcPXqUqqoqenp62L9/P19++SX/8A//IAbMzsf09DQXL16krq4OmUxGZmYmYWFhjI6OUl5ezujoKB9++CGjo6MUFxcvev2bN29mzZo1jI6OUlJSgp+fH4cPH7aYzjlx4gSbN2+msrKSqKgoUWze1tZGXFwcs7Oz2NjYUF5ejoeHBykpKYxNjXHR4yJaT0tTxPmw1dvyM+PP8HSyZAtFRUVWTTIXIj4+nqmpKdavX2/mmbQYent70Wq16PV6rly5gqenJ6mpqWg0GkpLSxkeHub999/H0dGRoaEh9Ho9rq6utLS0EBsbi1KpNKsqlpaWcvfuXSQSCUePHuXVq1eL64UigVzAujG5iHeH3mVQNsgNtxtQCkfWHKG/v5/S0lKLn7W1teXnP//5sqGtXV1dGI1GioqKyM3NZWJiggsXLrBp0yZRXC3YNsyfXNuyZQtKpZJvv/2Wvr4+PD09yc3NRaFQUFFR8ca5b++//76ZVmZ8fJxPP/3UrPLn4+NDfn6+WI0wGAyiv9f3QV9fHy9fvuTmzZtmraSwsDAyMzMxGAyUlZVZtAI3bdrErl27RCuMX/3qV2akq6CgALlcLuYVZmRkEBYWxu9//3tCQ0PZtGkTp0+fJisrCz8/P8LCwqySW4AXL15w8eJFHB0dSU9PZ2hoiIqKCrRardV7LJVK2bhxI1FRUWi1Wqtu14tBo9Fw+fJlq1OvS6GgoIDZ2VmuXLli1eBUiEN50ypWbW0tLi4ufPXVVzg5OZGVlcWpU6coLCwUM9UWg1Qq5ciRI0tOt63g3w5sbGyqTCZTorXvrSjTfiDY2NigUqlEV2Uh9iIgIACDwYBerxdtAYQWwOTkJCMjI2JlSa/Xo9PpmJ2dZWZmRvyvTqdDp9NhNBpJSUlhzZo1FiRpampKbKfpdDpcXFxEYaNWq8VoNDI5OWlGkp4+fUpJSQkajYbk5GTi4uLQ6XSUlZWZufoK4bRhYWEWGgt/f3+ysrKQyWTcunWL9vZ2srOzF528yc3N5fbt26SkpABzpO/169eiJ4zBYODUqVPk5eXNuYUPPqEqtuqNap6zslnOjZ3jL5z+wuJ7OTk5oqvxUnj27BmHDh0iKipqyZ/T6/W0trZib29Pc3Mzjx8/Ji8vDzc3N54+fSq2Kj/88EMUCgUmk4mBgQEePnzI4cOH0ev1aLVaXr9+bbaY79ixQ8zyEmwS6uvrLbU+UcC7y98TAEejI3W2dXP/2A5lp8vYu32vSOLnY3Z2lnPnzvHxxx8v+TcFk8xdu3Zx+fJlCgoKUKlUtLW1ERsbi0QiQalUcv/+fZ4/f05YWBhbtmyhpaWFoqIi9Hq9GNjb29vL119//UZVOwFnz54lMDBQnFRydXUlKyuL4uJipFIpaWlppKenm238QmXIZDK9cVulr6+PM2fOmHmayWQycnJy8Pf3p7GxkW+//dbsd7y8vNi/f79ZJIinpyc5OTlMTk5y+/ZtDAYDxcXFHDp0iF27dnHlyhVu3rzJRx99RGZmJjdu3EClUrFx40auXLnC0aNHaWpqEr22BExPT1NcXMzLly9JTk4mPDyciooK8XOalpZGdHS02T329/cnIyMDBwcHcSr2+7SZOjo63tiwdD6ENr41uLq68rOf/eyNq1iAaHaZl5fHqVOnaG1tJTU1VXw/zg8IF6DX60lJSRFNZ1ewguWwQpJ+ILi4uDA9Pc3nn38u6oI+/PBDiouLrYYkJiQkIJPJFp22WgyPHj0iLi6OwMBAM1Hj/NF/ISpC2HRcXFyYnJzEx8eH8fFx5HI5Z86cEU/t+/btw8vLi0ePHlmdUBocHKSpqYnMzEw+//xzjEajWSJ4R0cH5eXlqFQqPvnkk0Uz12BuXLqhoYGIiAgmJycxGAysW7cOvV5PZWUlmzZt4tChQ6i1ak6aTjKxzvoI/GJoc2ujsq+SFN8U8Ws9PT2cPXv2jTZhPz8/5HK5hYfUfHR2dorTT0VFRYSHh/P+++8zNjbGiRMnmJqaYvv27eIkjr+/P8PDw6xZs0b0oBEW87y8PFpaWsTTs62tLXv27OGLL76gvb2djo4OcnJy+OKLL8yfRBPQg5lAezHYmmzptv1O0CqHvuQ+Wltb2blzJ1988YWFdubVq1c8fvx4UaKr1+tpa2vD3t4ek8lEREQELS0tIikR3g9vv/02cXFxeHt7o1QqKS8vF/2UsrOzkclk3Lx5k6ampuUvYgF8fX0ZHh42e6+lpKSIgajWkuVhrv1lzdNpIYxGI99++62FEDkiIoK0tDTR9X2+2FgQO2/fvt2quD85+Y9Bnzdv3mRmZobi4mL27t3L9u3buX79Ojdv3iQrK4tnz55x9+5dCgsLaW1t5dtvvyUzM1MU7gcEBFBTU8OlS5dwdXXlnXfeob+/n1OnTjEzM4NSqRSzCwV/JrlcTlpaGsHBwWg0GjF70WQyiVE/b4LIyEgiIyP5+uuvqaure6PfWQq+vr7s37+fsbExUYc3H7Ozs1y/fh21Wk1+fr7Z97y8vFCr1cTGxvLw4UMKCwtpbm7m5cuXoiO8oDlTKBR8/PHHS8birGAFC7FCkn4gODs709PTg6enp5gTJBitWSNJo6OjyzodW4PRaGRiYoLo6GgzkjQ2NiaemtVqtVgxEtyJp6amcHd3Z3p6+juHa3+RJF2/fp3p6eklhaY3b94kNDSUrKwsOjo6SE1NZXZ2lgsXLjAxMUF+fv6S5oFChUoghYI5nTA63NbWRlhYGCaTifr+eu6tuQdvfqg0wxXnK0Spo3C2c+bGjRtUVFQsOyEklUrJyMggLS0NiUQiuojPx8zMDO3t7djZ2VFbW0tDQwO5ubk4ODhw79496urqCAkJobCwEJlMhpeXl/g6KJVKWltbycnJ4eTJk8TGxrJp0yaampoIDw83W8xXr15NeHg4ra2tXLlyhSNHjoibqAgj+N7z5a2MtxiVjlLrUMug3Fy34qR3YvfobgwYKBwtZFoyTa9tL81BzVyrvcbRoKPs2LGDq1evWtyPmzdvkpCQYEEUe3t7mZmZQS6XU1ZWRlBQEJGRkUilUqRSKZcvXxarU/X19aSlpeHk5ERRURFGo5GsrCxxsisoKIiIiIjvRZLkcjm7du0SK5HCZ0zA7t27l/0bSqXS7DOyEAKpnh+IK5fLyc3NxcfHh7q6Ogvt1sLW3lJIT0/nxYsX9PX10d/fz8WLF9mzZw9OTk6UlJTQ19dHTk4Ox48f5969e6Snp1NUVMTAwAAuLi5cu3YNNzc3mpubSUlJISwsjIqKCjEIW6jQ9fT0UFpail6vJyQkhK1btzI2NoaPjw8eHh5iFI+NjQ06nU5cG94Ue/bsobW11cwb6vtg4WdOp9OZfQ5gjrCfO3dOHBhZu3at2fSZUqnk+fPnpKam0tTUREVFBWlpaZw6dYqwsDBevXpFREQEmZmZpKam/knPcwX/trFCkn4gCF4hHh4eFiTJWjRCT08P27Ztw9bW1qqh2VLo6uqySPceGRkRNzSBEAGiBkaYphEiN9LT06mvr6evr++NjfOuXLnC7t27CQ4OFisia9eu5aOPPlpycRXSw8fGxvDz82PXrl1IpVIxlqS7u3su12xGS5G6iJH11ifo3hQ6Wx3fDH2D5pTmjQSvQUFB5Ofnm2223t7eTExMiJUKof2o0+k4d+4cGzZsoLCw8LucsdMYjUb27NmDn58fUqkUPz8/C4IRHBxMT08PcXFxlJSUcPDgQZ4/f05oaKioURLaJ8IEm9FopLy8nNzcXOrr6+nt7RX1F0qlksHJQfwd/YkYjcCAgRHZCK/sXiE1SUlQJzAqHeW413FcDC5EaaIImA0gfDwcm7ds0Gg0hIWFERAQYDE6nZ6ebvb8tVot3d3dyGQynj9/TkhIiEjybG1taW1tJSIiArVajb29PVu2bMHT05OGhgZiYmIIDQ0lLS0NmHtPCqLc1NRU6urqxA1+OXz88cdmRMTd3R2NRvO9hiCkUqlVfZ7BYODbb78V22ECYmJi2Lx5MxqNhtbWVrOW82KtveUef//+/fzLv/wLRqORvr4+ioqKyMvL48iRI9TV1eHj40Nqair3799HpVKRkJBASUkJR44cISwsjNevX1NYWEhvby+nT59mZmbG7LNVXl7Oq1evUCgUbNu2TRxC2LRpk/g85HK5OM0pk8kYGRnB3t5efN3VajUlJSUkJSVZdc52dHQkNzeXM2fOvPG9FxAcHEx+fr6ZJkgulzM8PIxCoUCr1VJWVmZm0Atzk4uffPKJWVsuNjaW1tZWsrOzuXjxIn19fWzbtg0bGxtcXFz4D//hPyw6wbiCFSyHFZL0A8HBwQGdTmeWOdTV1UVGRoaFfgj+uOmEh4db+AotB8HNez6EUWmFQsHk5KS4iOh0OpydnZmcnDSLzxDciH/zm98sWUGaj56eHq5fv05fXx82NjZ88MEHREdHL/rz8wWeEomEXbt2ERoaSkdHhzh1JCz6BpOBQcdBRrz/7wiSgA6vDggAluBIcrmcHTt2kJqaaqHJmO81JYR+PnnyhJ6eHvLz85FKpVy7do3W1lZiY2PFU6qPj8+izt+2trbIZDKSk5N5+fIl9fX1bN26latXr5KTk8Pdu3e5deuW+FpKpVJ8fHzo7OwUtV7d3d2EhYUxNjZGUVERw+PD8JcgUUpQzaiI1ESSMJ2ADTY8dHzIM6e59qlWqmVA/kcdia/Ol0h1JKv1q1GpVBYkSbAhmJqaEluLo6OjlJaWimG077//PgkJCbx+/ZqbN2+iUqlYvXo1kZGRNDQ0cOPGDWxsbMST/Pj4OJGRkRb3Jz8/30LUvBgqKip47733zO7pxMTE954U9fDwMKsW9vT0cObMGTPx9fyojpaWFqKjo4mOjiYmJoZ//ud/xtfXl/z8/GVbd9YgeE4JU1gjIyP84Q9/YMuWLURFRWEymYiJieHZs2fcuXOHd955h1evXnH//n02b95MZGQkQ0ND3Lx5E4lEQnZ2NiEhIeJny2g0snr1alJTUxkZGSEkJMSqYN3NzQ2NRoPRaMTGxobh4WGUSiU1NTWiXjEzM3PR69iwYQM1NTVmZppLQS6Xk5WVRUpKilUdlKenJ/X19Vy6dMnq5JtEImF0dNSsyiuRSHBwcMDOzo6wsDCkUikhISH4+/vzn/7Tf1ohSP8qeAhUAxuA5GV+9seNFZL0A8HR0RGtVmtWjejv78doNOLn52dWuhcgiC2/L0manp62emo1mUxmo/8w1yJycnJidnbWQmfj7+/Pli1buH379hs/dktLCwkJCeK0zGKoq6sT9VhhYWFkZGRgMpkouV5CV2IX/D0wC6dmTmE0GHHzcGP3+G58dD70y79/dpZVZAEtgGW3k1WrVrF///4lp7iGh4eRSCRMT09TVFTEli1bSEpKor29natXr+Lg4EBhYSHu7u7Y2dm9kaYjICCAV69ekZOTw4ULF1CpVMTGxtLe3o6vr69IkAICAsS8sk8//ZSrV6/ywQcfEBwcbCGspxiMR4002TfRZN/EtvFt+Ov8RYJkDX29ffSV9BGSG2J1s5qcnOR//I//gVQqxcPDA4VCYVZBcXd3R6/XMz09zY0bN3BwcMBoNBIeHk5paSmDg4OifkfQgs2PdpkPT09Pdu7caTHaD3NEJTs7m8rKSnp7e6mtrWXt2rVm4+Genp4WbbeF6OnpYXBw0Kwl7OnpyeTkJA8ePLBoycbFxZGSksLk5CTt7e1mlTUfHx8+/vhjgoKCFtWtLQd7e3urpLCiooKKigoA3nvvPfLy8jh9+jQPHjwgKysLqVTKixcv6O/vJyMjg9jYWFJSUjAajRQXF9PT04OjoyNbt24VD2zzq0cLIZFI8PLyYmBgAIlEglar5fjx42ZThhcvXuTo0aOL/o19+/bx6aefmplqCg7v09PTog9SREQE+/btswivXYixsTELgmRjY0Nqaio7d+60qvcKCAigrq5OtLc4dOjQkte9gv8bPIT/l733Do7jvrN9Pz2YBMwg5xyJSOTEHMCcoyhRWoqiZdmSJWu5b2+9XW/V1vV9z/fVvq0tW7Zke+VaU6QSKWaaSQygmEmQIECCJHLOOQ3SYEK/P4bTwmAGIGVL9j6bpwpFojGxe6Z/3z7f8z2Ht5/8//fAr/lrLpSeF0nfElxcXFAqlXaLbllZGUlJSQ6LpMbGRnJychxOjU0HNzc3hyJkqw9PR0eHXTRJT08PfX19diGQS5YsobS09JnaUh4eHmzevHnaEd3JlgLr168nKCiIqqoq8jvzYTMwocsx9KSCGWGElpEWVvavZJ/Pvm/HwcsZi4fQga83qdVqVq5cSU5OzpR3Gxoaor29Hblczo0bNxgaGuKll16SJpKsZn+pqamYzWaCgoK+UYSBNWohMjKSc+fOsWHDBk6ePElwcDBLlixBrVZL7JaVxTGbzeTn57N27Vr74rQRuAM8eUveRm8G5FO4i+uBC+BW5cb6detRq9UUFxcjl8txcnKyGaG3TmRO/OzKZDJWrFghTVhdvXqVmJgY5syZg5OTE9evX5c0ar6+vvT29pKYmPjUqaU5c+bw8OFDGhsbpW1xcXFs2rQJNzc3QkJC+M1vfiMdg6ioKJt2maenJ3q93o6lMplMXLx4UbJVCAkJkb4DOp2O1tZWLl++LN1eo9FIU4qVlZWkpKQ49OtxZMj5TeDp6cny5cs5derUlLc5efIkr7zyCikpKfj4+CCXy6mrq+PatWvI5XLmzZvH3LlzqaqqkmwiEhMTycnJobe3lxkzZjwTw6ZSqXB2dmZ0dJS9e/faaYyqq6ulIOOp7m9lPOHrAj8gIIDx8XEaGxtZsGDBU3PQ+vr6OH78uB0r5e/vz+bNm5/qZRQdHU1wcPDzSJHvHFbrh0Cg7cnvf71F0nMzyW8JLi4uDAwMIAiCDf1eVmYJFw0ODnZ4v8LCwilPPlMhJCTEoVmawWDA3d3dJn5jZGQEtVotCVUnX73K5XK2bNny1BHg2bNns3v37mkLpOLiYn7+85/z6NEj4uPj2bVrF56enhw5c4R8n3zYgk2BNBlnPc6iElXkDn+LX7h44MkaFxcXx+7du6cskMxmMzU1NfT29tLf38/nn39OTEwMK1euRCaT8cknnzA+Ps6rr75KamoqGo2GyMjIaU/I/f39dts0Gg0mk4m8vDza2tpobGxk2bJl5OfnM2PGDCIjI6Xj4eTkJLl8Nzc3U1RUxOLFiwkLC7N90HzgyWF3NbnSqXAwol0B/BqyyGL7S5ZQ3b179+Lm5sY777zDunXrptuThIeH873vfY/AwEBOnDghhY1aNVaCIKDT6diwYQNubm4IgkBaWtozjXULgsDWrVuRy+U4O5bASH4AACAASURBVDuzdetWdu7cKWnCAgMDJU2TNb1+ovO4QqFwOCCxb98+SWNkMBg4cuSIlDPo6elJUlKSzfdPrVZjNptpbm5m6dKlzzzx9ccgNzd3WlZlaGiI+vp6srKy0Ov1nDx5kujoaFJTU9m1a5fEfPX19eHu7i4F0srlcmbNmvXMLUiz2czjx4/Zt2/flCLsM2fOONy/Dx8+5Be/+IVUIMnlcl599VXpHKhUKnnllVemLZBEUeTmzZv88pe/tCmQnJycWLJkCe+8885TCySZTMaPfvQjfvjDHz4vkL5zZDz5t23S73+deKYiSRAED0EQDguCUC4IQpkgCLOfbP+xIAgVgiA8FgTh359se0UQhPsTfsyCIKQ9+dv/FgShSRAEBw0QEARhqyAIoiAIWRO27RQEoerJz84J2yMFQSh4sv0LQRD+yFmobwfWAsRkMtmcdA0GA1evXmXRokUOv7xWwepkIfZUkMvlErU8GVbXbSvL5O7uLkWTWAW1juIBwsLCpqSmfXx8+MEPfsC6deumXOwGBgbYt28fhw4dQhRFtm7dyoIFC+jt7WVf4T66XuyCqaVLEowyIze1N0kbScPFOE019U2xCtZuXmuz6E5Gf38/dXV1yGQyaSz95ZdfxtXVlUOHDjE+Ps7LL7/M1q1bUavVhIaGSm7Jk2H1RPr973/PkSNHHN4mPDwcmUzG0qVLOX/+PAqFgpCQENra2iSGw4qMjAypOL1z5w6lpaWsWrXKdgHXA09ICZWookk5wf9oGDgELidceGn1S2RmZnLjxg1OnDjBsmXLePPNN/Hz8yMjI8PhxKVcLmft2rWsWrWKuro69uzZg4eHB1qtFpVKxfHjx6VR+PT0dNzd3eno6HC4sImiyPW26zT2Ndr9zcfHh+3bt7N7924yMuxPvHl5edLiW1FRwcGDB21MCb29vW0Y0c7OTrtIj/r6eu7cuWPTmluzZo30uejp6eHQoUM4Ozt/pxEVra2t/PrXv54yT9DFxYUVK1YQEhJCZWUlN27cYHh4GIPBIGna9u3bR2FhITk5OZJbe2JiIlFRUd/odfzmN7/h3LlzdqHZEzE6Omrjmj04OMinn37K/v37bYono9Fo1za1tkMdobOzkw8//JBTp07ZtOtCQ0P5/ve/z8KFC6cVxBuNRlJTU/mnf/qnP0ob9reFAuC3T/79U5CLpcX2On/trTZ4dibpl8CXoijGA6lAmSAIi4ENQIooiknAfwCIoviZKIppoiimATuAelEUreKIk0hNAVsIguAKvMuEIygIghfwP7EchRzgfwqCYFUf/7/AL0RRnAH0YTlifzFoNBrJ/DE4ONhGq9DY2Eh7e/uUDEZhYeGUnjSTsWHDBvR6vU2opxWjo6M20SQeHh4MDAygUCikK0Q/Pz+H+WsrVqywaRXKZDIWLFjAu+++O20BV1BQwHvvvUdFRQWpqans2LEDd3d37jywmCl6bvKEbxBT90jziEGnQVYPrH76jZ8VGmgMtl+UwbKfqqurGRwclHxm0tPTmTt3Lg8ePOCTTz5Bo9FIDIeLiwsRERHTalE+/vhj3nvvPWpqaqipqXE43SiTyVCr1cTExODh4cHVq1dJTEzk2rVrqFQqKioqbKIeNm3aJBVKV69epb6+Xhobl1AF2kdaBATa5U8EyPeBD2CmMJMdO3YA8MknnzA8PMy7777L3LlzbYqBjRs32rTzoqOjee211/Dx8eHo0aPcuXOHdevWkZiYyIkTJzAYDGRkZLBw4UJEUSQsLEzKEZxcoHQNdfGfPf/JGe8zHOYwRpN9yzghIWFKH5v79+/bFBU6nc6uXeXm5ia1DP38/CSrgIm4ePGizcWCWq1m48aNNrc5ffq0Q+bkT4XJZOLcuXP89re/nTJQODExkW3bttHb20tJSQmJiYkkJiayc+dOnJyc6O/vp7u7G1dXV1xdXenq6kKj0ZCTk/PMZoxGo1F6HRML8unw+PFjHj16xN27d3nvvfcoLS2VNGMTPzMlJSV2OksPDw+bVq7JZCI/P5/333/fpsVqtVp48803CQ8Pp6enZ8rXo1Qqeeedd+yy+57DEaw6ot8/+ffbKJTe4q+9QIJnKJIEQXADFmDZu4iiOC6KYj+WPfRvoijqn2x3dKmwHdhv/UUUxduiKNqLcyz4v4F/Byb61a8ALoii2CuKYh9wAVgpWM7qeYB19nQfYHuW+zNjIpNkMpnsTs43btxgxowZDsWl9fX1mEwmm/wpR4iMjMTX15fjx487/Pvw8LBEsVtH/wcGBnBycrK5SlSr1XaMkkKhkDLOAgICeOutt1i5cuWU1LU1Bf3EiRMoFAq2b9/OrFmzKC0tRaFQMDB7gA5FB+v61sGzDc9JOO1xGh+jDzGjzxZP8Cwo8S6hrMs28qKnp4eGhgYEQeDs2bO0tbWxfft2BEGQgonXr1/P6tWrpdgYq3v5dJjcQjl69KhNm1MURTo6OvDz88NgMLB69WoqKiro7e1lxYoVXLt2jaioKBujUWsGWFRmFCyAc+fOSTl4ExFaFYoRIwwCn4DyjJItq7cwd+5c7t27x7Fjx1i2bBlvvPGGnT7N+tqtRo8bNmxg2bJlVFVVsXfvXvz8/Ni8eTNyuVzyruns7CQtLY0ZM2YgCAIfffQRR44cwcPDg4cPHzI+Po6IyJW2K7zv9D5NbhaGq1vTzYXOC8907AYHB9m3bx+HDx+2awcVFRXZ+CypVCob0e/KlSvt7CmsNg4TER8fbyPqHh0dnfJ79seisbGRX/3qV3YWA1a4u7uzceNG4uLiOHHiBHfv3qW4uBiz2cz8+fMpKyvj448/Jj8/nzlz5rBlyxZ6e3u5du3atCxKd3c3V69eBSz6ojNnzkz7OqbDgQMHOHbsmBRlsnv3bubPn8+qVatsbnfixAmbokipVErHpampiQ8++EAK8LUiJiaGv//7v7cp3P39/e3OVUajkTlz5vCP//iPNhO7zzEdJuqIJv7+HE/DszRvo7AMUn8kCEIqcA/4eyAWmC8Iwv/GUtj8D1EU706674tY2KZpIQhCOhAqiuIpQRD+x4Q/BQMTcxOan2zzBvpFUTRO2u7osX8A/ACw13F8i7BaADg5OVFcXExWVha3b9+WFtSxsTFu3LjBokWLOHz4sN1Ce+vWLfLy8qipqZlyEc7MzKS1tXVKin5oaEhqcVhH/8vLyxEEwaZIcnFxkcTcExfK6OhoXn31VWJjY6dkSkRR5MaNG1y4cAGDwcDs2bNJSUmht7eXTw5+wsiSEVRqFXnjeezz2seunl3MG5rHdbenB6dKr8/sggkT8wfnU6uqxSz7hlXWFDihPEHkeCRKuZLa2lqUSiWNjY3cvn2bNWvW4Orqyu3bt3nw4IHkjWM2m/H29kaj0WA2m2lpaZHGpKfCqlWrqKiokI5Tb28vX375JevWrWNwcBBRFKVWWWRkJE1NTeTm5nL69Gl27NghZX1Z8/0UCgUiljZV06omy7fWAKdOnWLHjh2kpaVJTumB3oEMDw3D7yEmLIa81/IYGRlh//79BAQEsHv37qdOFwUHB7Nr1y70er0UIbJhwwZkMhkPHjwgOzubnTt3Mjg4iJ+fn2Su+Oabb6LVahkaGqK4uJj09HROnDlB5/xOWrxb7J6nSFvECnEFMmHqa7XCwkLJdmAqHDt2jN27d0uibV9fX7q7u1GpVJw4ccJOv+fu7s78+fPtHmfdunXU1NRIDFJpaak0TfenwGAwcP78+SmDYAVBIDU1lbS0NO7du8ejR48QRZG4uDgWLFjA+Pg4crmczs5OXFxcyMnJYWBggK+++kpihfPz81m+fLnD579y5Qr37t2jrq7OJlT5j4HZbEar1bJkyRIbB/Hs7GxKSkokndjAwABnz56VGLqxsTGuXbvGyMgIZWVlNvvB2dmZNWvWOGyxguUCzmQy4eTkhFar5fXXX5/SCPQ5pkIGFp7jb0NH9G3iWYokOZY9+mNRFAsEQfgl8M9PtnsCs4Bs4KAgCFHik0+/IAi5wIgoitP61guCIAN+Abzm6M8OtonTbLffKIq/A34HloDb6V7LnwIrkySTySgqKiI9PZ3Zs2dz48bXyfTV1dXMmDGD9PR07t27Z3P/trY2ent7mTlzJiUlJQ6fQ6PR2FDTk2FtrQFSy8Pa53dU9FgNMCeyRdNllnV2dnLkyBGamprsQjNLS0slkfQl8yVe736dvKE8rrhdIW8wjzLnMnoUU1PnAJhh6eBSYvQxNCoa8Tf4s3JgJWc87YNY/xgMOg9ytfEqsfJYRFHk+PHjhIWF8dJLL1n0U/v2IZPJ2LZtm9R6DAsLk/adTCaTPKesBoaO4ktUKhVbtmxhz5490rZbt24xPj7OrFmzbET8MpkMlUpFWloaDx8+pLi4mFmzZnHgwAG2b99OdXU1HkEeHDUetS00VsDIwAh3796VbCSsYab93f0kRCewcOFCHj16xL1796ZdhKywxo2oVCrKysq4ceMGKSkppKenU1RUxMOHDyW91dq1a/H19aWiokJynxZFETc3N4aGhrhz5w6xsbFEBEdQ3FMMDjpow6phrrZfZVHgIoevZ/Io+lSYvCADaLVa3n//fYmFsE6Q5uTksGrVKodeVi4uLqxfv57PP/9c2madpPsmTtQTMdkxejK8vLxYtGiRJCrX6XSoVCrWrl0rpdrfvHmT+fPns2jRIjo7OyUB/8SLqWvXrpGSkuKQUVqzZg1RUVHTZqc5QlpaGjU1NTZmsxkZGVLcyWSH7k2bNvGrX/1KOudYI5RGRkb4wx/+4NC0Njk5mfXr10+7f7VaLf39/Wzbtu0bD7k8hxVWHdHfhrfRt4ln0SQ1A82iKFq5/8NY9nIzcFS04A6WpspEJetLTGi1TQNXLPNHlwVBqMdSdP3hiXi7GZio/gzBkljVDXgIgiCftP0vBiuTZF0wi4qKSEpKsltAr169SnJyskOa+Pbt26Snp3+jkMeJ6Ovrk0SO/f39EmNgNptxc3Ozm2xTqVTPlGdmNpu5dOkS77//Pk1NTSxatIgXXniBwcFB9u7daymQAMrBq94LZHDO/RxR+ihGZCO0KdpY27d22rZbwHgA3+v+HuHj4ZxxP8MZrzN86fElYeNhBOmfIaDsKZAb5aytW0u8Ml5yAF+6dCnp6ekIgiAtMjt27ECr1eLn52dTIFlhDQPt6emhsrKS//iP/6C4uNju+SIjI+3yw+7du8fRo0ftmMKAgACMRiNr167lzp07jI2NsXjxYgoKCnBxceGj8Y9ocbVnYkizfM50Op3k+aTValEoFCxcuJA7d+5w/fp1Xn755acWSC0tLTQ3N2MwGPjiiy94/PgxmzZtIjw8nKNHj+Ll5cXrr7/Om2++KTFi+fn5xMbGSq0Wg8Fgw7CdPn0af39/Yu7HwBQ+kZc8LtGpcyzqnShAftrE0p07d2ym3dRqNUuWLMHT05PXX3+dN954g3feeYeNGzdOafYJFvfmiSP/w8PDnDx5ctrndgS9Xs/x48f5r//6L4cFkkwmIzMzk/Xr11NWVsbJkyfR6XQkJyfzyiuv4OHhwYEDB7h58yYuLi5otVp6e3sxGu8zZ04JWVm2nyGTycSRI0ccMlVqtZr09PQpfaomw8PDg9dee41t27axYcMGadv3vvc9tm7dirOzM3K53KadBpaCb+nSpTbb9u3bx2effWZXILm5ubFjxw62b98+bYEkiiLe3t787Gc/e14g/cn429ERfZt4apEkimI70CQIgnXsZQlQChzHogtCEIRYLElb3U9+lwEvYONQM+XjD4ii6COKYoQoihHAbWC9KIqFwDlguSAInk8E28uBc0/Yqq+ArU8eZidwwsHD/9kgCAKiKEqLanFxMSaTSRpbtmJ4eJi7d+9KtvkT0dfXR0NDA+np6Q6fY3R0dNoefG9vL4IgoFar6ejokES9JpMJd3d3uwkTmUw2ZevOitbWVj744AMuXryIn58fu3btIiYmhvPnz3P8+HHpqtHHx4cf/vCHvBX+Fi7jLjSrmqlWVbNiYAVn3c6iFJUs0C2wfwIzLO1fysa+jbQr2vnI5yMa1Ra2rE3VRr2ynhUDK76xrmkiEjsT+V7n9whSBdHU1MT4+Djbtm1jZGSEjz76iLa2NtavX096ejpOTk7ExMTYeRF1dXVJXjSBgYG0tLSwd+9e+vv7KSgosFmcmpub+eCDDxx6Y7W1tXHr1i277WFhYXh5eREfH8+ZM2cIDAykr6+PwcFBVnWvsrs9ILEz1kV827ZtqFQqAgICuH79OkVFFt3BhQsXHC6eYFnMq6qqMBqNlJSU8NlnnxEREcGGDRuoqKigoKCALVu2EBsbi7Ozs8RUDA0NUV1dzbFjxwgJCeHFF19Ep9PZsGR9fX2UlZWxKGsRsuuOTzVGJyP7Dfv5dc+vGRu3banNmTOH6OhoVq5cyY9//GOHJoITcezYMZsLgYyMDHbv3i0lwVsjeZ6GDRs22LRzSkpKnonRsqKyspL33ntPMlGcDB8fH7Zs2YK/vz+HDh2irKxMMiadM2cOjY2NKBQKXFxciI2NZdu2bXR3d+PlVc2HH47z93+v4YMPYPIcSEtLi2RE6Qjr1q2btk0lCIJk9WF19E9ISGDNmjX8wz/8g539R21trfQZs2Lu3Lk2U40TJ9bA0gp98803ee2116Z16wfLeWvTpk384Ac/eOqxf47n+K7wrNNtPwY+EwShBEgD/h9gDxAlCMIjLMXQTvHrM/ECLOyTzViPIAj/LghCM+AiCEKzIAg/ne5JRVHsxSLovvvk5/96sg3gn4D/QxCEaiwapd8/43v5TjGRebhy5QqxsbF2cQCPHz9GFEWSkpLs7n/37l0SExMdXl11dXU5FNtaYTQa0el0rFmzhvLychQKBb6+vhgMBlxdXTl+/Lgdi+Hv7++wULJOv/zmN7+hs7OTlStXsmHDBjo6OtizZ480sSWTyVi4cCHvvvsu4eHhaFQa1g6vBeCi20XMmFk+uJxLbpdIHEvEZ/xrsjFgPIBd3buI0EdY2CPPM3b6o/Pu53ESnVikWzTl+54KaqOaFxpfYL5pvqQvCQkJYebMmQiCwP3795k3bx6BgYEIgoBGo3EYUHrnzh3ef/99Ll++LLF1E8OFGxsbuXbtGgaDgTNnzvCf//mfdHTYu4ar1WrWrl3r8Io4PLyd4OA+Fi6cT39/P9XV1SxdupSTJ0/i5eJFUoP9ZwVfYBbohnR8/vnn7Nmzh9OnT7Nnzx4bi4jGxkZu3rxpd/empiba29vR6/Xs37+fyspKtmzZQnBwMIcPH8bf359NmzYhl8sJCwsjMDAQpVJJeHg4cXFxyGQyOjs7+eyzz1CpVHh6etpptazi4JWuKy1WBA7Qoe2gxbWFUz22k2qCIPD666+zYMECfH197ViKybBqvybij1lcrYaSE3H8+PFpdVFg0d0cPnyYvXv3OvxOyWQycnJyWLt2LQ8ePODMmTMMDw+TkZHBjh07kMlkfPbZZ1y8eJGmpiZWr15NWloaN27cICsri02bwhAEMJn8cXZW44gcvHjx4pQTYY7elxW+vr788Ic/tLH60Ol0DAwMMHfuXJv92NfXx549ezh69CinTp2yEcoLgsDmzZvtxvatYbbvvvsuYWFhuLq6TikaN5vNhISE8C//8i9PLaSe4zm+azxTkSSK4n1RFLNEUUwRRXGjKIp9T6bc/k4UxZmiKGaIonhpwu0vi6JoN3sriuL/KYpiiCiKsif//tTBbRY9YZGsv+8RRTHmyc9HE7bXiqKY82T7C9Ypu78k5HK5DTtUXV3NwMAAK1eutLvt5cuXycrKsiughoeHKS0tdWgJ0NnZ+VRtxKlTp/D19SUiIoK+vj5mz57N2NiYFCQ70V3YCkEQbIqnhoYGafrFaiAYFBTEqVOnOHPmjHRb6xTcihUrbNohaf5pxPfGgwxOeZwixBCCgECLooW1/WvB+DV71KHoYI/vHok9mgyzzMwlt0vEj8XjZZg6QmQyMjoy2Nm1E/monNu3bxMTE0NAQACiKDIyMkJzczPLli0jOjoauVyOUqlkdHTUrv04NjZGfn4+MpmMd999V2Ly1qxZY3PsLl68yK9+9SuuX7/uUHifkJDA7t27mTNnjh1LFRTUxPLlf2DXrmu4uBjZts0y4ebk5CRlY81VzEWpn9SGlQMrge8BPpar9qamJoct1AsXLkhtn9HRUaqqqjCbzdy7d48DBw4QGxvL+vXrefToEXfu3OGFF14gJiYGd3d3IiMj7dqO3t7eUsE+MjLCxx9/TGdnJwqFwu4zevbsWcJCwgi5b1+ATkSRdxGV3ZVT/n3evHlPHb64deuWbWTLM6C5uZnCwkKbbWlpaTb6PEd2AxPx+PFjfvGLX9gxK1b4+fnxwgsv4OnpycGDB6msrMTV1ZWXX36Z7OxsCgoKJM+huLg4fH19kclkdHV1sX37dkJDQ+noCAYEtNpBPDw8KCuzjwUyGo12k3uT39dEL6zJxQsgDShoNBo8PDxs7m8ymfjwww8le4exsTEb/ySwXHhN3HchISG88847LF26VCqeNBqN5K01EaIo8nd/93dS0fgcz/GXxvNP4bcImUxm10I7e/YsPj4+dina/f39lJSU2LXjwNKqi4iIsGutGQwGnJycpqXMBwYGePz4MQsXLuTWrVsEBQXR398vUeBfffWVnS+Km5sbXV1djI+Pc/LkST788EP6+/tZv349K1asoLa2lj179kjsidUJ9+23357SSXyj+0bUBjVdyi4eqx+zeHAxF9wuoBAVvNHzxrTs0WTUOtfSrmhnTf+aaW8H4KZ34+Wml8k2Z1NcXMzAwACxsbGcP38euVzOtWvXbBgjFxcXgoKC8PDwQC6X25gR3r9/n5///OfodDrGx8ftwk/XrPn69RiNRodX8Fqtlu3bt7Njx44pjSz9/VsAkZERN7Ztu4O7eyivvfYaer2exMREqqqqGBsbY3XzFH4wocCbkLA4gby8PIc3GR8f58iRI9TX19PZ2cno6Ciffvop9fX1bN26FV9fXw4dOkRgYCCbN29GoVAQFhY25SSc2Wy2Y1aOHz8uMZkT0d7eTl1dHctDl4O9AbkNjimPoTc6vt6Z6Mo9HY4cOfJMYbkTmb8TJ07YtKM7OzvtfJIm2w2A5aJm//79DnU3YLlwmj17NqtWraKwsFAybczNzeXll1/GYDCwb98+7t+/j0ajYfXq1aSkpHDq1CmuXr1KXFycNPzR2hrK+fPrefAgi/z8TQQFbXL4vurq6qZs9QE2uqw1a9bYFC/WVvGXX37pcBLOycnJjtErKyvj4cOH0u8PHjzg8ePHkufRW2+9ZedcHhTUxIoVtbi5WdqYJpOJuLg4fvKTn/zJkS/P8RzfJpx++tOf/qVfw58Nv/vd7376gx/84Dt7/D179hAYGGhzVarX6/H09CQ1NdVO4NvR0UFqaqrdAmsymTCbzSQkJNgY8sXExBAYGMjg4OC0WWuNjY2kpKSg1WoxmUw4OzujUqnw9vampqaGxsZGsrKybK7Uurq62LNnD9XV1cTHx7NhwwaUSiUnTpywMa4MDg5m586dpKSkTHulp1Ko0PRqKHMuo1HZSNJYEsmjyShRUi+v54j3EfoVT1kxJ6BWVUv2cDZOohMtKgciZjPMaZ/DkrElDPVZRtBTU1Opq6ujpqaGxYsX09XVRXJyMqIo4uzsLAWcKpVKnJ2dGRoawmg0IggCzc3NfPrppzaairq6OrKysqTWgzWQdmLrbSIyMzN59dVXpywkrZDJRKKjKxkZETh8OJexMSVGo4mPPvqIkJAQkpKSOHPmDLlpufQN9dGntfWN0eg1bB3ZyrKUZURGRkoM5kRYx7bVajW3b9/m8uXLpKWlMWfOHO7evUttbS0bN27E398fDw8PAgICpnWcLigosFkYrWhoaCAnJ4fh4WEbpqCuro7MzExMzSY6AqcOMNbL9Yx0j5Dg6rjN4uLigpOTk51R5USMjIw81Xesvr6effv2UV5ejiiKiKJIS0sL6enpXLlyhS+++MJhy6yuro7s7GzkcjkPHjxg3759tLQ4+Dxi0a6tWbMGg8HA2bNn6erqwtPTk61btxIaGsrNmze5fPkyRqORhIQEli1bRl1dHZcuXWJ4eBhPT0/c3Nzw9vZmdHQUd3d3dDp32ttD0Onc8ff3p6Ojw6GbdX19Penp6Q5F6mq1GrVaTWVlJWFhYURGRmIwGDh37hxHjx5laGiIvr4+amtrbT7vVgQFBVFfX2/jX2SNT7HGw+h0Ol577TViY2PtPkdW5jQgoJXY2Bp6eoJ58cV/JCsr6zt1OX+O55gK/+t//a+2n/70p79z9LfnRdK3iI8//hg/Pz876r6+vp6MjAy8vLxs3JdFUaSrq4u8vDwqKytt2iRdXV1SUKX1CnXWrFmoVCpEUbSZ5HGE9vZ2cnNzuXHjBomJiZSXlxMfH09jYyMdHR2YzWZJiHnlyhVpMmbjxo0kJCTw6NEjTp06JfkryeVyli9fztatWx06Ik8UilsRpA2ioaeBXudeGlQNJI8kU64u55LnJUThm7kxmAQTekFPznAO5epyDLKvmQKfUR+2dm4lkEAKCgpwdnYmKCiIS5cuERwcTEJCAn19fdJiEBUVhaurK3K5nPHxcXQ6HVqtFldXV9rb2zl37hz5+fl2r2F8fJyhoSESExOlbXFxcfT19dmItL28vNi+fTvz5s17qiZGr9czOupFcXEg+fnRgBKz2QlRFNFqtXz11VdkZ2ej1+sZHBwk0zOT+5r7iDLL/kvrSWOn605C3CzMmCAIREREcPfuXantl5OTw/LlyxkeHubgwYMYjUbJpfjMmTPEx8ezYMECnJycCA0NnTbzy7qYXrjg2AhyfHwcZ2dnMjMzKSkpkV6DKIoEBQURoAmg1Kd02n0iN8jJdMmccsEMCwujqqrKLil+IpqamoiNjbVjwsbHxzl9d/E4jgAAIABJREFU+jQnTpywi+EYHBzk7t27DA0NsXPnTlpbW+2eQ6/X09/fT3FxMZcvX3bIWFnZI2v8S1FREUajkblz55KXl0d/fz8HDx6kra0NV1dXli9fTmBgIBqNhrGxMWpra9m6dSurV6+WWuw1NTWEhobaXZhERUVRVFRk9zqMRiPd3d02BpkTERISQkJCAikpKdTU1LB371475shsNhMWFuYwficyMpLCwkJJV2T9HiUlJeHq6kpWVtaUn6OYmDICAlrR6bR4eSnJzd2ARrPI4W2f4zn+HJiuSHrebvsWYdViTB7hN5vNnDt3jpiYGDthcFdXF5WVlcydO9fuPteuXZMy37y9vfH19aWtrW3KzLCJaG9vp76+ngULFlBcXExCQgItLS3S4njt2jXKy8vZu3cv586dY+bMmezcuROlUsn+/ftthL7h4eG8++67LFiwwOHCZTAY2LNnj0MPp83azSgNSgbkAzx2eUz8WDxK8x9ncfBI84h+p36LrgnADHmteWwd2Ep/Zz83btwgPT2djo4Obt++LbURFAoFwcHBODs72xllWnU1vb291NXVceLECYcsRUpKCsnJyRQVFVFXV2fzt9WrV9vocGbOnDltELAVZWVlfPjhh9TW1tLcDCqVMwqFO8HBwbi7u5OQkICzszMFBQVkZGRw+/ZtTEYTKxtX4j7mzqsDr7ItcBsuStv2q4+PD0uWLMHd3V0KF71x4wbHjh0jPT2dFStWcPfuXQoLC3nllW0kJcURFWWS8uQmIyioifT02wQFNVFcXCz5Ik2F69evYzAY7MwNS0pK8HL3AsfEi4QOU8e0BZAgCGzZsmXatpsoihw5csROHGw0Gh3mHoKluJk3bx5vvfUWAQEBU7b2Hjx4MOW0W1BQEC+++CIqlYqDBw9SX1+Pj48PO3fuJCkpiYcPH3L06FHGx8dJSkpiy5YttLa20tvbS1dXFzNmzMDHx4ehoSFKS0v58ssvuXLlCjExMZJr9kRoNBrWr1/v8LWUl5fz4MGDKfeRl5cXR44c4fe//72dTUFYWBjvvvvulL5pnp6eLFu2zGZbcXExNTU1T70w6OgIRhBkREW54O7uxnNjw/8O+LZy3f768JxJ+hZx9OhRtFotpaWldqOvg4ODeHl5SULciSPZ1ly3wcFBG4p/YGAAHx8foqKimDdvHkajUcpkm2xG6Qi1tbVkZGQwNDSEs7MzJpMJrVaLVqulvr6eBw8eoNfr2bJlC9HR0dy9e5fz589L/idKpZJVq1axcePGKQXj1gymmpoa6uvryc7Otllo1Qo16l41Fc4VNKuaSRhNIFIfSZnLs49UT0S9sp6c4RzUBjXL+pbhJXpx9epVPDw8CAoKIj8/n4CAAFJTU2lra5PiMsLDw+2YLrAsuAqFgqamJvbt22ens3F1deXFF19k8eLF0qSidTrOiq6uLioqKiRmorm5mfj4+CkzyIaHhzly5Aj9/f0sXrxYOj4BAQGSqNvZ2Zmenh4iIyO5ePEicXFxREdHc+nSJXKTc8kQM4j0i3T4+GApXFNTUxkcHJRMBCe2fhISEli0aBHh4QO89dZXpKdX0dkZiE5ny7wEBTWxbJmlNRIdXYlcnklxcedTrSM6OzvJycmhublZ0vYMDAyQmZmJrkdHj/8UxqI6MH1sorOhc0orDLAUB4IgTMuojo6OkpmZacNoKBQKPD097VqFYWFh7Nq1i4SEBOnYajQaZDLZU1lb6+POmzeP9PR0rl69yv379zGZTOTl5TF//ny6urpob28nNjaW+vp6li1bhq+vL/fu3WPx4sWkpaURHBxMS0sLcXFxHDlyhJKSEvR6PT09PYSGhuLp6Yler7djx/z9/ens7Jyy7eaoZdbd3c2pU6fsiiiVSsWaNWvYuHEjIyMj0+ofQ0NDJUbPeq6IiYmRInwcwWg0kpm5gcTEl5DJgoDv89y35y8Na65bMXAGSzzr9EMWf2143m57gu+6SLL66FRVVTlM1K6pqSEtLY2YmJivDRixsEY9PT0sXryY8vJym6vfyMhIYmNj0ev1NDU1SZEiHh4eDoNTJ0IURfr7+8nNzeWrr74iNTWVjo4OwsPDqaurIz09nWXLljE8PMzhw4dtmKCYmJgpNQVWNDY2SmaS1qmxiW08K0K0IdT21NKv7qdJ1UTucC46J93THbgdvSdEYnQxhBhDaGps4uHDh8yaNYva2lrKysrIy8tjfHwcFxcXqYURHBw8rdahq6uLw4cPo9frkclkzJs3j9HRURISEnj11VclU0jrKLz1sSbqOCZGX4iiSFNTE9nZ2XbPW1RUxIkTJ5gzZw5hYWHcvn2b/Px8kpOT7ewdXF1d0ev1mEwm7ty5Q25uLs3NzQiCgIuzC+7u7naPPzAwQHNzMwqFgqtXr3Lr1i1yc3Ol1k99fT2bN28mMDCQjIxeXnzxJqOjriiVeoaGXGlvtz05enpeR6MpZ3TUA43GzPCwK2r1PJt2niPodDoCAgJITk62WYjDwsLwVftS7lNuf6chLCmMPRZmz93dfVpvo/DwcMrLyx0KpsFyHJRKpeSTZIWfnx91dXX09fWhVCpZuXIlmzZtcnghEB4eTkVFhcPnkMlkiKJISEgIa9euRafT8eWXX9Lb20tgYCAvvPAC3t7eXLhwgYKCAurr60lLSyMhIYHS0lKMRiNbtmyRih5BEPDx8WF4eBiVSkVT09eJTHq9nri4OI4ePWp3IQJTt90MBgODg4OS3cjY2Bh9fX34+voSFBREYWGhdBzj4uJ47bXXpO+v9bM1eZzfCuvFR39/vxRnpFQq6erqsrsgEUURd3d33n777ScmoSFYghr+thbj/544iaVACsTyJQzEcmz+dvC8SHqC77pISk9P5/z586SkpJCVlSX9ZGdnk5WVRUZGBkajEVdXV2bMmCEVF2BZVNzc3KT4BOvIsK+vLw8fPsTNzY3Tp0/z8OFDgoKCCAoK4vHjx08NqOzr6yMkJIS4uDjpRDU6OkpKSgr+/v5cv36dK1euSCdXtVrNunXrWLt27ZSaAoPBwJdffsnx48ftcrGampqIi4uzm+SKJJJCsZBh+TBKs5Ls4WxKXEowC8/uEhmri2Vj30aEcYFLly7h7+9PcHAw58+fx8/Pj+zsbBoaGqSTdUhIiEP2yAqj0ciFCxc4cuQIY2Nj+Pr6smvXLjIyMoiJiSErK2valk53d7dDB22wmC0qFAp6e3sZGhpCJpOxf/9+BEFgwYIFDAwMcOrUKbq6ujAYDJLgeeLiJ5PJGB4elhYzlUpFZmYmx44dIzU1ld7eXqmwMpvNVFVVYTKZ6Orq4tChQ8jlctauXcvIyIjEHi1evFjaN15eJqKjK1Eq9YBASUm2xCRZJ79u377JypUiMtkQGo2GkpIcentdqKiosDv2k2EV/qpUKhtxe0JsAkWuk0blu4HPnvz7BNZC3pH4WBRFrl69yqNHj2z2v4eHB9u3b6e3t5eBgQGamppsWD3ryHppaSkymYy3337bhj2aDGshUFhYaMP+vvrqq3z22WfcunWL2bNn89VXX1FSUoIoiixfvpxZs2bR2trKoUOH6Ovrw8/Pj9WrVzMyMoKbmxsNDQ2YTCa7XDhBEBgdHcXHx4eqqiqJ1XVxcSEuLo5r165hNBrtROlKpRJPT0+HrcT29naCg4Mxm824uLhI+8LFxQW5XE5bWxubN29mxYoVNvYUCoWC7u5utFqtlBs3eT9pNBpSU1NtzhXWGBHrY1k1cBs2bHhuCvnfEmYsDJJ1mvP7/K0Vr8+LpCf4rosk6yj9L3/5S4qLiykqKuLOnTvcvXuXR48e0draitlsRqPR4ObmRkZGBn19fdKUSGtrK7m5uURFRZGTk0N7e7vE8Pj5+eHv709TUxMVFRUkJSURHR1tw0hNBT8/PwIDA9Hr9ZjNZvr6+nB1deXBgwdSMCpYriR37dplEwcxGbW1tezdu9duFNoKK4syeXrOWemMoltBlUsVTYomZo7NJHw8nHJnB4zCJKhNaja2byTJmERZaRlVVVXMnTuXmpoaHj58KI29m0wmoqKicHFxITg42CHlby2MDhw4QHFxsU2hqlAoyMvLQy6Xo9FoHIrRJ0Kr1TI2NuZQizV79mzCwsLYv38/VVVVVFVVsXjxYvz9/bl8+TImk4klS5aQmJjIgwcPJOZxMuvh5uZGb28vISEhnDt3jtTUVPz9/SkoKCA+Ph5RFBkeHqa9vR25XM6lS5coLCxk1qxZpKWlce3aNRobG9myZQtBQUF4enri5+eHIAjodO50dgYyNORKSUk2ra1fOyWXlJRw7tw5WlrgwQNobRW5fDmaoiIFn3766VPbbWAp3PR6PdnZ2ZSXl2MwGOjt7SU7K5u64TpGtaOW8/N14Ahfn6MnHKsuWRd+vn64qm1bl9XV1XZB0bm5uezYsQM/Pz9JvG4ymSRWr7y8nH379lFfXw9YPqtqtfqp+jGtVosgCNTW1uLn58enn37KT37yE3x9fWlqamJsbIzr168TGhrKli1bcHV15ezZs9y7dw+5XE5mZiazZ8+msLCQGzduIIois2bN4urVq2RkZNhpGLVaLc3NzcTGxkptQZPJRFpaGq2trZSWljoUpU/Xdqurq2PRokV2zxUWFkZWVpaNS/ZEqNVqzp8/z+HDh1Eqlc8cEm40GpHJZAQEBPDOO+88dcLzOf6SCMHSYgvkb7X9+bxIeoLvukgCy9j3rVu3ePjwIUajUVqAjUYjg4ODNDY2SmnZ4eHhJCYmMnPmTEJDQ5kxYwbu7u54eHhw8eJFbt++LS0Cra2tLFiwgI6ODoaGhqirqyM3N5fx8XGHJ0UrtmzZQlhYGBUVFQQGBnLp0iXS09MpLS0lOTmZiooK5HI5mzZtYuXKlVPmWun1ek6dOsXJkycZHR2ddh8MDQ0hCIJdsRWqDaW6r5oB5wGalJa2W79TP70Kx+GfAJn9maweXI1JZ+LLL78kMjKSoKAgzp8/j7e3N3PmzMFkMuHn5ydpSCZnpllRX1/P3r17KSsrw2Aw2LVE9Xo9Y2NjklhVqVRiMBgkNqm9vd3uajo8PJzi4mK7HKv29nZpwicyMpLZs2fT3t7OV199xaJFiwgODubmzZsEBwfj7+9PdXU1TU1NJCcn27V91Go1giDQ29tLRUUFubm5PH78WJrQMxqNtLe3c+jQIcm/aWBggHPnzhEfH8+SJUsk9miykeXEkfLx8XHy8/Px9fXl7t27ki9USwsUFsK9ex2Ul5fbTGFmZ2fT2dk5ZevNKkaeMWOG5DQfHx+Pd7c3Va1VFqb/IfaxM37AZujJ7OGe0z2SRpPQqr4uWL29vaWCwMvLi1deeYXZs2dLraGJVgFWEfTNmzftjpN1Cm4qD6uJxzk4OJg//OEPNjl4Cxcu5PTp0yQlJZGQkEBdXR1HjhxhcHCQoKAg1q5dy+DgIBcuXJC+p21tbURGRpKcnExZWZnd98QaceTkZJlybGtrw2Aw4Ofnx8yZM3nw4AENDQ3fqO02+bM98bmmYncaGhrYt28fZWVliKJIfX29HWs0FZycnHjxxRdZtmzZc1PI/1/gb7v9+bxIeoI/R5EEsHjxYvbu3etQl2TF2NgYDx8+pKSkBKVSiZubGwEBAeh0Oqqrq/H19bXRHJlMJgYHB5k/fz5lZWWSwDg3N5f6+nq7wkUul/Pyyy+j1Wo5cOAAVVVVREZGEhERQXNzM1FRUdTV1dHb28sbb7xhZ3YJFn1Lf38/ra2t7N2796kaqIlobGwkMTHRhokRBIFwcziFgqXt5mxynrLt5mn0ZGv7VsKN4dwpuENzczMLFy6kurqaR48ekZeXh0qlwtnZGa1WS2VlJUVFRURHR6NWq+3aZG1tbfz2t7+d9piAJf8qJiYGDw8PnJycGBgYQCaTcfbsWY4dO4aTkxMRERHSMbGyPJOFwGazWTINdHV15dy5c7i5uTF37lz6+/tRKpV0dnZSXFyMUqmkpaUFURQxmUx2UQwKhYLBwUHCw8O5du0afn5+pKen4+rqitlsxsnJiWvXrpGenk5WVhbV1dUUFRWxZcsWQkJC0Ol0zJgxg+DgZmJiypDJRDuBdnV1NR999BHl5eXcunXLznB0Mvz8/Ni6dSshISE24mxHsLYSh4aG6OnpsbBJmdm0Xm5F1zZJ66MBVgDrsIQNAaIg0jzaTLZLNgJfF6hRUVHIZDK2b9/ucOIzLCyMhw8fMjIyMuXrE0WRxsZGhwWHFSaTiZkzZ/LP//zPdgWsTCbDzc2NsrIybt++za1bt2wsALq6rjNrViOjo8NMtFOqrKwkOzubvr4+hoeH7cwWtVoto6OjBAQE8PjxY4xGo+TRZDabqamp+cZtt5aWFqKjo+1ctCdjfHycM2fOcPz4cZvvi9lsRq1WT8s0m0wmIiMj+dGPfvRMU7jP8U1QgOWqwszfajHzXeF5kfQEf64iSavVEhUVJU0VTQeTySQJbYODg/n0009paWkhJyeHkZERG8O2/v5+AgMD8fX1pbm5mba2NgIDA8nNzcVoNEp5Ye7u7rz00ksAfP7551IBVVtbi0aj4fLly2RkZDAwMMDDhw8RBEEKtJyITz75hCtXrlBYWGh3Bf40iKJIc3OznUGcRqVB1i2jxqWGRmUjyaPJhI6HUuH8xKPFDAt7F7JoaBH9Xf2cPXuWpKQkAgMDuXDhAr6+vsyaNYuBgQECAwPR6XQMDg5KbazQ0FBMJpOdW7lWq+Xx48dP1dGApcCz6oNcXFw4fvw4d+/eRaFQUFtbS0pKitS69PLyws/Pz2Gbo7u7m66uLqqqqli+fDkeHh60traSkZGBr68vUVFRXL16VbIUkMvlLF261GE+n6urqzQhKQgCXl5e6HQ6PvnkE8LCwkhOTqarq4vR0VEiIyNJT09ndHSUL774guXLlxMV1SUZ+EVHV9pMst2+fZsDBw5IhfdUYbhgKQpWrFjB7Nmz6ezs5NChQ9OO68PX3klZWVmUlJTQ39+Pj48P6enpXxusKoC5WGKxw4BJEiGdSoeiU0GEa4S0TalUEhMT41BYbJ0gnGzXQASwDagExr++rSiKdq1O6/v9/ve/T2bm1L5NERERXLlyBS8vL9ra2lizZs2Tz8cdfvtbPbNmKVm0aIT790WpUDKbzXR3dzNr1iwuXbqERqOxy71zdXWlr6+PsLAwSktLpYI4MzNTYpMctd28vLzo7Ox0aDg7FQNlRWVlJXv37rWzwbC6gS9Y8HVIdVBQk13RvXPnTubOnfvcFPJbxx8zgfa8qHpWPC+SnuDPVSQBJCYmUlFRMaUny2TMmTOHkZERysrK+MlPfkJBQQHZ2dl2JpOtra0sXLiQtrY2hoeHqayslHQPaWlp5OTkkJycTF9fn2QcaIXRaJT0M9YTdGNjIxUVFVKrbyICAwPtEu6/CXQ6HQqFQmJerAjThlExUIFOraNZ0cys4Vn0OfWhNqt5ofsFfAw+XLp0ib6+PvLy8qiqqqK0tFTSC7m4uODp6YnRaMRgMHDixAmysrJQq9VcuXKFjIwMKa/OCkEQJAH00zAyMmLTLgwNDSUwMJCFCxdSWFhIS0sLc+fOtWlNRkVFUVhYaJebNjAwwJo1axgdHaW/v5+5c+dKi7pCocDNzY3a2lpCQ0PZtWvXlNoQQRAk0a+LiwulpaWWSTFfX7RarcScjY6OSkWb1ScoMTGR7Ow2AgJaGRpyQ6PR4e7eh07ngU7njpubG/fu3XOY+TYRMTExbNq0Ca1Wy9mzZ20mo56GxsZGUlNTCQgIoKqqitraWtLT0/Hx8aHWXAu7gHgseXRToEHVwEz9TDTK6fMLS0pK+Pjjj22d0JVYcu7WAK5YWKoJX83JAm+j0Uh6ejq7du16al4iWNpuZ8+eJTIyku7uW6xbN8LWrcH4+AwwPOyOi4uRuroxJn78BgYGcHNzIzs7m+PHj5OdnW1X8BkMBpRKJUNDQ3R3d9PS0kJKSgq+vr5UV1fbFT09PT3I5XLi4uIctt2mmkAFKCwsZP/+/XY2GGlpaezcuRMfHx8UCsWT79LXrtlRURVoNLN55ZV/mjLG5jn+VHzTCbTnY/3fBM/NJP9C+PWvfz2lPmYyNBqNZOiWl5fH4cOHaW5utrlyAySR6OLFi6UTakFBAb/73e9s/Jm6u7unXcCamppobm5m9erVkvHe5EUyKCiI+fPnP/P7dYT8/Hy7K1qZIGOLYgtOZid6lD2Uq8pZOriUDX0b6Gjq4NDBQyQkJBAfH8/p06dxdnZm+fLl6HQ6QkJCEASBkJAQ/Pz88PT0JDY2luvXr5OcnIxKpeL27dvo9Xq79xMWFkZu7tNFic7OzjZMlKurq2RG6eHhQX19vV2xpdFo7DLLrBgfH2d4eJibN2/aLVqpqan867/+K2+88YZDBgmwaa8MDw/bBBK7urpy8OBBjh8/TmBgILGxsTx+/JiAgABpfD4/P5+2tkBAwNOzGze3Adzc6li69DhBQU24ublN+drBoonaunUrS5cupaqqyibH75vg3LlzhIWFMXPmTMxmM+fPnyc6OprAsEBL4fIUGJ2MHBk7MmXRPjQ0xKeffsqBAwdsGcNo4EfYrilxwITBMpPJxOHDhzGZTMjlct5++23JePVZoFKp+NGPfkR//3k+/FDH1q0DxMVVoFAY0GoHcXZ2oa8vwu5+ly5dYmxsjKVLlzrM/vPz86OlpYX58+dLhfClS5cICwuTAnDPnz+PwWCgs7MTb29v1Gr1tCaT165dc9hOnTlzpo23l7u7Ozt37mTbtm3SVJyVLbXmDQ4Pu+Pr68vCha5/A+zRX9Jw0aqDa5v0+1SwTo8GTvr9Ob4pnjNJ3yGcnZ2Jj4/n888/f+pt09LS6OnpoampiX/7t38jNDSU5ORk7t+/z9jYmI0jrnWs38vLyyY3qrm5mfv379PV1UVubi4xMTHU1dVNGfZZW1tLZmYmGo2GsrIyh1eYERERz9ymcgSz2Uxra6tdu0Kr0iJ2iRicDGTrstGP6Tl75qy0YFRWVlJRUUFeXp7FF8jFBS8vL5RKJREREchkMtRqNR0dHURFRZGfn09ERATx8fGS+eLIyIhd2y0iIoK6uropp7NmzpzJa6+9ZsN+jY+P89VXX0mi+srKSofZWIGBgTQ0NDh0L3Z1deXevXvIZLJpNR2T0dHRQW9vL3q9nmPHjlFeXk5ycjIBAQHcvHmToKAg+vr6SEtLw8PDg2PHjlFWVoaHhwc5OTnU19fT2tpKQUELAwMReHkNYjaP8OjRGC4uZkwmX9rbQwgMDKSsrMzODyg7O5tVq1ZhMpk4evSow9DTZ4VOp8NoNDJnzhw6OztpamrC19eXrKgsah7VoA/UP/WyzWvUixTnFJxktoxLXV0dv/vd72ziYVBjYY5WPPn/ZEQAD5Dabt7e3rz55pu8+uqrzyROnozAwEACAu7i59fM0JAbcrmR2tpYGhqiKSnJxmTKcsg21tbWkpubS2lpKcHBwVIx1NfXx2effUZdXR1JSUmo1WoaGhoYGBigpKREsv9oamoiKirKjoWcatptKh8vuVzO6OioNP03e/Zsu4sKFxcXhoeHkcsFUlNbCQrS4uQk469/bPwvzcx80wm052P93wTP221P8OcukgBiY2NpamqyC7edjPj4eMlU8mc/+xlgOekqlUqprTax2LG23VpbW+3EyAMDA1RUVBAfH09OTg7R0dHExMTg6+tLb2+vxDaZzWaGhobIzc2lpqaGyspKO48jmUxGcHAwRUVFf3TbTRAEkpKSbBYes9mM87AzMcMxNNQ1cOH8BebMmYO/vz8XLlwgKCiIjIwMent7CQ8Px2w2ExERYTeF5OXlRU9PD8HBwZw9e5bc3FzJfDE1NZXx8XGbdolcLic9Pd2u8HN3d2fbtm3k5eXZjEn39vbS0NDA2bNnaWpqYtOmTdTW1koC5JSUFJv3FBgYSHl5uY2Gy9vbm5CQEO7fvy+FD0/nZAyWNkt9fT2iKFJSUsLp06dJT09nyZIlDA4O4uzsTHV1NR0dHeTl5eHq6sqpU6ckXVptbS3BwcHMmjULnU5HQ0MDt283U1Y2RF6eGVdXGB83cPVqDENDHhw8eNBGv+Pt7S0FsRYUFHDx4sVvrEtzhPb2dpydnSXdSlFREcnJyTTebGTwxiAEAdN0bMZl4+QIOSjltqPsSqWSgoKCr78jccDfAdMFyisAD6AU3nrrLY4ePWqTy/fHIDDQj5GRI6hUFu+pO3fmU1WVhE7njkqlwsXFhfJyW9uL8fFx9Ho9GRkZHDp0iMTERO7du8cXX3xBdnY2s2bN4v9j78yjojzQdP+jqCr2fUcWQXAB2WURFQQUQVARJYnGcU1vk+50uqf73umePt0zfedOn3NP7nRupvumczuKxk7HjbgBAiJbBHdEEAERkX1H9r2q7h9YX1tWFWo6iYmp3zkeT1V9VfVVCdZb7/u8z9PW1kZxcbFQGD3ZJW5tbX2ubbeRkRH09fXVFjbq6uro7+9n69atLF++XO316enpYWZmxs6dv8DcfBXfnrXxr4Ph4pMbaHNpjr7otf6XW9+kK5Ie8SKKJJgdn/31r3+d01vG1dUVMzMzDAwM2Ldvn3D9okWLaGxsRKFQUF9fL1w/MzPD2NgYy5cvF1Z0H2dqaorbt2/T398vrIo7OTkREhLCwoULBc+crq4ubGxs8PX15datWxo9jiwsLLT6AT0NpU/K4/qg8fFxOjo6mJqc4ty5c0xNTQndo/r6euLi4oQIFeX4QDleeBLlurShoSHt7e0MDAwQFhbGjRs3kEqlWFjMam4e/8asLPyU0S7h4eHs2LEDR0dHlfe3t7cXW1tb7O3t6e/vp6GhgeHhYeFPT08PDg4O2NvbMz4+LqzC29vbq3wQ9vb2smzZMjo7O4VYk7mKpI6ODgYGBlTiS9LS0nB2dqakpISLFy8KMSWenp4MDw/T2dmpFjFx9+5vxTUiAAAgAElEQVRd9PX1iYyMxNzcnMbGRsH3qLMT9u+HU6c6uHTpkkoHZs2aNaxatYr+/n6OHz/+1E2356W5uZnR0VEiIiLw9fWlv7+fK1euwASznR0RWoubaf1pBh4O4GeqasIolUqxtramqqFqdjNuDaDZzUIFsaGYE78+wc9+/DOt9hfPg1jsTkuLNXfvDql5TwHMmzdPcPt+nO7ubpydnfH19eXPf/4zYrGY9evXY2BgQHZ2Njdu3JjTOHZsbIzp6enn2nZrbm7Gz89P5Wdx/vz5hIeHa/Q1mpmZISYmhldeeeXRe/VtWhv/unVmnqWz9UX9+7zoLtqXj65IesSLKpIMDAzw9/fn8OHDWo+xtrbG2dkZBwcHNS1BaGgot27doq+vT0W30N/fj6urq7A1pYmBgQHu3btHXV0dt27doqGhAXNzc6ysrJg3bx4TExOUlpYKotG6ujqNHkfz58/n9u3bT12hh7+5disUCpqamli0aBGWlpbI5XI6OzuFzkZeXh7Lly/H3t6e/Px8XFxcCAwMpLu7W/iGO3/+fK0ZaEqMjY3p6urCy8uL7OxsFi1ahKenJzk5Ofj7+zM4OIi1tbXKfSwsLBgbG6O1tZXIyEiV4GHluOzxUZ2Hhwfl5eU0NTWpjKSamprw8vJiZGQEQ0NDwQX88ZR6S0tL7OzsCAgIIC4uTqtB5ePdo+vXr5OXl0dERATR0dH09fVx9OhRLC0tSUlJQSQSMTk5yejoKMePHyckJISpqSm1UV9bWxs9PT2Ehobi7+9PW1sb9fVjXL8+6380NTUljH88PDzYsmWLik/X0xzdPy+9vb14eHhgYmKCvr4+9+/fn+1UKYBGYBTwRm3LDaDbqJu+nj58TX1Vrre3t6d7fjfdC7T7hgkoIHAykIpfVhCyNOQLeEV/w84uiJycPvr6NM34EIwun+wG1dfXExwcjL+/P25ublRUVJCdnT2nvcLjKD2fntVkUi6X09bWpjIKVwZCP45CocDKyoo333xTo1XIt4Ovm+HiV9nZ+jp00b5cdEXSI15UkQSzH0A9PT1cu3ZN4+0mJiZ4enri4+Oj1uYWiUQsWbKEzs5Oqqur1cZuMTExtLS0PNXkEWaF342NjVRXV1NRUUFHRwcymYypqSnBdsDHx4epqSmV4kRfXx8nJ6enBus+7tqt3PhqaGjAz8+Pzs5OJicnycnJYXJykri4OOrq6rh37x5xcXFMTExgYmKCvb09xsbGgkj7WbCysmJoaAgrKyuKi4sJDw9naGiImpoafHx8hG7T43h4eFBRUcHQ0BBBQUFMTExw9uxZ+vv71Uz3JBIJlpaWat/It2/fjlwux8HBQchS09PTw83NjfLyclatWsVrr72GhcWsWaNMJtPYRWpra2NoaEgIpJ2YmBBiaZQu2snJyfj5+aGvr4+bmxs1NTU4OTnR1dXF3bt3BWH1k6MVpYZl3rx5gm9Tc3Oz0H10dXUlLi6OgIAA7t+/L3SvvmwcHR0pLCzE2dmZ8PBw2tra/lYQtAM9gK/m+3YadeLQ74C9ib3K9Z6GnpRPlzOtr1mHByAZkvDHVX/kwx98iInh0zfXPg/+/v5cvHhRY/fTyMgIsVistmavtM0wMzPj5MmTn6tz+7wmk4ODg5iYmGjdqpyZmWHTpk0kJSXNGdHz7eDr1Dn7KjtbX7cu2hePrkh6xIsskgBWr17NsWPH1L7tw+x/nAsXLiQqKkrjeq7y26GFhcXsaOIR09PTTExMEB4eTm1t7efWDfX29uLv74+np6egPTEzM1P5z9bS0lLovmg6/9TUVBXXbqUGw9raGiMjI5qbm8nNzSUiIgI7OzsuXLggePx0d3ezYMECRCIRbm5uGrst3d3d1NTUcOnSJbW8LT09Paanp7GwsKCurg65XM6yZcsoLS3F1tYWsVisFgirLDaioqKoqanh/v37zMzMUFZWxpIlS9TOwcHBgfb2dnp7/xYw5ubmhkQiYXR0VKVbZWpqSlhYGEuWLEFfXx8DAwNGR0cFzyDlZuLk5KRQsJSVlVFQUEBUVBQrV64UYmns7e3ZuHEjRkZGODo6YmNjg56eHq6urtTU1ODv709paSlisRgfHx+1D1/l81dXV9PX10dgYKAQehsaGoq3tzczMzOcPXuW6urqp/+wfEE0NjYyPj5OTU0NVlZWLF++nObm5r91K3uYNZfUkmjRqNdIiF4IEv2/dT6kYikWAxZUG2p4HXIInwmn4lcVrFr6921tPg2lVYU2A1alC/6TQvmxsTHu3bv3uTt4n2fspgzeffxLhFJf98Mf/lBlDK3j68JX2dn6unXRvnh0FgBfE4yNjTl06JDGb5cymQw9PT01t+XHWbduHQ4ODrz55psq19fW1jIxMUFAQMDnPreIiAgUCgV6enpcvnwZhUKhMZ8tISFBbWNs6dKl/PSnPyUwMFDl+vHxcezs7HB3dycrK0sQPjc1NVFeXk5CQgL6+vrCeE/ZTdOWOn716lU+/fRTbty4waVLl9Rut7e3Z3JykvXr13Px4kWmp6dJSEggLy8PPT09jd/Mzc3NKS8vx9TUFHNzcxYtWsS2bdvIyNC8ar5p0yaVD5Ps7GwMDAw0bhE+6a/j5OSESCQS7BlaWlro6uri4cOHHDp0iL6+Pvbu3cv8+fM5d+4c+fn5bN68maioKCQSCZ6enirPra+vL3QAYmNjKS8vx9zcXG1U6uHhwdatW4HZwuTs2bMAXLt2jePHj/PBBx9w5MgRjSvoXxX5+fk0NzezefNm1dHoeUBLU2vEYIQrferr2AH2Afj0qwqwDQYNOLjqIJf//TJWZlZq9/kyCA0N1Toq1tPTY8uWLVp/1v8eSktLaWlpUbvez89PLVAXZkeup06dEi7L5XJee+019uzZ86Wcn44vinDgB3w1RctX+VxfL3RF0ldMZGQk//RP/6R2vZGREXK5fM4ASX19fXbs2IGxsTGvv/66ym1FRUUEBAQ8NXJAG2VlZaSnp3P37l2io6PJz8/H1NRUyO9SIpFISE1NFS5LpVI2btyoUhAotQ49PT20traSkZFBcHAwXl5eZGVlYWNjw4oVK4QIEOVoTZtPEMy6Ij++fZWXl6cmfoXZsYKRkRERERFkZ2fj4jK73l5SUiLoeJR0dHQwODiIlZUVWVlZfPLJJxw6dAipVMrixYspLS1Ve3xzc3MSExOFyzMzM1y8eBFvb2+Nxz+Onp4eJiYmyGQympubmZmZobCwkJMnTxITE8PGjRtpb28nPT0dS0tLdu3ahYWFBY6OjloDQl1dXWlvb2fhwoVYWVlRVFTEypUrVUTI9+7dU3F/7+3t5c6dO4SEhDxTUO1Xxblz5+ju7mbTpk1/u3KKWUnEExhMG5DSn0KMU4zGx9pkuQmjKSOQQZQiip5/72HXml1fzonPwRtvvKHVpNPR0fHv9iHThEKh4MSJExqf98nfVSV3796loqICT09PfvnLX2p0H9eh49uIrkh6AfyP//E/8PVVFVsYGxszPT39VA2Oq6srkZGRREVFqZjdjYyMcO3aNWJiYv4uU7eioiJhlNPR0cHw8LBa63/BggWsWrWKrVu3EhoayunTp4XbxsfHaW5uZnJyUlibT0lJobGxkVu3bpGYmCh0rLy9vTE3N2f+/PlzfmO9efMm//mf/6mygTU1NcWnn36qdqy+vj5SqZSAgADGxsZoaGggPj6euro6+vr6aG1tZXh4mPb2dmZmZjAyMuL27dvCN++ZmRkuXLiAt7c3169f1zgaDQ0NVenWKLP0nhxxPIlcLmd4eBiFQoFIJBK0R3v27MHZ2ZkzZ87w2WefkZaWRkREBFKpFE9PT7Xk9ieJiIigt7eXxMREurq6uH//vpqu7Um9WklJCZOTkyQnJ8/52F81Z86cEaJPBBpQ8cLzHvDmbdHbhDmGaX0cM0MzNk9u5tjaYxT/azFmxs/gVvklYGhoqPpaniAuLk4tjuRZmevnQmky+STaTCZjYmL4z//8T1599dVvgSmkDh3Pjq5IegEYGBjw0UcfqQghbW1tn3kFef369bS3t/Ob3/yGFStWCNdXV1cjl8s1ttSfFblczqVLl/D19eXChQtIJBJqamrUjktMTCQ4OJj4+Hg6OjqoqqqitbWVnp4e2traOHHiBIGBgSxYsIDs7Gzs7e2JiIgQNnBMTU2ZN2+e2ujucYaGhjh06BDHjx/XKEpvaGjg6tWratc7OTkxMzNDUlISFy5cAGbX2rOyshCLxQwMDCCXy7G1tcXOzo6EhASVDlxjYyPd3d2sXbuWkydPajy3zZs3C1tA//AP/8CCBQuQy+Vac8xGRkZoampienqavLw8+vv72bJlC4mJiTx48IADBw7g5OTEjh07MDMzw9nZWc2tva+vT2P3TCKRYGVlhbGxMaGhoVy5cgUXFxet3SclmZmZODo6aszte1HI5XIh3kNFTJwLhn2GpD5MZY/9HiyMtJspyeVyrKysOPi7g6StSvsSz/bZHJjDwsK0jt309fXZvHnzcz2rsnv7ox/9aM5CSdvYbd06S377W2fCwmZ/dn73u9+Rn5//1J8XHTq+jeiKpBdEcHAw//Iv/yJctrCwUNu+0oZUKuX111/n5MmTHD9+XKUoUobXPmm6+Dy0tLQwNTXF6tWruXjxImZmZhrDMmH2P9mUlBQMDQ2ZmpoiNzeXxsZGoXtUWVlJQkICU1NT6OnpsWjRIszMzLCwsJhzW+bq1au8++67T3V4zsnJ0TgycnV1xcrKCh8fH/Lz8/Hy8iI+Pl6I9HB0dBTMLQ0MDPjOd76jcv/s7GxBp6Qp783Gxoa4uDgWL16MRCJBLBZjbm7O4OCgyphDLpfz4MED+vv7aWtr48CBA+jp6WFubs7ExASffvopV69eZfv27SxbtgwDAwM8PT3V1rC7u7vZv3+/1iLMw8ODjo4OgoOD0dfX57PPPiM6OnrO97i/v5+qqipWr1791G7VV4VYLCY4eDZyIT4+/m/6vUlwz3NnmcOyOe8/Pj5OSkoK3//+99Xewy8WpXfM/kd/z10ozTV2U3oTPQseHh78+Mc/JiIiAhsbG+Lj47Ueq2nspsxc27tXzv79hlRUfMA///M/aw281aHj247uN+MF8qtf/Ur4QDAzM8PBweGZ7+vt7Y2/vz8FBQW89tprwvWDg4PcvHmT1atXP/f56Onp4e/vT2pqKnV1dbi4uDA8PMzDhw9VNrqUKMXHUqmUnp4eDh48iFQqJSgoiOzsbBwdHYVojCVLlggdEmtra8RiscYNnv7+fj788ENOnTqlFrSpiYmJCRXRqRKpVCoYKba1tdHc3Iy9vT2nTp1ibGyMpqYmleOtrKxURmgTExNcv36d0NBQLly4oLaFBLBq1So2bdqEgYEB/f39WFhYoK+vL7xXQ0NDNDc3I5PJyMrKIi8vj40bN7J27Vrq6+v5+OOP8fT0ZPv27RgbGzNv3jytm0RXr15lYGCAO3fuaH0vQkJCGB0dJTk5maamJrq7u1m2bO6iorS0lPHx8a/F2G3BggXs3r0bW1tbYZQaFxcn3F5XV0dVVZXG+05OTmJjY8NvfvMbtVH2l8PzZWMZGhrOWdAkJiY+NRw2NjaW73znOyrd18jIyDm9i54cuykz1yYmrFm8eDE+Pk/7HXuReWU6dLx4dEXSC0QsFvPRRx9hYGCAoaHhnJttmkhJSaG6uppjx46pXF9ZWSmsgz8rSpNCDw8PTp48SVlZGY2NjaxZs4bMzEyMjY1VPqBGR0dpampiZmaG3NxcYXSzfPlyOjo6SEpKYnx8HD09PXx8fDAzM8Pd3V3obJiamqp0pxQKBaWlpbz33nta16a10dTUpHEza968ecjlcpKSksjLy0OhUODp6Ul2djYSiUTtPqmpqSrdhxs3bjA2NkZMTIyK7kqJnp6e0BEbHx9HLpdjZ2cnmEIODAzQ2NjI/v37MTExYe/evZibm3P8+HEqKyvZsWMHAQEBGBsb4+npqbXrk5GRQVlZGTBb1GgLl5VKpUilUmxtbVm4cCGlpaUsWrQIW1vbOd+/M2fOYGdn99w/f18UYrGYTZs2CcXjwYMH6e7uFgJw7e3/5oV09uxZtdHr0NAQ27dv57vf/e5XuI31vIGjs87u2oxEpVKpqmBdA4/nND7O1q1bn3ns1tbmgImJKQsWGCEW6z/lvJ+vW6ZDx8uIzifpBWNvb49IJGJkZIR9+/Y9V7CmRCKhurqaqakpIaBWSWdnJ3Fxcdy7d0/IatOESCQiKCiI6Ohoqqqq+Oyzz4QNsMbGRpYtW4ZYLKatrQ13d3emp6fp7e0VokWOHz9Of38/np6erFu3DoVCIXgJ+fn5YWBgwLx58zRu1JiamjI4OMjQ0BCHDx/m+vXrz+0Ps3jxYnbv3q1V2zQ+Po6JiQldXV20t7cTFhbGrVu3MDQ0xNjYWMU7SZPJX1tbmxA+amhoqPKBrcTIyIjh4WF6e3vR19dncnISPT09srKyqKmpISUlBR8fH6qqqsjKyiIkJITY2FhEIhF2dnZaz31iYoLTp0+rGHgqFAqam5s1GgbCrDD3/v37Qv7X2NgY4eHhGnVlSiYnJxGLxYSFhXH79u0vzWVbE4sWLSIlJQWxWMypU6dUznNoaAgnJyf8/f2FyJWpqSlGR0fx8fFheHgYNzc3fvaznz21EPzi+XzeMXOZTNra2tLb2yvk7z1JX18flpaWODs7q1xvZGSEoaHhnKPppqYmoqOj2bnzl5ibr3zG8375nZZ16ACdT9LXnu9///soFArOnTv33Pc9cOAAXV1dhIaq/uf18OFDKisriY6O1npfW1tbUlNTcXJy4sSJE2pGgnK5nIsXL7J06VIhkmRkZAS5XM758+c5e/YsIpGIzZs3Ex8fT3V1NRkZGXh4eBAYGKjWPXoSuVzOtWvX+K//+i+NAtO5MDEx4dVXX2Xnzp0a9VdjY2P09/fj7OyMQqFgzZo11NbW0t/fT3JyMhcuXEAul6vYCgCsXLlSRcDa19fH3bt3SUxMZGhoSC1KAhBiViQSCSMjI9TV1TExMcGqVavYtWsXhoaGHDlyhPr6enbt2oWvry+mpqZ4enpqLWDPnj3L//7f/1ujw3lvb69Gz6fu7m5EIhG+vr7IZDJhq29iYkIliFcTV65cYXR0lA0bNsx53BeFVColNTWVmJgY7ty5w0cffaSxG3ju3DkMDAxUDFZv3LhBU1MT3/nOd9i7d+8L3MZ6fu8YIyOjOcduycnJc+b6ZWVladTgRUREaDShhVlbjOPHj/NP//RPjwTkz3rez98t06HjZUNXJH0NsLa2Ji0tjUuXLvGrX/1KzTFZGxcuXODWrVuUlpaycOFCtVXiiooKwcn7cUQiEWFhYSQnJwvdDW35UDU1NQwNDbF+/XqysrIQiUSUlJQIUSO7d+/GxMSEY8eOMTo6ymuvvYa5ubmgPdJGd3c377//PgUFBc/dufD39+ftt9/Wap7Z1dUlBJ7CrIhbJBKxZs0azp49i5mZGYGBgeTn5yORSFT0RppM/u7fv095eTmurq4qox7liPDcuXO4uLigUCjo6+vj6tWrTE9PY2Jiws2bN/n4448JDg4WxiKurq7CuVlbW6tlamVnZ3Pp0iVGR0fVXpurqys/+tGPVHQo4+Pj9PX1YW9vj0QiwdjYWPDccnJyori4mKCgoKeK+c+cOYONjQ1Lly6d87i/F19fX3bv3o2xsTFHjx7V6i/l7OzMzp07kcvlwmjWxMSEP/7xj7z//vvf2ByxucZuJiYmc+rDlGJ/TaSmpqpsyOrp6fHWW29RVVU155elOc4U+COw79Hf3z4jQR069D5vjMU3kWXLlik0bSp9XRgcHGT//v3cu3cPV1dXdu7cOeda7vr164Xuk7e3N0FBQZw4cUKl22Fra0tycjLHjh1jbGwMS0tL1qxZw8jICCUlJc8UWGthYcG2bdvIzc3F0dERPz8/hoeHMTc35+bNm9y+fZsNGzZgZWWFiYnJnKaQCoWCkpISLly4oHXbRxtmZmakpKRo1c6MjIwwPT2tcXzV39/PyMgIGRkZuLq6EhoayqFDh1i3bh22trZq5nl5eXlcuXKFpKQkgoOD6erqErRHzs7O9PT0cPbsWYKDg7G1taWyspLa2lpeeeUVFAoFQ0NDnD17FlNTUxITE4XsN01mn9PT04JnE8wKlA8dOqRyjEQiYe3ataxYsUKlc9LV1YWNjY3Gbl1lZSWGhoYcPHiQgIAA3NzcBLdtbYSGhhIcHMyhQ4eeSTj/PCiDj62tramoqFCJ13kckUhEfHw88+fP58GDB+Tl5SGXy4mMjOTQoUNaOybfJMbHx3nnnXe0dlkPHjyo0fFeyebNm9W6xzDron7y5EmWLFnCBx988KWYVerQ8bKhp6d3Q6FQaNxy0RVJX0NaW1s5ePAg7e3tuLi4sGPHDjUn7urqavz8/FSiMxITE+nu7lYb0YSFhWFlZUVzczPh4eFcvXp1zi0pTcTFxTF//nzq6+vx8fFhenqaI0eO4OXlRUREBDArlJ5r5by3t5fjx48/92gNZje3kpKStNokdHV1YWtrO6dwt76+HplMxkcffcT27duZnJzk7Nmz7N69G4VCodKZmJmZYXJyUtBSyWQyxsbGBA1VVVUV4eHhjI6OkpmZiVwuZ8OGDZiZmVFWVkZVVRVr1qzBy8tL6OrMtWbd1NSEu7u7cPnYsWNUVFQAs2vfqampKsWnMgduLp+pkZERenp6qK2t5eLFi6SmpnL79u2n2ips27YNmUymthDw9xAQEEBERATDw8OcPXtW47YggLu7O2vWrEGhUJCTk0N7eztSqZTf/va3/PznP3+pVtUvX75MYWGhxtsGBwf5/e9/r3Uca2BgwI9//GO1olsul2NiYsKbb775JVsg6NDx8qArkh7xTSmSlLS0tPCXv/yFlpYW7OzsiI+PZ/ny5YhEIvbt28eBAwdUjjcxMSEtLY3Tp0+rmA4qOzByuZysrKzPlfAuEonYtWsXEomEq1evCh94ZmZmGBkZzekarBxL5eXlPXf3CGZHTD/4wQ803qb0DXp8lDQxMaGxmJLJZLS0tFBVVcWdO3fYtm0bBQUFGBgYEBkZib29/ZzC+erqaqqrq4Wcuxs3bnD9+nXCw8MJDAykv7+fs2fPYmtrS3x8PGKxGGtr6znHXMr35vz586SkpBAUFATMdhref/99VqxYoeKho1Ao6O7uVuketbS0MDg4qHFMVldXh5GREX/961+RSCRCV1GTOacSExMTduzYweXLlwXB9OdFOT6ytLTk+vXrGjVWMLvhlpCQgIuLC/X19YIJaFBQEIcOHfq7DFK/zrz33nsax6owW0SdOXNG6329vLzYu3evcFkmk5GWlsaiRYu+8PPUoeNlRlckPeKbViQp6ejo4NNPP6WmpgaRSMTChQv59a9/rdF9ecmSJSxZsoSTJ0+iUCjw9fUlNDSUxsZGHBwcyM3N/dx5XYsXLyY6OpojR46wadMmQfczV15cX18fJ06cUPMlel62bNlCSEiIcFmpU7GzsxO6C9PT05w/f54bN27w9ttva3Q5bmlpQS6X8/HHHxMYGMiSJUtIT08nLS0NAwMDje7Tk5OT5OTkIJPJCAkJEYJsT548SVJSEsbGxpSVlXHnzh3WrVuHu7s7MpkMFxeXOb/NP9lZMzIy4ic/+YmgV1HGtygZGRlhZmZGeL/lcjk5OTmUlpYKnQVNXjs1NTXMzMzwySefEB4ejpmZGfn5+XO+30FBQSxbtow///nPcx43FyEhISxbtoyBgQEyMzO1FgMLFiwgJiaGmZkZsrOz6e7uxsTEhH/7t3/j7bfffqlDVucauykUCj744AONIn0lmzZtIjQ0FCcnJ3bt2vVSv1c6dHxZ6IqkR3xTiyQlykDU06dPI5PJGBgYIDc3V61YSk5Opq+vTzCnLC4u5uHDh+zYsYPx8XEyMjI+1/OLRCL27NmDWCxmbGwMQ0ND+vr6tBoWlpWVkZeXN6cFwbNiZGQkFD6Dg4OIRCKVIujevXucOnVKyFrz8/Nj27ZtGh9LufF19OhRdu3aRV9fH8XFxWzfvh19fX1cXFyEY2tqaigoKGD16tWYmJhw5coVqqqqeOONNxCJRHR3d5OZmYmTkxNr165FT08POzs7TE1N6erqmtMgtLe3l/fee0+lu+br66sWXqzsHj1eEDY1NWFiYsL//b//V9AOLVq0iF271ENch4eH6e/v5/Lly9y+fZtXXnmFsrIylcI1KiqKlpYWlW0/ExMTrYXNXJiZmQmjx7m6UWKxmOTkZBwdHampqaG4uBiApKQk/vjHP6qMH19mLl26RFFRkcbbenp6+K//+i+tHdjo6Gjef//9F+ZxpUPHy4CuSHrEN71IgtnVdjc3N+RyOTExMVhbW5OXl6fybTMsLIwlS5Zw584drl27JlyfmJiIpaUllZWVauv+TyM0NJSgoCBkMhkSiYRTp05hbGxMfHw8ExMTah2YTz75RKs78udl6dKlxMXFYW9vr9JhKS8v58SJE2rH7969W2NnSFk0lJaW0t3dTWpqKllZWbi7u+Pj44OLiwuTk5OcOXMGU1NT/P396evrIzMzE1NTU5KSkpBKpRQWFvLgwQNhTKSnp8e8efOEQkahUDAwMDCnbqi4uJjc3FzhsoGBAXv27BE0aMPDw8jlcqFDNDU1xblz57hy5Qp6eno8+fu7detW/Pz81DpYdXV1GBgYcPDgQWxtbYmNjeXo0aPY2Niwfv16JBIJRUVFT9UrPY0nR4/axN+LFi0iKiqKyclJsrKy6Ovrw8nJif/zf/4PaWlfZt7a15O5xm6FhYWcP39e5TpjY2P+5//8n7z11lsvlU5Lh44XwVxFku636xvGoUOHhKDTTz/9lLq6OmJjY5FKpZiYmLBhwwacnZ2prKxUEwuLxWLKy8sJDQ2dcz3/cRYtWsTOnTsJCgqivLyc/d3gGNwAACAASURBVPv309raSnx8PPfv36ejY9ZD5ckPQ6W25ovCzc2N+Ph4HBwc1HxxtBVjBQUFGq83MzNjbGyMyMhIBgYGaGhoID4+nosXLzI1NUV1dTXp6ekEBQXh5+dHSUkJJ06cYMWKFWzdupWHDx+Snp4OwJ49e3BycsLW1lawGlCip6eHRCJBJpPR0NDAxYsX1c4lKipK2GBcuHAhb7/9Ng4ODkxMTNDV1YWJiYlQINXX1/Puu+8KW2GavuCcOXOGP/zhD2q3LVq0iOnpaSEcuaWlha1bt5KSkkJnZyd//vOf/64CycrKSnAQv3jxIsePH9dYIBkYGLBlyxZWr15NdXU1H330Ef39/fzgBz+gpqbmW1kgwdzZbtHR0SpxNVFRUVRWVvL222/rCiQdOr5kdJ2kbxghISGUl6vmRP3DP/wDcrkcsVhMVVUVN2/eRKFQkJSURGdnpyCWfe2118jNzcXe3p7AwEBOnDih1aPI2dmZ2NhYTExMGBkZwdDQkP379wOzRoC7d+/m6tWr3L59mz179tDf36+iGQI4ceKE2rl+HgIDA0lLS1MrjlpbW8nOzubBgwcq10ulUlauXEl0dPScmqD6+nr6+/s5ffo0+/btY3h4WHDgFolEdHZ2kpmZibOzM2vXrgUgPz+ftrY2YUz0ZPfoSZQbdOXl5YhEIr7//e+rjPNgdjOvra1NyPFrbW3l1q1bJCUlCcdcv35dqz/O47i6urJlyxaNzuBKG4TLly8THByMRCLh7t27WjesnpUVK1bg5+cnjB61jVeXLl1KZGSksBGoFJv/v//3/1i+fPnfdQ4vA3ON3VpbWzl8+DD/8R//wZtvvvkCDTR16Hj5mKuTpH1fW8fXknfeeYfExEQhOgRmBcRpaWncvXtXpSgpKioiLS2NBw8eMDIygomJCYODgzx8+BBXV1ciIyP57LPPVB7fwsKC+Ph4bGxsaG1t5cSJE0xMTLBv3z7i4+MFjVFFRYUQY1FSUkJMTAwPHjxg/vz5wmMlJyfT0NDwuYXiShobG5mamhKM8h4+fEhubi6VlZVqxwYGBpKQkPBU40SY1Tk5OTkJESFWVlbU1dUhkUhwc3MjMzOTxMRE5s2bx71798jPz2fRokXs3bsXhUKBvb29VksCJfn5+cK/iVwuJyMjgx/+8IcqAlsHBwccHBwE4XlZWRlyuRxPT09Ba+Lr60teXp5W08/AwECCg4NZsGCB1g9Qa2trent7CQsLo6WlBVNTU+bNm0dISIjWrbO5sLGxISkpCQMDAwoLC7V2ooyNjUlOTsbKyoqbN29y9epVjIyM+I//+A9+9rOf6VbVH7F8+XKuXbumcezm5OTEzZs31fy8dOjQ8eWiy277huHh4YGvry8nTpwQRipTU1NCBltdXZ3wTX56eprx8XEiIiKEY5Ru3q2trURGRjI8PMzAwABisZh169axcuVKxsfHOXv2LJWVlcIIoLe3l/DwcFpbWxkZGaGtrQ0/Pz8cHBy4fPky7u7uiEQiLC0tEYlEODu3sHhxPfPnu1FYqN0U71mYnJxkfHyc+fPnc/78eY4fPy6M+ZS4u7vz+uuvs3z5chXX4bmYmpoS0uOrq6tRKBTY2tqSnZ1NcHCw0G05c+YM9fX1pKSk4Ovri1gsfurmmhI3NzfKy8uFf5PR0VH09PTw9PRUOe7BgwccOnSI2tpa4d+1sbGR0NBQxGIxEokEa2trjaNFDw8PkpKSBF3UXChX/3NzczEzM+PBgwf4+PgwNDT0XMVsdHQ00dHR9Pb2cuzYMZWw4scJDg4mMTGR6elpTpw4QWNjI2vXriUrK4uNGzfqtrGewM/Pj9LSUqEzKZfLcXV15c0335zTpFWHDh2fn7my23Tjtm8oH374Id/5zndUrnvllVfQ19fnk08+Ubl+/fr12NvbU1hYqLLR5ODgQEJCArdv3xZGZY2NjWoi0ccfx8HBQdDjODs7s3HjRk6dOsXDhw+FTbENG+yJjz8DKAA9/uVfLEhPfz7zSk0YGRmp+ftYWVmRkJDwXD46o6OjdHR0IJVKuXfvHm5ubrS2tlJeXs6WLVvQ09NDJpMhEok4ePAg3t7eREZGIpfLmTdv3jMXYUru3LnDX/7yF+Gyvr4+//iP/4iTkxNTU1Pk5uZy6dIl4TZDQ0Ohm6CMM1HyuCBeKpWSkJAgmHnOhUwmo6SkBAcHBwwNDTlw4ACrV6+mo6ODoaEhYmJiOHLkyFN9rOzt7Vm/fj1isZjCwkIaGho0HmdqasqGDRswNzfn6tWr3Lx5Ezs7O37/+9+rbe/pUKWsrIzi4mLkcjnbtm1TK6h16NDxxaITbr+EvPHGG/zud79TuS4zMxNzc3NB2wKzIxEzMzPkcrmay7Gy4AgODqaiooLPPvsMT09PjV47ADk5Oejr6xMbGwsgCIATEhKYnJzk8uXL2NraolDcBRSMjJgDClJT5z+zUHwuFAqF0L0xMDBg3bp1/PSnP33mAml6epr6+nr6+voYGBjg8OHD5OfnU1hYiKenJ1u3bmViYgKFQsGhQ4cYGxtjx44drFy5EgMDAzw9PbUWSJOTk1pdzH18fFTOUSaTkZGRwd27d3n33XeFAsnZ2Zl//Md/ZPv27cKx5eXlKvEUGzduxMTEBG9vb95+++1nKpBaWlooKCjA09OTiYkJDh8+DMw6pHd2dtLW1kZXV9dTQ3Dj4uJITU2lt7eXgwcPai2QwsLCeP3115HJZBw+fJiKigr27t1LbW2trkB6BiIjI4mOjuaXv/ylrkDSoeMFo+skfcP5+c9/zjvvvCNcVsY/fPzxxyxcuBB/f3/KysqQSCR4e3tz6tQpYDbt3tfXl/7+fuRyObW1tVRXV7N161YMDQ1VOh+P4+7uTmJiIp9++ind3d2IxWL27NlDTU0NFy9e5LXXXsPERMRvf1vE7ORHj7y8jZSWzmg1JtTX10cikSASiYiOjubmzZt0dnYKt0ulUiIjI4mKiuLGjRv09PSwdu1aITLkacjlcu7fv49EImF0dJQLFy4I4zp/f38iIiKQy+UoFArS09PZvn07crkcU1NTRCLRUx3FGxsbOXbsGMPDwxqF2TDbvXr33Xc16k3EYjGxsbFERUUJY5bTp08LW2wWFha8/fbbQoF29+5dHB0dn6q7mp6epqioiHnz5mFsbMzFixe5c+cOenp6REVFYWRkRE5ODgCWlpakpKTw0UcfqWT/Kdm9ezf6+vrk5+drNQa1sLBgw4YNgrnm7du3Wbx4MR988AFRUVFznqsOHTp0vCh0PkmPeBmLJJhdQz948KBw+dVXX8XExITu7m4KCwsFHczmzZtpbW3Fx8cHiURCSUkJdXV1wgfkp59+yuTkJLt27aKiooKrV69qfL7k5GRsbW2F51y0aBGrV6/mr3/9K3K5nB07dqCv38qGDfp0dc2jvd0VmO10lZWVqTzWggUL2LhxI5OTk9jZ2WFgYEB1dTUff/wxYrGYiIgIoqOjVQqiwcFBrd2uJ2lubkYmk6FQKARXbJiNMUlKShJCeq9fv87u3bvp6urC1NQUS0tLGhoa0NPTY/78+YLmShOtra386U9/Qi6X4+DgoCbMVnLr1i2OHj2qcp2bmxtbtmxRK8KmpqZ49913hQiZsLAwUlJSnuk1A9y/f5+7d++yZMkSent7yczMZHJyEktLS2JjY4Uxn9I9HGbdmysrK1UMJZXs3LmT4eFhTp48qfH5lBtuPT09ZGZmAvCLX/yCX/ziF0il0mc+bx06dOj4qtGN215yPvzwQzZt2iRcPnPmDGKxmK6uLqFzodTZBAQE0N/fT3p6urCNNDAwQHl5ufDhWVZWRlBQkBCP8SQ5OTmIxWKio6OBWaPC/v5+kpOTGR0dpby8nJmZeeTmegoFEsC6deuwtbUVLltbW7Nv3z7s7OxwcXEROiW+vr6sXbuWn/3sZ6xfv16tYyQSiTR2Ox6nq6uLe/fuoVAoqKmp4cMPPxQKpKioKLZv38709DSHDx/m6tWryOVyqqqqcHFxwdDQUAicvXDhAnK5XGPhoMTFxYWVK1cKz6tppX5sbIza2lrhslQqJSkpie9973sau1RSqZTU1FTh8tWrV7WOtx5ncnKSc+fOMTExweLFixkYGCAjI4PJyUn8/f1JSUmhrq6OzMxMlQIJoKGhQWU78XHOnj2Lvb29mrOzjY0NO3fuxMfHh8LCQjIyMli+fDm3bt3iN7/5ja5A0qFDxzcaXZH0EqCvr8+RI0eEomV8fJyysjKCg4ORSqVCEKa1tTX3799nenpaTaBbWVmJQqEgICCA27dv8/DhQzZs2KDx+ZTxKEuWLBE2brKysjA3NycgIIBr164xNjZGV1eXiqmhRCJR8Tvq7+9X0ds8TkxMjNZxkpmZmdZtqsHBQWpra5mcnKS7u5uDBw8KJo4uLi7s2bOHhQsXUlBQwIkTJxgbG0MsFrNp0yZCQkKETb+8vDwAYmNjKSgoQCKRCGG6mlizZo1QABYXF6ts31VVVfH73/9eJZ4jLCyMFStWzLmN5uXlJQjqJRIJ3d3dgq+Vs3MLQUGXcXZuEY6/e/cuxcXF+Pr6Mj4+TnZ2NlZWVixatIiNGzfi6enJp59+qtVtvbW1FWdnZ423PXz4kIqKClatWiXYHqxevZq0tDQGBwdJT0+np6eHAwcOUFhYqAtZ1aFDx0uBrkh6STA0NOTMmTMEBgYCMDQ0hFwu5/XXX2fNmjXcvXuX9PR0CgsLMTExYfHixWqPUVBQQGBgINbW1pw5cwZzc3M1g0glDQ0NdHR0CIaHY2NjlJeXEx4ejlQq5ezZs1hYWKjldrm6ugr6FH19/c+VDQZgZ2enIkRXCqcHBweZmpri2LFjwohJmRGWnJxMR0cHBw4cEIozd3d3du/ejZWVFZ2dnWRnZ6NQKIiLiyM/Px8vLy+Gh4fp7Oyku7tb6/mIxWKVzbiMjAwGBwf5y1/+wieffKL2Oi9duqSiu9JGUlISfn5+vPXWWyxfvpyenh6cnVuIjz9DQMB14uPPYGNzj8zMTGQyGQsXLqSoqIiMjAxaW1vp6ekhKiqK5uZmTp8+LRR6dnZ2/PrXv1bRCg0MDGBoaKi1+3PlyhVGRkbYunUre/bswcvLi7y8PE6fPs1rr71GbW0te/bseepr0qFDh45vCroi6SXC3Nyc3NxcvL29SUxMRCQSIZFIaG5upqSkBJgVMRcUFBAREaESEAuzOWFXrlwRxm6XL19m2bJlWgXSWVlZGBgYCKOma9euMT4+zvr16xkcHOT27dtYWFgIobNK1qxZw9KlS/nBD37wueNLlCO36elp7ty5Q0dHBxKJhLy8PI4cOSI8p6+vL3v37sXGxoaTJ0+Sk5ODXC5HJBKRmJhIYmIivb292NnZERYWxoYNG8jPz2fBggWMjY3R0dHB+vXryc7ORiwWCz5TmnB3dxeco9vb23nnnXe0brwpC6mnjQ0NDQ3Ztm2b0LGbFWzfQ7k9ODo6zq1b9/D392dkZISDBw9SW1uLsbGxUMAqtVJP6g/lcrna8ytNR7Vx+vRpDA0NhS6dSCTi/PnzHD58eE5xuw4dOnR8E9EVSS8Z9vb2QjSEcmPL1dWVuLg44Zj+/n5u3rxJXFycmhi5pqaG0dFRQkJCuHXrFoODgyQnJ2t8rpmZGYqLi1m6dKkQ4pqdnY2joyMeHh5CFlpLS4vK/fT19dm+fbvW0c6z0t7eTlNTE8bGxty8eZP09HTu378PzPr0vPbaa6xcuZKqqioOHTpEV1cXMLtqv2fPHpydnRkaGiIsLEw4/6VLl2Jubk57ezuJiYmcO3cOQ0NDgoKCuHz5MhKJRKvrNcwGvCrfU22RL0ra2trUHM+fhc5OZ2QyOW1tg7z/fjIy2SIKCws5efIkU1NTeHl5kZaWRldXFydPnuTcuXN4eHjg7u4uPEZPTw///u//rpYnNzk5OaeL+OjoKB9++CGfffYZ//2//3eqqqpYs2bNc78GHTp06PgmoNtue0m5fv06/+t//S9kMhnW1tbo6+ur5XQlJCQwPj5OcXGxyn2NjY1JS0vj3LlzjI6OsmPHDsEQUBOpqakYGxsLtgGxsbF4eHiQnp6OtbU1W7duZWhoiKVLl34hr622thaZTIaZmRkNDQ0UFhaqaKyU9gYPHz4kKytLZdQVFxeHt7c3/f39LFiwQK2bBrOFgLL4qqqqYnh4mBUrVnD48GE2bdqERCLROK7s6uqisrLyubLQxGIxb731loqg/WnMjjC7sLJazOhoF0ePZgmxLVFRUVhbW1NQUKCi21q9ejWLFy9menqa3t5eGhsbqa2tZWpqCmNjYwIDAwUn8aKiItrb2zU+d1RUFHv37iUtLQ1jY+NnPmcdOnTo+LqiswB4xLepSILZjai4uDiSkpIwNTVFLBZTW1srFEUSiYTNmzdTU1OjFnfh6elJeHg4x48fx8fHh8jISIqKilQ2tJQoA2+rqqoEY8R9+/bR1NREfn4+sbGxeHp6Ymtr+0yZatqora1lZGQEe3t7enp6yM3NVenqODs7Ex8fj0Qi4bPPPlM5V1tbW5KTk5FIJExPT7Nw4cKnPt/169exs7Pj448/Jjk5GblcTk5ODtu2bWNmZkbI0RoZGWF6ehorKytkMhl/+MMfhK7Vs+Dm5sb3vve9p0aKDA0NceHCBXx9fZFIJBQWFgrjv8WLFxMZGcnQ0BDDw8NMT08zPT3N8PAw3d3d9PT0oKenh6+vL/Pnz5p7SiQSIa5mZmaGqakpxsbGyMzMVCk6nZ2d2bVrF3v37sXLy+uZX5cOHTp0fBPQFUmP+LYVSTAbcpuUlERqaipisVjwIVKOWczMzNi8eTMFBQW0traq3HfNmjVMTExw8eJFQkJCCA0N1RpkumTJEqKiovjkk08YGhrCzc2N9evXk5GRQU9PD3v37mV4ePhzaZDq6+tpbW3F09OT8fFx8vPzVTodytw5V1dXmpubuXjxomAcOTExwapVq/D19WV4eBhPT0+MjIzUnkOhUNDX16fS0ZHJZNTW1jIzM0NWVhavv/46JSUl2NjY4OPjg729PcPDw9ja2qr4Ij3um/Qs6Onp8cYbb+Dh4aH1mOvXrzM6OoqHhwetra3k5OQwMzODtbW1kFc3MTFBa2srY2Nj6OvrIxaLsbCwwMHBARsbGwYGBmhubqa5uZmuri6MjIyIiYnB0dGR/fv3qzyfRCJhw4YN7N27l4SEBF3Gmg4dOl5adEXSI76NRRLMety88sorvPrqq8CsGLiyslLo+jg5ObFu3TrOnDmjIrI2MDAgNTWViooKampqWLZsGcuWLeOzzz7TuEa+detWDAwM+Pjjj4HZCA1LS0s++ugjIedtZGQEHx+fZzrv+/fvk5+fz4MHD4iOjqavr4/bt2+rHLNkyRJWrlzJ9PQ0OTk5+Pj4sHDhQhQKhdCZUWqztBUhnZ2dZGRkMDQ0xE9+8hMVTU5LSwtyuZzS0lLMzc3x9fUlPT2dHTt2MDU1pXWEmJOTI4jlNeHn58eaNWs4efIkiYmJuLq6ajzu4cOHgu5LT0+P8+fP09zcjL6+PsuWLWPJkiXcuHGD6urqOYsykUiEg4MDbm5uuLq6YmZmRmtrK3Z2doyMjHDmzBnh2B07dvDOO+/g4OCg9fF06NCh42VBVyQ94ttaJMFsMOq+ffvYtm0bk5OTmJmZcfPmTSH6wsvLi+XLl3Pq1CmV1Xpzc3NSUlIoKiqiubmZoKAgwsPDuXHjBteuXVN5DkNDQ3bu3MnNmze5du0aYrGYvXv3UllZyeXLl0lISMDZ2RlHR0etRpUwW5jk5uYKImxtpKWlYW1tTVVVFWVlZezYsQMjIyPy8vKE6AyRSISVlRVvvfWWkPumRCaTUVhYSHFxsSCyDgkJYcuWLcIxo6OjlJWV4e3tzYEDB3j99dfp6+vj+vXrpKSkIJPJNBZfMzMzvPfee/T29qpcb2ZmxsaNG/H19QWgt7dXqx7p0qVLKBQKXFxchIJRuakWExPDw4cPKSkpUQv9fRaMjY1xdXXFwcGB6upq+vr6cHFx4U9/+pOwFadDh44XyRWgHAgGwl/wubzc6By3dbBt2zbeffddjhw5gqmpKVVVVQQFBREaGgrAvXv3KC8vZ8OGDSrjqKGhIXJzc4mNjcXOzo6bN29SWFhIcHAw4eGqv7gTExNcunSJ4OBgTE1NmZmZoaysjICAAExNTcnLy0MkEmldi5+amuLChQuMjY09UxejtbWVjz/+mLKyMpYvX46RkRHp6ekq2WJyuZy+vj7y8/NV7tvS0sJ7771HQUGByhbajRs3BJ1PV1cXIpGI27dvMzExwfr168nJycHFxQWJRMKDBw+QyWRMTk6qndvjvklKgoOD+clPfiIUSDCrlXrSGLO3t5czZ87g4OCAnZ0dp06dEt67yMhI1q1bx9WrV8nNzf1cBRLM+lrV1dVRUlJCf38/3/3ud6murtYVSDp0fC24ArwJ7H/095UXezrfYnRF0reI7373u/zrv/4r+/fvp7S0lIKCAkJCQggODgagurqauro6kpOTVQwFu7q6KCoqIiEhAVNTU+rq6igsLCQoKEiti1JVVaXi1n379m1GRkbYsmULIpGIkpISHB0dqampUblfXV0d5eXleHt709fXp9al0sSlS5fQ19dn27Zt+Pv7c+nSJTUncSWlpaW0tbUxPT3N2bNn+dOf/qTVtbuwsJD+/n4cHBwwMjJiy5Yt5OTk4OzsjIGBAY2Njaxdu1YoXJ58LUrc3d2JiIgAZkeayvDgJzE3N2dychKFQkFJSQn3798nMDCQe/fukZ6eTmdnJ87OzrzyyisYGRlx7Nixp3bZnhVPT0/y8/P54IMP/i5RvQ4dOr5Iyh/97fTEZR1fNboi6VvGz3/+c/7bf/tvwN9iLMLCwggICABmOynt7e2sX78esVgs3O/BgwfcunWLpKQkpFIpd+/epbq6mrVr16qt0WdmZmJhYcG8efOA2SJLX1+fdevWce/ePfr6+pDL5UxMTDA6OkphYSFSqVRw+n5yu0oTIpGItWvXsm3bNuRyOWNjY2rC88eRy+UcPXqUd999VxhjPYmenh4rVqxg9+7dWFtbC9e7ubmxYMECGhoaWLt2LefPn0ckEhEdHU1RURHW1tY0NzdrfN6EhATc3Nzm9BIyMDDgwYMHZGZm4ubmhrm5OcePH6eoqAiJREJUVBRxcXGUlpZy4cIFJiYm5nxvngWRSMSPf/xjqqqqiI2N/bsfT4cOHV8kwY/+7njiso6vGp0m6VvKj370I/7whz8AswaKK1eupKSkRBiFxcbGYmBgQG5uroogeOXKlVhaWpKdnY1cLmfLli2Ym5tz6NAhleO+973vMTMzQ3p6OmlpaYyMjDAzM4NCoaC0tJQdO3Zw//59wRZAqSt6Vvbt24dCoaC9vZ3ly5cjkUior68nPT39c70fDg4OpKamahVQT09P895775GSksKDBw948OABa9eu5ejRo8TGxmJsbIy3t7dKYfksyOVySkpKsLCwwNraWkVQ7+rqSnR0NK2trZSVlTE1NfW5XtuTLF68mP379xMZGfmFPN6Xj06boePbiO7n/qtCp0nSocZ7773Hzp07gdmR2JUrV4iKihJ8cIqKioDZoNnHKS0tRSaTCZlfJ0+eBGDz5s3CMYGBgSgUChQKBZs2bcLKyorLly9z/vx5JBIJERERjIyM4OnpyczMDH/5y1+eq0AyMjLizp07SKVSoqKiBEG2t7e3MDp8VvT19YmLi+OHP/yh1gIJZlfiN23aREFBAd7e3gwMDNDd3U1SUhJZWVkYGxtTUVHxXM/d3t5Obm4uHh4eSCQSPvnkEy5duoRUKiUmJoaoqCiKioooKir6QgoksVjMP//zP1NRUfENK5B02gwd30bCgR+gK5BeLLoi6VuKnp4eBw4cEIqbmzdvClEl7u7uyOVy8vLyMDU1ZcWKFcL9FAoF58+fx9bWlqCgIORyORkZGdjY2LBq1SpWr15NREQEV69e5datW9jb29Pe3i6M2Lq7u1mwYAFSqZTJyUmmp6efK+TWz8+Pn/70p2zYsAE3Nze125OTk+fMHnscV1dXfvjDHxIXF/dMPkBeXl5YW1vT2dnJ+vXrheLI19eXa9euYWdnpxbBoomZmRkuXLhAX18fPj4+XL9+nb/+9a8MDQ0xf/58Xn31Vaanpzl69OicI8QnEYvFrF69Wi1qBiAgIIArV67wu9/9DgMDg2d+zBePTpuhQ4eOF4euSPoWo6+vzyeffCLoZa5cuUJNTQ0JCQk4OTkhk8k4d+4czs7OhISECPebmZkhOzsbX19fvLy8GBoa4vz588Ll8+fPY2FhQWhoKA8fPsTe3h57e3t27txJUFAQlZWVKBQKCgsLcXR0FJyr58LMzIwdO3awbds2rUXQxMSEWgyJJqRSKUlJSXz/+99/bi+gpKQkiouLMTIyIiAggO7ubgIDA7lz5w4jIyM8fPhwzsy2pqYmCgsL8fLyQiaTcfjwYW7cuIGhoSFr1qxh+fLl5Ofnc/Hixafqsh4nLCyMffv24e7urhIXIpVK+bd/+zeuXbv23F22rwc6bYYOHTpeHDpNkg5GR0eJj48XRl5r1qxhwYIFZGRk0Nvbi5GRESkpKVRVVamYOdrY2LBhwwZycnLo7OxEKpUil8tJTU3F0tKS3NxcmpqaeOONNxCLxbS3t5Odnc3MzAy+vr7C2MrLy4uDBw9qLAqMjIzw8fEhKSlpzuBVgIMHD3L37t05j/Hy8mLz5s1CoO3n4c6dO9TX1wtjxcnJSUZHR7lw4QKvvvoqHR0davYI09PTFBYW4urqipGREWVlZcJ76eXlxYoVK6irq+PatWtPDcZ9HDs7OxITEzE0NOTKlSuPct1mCQsL48CBAyqWA99MdNoMHTp0fHnozCQfoSuStDMwMEBMTIygq1m/fj0uLi4cPXqUwcFBzMzMSElJAt5QtAAAIABJREFU4fLly9TX1wv3c3V1JTY2lpMnTyKRSEhJSWFmZoaMjAxmZmbYvHkzZmZmFBQUCP5DSlJSUmhoaCAkJISenh6ysrKE2wwNDUlISGDZsmUax0dKZDIZxcXFDAwMMNe/rZGREYmJiSxbpvH34JmRy+UMDg4yPDzMzMyM4CO1bds2CgoKcHJywtvbG0NDQ5ydnQFoaGigubmZBQsW0N3dTWZmphAsGxUVhYWFBYWFhXR3dz/Xuaxdu5YFCxbQ0dHBuXPnBN2SkZERv/3tb/nJT36iixPRoUOHjqegK5IeoSuS5qa7u5tVq1YJ3ZiUlBRsbW05cuQIIyMjWFtbs2HDBgoLC1VW3n18fFi2bBlGRka0tbWRmZmJl5cXsbGxDA8Pc/LkSY1r65aWlqSkpFBc/P/bu/Ooqs5z8ePf93AYZJRJNEIRDIMDBKMSBxxQI07EmqE21jQ3ye927u2w2tXbOzX9Nbe/3o6xq7kZllWbxtSMjQoRhQgOVREnZBBUQAQFgoCIikzn/f1xNseDHOAYMQ48n7XO4rCHd+/9CMeHd7/7fXaRkpJCeno6VVVVxMTEsGLFigHn7amqquLDDz8csJisi4sL3//+9wkMDLzpmJw/f96W7LS3t1NfX4/FYrHNGN7S0sKuXbsIDg4mOjqaDRs28NWvfpXGxkYmTpzInj17CA0NxcvLi5ycHFtsY2JimD59OkVFRRw+fNjpOm8AoaGhpKSkANjKlHSbPXs2a9euJSoq6qavVQghhiJJkgySJA2sqqqKpKQk23+8Tz31FL6+vmzcuJFr164REhLC4sWLbbfYABYuXEhERAQtLS1s2rQJi8XCCy+8QGVlZa+Zrm+UkJBAaGgo165dIzw8nOrqaubMmdPvPpWVlaSlpXH+/HmH8x05kpSUxJIlS5zatq2tDaUU27ZtIzc3ly9+8Ys8+OCDXLlyBTc3N4KDg229W6dOncJsNrN+/XqeeeYZ6urqOH78OMuWLePs2bN84QtfoLm5GV9fX95++2201syZM4dhw4aRnZ1NQ0ODU+cE1rmNUlJSCA8Pp7y8nB07dtjWeXl58atf/Ypvf/vbPWb5FkII0T9JkgySJDnn1KlTzJo1y9ZD8/TTT+Ph4cHGjRtpb2+33WLrLlfi5eVFeno68fHxXLt2jZycHP75n/+Z3bt3U1pa2u+xlFI88cQTFBQUMHPmTJqammylUm5UU1NDZWUle/fu7VGI1xlKKb7xjW/0+5j/pUuXbEV+W1tbaW5uBqw9XqtWrWL48OG9as5ZLBYqKiqoq6vjyJEjPPbYY+zZs4cZM2bQ1dVFTk4O5eXlPPXUU3h6eqKUIj8/n/z8/JvqPQoLC2PhwoVorcnIyOD8+fO2dXPnzmXdunV9FvAVQgjRN5knSdyUqKgoduzYYRvc/M4779DR0cGXv/xlzGYzVVVV7N27l8WLF2MymXjzzTc5f/48WVlZBAUFkZCQwMWLF5k4ceKAx+p+ym369Ons3r2bkJAQjhzp/Zj3tWvXeP31121JzM3SWvPhhx/2OSg6Ly+Pl19+meLiYmpra20JEljHa5WXlzssymsymRg+fDihoaGYzWauXr1KUlIS586d480336S8vBx/f3+6urpwc3OjvLyco0ePOp0gmUwmlixZwtKlS6msrGTdunW2BMnb25tXXnmFnTt3SoIkhBC3gVNJklJquFLqfaVUiVLqhFJqurH8u0qpUqVUkVLq18ayryiljtm9LEqpBGPdfyulqpRSl29o/4dKqWKl1HGl1CdKqXC7dc8qpU4Zr2ftlkcopXKN5e8opdwQgyY+Pp6PP/4Yb29vLBYLmzZtQinFypUrMZlMlJWVcejQIbq6umy3njo7O9m2bRuTJk0iMDBwwF6kbg0NDRQXFzN27FjOnj2Lj48PTU1NPbZxdXUlODj4lq6prq6O7OzsHssaGxtZu3Ztn+Omuqce6J4805HAwEDa2tpYtGgRZrMZi8XClStXsFgsTJkyheXLl1NaWsr+/fsZN25crzIufQkPD+f5558nJCSEjz76qMety3nz5lFQUMC3vvUtub0mhBC3ibM9SWuADK11LPAQcEIplQwsB+K11hOA3wJorTdqrRO01gnAM8AZrXX3VMRbgUQH7R8Fpmit44H3ge6EKwD4GdbnfhOBnymlup/d/h/gD1rrKKAJeOEmrls4Ydq0aXz00Ue4u7vT2dnJ3/72N9zd3XnqqacAazHb06dP2+q8mUwm5s+fj5ubGx0dHZw7d87pYx06dAh/f39OnjyJi4tLr0f5XVxcBqUA665du6irq0Nrzd69e1mzZk2fxWKnTJnCD37wA8aPH99nexaLhVOnTuHq6kppaSnr1q0jOzubcePGsXLlSoKDg3nvvfcoKiqisLCQxsZGW/HfvpjNZpYtW8bixYspLy+3FbkFa9L26quvkpWVxZgxYz5zHIQQQgxswDFJSilfIB+I1HYbK6XeBd7QWvc5Mlcp9UtAa63//Ybll7XWve9dWNdNAv6ktZ6plHoamKu1/rqx7nUgB9gE1AMjtdadRs/Wi1rrlP6uRcYkfTabN2/mySefpLOzE09PT1atWkVTUxMffPABAHPmzMHf35/hw4djMpnYvHkzQUFBPPzww3zwwQdOl9QICQkhJSWF3NxckpOTuXjxIvHx8bb1ly5d4uWXX77lAq+jRo3CxcWlz9msAwICWLFixYCTXNbX19PS0oLWGqUUZ8+eJTs7m8TERGJjY+nq6mLDhg099vHw8ODZZ5/l0KFDHD58uFebERERzJ8/3zZhp/20AAsWLGDt2rWEh4f32k8IMZhkbq6h5FbHJEViTUjWK6WOKqXWKqW8gGhglnHLa5dSytFo25XA327yfF8AthnvRwP2dR6qjWWBwEWtdecNy3tRSn1NKXVIKXWovr7+Jk9FACxfvpz169ejlOLq1au88847tukAwDrQe8SIEWit+ctf/kJDQwOlpaWcPXuWBQsWOH07qK6ujrKyMkaPHk1NTQ3u7u60tLTY1vv6+jr9hFp/ampqHCZISimSkpL43ve+12+C1NXVRUlJCa2trVRXV7N+/Xq2b99OZGQkq1atws3NjXfffRc3NzcSE3t3nF64cIGHHnqox8zhZrOZ1NRUUlJSKCsrY8OGDbYEydfXl9dff53MzExJkIS47aReoLjOmSTJjDWdflVrPQm4AvyrsdwfmAb8GHhX2f1vqJR6BLiqtS7s3aRjSqnVwBTgN92LHGym+1nee6HWb2itp2itp9zqmJahbPXq1bzyyiuAdW6gDz74gFGjRrFixQpSU1OpqKigoaGhx+P7+/fvx2w231Qx1dzcXEaNGoXJZMLd3b3HDN9gvQXWXYR3MHl6evKNb3yDJUuW2ArmOlJTU8OZM2dwdXUlPT2djIwM3NzciI6OpqOjAxcXF7Kzs2lpaWH//v1MmjTJlgxFRUWxcuVKzp8/z5UrV2xJ5tixY3nuuecIDAzkgw8+6DFuKiUlhcLCQr72ta8N+jULIRyReoHiOmeSpGqgWmvdnU6/jzVpqgY+1FYHAQsQZLffl7mJXiSl1ALg34HHtNZtdse2f2Y7FDgPXACGK6XMNywXt9E3v/lNfvnLXwLWAc8fffQRAQEBNDc3k5mZSUZGBj4+PrZBzhaLhe3btzNixAjmzZvX78zZ3aKiovDy8iIoKIiioiJGjx5NcXFxj21WrFjhsIfmVly9erXfciAdHR0UFhbS0dFBbW0t69evp6qqisjISL70pS/R2trKxo0bMZlMtusvKCigubmZxx57jCVLljBp0iQ+/vhj9u/fz9atW/Hz82PVqlU8+uijnDx5kg0bNtDd2+nn58fatWvJyMjod9oCIcRgk3qB4roB/9fSWtcCVUqpGGPRfKAY+AiYB6CUigbcsCYvKKVMwFNYxw4NyBiH9DrWBMm+NsN2YKFSyt8YsL0Q2G6MjcoGnjS2exbY7MyxxK356U9/yk9+8hPAOkP39u3b8fPzY8aMGbZxNEFBQbbeo7a2NrZu3Yq7u7vt6a++REZGMnv2bFttNKUU9fX1KKVobW21befv709qamqfhW5vhlIKb29vZs6cia+vr8NEqaqqisrKSjw9Pdm+fTvp6em4u7uTkpJCYmIi27dvZ9++fbY5osaPH2+bPqG0tBR3d3dqa2t5//33bUlQWFiYbSzTe++9x65du2zHW7x4MYWFhbzwgjyLIMTn7xHgFawjP15BxiQNbU5NJmk8wr8WayJUDjyH9bbbOiABaAd+pLXeaWw/F/iV1nraDe38GlgFPIC152et1vpFpVQWEMf11P2s1voxY5/ngX8zlv+31nq9sTwSaxIWgPXpuNV2PVAOycDtwfOtb32LV199FbAONk5JSSEvL4/Dhw/j5ubGY489xtmzZzl48CBgne+ne4D3xx9/3Ofgaw8PD65du4abmxsrV65k165dLFq0iNraWqZN6/HjxLp163rVg7tZzz77LGPHjrUlb3V1dYSEhADWBO/EiRMEBARw7tw5tm3bRmdnJ1FRUcyYMYOSkhLbNAj2Hn/8cby9vbl06RIAOTk5XLx4EQB3d3eWLVtGcHAwBQUF/OMf/7DtN3z4cH7/+9/z3HPP3dI1CSGEcJ7MuG2QJGnwaK155pln2LhxIwCxsbHMnTuXvXv3UlhYiIeHB6mpqdTW1rJ3715b+ZDExESio6PJzMwcsOZaREQE06ZNo7CwkBkzZtDW1kZ0dLRtfVNTE2vWrHH66Tl7JpOJWbNmMX/+/B69W1prLl26xIULF+jq6sLV1ZXs7GxOnz6Nl5cXs2fPthXsvXDhQq92lVJMmjSJyZMnc/78+R5Fe+Pj45k2bRpXrlwhLS2tx4SVS5cu5fXXX2f0aIfPHwghhLhN+kuS+r73IUQ/lFJs2LCBlpYWtmzZQklJCe7u7iQlJdHe3s7JkyfZvHkzixYtYuHChWRlZdHV1cXBgwepq6tj0aJFHD9+nGPHjvVZf62iooKoqCiGDRtGU1MTrq6utLe34+ZmnTfU39+fpUuXsmXLFrq6uvDx8aG9vZ22tn47FBk1ahRPPPGErXCtvdbWVkpLSxk5ciQNDQ2kpaXR2dnJuHHjeOSRRygsLGT79u0OZ8z28fFh3rx5ABw9epTJkyfbbgmmpqbi5+fHkSNHyMvLs+0zfPhw1qxZw1e/+lXnAi+EEOJzIz1J4pa0tbWxZMkSdu7cCcDUqVOZPHky27dvp6KiApPJZKvvtm3bNluvj5eXl60XZ/fu3Q57ZQCGDRvGypUryczMZNmyZdTU1PS67Xb58mUOHz7MiBEjiIiI4K9//SsVFRU9tnFzc8PT05OpU6cyZ84ch4PIT5w4gVIKDw8PcnJyOHnyJD4+PsyZMwd3d3eys7P7LIkyfvx4EhMTOXLkCMePHwdg5cqVeHh44OHhwcWLF0lLS+PKlSu2fVJTU3nttdccJmtCCNGbzN90O8jtNoMkSbfH5cuXefTRRzlw4AAASUlJTJgwgYyMDCorKwGYMWMGYWFhZGZm9kg0YmJimDZtGqdPnyYvL8/hrbOYmBji4uIoKysjMTERi8UyYK2y+vp6Dh48yJEjR2htbeU73/kOI0eOdJgcXblyhfz8fEaPHk19fT1paWm0t7czYcIEpk6dSn5+fp89Xl5eXsydOxcPDw927txpK6fi5+dHamoq7u7u5OXl2RInsE5WuWbNGlavXu1EdIUQAq7P39RNBpUPFkmSDJIk3T5NTU3MnTvXlgwkJSUxceJEsrOzbTXcYmJimD59OseOHSM/P9+WdHh4eDBt2jQiIiIoLi6moKCAq1ev9mh/2bJlVFdXM27cOACysrJYtWqVbZB1X7q6ujhz5gyRkZEOJ7U8duyYrZdpz549nDhxAl9fX5KTkzGZTGRnZ9sGXd8oKiqKmTNnUlBQ0KNo7cyZM4mLi7MlXPa3/5YvX85rr73GyJEjnQnrXUj+khXizngV6wSXo7A+4/QC8M07ekb3C0mSDJIk3V51dXUkJSXZnjibMmUKU6ZM4ciRI7an3OzH7ezevbtHIVsfHx/i4+OJiYmhvLycoqIi2yPzPj4+PPHEE+zYsYPU1FQaGhrYs2cPYWFhJCYmEhoaelPn2tTURH5+PhERETQ2NrJlyxba29uJi4vj4Ycf5siRIxQUFDjsPfLw8GD27Nn4+/vzySef2G4VBgYGsnTpUtzd3dm9e3ePAr+BgYH88Y9/ZNWqVTd1nncX+UtWiDtHfv9uF0mSDJIk3X6VlZXMmjWLqiprNZmYmBjmzp1LbW0tmzdfn8pq4sSJTJ48mcrKSvLy8nqM1fHw8GDChAlER0djMpkoLy+nrKyMwMBA4uPj2blzJ3PmzCEoKIjm5maqqqr49NNPiY2NJSEhAQ8Pjz7PT2tNbm4u3t7e+Pj4sG/fPgoKCvD39yc5OZnOzk5ycnJsj+/faMyYMcyePZuTJ0+Sl5dne/w/OTmZmJgYampqSE9Pp7Ozs8d+ZWVlREZGfua43h3kL1kh7izpyb0dJEkySJL0+SgtLWX27Nm22mP+/v6sWLGC9vZ20tPTbb1Hbm5uTJo0ifHjx1NcXMzRo0d7jUkKDAwkMjLSNpdRR0cHzc3NZGRkEBQUREJCAg888ACenp50dXXR1NREW1sboaGhvWaqrquro7CwkAcffJCLFy+yefNm2tvbeeihh3jooYfIy8ujqKjI4TW5ubkxc+ZMRo0axc6dO6mtrQVg5MiRLF68GBcXF3bu3El5eXmvfSdMmNCrvMq9Sf6SFULcfyRJMkiS9Pk5duwYycnJtvE8ZrOZ559/HpPJRElJCTk5ObZtvby8mDp1KhEREZSWlnL8+HEuX77cq82AgACioqIIDQ3F09OT8vJyKioqqKmpQSlFdHQ0UVFRBAcH4+bmRkdHBxaLBX9/fxobG3F3d8disZCXl8exY8cIDAwkOTmZ1tZWdu3a5fCYAKNHjyY5OZmzZ8+yb98+Wy/RwoULiYyM5OzZs2RkZDicFgDgX/7lX1izZs0tRvRuIX/JCiHuL5IkGSRJ+nzt27ePRx991DYI+ytf+QqXLl0iJCQEi8VCZmam7bYcWJOl+Ph4YmNjqays5NixY30+cj98+HAiIyOJjIzE29ubM2fOUF5eTnV1NRaLxXbLLiIiAj8/Py5evMjRo0cpLy/H29ubSZMmMXbsWA4cOEBJSYnDY3QPKA8LCyMnJ8d2rmFhYSxcuBCAHTt29LgGR7Zs2WIrZiuEEOLuIkmSQZKkz1/3QOv29nYWL15MSEgIb731FvPnzyciIoKGhgZ27txJQ0ODbR83NzcmTJhAXFwcDQ0N5OfnU11d3ecxfHx8iIiIIDIy0lZCpK6ujk8//ZTm5mY6Ojpwd3dn5MiRhIWFER4eTnFxMcePH+9RE85ebGwsjzzyCKdOnSIvL4+Ojg5MJhOLFy8mLCyMsrIyMjMzB7x+s9lMQ0MDvr6+Nx88IYQQt50kSQZJku6MDz/8kC996UsopVi9ejXt7e28/fbbBAQEMG/ePIKCgqivrycrK6tHqQ6TyUR0dDRxcXGYzWaKioooKSnptwzJsGHDGD16NCNGjGDEiBH4+vpiNpvp7Oykrq6OmpoaSktL+5yVOyAggNmzZ2MymXpMcjl27FiSkpJwd3dny5YttjFJA5k+fTr79u27iWgJIYT4PEmSZJAk6c558803+ad/+ifc3NxYvXo1LS0tvPvuuwAEBQUxb948AgICqK+v5x//+EevJCQkJISJEycSHh5OeXk5hYWFfc7S/VmYzWamTJlCbGwsBw8epLi4GLD2ai1ZsoSRI0dSVVXFyJEj0VqzY8eOfnu3uv3Hf/wHv/jFLwbtPIUQQgwuSZIMkiTdWX/605/47ne/i5eXF08//TQNDQ38/e9/t60fMWIEs2bNIjg4mKtXr5Kfn09+fn6PNoYNG0ZsbCwTJkygtbWVEydOcOrUKTo6Oj7TOSmliIiIYMaMGZw/f579+/fbbsGNHz+epKQkrl27Rnp6Og0NDZhMJpYvX46/vz/r1q0bsP2cnBzmzJnzmc5NCCHE7SdJkkGSpDvvpZde4j//8z/x8/Nj5cqVVFdX8/HHH/fYxsPDgxkzZjB27FiUUpSXl7Nv374es3ArpQgNDWXcuHGEhoZSUVHByZMnqa+v7/d2XDdfX19iY2OJiYnhypUr5Obmcu7cOdvxU1NTCQgI4Pjx4+zfv7/HvgsXLiQgIIBNmzb1ewxPT0+amppsBXmFEELcfSRJMkiSdHf48Y9/zG9/+1uCgoJ4/PHHKS8vJysry+G2cXFxJCQk4OXlxcWLFzl06JBtRu9uw4YNIyYmxjZw+9q1azQ2NtLY2MiVK1dQSmEymXBzcyMwMJCgoCBcXFw4efIkJSUlPZ6gS0xMZNKkSbS0tLB161ZaWlp46qlwVq4czoED19iypZbExFSqqqrYtWtXv9eZkpJCRkbGrQdMCCHEbdNfkmT+vE9GiN/85jdcunSJN954g61bt/LYY4/R1tbGnj17em1bUFBAQUEBAQEBzJgxg/nz5zN37lxOnz7NgQMHuHbtGq2trRw7doxjx44B1qfdAgMDCQgIwM/PD4vFgsViobOzk5KSEi5cuEBLS0uP44wdO5Y5c+bg4uLCgQMHetzmS072JT6+jfh4RVBQGBUVXpSVlQ14nQsWLLjFSAkhhLiTJEkSd8Srr77KpUuX2LRpExkZGSxevJi2tjZbjbcbNTY2kpaWhslkYtKkSUycOJHY2Fiam5s5ffo0+fn5tttsLS0ttLS0cObMmX7Pwc/Pj7i4OKKionB3d+fUqVNkZ2f3mhQyLu56YdyjRxX+/sqpQdvz588fcBshhBB3L0mSxB1hMpn461//yuXLl0lLSyMrK4sFCxbQ1tbWa7C2PYvFwuHDhzl8+DDBwcFMnjyZuLg4Jk+eTHt7O1VVVVy+fJmWlhaam5vRWuPq6oqLiwt+fn6EhIQwfPhwvLy8cHFxobW1ldLSUg4ePNir3hpAaKgXISHXxzg1Ngbg7n6113Y36i6ZIoQQ4t4lSZK4Y8xmM++99x6LFy8mJycHDw8PkpKSmD59Op2dndTU1LBt27Y+y33U19dz6NAhpk2bxujRo3F1dSUgIIBRo0bZEiOwFrXVWtPV1UVLSwu1tbVUV1dz+vTpPtvutmjRSNv7hgZX/P1DqK+vH/DakpOTUUoNuJ0QQoi7lyRJ4o7y8PBgy5YtLFiwgIMHD1JYWIi3tzeRkZFMnjyZVatW8dZbb/XYx2w2M3XqVKKjoxk2bBhNTU3k5ORQWlp608cPDfVi5sxg9u+/wNmz12u3BQS481//FU1KSidgfbjh1CkTvr6+FBQUDNiujEcSQoh7nyRJ4o7z8fFh27ZtzJkzh8LCQi5fvszx48cpLi7mueeeY8aMGezbt4/w8HCmTp1KUFAQ7e3tnD59mtzc3D5nz3bG8uUP8L3vuQChtLSYqahw4dw5C3PnWhg2rOfcS0ePasxmM6dOnRqwXRmPJIQQ9z5JksRdISAggB07djBr1izbk2OdnZ3s37+fmTNnMmHCBFxcXLh06RLp6ekDFpV11pQpwwDrmCMfn07i4zuJj3e8bUWFHwEB7Q7HLtmLiIhg7Nixg3J+Qggh7hxJksRdY9SoUWRlZZGUlGSb2LGwsJDi4mLi4uKIjIwkMDCQpUuX0traSk1NDSdOnLilhMligfZ2E25u/Y9N6upSQABNTU0Dtim9SELcbrnAEeBh4JE7fC7ifiZJkrirjBkzhpycHP73f/+XzMxMCgsLsVgsPUqU+Pn5MWHCBMLDw1myZAkAly5dorKykqKioh5FcgfywgvHMZsVkycH8eSTISxf7riX6OxZN/z9AygsLBywTUmShLidcoFvG+//DLyCJEridpEkSdx1HnzwQX7/+98DUFtbS1ZWlu117tw5mpub2bdvH/v27QMgLCyMcePGERUVRXx8PJ2dnTQ0NFBWVkZxcfGAt8c6OzW5ufU0N3fg6/sFxo2DkSN7ljYpKrLg7u5OSUlJv20ppSRJEuK2OmJ8HQXUGN9LkiRuDylLIu4pJ06cIDMzk6ysLHJycnrNnG02m4mNjeXBBx8kKCgIs9lMa2srtbW1lJSUUFlZ6dRxgoM9mDs3hGnTfIiLc+Gttzzx8IjjjTfe6He/+Pj4fud5EkLcKvueJJCeJHGrpHabQZKk+0tnZye5ubm2pCk3N7dXr5GPjw8TJ04kPDwcPz8/wHprrqqqiqKiIqfGGAE8+uijBAYGDljU9oc//CG/+93vPtsFCSGcJGOSxOCRJMkgSdL9raWlhZycHFvSdOLEiV7bhIaGEhsbywMPPICnpyednZ00NjZSVlbGiRMnbKVNbrR69Wqnitqmp6fbxkkJIYS4+0mSZJAkaWg5d+4cWVlZZGZm8sknn1BbW9tjvdlsJjo6mqioKIKCgnB1deXatWvU1dVRUlJCRUWFbduvf/3rpKen91uzzdXVlaamJry8vG7bNQkhhBhckiQZJEka2goLC8nMzCQzM5Pdu3dz5cqVHuu9vb2ZMGECY8aMwc/PD6UULS0tXLhwgcjISF577bV+209KSmLPnj238xIGidyqEEKIbpIkGSRJEt3a29vZv3+/rafp0KFDdHV19dhm1KhRjB8/ntDQUNzd3dFa09jYSHFxscNbeS+++CI/+9nPPq9L+Ixk0KsQQtiTJMkgSZLoy8WLF8nOzrYlTTeWHjGZTLZbc62trWRlZfVqY8+ePSQlJX1ep/wZvYp1bpnux6dfAL55R89ICCHuJEmSDJIkCWedPXvWNgD8k08+ob6+vt/tfXx8aGxsxGy+26cek54kIYSwJ0mSQZIk8VlorcnPz7f1Mu3Zs4fW1tYe2yxdupS0tLQ7dIY3S8YkCSFEt/6SpLv9z14h7jilFAkJCSQkJPCjH/2ItrY29uzZQ1paGmlpaZS88KqlAAAJvUlEQVSVld1js2w/giRHQggxMOlJEuIWlZaW4u/vz4gRI+70qQghhLhJ0pMkxG0UExNzp09BCCHEbSBJkhBCCDFkyJjEmyFJkhBCCHHPuJUkx/7p1j8jT7cOzHSnT0AIIYQQzuhOcv5sfM29yf2PGF9H3fC96IskSUIIIcQ94VaTnIeNrzU3fC/6IkmSEEIIcU+41STnEay32OYZLzEQGZMkhBBC3BO6k5xbHXi90+6rjEvqjyRJQgghxD3jVieDtb9lV2N8L0lSX+R2mxBCCDFkyLikmyE9SUIIIcSQMVi37IYGSZKEEEKIIUXqNzpLbrcJIYQQQjggSZIQQgghhAOSJAkhhBBCOCBJkhBCCCGEA5IkCSGEEEI4IEmSEEIIIYQDkiQJIYQQQjggSZIQQgghhAOSJAkhhBBCOCBJkhBCCCGEA5IkCSGEEEI4IEmSEEIIIYQDkiQJIYQQQjggSZIQQgghhAOSJAkhhBBCOCBJkhBCCCGEA5IkCSGEEEI4IEmSEEIIIYQDTiVJSqnhSqn3lVIlSqkTSqnpxvLvKqVKlVJFSqlfG8u+opQ6ZveyKKUSjHX/rZSqUkpdvqF9d6XUO0qp00qpXKXUGLt1zyqlThmvZ+2WRxjbnjL2dbv1cAghhBBCWDnbk7QGyNBaxwIPASeUUsnAciBeaz0B+C2A1nqj1jpBa50APAOc0VofM9rZCiQ6aP8FoElr/SDwB+B/AJRSAcDPgEeM/X6mlPI39vkf4A9a6yigyWhDCCGEEGJQDJgkKaV8gdnAnwG01u1a64vAN4Ffaa3bjOWfOtj9aeBv3d9orQ9orWscbLcc+Ivx/n1gvlJKASlApta6UWvdBGQCi4x184xtMfb94kDXIoQQQgjhLGd6kiKBemC9UuqoUmqtUsoLiAZmGbe8dimlpjrYdyV2SVI/RgNVAFrrTqAZCLRfbqg2lgUCF41t7Zf3opT6mlLqkFLqUH19vROnIoQQQgjhXJJkBh4GXtVaTwKuAP9qLPcHpgE/Bt41engAUEo9AlzVWhc6cQzlYJn+DMt7L9T6Da31FK31lODgYCdORQghhBDCmugMpBqo1lrnGt+/jzVJqgY+1Fpr4KBSygIEYe11AvgyzvUidR8jDKhWSpkBP6DRWD7XbrtQIAe4AAxXSpmN3qRQ4PxABzl8+PAFpVSlk+fUnyDjHMTAJFbOkTg5T2LlHImT8yRWzrsfYxXe14oBkyStda3xRFqM1roUmA8UA2VYxwXlKKWiATeMwCmlTMBTWMcyOWML8CywH3gS2Km11kqp7cAv7QZrLwR+aqzLNrbdZOy72YlrGZSuJKXUIa31lMFo634nsXKOxMl5EivnSJycJ7Fy3lCLlTM9SQDfBTYaj9mXA89hve22TilVCLQDzxq9SmBNjqq11uX2jRjTBKwCPJVS1cBarfWLWAeF/1UpdRprD9KXAbTWjUqpXwB5RhP/V2vdaLz/CbBJKfUScNRoQwghhBBiUKjreY1w1lDLpG+FxMo5EifnSaycI3FynsTKeUMtVjLj9mfzxp0+gXuIxMo5EifnSaycI3FynsTKeUMqVtKTJIQQQgjhgPQkCSGEEEI4IEmSEEIIIYQDQyZJUkp5KKUOKqXyjYK8PzeWJyilDhjFeA8ppRJv2O8LSqnLSqkf2S1zU0q9oZQ6aRT9fcJYftOFeu9Ggxyrp5VSBUqp40qpDKVUkLF8SMZKKTVGKdWqrheAfs2urclGrE4rpf7YPTnr/RCrwYqTUspTKZVu/N4VKaV+ZXeMez5OMLg/U3ZtblHWJ5G7v5dY9f79u28/1wc5Tvf1Z3ovWush8cI6S7e38d4VyMU6W/gOYLGxfAmQc8N+HwDvAT+yW/Zz4CXjvQkIMt5/C3jNeP9l4B3jfQDWqRMCsM5SXg743+mY3O5YYZ1i4lO7+PwaeHEoxwoYAxT20dZBYLrR5ja7/e/5WA1WnABPINl47wbsuZ/iNNg/U8b6x4G37beRWDls6779XB/E37/7/jP9xteQ6UnSVpeNb12NlzZevsZyP+xm7lZKfRHrP2jRDc09D/w/o12L1rp79tGbKtQ7iJc3qAYxVsp4eRlx8LXbZ8jGyhGl1CjAV2u9X1s/Wd7ketHmez5WgxUnrfVVrXW28b4dOIJ1xn24D+IEgxcrAKWUN/BD4KUbVkmsertvP9cHMU73/Wf6jYZMkgSglHJRSh3Dmglnamuple8Dv1FKVQG/BX5qbOuFdcLKn9/QxnDj7S+UUkeUUu8ppUKMZTdbqPeuNRix0lp3AN8ECrD+Io3n+qSfQzJWhghlLRa9Syk1y1g2Guu1drO/7vsiVoMUJ/v2hgOpwCfGovsiTjCosfoF8Dvg6g2HkFjZxWoofK4PRpyGyme6vSGVJGmtu7TWCVj/8kxUSk3E+g/+A611GPADrv+D/xz4g1323c1s7P8PrfXDWEup/NZYd8sFee8WgxErpZSrsc8k4AHgONd/CYdqrGqAL2hrsegfAm8rpXzp/7rvi1gNUpwAUNYaj38D/qivz+x/X8QJBidWSqkE4EGt9d8dHEJi1fPn6r7/XB+kn6kh8Zlub0glSd201hexFspdhLXu24fGqveA7sHIjwC/VkqdwZpt/5tS6jtAA9a/yv5ut8/DxvvuQr3dH+L2hXrD7E7BqYK8d4NbjFWC0UaZcQvpXWCGsc+QjJXWuk1r3WC8P4y1BmI01usOtWvO/rrvq1jdYpy6vQGc0lq/bLfsvooT3HKspgOTjd/LvUC0UirH2F9i1TNWQ+Zz/RbjNKQ+02EIJUlKqeDuLlWl1DBgAVCC9R9rjrHZPOAUgNZ6ltZ6jNZ6DPAy8Eut9Z+MH4ytwFxjn+6Cv3C9UC/YFeoFtgMLlVL+ylqsd6Gx7K40WLECzgHjlVLdhYUfBU4Y74dkrIztXYz3kUAUUK61rgFalFLTjPv4X+V60eZ7PlaDFSfj+5ewfgB//4bD3PNxgkH9mXpVa/2A8XuZBJzUWs819pdY9YzVff25Poi/f/f9Z3ov+i4YPf55vIB4rIVwjwOFwH8Zy5OAw0A+1hH/kx3s+yI9n24LB3YbbX2CtVsSwANrNn4a65NKkXb7PG8sPw08d6fj8TnG6htYf4mOY/0QChzKsQKewDq4PR/roONUu7amGG2UAX/i+oz493ysBitOWP8K1cbP1DHj9X/ulzgN9s+UXZtj6Pl0m8Sq9+/fffu5Pshxuq8/0298SVkSIYQQQggHhsztNiGEEEKImyFJkhBCCCGEA5IkCSGEEEI4IEmSEEIIIYQDkiQJIYQQQjggSZIQQgghhAOSJAkhhBBCOPD/AWCNrzzQP7k6AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(12,8))\n", "\n", "# Plot the footprint\n", "area.plot(ax=ax, facecolor='black')\n", "\n", "# Plot the parks\n", "parks.plot(ax=ax, facecolor=\"green\")\n", "\n", "# Plot street edges\n", "edges.plot(ax=ax, linewidth=1, edgecolor='dimgray')\n", "\n", "# Plot buildings\n", "buildings.plot(ax=ax, facecolor='silver', alpha=0.7)\n", "\n", "# Plot restaurants\n", "restaurants.plot(ax=ax, color='yellow', alpha=0.7, markersize=10)\n", "plt.tight_layout()" ] } ], "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 }