{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Basic usage\n", "\n", "Using `pyrosm` is straightforward. Following sections introduce the basics how to parse various kind of datasets from OSM Protobuf files.\n", "\n", "**How to?**\n", " \n", "- [Download PBF data with Pyrosm](#protobuf-file-what-is-it-and-how-to-get-one)\n", "- [Read street networks from OSM](#read-street-networks)\n", "- [Read buildings from OSM](#read-buildings)\n", "- [Read Points of Interest (POI)](#read-points-of-interest)\n", "- [Read landuse from OSM](#read-landuse)\n", "- [Read natural (elements) from OSM](#read-natural)\n", "- [Read boundaries from OSM](#read-boundaries)\n", "- [Read OSM data with custom filter](#read-osm-data-with-custom-filter)\n", "- [Use bounding box to filter data from specific area](#filtering-data-based-on-bounding-box)\n", "- [Use the Pyrosm/OSM tagging system](#pyrosm-osm-tagging-system)\n", "- [How to control which OSM attributes are returned as columns?](#controlling-which-osm-attributes-are-parsed-into-columns)\n", "- [**NEW**: Export street networks to graph](#export-street-networks-to-graph)\n", "\n", "## Protobuf file: What is it and how to get one?\n", "\n", "`Pyrosm` is designed to work with [Protocolbuffer Binary Format (PBF)](https://wiki.openstreetmap.org/wiki/PBF_Format) -files. This file format is a commonly used and efficient method to serialize and compress structured data which is also used by OpenStreetMap contributors to distribute the OSM data. There are a few free data providers distributing OSM data in PBF format, such as: \n", "\n", " - [Geofabrik](http://download.geofabrik.de/) provides data for countries and other-regions, and\n", " - [BBBike](https://download.bbbike.org/osm/bbbike/) provides data for various cities across the world. BBBike also provides a handy [tool](https://extract.bbbike.org/) that makes it possible to define your own region that will be used to extract data in PBF format (up to 512 MB in size).\n", "\n", "\n", "`Pyrosm` provides a function `get_data()` that can be used to download any PBF dataset available at Geofabrik or BBBike to your local machine without the need to go to the website and do this manually. Currently, PBF data can be downloaded from 654 regions in the world.\n", "\n", "- To download data from a specific city such as `\"Helsinki\"`, you can simply call:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/tmp/pyrosm/Helsinki.osm.pbf\n" ] } ], "source": [ "from pyrosm import get_data\n", "# Download data for the city of Helsinki\n", "fp = get_data(\"Helsinki\")\n", "print(fp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "By default, the `get_data()` function downloads the PBF file into a local TEMP directory and returns a filepath to the location where the data was downloaded." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is also possible to define your own `directory` where the data will be downloaded if you don't want to store it in TEMP. " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data was downloaded to: /mnt/c/HY-DATA/hentenka/KOODIT/Uni/Pyrosm/docs/my_data/Helsinki.osm.pbf\n" ] } ], "source": [ "# Download the data into specified directory\n", "fp = get_data(\"helsinki\", directory=\"my_data\")\n", "print(\"Data was downloaded to:\", fp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you have downloaded the data previously into your computer, pyrosm will by default use that same data file. However, if you want to update the data, it is possible to specify `update=True` which will remove the old PBF file and download a fresh version from Geofabrik or BBBike. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/tmp/pyrosm/Helsinki.osm.pbf\n", "\n", "Download will happen:\n", "Downloaded Protobuf data 'Helsinki.osm.pbf' (28.3 MB) to:\n", "'/tmp/pyrosm/Helsinki.osm.pbf'\n", "/tmp/pyrosm/Helsinki.osm.pbf\n" ] } ], "source": [ "# Refresh the data\n", "# ----------------\n", "\n", "# The first call won't download the data because it was already downloaded earlier\n", "fp = get_data(\"Helsinki\")\n", "print(fp)\n", "\n", "# This one will update the data and download the data\n", "print(\"\\nDownload will happen:\")\n", "fp = get_data(\"Helsinki\", update=True)\n", "print(fp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{admonition} \"UserWarning: The Shapely GEOS ...\" ?\n", "\n", "Following warning (or something similar) might appear, but is nothing to be worried about (will get fixed eventually): `UserWarning:` *The Shapely GEOS version (3.8.0-CAPI-1.13.1 ) is incompatible with the GEOS version PyGEOS was compiled with (3.8.1-CAPI-1.13.3). Conversions between both will be slow.*\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Available datasets\n", "\n", "You can investigate the available datasets easily by calling:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['africa', 'antarctica', 'asia', 'australia_oceania', 'central_america', 'europe', 'north_america', 'south_america', 'cities', 'subregions'])" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from pyrosm.data import sources\n", "\n", "# Print available source categories\n", "sources.available.keys()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The available datasets (654) have been divided into categories which makes it easier to navigate through the available PBF files. \n", "\n", "The datasets are divided under **continents**, **cities** and **subregions** (countries with data divided into smaller subregions). \n", "\n", "- As an example, you can see all available data sources in `Africa` by calling:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['algeria', 'angola', 'benin', 'botswana', 'burkina_faso', 'burundi', 'cameroon', 'canary_islands', 'cape_verde', 'central_african_republic', 'chad', 'comores', 'congo_brazzaville', 'congo_democratic_republic', 'djibouti', 'egypt', 'equatorial_guinea', 'eritrea', 'ethiopia', 'gabon', 'ghana', 'guinea', 'guinea_bissau', 'ivory_coast', 'kenya', 'lesotho', 'liberia', 'libya', 'madagascar', 'malawi', 'mali', 'mauritania', 'mauritius', 'morocco', 'mozambique', 'namibia', 'niger', 'nigeria', 'rwanda', 'saint_helena_ascension_and_tristan_da_cunha', 'sao_tome_and_principe', 'senegal_and_gambia', 'seychelles', 'sierra_leone', 'somalia', 'south_africa', 'south_africa_and_lesotho', 'south_sudan', 'sudan', 'swaziland', 'tanzania', 'togo', 'tunisia', 'uganda', 'zambia', 'zimbabwe']\n" ] } ], "source": [ "# Prints a list of countries in Africa that can be downloaded\n", "print(sources.africa.available)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- If you want to see all available cities that can be downloaded, call:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Aachen', 'Aarhus', 'Adelaide', 'Albuquerque', 'Alexandria', 'Amsterdam', 'Antwerpen', 'Arnhem', 'Auckland', 'Augsburg', 'Austin', 'Baghdad', 'Baku', 'Balaton', 'Bamberg', 'Bangkok', 'Barcelona', 'Basel', 'Beijing', 'Beirut', 'Berkeley', 'Berlin', 'Bern', 'Bielefeld', 'Birmingham', 'Bochum', 'Bogota', 'Bombay', 'Bonn', 'Bordeaux', 'Boulder', 'BrandenburgHavel', 'Braunschweig', 'Bremen', 'Bremerhaven', 'Brisbane', 'Bristol', 'Brno', 'Bruegge', 'Bruessel', 'Budapest', 'BuenosAires', 'Cairo', 'Calgary', 'Cambridge', 'CambridgeMa', 'Canberra', 'CapeTown', 'Chemnitz', 'Chicago', 'ClermontFerrand', 'Colmar', 'Copenhagen', 'Cork', 'Corsica', 'Corvallis', 'Cottbus', 'Cracow', 'CraterLake', 'Curitiba', 'Cusco', 'Dallas', 'Darmstadt', 'Davis', 'DenHaag', 'Denver', 'Dessau', 'Dortmund', 'Dresden', 'Dublin', 'Duesseldorf', 'Duisburg', 'Edinburgh', 'Eindhoven', 'Emden', 'Erfurt', 'Erlangen', 'Eugene', 'Flensburg', 'FortCollins', 'Frankfurt', 'FrankfurtOder', 'Freiburg', 'Gdansk', 'Genf', 'Gent', 'Gera', 'Glasgow', 'Gliwice', 'Goerlitz', 'Goeteborg', 'Goettingen', 'Graz', 'Groningen', 'Halifax', 'Halle', 'Hamburg', 'Hamm', 'Hannover', 'Heilbronn', 'Helsinki', 'Hertogenbosch', 'Huntsville', 'Innsbruck', 'Istanbul', 'Jena', 'Jerusalem', 'Johannesburg', 'Kaiserslautern', 'Karlsruhe', 'Kassel', 'Katowice', 'Kaunas', 'Kiel', 'Kiew', 'Koblenz', 'Koeln', 'Konstanz', 'LaPaz', 'LaPlata', 'LakeGarda', 'Lausanne', 'Leeds', 'Leipzig', 'Lima', 'Linz', 'Lisbon', 'Liverpool', 'Ljubljana', 'Lodz', 'London', 'Luebeck', 'Luxemburg', 'Lyon', 'Maastricht', 'Madison', 'Madrid', 'Magdeburg', 'Mainz', 'Malmoe', 'Manchester', 'Mannheim', 'Marseille', 'Melbourne', 'Memphis', 'MexicoCity', 'Miami', 'Moenchengladbach', 'Montevideo', 'Montpellier', 'Montreal', 'Moscow', 'Muenchen', 'Muenster', 'NewDelhi', 'NewOrleans', 'NewYorkCity', 'Nuernberg', 'Oldenburg', 'Oranienburg', 'Orlando', 'Oslo', 'Osnabrueck', 'Ostrava', 'Ottawa', 'Paderborn', 'Palma', 'PaloAlto', 'Paris', 'Perth', 'Philadelphia', 'PhnomPenh', 'Portland', 'PortlandME', 'Porto', 'PortoAlegre', 'Potsdam', 'Poznan', 'Prag', 'Providence', 'Regensburg', 'Riga', 'RiodeJaneiro', 'Rostock', 'Rotterdam', 'Ruegen', 'Saarbruecken', 'Sacramento', 'Saigon', 'Salzburg', 'SanFrancisco', 'SanJose', 'SanktPetersburg', 'SantaBarbara', 'SantaCruz', 'Santiago', 'Sarajewo', 'Schwerin', 'Seattle', 'Seoul', 'Sheffield', 'Singapore', 'Sofia', 'Stockholm', 'Stockton', 'Strassburg', 'Stuttgart', 'Sucre', 'Sydney', 'Szczecin', 'Tallinn', 'Tehran', 'Tilburg', 'Tokyo', 'Toronto', 'Toulouse', 'Trondheim', 'Tucson', 'Turin', 'UlanBator', 'Ulm', 'Usedom', 'Utrecht', 'Vancouver', 'Victoria', 'WarenMueritz', 'Warsaw', 'WashingtonDC', 'Waterloo', 'Wien', 'Wroclaw', 'Wuerzburg', 'Wuppertal', 'Zagreb', 'Zuerich']\n" ] } ], "source": [ "# Prints a list of all cities that can be downloaded\n", "print(sources.cities.available)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "- Some of the countries have smaller sub-regions that can be downloaded separately (such as states in USA):" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "All countries with sub-regions: dict_keys(['brazil', 'canada', 'france', 'germany', 'great_britain', 'italy', 'japan', 'netherlands', 'poland', 'russia', 'usa'])\n", "Sub-regions in Brazil: ['centro_oeste', 'nordeste', 'norte', 'sudeste', 'sul']\n" ] } ], "source": [ "# Check all countries having sub-regions\n", "print(\"All countries with sub-regions:\", sources.subregions.available.keys())\n", "\n", "# Check sub-regions in Brazil\n", "print(\"Sub-regions in Brazil:\", sources.subregions.brazil.available)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In a similar manner, you can easily investigate all other regions that are available for download.\n", "\n", "When you want to download data for any of these areas, you just need to pass the name of the area into the `get_data()` -function:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "/tmp/pyrosm/Aachen.osm.pbf\n" ] } ], "source": [ "# Download data for Aachen\n", "fp = get_data(\"Aachen\")\n", "print(fp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{note} \n", "Some of the available names e.g. in cities are written in `CamelCase` format and some of the countries are written with underscore (e.g. `canary_islands`). Pyrosm tries to automatically identify different styles of writing the place name.\n", "For example, writing `\"Rio de Janeiro\"` works fine even though the name in `cities.available` list is written as `\"RiodeJaneiro\"`:\n", "\n", "```{code-block} python\n", "# Passing names in slightly different style does not matter\n", "fp = get_data(\"Rio de Janeiro\")\n", "print(fp)\n", "```\n", "```{code-block}\n", "/tmp/pyrosm/RiodeJaneiro.osm.pbf\n", "```\n", ":::" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### What to do if you cannot find the data for your area of interest?\n", "\n", "In case, you cannot find a region for your needs from the above data sources, it is possible to download data from your own area of interest by using [BBBike's extract tool](https://extract.bbbike.org/), which allows you to parse OSM data from anywhere in the world and download it in **Protocolbuffer Binary** format. \n", "\n", "**Steps:**\n", "\n", " 1. Go to [Extract tool](https://extract.bbbike.org/)\n", " 2. Specify the format as **Protocolbuffer (PBF)** from the panel on the left\n", " 3. Specify the name for your data file\n", " 4. Provide the email addresss where a download link for the data file will be sent in a few minutes\n", " 5. When the email arrives, download the data and use that with `pyrosm` as shown in the basic tutorial.\n", " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Initializing the Pyrosm OSM -reader object\n", "\n", "When using `Pyrosm`, the first step is to initialize a specific reader object called `OSM` that is available from the `pyrosm` library: " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on function __init__ in module pyrosm.pyrosm:\n", "\n", "__init__(self, filepath, bounding_box=None)\n", " Parameters\n", " ----------\n", " \n", " filepath : str\n", " Filepath to input OSM dataset ( *.osm.pbf )\n", " \n", " bounding_box : list | shapely geometry\n", " Filtering OSM data spatially is allowed by passing a\n", " bounding box either as a list `[minx, miny, maxx, maxy]` or\n", " as a Shapely Polygon/MultiPolygon or closed LineString/LinearRing.\n", "\n" ] } ], "source": [ "# Import the library\n", "import pyrosm\n", "\n", "# Print information about the basic usage of the `OSM` reader object\n", "help(pyrosm.OSM.__init__)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see from the documentation, the `OSM` object accepts two parameters:\n", " 1. `filepath` which is the filepath to the PBF file (*.osm.pbf) which will be read (see info above how to get one), and\n", " 2. `bounding_box` which is an optional parameter that can be used to filter OSM data geographically from specific area (see [here](#Filtering-data-based-on-bounding-box) for further details) \n", " \n", "The following shows how to initialize an `OSM` reader object using a test dataset that comes with Pyrosm, and which can be retrieved using a `get_data` function:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Filepath to test data: /home/hentenka/miniconda3/envs/pyrosm/lib/python3.8/site-packages/pyrosm/data/test.osm.pbf\n", "Type of 'osm' instance: \n" ] } ], "source": [ "import pyrosm\n", "\n", "# Get filepath to test PBF dataset\n", "fp = pyrosm.get_data(\"test_pbf\")\n", "print(\"Filepath to test data:\", fp)\n", "\n", "# Initialize the OSM object \n", "osm = pyrosm.OSM(fp)\n", "\n", "# See the type\n", "print(\"Type of 'osm' instance: \", type(osm))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, the test dataset lives in my case somewhere under the miniconda3 package, \n", "and the type of the `osm` instance is something called `pyrosm.pyrosm.OSM`. \n", "\n", "Notice that `osm` (lower case) is the actually initialized **reader instance** for the given PBF dataset that should always be used to make the calls for fetching different datasets from the OpenStreetMap PBF -file. Read further to see how things work." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read street networks\n", "\n", "Pyrosm makes it easy to filter street networks using the `get_network()` method. \n", "You can parse streets separately for different travel modes by specifying the \n", "type of network using `network_type` -parameter.\n", "The allowed network types are:\n", "\n", " - `walking` (default)\n", " - `cycling`\n", " - `driving`\n", " - `driving+service` (includes also [public service vehicles](https://wiki.openstreetmap.org/wiki/Key:psv))\n", " \n", "The following shows how to read all drivable roads from OSM. Notice that from here on, we will import the `OSM` reader object directly from the package:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from pyrosm import OSM\n", "from pyrosm import get_data\n", "\n", "# Pyrosm comes with a couple of test datasets \n", "# that can be used straight away without\n", "# downloading anything\n", "fp = get_data(\"test_pbf\")\n", "\n", "# Initialize the OSM parser object\n", "osm = OSM(fp)\n", "\n", "# Read all drivable roads\n", "# =======================\n", "drive_net = osm.get_network(network_type=\"driving\")\n", "drive_net.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The network contains various information that is parsed from the OSM data, and includes `length` column that contains information about the length of the road in meters (scroll right):" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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1NoneNonesecondaryNoneNoneNoneNoneNoneyes170NoneNone518458813788282967NonewayMULTILINESTRING ((26.94778 60.52231, 26.94717 ...242.0
\n", "
" ], "text/plain": [ " access bridge highway int_ref lanes lit maxspeed name oneway \\\n", "0 None None secondary None 2 None 80 Hurukselantie None \n", "1 None None secondary None None None None None yes \n", "\n", " ref service surface id timestamp version \\\n", "0 357 None asphalt 4732994 1441800394 23 \n", "1 170 None None 5184588 1378828296 7 \n", "\n", " tags osm_type \\\n", "0 {\"name:fi\":\"Hurukselantie\"} way \n", "1 None way \n", "\n", " geometry length \n", "0 MULTILINESTRING ((26.94310 60.52580, 26.94295 ... 1504.0 \n", "1 MULTILINESTRING ((26.94778 60.52231, 26.94717 ... 242.0 " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "drive_net.head(2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that each `way` in the network is represented as a MultiLineString geometry constructed from multiple road segments. This is how the data is represented by default in OSM. However, this differs if reading [nodes and edges](#read-nodes-and-edges-first-step): in that case each road segment is represented as a separate row in data (to improve connectivity). \n", "\n", "```{hint}\n", "\n", "It is also possible to export network to routable graphs in various formats using `to_graph()` function (new in version 0.6.0). Read more from [\"Export street networks to graph -section\"](#export-street-networks-to-graph).\n", "\n", "```\n", "\n", "```{admonition} Understanding the \"osm_type\" -column values\n", "\n", "pyrosm will create a column `osm_type` to the result which can contain values `node`, `way` or `relation`. These correspond to the three basic components of OpenStreetMap's conceptual data model of the physical world:\n", "\n", "- nodes (points in space),\n", "- ways (linear features and area boundaries), \n", "- relations (sometimes used to explain how other elements work together).\n", "\n", "Hence, the \"way\" values in `osm_type` column **might not necessarily represent only** `LineString` **features**, as they can also be Polygons or LinearRings. \n", "If you want to know the geometry types of your data, you can access such information with geopandas by calling (gdf here represents a GeoDataFrame):\n", " `gdf[\"geometry_types\"] = gdf.geom_type` \n", " \n", "Check [an example here](https://github.com/HTenkanen/pyrosm/issues/67#issuecomment-720482051) to see how to filter your GeoDataFrame based on specific geometry type.\n", "\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read buildings\n", "\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from pyrosm import OSM\n", "from pyrosm import get_data\n", "fp = get_data(\"test_pbf\")\n", "# Initialize the OSM parser object\n", "osm = OSM(fp)\n", "buildings = osm.get_buildings()\n", "buildings.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read Points of Interest" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Read POIs such as amenities and shops\n", "# =====================================\n", "from pyrosm import OSM\n", "from pyrosm import get_data\n", "fp = get_data(\"helsinki_pbf\")\n", "# Initialize the OSM parser object\n", "osm = OSM(fp)\n", "\n", "# By default pyrosm reads all elements having \"amenity\", \"shop\" or \"tourism\" tag\n", "# Here, let's read only \"amenity\" and \"shop\" by applying a custom filter that\n", "# overrides the default filtering mechanism\n", "custom_filter = {'amenity': True, \"shop\": True}\n", "pois = osm.get_pois(custom_filter=custom_filter)\n", "\n", "# Gather info about POI type (combines the tag info from \"amenity\" and \"shop\")\n", "pois[\"poi_type\"] = pois[\"amenity\"]\n", "pois[\"poi_type\"] = pois[\"poi_type\"].fillna(pois[\"shop\"])\n", "\n", "# Plot\n", "ax = pois.plot(column='poi_type', markersize=3, figsize=(12,12), legend=True, legend_kwds=dict(loc='upper left', ncol=5, bbox_to_anchor=(1, 1)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read landuse" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Read landuse\n", "# ============\n", "from pyrosm import OSM\n", "from pyrosm import get_data\n", "fp = get_data(\"test_pbf\")\n", "# Initialize the OSM parser object\n", "osm = OSM(fp)\n", "landuse = osm.get_landuse()\n", "landuse.plot(column='landuse', legend=True, figsize=(10,6))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read natural" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Read natural\n", "# ============\n", "from pyrosm import OSM\n", "from pyrosm import get_data\n", "fp = get_data(\"helsinki_pbf\")\n", "# Initialize the OSM parser object\n", "osm = OSM(fp)\n", "natural = osm.get_natural()\n", "natural.plot(column='natural', legend=True, figsize=(10,6))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read boundaries\n", "\n", "`Pyrosm` supports reading boundaries such as administrative borders from PBF using `get_boundaries()` -function. \n", "By default, the function reads all `\"administrative\"` borders from the PBF. You can adjust the type of boundary that is parsed from PBF by modifying `boundary_type` -parameter. You can also search boundaries for specific name using `name` parameter:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from pyrosm import OSM\n", "from pyrosm import get_data\n", "fp = get_data(\"helsinki_region_pbf\")\n", "osm = OSM(fp)\n", "\n", "# Read all boundaries using the default settings\n", "boundaries = osm.get_boundaries()\n", "boundaries.plot(facecolor=\"none\", edgecolor=\"blue\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following shows how to search a specific boundary using the `name` -parameter. " ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Note: the following uses the same osm instance initialized above\n", "selected_boundary = osm.get_boundaries(name=\"Punavuori\")\n", "selected_boundary.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The name search functionality supports partial text search, meaning that e.g. a query `\"vuori\"` would return all elements where the work `\"vuori\"` is included in the name tag (such as \"Punavuori\"):" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Use a partial name \"vuori\" to look for data\n", "selected_boundary = osm.get_boundaries(name=\"vuori\")\n", "selected_boundary.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see there were multiple boundaries in the data that included the word `\"vuori\"` in their name:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['Punavuori', 'Munkkivuori', 'Roihuvuori', 'Mustavuori',\n", " 'Vilhonvuori'], dtype=object)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check all records that have the word \"vuori\" in their name\n", "selected_boundary['name'].unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is also possible to search different kind of boundaries from the PBF.\n", "\n", "Supported boundary types are:\n", "\n", " - `\"administrative` (default)\n", " - `\"national_park\"`\n", " - `\"political\"`\n", " - `\"postal_code\"`\n", " - `\"protected_area\"`\n", " - `\"aboriginal_lands\"`\n", " - `\"maritime\"`\n", " - `\"lot\"`\n", " - `\"parcel\"`\n", " - `\"tract\"`\n", " - `\"marker\"`\n", " - `\"all\"`\n", " \n", "Let's read all `\"protected_area\"` boundaries from the PBF:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Note: the following uses the same osm instance initialized above \n", "protected_areas = osm.get_boundaries(boundary_type=\"protected_area\")\n", "protected_areas.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Read OSM data with custom filter\n", "\n", "Pyrosm also allows making custom queries. For example, to parse all transit related OSM elements you can use following approach \n", "and create a custom filter combining multiple criteria:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from pyrosm import OSM\n", "from pyrosm import get_data\n", "fp = get_data(\"helsinki_pbf\")\n", "\n", "# Initialize the OSM parser object with test data from Helsinki\n", "osm = OSM(fp)\n", "\n", "# Test reading all transit related data (bus, trains, trams, metro etc.)\n", "# Exclude nodes (not keeping stops, etc.)\n", "routes = [\"bus\", \"ferry\", \"railway\", \"subway\", \"train\", \"tram\", \"trolleybus\"]\n", "rails = [\"tramway\", \"light_rail\", \"rail\", \"subway\", \"tram\"]\n", "bus = ['yes']\n", "transit = osm.get_data_by_custom_criteria(custom_filter={\n", " 'route': routes,\n", " 'railway': rails,\n", " 'bus': bus,\n", " 'public_transport': True},\n", " # Keep data matching the criteria above\n", " filter_type=\"keep\",\n", " # Do not keep nodes (point data) \n", " keep_nodes=False, \n", " keep_ways=True, \n", " keep_relations=True)\n", "transit.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Further information on how to make customized queries is available in [Parsing OSM data with custom queries](custom_filter.ipynb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Filtering data based on bounding box\n", "\n", "Quite often one might be needing to extract only a subset of the whole OSM PBF file covering e.g. a specific region. `Pyrosm` provides an easy way to filter even larger PBF files using a bounding box (rectangular shape) or a more complex geometric feature (e.g. a Polygon). In the following, we will go through the process of extracting a small sample from the whole PBF dataset for specific area of interest. We will use a data dump from Greater London region and extract data covering the Borough of Camden." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Downloaded Protobuf data 'greater-london-latest.osm.pbf' (55.49 MB) to:\n", "'C:\\Users\\hentenka\\AppData\\Local\\Temp\\pyrosm\\greater-london-latest.osm.pbf'\n" ] } ], "source": [ "from pyrosm import OSM, get_data\n", "\n", "# Download a dataset for Greater London (update if exists in the temp already)\n", "fp = get_data(\"Greater London\", update=True)\n", "osm = OSM(fp)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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addr:cityaddr:countryaddr:fulladdr:housenumberaddr:housenameaddr:postcodeaddr:placeaddr:streetemailname...sourcestart_datewikipediaidtimestampversiontagsgeometryosm_typechangeset
0NoneNoneNoneNoneNoneNoneNoneNoneNoneLaurence House...NoneNoneNone295618614696577652NonePOLYGON ((-0.02162 51.44472, -0.02033 51.44469...wayNaN
1NoneNoneNoneNoneTown HallSE6 4RUNoneCatford BroadwayNoneLewisham Town Hall...NoneNoneNone295618715042823805NonePOLYGON ((-0.02110 51.44523, -0.02132 51.44508...wayNaN
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2 rows × 41 columns

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" ], "text/plain": [ " addr:city addr:country addr:full addr:housenumber addr:housename \\\n", "0 None None None None None \n", "1 None None None None Town Hall \n", "\n", " addr:postcode addr:place addr:street email name ... \\\n", "0 None None None None Laurence House ... \n", "1 SE6 4RU None Catford Broadway None Lewisham Town Hall ... \n", "\n", " source start_date wikipedia id timestamp version tags \\\n", "0 None None None 2956186 1469657765 2 None \n", "1 None None None 2956187 1504282380 5 None \n", "\n", " geometry osm_type changeset \n", "0 POLYGON ((-0.02162 51.44472, -0.02033 51.44469... way NaN \n", "1 POLYGON ((-0.02110 51.44523, -0.02132 51.44508... way NaN \n", "\n", "[2 rows x 41 columns]" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Read buildings (takes ~30 seconds)\n", "buildings = osm.get_buildings()\n", "buildings.head(2)" ] }, { "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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the buildings (will take awhile to plot)\n", "buildings.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now have parsed quite a few buildings from the Greater London area (~488,000). \n", "\n", "Let's filter the data spatially and include only buildings from the Borough of Camden. There are a couple of ways how you can pass the bounding box information to the Pyrosm:\n", "\n", " 1. You can specify the bounding box by **a list of x- and y-coordinates** (in decimal degrees) of the lower left corner and upper right corner of the geographical area (rectangular) that you want to keep as a result: **[minx, miny, maxx, maxy]** \n", " 2. You can also specify the bounding by passing a **Shapely Polygon, MultiPolygon or LinearRing** (all closed geometries supported) that can be used to filter the data with a more complex geographical features.\n", " \n", "We will now use the boundary of the Camden Borough as our spatial filter. For finding the boundaries of Camden Borough is easy by utilizing the `get_boundaries()` -function and using the `name` parameter:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Get the borough of Camden as our bounding box\n", "bounding_box = osm.get_boundaries(name=\"London Borough of Camden\")\n", "bounding_box.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can initialize the `OSM` reader with the given bounding box that will then keep the data only from the areas that are **within** the given bounding box:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "# Get the shapely geometry from GeoDataFrame\n", "bbox_geom = bounding_box['geometry'].values[0]\n", "\n", "# Initiliaze with bounding box\n", "osm = OSM(fp, bounding_box=bbox_geom)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now the bounding box information is stored in the attribute `bounding_box` that will be applied **every time** when an extract of the PBF (e.g. buildings, roads, etc.) is parsed:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/svg+xml": [ "" ], "text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Bounding box is now stored as an attribute \n", "osm.bounding_box" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Finally**, let's read the buildings now from the Camden Borough using our bounding box filter. Notice, that you do not need to make any changes to the actual `get_buildings()` call, as the bounding box information is read automatically from the osm instance (`osm.bounding_box`)." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "# Retrieve buildings for Camden\n", "camden = osm.get_buildings()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okay, now we have data for the Camden area! Let's take a look what it looks like on a map. \n", "Here, we will color the building based on how it has been tagged in the OSM:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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O7+5JcFlCoUOxYEHNtSzfrNPp2DKZzKHX69lJSUlh77777sXecvEMhs1mg8ViYYnFYiY/P18wffp0VWlpaV7n1A8yfFoOXfBqO1Xt3T0JLovHdjgl+dQMdfnmoqIi/uzZs0NLSkryh6+mZKCys7PdYmJiAnr7jHKyEELIEMTLnLr+O6eyBRabAw4GcDAM4vwU4HN7D77YGQYNFhu8BDzUmq3gs1lw4dFPMSGEjDZ/nRVR+/SU4Po9Z6oU9a3tPA9noTU1TqkdyggWMnJ4rni+1u3JJ+p1+/YprPUNPJ6Hu1U2d652KCNYulu4cKF/SUmJyGw2s+bPn990rQEWoGMa0OTJk8OsViuLYRj861//ukgBlutDPiuw1nmKb33bmXqFvdXC4zjzrU5xHtqhjmAhNzcayUIIIdfo/jd/xLqUaLDZwFvfl2LNrAh4yXofVdtms2P9hRq8HOqLz2qa4Mbj4m43WY997AyDEmM7wp1Ev0X1CSGE9OJaR7IQQggZvWgkCyGEXEdr50RC7eMMAHh+ugpycf+r8M3z6pg6P04qBo99ZcZ2NoC0xlYKshBCCCGEEDLCUJCFEEIGoN3u6DP/Srz/r0nb/V2det2nkxOXg2ipGAAQLuk9iMJisfBnf88h1nTwLO02XMhqQHubDaFTlPiuqRWeAh4myPq/FkIIIYQQQkhPFGQhhJB+NFtt2FHVhN21zTg6IQwXTWZwWCyonEZHkv2H3j0FAGhqM+Nvs9XQWm0IlwjRYLFBa7VBMcB8MVazHeUFTXB2E8F9zIATzxNCCCGEEDKqUJCFEEL6cM7YjsV5Zai3WJEkl+C8sR0hYmGvU3xuJoVtJjxfWIGFPq6Y7+3a47OsihaMUYjgKhGAYRi8NDcSDXoznIU8hHtLIeByAAAh4sGdk81hwdlVCGOrpcf2otO1YHNY8I9yBV/Y808OwzBorm6Dq1JyxfbydgtqzVYoeBx48nmQUXJgQsgIpDVaOHszKxV1ejPPUyqwpsT7ahVift9rIJNRwd7SwmnZ96XC1lDP47p7WOVz79dy5HJq91uc0WjkZGdnK/R6PU8qlVpjYmK0YrGY7otRiJ5aCSEEHasCnW01IlIiwteNOjxbWA6Tg8GTvu74R4gPWKybO7DS3Y6qJmS2GhHqJOwRZLHYHHhpfz7sDgYWO4OVM8Jw9qIW+7KqYbE5sHFeNCaHul/1+FazHTwBp8c2DpcNdz/nHtsYhoFXkDNMemuvx7HbHGipM8JVKcHxkga8f6QEf3R1hVguwI9juNjXpodSyAeHxYI7n4vN4X5D+DYIIeTG6G0J543fFI2hJZxHt96WcG54440x17qEMxnZ0tLSvE6fPu1ts9m67otvv/12TGJiYs3dd999Q+6Lhx9+2H/lypV18fHx7d23b9myxTUjI8Np+/bt5YM9ZmNjI+f99993Wb16dQMAlJWV8Z566qkxhw8fPt9XmdG4FDUFWQghBAADYEVRBRqtNnjweVikdMNEuQS3ySUjKsACAC+GKPF7pSsknJ6BED6Xjb1LbwcAnKvXQ8Dl4M4wDzw7PQyZF5vhq7j68BWHg8HBt7LhqpRg0kOhfX43ted1qCrWImKiDyRyISqLtXCS8eGq/PX7LD3TAC6/o47RvnIsTA5ErI8cJT/X4Y4qO6bypbBqbWix2qGc4g6z3QEWC+Cze8+NQwghN4t1hzReW9PPKy/f3m51sDu3D2egJTk5OWTPnj0X3NzchvxWPCEhIWzTpk0Vd9xxx4CXBl6yZInvt99+K7vrrrt0kZGRpvvuu681ICCg98j6LaBu4yav5g8+uKLdmfZ2duf23zrQYrVaweP1n5CfXF9paWleJ06cuOK+sNls7M7twxFocTgcYBgGnMue//qye/fui9d6zss1NTVxPvjgA4/OIEtAQIC1vwDLaEVPqoQQAsBgs+P5QC8cTwjH0QlheDFEieluMjhzB/aH6mbCY7MQ7iSCr5Df5z4hHlKMcfk1qBLv7wJP56vnmWGzWZi1NBpNVQZ8+7EGDruj1/1k7h25WXT1RlgtdlSXtKAko75HUMbYaoHF1PEsHvOPb3D3WG9oTtYgON4Dcff4I/pOX8TPCMBdc4JhBYNHckqxq6YJh+q1yG5tg4NhBvqVEELIb0ZrtHA+OVXm3d8+n5wq824xWobtOfzYsWPnLg+wOBwO2O3XdybCzp073XNzcwu2bt1a+emnn7qVl5ffsr15e0sLR7tzZ7/trt2509uu0w2p3VesWOEdGBgYOXHixNA5c+YErl271nPz5s1uUVFREWFhYep77rknWK/XswEgNTU1YPHixb6JiYmqpUuX+n7//fficePGhUdERKjHjRsXnp2dLQAAvV7PnjVrVpBKpVLfe++9QdHR0eHp6eliANi7d69zbGxsuFqtjpg5c2aQ7lK9ly5dqgwODo5UqVTqJ5980nco13IrMRqNnNOnT/d7X5w+fdrbZDIN6b4oKiriBwUFRS5cuNAvMjJSvXLlSu+oqKgIlUqlXr58uQ8AtLa2sqdMmRISFhamDg0Njdy2bZsC6Aisdrb3v//9b9eAgICoCRMmhJ08ebJrHnd1dTX3nnvuCY6KioqIioqK+Oabb5wA4Nlnn/WZN29eQEJCQpivr+/YV155xQMAnnvuOd+KigpBeHi4esmSJb5FRUX80NDQyM66xsfHh6nV6gi1Wh2RlpY2aldYoCALIYQAkPG4mOUup9wfA8AXcjH7zzHQNZhQfU6HbL0R687XwGF3IC+9CtXnWiCS8uEX6QrvEDksJhv81C5Imhvc4zjOMS5gqTqmGJWtvxcAkDgnCHKPniNqyk0WHG3U4dOxQXjQyxUz3OXQ2RzYWdWA7VWNyNW3weaggAsh5OawN7NS0X2KUG/arQ72njNViv726cu0adOCIyMjI0JCQiI3bdrkBgBKpXJsTU0N9/IOV2lp6RXRdpvNhtTU1IDQ0NBIlUql/sc//uHR+dlnn32mGDt2bERAQEDU4cOHJUDfHaOpU6eGmEwm9rhx4yK2bdumyMvLEz/66KNB4eHhaoPBMLKGgA6Dln1fKrpPEeoN097O1u3bN+h2T09PF+/fv1+Rm5tbcPDgwdKcnBwnAFiwYIE2Ly9PU1RUVBAWFmbasmWLW2eZ0tJS4YkTJ4q3bdtWGRMT0/7zzz8XajSaghdeeKFq5cqVvgCwceNGd7lcbi8uLi548cUXqwsKCpwAoKamhvvaa695p6enFxcUFGji4uKML7/8smddXR3n0KFDipKSkvzi4uKC1157rWaw13Kryc7OVnSfItQbm83GzsrKGtLvAQCUlZUJ//CHPzS9+uqrldXV1fycnByNRqMpyMrKEn/99deSvXv3Ont5eVmLiooKSkpK8lNSUlq7l7948SJv/fr1PidPniw8fvx4cXFxcdfyl0uWLBnz7LPP1uXl5Wm++OKL0qeeeiqg87Nz584Jjx07VvzLL79oNm3a5GM2m1mbN2+uHDNmjLmwsLBg69atld3P4+PjYzt+/HhxQUGBZvfu3eeXL18+aueBU2+CEDIifN/Uip91bXg+0AucETZ9ZzTi8jhIXRnfkTy34CISLi337OwmhKtPzxcTQgkPZ9PKIXTi4UJ2A6KSfSF04iG9rhVJrpLeDt+DlXFgvrcrRN1GFd3hIgVcpGi12vCj1oAT2nr4iwSY6S4f3gslhJBBqtObBzSao761fUijPnbu3Fnm6elpNxgMrHHjxqkXLlyo7f55WVmZcNu2bWWffvppr/kUTp06Ja6pqeF15j9obGzs+nG12Wys3Nxcze7du2UvvfSSz4wZM4o7O0ZisZjJzc0V/O53vwvKy8vTfPfdd+fEYvG4wsLCAgDYtm2bx2CnG40mtob6AbWntb5h0O3+ww8/SGbOnNkikUgYAMzdd9/dAgCZmZmitWvXKvV6PaetrY2TnJys6yyTkpKi5XI7unrNzc2chx9+OLCsrEzIYrEYq9XKAoCTJ09K/vKXv9QDwIQJE9pVKpXx0vmcSktLhQkJCeEAYLVaWfHx8QYXFxe7QCBwzJ8/3//ee+/VPfzwwzqQfun1+gG1t8FgGPIoMG9vb8tdd93V9uSTT/qmp6c7q9VqNQAYjUZ2YWGh8K677tKvWbNmzNNPP628//77dTNmzDB0L5+enu5022236X18fGwAkJKS0lxcXCwEgBMnTjiXlJR0BV0MBgNHq9WyAWD69OktIpGIEYlENhcXF2tlZWW/sQWLxcL64x//6F9QUCBis9m4ePGiYKjXfLMbUJCFxWKVAdADsAOwMQwznsVizQPwIoAIAAkMw2QMtOyl7bsBhF3aTQ6ghWGY2CFfCSFkVKsxW+Ej5FGA5QYzGSzIO1YFdz8pAsa6od1gxfxiK5Lvc0V9uR5HtuVj8kOhCE/6dWQsX8hF8u/CYLc5MH5WYNf20KI2iNUCwKf/cyp4XBxu0OERH9crPqu12DDJRQpnbv/BFYulY9UjPr/vKVSEEDIcPKWCAeUk8XAWDil3yYYNGzwPHjwoB4Da2lpefn5+j7menR2uvsqHh4ebKyoqBIsWLRozZ84c3QMPPND1VnvevHlaAJg4cWLbihUr+MCt1TG6Flx3jwG1J8/DfdDtzvQxPfbJJ58M/N///ncuKSnJtGXLFtdjx45JOz+TSCRd83lXrVqlTE5O1qelpZUWFRXxp06dGtbfcRmGwaRJk1r3799/4fLPsrKyNF999ZXzrl27FO+8847HTz/9VDzY67mVSKXSAbW3RCIZci4jsVjsADrabdmyZTUrVqxovHyfM2fOFOzZs0e2Zs0a5dGjR1s3bdrUYxRSXzn2GIZBRkaG5lKArweBQNC1jcPhwGaz9fuQ/uqrr3p6eHhY9+zZc8HhcEAkEsUP8BJHnMFMF7qTYZjYziAJgDwAKQDSh1AWDMM8fGlbLIA9APYOoi6EkFvMIz6u+L2P29V3JNdV3YVW/Lz/AvRNHYnoRVI+pj4QCg6HDa9AGRa/PrlHgKU7DrfnnxxDczucXa7+rL6togGa8hZ8k39lTjiVkxDOXA5MdgfO6trwWmkVzrW1X7Ffe3s78vLy8MG5CmyvaoTOahvI5RJCyKClxPtqhTx27wmrLhHy2I7UOKW2v316c+DAAemxY8ekGRkZhUVFRQURERGmy3M5dHa4+uLu7m7Py8sruPPOO/Vvv/22x/z58wO66iUUMgDA5XJht9tZwK8dI41GU5Cbm1tgtVop3UAv5HPv17KEwn6/e5ZQ6JDNnTvodp8yZYrhyJEjMqPRyNLpdOyjR4/KgY6RCn5+flaz2czatWuXS1/lW1tbOb6+vhYA2Lp1a9fD1MSJEw27du1SAEBmZqawc5rIlClT2jIyMiR5eXlduVtycnIEOp2OfWlUjO7dd9+t0Gg0V8+Yf4uLiYnRcrncfu8LLpfriI2NHfR9cbmZM2e27tixw60zf86FCxd4VVVV3LKyMp5UKnUsXbq0edmyZXVZWVk92u2OO+5o++mnn6S1tbUcs9nM+uKLL7qmLk2aNKl1w4YNXVMKT548KUI/ZDKZva2trdffCJ1Ox/H29rZyOBy8/fbbrtc7Z9SNNOTpQgzDaIC+o14Dxeo4wEMApl7TgQgh5AayOBywOBhIRmCi3MFwHyPFvUuj4e7f8bLMbnOAxWaBze74WzDQvwkWU0eQQyzvP9ludbsFKwO98HJ+AY7VGDEtwrPrXACQ9UMFjio5aIED3ze14l11AEKcrjyms7Mz4uLiEIeO5botDgafVTdBZ7XhD2PcIWCzYb/0Ro9GSxFCroVCzLcvSgqo6W11oU6LkgJq5GJ+vx2v3rS0tHBkMpldKpU6zp49K8zOzh504siamhquQCBwPPbYYy0qlcr8+OOPB/a3v06n4/j6+lo4HA7efPPNPjtGEonErtPpRvcfwX5w5HK7YsGCmt5WF+qkWLCghiOTDbrdk5OTjTNmzNCp1epIpVJpjo6ObpPJZPbVq1dXJyQkRCiVSktERITRYDD0+v2vWrWqdvHixYFbtmzxmjx5ctfIpRUrVjQ89NBDASqVSh0VFWUMCwszKRQKu4+Pj23r1q1l8+fPD7JYLCwAeOGFF6pkMplj9uzZIWazmQUAr7zySsVgr+VWIxuhOXsAACAASURBVBaL7YmJiTW9rS7UKTExsUYkEg36vrhcSkpKa35+vnDChAnhl87t2Llz54XCwkLBX//6V182mw0ul8u8/fbbPVYV8vf3t65atar6tttui3B3d7dGR0cbO4Os7733XsXixYv9VCqV2m63sxITE/UTJ07sc2lnLy8ve3x8vCE0NDRy6tSpumeffba+87Nly5bVp6amBu/bt08xadIk/XBc882K1dcwsR47sVgXAGjRscrpVoZh3uv22Q8Anu9nulCfZS99fgeA17uPcunL+PHjmYyMXk9DCCHkBijLbURzdRvi7vEfVLn2NisOvp2DOf9fDPji3uP9Nlsbdp37Hk2CGCz28YaYz4GVYXCktBHRZjb+K7ZiCkeI8ywb7Bxgprsc7vyhL2yxvaoRwWIBBGw2ftG14XFfNwhouWhCblksFivz8ufT7OzsspiYmCuG4vdm3SGN1yenyry7J8EV8tiORUkBNUNdvtlkMrHuueeekNraWl5wcHB7U1MTb+3atdVLliwJyMjI0LS2trJnz54d2plvpTenTp0S/fGPfwxwOBwsAHjppZcqH3roodbuSzjX1NRwx48fH1FVVZWbm5srSE1NDRaJRI5JkybpP/roIw+j0XgWAMRi8bjO//7444/lL774oq9QKHT0Nb3gVlC3cZOXdudO7+5JcFlCoUOxYEHNtSzfrNPp2DKZzKHX69lJSUlh77777sVJkyZdU/4bm80Gi8XCEovFTH5+vmD69Omq0tLSvM4RTWT4pKWleZ0+fdq7exJcLpfrSExMrBmO5ZvJby87O9stJiYmoLfPBhpk8WEYpprFYnkASAPwZ4Zh0i999gP6D7L0WfbS5+8AOMcwzOY+yj8J4EkA8PPzi794cdiX8yaE3CCtNjv+c7EOE2ROCBELESSmad43I5vVDi7v15djZpMVud9X9sivMhTf7dDgtvuDIHbuvd212p/AYvNgqA1Eu9EKDpsNh4PB95Va3H6nH0x2BzRt7VC2MZDr7Rg7zuOaRqE0WWzQtJlwqEEHtUSEhb3kgCGE3DquNcgCAC1GC3vPmSpFfWs7z8NZaE2NU2qHMoKFjCx2nY6t27dPYa1v4PE83K2yuXO1QxnB0t2cOXMCS0pKRGazmTV//vymdevWXXPHXKvVsidPnhxmtVpZDMPglVdeqXzooYdar16SDIXJZGJnZWUpDAYDTyKRWGNjY7WjeTTHaHfNQZYeBVisFwEYGIbZdOnfP6CfIMtVynIBVAGIZximsr+yAI1kIWS0sbTbUHqmARETe8/hQW4cY6sFjZV6sDlsiKQ8uPp0rAKkazAifVcJbk8NhovP1VcG6s/+/2QhfmYAfEL6Tlprtznw05elaDfYoAyTwSfUBXarHVXFLYi6o2PkrcPuQG25Hk2uXERJxfhZ14ZE+bXVjRBChiPIQgghZHTqL8hy1ZwsLBbLCQCbYRj9pf+eDuClgZx4AGWnASgcSICFEDL68IVcCrDchBiGwekvS6HwcULsXX49PpO5izH7T9GDzsfFMAwc6JnvhM1loU1n7nV/s9GKY58Vw0nGx+0PhsLSbsPPX12Aq1IKsZQPu82B5po2OLs70NDwDXTtGeBU2tEe+Az4LAXa7HY4ca6cmt7eZoVAxAWLPTx5V6wOBrxhOhYhhAy36OjocIvF0mPe4/bt2y8kJCSYblSdCCFktBtI4ltPAF9ceqDmAvgvwzCHWSzWAwD+A8AdwEEWi5XFMMw9LBbLB8D7DMPM6qtst2PPB/DZ8F0OIWSkKcmog3ewDBJF/wlQyW+HxWJhysLwPgMpQ0l4vjDnAgJEfLyq8u3a5uzlhDbOlccytlpw4n8lCIp1R3CcO4COgNykh0LhsDtQc04HD38pas61QOomg0DghbCwF8Fmd0w7EthNvQZYAEDoNPScLd3pbXa8VFqN41o99seFXlMuGEIIuV5ycnIKb3QdCCHkVjPo6UI3Ek0XIoSQkcVssiHraDla3fmYNMEHIs6vL1RbrDb8q6wO/wjtmPbDOBgUnKhGwFg3OMl7z9NSeqYebDYLbn5SSF1uXGDOzjDYV6fFFBdnuPKHvFAfIeQmRtOFCCGE9OWapgsRQsj1YrM7wGGz0GK0QuHEv9HVIeiY1pP7QxWC49zhJPs10FH0Uw3kXk7wDHAe1PFsFjsuZDWgqaoN7gYHYqf9Ov1IyGbj/wV3TBfTtlmw46eL8LCzEcxlg2EYrCyuhI+Ahz/5eXZNyRGq5TDa7ZD2skzzb4nDYiHVy+WG1oEQQsjNyd7SwmnZ96XC1lDP47p7WOVz79dy5PLe174mtwyj0cjJzs5W6PV6nlQqtcbExGjFYjHdF6MQjWQhhPzmKpqN+NNnZ1FY04qxShlix8jx11kR4FBui2Fn0JrhsDvg7CYa0L4/HziPmKljABZwMbcJEbd7QyThw6A1w0nOH9JUIZvFjiPv50Mo4SH5dypweRxYzXa0tZhRrmlCm9aMiGQlxM4C7P6lHAazHU9PCcb++hYsLywHh8XCRpUv0rUGSLlsPO7rjjFCCsoRQq6v4RjJojVaOHszKxV1ejPPUyqwpsT7ahViPnWqRrHrtYQzGdluxiWcX3rpJY/ly5c3SqXSG7bC0c1Qh6HqbyQLu7eNhJCRRWe14UB9M0ZC0NSkt+Dc4XKsnxOJ9alj4eksxN9mqynAcp38tK8UpWcb+t3HbLTixJ5zOJdZh8kPhcJVKYGrjwRyLzHqLrSi5Jc6SBSCIQVYNAYTWDw27l0ajbsejQAAXMipx/efFsJudyB6yhgkPRACuYsIfC4bv08KwPgABV78Kh/T5FJsjfTHFBcpTuvaMM5ZhJluMmS3GtFuH1gfxWa1o6FcP+h6E0LItVp3SOOVtO7b6JcPavzfSz/v8/JBjX/Sum+j1x3SeN3oul3uwIED0rS0NKfRcp4bpW7jJq/mDz5Qdg+wAADT3s5u/uADZd3GTUNq+6KiIn5oaGjkQPd/9tlnfdauXesJAKmpqQEfffSRYrDnPHz4sCQkJCQyPDxcbTAYhv0hLTk5OaSxsfGKBGrd6z5apKWleZ04cULZPcACADabjX3ixAllWlrasPwmOBwO2Af4fAQAW7du9TQYDMMSD7BarUMqN5x1uJmMugsi5FbT0PANas6/BAGLhRMNetRc0AHoCLyUG81w3GSBF5GUj4AoN7gybMyNVeKtBXE3ukqjWlSyEvrm9n73EYh5iJk6BrHT/MAT/DqL1FelgElvhcJbPOjzGlstyDiRjZrqJjS2dJy/qaYNmYcv4mJuMxJmB3YtCw0ApWfrsf8/2WAYBhMCXHBvtDc+/ekiYqRO+KfKF6+qfNFmd+CJ/DI8oynHe5UDe5HM5XFQltcIXb1x0NcwGHVmK/5zsRYZurbreh5CyMiw7pDGa2v6eWW71dHjWbvd6mBvTT+vvJkCLVarFd999530+PHjkqvvfW1+q/PcCPaWFo52585+l0zU7tzpbdfpRkT/a/v27S5//vOfawsLCwskEkm/D5M2m23Qxz927Ng5Nze3UT+qy2g0ck6fPt3vfXH69Glvk8k0pPuiqKiIHxQUFLlw4UK/yMhI9cqVK72joqIiVCqVevny5T4A0Nrayp4yZUpIWFiYOjQ0NHLbtm2KV155xaO+vp6XnJysSkxMVAHAggUL/KKioiJCQkIiO8sCgFKpHFtTU8MFgPT0dHFCQkIY0BEQ+93vfud/++23h6akpAQWFRXx4+Pjw9RqdYRarY7oDKgeOHBAmpCQEDZjxoygwMDAyPvuuy/Q4XCgtzqMFiPif3JCyJW02tM4m/UYDIZihIasxmQXGS7arKgpb4WuwQij2Ybqcy3YXdt8o6t6hcBoN3j4Ow9pZAQZHM9AZ3j4SXA+u//RLBLFlYlm+aKOJbbdfKVgGAZlOY0waPsP2HSymu0ICQlBgFEAga3j7YaxxQyvIBmSHwmD3LNn4KaxwgCT3oLz5Tp8/ksFDufVoqrFhLrGNsh4HYGfe9xk+E+EH/4d4Qd/IR/vVzSgor33JaC7i5ykhFMv1zdctlc14tXz1aiz2GB1/DratdQ4sO+KEDK6aI0WzienyvrtVH1yqsy7xWgZ0nP4tGnTgiMjIyNCQkIiN23a5AYAYrF43BNPPOGrVqsjkpKSVNXV1VwA2Lx5s1tUVFREWFiY+p577gnW6/VsoGN0w+LFi30TExNVs2fPDt6+fbv7u+++6xkeHq4+fPiwJDU1NWDBggV+iYmJKl9f37EHDx6UzJs3LyAoKCgyNTU1oLMue/fudY6NjQ1Xq9URM2fODNJdCiAolcqxy5cv91Gr1REqlUp99uxZYVFREf/y83z44YeK0NDQyLCwMPX48ePDhvJ93Cxa9n2puHwEy+WY9na2bt++QY8qAQC73Y758+f7h4SERN5+++2hBoOB1Vf7DsaXX34pjYiIUKtUKvW8efMCTCYT6/XXX3c7ePCgyz//+U+f++67L7C3cgcOHJAmJiaq5syZExgWFhZps9mwZMkS384O/saNG90A4OLFi7zx48eHhYeHq0NDQyMPHz4sAXp23FetWuUVEBAQNXHiRFVJSUnXH+z8/HzB5MmTQyMjIyPi4+PDzp49KwQ67t/HHntszLhx48J9fX3Hdh+p87e//c1TpVKpw8LC1EuXLlX2d5zfQnZ2tuLyESyXs9ls7KysrCHdFwBQVlYm/MMf/tD06quvVlZXV/NzcnI0Go2mICsrS/z1119L9u7d6+zl5WUtKioqKCkpyU9JSWn929/+Vu/h4WE9duxY8enTp4sB4PXXX6/Ky8vTFBYW5p84cUJ6+vTpq841z8nJER85cuTc/v37L/j4+NiOHz9eXFBQoNm9e/f55cuXdyXi02g0orfeeqvi3Llz+eXl5YK0tDRJb3UYLSjIQsgIknlRi4pmIyyWJmi1pxAeugksw3yw2SLU5DVhrpMEccljwOVz4CzgwcvPGb/zdr3R1e6BYRis+1qDH0tocYbr6U8FF7GtogEsFgvKMBfUXWjFLwcvDGlKmc3a8aKJL+bCpB/YcFCZuwgC52bI/UpQp/0Xamr2wMVPC/9I116Da4n3BeHB1eMR7C/H2YoW/OnOELx4XyQifWRd+/iLBLjDxRlzPOS431OBP/i6wVdw9dwsYmc+uLzel3QeDo8q3bAlwh+vhPoiSSHt2h4spmXJCbkV7c2sVFw+guVy7VYHe8+ZqiF1qnbu3FmWn5+vycrKKti6datnbW0tx2QysePi4owFBQWa22+/Xb969WofAFiwYIE2Ly9PU1RUVBAWFmbasmWLW+dxSktLhSdOnCg+cuRI6aOPPtrw1FNP1RUWFhbMmDHDAAA6nY576tSp4vXr11c8/PDDoStWrKgrKSnJLywsFJ08eVJUU1PDfe2117zT09OLCwoKNHFxccaXX365a5qHm5ubraCgQPP44483rF+/3jMsLMxy+XnWr1/v/c033xQXFRUVHD58+NxQvo+bha2hnjeQ/az1DQPa73Ll5eXCZ555pv7cuXP5MpnMvn37dkV/7TsQRqORtWTJksDdu3eXFhcXF9hsNmzcuNH92WefbZw2bVrLK6+8UvnVV19d6Kt8Tk6O08aNG6tKS0vz33jjDTeZTGbPy8vTZGdnaz755BP3wsJC/ocffuhy11136QoLCws0Gk1+YmJij6Glx48fF3/xxRcuubm5BQcOHDiXnZ3dNZ1s8eLF/m+//XZ5fn6+ZuPGjZVPP/10V6e9rq6Ol5GRUfjll1+WvPDCC0oA+Pzzz50PHjyoyMzMLCwqKip44YUXaq92nOtNr9cPqL0NBsOQ7gsA8Pb2ttx1111thw8fdk5PT3dWq9XqyMhIdWlpqbCwsFAYFxdnOn78uPPTTz+tPHz4sMTV1bXXEUSffPKJy6VRKOqSkhJhdnb2VR9kZsyY0dI50slisbAeeeSRgEsBu+DS0tKu8mPHjm0LDg62cjgcREZGGktLS0d1cj1aXYiQEUQm4mJfVhXO1Ruw8cFnwOey4bA3oKHCAKvFjuO7i3HH/DCY22xorTGA8ZOgvrwVxhYLzqaVIzzJGxET+325dt3pzTbs/qUC09U3zUjpUaWhXI/vdmiwOFmJWLU7AEDqIsTYZCUuZDeCYZhBjyD68fMSOOwMEh4OwUe1zXjaIQG3Ww4dg7YdWd9WYPzMAAideDAYilDfcAQ11f8HqTQSzrJxYMDA4TDjYvk2+I35I1isK/sf7EvHXJcydkD14gzDSCibg+lxLYQQcq3q9OYBdZbqW9uH1KnasGGD58GDB+UAUFtby8vPzxey2WwsXry4GQAef/zxppSUlBAAyMzMFK1du1ap1+s5bW1tnOTkZF3ncVJSUrRcbt9dgXvvvbeFzWYjLi7O6Orqak1ISDABgEqlMpWWlgouXrzILy0tFSYkJIQDgNVqZcXHxxs6yz/yyCNaAEhISDB+9dVXvQaUxo8fb1iwYEFAamqqdsGCBdqhfB83C667x4DeQvA83IeUvEKpVJonTpxoAoBx48YZy8rKBP2170BkZ2cLfX19zdHR0WYAeOyxx5reeustDwD1AykfHR3dFh4ebgGAo0ePOhcWFoo721qv13MKCgqEt912W9uSJUsCrFYr+8EHH9R2XkOn77//XjJr1qyWzsSn06dPbwEAnU7HPnv2rGTevHnBnftaLJauP9j33XdfC4fDQXx8fHtTUxMPANLS0pwXLlzYlUTV09PTfrXjXG9SqXRA7S2RSIaW1ASAWCx2AB0vMpctW1azYsWKK95knjlzpmDPnj2yNWvWKI8ePdq6adOmmu6fFxYW8t98803PzMxMjbu7uz01NTWg/dLILA6HwzgujdS9fFqTk5NT1xDeV1991dPDw8O6Z8+eCw6HAyKRKL7zM4FA0PWWj8PhwGazjeqHLxrJQsgIwjjx8OTkINwtd0ZLbUfuh6BYd7C9RAgd74l7FkehvUGLmoxz4HHYCBQL0FihB5vPQuijocgNEtzQHC1Giw3/SiuGiMdBoNuozXt3Q7n7STF2ii/EAg4YB4P841UwtpqhrTMi91glynKauva1mGw49E4Oqkta+j1m4n1B8I1QQAA2HlO64fLYBovFgramrWu71aqFxCkMt99+HNHR7yLAfwl8vB+EVKqGzWZAc/Px4b7sIaMACyFkuHlKBQPqLHk4CwfdqTpw4ID02LFj0oyMjMKioqKCiIgIU2+5HDqD6U8++WTgm2++WV5cXFywatWqarPZ3LWvRCLpdzUPoVDIAB0dIj6f3/XwwGazYbPZWAzDYNKkSa2FhYUFhYWFBaWlpfmff/75xcvLc7lcpq8O1X//+9/yV155pbqiooIfGxsbWVtbe/2GHV5n8rn3a1lCYb/fKUsodMjmzh1SMKl7G3A4HMZms7H6a9+BuNYFEzo795eOxdq8eXN55/1QVVWVm5KS0jpz5kxDenp6kVKptDz22GOBb7755hVDrHt7+WO32yGVSm2dxyssLCw4f/58fufnnfdX9+vo7UXS1Y5zvcXExGi5XG6/9wWXy3XExsZec5Bx5syZrTt27HDrnLZ34cIFXlVVFbesrIwnlUodS5cubV62bFldVlaWGACcnJzsnftqtVqOSCRyuLi42CsqKrg//PBD11BiX19fy4kTJ8QA8Pnnn/c5Ak+n03G8vb2tHA4Hb7/9tutAkvB2r8NoMuouiJDRymR34FC9Fl/XaTF7RjAUPhI8kVeGjIZW/FDejC/OVuF8tR5nTzRDeVsolKEdv4Hq25XId+Xghco63OcuB/sG5UFpbrPgjx9ngM9lY8/TE+HiNKpHCd5Q6tt94B/lhpKMOhT8WA2BmIcx4S6Y//dEsFjAV1uy8N0ODRwOB5IfCYPFbENlkRbfbtf0+sAlkvKhmuAFnoADKZfTNYKkLLcRLfVGNFYZEBjjBoG446WsQnEbPDzu6SpvNXes8JPzfQWc8DhcXZN/my+CEEJugJR4X62Qx+4/gMFjO1LjlIPuVLW0tHBkMpldKpU6zp49K+ycWuFwONCZl+Ljjz92TUhI0AOA0Whk+/n5Wc1mM2vXrl0ufR1XKpXa9Xr9oAIcU6ZMacvIyJDk5eUJAECv17NzcnL6TYB1+Xny8/MFU6dObXvjjTeqFQqF7fz58yP24YAjl9sVCxbU9LePYsGCGo5MNmxL1Q60ffsSGxvbXlVVxe9sw+3bt7tOnjx5SEvy3X333bp33nnH3Ww2swAgJydH0Nrayi4uLuYrlUrrc88917hw4cLGM2fO9EjKNnXqVMPBgwflBoOBpdVq2WlpaXIAcHFxcfj6+lo+/PBDBdBxj586darfHCEzZsxo3bFjh1tnbpq6ujrOUI4znMRisT0xMbHf+yIxMbFGJBJd832RkpLSOm/evOYJEyaEq1Qq9QMPPBDc0tLCyczMFMXGxkaEh4erN2zY4L127doaAFi0aFHjzJkzQxMTE1VJSUmmqKgoY2hoaOTvf//7gO6j0tauXVu9cuVKv/j4+DAOh9NnZG7ZsmX1n332mWtMTEx4cXGxcCDX1L0O13r9NxOaLkTICFBX1oqjDTrM9ZSh8pc6mOTOEEn4mOoqxZkqHcaxePAKcIFSLoRimh8qC7WQugrB4XTEUUuNZizwcYWQc+Piqi5OfPz3iUQwzK/TQsj1wzgYBMd5wN1PirKcRrC5bPhFuCAwxh0ydzEYMBA68cE4GOjqTeALOZg8L/SKN0AOB4Ov38nB7Q+GQu4phs1iR84PlYie6oumKgOc5AIovMRw8f51ZFJrowlWix0tdUZcyGmE2JkPryAZPAKcIZIMecrxiGV2OCBg0zsNQm4VCjHfvigpoGZr+nllX/ssSgqokYv5g+5Upaam6t577z13lUqlDg4Obo+JiWkDAJFI5MjPzxdFRkZ6SaVS+969e88DwOrVq6sTEhIilEqlJSIiwmgwGHoNpKSmprY8+OCDwV9//bX8jTfeKB9IXXx8fGxbt24tmz9/flDn9IsXXnihqnPqyUDO8/rrr3uWlZUJGIZhTZo0qfW2224z9VV2JPBc8Xwt0LGKUPckuCyh0KFYsKCm8/PhMtD27YtYLGbefffdsnnz5gXb7XbExMQYn3/++f4z5fdh+fLljWVlZYKxY8dGMAzDcnFxsR46dKj0yJEj0i1btnhxuVxGLBbbd+7c2SPHy6RJk4wPPPBAc1RUVKRSqTQnJCR0de4/++yz80888YT/hg0bvG02G+uBBx5oTkpK6vMeefDBB1vPnDkjjo2NjeDxeMy0adN0b775ZtVgjzPc7r777lqgYxWh7klwuVyuIzExsabz86EICwuzlJSUdI3M+fvf/17/97//vcd0r8jISHNqamrB5WXXrFlTv2bNmq599+zZU9bbOWbMmGEoKyvLu3z766+/Xt3932PHjjUXFxd3neett96qAoDZs2frZ8+e3RW82759e9dvzOV1GC1Y1zpM7Lc0fvx4JiMj40ZXg5DfXEOlHtoGI0TeYrhLhRA6/dpR1evz0dR0HEylN6rLg+Afp4SzmwhSV+EVHebqkhboGky/SV4WhmFgZRjw2Ww0lOtxPrsBiXOCrvt5SU/V51rAF3JxIbsB6kk+cJL9+pLx1L5SJM4JREOFHoWNBiSP770/0FJnRHN1G4LGdeR4aazUQ+jEg0TRez60M99chN3qgKuvBJ4Bzj3Oeb2dajEgSX711UFrzBYouNzfJPC4TFOOWe4yTHeTXX1nQshNg8ViZTIMM777tuzs7LKYmJgBZW5fd0jj9cmpMu/uSXCFPLZjUVJAzV9nRQxrZ1ssFo8zGo1nh/OYZOjsOh1bt2+fwlrfwON5uFtlc+dqh3MECxmZTCYTOysrS2EwGHgSicQaGxurHY4RLOTGyM7OdouJiQno7TMayULICNDaYIJUKoCl0Qy2vOcIR4ulCa5uU+DkF4p67UUUZ9Qh+eGwXue3yjxEKGg2IO+XCsybMOa61rmwrR35BhPuV8iQ9lEB7pg/qkYBjhg+IXIAgJvvlYEH7yAZWhvb0W6wwpavAy4FWexWB9qNVtitDlRomhE5WQmpy68BFTdf6RXH6i5uuv8wXsHVtdsdXcGSvgIsGoMJgSIBhPZ2ZBntCHQSDXuApardgjUllfAS8BEjFXWt7JUod0Kz1Tas5yKE3Pz+Oiui9ukpwfV7zlQp6lvbeR7OQmtqnFI7lBEsZGThyGQOl0WLmq6+J7mViEQiR1JSEt0XtwAKshAyAgSP8+jzM1fXO37dL9YdpWcacOrLUkx6MPSKfZ1kAiTGeCKj7Pon8I+QiBAhEeH7nYVw8RLDO4Te4t9MHHYHjn1WhJQV8eAJOPAK6mifmlIdyvObwBNwEHePPxReTmgo16Op2gCZuxjewTdfOw4kWPKTrg0REhHw41uInbQcVjsLdruja0rdULxf2YDb5RJESESwOBx4JOc87nZ1hozLQZ7ehDX6SlSaLZjrLsfpViPm39iFvQghN4BczHf8cVLgde9U0SgWcjV33313cEVFRY+hpa+++mplampqa3/lfv75Z9Gjjz4a2H0bn8935OTkFF6PehIyGlCQhZBRhM1lw0khgF/klbnPmqoM4Ak4cHYTId5NihP/K8HtvQRihlvC7EBUaJqhb2yH3FN89QIjBMMwaLba4MofoTlGWCzc95dYSF2EkLoI4ROqAMMw4PLZiEpWQiTh4cj7efCPcoVEIUT4bSM7QjDd1RkAcNHndvhzuGDBAbPDgTqzFYHioU1nmurijGNaPcYI+Xi/sgF3KCSwOBi8er4jv914ZzFWBHojUMTHMa3hKkcjhBBCrp+0tLTSoZRLSEgwFRYWXpHPgxDSNwqyEDKKuHg79UhA2p2rUoL841UYE+ECS7sdVosddqsDHN71zUnhJBOM+A56b3L0JoQMsXN+M2CxgMyvLyIo1h1B49zBMAy++0QDvyhXuI/pmA40/Y+RvU47sFoULAAAIABJREFUG4mUQj50jSboGwJgcGtHFR+QcTlDDrAAQJBYAE2bCUsLLsIBgMMCoiViePK5qLPYUG+x4WxrG/yFfPgKR+yCGYQQQgghZBAoyELILSRy8q+JTac8En4DazLyxTiP7FE5LBYLdz4aDl29qevfUxaGoySjDjnfVyD6zjEDDrAwDIOMi1rE+SnAuYlXjuILORDwORA68RDGH9QCDH26112OWW4yPF9UgRKjGZ/VNuH5QC+EiIU4UN+CZQFeAIAHPOU9cscQQggh5NZiNBo52dnZCr1ez5NKpdaYmBitWCy23+h6keFHQRZCCLlFcThssNksFP9SC9UEL3C47CGNOqrUmvD/9uZC7eOMNx6OvWlHv4gkfISO9xz247JYLGwO9wMAXDCa0WZ3oNFqhQuPi0eyS1FqNCNAJMD/C/ZGjHRkB+cIIYOjNVo4ezMrFXV6M89TKrCmxPtqFWI+dapGOXtLC6dl35cKW0M9j+vuYZXPvV/Lkcup3W9haWlpXpcv4fztt9+OudYlnAeisbGR8/7777usXr36qstzjxs3Lvzs2bOFRUVF/NmzZ4d2Xx6aDBy9UiOEkFuY3FMM1QSvHtss7TY4HAx+PnABugbTVY8xxkWMF++LhM5kvV7VvOm12e1YXliOx/MuYFlhOQ426OAj5OEv/p54McQH0VIR9DZ6vibkVrLukMYrad230S8f1Pi/l37e5+WDGv+kdd9Grzuk8bp66ZtDUVER/913370y0dsIPc9voW7jJq+SKXdG169f79/8wYc+9evX+5dMuTO6buOmIbd7UVERPzQ0NHI469mprKyMN2PGjCAAOHnypGj37t1XzXB/4MAB6Z133hlyPeozGqWlpXmdOHFC2T3AAgA2m4194sQJZVpa2rD8JjgcDtjtVz5rNDU1cT744IO+V9Ho5uzZs5TQeBhQkIUQQkgPh97OwU/7SmHSWyB04qKySAuGYfotc3uIGz7+Q8JNO4rlenPicPCojxv+HT4Gj3i7wGR3wJXHhc5mR57BhDhnMTxGapJkQsigrTuk8dqafl7ZbnX0eNZutzrYW9PPK0dCoMVqtaKkpESwe/fu6x78+K3Oc73Vbdzk1fzBB0qmvb1HuzPt7ezmDz5QXkug5XoJCAiwHj58+DwAZGRkiA8ePHjzLSM4ghmNRs7p06f7HSZ8+vRpb5PJNKR+eVFRET8oKChy4cKFfpGRkeqVK1d6R0VFRahUKvXy5ct9AOC5557zraioEISHh6uXLFniq9Pp2ElJSSq1Wh2hUqnUn376qbzzeGKxeNxQ6kF6oulChIww7eZa1NUegNXajODgFbdsp5ZcP/c8EQVLux12mwONlQZUaJphaG5HeFLvzwg5eiPc/n/27jw+iirdG/ivqnpf052tk86+L4QkbCHsiAu4C6IO7qMgOCOvr6LcGR29M87I9YrOXHz1irsoMsjigsgioICsBkiA7FsTknTSWXrfu6rePwIxZCM0INv5fj5+JNVVp053VTp9nj7neYQCREtEsHW4ceCbOoy6OQEaXf9JmK9W+SoZ9lkcENEUbg8PQbvPDwfLodPP4qDVCaWAQZpccqm7SRDERWZ2+ZhP9xkGHVR9us8QtWBKsilEJuLOtf3rr78+2Wg0irxeLz1//vzWRYsWtctksvz777+/bc+ePUq1Ws2uW7euLjo6OjBmzJj0YcOGuY4cOSJ3OBzMe++9Vz916lTXjz/+KHvmmWfiPB4PLZFIuE8++aQ+NzfXu2zZstBNmzapvV4v7XK5aLfbTdfV1UkyMjKyfve737VrNBr222+/DeE4jqqsrJT+4Q9/aPH5fPTq1atDRSIRt3Xr1urIyEi2tLRUPH/+/LjOzk6BRCLhPvjggxP5+fmeWbNmJSiVSrakpETe1tYmfOWVVxofffRR8wsvvKDveZ5bbrnF9uijjyb6/X6K4zisW7euNicnxxv8Vbn4WIuFMa9cOeh1N69cGRU2b66JUavP+bqzLIv77rsvvqioSBEZGenbsmVLzdGjRyULFiyId7vddHx8vPeLL74whIeHs3//+98jPv7443CGYfi0tDTPd999V/fMM89E19XViVtaWoRGo1G0cOHClmeffbb99LKQY8eOlS1ZsiTa4/HQGRkZimeffdaYkpLi7e8+Cf5VuvaUlJRoes9g6S0QCNDFxcWawsLCoMq9GwwGyfvvv2+YOXOmZc2aNZqjR4+W8zyP66+/PmXTpk2KN954o/HWW2+Vnq4S5ff7sXHjxhqtVssZjUZBQUFBxpw5cyw0TeZfXCjklSSIK4zNWgKO80CjGQufP6j3YoIYlFQpgjpcCm2UHPo0DUZOj0dTCI0vi06C53mwXNesljKHG//bYMK8UgNmFtfA4g9AqZVg3KwUqEKll/hZXBqFIQrkKGVo8PqQpZDhEX0YlqTF4I9xkWBIQJQgrgnrDzVqes9g6c3j5+h1h5s0wbS/cuVKQ2lpaXlxcXHZ8uXLI1taWhi3202PGDHCVVZWVj5+/Hj7f/zHf0Sf3t/lctFHjhypWLZs2Yl58+YlAkBubq7n4MGDFeXl5WUvv/xy0/PPPx9zev/Dhw8rVq1aVb9///6qf/zjH02jRo1yVFRUlL388ssmAKiqqpKuW7eu7pdffilfsmSJXiaTceXl5WWjRo1yLl++PBQAHn/88fh33nmnobS0tPz1119vXLBgQdzp9ltbW4VFRUUV33zzTfXLL7+sB4De53nrrbfCn3zyydaKioqyo0ePlicmJvqCea1+S5avv9H0nsHSG+/x0Navvw7qujc0NEgWLlxoqqmpKVWr1eyKFSs0jzzySOKrr77aWFVVVZadne1evHhxNAAsW7ZMd/z48bKqqqqyTz755MTpNsrLy6Xbtm2r3r9/f8Xrr78ebTAYuqdYSiQS/k9/+lPzbbfdZq6oqCibO3euebD7hBgau90+pGmsDocj6OmuUVFRvmnTpjk3b96s2rVrlyorKysrOzs7q7a2VlJRUdHn2x2O46inn346Ji0tLWvq1KlpJpNJ1NjYSCZfXEDkxSSIK4DX64VY3FVqttO8FxznhVCoheHEuxCJwhAf9wREIi0kkjO/QPH4WTi9AYQqrtxSw8SlJ5IIkBgmx5JNFVh5oAFZUSosmZkDOUMjXyVDgjQafyhvgIimQVEU5Opr+37LUUjB88AhmxNfGDvQ4PaCAzBSJUeeQgqp4MJUNiII4vLUavcOabBksnmCGlS99tprkRs3bgwBgJaWFmFpaamEpmk8/vjjnQDw+9//vmPmzJnd+TLmzJnTCQAzZsxwOBwOur29nbFYLPS9996baDAYJBRF8X6/vzsKPHHiRFtkZOSASaTGjRtn12g0nEaj4RQKBTt79mwLAOTk5LiOHj0qs1qt9JEjRxSzZ89OPn2Mz+frbv/222+3MAyDkSNHejo6Ovp9DQoLC51Lly6NamxsFN13333my30WCwAE2kxDup5+U1tQ112v13vHjRvnBoD8/HxXbW2t2G63M7fccosDAObOndsxe/bsJABIT09333XXXYm333675f7777ecbmPGjBkWhULBKxSKQGFhoW337t3yMWPGuAY6Z2dnJzPQfUIMjVKpHFLCOoVCEXRiO5lMxgFd1R6ffvpp43PPPdfe8/HKykpRz5+XL1+u7ejoEBw7dqxcLBbzer0+J9jlSkT/yItJEFcAt/vX5KMZ6X9FZsY/EB19D4bnvI2M9L9BpcruE2ABgHKjDfd/cACz3917TSclJc5fu8OHRTem4f2HRkIpEcDq9iNeKsbYEAVuClMjRSpGse3Xz2md/gCs/sAl7PFv78PGNtx1pBrPVZzElnYrpAyNOTot3sqMx3ClDOYAi4+byewzgrjaRSrFQ/qDG6GSnPMf5u+++065c+dOZVFRUUVlZWVZZmamu7/BUc+lxL2XFVMUhcWLF+snT55sr66uLt2wYUONz+frbuP0gG0gIpGoO0kXTdOQSCT86X8HAgGKZVkolcpARUVF2en/6urquiuUnN4fwID5vubPn9/5zTff1EilUm7GjBlp3377rXKwPl0OBOERQ7qewojwoD6Q9XzdGYbhLRbLgF+W//jjj9V/+MMf2g4dOiTPzc3N8vu7TtnfvTCYwe4TYmhyc3PNAoFg0N8pgUDA5eXlmc/3XDNmzLB99tlnYVarlQaA+vp6YVNTk0CtVrNOp7P72lmtViYsLMwvFov5DRs2KJubm0UDt0oEg/yiEMQVICQk5IyfKYoBTQsgFGogFIYMcBSQH6eBTi3BLwYzTnYO+EUFQZzVmEQthgnEkPqBP9+cCbW064u4Ro8Pey0ObB2djnEaRff+SoaBlLm4f2LMLU601tvAc4Mn5f2tTA9TY0VOEpZmxAIAjtnd+L7dCilN4c7wEOQqpTjp8WFLu/US95QgiItp5sgYs0RIDzqokghpbtYI/TkPqiwWC6NWq1mlUskdOXJEUlJSIge6qop8/PHHGgD45JNPQseMGWM/fcyqVas0ALBlyxaFUqlkQ0NDWZvNxsTExPgAYPny5WEDnU+tVrMOh+Ocpt9ptVouJibG99FHH2lO923fvn2DriHtfZ6ysjJRZmam98UXXzTdeOONluLi4st+DWrInXeYKYlk0OtOSSSc+s47z3swDXS9ZiqVit28ebMCAD788MPQwsJCB8uyqK2tFd122232d955p9FutzNWq5UBgE2bNoW4XC6qpaWF2b9/v3LChAnOnm2qVCrW4XB0//Ee6n1CDEwmk7EFBQXGwfYpKCgwSqXSc87T09vMmTNts2fP7hw9enRGWlpa1l133ZVssVgYnU7Hjhw50pGampr9xBNPxDz++OOdJSUl8mHDhmV+/vnn2sTERM/5nps4E1kuRBBXKT/LobLFjp8q2zAuORTD9CRZPBE8nuexc1UVpj6QDqVWgu/bLJAzDCLFAswrNaBk3DAIaQocy8HS6oZQwkCpvbhJXt0OP5RaCSj68pi9rJf8+kXQnREh2GV2oMLpxl/rjBijkiNZKkahSg728uguQRAXiUYmYh8uTDAu31WnH2ifhwsTjMEkvZ01a5b1vffeC09LS8tKTk725ObmOgFAKpVypaWl0uzsbJ1SqWTXr19f190fjYbNz8/POJ34FgAWL17c8vjjjycuW7ZMN3HiRNtA5xszZoxbIBDw6enpWXPmzGnXaDRDqkW/atWqurlz58a/9tprUYFAgLrrrrs6CwsL3QPt3/s8Ho+HXrNmTahAIODDw8P9S5YsaR76q3RpMCEhrOb++42dH3444HXX3H+/MZiktwP5+OOP6xcsWBC/cOFCOi4uzrtq1SpDIBCg5syZk2i32xme56knnniiNSwsjAWA/Px857Rp01Kbm5tFixYtMiYkJPh7LiWZMWOGfenSpVEZGRlZzz77rHGo9wkxuBtuuKEF6Koi1DMJrkAg4AoKCoynHw9Genq6r7q6unum2F/+8hfTX/7yF1Pv/TZs2FDf8+fi4uJ+SzW7XK4j/bVLnBvqbGU5LyejRo3ii4qKLnU3COKK8Lv39uN4sxV2TwB35evxn7dlQy0jJWSJ4HAshxOlnRAIaXAJcvx3fQtOenxYlhmH90624YnYcMRLxXBavTiytQFx2VrEZYVe6m7/ZhwBFjvNdvxsdsDDcbgjXAMhTcHi9+OQzQ0Px4EDkKuQIM36LmJCRyAy4uZL3W2CIAZBUdQhnudH9dxWUlJiyM3NbR/omJ6WfF+u+3SfIapnElyJkOYeLkww/unmzKAHVf2RyWT5pwdHPY0ZMyZ96dKlJydNmkSms/5GWl9fqjOvXBnVMwkuJZFwmvvvN0Y+t+iCXvdz8cwzz0QrFAr2b3/7W+ul6sO1zu1208XFxRqHwyFUKBT+vLw884WYwUJcGiUlJWG5ubkJ/T1GZrIQxFVq1byxaHd40Wh2w+7xkwALcV54Dti9ugqT56RDwTD4Y1wE1rSYUWxz4dW0rmIDxdsa4LB4Mf7ulGuitLjR68OWdhsO25zIVcoQKxHhxeQoSBAARdHY1umCkKbxVHwEKAD3ldTh5eRouKXTcMLwvyTIQhBXuT/dnNmyYEqyad3hJo3J5hFGqCT+WSP05mBmsBBXjsjnFrWEzZtrsn79tcZvahMKI8L96jvvNF/IGSzElUkqlXLBlmkmriwkyEIQV7EwhRhhPSoLNXp80IuFl+UA2M1yKHe4MUItv9RdIXqxtrlRtMmAzHFRiM/ump0SKhLgpZQzl8hrouQo32tE60gbdIlX5/K0aqcHm9ut4MDDzfKYpJJjjFqIrOhfn6/H04q29m3I4PwQS6KgpCZBIFDghlAVfuq0YayAAceTRNQEcS0IkYm4xyYkXvRBVX+zWADg4MGDlRf73ERfjFrNaR9++LIaTL/55puX/ZIrgrhakCALQVzlPmpsAwdAxtCw+1nMiw2/1F3qFwceossktwZxJo/Dj8ThYXDbfYPuF58dirriNvz0eSXufWH0ZZMrpScXy0EWZELeT5ra4ed4XKdS4HhNB3ZVt6MhXo6Pa+1o6HBh8fR0TEgWorPzZ9CUCNrw60BRDFpNG8EGnHhcmwe1egQaTpZCqci6wM+MIAiCIAiCuByQIAtBXOUejA6D8DIc7PYmZxgMU8oudTeIfkQmqgAATqsXLfXWQWepTJidim1b6mF0eBCtunTFIJwBFqCAWpcXJp8fx+1uOPwBBEDhP1MHzEk4qClaJaqcHuhkIlTLhfhdYTy+3N8AAU3hoXHxyI32orV1C3jej5CQArhcdXB7GiEWRSBUNws03fUn124/Dq1m3IV8ugRBEARBEMRlggRZCOIqdyUEWIjLg4vlIKYpMAMsJ2s/6UCo/tcyzRzLoa3BAWWoBDJVV3ECoYjB1JuTUF1vgaPCirQxuove7yM2J8odbtwSHoIVzR2IEglQZHMhUiSAleWQKZMgUSqGSCZBhHjouYl4nkepw41shRQUReG/6ozY0m7DvrGZuDMrCgAwITEUHj8Lm9sPl20N7I4ySKXxcDqr4fN3QCgMgUyWDK+3GVJpHADAbi9DfNy8i/JaEARBEARxeXK5XExJSYnGbrcLlUqlPzc31yyTyYZUsYu4spAgC0EQFxTPs3C7T0ImS+j38SKrE2oBg1T5xS3vS5y7E24vvjVZIGVoLIyP7PN4/LAzqwXZ2j3Y/WUVxs1M7g6yAICEoTEsSQNvlB8+TwAiiQBuloP01DId0wkbOJaHLunC5G1p9PjgZjmohQI8FR+JepcXWUoZkqQiSBgGQFfA5LjDDfmpn8+mzefHf1Q1YmObFWPVcryQHI13suLR6vND1ytQIxEykAgZQPUgAMDhqERT82rwvB9SSRw6O/dAIo3C8lYR7orUgGWdEAivzpw1BEGcyezyMesPNWpa7V5hpFLsnzkyxqyRicig6irncfiZiv1GjcvqE8rUIn/G2CizRCEk1/0a9sMPP+h6l3Devn177PmWcD5fTzzxRMz27dvV06ZNsy5fvrzxUvXjakOCLARBnDee58GazWh1b4HP1w6lKgcCgQoikbbPvqNIYtvLVqZCikzF2Zf41B4xQShmoE/X4O7Fo2DrcMPvYyEUdQUwXC4DLJZfEHDHQyzLgidECJMvgNGnrv3J8k5IlaILFmQBAEGPGVuJMjFKHW6YvAEcttvQ4Q/gsM2JWIkYT8ZFDKk9rVCA/5cZj0maTqxu6cQdh6vxSU4ibgw7e58VinSkp72EQMAOo3EdzJYDCBfeBAoUrAEWclkyXM5aSMQXf5YPQRCXTn8lnF/fWhl7PiWcKysrRbfeemtqdXV16VD2nzVrVsKtt95qffTRR83BnI84d3vX1+iO/dgYFehx3Q98UxebMzXGOG5mym9y3ZctWxZ6++232xISEgbNsk7uj9/GDz/8oNuzZ0+ftcqBQIA+vf1CBFo4jgPP82CG+IUSAKxcuTK8ra2tWCqV8ud7fuJXJMhCENcwluXgtvngtPig0IghDxGf/aB+tNRaUfOLEWPuuBudRhfUCgXMlm2gGTFoyTiIBTTkYvJ2c7XQp2lgOmnHxg4bbo8IwZ61NYjN1ILneXQ0OpBQeAwKVRgiIrJB8VLw4BEv/fXeGjk94YL2J8ABjkBXZcx1LZ2wBVic9PhQoJYjTS6BXizEw9Fh3YEYh9mDhrIOpIyMhEjS/33JUBSkDIWH9WF4KDoUrb5AnxksZyMQKBEb+whiYh6G19eK/yPumh3kHfY2aCq43zWCIK4MS74v1y3fVddnUOXxc/Tp7cEGWojL1971NbojWxv6Dqb9HH16e7CBlnPx+eefh+Xl5bnPFmQhLj6Xy8UcOHAgarB9Dhw4EDVhwgSTVCo95zLflZWVohkzZqSOGzfOfujQIUV2drarpKRETlEU/9xzzxnnzp1r5jgOCxYsiNmxY4e65/brrrsuxe120/n5+ZnPPvusce7cuSTYdoEEV2KBIIirAuvnUFfcjr3ra9DR5Ai6DalaBBY02hpsaK4xo/RnA1jOjVazAa9+X45yo+0C95y4lCRyIeIytBhp4WHv9GDGEzkYNkmPYZP0mHJ/BhKSZiNEPQmb363BidIOHPy2Hts/LYPPE7go/YmXiaARdQVLZum0eDQmHC+l6HFTeAiyFFKohYLuAAvP8zhxvAPhcSowQhrVRa3d7TRWdPbbPkVR5xxg6X386Vkre80OPFPVhj/XNHcl5yUI4qpjdvmYT/cZBh1UfbrPEGVx+YL6HB4IBDBz5syEtLS0rOnTpyfZ7XZ60aJFUcOGDctMTU3N/t3vfhfPcX3Hajt37pTl5+dnpKenZ+Xk5GSazWba5XJRd999d0JaWlpWZmZm1oYNG5RA10yIG2+8MXnixImp8fHxw+bPnx8DAP/85z/DHnvssdjTbb7xxhthjz/+eEwwz+Nq43H4mWM/Ng563Y/92BjlcfqDuu4sy+K+++6LT0lJyR4/fnyqw+Gg9u7dK83Nzc1IS0vLuuGGG5Lb2tqYjz/+WHP8+HHZQw89lJSRkZHlcDio3bt3y0aPHp2enZ2dOWHChNQTJ04E/0eNOCclJSWankuE+hMIBOji4mJNsOcwGAySRx99tGPx4sXNzc3NwvLy8tLt27dXvfTSSzEnTpwQrlixIuTYsWPS3tt37NhRIxaLuYqKijISYLmwSJCFIK4xJztdWLa9GusONUIkEWD41Bjc9ewIxGWHnv3gXir2G9FY2QmOKYNAswVtjXYcU/I4TFdAochEdsojWDo7F6MS+i4bIq580akhsLS6UF3UCp7n4Q10TVOt3G/E1g9KMXlOOpLywjH2ziRIFSJs+aAUTqv3gvdjhEqOOVFDu385jodYJkR4rBIMQyN1VCQ8Tj9qilqhjrj41a3GaRR4OyseT8dHYr2JfJ4hiKvR+kONmp5LhPrj8XP0usNNQQ2qDAaDZP78+W1VVVVlSqWSe/3118Ofe+450/Hjx8urq6tL3W43/e9///uMtY0ej4e6//77k//1r381VFZWlu3cubNSoVBwr732WgQAVFVVlX3xxRd18+bNS3C5XBQAlJWVyb7++uu68vLy0m+//VZTU1MjfOyxxzq3bt2q9nq9FNA1Y2LevHkdwTyPq03FfqMmcJbrHvBzdOX+lqCue0NDg2ThwoWmmpqaUrVaza5YsULzyCOPJL766quNVVVVZdnZ2e7FixdHP/roo+Zhw4a5VqxYUVdRUVEmFAqxcOHCuG+++aa2tLS0/OGHH25ftGhRcGX2iHNmt9uHFNByOBxBB76ioqJ806ZNc+7evVt5zz33dAoEAsTGxgYKCgocP//8s2yg7cGejzg7Mn+fIK4x+hApFkxJxm1v/Yxbc6MgFgx93WZPVbWd4Fge8cPC4PPxiEzZhrBQE3xNxTjuvB60NP4C95y43FAUhdjMrgCawxvA/11djFC5CP81azjSx/76ZR7N0Bg5IwHtjXYUfW/AmFsTIVWK+rS3pqUTOzvtUAgYPBQdiqwh5Ic5VwxDIykvDC6bD8YaMwJ+HjHpGoTGKKDUXpxkzE6bF2W7m5B7XRxE0q4/u9FiIe7VkeAjQVyNWu3eIQ2WTDZPUIMqnU7nu/HGG50A8OCDD3YsW7YsIikpyfvmm2/qPB4PbbFYBFlZWW4A1tPHHD16VBIREeGfPHmyCwC0Wi0HAHv37lU89dRTJgDIz8/3REdH+44dOyYBgAkTJthCQ0NZAEhJSfHU1taKU1JSHOPHj7evXr1anZOT4/H7/dSYMWPcwTyPq43L6hvS9XRah3Z/9KbX673jxo1zA0B+fr6rtrZWbLfbmVtuucUBAHPnzu2YPXt2Uu/jjh49Kq6urpZed911aUBX3o7w8HCyjOg3olQqh/RaKxSKoK+JTCbjgK7Zuv0ZaDtx8ZCZLAQxAL/36pzKT9MUrOZOPKALfkmwsdaKunormqrMsLa5IBKFIzXlPyCWpkOKciSkhHXnyCCuDQqxAG/9Lh+zRsZg41Ejyo02nOx0dT8ulgkQnRqC6NQQlOw42ed4jufh5XiMVssxJ0qLVNmFD3h0NDnQ0exAbXEbOo0OJI+IRHqBDvIQMTS6i5OQ2e3w4cA3dVBopd0BFqArQCWiyZ9ggrgaRSrFQxosRagkQQ2qKIrq8/Ozzz4bv379+tqqqqqyBx54oN3j8ZzxBsPzPCiK6jPSGmzwJRKJuh9kGIb3+/0UAMybN6/9008/DX3vvfdCH3jggfZgnsPVSKYWDel6ytVDuz966309LBbLkL4s53meSklJcVdUVJRVVFSUVVVVle3Zs6c6mD4Q5y43N9csEAgG/VAsEAi4vLy8857eOnnyZPvatWu1gUAAzc3NgoMHDyomTpzoHGj7+Z6PGBj5hEcQ/dj+aRk+/fMerH2tCJ/+aQ+qi1qxe3UV6o+2w3TCdlGWPPyWxGIx9JHhQc9iiUpWIzdBA22UHBKFEIe2GODzBFBX7oavX3PuAAAgAElEQVSt/WlMC1Uh8jxyWBBXJomQwegELUbGa7DpeAu2lrVi/meH0GL1dO8TEinD2DuS+xxLUxQeiA7FxDYeiX4aQvrMQYSf4/FFcwfWtHTi61YzjF7fOfcvVK9AaLQCqSMjEZN+8WeRuGw+HNxQjzG3JiGzcNBl+gRBXEVmjowxS4T0oIMqiZDmZo3QBzWoMhqNom3btskB4IsvvtCOGzfOAQA6nS5gtVrpDRs29FmOkpub62ltbRXt3LlTBgBms5n2+/2YMGGC4/PPP9cCXTMejEajaPjw4Z7ex/d03XXXOY1Go+irr74Kfeyxx/pPZnUNyhgbZRac5boLhDSXPlZ3QdaKqtVqVqVSsZs3b1YAwIcffhhaWFjoAACFQsFarVYGAIYPH+7p7OwUnL5nvF4vVVRUdHGmbhJ9yGQytqCgwDjYPgUFBcZgkt729uCDD1qys7PdmZmZ2VOmTEn761//2hgXFxcYaPv5no8YGFkuRBC98ByPifekYdJ96XCYPXBYvF3latM08PtY/PxlNUIiZSjf04ykWYkocbmRFipDeLMfUoUQOVNi4PMEUF/SDrfdB4vJjYRhoUgYHobaIyYk5/9aQtYX4OD2sVDLugISLMeD6TW4vBiUSiWmTp16Xm1EpYQgKiUETosH8dmhEEkE0OuVMFfb0FDWgbisc8/xQlwddGoJnrkhDQAwOS0cj3x8EN89NQEChkZ4rHLQY5PywlG0yQCnxYvUUZGITg0BALg5Dk6WQ6PLCzUjQLxUhChx3yVH58rg9iLmVDtL6o14TB+GaEnXz16Og/g8ZpvUl7QhJl0DhYZUEiKIa4lGJmIfLkww9ldd6LSHCxOMITJRUIOqpKQkz0cffRT65JNPxicmJnoXLVrUZjabmaysrOyYmBhfbm5un2+oJRIJv3LlytqFCxfGeTweWiKRcLt27ap6/vnnTQ8++GB8WlpaFsMwWL58uWEopVzvvPNO89GjR2Xh4eFX57TfIEgUQjZnaoyxv+pCp+VMjTFK5MILNtX3448/rl+wYEH8woUL6bi4OO+qVasMAPDQQw+1P/XUU/HPPfccV1RUVP7vf/+7duHChXF2u51hWZZasGBB66hRowYNphEXzunyzAcOHIjqmQRXIBBwBQUFxvMp35yenu47XdqbpmksX768EUBjz30G2g4ALpfrSLDnJgZGXUlrtEaNGsUXFRVd6m4QVzGe51G8rQE8C4yYPnBOEZ87gJMVnfi2rg3H7C78MTcWnno79OkaxGeHwecJoOpgK2RKERJyw9DU4sDeombk60OQNjKyu52vjjRiyfcVyI8LQbXJgRW/H4MYzZWVh6rT6AR4HtpoxaXuCnGZ8LAcJMyvwYmPfq5HudGG12fn9tm3rs2Bnyrb8GBhPISnjnE7fAAPSJUiHG8/jj1Ne1AQdytWt3EAKMRIRLhOq0TmeeRssQVYvHWiFREiAR7Rh0NIU7AHWGxptyJHKUO6XILlJ01QCpghJ9XtrWxvMzx2P0bcRPITEcSViKKoQzzPj+q5raSkxJCbmzukJTJLvi/XfbrPENUzCa5ESHMPFyYYr/TyzVOnTk15+umnW++44w77pe7L5Wbv+hrdsR8bo3omwRUIaS5naozxtyjfTFy+3G43XVxcrHE4HEKFQuHPy8szX4gZLMSlUVJSEpabm5vQ32MkyEIQPdQeMaHs52aMviURuiT12Q/oweP048jWEyi8K6XPY98UN+H//LsYx/96ExTirglkfpbD82uP4tAJM566LgWZUSroGQG8rgAi4pXgeYARkBV9xJWlzOHGbrMdT8T+OmMrwHJw+1kIGRonO11o6HQhTCiEv9oGKkmBf+6uQXKEAn+YkoIIlQQ+1oePjn+EDbUbECYNw6sTX4VecWEKIXxh7ECYUIBpoSpwPLC1w4odHTb8IS4CSTIJvByHT5vaMS5EgWFKGSz+AF6rb8FjMWFIOcc8McZaC4w1VhJkIYgr1PkGWQDA4vLR6w43aUw2jzBCJfHPGqE3BzuD5XLQ3t7OjBo1KjMzM9O1adOmukvdn8uVx+mnK/e3aJxWr1CuFvvTx+rMF3IGC0EQlx4JshDEIAJ+FrZ2N5xmLw5tPoGkEREYPiWmz34uloOMCS7o4Q2wsLkDCFf+umyA9XMIBFi4bX6I5QL8stGAsBgFwmIUMBxth8hrRty4dDJDhLiicByP4kYLTna6cKKj678Wmxssx0MiZBCrkSFOK0NBkhbDY7qWAllcPrz6fTmm5ugQqVMgXyXDnd/ciekJ0zFv+DwwdHC5g3oqtbvwSq0Rf0mOgkbIYHFVEyaGKPC76FBQAN4wtGBciALXh6pAURS2tFshoSmMUSvAUIDFzyKC5BkiiGvKhQiyEARBEFcnEmQhiEE4zF7UHGoFAKSN0UGmOjPPg8nrR6XTgzipCPHSoeVWaK6x4Ocvq3HXohEQis4cIPq9LH5eWw1NhAxq2gKPJBTKMBmsJhcomkJHowOFM5NB8Rzqj5mRnB8O6jfI03Iaz/PY+UUlXDYfpj+RA/o3PDdxdfifbdWIUIkRr5UhLlSGKLX0rLmGvByHjW1WbG234M9J0YgWMxDQ5582rLZ5E77x5uGYw4O/pkQj7tTvMM/z2GO249s2Cx6ODkOSTIJvTGYctDrxcnI01EIBGtxefNjUjvmx4dCJhH0qehAEcXUjQRaCIAhiICTIQhBD5AtwaOh0IiVi8OScA2FZDpX7W+C0eOH3shg3s+/SoYDHi+NflyD9ljwE/ByO72xE/LBQUDQFmqFA0xTMRhd8ngBCdHLwLI/YrItfCaW7fx0dYCUquOw+1Hm9qDE5IBEyCFOIMT4l7DfrB3Ft4Hkefr8fIlFXcHNTmwXH7G48n3Tu1Xgs/gAMnSWI5E7A7WmC2bwXUkks4tOWQH6qkhbP82j2+qE/ldy23uXB8pNtSJKJcXuEBn6Ow79OtGK0Wo7ZOi0YisLPZjt2dNjxQnIUGBJoIYhrBgmyEARBEAMZLMhCqgsR1ySXzYemSjNis7QQSmgwDAOe5/HRnno8MLZv/oSWOisObzmB7Il6xA/rPwmm1x1A+0k7nBYvcqfFds8A4VgO+76qxaibEyCWCcGIRBDHxUAkEUCioDDypgTUHDGhrrgNFICE4WHQRisQlayGtc0FRi7EtyXNiNVIkR/XpyrjOdvdacdE7cBBJEFoKAQAxHIh1q6vxaqDJwEA+XEhZwRZfjF0otbkwE3ZOmjk51/lhbg28TwPm82GsLCue2tGeAhmhIcM+dhjDjeO2FxgeR4KhkGMKBEM1w61ajjiYh+FQKAAx/PY2WkHBeC9xjbsszjw32kxmKXTIlEmwd9TY7DbbMc/DS14IDoUS9Ji8LXJgrdPtGJyqAoTNEqMC1GAJgEWgiAIgiCC5HK5mJKSEo3dbhcqlUp/bm6uWSaTkQpdVyESZCGuSQ6zB0IJA7fPgZPN7UhNTQVFUZg/ObnPvh6nH7okNW6aNwwNpR1oqbP2mxTXanLBWGNBbKYWIokAPM+joawDR3c0IjZLC/HpMs0sB6fVh5IdJ+F1+UHRFApuT0LW+Og+barDZXjluzJUttjx/PT0oJ9vid2FjSYLNEIBHCyLkWr5oPll3CwHo9ePBZNTMHNEDNw+FkrJmW8XFS121Lc7MDJec0aQhed4cBx/1SbtdbEcnCyLcBHJz3Eh0DTdHWA5Gx/H4YjNhYNWJ5wshziJCF6ex5+qGrFpZBryVacrc910xnF7LQ48dKwOM8LUWJ4djx877Hi+6iTkDIPp4Wpw4DE1VIVshRRHbE4csDrxeEw4HAG2+/eEBFgIggiG2eVj1h9q1LTavcJIpdg/c2SMWSMTkUHVVc7j8DMV+40al9UnlKlF/oyxUWaJQkiu+zXshx9+0PUu4bx9+/bY8y3hPFTLli0LLSoqkq9YsaLhfNvS6/U5RUVF5VFRUYEL0berEQmyENeMg/Wd2HTUiP87IQkR8SoAgNvuQ+mGevjHNINmKGQUnrlEwevy48C3dYhKUSNxeDhohoZS23+FkYh4VXe7AT+Lfetr4fMGUHhXMkIiuwZ/vlYTSg7aEKJTICxWCY1OjoYOF5ZurYRKIkSLzdPd3okOF/5x1zD85dYsOMxeBPwsag+3wt7pxfCpMaCHmIT3hNuLuccNaPD4IGNoJEpFmBsTPmiQRUBRmFtajzsjNHgqIRI8z6N3SvyRASFuG5OIF36owEPD9TDWWjEiPQx1R9ogkjBQhIghEDPIGh+NQMCJpqbVcJy8EW67H8Mm6bG0pR2LE6MgvMJyvohpCnvNLlwfdm7Vp4jg+TgOL1Q3IUosRL5ShqlaJZJkku57WM7Q0AgHTo47QaPEv3OT8djxejx2zIBjDjfeyYrHFK0KHOeHxVGPXXYxeEYJrZDBfbqu5XkKwfkn3CUI4trVXwnn17dWxp5PCefKykrRrbfemlpdXV3ac/uYMWPSly5denLSpEmuc2nvmWeeiVYoFOzf/va31mD6Q/TVXwnnA9/UxZ5PCeeBrjtxZfjhhx90e/bs6VMmMRAI0Ke3/xaBFuK3M6RRGkVRBoqijlEUVUxRVNGpbbMpiiqlKIqjKGrUuRzb47GnKIqqPNXOf5/fUyGIwY1J1OLBVB2qi0wo2d61BEaqFEEZJkXp7qZ+856IZUJMuCcVAR8HgYhGfHYo5CFnT35raXVj9K2JiM3QIkQn+3VWh9+PkdOikTQiAqpQKU52uvDkF4fw/q56bDxmxMd7DPh4jwFbS1uxo8KEBZ8fhi/AwevyI+BjkZQfAY/Tj/J9xiE/b41QgKfiI/BtfgqOjc/G9tEZCBEK0OTxYaCcTEKawjStCiafHwDgZDm8e7INT5adgMHthdvuA8UAIREy3JWvx1sHDAhNUkGllWDKnHQwQhpx2aHIGh+N5mozWJ8IAdYKYfhX0ETK0VDWiT9fgQEWAGAoigRYfmMimkaeUgYFTWNqqArNXj/eMPz6WeQenRYJZ0lKXRiiwLq8FIgZCv+VFoPREguamlejrPw5WFvXYqrKj7sjNZgWqu43uOIMsHijvgXH7ec0fiEI4hq15Pty3fJddfqeARYA8Pg5evmuOv2S78t1l6pvxMWzd32N7sjWBn2g13UP+Dn6yNYG/d71NeS6X2NcLhdz4MCBQRPNHThwIMrtdgc1Bdxms9FTpkxJSU9Pz0pNTc1+//33NTt37pTl5+dnpKenZ+Xk5GSazWYaAFpaWoQTJ05MjY+PHzZ//vzuUqrLly/XpqWlZaWmpmYvWLBAf7btxNmdy8WcyvN8Xo8EYMcBzASwK4hjQVHUVAB3ABjO83w2gKXn0BeCCEpSVijSRkciPO7XnCRKrRiJuWGQKvpf/sEwNLLGR59TZZGwGAX8XhapoyLB9Jgx0mwW42SdG611Nnz15mGECgR474GR+OvtWVj+4EioJALIRAz+cdcwRCjFuD03GkcazAjVKxAWowRFUcgaHw2fi0XAP/Cs09PBkwDHw+j148HoMOQ5rBDbbN376CWiQZ/TwvhI7LM48WxFA/5W2wyLP4ADFgc+bWqHVCmC0+yFx+nH9VmR+PzxAmSEyIFTzRXclgR1uBQdzQ6YTtix+b3jUIseQ1LyI/A6/bB3eNHZ7OjRXxblFX9Ge8dPQ3p9Hd4AOhzeIe1LXB3uidTgsN2FOpcHN4ap8ZCIhcFgOKc20mU0/hnTipSO19Bw4n9B02JkpL+C1NQ/I1SZMujvw+KqRrxuaMH1RVW47mAFtrRbz/MZEQRxtTK7fMyn+wyDDqo+3WeIsrh8QQ2qAoEAZs6cmZCWlpY1ffr0JLvdfkY7Aw2M1q5dq8rKyspMT0/PKiwsTOvd7htvvBE2adKkVIfDceV9A3IZ8Dj8zLEfGwe97sd+bIzyOP1BXXeWZXHffffFp6SkZI8fPz7V4XBQe/fulebm5makpaVl3XDDDcltbW0M0DWzadeuXTIAMBqNAr1enwMARUVFkpycnMyMjIystLS0rGPHjokB4J133tGe3j5nzpz4QICsArlQSkpKND2XCPUnEAjQxcXFQSVeXL9+vUqn0/krKyvLqqurS2fOnGm7//77k//1r381VFZWlu3cubNSoVBwAFBWVib7+uuv68rLy0u//fZbTU1NjdBgMAj/8z//U//TTz9VlZWVlR45ckT+2WefhQy0PZg+XouCTprA83w5z/OV53HuBQD+i+d576n2TOfRFkEMmVIrQXTqr+8R0aka6NO1Q15+MxQ8x2P/17VorDR3b2tvtKNinxEhkVJEp4bg7sWjIFOJQJv9UB2ygnGzWP/keKyZX4jRCVocfOF6/H5CIgqSzky0K1KL4EuRQ9DP8oj2RgeqfmlBxeZSBPws+ACHdLkEPMdDFKOHQNP/+7fF3/ePqULA4LbwEEgZGpO1SryQHI3/1USg4JAdAEAzNJprLN37h8cpIVOKcGizAT9+Vo4dn5WjYq8RYXoFbvnjcAiEApjqA0iQmzByejzEMiHqik2obXWAohi4XSdQV/dmd4DIWGtFxX5jn9k2B+s7MeN/dmHG/+xGa4/lVcSVj+N5VDn7v6ZChsYTsRFYU1qJTZs2wet2IyEhYUjtOhxVaGxciZKjT8DcuQexcb9HRsariNLdCYFgaJXElmXG4Zv8FMyLCYeE6ZpZQxAE0Z/1hxo1vWew9Obxc/S6w01BDaoMBoNk/vz5bVVVVWVKpZJ7/fXXw3s81u/AqLm5WfDHP/4xYf369bWVlZVlX3/9dW3PNl999dXwjRs3hmzZsqVGoVBcOaVHLyMV+42a3jNYegv4Obpyf0tQ172hoUGycOFCU01NTalarWZXrFiheeSRRxJfffXVxqqqqrLs7Gz34sWL+yb46+Gtt94Kf/LJJ1srKirKjh49Wp6YmOg7fPiwZO3atdqioqKKioqKMpqm+Xfffbf/Kg/EObPb7UNK4udwOIJK9jdixAj37t27VQsWLNBv3rxZUVtbK4qIiPBPnjzZBQBarZYTCruanjBhgi00NJSVyWR8SkqKp7a2Vvzzzz/Lx44da4+Ojg4IhULce++9nTt37lQMtD2YPl6LhpqThQewlaIoHsBynuffO4dzDHRsGoCJFEX9A4AHwCKe5385h3YJIigdTQ74PCyikruWfMSkn3/Fnt4omsINv8/u/nnfVzWoOWTCrOe7Ais96ZLUmDE/BxSAiCEsnxELaOyp7YBKKkRmVFcOGJ7jQdEUHJ0e1Be3ISpJhfaTDtQUmcDxPFJGRHQHlgI+FhX7jNCna6DRyfHLxvquXDTavm8Ht0SoMaekDk/GRgAAsnQqbPrmBLwuP/QZGtQXtyFhWCgOb2mAVCmCUEwjMlGNzPHRcNt8YC1mmNrciE4LQeXBFghFDPwxcfAebIG1zY2kvHB0NDjgUYiRmvYXSER6eJ0BSBTC7upK3qZmwOmAJD0d6w83YtGaEuTFhuDNe/IQqeo/Pw5xZaIpCgGeQ4DjIejndyFfJUMAPpSZTLjhhhsAAD6fD0KhsHsWytsNJhjcXtwcpoacodFkPoJU13poNeORO3w5aPrsy/0G6ltBiAIFIeTzBUEQg2u1e4c0WDLZPEENqnQ6ne/GG290AsCDDz7YsWzZsojTj/UcGAHoHhgxDMOPGTPGnpGR4QOAyMjI7umwq1evDo2KivJt2bKlViwWkwBLkFxW35Cup9M6tPujN71e7x03bpwbAPLz8121tbViu93O3HLLLQ4AmDt3bsfs2bOTBmujsLDQuXTp0qjGxkbRfffdZ87JyfFu3rxZefz4cVlubm4mAHg8HjoiIoJMZblAlEqlfyj7KRSKIe3X2/Dhw72HDx8uW7dunfqFF17QT5061XZq3N2HSCTq3s4wDO/3+6mBUgcMtJ0YmqEGWcbzPN9MUVQEgB8oiqrgeX4oy4QGO1YAQANgLIDRAL6kKCqJ73VFKYqaB2AeAMTFxQ3xlAQxsFD9r4OkJosbWpkIUtHFS3DZarBBHSHD3YtHQarsW+r4y6KToADMHhU7pPYoisIzN5w5y/fQZgNCImWgGRo3zc3p3t5fFSSO49HWaIcqXAqfm4VELhwwmW+KTILvR6YhTNT1ViFVChERp4TH6QdNU/B7WVA0hWGT9JCcWm5Ve9iEPWuqoQqTQJ+ugcdpQ31JO0IipEgviALP82iutiAiXoWQSBmsbW40VpgRnZqEnz6rRu4Nsd1tZYw9c9btXfl6RIdIMTpBC+bUINzQ7sS/tlXh3tFxKEwmX7xc6bIUg88QGT16NKxWK9avXw+apmEymaBWqzF+/HgkJCTgD3EReKWmGVvbrXgsNhyUdgSGJU78jXp/djzPo9LlwS9WJ0ap5MhUSC91lwiCuMAileIhDZYiVJKgBlW9lzb2/HmwAdNASyLT09PdZWVlsvr6euHpIAxx7mRq0ZCup1w9tPujt94DZIvFMmCwRiAQ8CzbFUdzuVzdF37+/PmdEydOdH711VfqGTNmpL3zzjsGnuep2bNnd7z99ttNwfSLGFxubq55+/btsYMtGRIIBFxeXp55oMcHYzAYhBEREYEnn3yyU6lUch988EFYa2uraOfOnbLJkye7zGYzfXq5UH8mTZrkXLx4cazRaBSEh4cH1qxZo33yySdNEydO7Hd7MH28Fg1pfQTP882n/m8C8BWAMUM9wSDHNgJYz3c5CIAD0KeOJ8/z7/E8P4rn+VHh4eG9HyaIoHEcj/d31WHtoZOoMdkvePs+TwANpR04vOUE4oeF9htgAYBMnQqbj7fgZGfwCTWzp4oRltSKSgGLOw9Xw+T1o/JgC8r2NPfZt/awCU6LF9UHWwEKyJkS00+LXY43WfHi6hKUNnXln9j9ZTWyJ+mhDpchPFaJifekgaKo7qDIHrMdsuwQ3PD7bBTcnoyYdC1GzUhA8ogIpBd0BUwq97fAafXhyLauCnJJeeGIz9Gi+pdWpIyORFhM3+UbNYdM2LGiHJ1GJ0bHa7oDLB4/i0VrSvB1cTMe+fggfjF0Bv0aEpcex3Mo7yg/637Tpk1Deno6skaNxoOPPY4ZM2ehSKLC+lYzeJ7H3ToNlqTHQicS4KTHg1ZvUJ9nLxie57GpzQKj14cXqpvw6LF6HLG54OXIt0QEcTWaOTLGLBHSAw5qAEAipLlZI/RBDaqMRqNo27ZtcgD44osvtOPGjetOcjZp0iTngQMHlEajURAIBLBmzRrtlClTHFOnTnUeOHBAWVFRIQKA1tbW7m+X8vLyXG+//faJ22+/PcVgMAQ1y4IAMsZGmQVnue4CIc2lj9UFdd17U6vVrEqlYjdv3qwAgA8//DC0sLDQAQCxsbHegwcPygFg5cqV3VO2y8rKRJmZmd4XX3zRdOONN1qKi4ul06dPt3333XeapqYmAdB1b1RVVfX/oZU4ZzKZjC0oKBi0YkVBQYFRKpUOeu8M5NChQ9K8vLzMjIyMrNdeey3qlVdeaV65cmXtwoUL49LT07OmTJmS5nK5Bhzzx8fH+1966aWmyZMnp2VmZmYPHz7c9cADD1gG2h5MH69FA04R6t6BouQAaJ7n7af+/QOAv/E8v/nU4z+ha6lP0bkcS1HUfADRPM+/RFFUGoDtAOJ6z2TpadSoUXxRUZ/TEMRlhQ1wOLihHmIZA5fdj1EzEiCRD+0zS11dHUpKSjBs2DCkpqae8dh/13e9Py9K0KHS6UGaXALm1LdSHBdAU9NKmF1GfEfdibwyBlIni5E3xUMV1vVNeUNZB9gAD6lCCJlKBLlaDKfNC1XowN+k+1kO31a0oJrhMI4TIYkWICajRxWmkn8DO/4O6EfCdsv/4H2TBy1eH1JNfkwfpkOcVt6nzfqj7fjlu3ok5IZhxI1xKN/TDI7lkTvt7DPVeI7H3q9rIZYIkD5WB6VWAo7jseFoM9Iild3Lp4grB8vzYCgKrMMHRjH0z3TNHh8WlJ3Ac4k6hIkE+N+GNtwREYLrQlUod7iwz+KEPRDAhBAFRqgV55S4+mKodHoQ4HlkyiWgL3FfCIIYGoqiDvUs2gAAJSUlhtzc3PazHXu6utBAjz8xKakpmDLOlZWVoptvvjm1oKDAXlRUpEhMTPSuXbu2ftq0aamnSzi/++672jfffFPH8zw1bdo067vvvtsIAF9++aXq5ZdfjuE4DqGhof69e/dW9yzhvG7dOtWLL74Ys2PHjqqoqCiyXCQIp6sLDfR4/o1xTcGUce5dwvmll16KdDgczN13321esGBBvNvtpuPi4ryrVq0yhIeHs0eOHJHce++9SXK5nJs4caJt3bp1oU1NTcf+9Kc/6dasWRMqEAj48PBw/9q1a+siIyPZ999/X/PGG29EcRwHoVDIL1u2rGHatGnO83ktiDP98MMPugMHDkT1nNEiEAi4goICIynffGUqKSkJy83NTejvsaEEWZLQNQMF6Fri8wXP8/+gKOouAG8BCAdgAVDM8/xNFEVFA/iA5/mbBzr2VLsiAB8ByAPgQ1egZsdgfSFBFuJywfF8vwOl09Nxaw+bYGqwo/DO5O5B5Nls27YNDocDTqcTFEUhISEBSUlJEIlE0Gq1+MXqxDMVDYiRiDBGLcfv9WFQC89c8WfpaIXbIkJUsgYcy3Un8/U4/TgJFmVON+6I6D8HTaXTg05/AIUhCvg8AfzQYkGERorVxnaMUylwvUKOk0c7oU8LQcDLoqPJgXT6O6DpMOBz4Jfp7+Lvtc2YFqrCcA+FZ78sweonxiIlou/MFJ7nEfBzOLzZgITh4YhM6BscYVkOxhorJDIB5BoxpKcG4F53ALVHTLC2uqDQSmA2ujD+7mQw/ZTdJS4TPA/seAXIux8ITQYAlNicqHJ58UlTO77KT4GIPvvESpvNBplMBoGg70pXTyCAapcHm9vtiBQLcEeEBmqhAK0eLza2WUFTNB7Wh17yYAtBEFeO8wmyAF2Blk/3GaJ6JsGVCGnu4cIEYzABFuLKsKJd8joAACAASURBVHd9je7Yj41RPZPgCoQ0lzM1xhhMgIW4erjdbrq4uFjjcDiECoXCn5eXZw52Bgtx6Z1XkOVyQoIsxOVgr9mB1w1GvJ0Zj2jJqYG/y4/yPUa0Nzow6b40iKRdg8B2XwDzSw14MTkaear+c024fSykIgaBQAA//fQTzGZz90CQYRh4PB7cdNNNMImlKHd4MD1MDWmvSkg8x6PmsAkdjQ6MvDkBQhED1s+hbG8zIhNVaDPYoUtWI1SvgD3AQtlPQOKFqkb8KS4SlXuaIQyXYIPXiQidEqNYARTtPjhjJIjyAkqNFLSAgt/DnpHL5YvmDtwaHgKGAt7dUYM9Ne1Yt2Bcn0Gt38uittgEc7MLWROjoQ7rfyaNw+xB6e5mcCwHjzOAyXPSQfdKhsrzPMwtLjRVmpE+VgeRZKhppi6dhoYG1NXVITIyEmKxGHa7Hbm5uZe6WxeXwwSUrAJG/R4QK9Ho9qLW7cUxhxszQtVIlg8tgXFLSwsiIiJA9wjIGNxe/NhhA8dxmKhRIFEuQ4Dn8IvFieMOF7RCIW6NCIGCBOEIgjhH5xtkAQCLy0evO9ykMdk8wgiVxD9rhN4cIhORQdVVzuP005X7WzROq1coV4v96WN1ZolcSK47QVxFSJCFIC4gJ8uCAgXZqUBH+0k7dnxWjuhUDWIyNIjN1IIRdD3G8jxmHanBCY8Pa/KSkSI7czD5we46rDzQgG3PTAZDU+B5HjabDTt37kR7ezsUiq5lDjzPY+TIkUhOTh60bwE/213a2e3woXR3MxJywtBQ2oHibQ2YMicDlFYIf4gIYTIRNKcGnhRFYZ/FgZ3tNkSbvBgRr8FGtxPjNApoxSJY/AEoBAxyT5Wt7TS50FxhxrBJv86ILbI6EScRIUIsREldB9xWH8bmR/Xpo9PqheFoO7ImROPIDw2Iy9QiLHZoZXQHYu/0oOh7A6QKYXeQ6XJTV1eHpqYmREREIDk5uXs2RlNTE2prazFp0qRL3MPfzukZX00eH95qMGG+PhRShw1OpxOJiYmgKApOpxOrV69GVFQUxo4dC80A5cd3ddiwsd2Ku3UhKLW74eV4iCgaI0PkGE7KLBMEcR4uRJCFIAiCuDoNFmS5/L/2Ja5oPM9j4zEjbsrWQcgMKc/yZU/OdA3grW0u7FxVhYCPxYjpCUgZEdFnX4ai8FV+Cky+ACLFffOyFCSGIj8u5FQ1AAoURUGtVmP69OnYtm0bLBYLRCIRYmJiEBHRt/3eTgdYAECqEGHUjISufyuFSB0dCZGEgZHiIEXXtTH5Anj8uAH/LysOhSEKjFHI0ODoAK+RYktTCyZpldjUZsE9Om337JlDVif+X6sJidFiDOtx7hK7C4etTuSpZPi3z4mleX2rJZmdPnxXZsSDExPA8zyiU0Ngt3hQXdSKETfFg5IwENE0nFYvzEbnmflfBsD6OUgVQoy5LREALssAy44dOyAWizF+/Hi0tLRg165dkMvlyMrKgl6vR0lJCbxeL8TiX8sLV1dXIyYmBhKJBLYA22dp2JXs9OwmvUSE/0qLAcuy2Lj9AA4fPoz/z96dB0ZRn48ff+/sfWV3c+4mWRJCTgKEGwTkFEQRhXog1taqtR5t/dpqW1sttra/autRi9Z+1a9WbT0RK2qrKB6AoGC45MoFhNybZO/7mvn9EYggh4AoaOf1F8zOzs6x2d3PM8/neYYMGYIgCOzcuZOFCxeybNkytmzZwoIFCxg4cOAh25qclUGhXoNTq8EkKKk06eUpQTKZTCaTyWSyU+ab86tddlp6/uNWLHr1NybAcqCMbD2DRuRQUG7DmnfoHfOlG9rY1RPi57Mr+wMsyXiabava6dkbYOZV1QwtPLTFMoBGo2H27NnU19czaNAgNJq+aUk713bgbg9TNdFBVr7poOd07w3Q2eSna7efoVMLyS+z9j9myNDw8et7KJmazyMdPfy02I4rkaJYr+WR6r5pT8mkl/qu91GVzaZMr+Gl4aU80d6DSqHgLXcAnaAgmpawqZWMtRjRCgpecXkp0KpRKBTMybagUsDOcJwfDsg9pGbNhr0enlq7l1+fN5hwPMULH7fyvQnFCIKCgUNz8CRTPNDUwSUuBeZMLXnFhz83+7XudBPyxomFkqSSImPmHDoAPx3U1tZSUFBARUUFGzZswOv1MmPGDNrb20ml+uoKarVakskkarUaQRDw+Xy0trZSUlLCRlcvm5NwtfOb211NqVQyffp0XC4XPp8Pm82GTqdjyZIlWK1WLrvsMrJzc3nfE2CS1YzqM9PGSvZliFXJmSsymUwmk8lkslNMDrLIvlQLx35+x5ivK4VCQfWZRywgz6SybM4Zaj9o2bpXd5PtNDH50goUwtHvtguCQFVV1UHLnFVZOAZZDxvUyS3KoKclSGa+EceggwMUKVGienIBEV+CQQYtq3b1UrgrykoNVOw7Bk9Eya62JOoeL5Uj80lIEiUhiTPLshEEBU2RGL2JFHtjCfK1apoicVpjCVqiAtVmI3XhKK54kh9k+3BFYmAYAfRlzPx9TTNKQcGk0mxe3thGNJnmmjNL+mus+KNJ/ve9Jq6bUIzRKqEzqdEaDt+RKRFLseGNvZSOyUWpEjBn6o4p4+VUaAmG6QqGGT16NM3NzbjdbmbNmgVAc3Mz48aNI5VKYTKZMBqNbNy4kdLSUt59910mTpxIIpGgec0qLjrrrFN8JF8+k8nEuHHj2LlzJxaLhbFjx5Kfn4+zqIhV/ghPfLKbdz1BZmRm8Eh1kVxjRSaTyWQy2ddKJBJRbtmyxRYMBtVmszlZU1PjNRgM6VO9X7KTTw6yyE47nnACvVqJ/himfYiieFARzFNJEiXWvbqb4TMHoDOqycs4tJjnpIvLDvPMY2eyaT9nDQWFVbb+AE4yleb2V7exqr6XJ64bT4nDwAIM7LHGGTb403opvaE4U+5dw9xhFTjSbmYPd2DXqmmJJVArJLqTaX6/q5M7S/O5Z08nvy8vZF6ejcfbepiVbSGWFumIxikzaPH51rFXdQZvNHdy/QA779d109QT4vfzhrAnGidfpebF2lbufqOOqycNJN+kpXZJI2dUWsi3Hrmd9H4anYqqCQ5ikSQ2uxG9+djb/n7V7tzbzS/GjgNg69at/QEWt9sNgFqtZufOnTidThQKBaNGjWLTpk3Y7Xby8vJYt24dxcXFWCxHz+r5phg2bBiDhwwlmE7jTqZ4ut3Na+vryVKrSEkSf6kcwF/2upi7sZF/DCuhUHf6XnuZTCYDIOJRsuU5G8EuNWZ7kpqFXgyZ8qDqGy4WSirrPuq0RfwJtcGiSVaOd3h1JrV83f+LHa6F8zvvvOM8HVs433TTTflTp04Nzps3L3iq9+XrSg6yyE47kUSKc/+ymievGsPWNj8Xjz60tsd+nS4XL8RgsMnA7JzjH4i620PoM9RodWqU6uML1gQ9MbavaqdqogNLjgGFoGD8vKMXpv0idnzQQW9rkPHzBvV3LzpQz94APleY6jPz+5cplQI/nlXBbecM5rZXthGOp/jb5SMPKQiaSku8eM14XCs6GHf+pxkmYraOnZEEw8x6ZmaZCabSXFmYw6vdPgbqtUTTIv9o7+UnxXkMNOiwa9VoQjmMyxzEit2dqAQFZw3OY3xZFs91emiLJfhZsZ2uQIyrJw2kONtIa52HwRPzcQyycqwOl8lzOprfWseAsnzi8TgZGRlotVokSWL16tXMnj2bRCJBV1dXf8ZSV1cXPT09TJ8+HQCLxUJpaSkNDQ2UlpaeNgHFL9PrPT5urm8lnBb5Vp6NR6uLGZVhIJIWSUgSnfEEr/X4OHdDA08NLWHEEbp2yWQy2Sn39iI76x51kIp++uH9zu+cjPtBJzPv/NIHVdFoVDFjxowyj8ejuvnmmzuvueYa75f9mrLDt3Bet2y384u0cK6vr9ecd955ZY2NjdtP3p7Kvipvv/22fc2aNYekv6dSKWH/8q860LJ/mvrhPPDAAx1f5b58E33zf7HLvnbsGToeumwEqxp6+NW/tvL0h828sqkdfzTZv44kSezZs4csmw1n7QeUSUnq6+v5xz/+wSeffEIymTzyCxzA5jDi2hNk+f9tIxFL9W/7WIR9cURRQvkFpi0kUiL3LK/jiifWE0mkjrpu+dg8Ji0oP2yABSAaTRINJ4lHPj12QaGg0KQjQ69mzrRiFAoFsx9YzcaWT39nNYeDPNXVzIMBHzOvqibjgJbK+Vo19zV38f3te0hJcGammVEZBibZTPzL5WWWUc2Urj3864UXGKBV0ZNIgnUWm0NR7qpw8nhbD2t23sO69neZbDPzixIHgqDgF7MrKc42AuCszMTiNNHmjeANJ074XJ6OTAYDWq0Wn89HdnY2AK9/0knZiAnodDo2b97MgAF9U+okSaK2tpaRI0eiUql4+eWXycrKQqVSodFoWLlyJT09PafycL4S8/Js/LWqiCy1inm5VkZkGLh2x16u2LqHH+1ooS4c466yQmZlZbAzHD3VuyuTyWSH9/YiO2v+UnBQgAUgFRVY85cC3l5kP8IzT5q1a9caksmkoq6uboccYPlqrH25yb7prZaCAwMsAKmkKGx6q6Vg7ctNX/p1l51eIpGIct26dYe22zzAunXrHNFo9ITG5YFAQJg6dWppRUXF4LKysurHHnvMtnr1asOYMWMqqqurqyZNmlS2d+9eNcDYsWMrfvSjHxWMGTOm4tZbb3UUFBQMTaf7EqyCwaBgt9uHxeNxxYUXXlj897//3QawcuVKw4gRIyorKioGDx06tMrr9QqpVIprr722cMiQIVXl5eWD77nnnuwT2fdvMjnIIjvtqJQCo4szqbJncNNZ5ZRkG1n8biOPrGziN69up90XJRwOs2LFChYvXkxNTQ2DcrMpKSlhxIgRtLe309DQwIYNG2htbWX/h8fhCIKCgcOyOff6YWh0KlauXMkbb7xxTIEWe4mFCd8qPewUnlZPhO88vo47lm077HO7gzEANCqBqRW5/PXbIzFoVLTF4v3rpEWJRErs//+GN/cS8R8ahAj0Rgn0Rgj2xMjKN6HRHT4Ic3aelXsuHMr8kfkEEdniDZNOiuQrVUxvFiiMww5PiCXbO2ne1ks6KTLaYmBapolptgz2RmM82d6LSqHA6E6Q253AqlSQlZXFZZddRkKhoCbDQG8yRV0oxq8a2hBQ8LriIrTm0Tzf6e4LwnyGKxDjpuc30xuK8/SHe/mkzXf0E/814na7icfj/QVud+7ciVUtUl2Uy65duwiFQv1tuXfs2IHVaiU7O5umpiZyc3PJyclh8+bNJBIJRo0aRV1dHe3t7afykL4Ss3MsPDV0ID+pa+Wx1h7uKS9kyfBBPFJdxJ2lBWgEgbvLnVzmyDrVuyqTyWSHiniUrHv0qIMq1j3qIOo9od/hDz30UFZ5efngioqKwfPmzRv47LPPWoYNG1ZZVVU1eMKECeWtra2q9vZ21ZVXXjmwrq5OX1lZOXj79u3aIw28ZCdHLJRUbn2v7ajXfet7bY5YOHlC1z2dTnPppZcWlZaWVk+cOLEsFAop1q5dq6+pqaksLy8fPHPmzEE9PT1K6BtMr1q1ygDQ2dmpKigoGApQW1urGzp0aFVlZeXg8vLywVu3btUCPPzww5n7l1922WVFqVSKVCrFhRdeWFxWVlZdXl4++Le//e3nt7mUHWLLli22A6cIHU4qlRI2b95sO5Htv/zyyxl2uz1ZX1+/o7Gxcfu3vvWtwI033jhg2bJlu7Zv377ziiuu6L3lllv6s2h8Pp/y448/rr/vvvs6KysrI//5z3/MAM8//7xlypQpfq1W2z8IisViim9/+9uDHnjggZb6+vodK1eurDeZTOIDDzyQbbFY0tu2bdu5ZcuWnU899VROXV2dPIf7APJ0Idlpa2u7n6buEFdNHMg7P53CplYf7+x0oVEqSAtarrrqKrq6usjIyODBBx+ksrKSqqoqNBoNH3zwAQsXLqSuro7169eTk5NDZWXl57ZBnjJlyknZd5VSwY0zyhha0DeFyd0ewmo38I43SO2WLhLhFIvOG4wgKBhT/GnRVlEEUZIIxVNc/LcP+dbIAr4/cSCpRBpTppbDdaZd9UIDg0bk8NGy3Vx2xzgkoPFjF7ohVvI1ah5Y0UhTd4jdvSG6g3FGFtmYd0YRvo968JZJZBeayC/J5TxfhODeEAMHmtneE6G2oZn8HAvRtIhCqaDcoCNfq6bUoKNXFWavJ0xUlY1UUMRTbb10JBIM0qYYk1jGlQO+z5aQgagoUqzXMNpqYlLW4b9fLHo1d184jEyjhuHOQ79fJEn62rbk1ev1CIJAdnY227dvp6qqijKHnZUrV6LT6Zg2bRoAoVCIvXv3MmPGDLxeL21tbUyePBkAm83G9u3bEUWRCRMm8M4775BOp/szYL6pRluMLBtZSl0ohlmlRKFQIKZEHn+viRFOK8OHfDpNyB9J8st/fcLvLhhClunz6hadWsFUmv/0+JloM/XXlJEkiZ3hGEtdXkoNWlZ5ghTqNFxiz8SqVpKjkcdBMtnXypbnbIdksHxWKiqw+TkbZ9zgPp5N19bW6u69917Hhx9+WOdwOFIul0spCAKXXnppnSAI3H///dl33nmn/bHHHmt7+OGH995333157733XlM8HleMHz++4t///ndTfn5+6rHHHrPdcsstBUuWLGn+Iocq+1TdR522z2awfFYqKQr1H3XZamY4j+u6A7S0tOj++c9/7p4wYcLec889t+Tpp5+2PfDAA/Y///nPLXPmzAnddNNN+b/4xS/yn3jiidYjbePBBx/MueGGG1zXX3+9JxaLKVKpFBs3btS99NJLmbW1tXVarVa6/PLLB/zv//5vVk1NTbSzs1O9f4pSb2+vXHH+BASDwWP6Eg+FQif0ZT9y5Mjobbfd5rz++usLLrjgAn9WVlaqsbFRP3369HLoq1+Zk5PTf5dz4cKFnv3/vvjii73PPfecbe7cucEXX3wx84YbbjgoZfqTTz7R5ebmJqdMmRIByMzMFAFWrFiRUVdXZ3j11Vdt+45RuWPHDl1lZeU3KyX9C5CDLLLT1jlDHax+eSvv1rk4e3AunVvX8uMZM3hxUxebW32MLc6kwKZnUr6J73//+9TV1bF8+XKUSiVTp05Fr9czYsQIrFYrr7zyCpmZmZ8bZDlZHBY9DkvftBtPZ5itK9vJyjcyYlwuNYk9ZE8e31/3BEAUJVo278TS2Yww51wydGqW/WgiOrWSRCyFzxXF3x3F1dqIwvs+A4p+yN/X7CHfqsd6lgN7oZWFQ7LRmdS0x5OkS0y83RvgUkcm0ypz0agEFs0djKBQoNYI9KbTdA018X44zI2YyB2UwdKWCCMbYzTpRdaJSWbnZPJMt4cfDLDz5+YuBAWcnWMhlE4jZmsYGM3g0RVNnDPeyQSbCU8sQH7kLQqKrkOSRIrTG8nMnPi550qnVqJT931vd3W9SiLZ97sjJ/ssJCnNzo8/ZNSUhSf/In3J9hdl3j/f9ayzzqKlpYUlS5Zw5plnUlhYCEA4HGbNmjVMnDgRpVLJunXrGDduHIIg9Adm8vLy+PDDD9HpdEyfPp3nn3+eGTNm4HAc/Ubp110qkCArnEaySax9dRcTLiwlmZL44bObuPfiNEMLLLxY28awQgvXTh7E2ztcuMMJbpg66LQMzDVFYpxd20A4LVKk0/D4kGLe9QRZ6vISTqcp1ev4W0s3+/PXlrq8/GhALlcVfnPbd8tk30jBrmMbLIWOcb0DLF++PGPu3Lleh8ORAsjLy0uvX79eP2/evMKenh51IpEQnE5n/LPP++STT7RHG3jJvriIP3FM1zPsj5/QYLqgoCA+YcKEKMCIESMiu3bt0gaDQeWcOXNCANdcc4374osvLjnaNs4444zwvffe62hra9Nceuml3qFDh8bffPNN87Zt2ww1NTVVALFYTMjNzU0tWLDA19raqr3iiiucc+fO9c+fPz9wIvv9385sNh/T35nJZDqhv8dhw4bFN27cuGPp0qWW2267rWDq1KmB0tLS6ObNm+uOsD/9afILFy703XnnnQUul0u5bds2w9y5cw+6xvtudB6S3i9JkuK+++5rufDCC+X3xBHI04Vkp62B2UbGDszkrR0uPtraSEFBAXctb+KlDW1MKMmiLM/Mu3Xd/GzJFlbt9jN8+HCuvvpq5s2bR1tbG6+//jqNjY243W7Ky8sZMmTIKTmOTIeR0ecUYbBo6FjrQhgyEaX14CKv97xVzx2bQ4SHj+lfplMr2R2J0yWlyRuYwRnzB5LQvECh81p6QzHafVFWNfSw+P1dtHojGDI0tMeTLHN5qcoycj460v4ERQ4zN0wr5SV/gHZSrPaH8SRT2FQq7Nq+73m1IDA9y0JHhZFR+Rbm51pQKCBPp6FAq+Riu43bretp713Nw3ua+cAdRKsRuHZmGQ6LjnfcfvySFh0X4nH10rTrj5hMFfgDW47rXNnt5zPAeSUDnFei1zvp6V1B+cjhX/gaeJIpPvKF6EkkSYrHVnPni3K5XJjNZgB8Ph9r164lkUiwYMGC/gCLz+fjww8/ZPz48ej1el555RXGjBmDzWZj27ZtiKLYP91t0qRJbN68Ga/Xy5w5c1i/fv03vkbLh7vcXPnkejqCMSZcWArAormDuWHqIJ74oJlUWuK6KSXEkiIvb2pjT2+Yv7zTyLIWN893ukmnY6f4CA5WatBxT4WTXw50cNsgB1dua8abTHFfhZMPx1bx/PBBLHT0ZbaNzDCQlCT0SvlrWib72jHbj22wZDrG9Q5wuEHPj370owE33HBDd0NDw46HHnpobzweP+SDQ5IkRWlpabSurm5HXV3djoaGhh1r1qxpPN7Xlx2ZwaI5putptGhPaDCt0Wj6r7tSqZR8Pt8Rb5arVCpp/++HSCTSf9fhuuuu8yxbtqxJr9eL55xzTvmrr75qliRJcfHFF7v3vzeam5u33X///R05OTnpbdu27Zg2bVrw4Ycfzr300kuLT2S//9vV1NR4VSqVeLR1VCqVOHz48BOqm9Tc3Kw2m83iDTfc4LnppptctbW1Ro/Ho1qxYoURIB6PK2praw9teQpYLBaxpqYmfO211w6YMWOGX6U6+C1VU1MTc7lcmpUrVxoAvF6vkEwmmTlzpv9vf/tbTjweV0BfEDcQCMg/WA4gnwzZae17E4ox61TobHmUVg0hQ68mmkhTkmtiVJGNqyYORKUU+PGzm5j151Us3dCGyZzB5MmTOe+881CpVCxfvry/7sWpYrLpGDQil0yH8bCdcX4xu5KnrhpLYUEOG1u8/O71HVzzdC3enjAD9H3TH0QxgdU6jpc/3kO3N8Qdc6u5eaqTa4dpqHaYedXl5YE9nVxR0Fd7qq3OCxK87fZzU10LNxbl0ZtIsSUYIiGKWP1uKrvb8Hg8rFmzhuC2T/hWYTZr/BE2B6Ks84ZojMTRCQJ/a+7ilcSZDNIpmO77OZWKOuo0Et50mr/sdXFBrg3bOjdt9R78obcYVHILbW3PoFR+sc4vRQO+j9lc9YW2sSkQ4ZNAmFp/mI98YRY1tVPrD3+hbX6eYDBIQ0MDY8aMwe12s3r1asaNG0d5eXl/h6Du7m7Wrl3LhAkT+gvbzpw5k6ysvjoj1dXVqFQqmpqaUCqVqNVqJk6cyPr160kmk4wePZp169YRCJycmwh7o3Hec59eNyS+e0YxFXlmbntl20F1km6eVcE/rh7LC7WtzLhvJW9s7WRyWQ4/n13Jpl/PZIrVxRD/X2hqupt0+vQqjvutPBv/U5zH+bk21o+v4o7SAjYHI/yisQ2A/ynK48GqASwbUcbyUeVcmHdCU7RlMtmpVLPQi0p/1EEVKr3I8IXHPaiaPXt24NVXX83s6upSArhcLmUwGFQOGDAgCfDkk08etljVsGHDYsc68JKdmMrxDq9KLRx9MK0WxIrx9pNShNhisaQzMjLSb775pgng8ccfzzrjjDNCAE6nM75+/XojwDPPPNP/RbJjxw5NVVVV/Pbbb++eNWuWb/PmzfrZs2cHXn/9dVt7e7sK+t5TDQ0Nms7OTlU6neZ73/ue7/e//3371q1b5XZ+J8BgMKTHjRvXebR1xo0b16nXf85nxhFs2LBBP3z48KrKysrBf/zjHx2/+93vOp5//vldt956a2FFRcXg6urqwStXrjQd6fmXXHKJd9myZZkHTiPaT6fTSc8888yuG2+8cUBFRcXgqVOnlkciEeEnP/lJb2VlZWzo0KFVZWVl1ddcc01RMpk8/VKITyHFsXZSOR2MHj1aqq2tPdW7ITsNdfljXP74Opq6QxRY9fxgcgkLxjhRC+DxeMjJOf3T7Zu6g3y420OBVUdZrpl8qx5POM6qhl4uHNWX+dDb+x6SVMH27Q0YDH3fddnZfUV/60Mxig0aUqKE8YCOR5sCEVZ6AtxUbGebP8yDrd1YVEqGtzRy8bTJ/dNZotEoPp8PURS5x58iQymgFBSMsRj5255OXGmJQUYd99rUJBQreSw8CU9Kwf1VAzAoBcSUiC+wAZ0uj47OF3HY52M0nrrglihJPNney95ogsvzsxio16ISFKREid/uaidXo+bHRXkn/XUDgQDvvvsus2fPJplMUldXx4gRIzjw7kBnZye1tbWcc845eDweNm7cyJgxY/oDLEfj9XpRq9WYTCa2b99OS0sLs2fP/kLTYxKiyLxNTYyzGLmj9JAOg6fU9g4/5z+0hvsvqeGC4X371tQd4tv/9xHTK3P50fQyCqx6RDFJT89b9Pa+g9FUQb7jYkQxhlbr+Pxz42uFPStBUEPNgq/gqI7flmCEdb4QP3DKdQdlsq+KQqHYIEnS6AOXbdmypbmmpqb3c5+8v7vQkUz8n/YTbeP84IMPZi1evNguCII0ZMiQyPz583233nqrMy8vLzF69Ojwpk2bjOvXr69//fXXzftrsgCsXbtWf+ONNw4ICU1yAAAAIABJREFUBoPKdDqtuP76610333zz5x+L7Jjt7y50pMdHzBrQfiJtnD/bwnnRokV5oVBIedFFF3mvv/76omg0KgwYMCD+3HPPNefk5KQ3bdqkW7BgQYnRaBTPPPPMwNKlS7Pa29u3/vKXv7QvWbIkS6VSSTk5OcmXXnppd15eXvqxxx6z3XfffQ5RFFGr1dLixYtbDAaDePXVVxeLoqgAuPPOO9suueSS0+tuzNfI22+/bV+3bp3jwCK4KpVKHDduXOdX3b5ZdnJs2bIlu6ampvhwj8lBFtnXnihK/HzpJ7y6uYM7zh+MKEo8smo3sWSaW8+p4qJ9AYqvoxdrW1EAF492kk6LhL3x/hbLu/csJitzMhbLcFKixF17OrmuMIdH2npQKfpa4cZFiQ2+MFFR5IdFeTzV3sN6X5i5uVY0Pg+l+Q52RhM0hGNMsxrZvXMH69BgzctlkF7HnBwL1+7YSywt8aMBOZjVKsokFXG9wAfeEHNyLAgKBfG4i1isk0Sim0i0hZzsGRgMA0/ZeWuJxvm/tl4uyrOhFhQU6jSY9wWeImmR5zrdXJBrI1tz+EzboCeGJElkZOkP+/iRRCIR3n77bWbOnEkoFKK+vp4zzjjjoACL3+/ngw8+YNq0aUQiEbZs2cL48eMxGo00NDTgdDpxu93s2rULq9WK0WgkFApRXV1NMplk165dxGIxvF4vU6ZMYf369aRSqf4iuseqN5EiLooU7Cu+Ku77LhBOQS2T+nAMdyLFBFvfjZa90TiueJKx1r7//+E/O1m6oY13bp6C1aDhyr+vR5TgqavGkkj00t7xApHIbnJyZpFpO5OenuUEAlswGstwOC7m9mV1XD6+iOp8y+F34KO/QcgFI74DWac26+1wPMkUs2rrubogh6sLs9EIchKqTPZV+EJBFugLtKx71HFQEVyVXmTcDzpPNMAiO/2tfbnJvvW9NseBRXBVakEcOq2w80QCLLJvjmg0KmzevNkWCoXUJpMpOXz4cO+JZrDITj05yCL7xtvU4sUfTTK1IhdPOMENz2wgLUr87fJRZJ/m3UaO5pYlW7h60kCqHBkEPTG2vNvKGfMHIQgSK1eNYNTI5zGbBx/yvNQBdUfcyRQftHUx357J66EEMVFErQCdIBBISww16ykz6FAq4NVuH0U6Da+4vHzfmY1Tr2NxcxdvuQPMz7VxtfPgjKBkMkBb29Ok0iEkMYXNdgZW6xjU6owv/dwcyevdPt5x+7nOmUuFSc/OUJSBei2646ht4e+J0LzVTdgXp3ysnezCI2ZZ9kulUjz77LNccsklKJVKVq9ezYQJE9DpdAet89577zFq1CgyMzPp6OjAZrOh1x8czEkmk8Tj8f7gTDwex2w2k06nCQQCKJVKlEolRqOxv8CuIAiHdGJq2NexBuB7BVk4tJ9215MkiT3RBCWGU/v3sTUYIZQWGWcxHhTgebytB7tWzZwcK5FEipn3r2JSaTZ/vGgYyza3Y1E1YletQCFoyHdcgiQl6OpaRp79fN6vd1PpHI1FryGZFsnL0LFo2TYuHFV4UDevr4O0JHH5J7sRJXh8SDHnbGjgj+XO/oCUTCb78nzhIAtA1NvXRSjUpcZkTzJ8oRe9TR5UfcPFwkmh/qMuW9gfVxst2mTFeLtXZ1TL110m+waRgywniShJfOgLkalWUWU6vjvcsi/XW9u7uPvNOqaU57Bip4tJpTnceUE16i+haKQ7FP9S28Sm0yI9e4MYLBrcXREGVh88hSQSSOBuD5FVqEFvMqBQHPkYtwYj/GF3J39VxjDb81BnZx/0eE8iyVpfiNWeIDOzLWwPRoiKEuUGLRc7srhx516uKcihLhKlPhTlGmcuuRo1KQkEKU7z3r+R77gEvb4Af2ALPT1vI8UHUlI2H6X6q73b7k+mub+5i3NzLIy1GI9r+kxaklAeZv10SmTbyjaSCZHR5xQf8ngwlqTdF6XSnsFbb72FzWZjzJgxfPjhhzidzv4Ct/tt27YNi8WC0+lk06ZNSJJEIBBAq9Wi0WhQq9W43W6ysrJIJBJ4PB7y8vJIp9P4fD5WrVrVv63LLruMaDRKT08PNpsNrVaLz+dj0qRJx37STrJ793RhUgpcN+Dzp7QcqTV3NC3yarePpkiMKpOe+blWFAoF79V3c+XfP+aFH4ynpiBJt+s/ZGefhdv9LoHAVgKaSl5PTWBmnpPJVjNv7eiiJNvI/67aze/nDUGnUlIfjOIW07zU6WFmtpk5uad/wOWePZ38vb2X98ZU0p1Iss4f5tVuH49UFx0UNJPJZCffSQmyyGQymewb6WhBFrmF83H4wO3jr280MSzbxG3nfLFinLKTa1a1nSkVOSzd0E5prolvjyv6Ul5HkiQWLdtOUZaBn84sR/UlBHEkUaKj0YdzcCakJRo+7qKnJUTxsCwa1rmYdHEZ61/bw9wf1xw1wAKwORghlBLJrKk+7OM5GjXv9gYYqNfQFU8SEyWKdSpUCgXBVAq7SsVqb5BoWuR7BTnsiSR4uLWHnaEopQYd33ZcS5ekpFiSSMR76Ngwi10bAhT9RvxKgyyvuLw81+nhyaEDT6gby1KXlxmZGTzb6easrAwGGbQsrv+IG0qHM2y6k3ee2knztl6KhxwcpPrnRy38Z2snfz6/GIVCwZgxY9i0aRN6vZ7CwsL+IEp9fT3JZJIxY8agVCp54403mDhxInq9vr8mzrGYPn36cR/bV+mWgfZjXteb6iuafJ0zB4dWQ1Mkxhs9fhTAOTkWFjgODoBMq8hlbk0+t7+yjf/cOAmzuZqde59AsM3hJ6Fx1EXiQJJ/uPbwSHURHb4YKxt6uH3OYEKSxNs9PhY1tVOg03BrcR71kTi1/jCjLcb+12gLtuFP+KnOOvzfy1ftHXeA+5tdPDV0IHlaNXlaNUPNBmZnWxCQ68vJZDKZTCaTnY7kTJbj9O/N7UTq9nLRRWNRqOQY1X+jaCKNOxyn0HbiRdZTyTRKlYBCoWBPJI5dq/5SWrXetbsTk1I4aoHXv7W4SKTS9KRE9kTizM21EEiJTLAaWerycUdZAVv9Idb5I6CASTYTTr2WlZ4ga70hImmRfJ2aLcEoZ1tMjFJoqRpwaO0LfzLF2+4A9eEY3mSas7MzmJl9hBoZxyiYSvN0h5u4KPL9whwyDij4e6BIWkQBB51jdyJJNJ3GlxKJiRJv9PjIUqswCkne6d6DJuVnYX4u23s+4scjfnzYrItrnq7luiklBP2dFOdkUeyw43a78Xq9tLW1UVBQQCqVoqSkBK1WSzKZRKFQ0NXVdUiWy3+jnkSSn9e3Mc5ipEiv4awsC2rhyMGDDxp7eLG2jSsnFjPcaeWmulY6Ywmceg3PdH5aFL9Er+X/BhdhVSt50+0nlEwzIsPI7lgcoyAQSoukJIm2WJJJVhNn5fS9D+PpOE3eJqqzT32QZW80ztm1DczPs3FXufxekclOBTmTRSaTyWRHImeynETnDsvHnZ0hB1j+i+k1Sgo1X6yLnbcz0lfnQwEvdnkwKgU2BSOcnWXhbXeAOTkW3uj1M8Js4C13gEqjlh2hGOOsJnZHYlyen82UTPPnvo5NLWAQDh942O+y/Cwea+0lkk6RoRbYGoqiFQSsaiURUWSNJ8gqbxCrSkl9KMqmQAS7Vs3F9kzOzbHiTiR5xeUjU63kuR4fFmcORWmR7cEIIjDOaiKcSvNIWw8KICFKaAUFEn0ZKAalwKxsC/7AFsymSgTh2KZi1frDvOMOcFVhNjmavmyQ7niS3kQSk0rZ3/r6yfZe/rC7gx868xhlMVBjNnD37k40ClACmRoVY61mfl7iQLuvoOgVzr5Bbdrno8Kaf8R98IQTdPpj/CWmZLHZQn19PaFQiPLycgYNGkQikaC9vZ26ujoSiQQOh4PCwkI5wLJPjkbNE0OKj3lq14RB2Tz8/i4aXSFGDLBxf6WT/9nZQnsswfxcKxpBYEGejZQk8qE/jFmpZIE9i3/3+ljrDzMt00RKgu2hKPPybCREifpwrH/7WqX2tAiwRNMi12xrJk+rZtGgI7//ZDKZTCaTfX0kk15lZ+e/bPFEt1qryU06HPO9arUtfar3S3byyZksslNmbVMvvmiSc4c6TvWunFLd8SRv9PqZm2Ml8zPdbsKpNAalwJ5onGK9lvZYkjd6fUzPzKDUqDto3XRKJOiJ0bLdjdGiZdDIXF7f0I5GrWTWsIOncXh9H5NOhZAQiUaaUattXNVWwaZQEoDRGQb+NaKM/9m5l3KDFoVCQalBgzcpolZIKBQC7fEE2SoVo6wm0pLEEJOe3ZE4wVSaneEogaRISzyBSqHAqVUjCAIGpQKtIDDcrKe9PciaNi+DC61MyXPR0fkSlRW/5V8uL72JFGdYjQwxG3ijx0e2Rk08LTLIoMWh07AlGOHvbb38pjQfq7rvnPmTKX5e38pYi4GF+TkY9mWttMYSiJJEkV5LSpTwJFNoBAV6pdAfVPms5mgcnSDQGkugUcBjbT0U6TT8rOTgAe/db9Qxb+IApm5oYOekIdjUKsLhMM3NzYRCITQaDUVFRWRmnsa1P5Kxvs464R5IRmDg5FO9R0fV5o3wncfXc+3kEi4dO4C0JFEXihIRRXaEoogSjMowMCzj02lAcVHk+Q43VpWKs3Iy8CXT/V2VTkc/qWvhZZeXN0eVy/W/ZLJT6KRkskQ8SrY8ZyPYpcZsT1Kz0IshUx5UfcPFQkll3Uedtog/oTZYNMnK8Q6vzqSWr/t/saamP9pb2552iGKs/8enIOhEZ+F3O0tLf3FSu04VFBQMra2t3elwOFIn8vyxY8dW3Hvvva2TJ0+OnMz9+qaRM1lkp5VWb5j732rktS0dvH7jqSvSebrI1ao5KzODPzV34YonODvLwjCznsFmA8Z9019KDH0BlZddXlyJ5GEHiOmUyJqXmphxRSUafV9mx1mVhy9Amkr6CYcb0RuKMZurUatt3F1qQa22YFMr2RSI8K4nwKzsDN7uDeDQaVjvj1Cs09AUjaNXKrkgz8Ygg47V3gArPUF2mAw0R+OMsxo5L9eGWaWkN5FkazBCWyxJYyTOhkCYrcEoOqWC56sHco7HxNDSHLZt/x1lZYt4pLWbtCRxnTOXZzrd7I0lmGIzszsaY1ckwSpfkO/mZ1Ok03CZIxOrWkVcFHmpo5eXe/w8VFWEQ6dBkiQ2+sO82etHRKLaaOAdd4CkJNEbT5GlURJOi4zIMCIo4GN/mGha4uHWbrqmDacnkeKTQF8mjlOnoVCrYWsoSmM4Spnx00HvFROK+CQcZenwQdjUKhobGwmFQlRVVR3UVehAkiThSqSwaw9fi6U3keKtXj/jraavpvPP0+dD67q+f2tM8PPdoDp9O3IV2gwsvX4CAB/5QjzR3sueSJx8nZp7yp3kHua8agWBKwo/7YxlVB6a3fXc+hZmV9uxGU9t8OWZDjfPdXr4fVmBHGCRyb7uDtfC+Z3fOU92C+cLL7yw+LzzzvNfeeWV3pO1zVPxGt8Uh2vhvG7ZbucXaeFcX1+vOe+888oaGxu3H9M+rF2rb21t1SxYsMB/Iq8nO7mamv5o39vyaMFnl4tiTNi//GQHWmSnlhxkkX1lugMxHny3iRc+bkWhkPjRtFIq7aeu1e/ppECv4e7yQjb4w3zgDXLnLh9/HVxE1mcyW/6nOI8twQhpUYTP1HDR6FTMuWHYpwvq30TXuBzUBogHYOovIaMvEyM7ewax3pHkHdDOtuaAbfVokjzU0s39VU78yRRuT5yJUQGbkGZOWRa51k+nS03PsjAtMwOFQkFaknit28sjLd3cUuIgS61ijMnItKxPjyMuijSGY/QkkoQHGhimUFBR/lv8konOWDcTbGY6YkkWNbbz58oBmFRKhpmNhFMSrkSSQp2GTf4wbbEEI0WJeRsa0CkUPDlsIBaNhg3+MPXhaF+XG2fuIdlBnxWMxujY28prgo6uacMBGGMxYteqCaXSVJn0jLMYuKOpnYdburm73Il237lPagRmZdgIpkWiaZGysrKDtt0QjhEXRVZ7Q1yUZ+WZTg8xUaLSqGN+ng1fMsV7niDbQ1HKDDoy1Uo2ByOcnW356lorX/BXSEb73huGLDiOrkwnQpQktgSjNIRjXGK3ARw0XehIXYcOlLkvEDIooeCmojyqjLrj6iZ1OE6bgRue2ciTV41Be4TaPl+2LcEIv2psY0ZmBlcXZH/+E2Qy2enr7UV21vzlkEEVqajQv/wkBlpkp4e1LzfZN73Vcsh1TyVFYf/yEw20HI/a2lpDbW2tUQ6ynHrJpFfZ2vb0UdP2W9uedhQVXdetVluOu813IBAQzj///JLOzk6NKIqKn//85x0Af/rTn3KXL19uSaVSihdeeGH3iBEjYoFAQLj66qsH7Ny5U59OpxW33XZbx+WXX+4LhUKKSy+9dGBDQ4OurKwsFovF5Or6X5AcZJF9Jba0+rjunxvo9H9a/+C8mhOvNbA7EueFLg/XOXNojyV4pK2HW4rtFOlP3zvwx2KUxcjIDAONkRaW9/q5LP/g9s1iWiTyTid1GiWjzy2mty0I+7qMdO8N4NoTIGxRsXOIkZ/5W/ue5BzbN3jWflrDJRlPc7TmJMMsRi6IqXmxy8MFuZl4LEnKzEe+q75/gKtUKJiX92ngJp4SueChD/jWyEJ+OK2UtU295GboKM80MMTcF6hpi8Z5sydNT6IXUZL4d7ePzHwlH4ytojuRJClKvOMO0BCJclVBDg/tddEU6atP0xlPcMOAXObmZdIdjPHklr14srX8pDjvqIPuUCrN4209mJQCVxbm0G6xUZhI8WKnGwXQnUjRm0zhSSZJiVBt0jPYpCecFtkajDDaamKdL8SHvhBXFmSjFgRiosjuSJy0JBIWJRrCMTrjSW4tcSACrkSKnxTb+4MIS7o8rPYGuc6Zy7xcK3/c08W5OblfuBjwccsu+/x1ToIN/jDPd3lISxI1ZgNDzXrO2dDIZJuJnxTb0QkKFAoF9ze7OD/XSpnx8JlAB8rRqPvr8ZyI17p9lBq0dCdSTCnLptkdZtEr27n7wqFfOGhzItQKWFw5gAk2E2kJVIq+KYM6pUAsLfZntslkstNcxKNk3aNHnwu97lEHk37Sjd523IOqhx56KGvx4sV5CoWCqqqqqFKplFauXGlavHhxXk9Pj/p3v/td25VXXun1+/3C7NmzS/1+vzKVSikWLVrUcfnll/vq6+s1s2fPLhsxYkR427ZthpKSktiSJUuazWazuHr1asNPf/pTZyQSEWw2W+qZZ55pLioqSp7wufgvEgsllVvfazvqdd/6Xptj5NlF3Tqj+rivezqd5tJLLy2qra015eXlJZYvX940ffr08v3TOjo7O1WjR4+u2rVr17a77rorPxaLCZWVlaabb76585prrpEzkE6Rzs5/2Q6cInQ4ohgTOrtetg1wXuk+3u2//PLLGXa7Pfn+++83AbjdbuVvfvMbsrOzUzt27Nh5991359x99915L7zwwt5f/epXjmnTpgWWLFnS3Nvbqxw9enTV+eefH7j//vtz9Hq92NDQsGPdunX6iRMnDj7R45X1+ep6rMr+q9U4raz++TSe/f44zhvmYOzATEpzTSe8vRKDlnNzLP0BFk8izZT1dfysvpWOWOIk7vlXT6FQMDMrg//0+nDFD/5dIygFcovNhHx9waoQEmt9QXRGFXnFGZy5oIzz5pbys4EOGPEdOOdPMPgCKJ50UJBFo1PhrDy4TkjYFz/o/1PLc7iyIIcsjeqoAZaj8YQTDMw2EoqneLG2lXfqunl01S580QTBRJh/uTxICqgwa7mxOI9bShwscNgQgV83tvFaj5cXutys9ga5uiCbl7o85OvUFOo0iGmRx1q70SuVrN7dy3X/2EBllomfDrT3D5BFqa8GS2M4xgZ/mDXeILsjcQxKgfFWE62xJE+09fBtRzbXOXNJSxIiUG3WsdCRyS+KHFzrzKHUqEWvVFJh0LE5EOblTjfjrCZuKrZjUat4xx3gFZcPg1KgMRKn0qjjIruN8VYjkiTREk3wssvLb5rauWpbM1uCEaZnZqAThP4sjFtLHJi/wYPoKpOem4vz+G5+NuOtJt73BImJIttCUV7o8pDcVx/s+gG5ZH9O9tHn2ROJsysSO+o624IRTEqBcqMOrQLe7vVz+fgiUqLEkg1tX+j1T0RbvYdtOzycva8987ZQlFAqzfzNTbzY5eHcjY0823Hcv71kMtmpsOU520FThA4nFRXY/JzteDddW1uru/feex0rV65sqK+v3/HII4+0ALhcLnVtbW3dsmXLGu+4444CAIPBIP773/9u2rFjx86VK1c2/OpXvyoUxb6xfXNzs+66667raWho2GE2m8V77rknJx6PK2688cYBy5Yt27V9+/adV1xxRe8tt9xyaDaO7LDqPuq0HThF6HBSSVGo/6jruK87QEtLi+7GG2/sbmpq2m6xWNJPP/30Ybej0+mkX/7ylx1z58711tXV7ZADLKdWPNF9THeDEvFjW++zRo4cGV29enXG9ddfX/Dmm2+asrKy0gCXXXaZF2Ds2LGR1tZWLcD777+f8ec//9lRWVk5eNKkSRXxeFzR1NSk+eCDD0zf+c533ADjxo2LlpeXy7VYviA5k0X2lVEpBSaUZjOhNJtk+rgD+IfYHozyr24v1xTmsDsSZ60vSEs00T9Y+zo7P9fKki4vi/e6uKM0H80BBVoLKzJZr0wRSKWx5RlZFfJzvk1HQps4+O67+vMzAfZLxFJ4XWGM1r5MoHRSpKclSFF11lEzXo4mGEuSb9Xz8LdHcdljHzG1PIdUWmL2EDupyHt0d29lsvMmwuE9dESt1AWjlBl1TM7MQFAoGLuvK9EaX4jJTjNJCbzJFIP0WlbHQ0TSfbVb3vIE6EjGeGxmPlkln2b+rPIE+TgQIpySOMNqxKFV44qnWN7rR69U8oPCHG4q1rHGG+Sh1m5MSoFBBh2+ZIq6cBQlAoJCotyop9qop8qoZ4UniFGlZLU3xKTMDHK1asLpNKUGLdOzzPy1pZtIWqQlliBLrWJWtoWoKPHXlm6WjhiEUamkJ5FkjTdEjdnAnyqcJ3Zyv4YMSgEJJQ/u7WZGppkhJj3XOXP7CxTvicR4rdvHGVYTY6wnFoCNpkVub2zrb+c8zKTnnkonNeaDu4GFUmk2BCJ8Nz+LP+zu5GJ7JspUimc73fz6vCoefn8XoighCAp6e3vJyMhAozm+Wi2ueJKXXV6mZ2VQ8TlZOW2xBGs7/Jw73IFOKaAVFGRpDOyJxJmTbeXhlm6yNSrOypKnV8pkXwvBrmMbLIWOcb0DLF++PGPu3Lne/QUt8/Ly0gDnn3++T6lUMmrUqJjb7VYDiKKouOmmmwo/+ugjkyAIdHd3a9ra2lQAdrs9MWvWrDDAd77zHffixYtzP/nkE39jY6N++vTp5fueT05OjpzFcowi/sQxXc+wP35Cg+mCgoL4hAkTogAjRoyINDc3f73Tt/9LaDW5x/Q3pNEe23qfNWzYsPjGjRt3LF261HLbbbcVrFixIgB9wTYAlUolpVIpBfRNyX7ppZeaampq4p/dzqnI4P0mk4MsslNCrfziSVSX5WcxMzuDR1t7eKyth7vLC7nUkfX5T/wa6MtssHPX7k52hGKUG3W82OmhNhBGrxSwGpSscAeYn2sFIJxOk3BF2VzvxWjR0vixi+oz8wl64rQPMzPcbCD/gGK527dvx263k5XVd77SSZFWHQjBGHtXtIEC8ootiKKEUji+D923d7hYscNFhz/KGYOy2N4e4CczyxlXksW4kiwCwW243Kuoqvx/RKMtdHc9wYKqu/jQF6IuFGVlUwcVRh0X5Nnoiid5rtPNzcV52LVqnHoNb7j9fNuRiQIFb3uCTLVlUFyQw3OtLoYGIgzJMPB/bT1E0iKX2rPQCgLBVJrGSIx8nYbf5ljxp9I82NLNnBwLc3JtnJtjpSEcw5tMMSPLjFahwKxW0RKNk6tRc9eeTtT7MoxGW4z0JFLcvauT/1dewBu9fu7a3cmdpQVMz8xgVIaBcFqkI57k143tPFpdxJ2l+QRSaYxKJTkaNfPyTugm1teeUank14Py0R3m779Ir+VaZw5KxYl9NuyKxNgYiOBJftq8YUc4iuMw04nub3Zx074pZbcNyuetXj+eZIqJVhO7k0luPacSYd+PjYyMDJSHKZT7eSwqJfNy++rwVAy0H3G9WFrkp3Ut2O1qLrHpeKvXx2pvmN+VFeBPpfk4EGZPNM6j1cWHLeork8lOQ2b7sQ2WTMe43gH2TTk95G7S/gHV/nUAHnnkkUy3263aunXrTq1WKxUUFAyNRvsybD47oFIoFEiSpCgtLY1u3ry57nj3SwYGi+aYrqfRoj2hwbRGo+m/xkqlUopGo4JKpZLS6b7vvUgkIo+ST0MOx3zvrt33OY82ZUgQdKLD/q0Tyjhqbm5W5+bmpm644QaP2WwWn3rqqSMOhqZNmxa477778p588skWQRBYs2aNfuLEidFJkyaF/vnPf2bOnTs3+PHHH+saGhoMR9qG7NjI04VOgjXeIK91y5l4p0KORs1tg/LZOnHIVxJgiUdPqBPaCRliNvDPYSUU6jT8ubmLKqOWhwYXcU+Fk9sG5fOtPBsKhYJ7K514Gv34u6NUn1lAfpmVc384jJIRuQybVsgwswEbArF97Zk/ea8Vm6aAdEhN0NM3pUJv1rCBJP/s9XLG/FLOmFdKyfAclKpj+4jY0urjun9s4B8fNjO2OJPibCNPXTkWg1rJ2UPsTCztK+K5NRjhB006sgbeQSzWwe49f6G09JcAnGE1cWVhDotK8wmkUjzV3kNKkjg328odje3Mr22gzKDjrnInoy0mbm9s57lON/9vdwd7InFm27OISSL/6fGy0R/mmoJsDEqBv7f3oBIUZGtUbAtG+PHOFswqJVcXZPNch5ulXR4UCgUVJj1gHLCvAAAgAElEQVTjbWayNWrMahUJUeTizbtYsGUXl9ozuX1QPuOsJpQKBWdnZ5BE5JHWbi6yZ7Ju/GDm5FoZbTGiUCgwqZSUG3U8NqQYxb6sHIf29G0Z/FU6XIAFQFAo0CqVqI4zqLefXhCYmmnmnBwLVfsyR87NsR4SmLi1vpXGSIz/a+vhY38YgFnZFsoNOl52edEoFLzQ5elfX6PRnFCQRacUyFAr2RI8esatTinwpwond5UVEkql2RKIMDWzb2pftUnPZfZMFg3KP6jTkCRJrFmzhu7u7oO21RWXbzjLZKeFmoVeVPqjp+yq9CLDFx73j8fZs2cHXn311cyuri4lgMvlOuIHlN/vV2ZnZye1Wq302muvmTs6Ovq/iDo7OzUrVqwwAjz77LOZEyZMCA0bNizm8XhU+5fH43FFbW3tsafF/perHO/wqtTCUa+7Si2IFePtJ23Q4HQ64+vXrzcCPPPMM/13cDIyMtKhUEge550G1Gpb2ln43c6jreMs/G7niRS9BdiwYYN++PDhVZWVlYP/+Mc/OhYtWnTE17r77rs7UqmUorKycnBZWVn17bffXgBwyy23dIfDYWV5efngP/zhD/ahQ4eGT2RfZJ+SM1m+gB2hCO2xJGUGHUu7vOz+/+ydZ3Qc5dmGr9neq7RFWvVqW64yGGMM2GBiwJhieid0klATQiDwOSGQEAxJCL2FQKjBQAI4ENOrwb1LclNfSSvtanuf+X5IFjbuBTBkr3N8jjyanZl9Z2c17zP3c9+xJNeU7viJZY5vjm/Dy2LTch+L/tNC9cFOKusd6M3fjEpTkiS+fH0TdUcUojeryVMpuKXiK5PgtkSKVaEo8/vC3FntQSUIxPqTVI53ImYl1n7mJRpMcsSZNciVMjwaFYGuKCrNwOU+fFIBCpUcX1sYtfarr4CfljgB6G2PsG5RN3qzimGTClCqdjy2/bEU17+0nGKbjjtOruPVpR386tUVXH1cLe/4Q1w4qQwYMBhdG43zcJuP31QWkK9S8kynijNq7yaQznLN8g1Ms5v4sSefQDpLeyLNGJMWs1JBRBR5xGNlnUxBkUbFPF8/x+aZ+c/4alaFY1gUcpxqFZ2JJKsjCc4rsFOp06JVyHm7O0B7IoVHraRIo2KcSU9fuot7mru4sczNL8pcbIqn6EtltklySogSd1Z7qBxM+cmI0lABoFynpUqrZkU0QU8ynVMYfEM0eEOIEgwv2HWbzGal1ukuG6c5rayIxNHKtr6/bIwmeGrQ12R+XwiXWslBZj0A48x6YqLIJ4EIKpmAN5nCrVaxOhxjSSjGeXuR9qOVyTjbbdvleqVaNaIk8ceNXs50WynVafndhk7OL7CzOhLjGPuAGfIL3j5ECUqUAqJWh8ViGdrG4+0+/tzczZv1Vd97A/AcOb736GxZJlzm3W660GYmXObdG9Pb8ePHJ2644Qbv5MmTa2UymVRXV7fDSu4ll1ziP/bYYyvr6uqGjRgxIlZWVjZkVlVeXp548skn7VdddVVJWVlZ8uc//7lPo9FIL7zwwoarr766OBwOy7PZrHDllVd2jx8/fucmVzkA0BiU2ZFTPN7tpQttZuQUj3dvTG93xE033dR9xhlnlL/wwgv2yZMnhzYvP/bYY8Nz5sxx19bWDs8Z3373bI5nbmt/2r2lokUm04hFnvO9+xLfPGvWrNCsWbPWbLmso6Nj5eafDz/88NiXX37ZCGAwGKTnnnuu5evbMBgM0htvvLFxb48hx7YI0vfIv2L8+PHSokWLvtNjECWJz/ojfBQIE0hlOTrPxDF2ExtjSZ7s6MWmlHN1iQvlXj6NzXFgs/ZzL9H+JH0dEVxlZmoPcaLW73+FQtAXQ29Ro1AOFDhiWZHl4RgTLQZmr++gVKOiNZHCIJdz/ddaEXYnAndn+FrDqPUKTPaBJ+fpZBaleutCy9pInNpBw9a5i9v5++fNXHt0Fa8v92LWKvnp1Eo+ikTRyGUUa1S82OWnWqfBqVZyTJ6ZjCixJhrHpJBzxrINdCbTvDW+GhnwclcfF3sctCZSzPP1k69ScIXbjgKJpFxBQzTO7PWdXFBoZ5LFOFTg+Lw/woL+CKOMWgrUKlQygQqdhktXbeJUp5VhBi0SkKdU8HEgQkcyxcWefN7tC7IgEOV8Tx5Fmm3P5YteP+ujcRYEY7xeX4UvlWZBf4Q3uwPEJRhn1HJN2VdhAvs6/jsjkM5gUcj/J/pm73t3HQeV2ljZEeCkMR4cpn1/mHp9QyvPDfq1KATISPDmuCrqBwstXyeZFRn3+Wr60lmm2038bWTZNzb2r3b5aYgm+FVFAcF0hpe7A4w0aolnRUYZtViVSrqSaRqicVrjKZpiCY6ymVgYipKnVODRqKjQqanQaZjb5cebTHNFkWOvlUE5cuQAQRAWS5I0fstly5cvbx49enTvbm1g/m0uvnjUvZUJrkIrMuEy73cZ39zY2KiaMWNG1bp161Z/V8fwQ+azV9a7Vr7f7t7SBFehlIkjp3i830Z8c44Dl3Q6KPN2vWJNJXuUKrUj7XadEthbBUuO757ly5fnjR49unR7v8sVWfaAxcEonwTC9KQynOO2MXwLM8WORApRknihy0+lTsPJ3yPPhUQ6y+rOEPkGNcX2b78F75uclG5JVpT463sDEzeZIDCmyIJWJacrmMBl3v0JXDYrsmmpj1QyQ+vqAMdcPBzZfvCY+Tpv9PRjUcrpTWU4yWnlmc5eqnUDx6kUBEq0an6/0cvpbisHm7dvFJoWJRaFoiwORrGpFLzZE2SK3cglnvzdOoZkPMOHzzUwakoRrnIzvlSax9p8SMAJ+WaGG3QoZAKrOoK8sLCVMyeW8GY0yiSrgUkWAw+39dAUTXCEbUCJcKLDstW5frcvxJ+bu5nlsnJhYR7LQjFq9RqiWZFfNrVxuNXIeQV21sWS/N/6Dm4rL2DYYNLRomCUf3b5GWvSUW/SU6XXIEkSnwQibIwneLs3xHOjK2hp70SVZ+fLUIyZ+QP7T4kiD7T2UKpVc7LTymvdfj7vj/L7as+QF0dTNMGmWJK3eoMISLza0895BXYsCgVH2U3U6NQsCscYrtfQmkjzbl+IL4IRloVjTLIYudiTxySLYb9+tuf3BnmgtYeDzHpOGSwc7Yi5XX6e6ujjMKuBX5bvPEn0QOFDfxg90NEaYnVniEKLhuFuEy19UU4a60Gxj9fZWcs38L4/DMCpTiujjFoOtxkp16qHzKX/2eVnRr6FaFbk6rUtvDe4PgwY6b42thLdflbOpbIiUxc18sLoCtZFExxhM7IsHOMtX5Arix286QtybJ6ZlngSl1qJQ6XcqnjiS6XRy+Xo5DI6Eine8PVztN1EuVbNkx29POftY5xJj1Ymw6SQcYLDuksz3hw5cuyHIgtAPDCQIhTpUmJwpRlzVmBvFCz7k1yR5ZsnEU3LGhd0WaPBpFJvVqdrDnEF9qeCJUeOHN89uSLLPvJZIMKz3j6mWA2c7LIh32LSFEpneK2nnzd8/dxSUYBLpSQtSfy1pZubyt1YlQdWR5YkSTT3RVnXHWFJa4CWvhjeYIJ0VkSvkvPCZRORfctPPu9v6SYLHGE1Msb0zRR54qks1764lEgyw03Ta7nk6UV8dtNRxNNZRv/mv0wf4eKao6uodhq3ed3TnzdzbJ17mwJUMp5BqZIhk8tIZUTea+hhaq0D1RY+Jl3BBHOXtLOsrZ8bjqmm1rV76SCJrMi9zV3cvEWb0MpwDF8ywxS7kcZYglhWpFSrZtbS9bw2thLzFp+1WFZk9voO1kTirIrEcaiU/LTYwVF2E4XbUWvsirQo8YK3j5Z4knqTDqtSwTt9ITqSaY7PtzBj0ID3zg2dxLNZbqv0oJQJpEWJZzp7memwMHewdadKp+H8wjwebeuh3qTfRkUQymQ44stG/ljtYVreQJtEPCvSmUzxcJuPGp2a0Sb9UJvHp4EwH/nD+FJpLi9yUDNYeOhLZbAp5dy6roOVkTg/KcrnmPyv2iui2SyNkQTjBrfTEk8iiiIf9UdYG01QpFEx2qijXKNGEsCpUqCQbTvJD2eyzNnUxSPtvq2W6+Qy/j22khKtmpZ4ckBFo1LslTfLS11+VIKAN5nmNxs6UQkCj9eVcszg+GwPUZKY2x3ApJDzo52sty8E0hkaowkO2Ys0oHR24JpZ3RFk5phCKh0G/ru6i7vfbuRPZ4yhrtBMOivywpetTCi3b3Nt7g2Lg1Fe6wnwWPvW86ODzXr+Pa5q4LhEkb+09PBQWw/RwRQ0lSBwitPKwmAUfzrDq2MrqTVoCaQzLApGOdpu2io2vC2R2mnLTigUQq/XD3m9vNrlJ5rJcq4nn0dau7m82MldG70cZjXQl87yvLePu2uKeL2nn85kilBGRC7AmS4b/+rp545qD/GsSHM8iUej+kFHgefI8W2yX4osOXLkyJHjB8nOiiwHVgXgAOVQq4G+dIbF3k8Znuimpvgs1icEIpksd2zoZIrdxGMjSlHLZDzf5ecwi4FDLAZu39DJNSXOA6o/viec5JZXV9LYFabIqmN4gZkptfkUWHSMcJu+9QLLPF8/aUlCL5cxz9fPy91+flfl2a/7kCSJG/65jHha5KFz6rnnv43UFZiRywQyWZF5V0/m/cYeLnjyS6bXubjiiAqcg60JvnCSZW393P/eeu6bUstBo50YrAO/29LPpNUfJRhP88k6H6s7Q/x0aiWCIGDRKal2GjlxTAEe6+4XkNKSRCCd5UN/aEgFMtKo45nwwH3dGz1BAE5yyJnltPK6L8i5BV8Z/+rkMmr0GjqTKZ6qclMlpSncC08JgA/9IZ7q6GN6nplrS13o5DIeau1hhsNKhU7NE+0+0qKEUiZwQ5mLj9oD3PjP5fxsaiXl+QZ+7Mnn/pZuHmv3cVWRA6NCzpPtPo7LMyNtUbBsiSf5sj/K3G4/L4+uoGKLJ+3awXjlu2uKWBGO8ZF/oLByQ5mLSVYjk6xGWuJJ/tHZxztrWvhDtYcxJh2CIPC7ag9v9gS4a2Mn9zR3c16BnVNdNlriKZKSxK/XtXOyw4pbreS13hATzHrOL8jbrgJFkiTWxZIs6I+wJBRjaThGUzTB5lK1ViZjpFHLBLOeMq2ahmgCJIkH2ny82xfiF2Vu6s06loRiHGYx4E9nOdS66wLFcXlmPu+P0JVMM8qg5cZy907jfNOihIjEaa5d+4HsLqIk0RBNsCgYZXEoRn8mg1WhoN6s4yCzfqvi8654r6GbVR0hptQ4GF9ixTDoFzRtuJO3VnURTWZ4+vNmNvREOKTczhvLO7HpVUMeP3tLvVnPe/7QNssv2uLaUMpkNETjQwUWo1zGiQ4Lb/WGOKfARlqUeKs3SFyUKNWq+Lw/yoNtPdxQ6qLOoOVna1vxaFTcUVU4pIraElEU+de//oXL5WLatGmE0hmWhaLcWllIMpPFrBgYi4XBKNeXuvhVUzuzHBaWhGKMNuqYnmfGqVaik8t4vy9Ef2YgVWJxKMojbT6uK3WyLppkWTg2lL6++fO5+f+/rSzEn84gF4RtvIhy5MiRI0eOHDly7Bs5JcseEAwuYc3aGzEYhmEr/TUfhhSc6LCgFARe6wnwui/I0TYTJzgt2JQKloZiOFQKupPpoaflBwJrOkMY1QoKLBra++MsaQ2wpKWfpu4QGqWcB86px6D+9m+8P/KHKdaqSIoSr/f0c6bbhmcvVBdf54UvW3n8k0388/KJ/GNBC/fMb+InUyr4xY9q+eNbDby4sI3nLzsEs1bJz55bCsCEchuXH1ExNA59/jhNH3ZQf2wpKo0CSZJYE03gUCnIVylZ3tbPfe+u44JDS9Gr5dSX7NvktiWe5O5NXq4pcVG1A1l/IisORNSqlagFGW/3BTkuz7yVomXdxo3845l/oJTLOPvssykvL9/tY/iPr593+kJMMBs42WHhHX+IkUYdi4JRHmjt4aUxFViVCuJZkWsbWhlr1HJ5kQNBEHjwg/Ws6Qxx8WFljC22khRF5AiISKhksiFvkawEGUniTy3dpCURi0LBFUX5Q60bu+LTQJjrG9o40WnhMo+DPJWC5liSf3h7AYFCjYoLCuxDk92F/RHu2OjFIBc4Pt/KDIcFXypN+WAb1saNG9m0aRORSIQTTzxxaD//7Q3yWk//ULvgjjjbbaM5nmJFOEZkcJJ+iFnPoWYDyyIxloZi/GVYMb9e10FXMs0kq4ErixwcPpgm05/OcFNTOxcW5vHeoDHruQX2nY5HQzTOpliSlChhUyl4trOPE/Mt6BRyjrDtvfojkM6wOBRjcTBKYzSBIEC1TsN4s55xg2omGCi+NEYT2JQKnDswAN7cEviCt4+TnVbUMhk94QQvfNmG3aBi5ugCjBolqzuDPPlJM3NOG0U4mcGkUQ69/q63GvnJlAqMmn0zGT7iywYao195ONqUcpZMHLFV6lFLPMlhXzSQliQ0MoGnRpaxLBTjuHwL1XoNC4NRLly5iVKtipvL3ZRp1dzT3IUvlebqEhfjd/F9//jjj3P66adjMpl4vK2HGp2GyXYTHfEUcTGLXiHnt+s7eXB4CXO7A8zMM7EhkaInlcWbTNGdzDDMoCElSvSlM1xQmMeDLd3M6w3y3OgKTDtQsrQlUgAUaVRcvbaFqTbT/2yceI4cu0NOyZIjR44cOXZETsmynzCbxzF2zNOsXHU1Ue9jlOVdw397Q/yzy8+hVgN/rPFs1QpgV8r5PBDhtZ4Aj9eV7TC69Ntmc1LHvfObuO/ddRjVCiaU2zi82sEoj5lkOvudFFnGmHTcs6mLv3f2co7bzq3rOnCrlVziyadct3dqoP5Yij++3cic00Zh1asIJdJYdEpqBtt21nhDmHVKXGYNJo2Sl66YyL+Xd/Lmik4C0dTQONhtWiaeXIkkSdzb3MWLXj8tiRQPDS/hZKeV0UUWnrjwIERRIpTY9xhVATjGbubvHb1cWpS/jRpqQyzB814/Vxbl05lM874/zKlO61YFFoCq8nIOHl/PwoULmTdvHpdccgkaze55MSwLxfhRnplj8sx85A/zeHsvM/LNnOm2MyPfMuQJoZXLOM1p5c8t3XSlMvyyzM3p9R4edvp4NhZhtGRBPVQkGGghWhmKsSGRYkU4Sls8zU+KHUy0GPb4GjnUYuDN+mqWh6Oct2Ij15Q4CWWznOayU6hW8k5fiIfafPyk2AHAQRYDr40bMK81yOVo5bKtWitUKhUajYYxY8YMLctKEg+09vBFcNdpdptNVbdkQTDKGW4byyMx7EoFb/cGqTNoMSvkaGUC/+zysy6WYKLFwHCDljuqPCgE2BhL8lRHL4dZjVTvxD8jmhFpiiXoSWZoTaR4eHgJ+j1sF9lcKBnw74kR2EKlMtNhoUavGSpUBQeLL4tCUVriKQSgRq/h+C1asTZv88tglDd9/cgEgVvLCyhQq7h1XQd3VXtwGDWccVgp62OJocLJiAIzk6vyeGZBC0aNgpPHegimM7zTF6K3TM+97T30Z7L8rqoQ/V7EKgMcZTOxLppgc2O8P52l+uOV/CjPzGN1pQA82uYjPfgAIiFKXLyqmZMdVu5r6calUiAi8J/6Kl7uDnDRqk2MNeq5pcJNhVaNTi7j/9Z1MMGi59g88zaKqM2xyyaTiRWhKN5EilFGHYcsWMPMPAs3VxbwTGcv0/LMNMYS3LnRS386y70tXRjkcpwqJQ61ghOdFpqiCaYPtoKNNelwqZVoZTKeaPfhTw8UAyVAIQic5LDyaLuPwywGPGolnwYi3Fax4+CTHDly5MiRI8f+JZ0OyL3eV63JVI9SrXKk3e6TA0qlNftdH1eO/U9OybIXSJLIZ/1R/rqhgasUzzLMczL5eUcM/T4rSczvDTLPF8SmVHBpUf5e+WB80wRjaWa/vgpRkjjr4BIOKbfv+kXfAJIk8WKXn99t8FKlV3NnlYdhBi1pUeJNXz+Pt/tQCAKzXFZOyLdg2QOfm7vfbsAfTXPnyXUIgsCvXlnBv5Z18q+fTKLKaeSQO99lUmUe95w+ere3+W5fiM/6IxyXZ2asSUcmK6FSyHhzhZeXFrVx3EgXZxxUvDdDsQ2LglHube5iis3ILJcN25YqlWiCDbEk9WYd+aqtn+5vXObDlKfB4tShUMpp8XbxdDRDrUG32y0kSVEklM7Sm87w+41eTnFaOdJmRC2T8XZvkBe7/DwwvJh10SRqmQy5AC94/fy6ogCtXEZrPIlTreSL/ij3tXTzeF0pFqWCx9t9pLISWoWMGfnmbY59d9ngi/CrV1by2HnjMeuUrIsmKNept9+2EmwH8963oUmSxLGL17EsvMOkzJ3iVCl4u76KXza1U6bVcGy+mbd9QZaEY8SyIhviSbKSxHOjKjjUauCpjl4qdWommg1kxYHP181N7cgFOMNlI5YVkYAJFgOJrMjiUJR600AEsW03r4/2RIpnO/uGVB01eg31Zv2Q587m990US7I4GGVpOEY0K2JWyBln0jHepKdsO8VPXyrNUx29dCXTHGw2MMqoZVEoynkFAy05/+oJMNlq5AN/mHAmy4x8y1DLijeZ4tfrOnhoeAlN0QTPef1kJIkZ+RYmWgwoZQKfBsIICLvVZrUjHm/38et1HVst+321Z6htyJ/OcMSXDfhSGfRyGZd68ni0vZdYVkQlCPy5tohP+iMUqFVcWGjny2CUEo2aEYOmzL2pDPe3dhPJiNxd49mq0LJ48WIkSWL8+PHc19yFUyHjia4APYkUFxXmc02Zi180tHJ5kYN3+kIYFXLOcNmQCxDJinSn0gPqSJOemUvW8XhdKSVaNTc0tHJ8voUJFj1/a+8lT6UYLMgosSnkWJVyNsVTFGtUeFNpLlvVzHsH1+71GObI8b/AflGyxPxylj9vJdylxOhKM/qsADpbblL1AycRScsbFnitsWBKqTOr0rWHuAMagzJ33v+HWb/+Ltc3EeG8Pc4444ySG2+8sbu+vj5RWFg4ctGiRWvdbveOpdg59oqckmU/IwgyJlmN1FUpWLV6KQ0NnxPxnE9J8eW82hPmk0AIrUzGhZ48xpkOnDahr2PWKbn39DFc88IyPlvf+50VWQC6kxl60xkuteYPJaZ8EYxgVsh5o76aNZE4L3b5OWphI2NMOmY5rRxlN22hkNiWlngS1HIuGF2AIAhIkkQyIyJJUJanxxdOEk6kMWu3nuTHU1lSGZEXFrYyusiyzbgcZTdx1KAfxksL23jqs2aOH+VGp5Lz1EUHkczsP/P48WY9d1V7+M36TlaG48xwWHAPpotU6TU7bCWKIPLGSi9TdQXU2QwUu5zINnp5prOPI61GBEEgbxdeDJIEl61p5hi7mf+rHDB1frnbz2vdAc522/m/igKe7fSjl8swyeWc7LTQn8myNhpnnElP8aD6pkKn5th8M8929nGq07rbyUa7oiLfwIuXHTI0gd3uWIS74KO7YeHj4BoJV3yyV/sSBIHRRu1QkcUol1GkUbFmi7aTndGdyvBoex+XFzk5Zdl63vGHeP+gWm5Z104wk+WyonyOsBmHCk4XDPrr/OGtBpJpkdkzR3CpJ5+EKA5dHxet3IRNqaBKr2GMUYdGLvtKCRTzwwd/gGgPnPbUdo/JqpRzgsPCL7ZQqYQzWZaEYiwKRtkYTyIAlTo14816TnRYdkshY1LIOdtt36qw/Jy3j7WROMMMWk50DLSnnLKdNhW3WsUsp5Un23tJSxIXe/Ko0G19XidZ990A90d5Zt709bMkFCMpSpgUMk7f4nhsSgXvHVTDbes6eLWnnw/8YUbotbQnUpRpVSwKxZALAh61Er1czpPtvTTFEvyptpg1kTiH24zMrvxKJSJKEpGsSCiTZU0kxlE1VayPJbAo5ByZZ+JNf4RqnZqIKNKfzuBUKynTqRmT1pEWRR5u7SGFNOSp4lApqNZp6EimKNKoiGdFXuoKcHtVITq5nCuKHPSlM3Sn0nQmUixLZRhl1HLXpi7+Maqcj7r8TN7OOC4KRmmNJznRad0jj50cOXLsgO1FOL97e9H+jnCeNWtW6YwZM4IXXXRRYMvlzc3NyiuuuKLorbfe2ri/9pVj12wvwvmLf20s2tcI57Fjx9YuXbq0YXfXf+ONN4z33HOP8/3331+/p/v67W9/67juuut6jUbjdm9qt5zE72gbBx98cM2cOXPaDj/88L17QvUDYv36u1wtrY9uIx8VxYRs8/L9WWh58cUXW/bXtnLsHbkiyz5gNo9lwsFvsLbhZlpaHsHv/xSndhwnOS5mss2yXdPDAw1BELjvrLHf+TFcU+rEqpTzy6Z2otks15c6EYApg8WM4QYtv6ks5NbyAt7rC/JSd4Cbmtr5UZ6Zs912xm4nlei+lm4+VKeYrh/4mPujKZp7o5Tn61HIZaz1hiiwaPFYNazqCPLZhl76oinmrfQyqtBChcNAbCf+GwCnH1TEKeMK6Y2kkJD4zetrCCXSXHd0NUW2/ZOUVKRV8/jIMprjSf7a0k1/Jsufa3eulBk1xkm23MBfWnt4wKxDJZdxS0UBfakMT3b4+DQQ4ZERpTv00ADQyGXMHVNJPCvyQFsPayMJDrPo+eeYyqGUndqvRQj/prIAi+KrrxVRkijUqLjYk8/f23u5r7WH31QWbhU/uy/sMh655TNY9184/RkoPmSf9nVMnpkqvYbRRi1jjXok4LcbOrZJqtkRG+MJJlrczMg384YvyLt9If5YU7TVOl3JNFMXNnB7ZSE/spr426fNnHnQwDplOjVzu/z4UhkOtxn5VbmL7KAS8co1LTxZV/bVuOpsUDWNBnUBW2oV7m3u4vpSFwB6uZw8pYKXuvwsCQ14yBjkMsaZdJzotFCp27uIX7VMto1y7/Y9MLM+7mttR7vDM529WBQKJlsNu6V0K9KoeHVsFfGsyAUrN3K2275NASlfpeShEaWc7gpxY1M7PakEWkHgs2CUzwZbx56hj394+/h1eQFzmrs4Z8VGptlNLGiYSxwAACAASURBVA/H+F2VB5daycZYkhOWrGOq3cgRViNvmNyc43DwREcvy8Ixxpn12JRyijQqrilx8VR7D3lKBbGsyN2burinxsPrviBamQyHSoFaLmOi2YBaJvDcyHJkgoA/nWZGvhmdXM5bviAb40lUMgGrQo5VqeBgs5410TgjB6/XTwIRzi7Ytqheq9ewNhLniXYflxU59vg85MiRYwvm3+bi079s25OXicuGlu/HQsv2KC0tTecKLN8un72y3rX0v63bnPdMWpRtXr63hZY9KbDsK4888ojz0ksv9W+vyJLJZHKT+D0gnQ7I29qfdu9snbb2p90lJVf0KJXmPX5SGwqFZDNnziz3er0qURSFG2+8sfOxxx5zbK/ANXv2bOezzz6bB3Deeef5brvttp493V+O3ePAMAn5HqNQGBlZ91eqKm9GpbIzrmQWR9it34sCy4HG+YV5PDS8hIfafPxuo5eJ24mFnd8XJA3UGbTMH1/NCIOWe5q7OGXpel7q8g9NOiVJYlUkjlOlpG5wYrGiPcjStv6hGGW5AIUWDe83+rj8mcX0hJIMd5uYe+WhPHDOOK6fVs3UWucuj1shl+Eya3CbtcyeOYJ7Tx+z3wosW1KqVXNbRQFmhZzPAmES2Z1/Dxdr1NSb9NzY1A4MxCDf1NTOPc3dTLAYdlpggQET1r939HLXpi5KNGrm1BRxcZEDhUxGVhowJ36nbyCppTGaQJQkrl3byktdfUPbuL+1h2c6B4oQJToVermMd/qC+zIMe0Z+LRz9Gxg+Ewx7N2nMiBLRTJZDLQZGG3X8tzfE271BlDKBM3bSelWsGVBl/L7awzvjq3nIkk9w3iYeqSpiwSHDmJ6/baxynkLOHS4HR9pMpDMipXYd3mCC389bS5s/xgkOC/FslqQokhAlYtkB5cPFnnwWhaJkRInVkTjzfP1QNY0VKvfXTF4VAwqvze9NknCrVdxaUcCDw0v4Y00RZ7rtOy2wZMQdt5h2JFKkRYnuUIJ313bz1iov/17eydzF7by4sJVnFrSwpjPESwvbePSjjQRj++5fBAPx74VqJYo9/N7VymU8UVfGjJ0UdqbYTXx0cC23VhRsU4iRCwOpX5V6Dc+MKufiwjzO1YS4f+VtuD6YDUC5Ts2d1YVc4snnVJeN09w2ZDIZoaxIIiuxOhzjDKeVnmSapJglmBUZadDyWX8EhSBQqtPgViv5SbGDY/LM6OUy3BoVq6MJnhy8tnrTGSYPmhyX69TMdFg4w2VlktWIW61EBArUKma5rGQHvXImmvV83h/h9Z5+NrcNGxRyzivM22GBJZ4VEb9HLcY5cnxnxPxyvnh0p5MqvnjUTTywV/fh999/v726unp4TU3N8JNOOqkM4MMPPzSMHTu21uPxjPzb3/5mBWhsbFRVVVWNALjvvvvsRx99dMXUqVMrCwsLR9555535s2fPdg4bNmz46NGja7u7u+UwoD648sorC0eOHDmstLS07q233jLAwMT68ssv99TV1Q2rrq4efvfdd+cBnHTSSWX/+Mc/hr5EZ86cWfbss89u+wfuf4BEJC1f+X77Ts/7yvfb3Yloeq/Ou06nGwsDCpWDDz64Zvr06eVlZWUjZs6cWSaKA/eEL7/8sqmsrGxEfX19zcsvvzx0Xq6//vqC2267beimtqqqakRjY6MqFArJjjzyyMqamprhVVVVIx577DHr7373O0dPT4/yiCOOqJ4wYUL15n1fe+21BaNGjap99913DQcffHDNRx99pAM455xziuvq6oZVVlaOuO666wr25r39kPF6X7Vu2SK0PUQxIfN2vbJXTvSvvPKKyeVypRsbG9esW7du9SmnnLJtjCLw8ccf65577jn74sWL1y5atGjt008/nf/pp59qt7dujn0np2TZTxQWnklh4Zn7ZVuSJPH26i7qS2zkG7+9+OdgLM3StgAyQeDw6v3T0rGnnOS0YlbI+fGqZqJZkTk1RUOy9bQoUapV41QpONikx6CQoxAE0qLInVUFXLiqmWF6DSONA9G9b9VXE8uKQ2qHKbUOvrz5aBLpgZZYrVrBtBEuJlXkUZr37bd1fdjkwx9NUmzT7XYakVmp4K7qIp739vGHjV4mWg0cbTdtV9pvVyk4UaOn5qM+MhVZVErZkBnm/a3d1Jt0HJO39X1QUhRZHIyhlsFj7b1MsRm5qdyN7muGtKIEVXo1tkHVih2RcCbLVLsJ3xbqn/EmHU939nGO286RNhNGuZyzVmzgQ5NuK5Pobwzn8IF/2+GtVV4mV+WjVw+oBh5v9zHZahxSRUUzWX7e2Ea5RsWGxIDBa75KiUOl4LP+CB61kkc6epELIEdglFHLeLOeg8x6xpv0Q0Ws+Oo+ou9sIuXWozm0gIXxBK4dFLhkgsCz8zcw4hQd1U4jJ80axnCDhsZoghXZFMfLdLzYFcCkVLAoGMWokDO/L8SNZS4+7Y+QlERGGLT8s8vPcfkWZuRbeKSthxr9gHrlFKeVTwLhISPlAo2Kgj3wixIlieIPlyMIAwWblZPq+P1/1rJgo5+XLj+Ej/xh3nl3E4eU2Kh0GjAqlSDAmliCcpWa99f0cHq9h45AjONHuUjJBJaEoowz6dkYS5Lcoh1qTyjWqofa0/YU4260QGnlMi7x5HNhQR5v9vbzcKuP1ZE4j44o3apYdke1B959EjJR0FohkwKFikkWI1evbaEplmC8Sc+pLhuhZAarUo6CgdSfGp0GjXwgcWuEUcu/evo5t8BOKJOlKZrgrk1eYlkRbzLNWW47Pck0EwbbUZcEo0NRzs3xJF/0RzjRaaUpmqApmmCEUUtHIsU5bjsrwnEqdGq0chlXrG7GpVZSO9h6KEkS8ayIbgdj8npPgPXRBBd58nEfgD5jOXIcMCx/3rpVi9D2yMRlLHveysSr+na63tdYtGiRZs6cOe7PP/+8we12Z7q7u+VXXXVVUXd3t3LRokUNy5Yt05x88smVX28dAmhqatIuX758TTwel9XU1NTdeuutHWvXrl1z8cUXFz3yyCP2zU+1M5mMsHLlyrUvvvii+be//W3B9OnTm/785z/nmc3m7KpVq9bG43HhoIMOqj3hhBNCl156qe9Pf/qT89xzz+3v6+uTL1682DB37txNezRePxAaFnitW7YIbY9MWpQ1Luiyjj6qaI/O+9dZu3atdtmyZRtLS0vT9fX1tfPnzzdMnjw5+tOf/rR0/vz5jSNGjEjOmDFjl5GSmyfoH3zwwXqAvr4+ud1uzz700EPODz/8sGmzj0c8HpfV1dXF//znP3cC3HrrrUPbuPfeezucTmc2k8lw6KGH1nzxxRfaCRMmxPfl/f2QSKZ6dst8MJXcvfW+zrhx4+K33HJL0ZVXXll44oknBqdPnx7Z3noffPCB4bjjjus3mUwiwPHHHx94//33jZMmTcqdq2+AXJHlAKOhK8SzC1qochrRq/cuPWNveXOll1gqw/Gjdv7w5Ztmit3EP8dUcM6KjfhSGap0av7d048/nSUtiSgFAZ1cTp5Kwb3VRbwOrAjHmWY3odyiDUUQhG1bALYoWo0rtjLCY96qKLA/uXPeWhxGNfUlVvrjaSZV5KFSfPW3VyWX8a9lnUPtWsFYGrNu19+vSpnA+YMRv0tDMQzyAY8gSRQJzfsPpuk/QhgsfigsKqwnFNMtZikU5BxmNfBpf4RSjZrmeHLoCXY0K/JxIMwXwSit8RS/qyrk4RGl293/5mjf//YGuaOykOeffx6tVsvMmTOZnmfeatI+2qQj3ubjwdYeflriZJxJx5zqItZFk99OkWUnTK/76nOuFASm55lZF0swloEii14h52a9lZc+biY6Uo8/m+ViTz7jTDr6M1kkCY62GbmoMI+RBu0Ok5FUJUY6i3W82x9GE4sw3qyndAcFAZlM4PenjCSdHTgvp7msKASBw63GIXXckyPLWBKKcpjFwOJwDLtKwdpoggX9UQ4b9NkYY9QNTJblMmY6vlJpmBTynbbjSJKECENFu9e6A4SzWTQyGVU6DYWDqggk0A62jJ1W7+HIagdqhZyzCuxUHy5w99uNHDXMgdGs5uFWH08F/NxRWcj1x9QQQ2JUpZ1z1zQTzohMs5swyQdaBU9yWqjSaQhls7tt4PttopAJnOiwMjPfQm86s33T5qNuY1U4xseBCB+vbqNKp+E3VYU4VQoOMtmGnFVKdKqBn2Qy5MCRsg9obfZyhlyFP30hayIJdHIZoUyGWS4bRRoVHo1yKFWpI5li7GCRpSWRGlLsjTXpmNPcxc0VBdzf2sNxeWZOyLfwYGsPKpmMjwNhJg9+nv47voaEKNIQTbAplmRJOEqxRk1XMo1BIePSQf+k57192FQKTnfb+dgf5vF2H1PspqHPW44cOb5GuGv3JkuR3VxvC95++23TCSecENg8+XU6nVmAmTNn9svlcurr6xN9fX3b3e6hhx4atlqtotVqFQ0GQ/a0007rBxg5cmRsxYoVQxLc0047LTC4fvQXv/iFCuCdd94xNTQ06P79739bAcLhsHzNmjWaU045JXTttdeWdHR0KJ599lnr8ccfH1Aq987Q/vtOLJjarTceDSb3eYBGjhwZraioSAOMGDEitmHDBpXRaMx6PJ7kyJEjkwDnnHNO3+OPP77Tp6a7O0GXy+VceOGF2xTuAP7+97/bnnrqqbxMJiP4fD7l8uXLNbkiy1eoVY7dku2q1Lu33tcZNWpUcsmSJWvmzp1rvuWWWwrfeeed7SpZvk9hNz8EDry72P9xqh1GfnXcMHS7MCX9Jjh7wv5JxNkfjDfrWTRxOElRQiHADaUu5IKAUhCGfCckSaI7lOQitYF1DX4qVApqq3b8FHxJMEqhRsWCYISGSIKN8SRGuRxBgLu/5o2xPzh3QglrvCHeWt3F1Jp8pv/lIyZX5nHJ5HKKbDomVtiZWDHgi/Dq0nb+8J8GHjynnvqS3VMLTrWbmGo30ZlI8Xl/hPpoEIUjn4zPh9LtRpIkJFHiP31BFgVjzB1bybUlTixKBUfbTRRpVKyPJfinN4BMgIPNen5R6tqhuemKcIynOnpJiANtDj8tcSCTCZx55plDaqGvqyL0cjkXe/LZXPsSBIGJVgM3NbVzqMWw37xZ9hWlTKBar9kmKrmo1MyZ9hqqYnFe7Q7wq8Y2/lBTRFwU+SgQRi0I/CjPvN0Cy8ZYkgX9EUTgIJOOaXYzbrWCTfEUoUyWeb5+shK41Eqm2oxDY9jSF6OjP87wAtMOk5e0Mhl/6+gd8nRJixJ9qa8eip2QbxkySa3QaYhmsjTFkqyPJmiMxpmWZ+bLYJSflQwoh8OZLLdv6CSWFflxYd7ABLwvyEkOK8FMlnhW5FlvH2ONOi4qzCMpijgHj60i38D8hA+/r59pdhPjiq08c8kh3LGxE0tUzgWFdi715BHKirRmM6zyxTnLbePh4Vt7As0dWwnAzU3t/LcvyNv1NUOpQwcagiDsNBXrNxs6WRyMUqPX4kum+TwQ5g81RTzc0o188DP/421ack4d+smbTHFNST5WpZKkKNGRTNGWSPFlMIJDpWSsUccngQinOgcUcCvCcQoHi5ZyQeDeQQXgGS4bpVoVMkHgp4Pnut6kwzN4ndqUCu7e5KVYq+bcAjvHbKHKkSSJrAR/au5ijEHLtDwL7fEEXwQjXF3iRCEIPNHu44R8C45dtB7myPE/h9G1e5Mlw26utwWSJCEIwjazJY1GI225zvZQqVRDv5DJZEOvkclkZDKZoT/Im5crFAqy2awwuE3hnnvuaZ01a9Y2E7jTTz+97/HHH7fNnTvX9uSTTzbv6Xv6oaAzq3brfOrN6n3ulVWr1UPnUi6XD52/HXnVKRQKaXNLEUAymRRg+xP0OXPmeL/+epVKJSoU2/5NbmhoUN1///3OxYsXr83Pz8/OmjWrNJHYeWvM/xpu98mBDRvvKdpZy5BMphHdrlO2W8TaFc3NzUqHw5G56qqr/EajUfz73/++3SSTqVOnRn784x+X3n777V2SJDFv3jzrU089lfNs+oY4MO9g/4eRyYTvpMByIGJUyNnRc1JJkjj9kc/RqRQMLzBRatdRat95y8/L3X6cSgVurZqLCvMwKeT8q6efuLj/0oC2pNiuo9iuY3qdi1gqw40/qiEQS3PGI59z/bG1TKjNp2hwsjPMbWK428Rab2i3iyybMSnkzO0KsFSn5sqDDqI3nWFOYxsOtQK9TM5Ig46fFg9MsARB4KLCPDoTKa5vaGWUUctFnrxt2ld8qTT96Qw2pYIFwSjro0nWRuPU6jVMtZuoM2h3y3eoLZHird4goUyW+b0hril1kq9S8kRd2R69x91hczJOWyI15BtRq9dw8Ha8ffaEQqOGQqOGmU4ry0Ixrmto5aUxFYw36YeKKz9vaEMrF2iMJjjCZqJMq0IuCJzpttGdStOVSLM8GMWiVjK/L8QFBXaWhmJc4snjnuZuxui02AdTrhRygdWdO/etGWbQ4lApiGay6BVylDKBiJhFlCRkgsATHT4C6Qy/LC+gNZ7k9sF49GqdhtNcNmwqBaWpjwmFizAZ68hIEodbjcwYVL285QuSp1RsVXRaEIzgVis5xWlFLROGbuTOW7mJR0eUopPLOG5xE6+Pq0IpE5hdWUhalLipqY253QESosSdVYWc7rLxp+Yuri0ZaGH6S3M362IJ/jqsGEEQ+HVFAQv6I1y5ppnnRlXs10LcTU3taGUDhbFD9vFzsTOeqCvjJa+fN339qOUCq8IxxNhKLigYhS+z6+/3paEYvckMgUwGuQAWhZxwVgQEznKZkAvw6IhSDIMF0WPsJibbDHzsD7N0MAHr0/4IyUGPHp08zHiTHpVMIClK9KUz6OQygqksaVHk3O2Y4DZGE7zo9XNViYN8lZJP/CG+6I9weZGDvnSWt3r6Odym59XuAEVqJdMd3w+z9xw5vhVGnxXg3duLdtoypNCKjDlrjydV06dPD5166qmVN998c7fL5cpu9lL5ppk2bVrwoYceyp8xY0ZYrVZLK1asUJeWlqZNJpN4xRVX9E6YMGFYXl5eevz48bsXu/cDpPYQd+CLf20s2lnLkEIpE2sOce3VZHpXjBkzJtHe3q5avXq1esSIEckXXnhhqBe9tLQ0OW/ePAvAJ598ouvo6FDDjifoer0+GwwGZW73ztXtgUBArtVqRZvNlm1ra1N88MEH5iOOOCL8Tby/7ytKpTVb5Dnfu710oc0Uec737o3pLcDixYu1v/rVrzwymQyFQiE9+OCDLT//+c+3eXp82GGHxc4+++y+cePGDYMB49tcq9A3R242n2MbWuJJ3Golqp3EI3/XCILAi5dNRPa1CZgkSdzb3M3KSIzHRpRt1T50uSefOzZ0crTdjCBAVyqNL5Xmmc4+Liiw7zqpZh/QqRRMr3MTT2WZVJFHr0Lirg2dVCcFfjKmmFqXib9ddPBebdugkPP7ag8f+ENc3dDKCIOGUUYdpzitaLejsLilqZ18pZzbKgqwKBUkIml6ukI4Skx87A+jlQv8doOXW8pdPNXRR71Jx1luKw71rk2Av06RRsWd1bufLLMvpESJUq2Kw62G/XYuM+ksy+a3oTUpGXFYIWNMOv5TX41aJtAUS1KiUaGRy/h1hZszlm/gz7XFlOvUzO0KcIjFwJ0bvZzisPJAaw+3VLgHx9XN3O4AN5a5aIommGoz0Z3NYGegyHJkjYPPNvQRSWYwqHf8FX18voWYKKJn4P766mInnYk0Hq2KkxwWbmxsRxRFIlmRx+pKCWWy3LKunQ8DYdZE4rwyajIbGn/ByLoHsSoVfNIfYYxJi0ejZnq+GVGS+MNGL2lJwiiXka9U0J1Mc1NTOylpoOnlgeElnOmy8W5fiI5EihtLXTzn7SOWFTnNZcMgl3FNiZOrih24BuOOs5LER4EIXcl25tQWcX6hnWmLGnmio5dLPPno5DL+NrKMYxY18ftNXm6t+MpDT5IkFi5cSDKZZPLkyXt0LrOSxFSbkY8D4R22CEqSxP2tPYw0ajnSZtqj7W+JSSHnkqJ8Jlj03LnRS0KMEU8uYXkkxWVVh+/y9Q2RBFcWO7a5fgefYJMRJWav62DOsGJWR+IsDEVpiCao1qsRAI9GhVoQMMhlGBUyVIIMo0KOSi4jmhXpTWXQyGQUqJXYVQoCqTTWLZQ5r/f4WRtJcGFhHvkqJe/1BVEh44piJ+3JFP/uDnBJ0YDSplin5aUuP39t6aberM+1EOXIAaCzZZlwmXe76UKbmXCZF611jydV48ePT9xwww3eyZMn18pkMqmuru5bice97rrrepubm9UjR44cJkmSYLPZ0vPmzdsAUFRUlKmoqEiccMIJ/d/GsRyoaAzK7MgpHu/20oU2M3KKx6vRK7+Rp3s6nU7661//2jJjxoxKm82WmTBhQmTt2rVagPPPPz/w7LPP2mtra4ePGTMmWlJSkoDtT9ABLrjggt5jjz22yuFwpL/44oumHe1z4sSJ8bq6ulhVVdWI4uLiZH19/Xbbjf7X2RzP3Nb+tHtLRYtMphGLPOd79yW+edasWaFZs2at2XLZl19+2bj5546OjpWbf549e3b37Nmzu/d2Xzl2H+H71J81fvx4adGiRd/1YfygWdwSoMipZ3VbkClV34357b6yPpagRKPeqsCymVe6/HziDzO7upC/tPRQoVVz+4ZOXh5byYi9MNzcF95b280HTT5KbDounrxLb7LdIpEVd+gNspkn2n1siCWHih/93TH6ggkqqm20xpOoZQJ96SzD9BoEQUCSJDbGk6QliVr9gW1CHs1mWRqK0RBNEMlkmWw1IghglMup0u9ZJHHYn+C1Py0lW6DlnUOMOLRKri914dGo6EtlOGnpOg61GLi21IlbrSKayfJ8l5/zBs1Kf7qmlXtqivj1+nZuKS9gQTDCVJsJOfBaTz8nO627THjaFfe1dDPVZqTOqMOXSnPVmhb+OWag7ebODZ1MsZvIV8rQ9L+Gp/DsoddFMlkMCjk+3zvI5VpstknEs1lOXbaBx0aUUqBR8afmLip1Gk5wWHipy8/qcJzfVA3cN6ZEkaMXNvHRhNqtjmfG4ibeqK8e+vmOag/D9Bpmr+/kZyWOIR+eVeEYJyxZx+1VHs4tsLMsFGPWsvW8OLqC8eYBRdp7fSHOXbGRh0eUbuUr8/LLL7Nq1SpOPPFExo7dv/HzgXSG+1t7GK7XMGsnyVF7ijhYlPrjRi/+dIZbKgoxKXf88PmujZ3cWObmDV8Qp0qBTaXAMBi5rZAJtMeTPNDWw++ri/gsEOFPLV1cW+LkJa+fQCbD3VWFJESJYFYknBEJZ7N8HIgMGPN+jVWhGGuicU532+lPZXiy3cdIk44JZj2/3eDl/EI7a8JRyrQaJliNvOXrZ4RBw+f9MfzpNGe5bZiVSpKiyH0t3XQnM0zPN3O0fe+LVDlyHCgIgrBYkqTxWy5bvnx58+jRo3t3awPzb3PxxaPurRQtCq3IhMu833R887dJOByWDR8+fPiyZcvW2u327Hd9PN81n72y3rXy/Xb3looWhVImjpzi8e5tfHOOHwbpdFDm7XrFmkr2KFVqR9rtOiWwtwqWHN89y5cvzxs9enTp9n6XU7J8j1nW1k+RVYvdsP8SiOa83ch5E0vwR1NIldI3qu74pthZ/OwpLhs9qTR/a++lWqehRq+m3qznA3/4Wy+yHFJhJ9+l57ZmLw98tpqrS5ycX2DfoeS+JZ7k3z39nF9gx7wDU9BdFVgATnZamb2+Y6i15N+ZGJ+nI8zJminWqtkYSxJOZ3nfH2ZVOIZRIWdhKMY0u+mAKrJ86A/zaSDMZUUO8lQKVoVjRLIiKkHgdJcNk0JOZyJFKJvly2B0t4ssmyfERpuGKefU8NELTVy6UU/gUAP2wXG3qxTMH1/NA60+FgajRLJhzhw0J/00EGFYSOImZx6/Xt/OX2pLyEgiGpkMs0KOQSHniuLtR+SuD6xnXWAd64PrqbPXMaV4yk6PtVav4ZF2H38dVkK+SolTpWRFOMYoo47Lixz8YZOX2ZUFtEfX09f3EXb7gIrCoJCzKBjl/q5yfj848dbKB9RN1ze08dzocoKZgahoAF8qQ55KQVaS6EikUMlk2FXbFgk2m7ICbIglqdCqUclkFGtU/HhlM6+OrUQjl1Fn1DGnpojrGtoYrtcwzqzn/yoKuHR1M/PH15CnUjDVbuLGMhfXNrRSrVcPffaOPfZYzGYzHR0djB49Gtl+VNxZlYqtlDObSYsSP1vbQolWzeFWAweZ9Xuk9Nt8TV9c5OClLj/zfP3MdFq3Se3azOZvgFWROGsFsCsVRLMiZ7psONRKXvcFMQ2OdaI7yiVKA8H2COcX2GjNZHBo1KyIxLEqFXi0chJZkXqznviaNaTb2zFMnoxMOzCedSYddSYdXwbCvOsPc06BnUhW5MiFjVxRlM9Ig5YlwciQqmZJMIZFMWA8nhEzPNrag0er5gibiV+UudkUS3L8kib+UlvMtLz/yRTXHDm+Ytpvuzjsuh6WPW8l0qXE4Eoz5qzA3ihYDlRee+0145VXXll65ZVXducKLAMcekpl17gflfQ0LuiyRoNJpd6sTtcc4gp8UwqWHN8flEqzWFx00T4lS+X4fpBTshwAbJaA7wnPf9nKr15ZiV4l5+LJ5fxsaiXK3Zhg/z975xkgVXX+4edO77NTdmdne2+w1AWxIqgIItgVNWIJYkLs3Rg1scaaBI01ijWa2CIaewMRRQHpZQvby2yd3ufe/4dZVhYWXNAk6n+fLyyz5557bjs7573v+/t9F2sa+0iIEpPzf7i3uD823LE4N1Y3c5LDQigh8ZnbT3UgzOvji/7rQaXGUIRbalvZ6g9zWrqFz/r8nJdp5yTHYF2WtnCUaV9vxxNPcFF2Kn8o2nsG8lDUb+gmFolTMikdUZKY9vV2nq3MH7Dy/XNDB8fYzQP2vya5nOpgmGPtZrI0qr0u7mpTjAAAIABJREFUBv+bSJLEOl+IPK0Ki1LB482dBBIipzgs5GjV9ETjvNnl5rxM+wH3/6qrj65IjDkOC5lqJYIg4HYFcbuC5I2x0xKOct32For1am4pzEAQBLqiMZ5p7aYrGueSXAfd0Th5SiUpWiWf9HgRBL6z9CQmxni9+nUC8QCzC2YTTURxBV1MdEzc53aiJDH96+38Y2whDrWS9b4gT7Z0sbg8F4A3XH30xeL8Il3D+vUXMn78MwiCio3+EAoEjltbzYKsVH63S2DhwUYXowxaTAo5ermMFKUcjUyGQLLEbuGmRt6tKqEhFCFVpeC5th52/TMiAUdZjWwNhDmrX+tDkiQu2dqEXBD4c1n2wHN2c00rb3a5eb+qBLtSwaXbmuiIxHhpbCFyQUCUJG6obqFEr+GXWd8vs64rGqMxFKUvFscTT+COJyjTazjMYsQVifFwUyeLctKGzC764452/tz4bXatViZjSoqewy1GjrAYSADpKuWwM5NiYvKEDZVtF4zFebylm8vzk8/qxz1eqoMRDrcYqDQmzT8+7/PRFolxWrqVa19Zzz2njuX3SzczZmI61ZEo4006ggmReL8lszeeYLJZT8X6NcjtdrSjRg3a5zMtXUQSIudl2flbaw8r+nzEJIlTHVbOcFpZ0txJuUHDpBQjd9a1cYzdxESTgfe63SgQsMTCfBQSOcZuIiZBnlbFTbWt/xHtpRFG+G/yvTNZRhhhhBFG+NkyksnyI2bVjh5u/NcmjipP45oZpSj2sZhNiBKr6nuYnGdl3qRsShwGbAY1TrPmewdYEqLEN019pJs1ZFl0373BT5gUpYJTHFbe7fZyV2kWSpmMD3q8LOvzfS8dhgMhV6vm6coCvLE4Z23YwY5QBP0Q1zIkiizIsnOqw0q+bv8zl/JG2xD6F3SyfteRb7zBgSCLO57AH//2BVRATAw4zwB85fYTlaQfRG+hMxIblhuJJxZntTeIRSFHIRPY4A3SGI5yhtOKRangbKeNdb4g11W38GhFLjaVYo8AS3c0zquuXhZmpe4zgLbFF+Sh5i5OSkvhFIeFj3u8nL6ujpfGFpDj0GFK07KktZvb69pIVyk5P8vGI81dLMhKalZcne9kY3+A4xCzgW2BEHlhFV+4/Rxh3fc5q+mr4c26N5ninMIExwTq3HWYVCZeq36N8WnjkQl7f7ZlgsD8DBtPt3ZzXYGTsUYdbeGk1lCqSsnxaSncXtdGR9xMefndbPGH8SeibPSHOcxi4PnRudjUakjEINgDxnQuyXXQFo6y0p3MXujxJG3Uu2MJnGolR1gN6OQyKvozvxZlp7HeF6QmGCFbo6JMr8GhVjLe/K0QtSAI3FuazQnf1AxorwDcVJjBRn+QCzc18PK4Iu4uyeaUb2p5r9vDcalJIdU5aSk0h6NAUldFvtt1jERcqFRp3xkgfbPTzW9rWgd9NjcthcMsRhxqJSV6DbPXVnNNnpMznIODzCc5LFiVcpb3+fnC7SeQEPmk18cnvYO1/Up0GqZaDRxuMXJoimGvTl1DBVd20h1PoJfL2B4IUarXclCKge5YnEQiSnPzP9HrizGTjVmfvNfjokQ4liCWEFkbCLLGG+L4VDPdsThTLUZ8CZHqQJhyvQb91KmD9uWLJRCQOMJiIF+vRZQkLsi0s2i3TKtyvYbmcIzsSIxtgQh6RYC13hCuaIyFWalsXv4VU8ZM5PM+P82RKPeX5VCq19Aeif7PrdpHGGGEEUYYYYQR/tuMBFn+x4zJSmFMppml69qYVprGpDzrgMUnwKZWD89/2cilRxVjM6hQyATW+IJUGnVMzLXytSfAozvaSVMpSFcrCSdEsjQqJpn1WPZSUrI7q3b0cNc72zj3kFxK0n+eooWiKCGICdrjImqZjMOsRs7d1ECRXs0vs1J5oV3LAw0uplqM/5MSKZNSwRsTirm/voNFWxq5pSiDczLsBBIJtvjDTDLruSbfSVyUuK++g3919nF5roMT0yzDcl8RdmtzvE+Oa6MbZiczZlT9YpoAl2xtAmCOGCHh9aIpLaUnGifwA7kw/WpLIweZ9VycmzaovESSJL7xBvlnRy+1wQhH2UyU6jVkaVS80enmhLQUbCrFwCL7zh3tPNnajVkhZ7M/zCGWPd1iIqJIrkZNVJJQD3FdffEEL7X3YFYouL80m+2BMHfuaKczEuNf44tIUysJJBKcs6Gele6klptBIWOUWsmTLd286urlwfJcKgxaKo06SvQaHmhwEUwkyFArGWfUDQSmVrn9HLSbo82q9lWs6VjDORXn4Iv5uPfrezk442AsagtyQY4n4sGi2bfb1BnpVo5ZXc2luQ60chnnZNp4trWHq/KTtueLctJ4urWb2fZU1vtDjDJouTDTBi/Og44NgAC+dpAr4cptoLeRoVFx6i6aJCv6fHRFY8QliVEGLYn+DJPJZj0ZaiW5WjWfu/1UGrXc39CBSSHn3Ez7gHsWgFYuY8nofGavqRnIIFHKBB4flceFmxr42hPgEIuBd6pKBh3fzvPXFo6y3hdkVmoKPt9WmsmlIxqnOPgusZibgoLL9nmeKoYoB1zvDfJ5n49xRh1nZ9iYZjVy9fZmlna6ua8sayBAUKrXkKFWsjA7jZgoscYb4Pm2Hl5xDTaIqA6GqQ6GeaKlG2W/k9etxfuXdeZQK5mdZkZO8pn8e3sPs+1mDHKQKQ4DMYIBBUJ/AOf6mWUIAiw4vIDtUpwjbeakwDDJ4FYwIRJIiHgTiUFBn75YnJV9fgKJBHEJVvTf3yICoiQiIOCLJ5LzoSRRoFOjCfi4ItaLrNeNTCZDFEVcW1ykpKRgT0TYJpdzSIqBz/t8XJiiwdPeBnl5+3X8I4wwwggjjDDCCD91RoIs/2O0Kjn3nz4WlzfMrW9tod0TwqZXc3ixHUEQqHCaqMgwoZALqBVyJuZZube+A3c8wbF2M5PMeiaZ9QQSCbqjcVQyAaUgI74fZWDjclJ45vzJmHXfT4Tzx0oskqDmaxfpOz7iy2NmsykQ5OaiLE5IM+OPJZALAjcWOnmutYdbatv2e1H0QyEDqsx6LspORS2T8WCji8WNLnwJkYfKczg13YpCJjA3LQVXJMZ11S10R+MszE7FE0+wrNeHN55g/jDKZey5Ruq+6Rz4v0omY2cM4o7iTAq0ahRWIwpHMpvlz00uTt+HEOiDja6BMZyXaefsISxhd/JIRS4iEtrdNC1ecfXxpdvPORk2crRqrLsECY9LNdMTi2NVyrm5to0t/hCLy3M4L9NOoU69Vx2bTI2KTM3Qb9KX9/p4r9vDb3KSFrWLG13EJJEpKQaOspkIRuP88Z1tBKNxrjs8l+Upeop1Ggp1an5T0zYQdJm3vo4FWaksyk5DLZNxQ4GTrz0B/rijnevy0+mKxvi8z89Y4+BFvj/m5536d7hi4hV0Bjt5ZssznFN+DqXWUgKxACmaFPoifd8ZZNEr5JyRbmWNN8BhFiOz7Sls0nzryJeqUrIoO42mcPTb65KII9mK+HvqUZzV8Q5C6SywFkA8ud0rr7yC2WymubmZYDCIIAgYDAaUNhtOu51OcrmpwMkabxCDXE59KMKVeems7POjk8u4KDuVVNWe80mmRsWjo3L5zZZGPpxUikWpIFWl5PdFmYREcchMlZ1kaFRk9F/LRCKAzv000/MWIVrOYv2GC+nsfI+0tGP3ep7K9RrsSgUWpRyzQk6KUoFZLuPNTvfA2PK0av4+tpCX2nuYs7aGK3PTOSvDxlpvgBfaeijQaRhr1FJp0LIgK5UUpZzlvX6qg3s6lioEmJ859HPgdrv5+uuvOeaYY/b4nVomI12t4uNeH35PgIkmPW2RGO2RKN94tTSF5SiFKL8zv8QG91fodfkIpnHUCJOoD4U5NPEuoqeXgPpg/u4r4vg0Cw61gn+095KQ4AynlTSVgs3+EHJB4KAUw0BG2+544wlUgkBtMExIlEgx6RhjBJBQqfacZxb1/ytKEn6fD41m/8SmRxhhhBFGGOHnTCzWJ29vf90SiXYq1aq0mNN5Up9SaRnRMvoZMqwgiyAIDYAPSABxSZKqBEE4Dfg9UA5MliRpSLGUobbt//z3wIVAV3/T30qS9PaBHshPGUEQcJg0VOVauf7VjchlAo/+YiJHlKQSiYvMPzhvoK1cELi+YE/Per1cjl67d7eKfaFWyFHvJa3954BSLafisAw8UiYHKUQ+iiTtWzNUSlrDUZpCEcr0Wo61m9ng+684IQ6JIAhMt5m4YGM9X/Qv4M9y2jjZYeGjHi9/aXChkglcmJXK3aVZHJSi54s+H+u8Ae6pd1Fu0HCMzTwsjR+dQcU9ZXIKQhFytWpMChmeWHKOVwoCUv94dkZexhh0KPbR5c7Sore6tnxngG8o3YqNviCnpVs5Ld1KIJ7gqdZu2iMxLslNw6pUMGdtDR2RGG9MKObW4kzqgxHsKgUZByB62hyOsrSzj0KdmpsLnWwLhFmwuYELs1KZYTOhV8hxB6Oc8NfPOf+QPCx6I7c+v477ThtLucOEJxbH0u8MU2nQ8lRlPq+3dvHsJ8uZO3YUdrudSWY9r44v4onmLk5ZV0eJTsVfR+UNGseHDR9SYa3ArDbz7OZnObHwREqtpckxepsREEjXpQ/rmC7L+7a0SyETGGcaXPKXAH5X08IjFXno5TIea+nmjCN/z2Prd1By0C+YZNbTHoliUSjQAFlZWUQiES644AJqamqIxWJkZGTg9/vp6Ohg9erVGI1G0tPTUavVjMlPam8cYjEMmVG0K1NSDHx+UPkgkeZsjYpj12wnX6vmH2MLhwya/cvVx0q3n7FGHWdnVBEI1NDZ9R5pqccybuyTbNz4G7S6XIyGpONRIJHg/W4vn/b6+Et5Dmalgk2Hjeal9h5CosRnvT7e7PIQlSSebuvhLKeVB8pyAJjntHGk1cTd9e1MMOv4zZZGJpr03FbXNjCeK3Id3F6cFA1uC0dZ4fazvNfHij4/HdEYNxZm7FWEOxAIIPZnht1U00KhTsPJaSmY+gOLMkEYcOepCYTRyGVUmfVs9IdxqBT0xeK8wyy2KacxRqMjW6bCHY0DAkvFo0lRKDAixx9P6rK0hKLMSUvhS3eAj3u8jDPpeK6th7OcNu7a0c6ju92bkMwsW9zoQiuTMdVqpNXvQuevoTh1Ihs2/oZ0xwm4PV8hl2kJhZpQqqzIBBVyhR5JiiOKEdQqB5J0NcI+St5GGOFnT7BXzvoXLfg6lBjTY4w9sw+ddWRR9TMn5PPKtyz/2OLv61UaLNZYxRHT+7RG08h1/39Mbe3d6btbONftuD/7+1o4j/DjZH8yWaZJkrSr0Ncm4GTgsQPYdid/kiTpvv0Yw88WQRC44LB8phTYsBmUfFHXy8kPf86MinR+dWTh/3p4P3miokjjqBJWBUSW9SUDGCq5HJ8Y5Z8dfbjjcdKUCnrjCRY3uLgk97s1HnYlkEgMKn35PizKSSNfp+bynDSaIzE+7vGyyhOgJxZD3h8A+VV2KqemWznGZuIVVx/H200ck5qyX5bAh1sMRBLJhd4Yo47O/uBTmkrB9kCI6f2LPFGUSAkm0Mq/u1zohgLnATkQvdLRS1MwQppaiUWp4IIsO6vcASD5Zv+VcUU41IqBc3wgujSt4SjNoQgd0Ri/cNrYEgjzl8ZONgdCPFuZj70/82JbIMTrLjf3nDoGi05FicNIYaqBK/6xjtOqsrng0DwedRhYK48zqawISRQ53NtJWKciHo/S07sCq+VgBEHOBVl2nAEPgQ1rUadqoD8YERfjrHGt4fKJl5MQE/SGe6lK/1Zb8d2Gd5mYPhGd8ofRRzIp5Iw36XmoqZOzM2w80dzFlXnp3FWSyZXbmsjTqhElODfTxgy7mfz8fNrb29m4cSN+vx+5XE5DQwMqlQqz2YzBYMBms7F27VoyMzN55ZVXOPTQQ3E69wwAD4U/IeKKxgYyKGwqBY9W5PFES1cye0Im4+0uN4F4gtpQhAuzUjnRYaErGuezvqQDTmbmmdS1vMrrTZ0szE6lvPxuNm6+goLyh9gcTHDOxnouz3Xwx91si+c5bdQFw6z2BLCrkpktVqUCxW7Pe7payZ/KcgjEE/y1PBeDQs4RViMbfUE2+EI0haNIksR6X4jT19dSZdIzzWrisv6AY9E+7lGv1zsQZPnGG+StLg+PN3Wy8uCKPdrudMVKSBJz01JQktRQ+s3WJtoiMf7e3sssu5lj7SZ+mWnHmxCxKeXEJWiLRHFFYmjlMgp1Ggp1GtZ6AnjjCW4uzODfXe5BJWyf9HjpicVJVSmZbNbjUCmJSxLb/CF+kVnA8vYwgaCG0eV/5OvVJzPloPdRq4cWJBbFCDW1d7Fl67WUltyCQvHzLEUdYYR9MpSF80e3Zf/QFs6nnHJK3vHHH+85//zz+7679fC58sorMwwGQ+LWW291fXfrEXay/IUl6d+8+6YzHo0OXPcVLz2bPX7mnPYjzj7/gK779u3bVccff3xxTU3N5oH9LF+ue+qpp2xPP/108/709dZbbxnvv/9+xyeffFJ7IGMZYf+prb07vbHp8T1S5UUxLNv5+Q8ZaLn11lvTrrjiim6j0bhftf46nW58MBj85kD2uXjxYtvcuXO9eXl5sQPZ/ru45557UnU6nXjxxRcPcmca6tn4MXDA5UKSJG0FfpIWvz9mKjJM9Aai1HcHKHEYeeKzHeTZdcwcPbzFywhDE0qIbI5oydDI+ee4AgDmZ1oJJ0AlE+iLJQMM7ZEYWplATJJQDfPe/mtTJ/fUt3NvafY+S2qGywSTjve7PZy8ro5JZj1HWIzMz7RjlMsQBIHuaBxZv/OKWibjl1mpfNLt4Y4drRxnMzMzbc/yknBCRC4IgwQ3Rxt1dMcSlAB2pYLOSHJOdMcTrPUGBzJiJKBzey/ZeVYo3vfYTxhi38PBoVKyNRBmXL+d9sf13gFnkk5vmN7eIF+pJPyiyOEWI6XDtGMGkCSR7u4PEQ2HMcViJJhI8EC9i5AoMtVq5Nr+zLCoKLLJF8KhVnKKw0LJLvvQquT8ed44fv38Wpp7g1xl95LT5uK1PhlT8nSYzWa0zkKeX7eN4/OX0dn5Prk5C9Dpcji+rAhvRhqrV69m27ZtjB8/Hluajfmj5mPT2nit+jWKLd+e2HpPPb6oj5KUkj2OZX9ISBKnfFPLi2ML0cplHGs381CTi5pAiBK9hseaOwnEE8y0m0lIsMkfpDGUFJiNRCL4fD7UajXbt28HknO9TJa8B9PT08nPz0epVDJ69GhKSkpYsWIFa9asYcaMGahUg0u04qLEN74gH/d4WesNYlHKOdlhIVujYp0vyOJGFxfnOHisP6PCG0/wYY+XeelWdoSiSMDHPV5edvVSskt2SGHWKXzU3MmL7T1YlAr+IfwOcXsHF+ekcV9pNrfWtjHeqOPw3cSH8zQq7ijOxB1PoJPJUMsE3PEEG3xBSvUa1LtkSD3V2s0dO9rJVCsZZ9IxyaTnWJuZMSYdgiAQFUVOTLOwyhPgT40d3FTbSpZGySy7mduKBwd4AGpWu3DH3JjNZgKJBJ54gucr8+mMxvd5PeWCwBjjt0G3Zyrz+Xt7L6vcPuZnWCnTaxEEgXj/c6sUGLIMaMIugsQLswcL3E6zmfh7ew8g8YqrF7tSji8h8otMO+u8QXwJCZVvFbrso6ic9DFPdET5TY7Eam+QDb4g52faB7KQXmx1kU860a5HSEmZRGbGGfs8vhFG+Nnxwc3pfP6XPeuP4yHZwOc/YKDl+xCPx1EoRhQEfgiWv7Ak/eulr+5x3ePRqGzn5wcaaNmdI444InjEEUf871KwRxgWsVifvLnl2X0u5JpbnnXm5v6qU6k0/yACiI899pjjwgsv7N3fIMv34fnnn7ePGzcuNNwgy/7OO9dee23Xd7f68TDcHF4JeF8QhDWCICzcz33sa9uLBUHYIAjCU4IgDLk6EwRhoSAIqwVBWN3V9ZM6tweMVa/ikulFGNQKLjgsn8n5e9e32F/+9EE1Jzy0gs2dXs5cX8e2QOi7N/oJ8daGNh5dVsddb2+lpuNb54+aYIT2SIxMtYot/qR+wsra5/ig5SvS1UrKDVrKDVqm20wcbDGi2o8ylHXeIDfkO5lh+2GciWSCwJQUA6ONWm4tymRmqhmTQo47nuCBhg6MchnnbtjBy2093F3fxntdbqbZzdxckMkqT4C769rw9AeNPLE4z7Z2M299Hau9gYF9uCIxBKAzGiMmShgUco5NNQPQG4tTqNMQ7H/TLpcJHFJk5+XVLT/I8Q1FikqBRi4jU6PiuFQzBVo1vf3H8PTKBmo6/ZyebmVBVuqwAyzJ4MonbNl6DQDZWh3rvAEWbGpgms3I7wozmGFPlle95upj1ppqVrj9OOJRinfLQqjr9LOhxcN1M8u4ZU4Fr+Pk8h4HKSkGsjKcfNQCv1+6mcPGlPCEdA5225F4vSIrVqwgEolgMpmYPn06EyZM4L3NW9nqj1KYUkhMjNEb6eWonKMG9vVl+5fkmnJJNyRLhe6v76Ajsv8vBRKSxJeeADuLt5QCFOs0TLeZeGlsITPtZqakGLAqFWRolMywm5nZfw+43W5CoRCTJ0/m3HPP5dRTT+WYY46hqqqKkpIS9Ho90WgUs9nMO++8wxdffIHVaiUvL49oNDowhjc6+7hocwNnbajjox4v06xGXhhTwKOj8hhn1BESRZpCUX6dnUbVLot/k0LODQVOnmzt4iqrlvSWJibWV/NyoYN7SrPpjcVZ3G+pvDA7DUlKCrkeZDHgjSc4aV0t3ZEYz1Tm8Xpn8sVuXJQ49MutlH22kaxlGyhbsYkpX25lzMrNlK7YxEFfbmXG6mo2+L6dE73xBEdbTTwxKo+F2al0RuIEEyL3N3RQ8tlGZny9nTFGHfeUZrNschmbDx3Nh1Ul3FaUyTxnct5uCkX4Z0cvz7f10BiKUFzloCEtC2VBMTuCEWqCEY5aXY1MEHi/28OTLcP7O1dp1HFXSRYfTy5nstlAWyTGRn+QX21u4NbaNm6tbeOPO9r5R3sv33iDNAUjbPGHaA1HCcQTSJLEWk9gj37PctqYajVxToadk9Kt9MUSvObqY6Xbx3GZZWTLupAkCavWggS82eWhyqRjsz/Eul3KLec6MzE7TsPoOJPens9IJCLDOq4RRvhZEOyVs+rxfb8dW/W4k1DfAdXSPfTQQ7aSkpKK0tLSihNPPDEfYNmyZYbx48eXZWVlVS5ZssQCyYyFadOmFe3cbv78+TmLFy+2AWRmZlZeffXVzokTJ5Y+9dRTlldeecVUUVFRXlpaWnHwwQcPRPm3bt2qnTx5cmlWVlbl7bffnrb7WEb4lpDPK//m3Tf3ed2/efdNZ9jv+141lFu2bFGVl5dX3HTTTY6d19flcsmPPvrowpKSkoqxY8eWrVq1Sgvw73//21BWVlZRVlZWUV5eXtHXN/ieW7Zsma68vLxiy5YtI1Zw/yHa21+37FoiNBSiGJa1d7x2QG8qvV6v7MgjjywqLS2tKC4uHnXVVVc5Ozs7lVOnTi056KCDSiCZobKz/ZIlSyynnHJKHsC2bdtU48aNKxs9enT5ZZddlrFrvzfddJNj9OjR5SUlJRVXXHFFBiSzRgoKCkbNmzcvt6ioaNShhx5a7Pf7hSVLllg2bdqkmz9/fkFZWVmF3+8f8k317vPOa6+9Zho3blxZRUVF+axZswo8Ho8MYNGiRZmFhYWjSkpKKhYuXJgFycy6m2++2QHw2Wef6UpLSyvGjRtX9sADDwzMS/F4nIsuuihr57jvvfdeOyTnwsmTJ5fOnDmzID8/f9TcuXPzd2YUL1u2TDd+/Piy0tLSisrKyvK+vj7Z3vrZH4YbPjpUkqQ2QRDSgA8EQdgmSdLy77ntI8BtJIMwtwH3AxfsvrEkSY8DjwNUVVUNX831J45CLuN3x++ZOv59mVaWxi8Pz8eoVvBLOWgOQNPix8zxYzLo9Ia55pUNpJq+XSi/2eXmseYuNDKBsCghSRKW7oeYWHAFcNj32ucTo/O+36CHYLrNNFCusxOLUoEnFueRZhepKgVmlYJSmZY8rZoPuzxMMOu4uSiTpa5ebq5pZW6aGU9cpMqk45wMG1FJ4vM+H080dyEXBM7PshNMiKzxBrhsaxPPjMmnTK9FK5NRHYnwQH0HCAKVBi35+RZm/Adfcp3VvyB93dUHEnzU4x0ou7h2Ztmw+5FEkcDKL2DiRL5seZ1Ks5my0jtpicLfmrtY1ufjkYpczP3aF994g5To1PjiCf4xphC9Qk7wow/xLF1K2pVXoS5IZtPMGJUMeKys7ea9zS7G56Qwe4wTm0HNF3U9LPm8nhcvOpiL61v5baETvfFIFm+rZ5pSyYcffkhOTg6VlZU4HA6q9CbyNCreqH0DX9TH8fnH49B/q6nS6GlkduFsIBnAE5FI7y8D88YTdEZje9X62BWlIPD2xGK0/dlLRoWCcUYduv6SqxuqW7i5KINf5wz9ndnr9fLll18iCAI6nQ6TyYTT6aSkpAR5fx8TJ07c5xiKdBpuKzKQplbSGYmhEODdbg/bA2HqQxFuKHByomPo7xS5WjVX5KVzW1sP95QU8pmrlxu2NFNh0pOQwB9PcGn/PXJWho2HGjuZajFwdrqVy7Y18Xa3B5tKwXX5ye+7CpnARLOO3liccEJinElHikKORanoF8JN/pynUfFgo4spKQbUMoGzN+xgQWYqC7LtHJxiwO+JMDlHR1cigU2pGKQtIwgCo406Rht1fNbrY7UnwC21rfy1PJezN+xgpj0ZxFoZSTA900xLJMbhFgOZahUHmfUkJImwKLHZH+KcDTtI6Q82dUXj6OSyvZ4rfb/NuSQxkLkEyQy2QEKkMxpDFKAtEmOrP0RfPEFdMEJMlAZltkAyo+vx5i40chmTzHouyUnl7x19LMpx8EJbDxv8h7IgGGFrIMzFOWk0hqMIgsBluQ6u3t4hWFiVAAAgAElEQVTMsXYz52faWen20xeVmJE+kw3rz6G941WyMs/a5/0ywgg/G9a/aBlUIjQU8ZCMdS9aOHhRzz7b7cbq1as19913n/OLL77Y5nQ64y6XS75o0aJsl8ulXL169bZ169ZpTjrppKLhlA5pNBpxzZo129va2hQTJkyo+PTTT7eVlZVFXS7XQP1zbW2tZuXKldvdbre8vLx89DXXXNOlVqv/33wf3x+2LP/YsmuJ0FDEo1HZ5uUfWyYed8J+XfedrF+/Xj1v3rzCJ598sr63t1exYsUKI8C1116bMXbs2OCHH35Yt3TpUuO5556bv23bti33339/+uLFixtnzJgR8Hg8Mp1ON5DZ8MEHH+gvv/zynKVLl9YWFxdH977XEb4PkWjnsGr5o5Hhtdud1157zZSenh779NNPawF6enrkL730kn3ZsmXVTqdzn2myixYtylmwYEHXxRdf3HPXXXcN1P++9tprptraWs2GDRu2SpLE0UcfXfTOO+8YCgoKok1NTZrnn39+xyGHHNJ43HHHFTz77LOWRYsW9T7yyCNp9913X/N3ZVftnHfa29sVc+bMKVy+fHm1yWQSb7zxxvTbbrvNcc0113S+/fbblh07dmySyWR0d3fvocfwy1/+Mu9Pf/pT0+zZs/0XXXTRQNrwn//8Z7vZbE5s2rRpaygUEiZNmlQ2Z84cLyQDxuvWrduRl5cXmzhxYtkHH3xgmDp1auDss88ufOGFF+qmTp0a7O3tlRkMBnFv/ZSVlQ37ORnWskmSpLb+fzsFQXgdmAwMK8iyt20lSRqo7xQE4QngreEOeoQDZ1x2ysDPR/9AmRc/NtJMGp4+f9KgUrYT0lKYajHSEIzg1MgJxPy4TKejUx1M9v9wrEORkCRawtEhU/3PyrBRpNMMcmB5q9ONVibj4aZOplqMnJBuY5xJzxpfkBMcFrzxBH+s7yAhSdQGw/wqJ40p/ToMUVHkhuoWbi/OHLDbjUkScUlEIVMQiIv8s6MXlUwgy/D9X3JERHGgFKMrGqMvlhhUlnNS/yLyX119LO/zcVxqypD97E5Cklje62NtfSO/KS9Do9VwROEZyBD4S5OL3mic0UYtz41JlopVB8L8obaNuCRxT2kWx6Wa6Y7FOXdTPReNm8ys8ePpuv8BVLk52H/9awCue2UDoiRxdIWDxR/XcudJlfQGotz4+kb+cMJoHu7qYVaqmSlmPZdta2JGqg23w05amQJVRwuvv/46s2bNYlS/lfBJxSexvWc7HzV9xA7PDq6edDVahRa9Sk+mIZlpnHRUUrDRF0QhCNxT38E0q3FYQRZBEJhg+nYB3RWN0R39NiNGAt7q9LBa/e3fwslmPSV6DWPGjGHMmDHDOvf7YpRBy3pvkL+1dBGTRARkHJ9qJiKKXJnn+M5y0wkmPZUGHYJMIKpQ4NRqeKYyeQ3bI1EebHRhVyk402njkjwHT7d08Wx7N7laNamiyJtdHl5z9XFHcRZ5OjWLy3PZ4g9x3Jpq/jGucNBz9FxbNx90e0lVKWgMRRHw85ucNJ6rzOffXR6O/Xo7GYKCb/5dRzwmMirDxN3zJ/K1J8Bog3YgsAHJANCirY10ReOcm2HjvoYOrspPx65ScP32ZtxxEYdGhUOj4uVxRYOOWU9So2bVlAr6YnH0ChkyhO8WlFYp2eYPURMMY1EqsCkV6OQyNHIZNpUCXzxBrlU1cM4TksS7XR6+cPs5eBddFpVMxsW5Dq7c1sRXngCPj8rjF/2uVNkaFddsbyYmisxMTUEQBPL65ym9XM7luQ7e7vIgSVBl0nPFtiamFJcRyrqNpubHyXCejkw2UpIwwv8DfB3DWyz5h9luF9577z3TnDlz+nYunhwORwJg7ty5brlczsSJE8M9PT3D6nf+/Pl9AJ9++ql+8uTJvp0LiJ19AsyYMcOt1WolrVYbt1qtsZaWFkVhYeF/RHPhp46/r3dY5z0wzHa709vbqzjxxBOLXn755bqqqqrwW2+9NVAL+9VXXxlfffXVWoC5c+f6Fi5cqOjp6ZFPmTLFf/XVV2effvrpvWeeeWZfYWGhCMng2aJFi/I++OCD6v+UhsYISdSqtGGdX5V6eO12Z8KECaEbb7wx+9e//nXmCSec4Jk5c6Z/uNuuXbvW8M4779QBXHTRRT233XZbFsC7775rWr58uamioqICIBgMyrZt26YpKCiIZmZmRg455JAQwPjx44MNDQ37JZS467xTV1enmTx5chlALBYTJk6c6LdarQm1Wi3Omzcvd/bs2Z4zzjjDs+v2PT09cp/PJ589e7Yf4IILLuj5+OOPzQAffvihadu2bbqlS5daAHw+n3zLli0alUolVVZWBnbOXaNGjQrW1dWpLBZLIi0tLTZ16tQggNVqFffVzw8aZBEEQQ/IJEny9f88A7h1OJ3va1tBEJySJLX3Nz2JpJDuCCP8IOy+eNu52PzM040sKqJ3GLg7OJfg9jCrrAlM/2N3JX8szpfeAM2hGPc2tFOh1/LsmAJ08sEvREp3EZWNiRLrvAECiQShhMhZGTbqgxHWewOMNenJ0qq5qaaFE9JSUAmwMCcN4261jwpBoEyvJVerGshqsisVWJUK3u7y8ExlATdUt3BprmNIS97hcEttKxqZjFMdKbzmclOkU/P39l7KDRp6onEe2c3ZJBBPcEGGnbe7Pbzc0cd5mXaOsBj2uiAPhZp4trGadYkiSq1WtijUTABWe4LcsaONWXYzl+Y6SFMrESWJrYEw671BznRaKdAlraJ/V9OKQ6Xg6cp8HmnqYqtM4Lo/3sX65jau2VjP2Rk2fjOtgL98VMe9723nkulF2A0qbl/XyLETM/BYlXR3B7m7NJsX2nowyuWUGzRcsKmBtycW85XdibIwvoelbamtlFJbKa2+Vh5Z9whj7GM4reQ0ljUv46Tikzhqt0Doksp8oqLIak+AbI1qv4SOW8NR+uLJ782hhMjNhRnJgJooDWSa5Gr3DKR1dnayatUq5syZM+x97YqAxCZ/iFSVgiqzhkqjbo/sid1pCkV4s8uDUS5jfqadR5s6ebPLPahUzKxQYFDIeaqlmzP7M6HOy0rlK7efJa3dHGUzUReMsMkfYmmXm+5ojItzHGRpVIRFiS/cfg6zJL+fJiSJ6kCY2kCEGwvzB5ULrvEGsSkVxCRYHgxwcJWT2rUu5o7NwKCS83iDi3MzbJToNRgUcj7t9VIbjLDu4AqaIzGMchlrvEGOsZlY2edjhdvPNOt3i8AqZQJpQ1zfrmgyI8ikUAwKEqWrlXRGY3REYmz1h8nUKAeOT5Qkbqhu4QiLkY3+ZMAuRaGgRK/eo/yuLhjm8eYutvrDvDZ+cADooBQ9dxZnYVTImNGflQPQEIqwwRdibloKG30h3upyc6LDwm3FmZgUMsqcM8nNn4vsZ5Y5OcIIe8WYPrzFkmGY7XahXy9tj6irRqORdm0DoFQqpZ0p8QCRSGTQH9Kdeg37ciXcNWtFLpcTj8dHxBj3gsFiHdb11A+z3e4YjcaE0+mMfvrpp4aqqqrwrr+ThgjEC4Ig3XnnnR0nnnii54033jAfcsgh5e+++241QFpaWiwSici+/PJLXV5enmePjUf4wXA6T+qr23F/9r5KhmQyjehMP/mAhKvHjBkTWbt27ZZXX33VfOONN2Z++OGH3t3b7Pp8h0KhQc+wTCbb4+aRJInLL7+8/ZprrhlkXLN9+3aVSqXadU6QQqHvyNrbjV3nncMOO8z75ptv1u/eZt26dVuXLl1qeumllyyPPPJI2pdfflm969j2Nl9JkiTcf//9Taeccsqgc/DWW28Zh5rL9jaf7q2f/WE4J8UBrBAEYT3wFfBvSZLeFQThJEEQWoCDgX8LgvAegCAIGYIgvL2vbft/d48gCBsFQdgATAOuONCDGOF/S3M4Slz8aWSOPvNZAwufWU2HN8xHVaVcX+Dkiz4f7lic7micuPhf04cCYK0nwF117TzY3IkgwenpFl4YU8iDFTl7CO++3tHLTTUt/LO9mxfbenirq4+EKGGSy0hXK+iNJagy6XiurZu+fieidLWSQFxkht3MH+v31FmTCQLnZdo5ZV0dm/xJLQqVTMYGX4jlk8so0KlZkGVngkk/kOmyv3RGYozWayjWa7muwMkp6VaersznvEw7d5TsKQyqV8j52u2nyqSjSKvmieZOpn61nVfae7mzro0N3sE6Em3tr5AXfJNZmhpGmQw0hWP0hH38s72H24ozubg/wNIajnL2hh38o70HVzRGpVHLnTvaua2ujd8XZTDVauTyrc0syLJzbX46T7Z0cVm7l+PsZr5y+3mgwcXEEhujM83MHZvBc63dhPRyZlVl8VhzF38uy2GTL8g/O3q5uSiDBxpcLMpO46aa1mQGyqhk2dMb61p5ZXUzL37VRF8gqVORaczkyqorSdenc+/X9zLZOXng+Lqjcd7r9rCktZv76zv49ZZGPu/zE9rPe9WhVg5k0WwLhHmqtRsZYFTIMchlPNjUSVNozwB9amoqzc3NJBIH5jw5xqTn6rx07inN5pwM+yDx5b1hUyoo1qn5S7/uyq9y0vj3xJIBi2UAnVxGplpJTyzO31q6+FtLF0tau5mcYuCPJVms8QZZ3udjTqqZqRYjHZEYR63ezgZfkAfKsjl/Yz0vtffwfreH8zbWU6bX8sTovAHNJoDtgTBTrUYqjVpuLHByVoaNL4xgnJHNlPFOcrVqHijLZqXbT/FnG5n61TYeaeqiJRxFLpORp1VjUyX1bgRBwKlW8QunjWNt5j2Oebhs8oX4sNvHAw0diLt9qR5j1DHDbmaiWUddMMzSzj7e6XKz0u3j19mpTDRpuTTHwdV5Ds7KsA5o8uyKQhAo1ms4O8PGPzt6ebPTjSsSZXsgTF0wwhlOK6f0C3z3xuL44wlyNSqU/Zd1slnPc209PNjoIkejwqJUkq/TjARYRvj/xdgz+1Bo9z1JK7Qi487c70XVzJkzvUuXLrV2dHTIIanFsbe2hYWFkdraWm0oFBJ6enrkK1asGDKFedq0aYFVq1YZt23bpvquPkfYOxVHTO9TqFT7vO4KlUocdcT0A1pMK5VK6d1336178cUXbY8++uggp4UpU6b4lixZYoPkgtJiscStVqu4efNm9eTJk0N33HFHR2VlZWDTpk0aAJPJlHjnnXdqbrnllsxdM2JG+OFRKi2J7Kz57ftqk501v/1ARW8bGhqURqNRXLRoUe/ll1/uWrdunU6v1yd26psA2Gy22Nq1azWJRII33nhjoPZ4woQJ/ieeeMIK8MQTTwyIgM6aNcv73HPP2Xf2UV9fr2xtbd1ncobBYEh4PJ5hzx1HHnlkYPXq1YZNmzapAXw+n2zDhg1qj8cj6+3tlZ9xxhmeRx99tHnr1q2DrDbtdnvCYDAk3nvvPQPA008/PfAsHHPMMZ5HHnkkdWdAecOGDWqv17vXLyBjx44Nu1wu1bJly3QAfX19slgstt/9DMV3ZrJIkrQDGDvE568Drw/xeRtw3L627f/dOfsz0BF+vAQTIjfXtiICpzksTPyOt9T/S+44aTRX/GMdX9X3MndsBm91ufmsz8/fK/NZ4Q7g719IVgfCVJl1NISiTDDqaIpE2dj/plYvl1OgVWNQyAa5fewP3niCPzd2kKpUcGluGvr+TJrn23r6XTwSHGzWM81moiEYoScWRykITLUY8cfifOUPYVHKMZrkTEkxYNkly+T4VAuPNHXy28JMTnNYuaGmhacrC/hHRy8bfME9xuyOxTkvw0ZvJA5GmJ1qJlf7bVnBMXYzfbE4HZEY5Yb9t2e2KBUDIro7kQsCb3a6SVcrB7IQduXivHT+1tLF6U4r63wBGoNRbCo5YiDK9tq7KCr7JTpdPq5IjOys+XR1/QKD8jCaxTjjom9Tve457pnwIiqVnkA8wdOt3bzb7eX6gnQOSfk2K+b5MQW83eXmjPV13F+azW8LnVxf3UKKUs6fSrMxK+Q839bDRdmplKZbWbilkX+ePJpV7gBrPAEuy01j4dZmHizPQQKu3N7MXcVZ3LmjnYf6P/vaE+CBsmz0cjnBaJxPa7r47bHlbGh189vXN5FqVHPVjBLMWhWjU0dz/5H385cGFzuam8jVqkhVKTjKauLQFAOG75Fx1RaOktK/oDYrkrbFo/vvhVVuP72xOK5obMAyeCeCIJCXl0d9fT1FRUV79DscvitzZXf0Cjm5WjV98QTXbm9mZ1jmmnwndtW3f7ampBh4tjIfiaQt9Bnr6jg/045ZqeCukixeaOvhrh0dXJrn4HCLEVc0zp117dxenMnzlfn8rraNszNs/G10HjWBMHPW1lAXjFBh0PLn8mx6owlMChmHWoy80NaDRiZjcVkOv69r5ZGmTh6qyEUGXJSVygkOC292utkaCHFt/tC6h/k6Nd3RGCb5nudjX29mdmXaMMo8C7VqbEoFgXgCdzyBN57AFYnTF4sREiUCokhcFMlQqzhpN0e0XK2aBVnJsmxRkviox8srHb2MM+k51DL4e3goLvJGj4fzs1KZ1V/aN96kY3F5DjfXthKVJNR7OaYH6jso1amY7fj+jmwjjPCjQ2dNcNDC9iHdhXZy0MJ2tJb9XlRVVVWFr7rqqvbDDz+8TCaTSaNHj96r/kFRUVFszpw5feXl5aPy8/PDo0aNGrJtRkZGfPHixQ0nnXRSkSiK2Gy22MqVK2v2d2z/39EaTYnxM+e0D+UutJPxM+e0awwH7vhiMpnE9957r/bII48suf766wcW7nfffXfbWWedlVdSUlKh1WrFp59+uh7gnnvuSVu5cqVJJpNJJSUloVNPPdXz0UcfGQCys7Pjb731Vu2sWbOKdTpdw/Tp0/dUQx/hB2GnPXNzy7POXTNaZDKNmJ01v/372DevWbNGe8MNN2TJZDIUCoX08MMPN3722WeGWbNmFaelpcVWrVpV/Yc//KH1hBNOKHI6nbGysrJQIBCQATz88MNN8+bNK3j44Ycdc+fOHQj+nXzyyd7NmzdrJk2aVAag0+nEF154oV6hUOz1rfr8+fO7L7nkktxrrrlGXL169VaDwbDPN/AZGRnxxx57rGHevHkF0WhUALjllltazWazePzxxxftDHDcfvvte1iUP/nkkw0LFizI02q14vTp0weyTa644oruhoYGdWVlZbkkSYLVao29/fbbdXsbg0ajkV544YW6Sy+9NCccDss0Go24fPny6v3tZyiEodLLfqxUVVVJq1ev/l8P4yeFPxKnzR0i26JDq/rPvZh4sqWLzmicCSYdx9oP/C3tfwNJkrh0axMXZadiUsi5fnsLh1gMZGtVWBUKlDIBTyyBWSkfpF3SEo6hkwlsDYQJiyJmhYJDLIbv2NvQbPGH0MllA3oGO/mXq4+/NnVyfX46f+/o5fFReXjiCT7s9uCKxshSqyjRaVDJBfK1GhR7yQp4sNHFeZl2jAo5T7Z0UR0Ic3NhBhdubmBxee6ghWpzKMKttW2cnG5hVmoKr61t4e+rmjhlUjbabAMnOiy831+6cyAiv7fWtjLZbBhwrtlJRyRGXyw+ZOAmIYr8raWL9mgcTzzBYSkGLAo5Ne4dnJVuwC3P5UuPn9EGLcU6DcFIN70JJbfucHGl4TNKs09HqUwuRlvCUZZ2ujkv075H+dVOYqLEsj4ft9a2cVW+g1yNij/u6ODgFAMXZacm7ZDX1XFvaRZpKgV31LVzZrqVv7V1M91q4iynlQWbG5ibmsJTrd0oBIEr8hzcV9/BU5X5A9kC4YTI4kYXC7JTWe0JYBQElL4478VD5OjUzLCZcaiVuGNxHmvu4uLcNPTyH+a5fbWjl4lmPXlaNaIk0RiKEpckmsJRAokEpToNRfqk3s+HW1w8+HENz/7yIMxaJZFIBJlMhlK5fyVjXdEY1YHwHovz4RARRZrDUSQp6YJ1yro6Pq3MYeMnHzF27Fhefvllrr/+euRyOf54gre7PVyzvZnGqWN5urWbFIWcEx0WoqKISiajKxrj6K+3E5cgV6vixTEFmJUKEpLEktZufl/bSqFOw53FmSztdPNBj5c7izNpDkfRyuWc7bTSFonxSkcvUVFCIRNY4NTxRW8nqfoMPPE4JToNFqVikD7L7txR28oNhRkDVsc7+bjHy45gmK5YgjK9hu5ojO5YAqdKiT+R4OJ+kd/HmjsxyeVIAmSplWRp1GRplEM6oq1y+/m014cEXJyTdsBBupfae/i418djFbkkJGgJR9joD9MQiiBKEqMMWo7un/dfd/VxYloKH/R4WecL7jXg9HGPl99Wt3BxrmNA82WEEX5sCIKwRpKkql0/W79+fcPYsWO797bNID64OZ1VjzsHieAqtCIHLWz/sdg3j/DDs/yFJenfvPumc1cRXIVKJY6fOaf9h7JvHuGnSSzmkbV3vGaJRjqVKnVazJl+ct8PZds8wn+f9evX28eOHZs31O9GFOh+wvT4I4RiCbIse2ZT9PgjGDVKXlzVREm6kQfer+bOkyux6v8zDm2/zEr97kY/EgRBYJJZx/JeL4ty00nXKNnkD/G3lm46ojGsSjmrppQPCLRCsoSmoN/WN/0Ay2Z2pcKgRZIkNvqCuGMJeuNx3LGkc8xYo5Yv3AFyNWpurWtDkkAvl7EoJw3jMBdJl+R+61ZzXoaN8zY10BWLc0FWKo83d/Lbwm9d2tQyGSvcfn5XlPzMH4lT0+mnwKrjoH4hWkN/SdKB0BSOkq3ds/x4oy9IYzg6ZJClJRxDTrJsRCeT8YXbh0aQc1neaB5v66bSEOK0dCu1wTBXbW+mJRzl8VF5XFeooVRfOqivLI2KRXtx0NmJUiZwtM3E0TYTNYEwf23q5E/l2TjVyWu9YFM9F2bZKddrubmmhSqTjm/8IZSCwNkZNh5t6sShUhKXJEYbtPwmJ42Za6r5S1nOoHKM39W0UqxP6sDMsJtpC0dJtyqpEqy4IjFebO9hdmoKrZEo1xXs2/1zf/nGFxwIdvyuppUqs540lYJPer0IJDNuCnWapAZOSSpTCm3o+wOzavV+aZoBScvk31a3cl1B+gGNVy2TUaTTsMUf4t9dyXJxMRbD7/fj9/spLy8fJOIaSojcUZwsPzsv0447Fuf9bs+AdkiqSsn7VaU83tLFMTbTgMMUgEaWzBILiRI5WjV/LMnikC43AgLBhEi+Rs3jjY2caNfwqsvNTLuJM7Qbaa1fTpnzQh5o7abSqOUIi3EgePKNN8h6X5DzMpOuf5IkcV11MxaFYlCAJZgQkZCYZjXu4Sg2FFUmPaIkERIlEpLEZ30+jk9NwabaM8hyUIqBg1IMRESRjkiMuChhVMqJiUlxa4NieM/0PKeN7YEw73V7OdZu4nO3n9/WtKIUBCKixAv9gtI7j2dJaze/yLDts8Rwus3Eu1Ulg3RlRhjhZ8cxt3Zw2BWdrHvRgr9DiSE9xrgz+w4kg2WEnw5HnH1+x+QTTu3cvPxjS6CvV6m3WGOjjpje930yWEb4eaBUmsWc7PMPyFlqhJ8WI0GWnzAqhYwbXtvIwiMKKE03YtR8+5b5gy0u1rd4uOPE0Wzr8KFRytAqR0psd3Kszcyafm2PCzLt1AejTDDpCCREtDIZOrn8v/Ll/+MeH3qFDItCTpZGRaVRi+X/2DvPMLnKuo3/zpney87OzPaaTe8hlSRACL2H3rHQpChd8UVBRaMIUl70BQsgKCIIBEQEgUAgEEjvfTfby/ReTnk/zGazSXZDArGA+7suPrD7nDPnzHN2Ms//+d/3rdXi1Ip7SYA+DxpR5LHR1bzeEyGlqHx7n8W7SqHIYOotKhm1Gnx2A9WePZIGoyiSlD/bdwOPXoc8QMecVhBwDFI0akpniUkKGlEgqyiMsprIKiobkxluqvaTUhRe6AyxsLGT79aWMN/jwKQR6czliUmDGxmvjqUYZjb0ybMGYpjFyC9G7vH+eHhXF2UGPQv8bn65qxODRqTebOD2bW38bXIDn0STLOqJ8OLEegyiyCleJ482d3NDpW8vacezHUFcOg1XVewp+JT2W4QW67V4DTr+0hVm7kEYox4qGxOZvihon16HqqrMdFqZ1SufUlUVuXea9FoRvfbzeWhEpEJHxp87C92n36j0DjovB5LK1JoMfKvax7eqfbh1WkZdcQUAkyZN6hvj0Gm5rMzD2rVreWvTaoKuYt43OZBV9jJo9Rl0/E+/AiMUpGsXl3q4uNSz189P9xYKjONtJn7bFmCazUQ2/BqvjTmG1tZfYhBmsszxLboiEt+pdReMlRWFFStXoqoq9to6xvYrIOZUFRGY69x7btfHUywJJ8gqCn6Djg2JNHatBr9BR7o3gtmj03KS10mFUU+1yYBdqzkob5vdxCWFjyIJEpJMUlZIKyp5RWGm6wCFnUQ3tK0E/1hwlHFDpRcFAUEQONPnZk284OH01fJihluM/LK5mysrirmotIjXe6KEcvKnygt3y9fWxVN4dFr+1BFissPMbPeXM/luiP9STC7lUGOah/jiY7TalM8a0zzEEF905s+fX9fS0rLXDt2PfvSj1s9jJPtFY6jI8gXGZtTxwHkTWL4rzO0vrOWuU0bjdxT8FM6fWonV2M6Wrjj1XisXT6/i4be3Mb22iDkNxSiKyj2vbuTkcSUcUX3omnhFUemMZWgNpylxGCm2GTD2K+IEchJvBAu7z3lFJSHLDDMbqTDqqTTqD7jI/VfgM+o5qXeBO8Zm7vOm+FciCAI3Vvs+feBB0JnJsSaRZnMyzc5UlsZUjnqznqOLHBzvsWPSiNSYjdy+tYXJdhMjrHvuNyHL+PU6XL0LHmOVjUDeg8++x5sjlJdYE0vRnc0jo3JfYycnFTv3S78ZCI9Oi30AyYtDq2F9YmApeYPFSCL6EW65g+2mk6kw6anrfX7+HoiyJpbig0iC5yfUUWkyEM1L3NfUSVM6y1fLipnpsrIymmS41dgnt4lLMj9r7MSl0woIPXYAACAASURBVLA9leWy0iJGWk2Ms5n26iwI5CTWJ1Ic5baT7zV0vqu+lLeCUTYls1xTWcwl6xr5zZgaMorKLVtaeHJsTV/n0/e2t/O3nghvTtnTUfNOMEZzOsftg0gnAN4Lx1kWSXJ9ZTH1lkP3vjkQu9JZxtr2nHP3c/dmIMp8j4PXeiLIqkq92ciznSHurh/cRuBgebo9gCiAURA4vdjJnztD+3W8qarKL1t6aM/muKe+rG8esoqCVhDQCAIyKlaNhiXhOC93RzjN6xxUkmgymSgrK2PeiBGc2+/nr732GqNHj6aqquqQ78Nv1PPt2hIyiopJcwW5XBB/1c04jU7m5SVcWg3Xb2rmmkovo60mJk+eDMCHH36Iz+cDR6HLwyCKBHMSI6wG1sdT3LG1lVcnNzDVaWWqc3DZoayqxPIyFq2Iqqo8sKuTaqOetmyeN4MxNIJAmUHHzH7nMGtE3DoNwy0mRlpNePRazhvA+2hQXrsVNrwItUeBxQOOMranc7RkspzlcxPqfJYzrTVsyHtoy2SpNukZbTXyp44QF5YW7ScNHIy4JPPHjiBZReEcfxHHFtn5bVsPn0STjLOameexH5RPzRBDDDHEEEMM8Z/Dm2++eUj+JV9GhoosX3AsBi1zG4qpcJm44Y+ruOeM0YzwFxa+p4wrZX1blOv+sJIZhiQX+DSEJROvr+9AUaHIosdlPrhuia5YhhdWtjKtxs2PX9vMmtYI+d5tb0GAUoeJD+44pm+8KZ9Fu+QtBEFg3MiR5Ctrebk7TGumkFIRyElUGPWUG/VUGPVUmPR9/19p1B+0LObTaM3keCMQRS+KnOhxUKT/8j3y74SiXLBmv/QzPo4l+UNnmG9W+TjN62SC3czNVT7+d1c3t9eUUN4rf1IUlRKDjpQs4RB1nOixM2+fToo7trbSms3zeGsP11R6GW8z4z3I9zImycQGSKaxaDR7SbL6U2LUM8U7kkc7R/NVt62vkHLH1lb0QkH68WJvvOyScJyf7uzgNK+LW6r9mDQibZkc39nWxlibifZMnmsri/EbdDwzvpakLLM+nua1QJTV8RTnrglzfaWPUoOOEzx2Ht7VxUW9HhE6UeiTXi2PphhnN/PTxi7uqClhjNXEhWt2cku1v89b5/nOEE+3B3hhQn1f/O7ScIKfNnZyXUUxnbk85QNIKFZEkzyyq4ufD6+kynzo0pxPoyeXZ6p9f7PV5zrDzPc4COQkas0Gqk0Glkf3+N51xzOc9vAHfPeUkZwyrnS/4wfjnu3tjLQYWd7bLfZWKMa2VJb3w/G+WGEoFBoHknJduGYnXr2WKQ4Lz3WGmOG08v36Mt4LxwdMQNpNfX09a9asISMrbEykWRVP0ZHNUyloSCQSe43NKQovdIUZbjH2RbwPhiAImDSFxf7zPSoGUcKkiXBicSE16IfDyrhm4y5urfb3mfxu27aNKVP2WDkEszkMoojboOfPXRHO8jo/5V0soBEEXP3+1n44bE8i12VlHnpyEmOtJoy9PjCKqhKTZDYn0jzZHuSSkiLsOs2hpYMdezccfSeY9lzjEQ4L4bzE0+1BTjSWUZFpxKvrJqwtQS8IzOntPgnkpL08nwZjcyLF850RTvXaGW8vFIj8Bh332wuFsPdDcZ5sD/bJrYYYYoghhhhiiCG+KHz5Vpz/pdQWW3nwggl87+UNfPPYBircJmxGHSbWU+ctYlRNOU/vCJPcGuPcKRWMKz+4L/i7Mek1/GZJIw+/tZ2pNW4un1mNz27Eb9fjsWRxGWJEo6v6HSFwyilHYDSWoSgyWq2JifZC90RSltmSyNCcydHS+99bwRitmRytmUK07qJJww7L+2LViIyymsgpKoZB2ut/srODnaksCVlGUeFr5cUc69m/QyOrKITzcp/kQlEUYrEYkUgEURSprKzc75j+qKpKMpkkGAzS1tbGpEmTMBqNBzzmYLB9ijHqL3Z18evWHl6aWM9xxU6yqspPGjv4n/pSfAY9zZkcZ/pcGHvP80YwxspYitO9TupMBWnNvcPKeK4zzO01JWhFgUsPYeFTYdSzfwJ9oYOmJycNetwLQT0neSxUmgysi6f44Y52JtjNLPC5abAY6cnlebItyEeROD8fXkmDdc97WWbU8/qUBgI5ic2JNK/1enq8HYpxa7WfEqOe79WW9C3yl4Ti7ExnmfThJq4oK+K1nghG0UWZUd8nG7u9toT18RTn+t3YtRoebOpkptPKqb2L5U2JNLduaeF/6kqZ1ttV0JjKMsNp4cmxNayKJbllczMzXVbO8Lqo7C3M5BUVr0HH78fV0ZzJEc1Le/mFHA5yijrgwnd3k4BZI5JVVDKKgqWfaavXZuTDbx/DofijP90eZIbTwnyPg3NK9nTJJSSZ729vZ4bDguZT4ny/XVtCKC+hqHBjlY8ak4FvbW7mg3CCb+7T/fVYSzdbkhka0zn+PKGOzs5O3stBVXUVx3sclBl0ZMvcBAIFn8qPIgn+FojSlMrSkslx7wAx4gfinJIiNKg83trDI81dfKPSh1On5fHR1VyzcRfXVHiZ4bQwe/bsvYyC3wrFGdn7jB5TZO/7HPk0Ct0rXdxU7WdlLEk0L+PT6/AbtTg0Ij6Lsa/AAoVYdqdOS6XJQJlBx8exJNMPNfFNbwb27+6bX2RFljMIwhE4mYogaDHkVJ7pCDHVYabBYuKdYJRoXuZ0v4viASSPeUXl9+09tGVy3FxTgnmAz6+OTI5dmdxQgWWIIYYYYoghhvhCMlRk+RJR4jDx0AUTWdkc5oHntnLlnFpGFQ/n/HFJ2tJarp83DOtnNC+1G3U8f9U4dNJKErFFxOLrkfJRxIwBI6UgVxLIO9CIJjQaI6lUE4qaw1t8Itt3LERVJQREdDoXekMxVn0xE/XFTNMXo7cVY9AXo9d70encZJRDT7wK5SW6c3k0UgRnbgOKkkFWMihyluGOI7itVU9rJkeVSc+mZIZEb7TptRVemjM5unJ5lvXu4Fea9BzrsaOqKjvSWVbHUuxMZ3mgqQuLRmTTkWPRiQIPPvgg0Whh8e5yubjxxhsHvb5IJMLDDz+M3K+jw263M2bMmEO+1335R/DT5Y0JWeGitTt5dXIDp3pd5BSVZztC3Fjt5+giO4oKrdlCCo8InOd30dBPsmLUaBAFBk0zOhBZRemLxu5PQdIw8PO4LJJAK4pMc1p5IxBlUXeE07wuzva7+rpfInmZSXYzN1f79pIUvBWMUWnUU2824NFrOdJt40i3jbyicl7SzVvBGEsjCa7buIvLyzx49TrO8LmwajXcUOXjg3CcjYkMX1nfxES7mZ8Nr+g790fRJD9v6iIhy6yIpVg1Y1Tf737bFuAEj4MreyUxr3RH+PqGJr5R6eV/6ko5vtjJLKeV37YFuXtHO3NcNi4sKWJdIsUf2oM0mA3UmI38qqWb+4dXHFaZRFs2T9U+nQxZReGkXtmNrMK8IjsbEun9PEsEQeBgL0VVVSqNerpzeX7RtHeAgkEU+Wa1j0vWNfLMuNoD3t+UAYoCD4yoHNDb58KSIkwakXmfbGFRd4TjZs9mWGcndb2eKgDvJbKkdBbKAZNG5Byfi3KjHptG/NSCz74UvFAErqr08VRLD/c1tnNTdQlWrYbHRlfzjY27SCsK82pq9jouKSsc2dshtm9M9oEQBIFv9nZT+fU6BBV68nka0xlyikpYksmrCoIqoKAiIPS9T1ogryh8GEng1+tYl0gz53P4/YRSHWxofwsEFVFVqXNUk7ZM52i3jZyi8r3tbUx3FAqjK2NJ3g0luKHK11dQ2pXO8nR7gOFmE1fUFQ/4DEiKyqs9Ec4/FHnTEEP8J5MKaVjzRxfxTh02f57xF4Qxu/f/R3GILxXpeEyz8b23XYlwSGd1ufOj5hwTNtnsQ/P+X04+H9Z0dLzoyua6dQa9N19ScmZYp3MNPRdfQoaKLF8yjDoNM+s8TKhw8sePWziiugaLxcOhOxGAouSJxlYTCr1PKPQBipLB6ZxKUdFcamtvQqdz7fclWZKSpNNNJBJbsNvHk0rtJJHYRP34P/N6spQ6Q4bplizZXA+5bA+5fIBEYhO5XIBcLkBeimA0lFJTcz1arZ1I5GPc7jkYDHu8HPL5GKlskC1SMRFJ5r1wnGJdIbFjlDGPRQ6j6iuIi1pyWhNpwc/jY+woqoooCIyxmngnFOehXV1cXeHFr9cywmzgbL+LWU4b0bzEwp0d/KUrTJVJT05RySoqdWYD4bzMB+E4RxXZmTp1KpFIBKvVisViQZIk0uk0bW1tZDIZvF4vpaWFBavT6cTj8dDV1dV3H6FQ6DPN8b7YtRpOKXZgEATSikJbJs+OdJbEPka1XTmJc1Zt59XJw1jgd9OTy/NGIEprJsfaeAqnTsupxU6KdBoWrN7B0+Nq+4wrVfjMEq4Sg46Msv9HjapCWtnfTFdRVf7cGeLOuhICOYkXu8IMMxv7JDxd2TyXrtvJJLuFo9w2VGD3UygpKqtjKRZ1h1keTTHLZeFIp43pTiteg45xNjPjbGYUVWV1PMWWZIZV8ST3NXYw22WjSK/lwhI3c912rqvy9S1WX+gM8WhLNzOcVs71u5hoM2PQiHt1nPQvxqyPp7hhUzMTbWZurfbzZiDK0kiC79WXcUO1j7Uti7AqMbTCRUyyW4hLCn/sCBKXVb5Z5TvsPhSLQ3Fuqtq7A0RSVT6IJDjD5+IvXWHOK3GzOpbCrdMw1mYmnsmTlRQ81oOTL/Xk8sz/ZCu/GVPF+kSa/ndwhs/F+F7fo9O8Tn7S2LmfAfPBMJAZ9e5Y4tcmN2ASC8asdXV1e415qTvCW8EYs5xWurN5pPhSPN6JOC2DJx91ZXP8ujXANRXFuPfpyJB6I5wvrSjm+Y4AP93Zyc01PkwaDb8aXcVvWgMc5bahEQS6s3mK9Vq68xKjLJ/N+2m3V02pUb+XWfLBICkKKVnBrtNSbzYc0GT40zAYSrD6zkZQVXSiiNNk4JeNnXTn8txY5WNab3GsPZvnrWCU8TYzRb1/I42pLB69pq/zZzC0osDXKw6cBjbEEF8YBopwfusHFYc7wvmnP/1psdlsVq677rpBjVbPO++8qttuu61r8uTJmcP1ukMMzEARzu8/+1TF541wNpvNE1Op1Kqmpibd1VdfXfH666/vfOihh4qWL19ueeqpp5oPz9UP8c9i+/aF/pbWp0oUJdP3XOzY+fOKivJLO+rrb/+XRHvfdNNNpVarVb7nnnu6Pn003HHHHf6f/OQnn3pt+46bOHHiiFWrVm3+PNf6RUdQD6UP/N/MlClT1OXLl/+7L+MLgaKoLN8VxmbUMrLk4JIaVFUhmdxGOPwRofBSMpk27LaxuNwzcblmYNB79hqbTjcTT2wkEd9IIrkNWUqg0VqwWBooL7sInc7J5i3/Q0/PG8RHvM2DzQV9/cWl++9QKopEMrmNWGwNsfhaVCWP0VSJyzkNh2M82WyAzs4XCQYXo9FasTmm8a52AUe7bVy3uYXz/G6mRH7MiBE/YeOmmykffj+3b23lyvJiFnVHiEkywy0GtIKIKBR2v3/XFuDaSi+/aenmeI+DV3olJU+3B3HqNJhEAYtGRFJhlsvGiR4HZUYd+gF2vlOpFK+++iqRSIT29nYA5syZwzHHFHxqtm/fzqJFi4jF9nSdTJs2jRNPPJGdkZ180P4BJZYSjq069uAn+QC0tLTQFAgStzpo1ZvZlsnRks5h14rYNRrurCvFpdfyYleItkyO070uTBoNTemChGJHKsu5/j2Slpe7wrwbinN/b+rOb1p7MIkiFw4wl/ty59ZWinQabtrH9HVZJMHiUHy/qOK0rLAiluRIl43ftPSwK5PlqgovZUY9a+Ip6ox6OvMSi0NxYpLMTdV7L5QDOYm8qmARRZZFk6yOp/gkmiSYkzi52MEYm5mZTmvf4hwKEraN8TTvRxJsSWbYlc4y1WFlvsfOeJsZm1ZDOC/xYSTBB+EEH0YSaAWBma5COs+MfufryeU5YflWZBVen9KA31BIV7p47U5mOK3cUOVDUbLs2PkAifgmRo78CUZjCXlZ4cHmLpZFkny9onivVJzPS08uT1JW+rxjoNB10pOT8Bp09OTytGfzZGSFMVYTFq2Gb/9lHYIA95459qBe47etPayKp3h4ZKGk+2p3hEl2835FAVlVebItwBir6YCGr4eTJ9oC3LG1lUUT67ljayuP1sPdS+/mV/N/hcMw+Pv8QSjGS10Rrq70Utev++SvPRE0CH0Gr3/tCrE8luTWmlLMvc9BaybHQ7u6OMZt49pNzRxXZOdXo6v/qff5z2Z5JME/gjHKjXoCeYmtqSzfrS108bwRiFJl1NOezfNid4Svl3uY5bLRk8vzWk+U5zpD3FDl41i37YDdQ6qqsjqepj2b4+TiQ5O1DjHE4UYQhBWqqk7p/7M1a9Y0jR8/PvCpB795l58PHhzcRXzWjW2Hs9AyxH8G7z3zO/8ni14YdN6POG1B22cttOwusvT/2cEUWRRFQVVVNJ8iLweQJAmtdmgP/nCzfftC/67mxwZ9Lqoqr2z7VxRaDrXIMtAz93nGfdlYs2aNZ/z48dUD/W7or+hLSjovs2hNG/NH+Rk5yIaxqqokU9uJhJcRDn9EMrUdi6UBt3sWDcO+i8lU0Tcum+2gs+sVYrE1JBKbUVUFi7kWi3UEZnMtRmM5mWwHmXQLVusIPv7kNObM/oRkcjtu9yyO8nk41edBVWVSqV2k07tIpZtIpRpJp5pA0GC3j8flnEZJyZmIooFkcjs9PW+iqAWjS0E0UFJyDqWl5yIIAoZ0jtcCYa4sL8Zn0FGsm09eCmI21+DUipxc7GCi3UxaVpi9T4t8MB3kDFfBD6QxXdixvrTUzYvdEUwaEYdGQ05VAAG3TqTCqKfmAIakRqORrVu3Ikl7PEZaW1v3+r0sy5SXl+N2u3G73ZSVFT5ra5211DprD2l+d6Qy3Lm1DYdOg0Or4ZRi514ygFQqRaCpkV27dpFIJBhRUsJxlZXYKir5xGDlZ40dfLeulNO9Lu5r7OSh5m7O8bmoNhmwakWOdtv22m0uN+r38n043++Gg9wMN4jCgF0w74bjVJn2XoC3pXME8hJHumxkZZkPIgkuKS2izKhnSyLNwp0d3FztZ7LDgkur5bnOEOvjKUZZ9yQEbU1meKS5i65cnp8Nr+DW3uJOVzbPB5E4y6JJ7trWxhiriQl2M1McFibbLRzhtHKE04qqqjSms/ylK8Kr3RFu3dLCZLuFOS4rE+wWTvQUzE57cnmWRhK8GYxRbzZi1WrIKQpfW99EIC/x0sRhfTIJjSDw+OhqLlm3kxKDjnP8bobV30EotJTVa75Cbe038RYfz7eq/WxIpPm/lh5e7Arz8xEVA3pW7EtbJocoQIlhz/v5QmeIlkyOK8o8FOt1FO9zTEJW+ObmXXyruoQjHJb9/DN+fNbBFVd283J3hNtq9hS8ErLMnzvDGDUCigoKoKHgA1Os1x1yR8bnYVmkYHq7PpEmo6hU2Bv4ytiv8HHnx8yvmj/ocaMMRrwVHp5qD3BbTUlfKtq+i/+TfW5MgshPdrTxtUo/jzR30ZnNc0OVjykOC7els5QchAdLQpJ5aFcXxXot5QY9rdk8cVnGqy8kdNm0GvKqSkWv1Mmh1WA7zP49B2KS3cyOVJqtyQyXlXoQRIFHW7q5sdLH/CI77dk8K3ui/HJUFabez4tNiQw6BF6cUM9znSEebw1wVcXAUqHNyTS/bglwR42f98NxXuuJcFK/91pRFMRDlHcNMcS/hVRIw7LHDtyut+yxEo78Vjcm1/4tnZ/CI488UvTQQw/5BEFg5MiR6dra2qzVapXPOOOM6GWXXVazbt26TQBbtmzRn3rqqfVbt27dOHXq1OH33Xdfy5w5c1LPP/+8/a677iqTZVlwu93Shx9+uPUz3ukQ/UjHY5pVr79ywHlf9forJVNPP7vbaLUd8rzvZsuWLfpTTjll2LZt2zYAtLW16WbPnj2spaXFsGDBguDPf/7zji1btuhPPPHEYTNnzoyvWLHC+vLLL2+/++67/WvWrLFkMhnx1FNPDT/wwAPtAGVlZWMvuOCCwDvvvGM/9thjo6+88opr48aNmwDWrVtnOP/882s3bNiw6bNe7387+XxY09L61AGfi5bWp0qqqq7u1ukch/xcxGIx8bTTTqvt6OjQK4oi3Hbbbe3f//73y5cvX76ppKREeu+998y33HJLxccff7wFYO3atebp06c3dHR06G+44YbOm2++ObBr1y7dggULahOJhEaWZeHhhx/etWjRIkc2mxVHjBgxqqGhIb1o0aLGY489tq6jo0OfzWbFq6++uuuWW24JXHvttWX7jttddFEUhWuuuab87bffdgiCoN56660dX//618Ovvvqq7Z577il1u935LVu2mMaOHZt66aWXGr9M/8YPFVm+pFgMWn54xt6LJFVVSaUaCUc+Ihz+iFRqB2ZzLS7ndGprv4nZXIcgCKiqQiK5leaW3xGNrCCT7cBg8OOwj8fhOAK7bSzx+AZisbV0db+G0ViGzTYKm200Re7ZhEJL0WqtqKpMack5pNJNrF7zNdLpZgRBxGKux2odjtU6Ak/R0RiN5YBKIrGFcHgpnV0vkUm3otMX4XQegU7rwGgswW4bx+o1l6PXuyguPo4Kk545LjsNFmOvjOAEAOpqvwXA6b2eDLPdNjJ5mdueX0s4lWP6+C04zCKzy2cDBW+K8Q4rrwWiTHdYOMZtJyzlEQWR7pxETlFpS2fZkkgz3LrHpyQpy6yOFRb4Lp2Wc8/tLf4YDBgMBkymPWPLy8u59dZbD9v81pmN/H5cLVFJJipJ2PcpYgwfPpzhwwsRwqFQiG3btrF582aali7FbDZTPm02v9JpuarSy43VPp5pD7IilqQzJzHLaWX6R5u4oszT12XyRHuAd4LxPpPQQ4ngHmU19S24oCC1COYlnmkPssC3xxi1JZPj8dZu7q4vI6co3L61lZEWA0cXFfxxftMWwKXTMrlXkhDIS7Rmsnx7awSjRsSp1TKvyMY0h5WHR1bycneEx1t60IoBrqv08lRbgEtLPcxz2/l6mYeEovBJJMlTbUH+1BFkhMXEVZVeBEGg1mzklt6CQTgv8Up3hKikcMGaHZzjdxPMS5znc3Gs2973nAHsSGWxajTcP7yiz+h5N1athmfG1XHVhiaikszXyotxu2cyaeLTbNx4C+HwMobVf4dxNjP3j6jgH8EY563ewfVVXo7zDL6jn5RlfrGri23JDJeXeTjN60QUBM7yufgkmuS2La2UGHQc5bZx1D6R27Ncdlw6DUtCcUbbTGxMpCnSaftkYgeLqqrcVO1nRr/OlP8kT43dqWLLoknG2EysTaQPWFzZzZJtPaTzMncfUejgyikKq2MpOnMSc1zWvQqRM4vsbMvkuL+pk4tKiziin69MOC9zcemnm7g+3xXmHL8bh1bDtlSGyUYdPr0Oq0ZEALKKSkcuT1yS6cpJxCSJzmyhS8mp1aAXRTKKQiAnUWrQ4dZp8Rl0A3rcfBZEUeS80mI2xlO83BOhzKTHLIo0p7NcuXEXfxhfx93DCsXjWF7mJ40dTHFYWOBz8uCuLkZajFw8iJltQpL5ztY2HhtdjUev5aqKYi5b18j8IgeRYIDf//73zJo1i2nTph2WexliiH8qa/7o2ksiNBBSWmT1H13MuHZQic9ALF++3HjfffeVfPjhh5tLSkqkrq4uzcKFC30AkyZNyuTzeWHjxo36UaNG5Z566in3GWecEe5/fHt7u/a6666rXrx48eYRI0bkurq6Dk+c4xBsfO9tV3+J0EBIuZy44b23XZNPOv2Q5v1ArF271rJu3boNVqtVmThx4qjTTz896vP5pKamJuPjjz/e9PTTTzcD3H///W0+n0+WJImZM2cOX7ZsmWnatGlpAKPRqKxYsWILwOLFi+1Lly41zZw5M/1///d/ngsvvPCwXet/Ix0dL7r6S4QGQlEyYkfnX1yVFVcc8nv9l7/8xe73+/OLFy/eDhAMBjXf//73Bx2/adMm04oVKzbF43HNxIkTRy1YsCD6u9/9zj1v3rzowoULOyVJIh6PiyeccELiiSee8G7evHnj7mOfeeaZJp/PJycSCWHixImjLr744vCjjz7atu+43Tz11FPOdevWmTZt2rSho6NDO3Xq1JHHHXdcYvd1rF69emd1dXV+8uTJI958803r8ccfn9j3HF9Uhoos/0Woap7OrpcxGcuprbmhr6gCkEzupLXt94TDH5HNdGCxNuB0TKOs7CJS6UYikY9pbf09spLG4ZiM0zGZ+vrbMJvrSCa3EY2tJhL5hLa2P1LsmY/TOQ1B0JDPh7FY6vH5TsFiHoZWu78nQVPTr+jq/ive4uPQ6Yvw+M9lfb6EpTGZU8wiueCfEQUt1dXXMGrkfUhStO/Y4WYjsqKSyEms2BXCbTGQlxVeWNHKcaN9vLulhz+vaOWJK6YWdtBtBk6qXkCNp7DoiOQljimyo0Hg41iezckwF/jdfBhJYtVo0AoCAoVCzXCric3JNHUmIzpRQCsI1JoNWHs7DRoaGg7rfMUlmU+iSawakeZMjn8EY7h0Wrx6Ld+q9qMTBTx67YCpMVlFIa+oWLUa3G4306ZNY9q0aSSTSd5fs5Z7cjr80QRSM9xWW8JZPhd/aO1k/KpfU9T5Ea80nIOu5Ly+8wVyEgrqp/o5tIRSvLSqjWNGehldWpBSjLaaeL4rzEkeByrQmM5SY9JzV11pnwFoRla4d0c7V/fucH9rUzMJSea7dYUFWzAvsS2Z4a5+pqzDLUZ+1FDoturI5PgomuDtYIxXuiN0ZPNMsls4pdjJGJuJuCRTbtDTYDHygx3tVBp1THfayKsqj46uQlXV/TxsduPSafvSlL5W7mF7KsvOVJYfN3ZSbdKTVlRO9jgYZzcz0mrimfGDdyWZNSJPjK3huNbW3gAAIABJREFUe9vb+N72Nu6qK0WvL2L8+N+wY8d9rN9wPWNGP4xB1FJjMvCDYWW80h3h74EY36srxd5vUZ+UZV7ujnBhSRE/G15BXJL5dWsPJyzfynfqSjjKbWeq08pUp5VANs+9O9uxazUEelN7asx6vlHpJSnL/G9zN5/Ekpxa7KQxnUUjCDQcgjkrgE0r8mEkQUpWGGMzUWLQ88Ybbww6fnP1cJamJOZ77Hy1fN8+m8PLPfVlnO9380k0SVJWWB9P7VUQGozTJpSxdEeAXy3ezpVz6rh24y5e7ZUV/mJERV8haUdPgseX7GDeSD/rVwcZVlUo0N26pZkloTiXl3n2kqcNxtJIgotL3OTVQipXSyZHYypLSpYJSwqtmRwevZb2bJ7ba/w80xEkISuU6HVYtRpsWpFyg77Q4aLVIKkK+X+CIniUzcwom5mmdJbXeqLcs6OdN6cMx63XIikqrwcivBWMc2WFh4Sk8IvmLk71OBh1gKhsq1bDfcMreHhXF6OsJs7xuzjN6+Sp9gBfKfNgsVhYt24d7e3tWCwW5s+ff9i9i4YY4rAR7zy4+LDEQY7rx9///nf7qaeeGi4pKZEAfD7fXqaZZ5xxRujpp59233vvvZ0vvvii609/+tPO/r9fvHixZerUqfERI0bkBjp+iM9OIhw6qPlMHuS4g+XII4+M+f1+GeDkk08OL1682HreeedFSkpKcvPmzUvuHvfkk0+6n3jiCY8kSUJPT49uzZo1xt1FlksvvbSvGHf55ZcHHn/8cc/UqVNbXn75Zdcnn3wy1MXyOcjmug9qvnPZgxu3L5MmTUrfeeedFddcc03Z6aefHj3hhBMOWKg48cQTI1arVbVardKMGTNiS5YssUyfPj151VVXVefzefHss88Oz5w5Mz3QsQsXLvT99a9/dQJ0dnbqNmzYYPT7/cmBxgIsWbLEdu6554a0Wi0VFRXStGnTEu+//77Z4XAoY8eOTdbV1eUBRo8endqxY8e/rsX5X8BQkeW/CFHU93V57IssJ7FYhlHsmY/RWOheiMc3sm37vVgtw/EUHU1tzY2YTNUIgkBn5yK2bL2bTKYdq6UBm200xZ751NXehNFYSTS6gpbW3yPLKYKBdwiHP6K+7rYBiyyVlVdQUXEpGo2ZnlyeR5u7mWDXc2OVvbAwcV3fN1ZvqiGQzaGVZD7Y0sOVv1/BV4+s4YKplXzlieXMaSjm67NrWNcWZWSJnfmj/JQ6TXhtBh48f+J+r92Tk3ihM8xxaoajWgrfQyKNMFEQmDlzJk7n3h0EI/ol7hhEcS95xqehqiqyWjB2TMsKmxJpmjM5WjM5evJ7ZEZHu21IKiyPJinWa6kyGRhvM3NKsXMvyU4kL5FXVLQC6DUiln6yEr0gIAxQM+9EZHNpDSfkZSY7LH2dDU6dlmsr/SQTo1ky4WuMdhWRkGU+jiSY6rRyfaWPv3SF+xY1Pbk8bwfj2LUix3scfVKdaDrPQ29vw2c39hVZgnmJl7rCtGd6ZV+CwN31pWxNZWnO5BhmFHgnFOccv5sas5EHGjsRUbmrrrSvgNSZzROT5b6OhJWxJDFJ5kinDa0oUGLUc6bRzZk+N6qqsjOV5b1wnNcDUX7XFiCYlzjR4+CtYIzpDivHFNn44c52ZjkLEqt3Q3HeCEb50bDyAy7cBEFgmMXIMIuR44sd7EpnaUxlea4rzD9CMTYm0lxT4WWk1cTwQYoUGkHgh8PKebYjyNfWN/HAiAqcOi11dbeydevdbN32A0YMv5u8ovB2KM61FUU0hVazde0t1NfdhtNZsAdYHk0ytl/HiU2r4cryYo73OPpimO/a1sYYm4kzvE7uH1nFjlSGl7sjnGTrYWlnjsrSMkwGD/c1lCMKAotDcfSiwMpYklqT4aDTpDYnM/w9EONEj4P3wgl6chIXlhZx3HHH8atf/YoLLrgAh2Nv75PjgIvzEvc1/vMtCcTe7qRz1+zAqdUQycsHba7abBZo9uh4sjXA9+oLRT+zRuzzZoqm83z7hXVcP6+e4X4bbrOOH/51ExceX88f2kMc5bYdsBNpN2lZQS+AVhR5PxRDKwhYNBo8ei1pSaFGgJOKHdi0Gp5uDyIKAiZR5KZqPxlZIZqXaM9JtGRybFEUQjkJWVXxG/R93jGHm2qTgV+PqUFSVFKKwmvdEXaksli0Ij8bXsHv2gKMsBi5ocq/VzfbYNSaDdw9rIzGVJZlkQQ1JgOPNndzrt/N3LlzWblyJXa7HdnjJZbL4ziEz98hhviXYvPnD2qc9SDH9aN3s2PQ8ukll1wSPuecc2rPP//8sCAIjB07NjvA8Yf6skMcBFaX+6Dm03KQ4w6Wfedz9/+bzea+3aPNmzfrH3nkEd+KFSs2FRcXywsWLKjOZPZ0V9hse+RLl112WXjhwoWlzz77bHzs2LGp3QWcIT4bBr33oOZbbzi4cfsybty47MqVKze+8MILjjvvvLPsH//4R0yj0ahKb7hEOr13V91Az8uJJ56YeO+997a88MILjssvv7zmhhtu6NrXSPvVV1+1vfvuu7bly5dvttlsytSpU4fve+59OZD3q8Fg6PulRqNBkqQv1QfTUJHlv5j+i367fX//BZttFJMmPj3gsW73LOz2cZhMVQP+Yx2Pr8dmG4O3+ARAQat1oNEMvOgUxT1eJx6dlgl2M62ZPD/e2UG+94/zBI+DY4rsPNMRpCub5xy/m/EVTn54xhgafDZqPBY+uOMYbEYtdqOO2cP27IwfOWzwNv28oiAKAueMGYEwbiQpWWZjIk1CUliWVxADUVQKUharplBUCeXzjLdZiEsy4+z7F41SsoK5d0HxfGeI4RYjzZkc6+NpVsZSTLKbme6wEJFlKk16ZrmseHTavd7HlKxQYyrsZDenc5hFEY9ei1Ej0pHN0ZWVeDsUwyiKaAToykp4dBp6chIaobBYGWE1MdFm7jvvut40ncvKPDh1Wl7qCvNcZ4jLSosKYzRaVpbN40+dIW6wSgwzG6jo9c3YkcoQ7xfD/I9gjDu2tpJVVF6dNIyRViM6QWB7dwKHSYdOu+deRAQm2S38ch/Tz+u9MTo6XqBxe4wjyy9mm1LDleubKDPq+G5dGT6DjvfDcSbazYyxmfnT+Pq+4sHWZIb18RRPtAWY6rBSadQzzVnwFREEgTqLkTqLkSsoGK2ui6dZEo7zWiDKknCCqlY911R6mVdkJ5zL82RbgMvLig75i2eVyUCVycBRRXZkVWVnKsNT7UEsGpEV0SRbkhkuLSuizrz/s39+SRHjbGZu2NTMJaVFzPc4aGj4H9asvYqurr8iB5ZwSvE5BJt/gyHbQ2nNjTidU5AUlbeDMV4NRPh2bQl3b2/jK+XFfBhJEMjmme60cue2Vm6s8pFXVW7Y1MwPd7TztfJirq/0cvewMnI5AzWaFXR0LiMSWUbadiyK83hmu/28E4pxjNvOL1u6ub5fItFLXWFe6CpsdF1U4ubDaJIryjxUmwyYNSIZWWF7KsNMp5Wd6T3f6e12O6FQaL8iC4BZFPuesX82Zo3IeX43Hp2W+5o6aW5/CS0yWq0Vr/f4QY87y+fiPL+779n49ZhCNLOsqoTyEnaDhh8vGEsyKxFJ5emIZrh0RhWNmRyneh0UaXXUHsDPaTdGUeCnwwuypFEWE1FJIiGrrI2nUFSVtKzSns0R7zUnBjjbX5DbGTUiRo0e37/Q56Y/ogBPtweoMeq5rsrLaz0RGtNZvl7x2TqUvGoLFbYKooqGOW4bAlA9rIGHFRPfqPTyZFuAQCjOhf9BkrQhhtiL8ReEeesHFQeUDGlNChMuCA/6+0E44YQTYmeffXb9d77znS6/3y/vK/cZPXp0VhRF7rrrrtIzzzxzvxjDo48+OnnzzTdXbd68Wb9bLjTUzXJ4GDXnmPD7zz5VcSDJkFavV0bPOeaQ5/1AvP/++/auri6NxWJRXnvtNeevf/3rpn3HhMNhjclkUtxut9zS0qJdvHixY+7cufGBzmc2m9W5c+dGb7rppspHHnlkv3MNcWiUlJwZ3rHz5xUHkgyJolEp8Z/1mZ6LpqYmndfrla699tqQzWZTnnzyyaLy8vLcBx98YD733HNjzz33nKv/+L/97W/OH/3oRx2xWEz86KOPbA888EDb1q1b9TU1Nbmbb745kEwmxZUrV5qBoFarVbPZrGAwGNRIJKJxOByyzWZTVq1aZVyzZk1fe2r/cf1fa+7cufHHH3+8+Lrrrgt2d3drP/74Y+tDDz3Usnbt2kPTpX8BGSqy/JchSXECgbdZzkwCeZWMqnJ1pa/g16IoWDQaOrN5gtk0o+2DpxLp9UXo9YN/wa2s/Mpnuj5BECgz6BlvM1Ni0GHYxwDp8n30/BdP3xNOXeb89L/XcDiMxWbnnsYOjiuyU2M2MMZq5M1gjHBexiAKuHQabBoRv16LCigoFGuMlAoyBmScPjeSorIhkeZ3bQGsGpF3QzE6s3k6s3l0osgDIyr4WyCGXavBKOYKxRRnwcNBURTS6TRmsw1BEHg3FOfVngj3DitnSzLNu+EEAgW5QIVRzzivGbdOyyVrd/K7MTWYRZH/be7m8THVA97j2niSWF7m3WCM37cF+jonxtrMjLWZ+d/mbv4RjPJhpNDdt6g7wv0jKqg2GZjttpFWFB5r6eYnDRV9nQwne528EdyTjDTeZuanDRUIAjSlCx0pDWYDY8sd3HvmWOq9e6QYHr2WKY49xagdqQzazGZS3c9RW/NNDAYv8cRmlI5HOct7MWeX+BEFgVBe4s5tbbw+uSDD+t72Ns72uTi6yM78IgfjbWaGmY20ZHK81B2mOVMwq72k1I1Hr2Om04JLp0MjCEywm5nQWxBLSzIr4qm+rqT/belmpNXE3KLPt9uvEQSGWUz8YFg5r3ZHiEkS4VQLy9vWUFxz/H6+OVDwq/nd2Bp+3drDjZuauaXGz/hxj9HS+hQV3hPo7nkWjWhkxIgfoNXaaE5n+VVLD9VGPfcPr0QrCtxU7eePHUH0okheLRjL3lZTwgynlREWE8PMBjYmMsx12/oKBXq9B2/x8XiLj0dVryOR2Eh39x/4e/oYVEMNLp2WKXYLL3eH+zxndqaz/HZMDZKq8kxHkN+09vDN3iJMlclAiUGHURSZ67Yxlz0mzDNnzsS+z2dJPB7nr3/9K1OnTmXYzp38fZNMIBDgoosu+lxz8GncWOVjeyrL0ukj8evHHVRRbaA0MYDtqSxnrtrGDZU+ftrUSUpWOK7ITrXJwJpsCo+i5aRiF8f1dov9sT3AWT43hkE6OgRBwKwpXI/XoMPba5Q7kc8W+7yb9fEU74TiRCWZqyqK9zM4zsjKXh1yn4Uf7eygzqRnisPKfU2dTLWbqTEdXPT3QGSzAdra/4LDMYGvlh2L0NuWtzSSYJLdzPm5CLnmDhgqsgzxn4rZLTPtyo4DpgtNu7Ljs5jeTpkyJXPzzTd3zJ49e4QoiuqYMWNSVVVVuf5jzjrrrNAPfvCD8oULF7bte3xpaan00EMPNZ155pn1iqJQVFSUX7p06bZDvY4h9sdks8sTTzi140DpQhNPOLXj85jeDsSUKVMS5513Xk1TU5NxwYIFwTlz5qS2bNmyV9V9xowZ6TFjxqSGDRs2urKyMjt58uQDSkouvfTS0N/+9jfXWWedFTvQuCE+HZ3OJVeUX9pxoHShivJLOz6L6S3AihUrTN/+9rfLRVFEq9Wqjz766K5UKiVeffXV1QsXLsxPnjx5LznPxIkTk/PmzRvW3t6uv+WWWzqqq6vzDz/8cNFDDz3k12q1qtlslp955plGgIsuuqhn5MiRo8aMGZP605/+1PTYY48VNzQ0jKqrq8uMHz++77z9xy1atKhx988vueSSyNKlS60jR44cLQiCevfdd7dWVlZKa9eu/Sy3+oViKML5vwxVldmw8RaC6Qjv2r/LLLeHeR4HsqKwLNRNaeJVZFVCEHXUVF7R9+X2P5n+z/BAiyZVVYn3+jDEP17KUfPmcee2di4vL2J5LM17gXaKDHZ2pCUsGpEKgw4ZlRM8TlbGk0yymanQ6wnv2IJWVZk4cSItLS0YDAa8Xi+KqrIxkcYgipQadFi0GnK5HNFolEQiQSgUQpZlwuEwRqORfD6PoigYjUZmzZoFosjLXRGSssz5JUXoBpFobEikqTUZUFSVpnSWhCyzJJwko8hoBZFgXmK6w4IgCOxKZwnnJb5TW4IoCOQUlR/t7ODUYiczXVb+Hohy+5ZWOnN56kyG3vt18K0qH47eLpd7d3bwjcpiPHodJxc7eb4zRLlBR4lRz5v9Ci6KqiKphZ19t07DmniaO2pLcO+TehLNS/y2NYBJFKky65mu3UJn1yJisTUUFx9HZcUVyKKFxcE4K+Mpbqzy8YMd7fy412z3yvWN3F5TQp3FyMpIkr8Fo9zZz6MFIK+obEykWBVL0Z7NE8hJ1JgNjLUaGW8z49pngamqKh9EEn0xzYeDSF7i542dmEWZLTsXcsro23m4Lc3vx9b0RWIPRGsmh0EUKNbrUBSZHTt+itM1lWLPPCRF5Z1QjGXR5IAL5ZgkYxLFvmdHUlSeaA8QyctcXVF8UH4gAElJ5o1AlL91h/hF+l3MY88Ec6Fb4t1QnKZ0FqtGZKLdRHdWZrprTzHtojU7+e3YanKKylPtQb5RObgcJ5PJ8PDDD/eZQSuKwo4dOxg2bNhBXed/EjdvbuaZjj2bxTdUevEadHwUSdCcyfHLUVXUmY1cv3EXvxhRccD44n8Ht25u4ZRiB9ds2sX368s41+/+9IP2YXeh5sXOEG6dlrlFgxfoB6N/pDgUnomewD+Ix9bgdM3CUzSTVbEUYjzKRx99RFBn5DunnXjIrzPEEIfC54pwhkKM87LHSvbqaNGaFKZd2TEU3/zl5b1nfudf9forJf07WrR6vTLxhFM7Pmt887+au+66yxeNRjUPPvhg+7/7Wr4sbN++0N/S+lRJ/44WUTQqFeWXdvwr4puHOPwcKMJ5qMjyX4iqyqzfcDfBeB36oll4WIag6WaZ/kxOKtKjk200NjZiNpupr6//l19fes0ack1NAHTMPZq8RktaVgjlJeKSjE4Q0Ikimq0bkKMR0uk0RqORtvpR5E0W9KLQmy4skFcVBMCn12PTiozKJkjqjWSMJkZbTfx4RzvIMW6uq+f01TsJ5CQuLClCUVVOLnbQlMkx12XDqtWwdOlSioqKGD58OB9++CGdnZ1MmDCBzZs3YzAYSCQSfRGjFosFk8mEy+XCbDbjdruxWq19RSBVVVm5ciXt7e3MnTsXu93O6z0R3gzEuLnGv1e8bU82zys9Ebx6HdtSGawaDZUmPVPsZmwaDTpRQKWQfNKWzfNeOIGsqlxUUoRBFHihK0yNSU+50cCd21qpMuoLUhJF5fatrfw9WJBEHV/k4McN5fh6Fzkro0me7wphEkW+Ve1neyrLPTvaubu+lLu3t/N+byxulVHPrl6/lWkOC9dWepnptO5VtFgSipOQZKY4LJi1Ii93hYkH/8FR+s1UV38DUefhjUCUP3QEubbCyyy3DVVVyakqBlFkXTzFsx0hftRbcElJCo9ueImbxp6KKA7uE5ZXVLYm06yNp9mUSLMinuKCkiIuLv3n7IBLisrCxo5C0S38LF9rOJoZJTP4qLOH4IqPGTduHJWVlYd0zk2JNM93hZlgM3Oq98DeHoGcxK9buynSaZnttu3lIXRIJLphyf2w/nm46M9QOpE3AlEMosgYq4lHm7s50+dkjM3MxkSaJ9oCnO51MstlQ1JUvrahkeN6PXA8Oi3lRj2rYil0goAqwGOjq4lEInR2dhII7FmrzJgxA81BRFb/JxHPSzzdESIhyZzld2EURXx6HesTKV7qijDJbuY0n4ubNzfz8xGHNvf/Ct4OxlgeS3J/UxcGUeDFifVMOoBB7WCoqooKff5Mh0JCkrl9aysC8ODIyt60uAKKkqej4xVkOUJFxRUIgsAHgQi/bAtynMfRZ0o9xBD/DD53kQUgHS6kCCU6dVj9eSZcEP4sHSxDfLHIJOLihvfediXDIZ3F5c6PnnNM+HB3sPyzmD9/ft2uXbsM77777tbdBstDHB7y+ajY0fkXVy7brdMbvPkS/1nhz9rBMsS/nwMVWYbkQv+FCIKG0aO+z+uvv46BHiomnEUwHKa2qYn3VwVIp9PU1tYyYsSIf8rrJyUZjSDs1aL+UlcYWVXxGXRMbmhgbSyGoii0hmJIBgNaCiaQLp0Wiyhg02rwjh2LTa/DYDCwO1ddkiS0Wi09uTwt6RxpRSEpK+gFgbZsnu2yjsZQim9UWtEIAj6DjmDeiUmro8KoJy0rPN8V4iSPgyKdlv9r6eGo3t36eDxORUUhzSaXy1FUVER1dTWtra2UlZVRXl6OXn9wngiCIDB58mRsNhtLlixhypQpnODzUWnU84umLs70uxhtNfHH9iA70xlmOW1Mc1o4xeskls6zqjnCy5tDKP/P3nmHx1Hf+f81s7O972p31SXLkmzLDRdsbDAmtiHgYHp3Do4QikMMJIRfOEggEJKDHC1ACpCQhEDAtJAEMMUQDAFDsDHGvchW16ps72Vmfn+svJZsuVIud6fX8/h5vKtpOzM7O9/3fD7vt6oiCgKiINDq1jDNZeXSgUHHJ9EEz3cHmeqwMM1WqHD57YRRLO8Nc/P2Dk7zOvlFUw3P94Q43mWlUl/wM7lxWwfH2M2c4XNSY9TzfE+QF3vDfL3czQtTCqLbXWMquXFbB5IgcLzTyqpwHFGAMr2Or5bsabvpy+Z4ujtY9PZYH01y3zY/02xmTqs/k3KDjud7Qqzob6FEJ/GThgpqTQZ6Mjl+39nPBWUuaox63ghEOXrQwC8RWsHs5INEYzU47NP2u5+1osB4q4nx1kLLRTwv80XKyr9u76HGoEVA5cLaxYyy1wIww26hp7sboaeHQNNEnDOPRjyIqWxGlvllWy8y8O1qL869KoMyijKkne45f4B/RpIs8jiY47JyJKSyMh+1BDm+0Qun3AkLbgVtQagJ5WQ+ikRZ3h9hlsPMhIF9apc0+HRampMZticzqMApJQ68OonxFiMOSUOtUY9TK2EUCwIpgMPh2MdY+kDIqoqsqkPad3YlM9i1mmLVVEZRSOQVtiTSzHYePD3o80CvEbFrNXwUSVBt0BeriRpMBr5RUcJf+wot1uU6iUguj137r/Ozm5YVdqUyvDDgtXO0zYxT2rN98bzMK/0RVBXOL9t/hUtClnneH+Irbisrg3HO8TmL1/eDmWyuiyX5RWsvc11WLipzDZk2ksvzo+ZuLq88hSaLEVVV2Lb9Tjxl1/CD0eVE8yM2EiP8D8DoVA43pnmE//kYLFbl84xp/jJ54403mv+7t+F/K1qtXTmSmOYR/ufxr3O3N8KXiiiKLFy4kJ2JNA91BzlNzKHX65k2bRo+nw9J+mynRiSZ458tQbb1xLhoRjV6g8SPdnSyPZmmPZ3lmmofF1eUsOyjNkRBwGbUMqPejVOvJZzLM2fOHFRVpb29HbfDhMFgYO3atWSzWfKyTEQUmXDssezYsYMXUwppoxkFGL36XRZfcAE9mRyBXJ6krBDK5dmSSLMrlUGmYLbp02npy+b4JJbiknI3WUVhnNnIGR4HOlFApxHwZ3LoRRHzwL6IxWIYDIbi/nO7C0apc+bMOeL91NjYiCRJrFu3jrKyMiZOnMitDXru2tnNk139/Ht5CVdWe8nmFd7Y7GdtWxitKDC9xsU50yuxGbRsiid5vCvA0baCCBPO5Xmsow9RgOtHleEYFPHcmc4SzMssLnWyvD/KdLuZxeVu/tQVYGM8xU8aK7lldDnXbm7jg3CcnzRWckWVt9iS9Yu2Xt4ORvmKy8ZXXFYSskKdSc/icjd3NHdRri/sV49OS382j6yo7EhkeKKrn6PtFrYm09xeX0GFQceKzb18952dTJtdwffry4rmsC2pDA+2+plpt1Bj1PNOMEoqr7DQu0e88XhOIpFoJhT64IAiy94catvMkfD3QIR4XiaYG/C+0ErIqopGENCYTOhUlciCRcz65T/5hdnP1yaVkVdU7m31s7jMTcVA9dLT3QH+0BlgSbWHhKJyc10ZgiAUBTWArnSWSzfs4gSXjfkuK/25PG8H49zeULFPm9ahks7JPL6qhZZAguMbBwxLtXsqYc4vcw0ZaO+uNLJLGi6tLCGn7HmdlBXisswkq6mYCLU6kqAjnUVRVf7aG+a0gaqclKzwVHcAj05bNJP9xjCRzi/3Fs79aE4mLMtkFZWELDPDbiajqLzcF0EnCpzrc5JXYVM8RZPli/dV04kiF5W59zFhNUsazJKGbw/EOZ/ocbAiEOXsI2jH+aLYlcqwzB8kkpO5p7GKi8qHihxvBWNsjhfa//bH6kiCp7oD3FhXxo5khtEmfVFg2RxPccPWdn44upyZe0VmK6rKMn+Q5/wh7htbtU8r3UeRBA+09nBTXRnjBo6jIIioah6nRuGpnjgztdvAceTX3xFGGGGEEUYYYYQvghGR5f84dWYDNknD39Fw5dSph52uoigqW3tifLgzQHsohUErUl9po68/RYPPwjGjXDz41g5uWdREIJfndK9ziHltezDJ9746lncCEZb3R7iw3M2dO7u4c0w1gUCANWvWMH/+fDKZDE6nk4qKCj6OJTHoCjfk2012TvMYabRb6OjowD/Q3pTZtpkxHs+Q1oxoXuaGLe1cUO7CoBF5vidISlZYGYzh02s5xmEmlVfIqiqJnEJeznNJxZ6BUyqVKrYyJJNJSktLj3i/D6aurg6j0Uh7ezuvv/468+fP5/aGQltMPJPnj6ta2NWf4Jg6NzcvHFc8RpFcnnt3dRPLK1xT7aNUr+XP/iAfRxOcU+pi8l4l/6FsjmXdAQK5POV6Gz9qKMT2tqUyWCSROxoKflyfRJO80h/m62XuYtn+7nVeWObiNI+DG7e1c3KJnTrV2GbaAAAgAElEQVSjnuZkhslWE0trfJz40Va0gsDlVZ5i/PLllSX8dFc30bzMv5eX8Hogyh83+2nd2M+PzxjP2NKCf0M8L/NyX5gt8TQXV3iYbDXxTjDKm4EY/1bhHlLBoKoqAdNXUDMtjPpcjsJnoyud5fX+KJV6HZOtRt549hlsJSU0zJ5D3ydrcNWO4379VEpW+/ndpTOKxsCSKDDNZmZjPEVCVvj+tnbWRpO8NLWBDyMJzil1IggCGUXh3VCcBQNeF+UGHS9PbeSWHZ38+/pdXFnl4aGmmv1u326xB0BVVNa82sLUk2tBgLSiEktkueUvG6h0mugIpXj5024WTiwlmMjituj3Wdbr/RFEQUASBHSCgFYUBtr4BEyiSGSgwmBQyBRTbSam2/dtQ/nTQGLYUQOVMS/3RSjRaTGKAkaNyHHOQlXOaT4nL/aEeKCtl/vGVjHDYUFRVb7y0VYeHl/DNTU+Po0l2ZrMMMdp4ftbO3hs4qhhDYc/K83NzWzbto1TTjl0T5BJVhO3bO/kB9s7eXJy3RG15HzejLMYeX36GF7qDfHDHV3McJhpGBQ9fprXURTDhuOR9l4UFe5qrORpf4htiTS31u/xSerJ5rizsbJY9bSb7nSW33T0UWPQsWzy6CFR4RlZ5v6WHmxaDY+Mr90n+tlorEWTXM+1tbPZvuMxFGXGkIS6EUYYYYQRRhhhhP9uRkSWEbiy2sfPW3r4ezDGvEGGhYpaSNCxSRpqBj1lVBSV7b1xNndH2NAZpbHUyryxPrb6o/xjRz//2NiHzSjRVG7HYzXw5IetKHUWllZ76c3k+FtvmK+W2Pi4NcDkikJ1wnvhOFdWelgVihWfPvf19WEwGLDZbKxatQqA0aNH825nkFqTylS7mTejSexGHY1AIBBgdyZ8e3s7Pt+e+FmAtwNRNCLMtluI5vL8IxTndK+DU70ObtzWQblOS6VRR5leiyQIVOi1xcqH3Wa1u2Nos9ksfr+fiooK9Ho9sVgMVVVJp9O43W4URUEQBERRLAySMxm0Wi2SJCHLMtFolGg0Snt7O9FolGQyidvtpqmpCY1GgyzLaDQaPm4N8c9dQX54ahNeW2HwIysKf+kN834oxrllbmY6LHwaTfJgaw/NyQxPHzV6iC+Coqq84A/yUTTJqV47xzmsrI4mitNct6Wd/xioluhKZ7l8YwtHWU38uGFfE3SXVsKlhccmjOKtYJT3wwkkAXYl00y1m3liUh3XbG7jye4AT00eTaVBxwSbiYebquhtewBJuYyUonDeWB+jpxZEgbQs81Ywxhv9URZ5HZw12kVvNscDLX4U4Du1PhyDqjNaUxkebu/lKKuHud7Rh3m2fzY+jiR4rLOf+8ZWIwogUhCgCu0pZrYGIgQ//ZAFCxYURTjXmDE4HDZ+c8n0fZaXy+WYYzUgSlq+s7WNSVYTp5TY6crkBkSmGKvChajkBYO+mwlZ5tnuID69lm9WefjmAaJym5NpvrGhha+4rHy72ldIe1pYkKZ+3NzFS71hXp7WyMP/Vti+TF5myRMf88i7O2nwWvh/Xx2Dy6xDGhjsagSBUzx7Bt7LuoMEcnlE4LVAhKyiklFUMopCRlHJKipZVSGtqDgkDR/PHl+cd1M8xfM9IZZNHl308HnYZiIlK3wYSZCSFR5t76PWqOPEEjtn+Jwc77ISzOVpTWZYsqkVn05CVeFP/gANJgMz7GZGmwzMclj4IBznpJLPlho1HNFolM7OfUI7DsqjE2rpyeT2ER0Oh2xbG6LDgTRM+ltKVlgfSzLDYaEvm8OllYb4m+zN4539VBh0nOJxMNNh2cdQeX/kFJU7mruY57bSYDKwZFMb19X49vE6OsG1ZxtTsoJeFOhIZ7l1RxfXj/IxwTJ0P2xNpFnWHeBrHjvT7Ba2JFJsiKU4p9TFO8EoU21mHPYpBAL/wO2ejV5fSiSyDqdzxiFt9wgjjDDCCCOMMMKXwYjIMgIA19b62JZIc/4nzTzUVI1Tkjh5zTY2xFP8Ylw1Pknit//YRTKbRxQE6r0Wjh7l5owplaiqSkcohdUo8b2vjsFq2HOj3tKfwGbU8v7qbjICTHSY+WckwSKvgxXpNIurS2hPZdACLr2O9zoDXDZwo97d3V0USvr7+5k8eTLxXJ7ebJ6FJXaCuRx5VWCmo3Aj39rayoQJE8hkMiiKgla7Zzseae/l7WCM80oLEar+bI4xZgMVBh0aQeAcn5PeTJ5QPk9bKosoFFprPIrMbC2skQx8Ov14+vMKPo0Gh8PB2LFjMZlMrFy5EkmSiMfj6HQ6gsEgOp2OZDKJXq8vVsDkcjkMBgOZTKYo1ni9XsaMGYPT6UQURdrb2/nggw/YsmULCxYsYM4oH5VOI3e/tpWvz6oBm5Y/dvVzlM3CnWOqyKvwWHsvfbkcxzmt3FJfURRPVFVlbTTJs/4gTWYDd9RXoAiwKhTj7VCco+0WNsVTKKrK1kSaepMer07LHyaOosKgHTa6NpaX+cH2Tha4bZxUYuMUj4O+bI4/94S4p6WHmQ4zvxlfiyTCvS1+8qrK8U4r55S66Bf1bN36Qy6Y8CCCIJBVFJ7zh/hzb4jzSp3cPbaKaC7Pbzt6CedkZjmtzB3kLdKayvBSb5hIXuayCg+jBz1x/7Jw6SQ8Ook/dvXj0kqc5nUgQFGcXOR1wbihtTVer5dkMklXVxe5XI5oNEooFKKtrQ1JkpgyZQqTJk3CrNFwWYWHauMeX5/hKj/Sssy9u3oQBfhmpadoVLw/RpsMvDKtgQ/CCdzaoVUdP6gr46pBVUcAOo2IUavhplPGclS1g6V/WssJY7xcNHN409YzfA5u3dHF7zsLPpBGUeAblR5KtBIGjYhRFDCIIkaNiGWvqoQmi5FHxtdyxcYWTh0QbtbFkpzjcxb3qaKqnPrxdtKKyiKvY0Dok/h9Zx9La7xFwefNQJQGk4Fl/iDBXJ4ZNjP/CB25yJLNKySzeQxazYDvEUWhacqUKYwdP+mwl+nRaQ9ZyBiOnv/8TzReH8bxTWR1OvR1dWgGfG3eD8V5MxhlYyzF+WU5bt3Ryfszx/GX3jDbk+li3Pav2vv4j7oysorC8v4wF5WVoBGEw9ourShwa305r/ZFeK4nxF1jKg/YprYumuDvwRhnDvg8/W7iKLrSWb63pZ3v15Xi1kq83h9hXSzJkmovJVqJV3rDvBqIcHt9QextS6dRVIW5rib6+l4FwOmYTTD4zojIMsK/NsmghnVPOYn5tVhLc0y+MITJNWIo9L+cVCyq2fTOW854KKi1OF25puPnhYxW28hx/z9OLhfSdHf/2ZnJ9mr1Om+urOzMkFbrHDkv/hcyIrKMUKTRbODfyt0sXLOdM7wOLq1wM89to0yvI52TuWRWLc19cVbtDPDyp90YtRpcJh2PvbeLSqeRY+tLhggsAHlF4YenNuEy6ZhYacdu1HJRuZvtfTH0vWksVSIv9oWZ77YTyuWI5mWcei3RaJRwOMxRRx1FLBYjn8/j8/loy+TIqSrjrEbeCcRwaTXFJ7XZbBav10tHOsfL5Q2kegJMN5gQJS3roknMoshJAwO3O5q7mGY3814oTpleSyQvY9AI2PIq9UE/JklCrqoFVFSjgfKOdr6eDePWVKGqKrNmzSr61sydO/eA+zWfz6PRaFAUZUhyiqIodHd3Ew6HWbt2LYIgEAqFmDx5MgsXLsRtMqFkMtR5LPxgURM3b+2gIqvnhrpyvDotf++PsjIU5atuO99wDY3LzSkKZ61tpt6k5/t1pbi0Ek91BcgMmIeePuBvkti8gQdLSwlZjUVj1clWE5du2MVD46rZkcwgANMGBvtWScNllSX8tTfMTds7+KrbzrmlTq6o8nJFlZcPwnFa0hl2JTP0Z/NEcjIfiglO9zqprb2atWv/Db//BXTu01myqYWFHgdPTKqjJ5PnV229+DM5Tvc6OHqQf8OmWJI3AlHissyZHidNtoNXATQ3b6Oqqgqd7vP15Kg16rm1fmiFTzwv82EkwZpogvEWI1/zDG2veOmll+jo6GD+/Pl4PB4qKirI5/PMnTt3iFHyKSU23ghEuGwYP5KELLM+liKaL5jhXlvj4wSX9ZDb+8waDfMHzv1YXmZDPMX6WJLpNjNT9xJyBEHgF4un8s62Pm58fj02o5Yt/iiJzJ6AAbN+z0/HE10Blg1EGJdoJZ49anTRQ+NQeDcU40S3jcUD4uqCjI0fNxcSI+OywsqBv++drKQVREaZ9Ny8rYNgLs8r0xrQCQLvhOI80R3AIol8HE0c8nYM5msPvMtvLp7Oy+u7UdWC0JPOyZj1Gr45p1A99cBb27l4Vg1l9n0/683bOvhubSl/D0bRAAgCZ/qcR7Qtg/H9x3+QeP99Qk89jefbVyPa9whIs52WotnvhlgSr65QkfdRJMHT/iC/bu8DYJajcLxFBO4fW3NQkW4374fivNQX5icNFXSkczznD3CMw8K3Pd79JgopqspT3QFQVb5V5UWnEVFVlRd7w8xxWrmtvhxVVbllRyfjzAa+X1dOJJfnjuYuxpkNPDBuTwvcUVYLK4NRTnA70Go9pFJdWCyNtHc8dkT7coQRvhSGi3B+88dVX1aE83e/+91yi8Ui33777T1nn3127amnnhq59NJLQ1/0ev+vM1yE8z+efrzqf1KE8wifP8NFODfvvKfqs0Q49/f3a37zm9+4brzxxr7Pb0tH+DwYEVlGGMKpXgdTbSZ6MlkkUeTDTX1k8wrVbhN/+aSLUpuBo2udzBrt4pO2COs7I1z9lT0xz+mcTH88Q6XThKIouKQcE20ZvF47ZuOem/kGj5WFDQqSKNCRyfNNu5lnugOc6CjMl0wm8Xg8uFwuNm7ciN1uR6/XI+QL7UuSKLIrnaVqYICw27PFYrGw3B/k5ZTMBfXVXLO9i4SskJQVHhlfi0nSsKw7gKzCCYMibnelMmQVlZwi097ejtFoJBpL4KmqpkonEYlE2LlzJxMnTiSZTPLsijcZU15GJpEgFAphNpuLrUKhUAi3200gEMBut6MoColEgtLSUnp6eigpKWHTpk3Fv9ntdkwmEz6fj+OOOw6zec+gNxKJsPH995k+fToPTi5USPT19fFbfwCDy80PRlcM8TMAWBmM8npfhNtGlzHVYWFjLMkfOvs5tcSOV6/jl+29jLeaSSQStLa2Mn78eKpMe4SLRzr6GGs24NBK/LW3hwv3ShWZZDVhEEWW+YM80R3ghd4Q9UY9N4wq5cSBqoHOdJbebJ7vN5USkxW+s6WNu8dU0dT0X7S1/ZaG0rNYNnk0gVyeh9v7yCkK0wfin3cP2FqSaZ7sChLOy1xU5mLKMFUd+6OqyoNW+8X7NJy1dgfvD0RZQyHCem+RZdGiRYe0rJXBODIqz/qDaASBUG6PqGHUiJzqcWCTNEdcmbErmeHBth5e6Akx0WJigtXI8v4If57SMOz0xzd6iga4j69q4ZSfv8uMUS7OnV5JTbkNn05CEASaLEYazHo+jaXoz+W5aXsHVQYdS6t9Q/w99seFexnGvtIfYUm1F69OIqsURMG/9IbJKsqQ6qrF5W6ieZlLK0voyeQI5mRqjHq8ei1LB86jzkyOUC6/TzLTwSix6ClzGKkfX0JXOodJI+II5/ikPVycJpTI0hHP0BVJY9JqsOgl3BYdJp1EhUFHSlFYE00QzMokZJkzvI7D9rwaDvPs2Zhnzz7gNFpRHPBO6uBvfWEuKnPRPCB8Ng4YTEuicEgCi6qqrAzF+EtvmNvrK3i1P8LHkQTfrPLg0+8/Ta0jleWFnhBTbEamSXo+ebWFKSfWoNVpmGQ1sjoSpyOTY5HHwQ21pdi1Eu8GYyzvi3BNbcFjCuCDcJxl/iB3NlRQLRWOv8UylkhkDUbjIlAV8vkYknRkiVojjPCF8cYtpbz38337bvMpsfj+lyC0jPDl8s6Tvyv96K/P73Pc89msuPv9IxVaTCbTlGQyubalpUV71VVXVb366qs7D2X6vd//4x//6GhqakpPmzYtvb95r7vuuvITTjghdsYZZ8QOdfsqKiomrl69evPhxj6/9NJLVr1er5x44onDPhl58skn7Rs3bjT+9Kc/3e9+e+CBB9yrV682P/74422Hs+4vix077iptbXtkn/NCUdLi7vePRGgJBAKa3/72t95DFVkURUFV1eJD371fj/D5MSKyjLAP5QYdfdkcv2zt4egSMztTWaI6hRmjnLyy3s97zf2M8Vlp8FnY1hPDotfw0qfdxNJ59JLIcQ0lVDpNqKrKhg0bMBqNeL3efdajWLVEVYXvjypFEARKDTps/k7e2biOXC5XbKmx2+3Iskxrays6m6PY9z873o8kSXzySRfJZLLYHtSczOCQNPy5N8x8t415LhvTbCYEQeBP3QG60lmurfYw1mxEVVVir77KZJ0O49SpSFWl9BmmI8uFyj2tViQcCCDLMoqiIEkS4XAYKRZl/JgTsA3ji7A3/f395HI5oGBym8vlqK+vx+nc/5PtRCLBRx99RCQSoaam8DR3dxRqOBzGtWMzkydPRhL3VD10pjP8viOAWydyc30Fqqryi5YeYrLMZZWFlpDrt7RzVXVhno0bN1JeXo5pkMDSmc6yrDvI8ukNvNYf4QSXddiqhEazgTWzmlgRiDLXZeWN/ig/2dnN/a093F5fwTS7mdsaKljWHeTWHZ18t9ZHdybHKFM5tfU384u2XnSiQHs6y0kuG3MG+Y30ZXP8tr2PUF7mlBIHJ7itJGXloPt5MDrdZ68aOBS+W+tjYcJOiVbCq9Pi1R/5JfXaGi95FVxazbCD8dZUhs50lu5Mjp5sjvNKXWgEgZyicntzJ/9WXkLjAUSNSoOOOxsrua2+Aoum4BV0qPtVUVSWzqvn3OlVvB2Mcv66Zt4+egwAsxwWXpvWyLM9If5zZzerwglWkeD5nhC3ji7niqp9v/sHIqcojLcY2TRgBnxiiZ3ebJ67d/nx6rU4JU0xoef2HV28FYxyc10ZRlHko0gCvSiiFwWOdVp4fXojaeXwzh2AP3xjBs+t6eCMo8rBDne/vo2r5tZhHNRu9e159Titeja2h/Enc8QzeQLxDFlZ4eKZNSRRMWs0/OeEKr6/tZ318RSTPoMXy+EwxmxgzMC5sCuV4T8bK4fEfR8qCVnmO1va+XF9BRPqjPy2vRevXstNo8sPKBi9HYiyOprgHJ+L7IYQm4NBJp9QiVZX2H8iAqujSSZbjbi1EjlVpTudRSMI3N5QQaAthlyhISkUWh7vbKhAEkW6/M8hlJyEzTaRlpZfAWCzTyEU/ieekvlHsKdGGOELIhnU8OEj+4/lAvjwkTKO+04vRudhX6Qeeugh9wMPPOATBIFx48alfvazn3VecskltYFAQHK73fnHH3+8paGhIbu/+d99913Td7/73apkMik6nc78k08+2VJTU5NbuXKl6fLLL681mUzKzJkz42+99ZZ9+/btG/P5PFdffXXle++9Z81ms8Lll1/ee8MNN/Qf7nb/bycVi2rWvvq3Ax73ta/+rWzG6ef0GizWw/9xGqC2tjZ3MIHlQLz44ouOfD4fOZDIcv/993cd6fIPl7feestqsVjk4USWXC7H4sWLI0Dky9qez5tcLqRp73j8gOdFe8fjZTU1V/VqtfbDOi+uv/76yvb2dv3YsWOb5s6dG/V6vbk///nPrmw2K3zta18L33fffV1bt27VnXLKKQ2zZ8+OrVmzxnL33Xe3LV26tGb367/85S87brvtttJ169aZ0+m0uGjRotB9993XBbBy5UrTddddV51MJkWdTqe+8847W61WqzJyPTg4IyLLCMMy2VaI9n03nOBrHgczHGbWK2HmNJQQiGcRhIJ3wzF1bpxmLVfOHY3dOPSpqEaj4fjjj9/vOl7vjwKFQVo4n2d7Io3NVkK1t5yJZgO+gUjbVCpVbK1ROjsLooOlouh9YjabcTqdOJ1O5HCY79X6WOixFwc0rakMt+zo5PJKDxeVublteyelry2n+/TTCb+/ioZjjmFTXmWitfAk1OhwYpaGDnT9fn9RUEkkEmi12mKc88EoKSk56DS5XI5IJMKuXbvo6uoim80yY8YMKioq0Gg07Ny5k9WrVzN9+nQaGhpwu92sXLmS/v5+jpo6jaf9QXamMiwuc1NvNvBGf5i3AnHO8Dk4ZiCd5f1gFKtGpNFsRJZlOjo6mDdv3pDtuHuXn2WT68grKu+H4twwqmDeuiWR4sHWXu4ZU1WMZ10VTvBuKM5Ys5EzfE56szlu2dHFoo+3c1llCTfWlXF+mYvZTjNb4mneCkapTupY4Lbxj3CcOqOOnzZW8X4ozv/b2s6WeIpFXgero0nOL3VxgstKNC/z0+YunugO8NiEURyzVwzsfzfHOa3F9JvPij6rkupJkvYaaRMUPhiokJlhN7M2lkSDwM5UhjkOC7G8zCPtfUyzmZjhsPDjgTSqA6EVBUBAN2isbdIc2sD7348dhaqqfHtTK5Ig4NFK3Ly9kx+OLqcvm8MqaTiv1MWpHge/auvlF+29fM1j5+vlBz/392a+28b7oTizHGYieZm8orIuluTW0eWYNCLh/J7W5bvHVrEtkcakEXFqNayKJPDpNFTqDXxnSztXVXq4a5efZUcdnkHyU/9sQy+JSBqRE+9dyS8XT2V7b5yPWoLMrHMTTmb5564gGlHgo5Yg3zqhnnJHQYzsiaZ5e2c/brue3mxBXM0oKkbh8EWOz4O/TB2+Umk3qqryVjDK2miK62t9Q657Zo2GXzfV8HogyqZYknluO0cdoF0vr6g84w9SptdyXU0pkiigTPehKioaqdAqtGlbkJbWCKfPKmWi1URrMsN9LX7OLXUxy25GFAU0ksD6lR00HVfOkmovn0STxPIyYy1NRGOfYLXWAzKZTACX81g6Ov84IrKM8K/FuqecQ1qEhiOfEvnkKSezvhU4nEWvXr3acPfdd5etWrVqS1lZWb6np0dz4YUXjrrooosCS5cuDdx///3uJUuWVK1YsaJ5uPkzmYxwzTXXVL/88ss7ysvL848++qjze9/7XsWzzz7b8s1vfnPUL3/5y5YTTzwx8a1vfav41P3+++8vsdvt8oYNGzanUinh6KOPHrto0aLo2LFj9yvk/F9k0ztvOQe3CA1HPpsVN77zlnPawtMP67gPZuvWrbpTTz21Yfv27RtjsZh4/vnn1+7YscPQ0NCQbm9v1z300ENtxx9/fBJg6dKlFa+//rrdYDAoL7300o4tW7boV6xY4fjggw+sd911V9nzzz/fPH78+Mze6xjcXlZRUTHxvPPOC7z22mv2fD4vLFu2bOeUKVPSfr9fc/bZZ9cFg0HtlClTEqqq7rN9ALfccosvHo9r7r333q477rjD+7vf/c6j0WjUxsbG9D333NPx+OOPe0RRVJ955hn3/fff3/boo4+WOJ3O/Pr1602TJk1KTpw4MbW7SuVPf/qT/c477yzL5XKi0+nML1u2bGdVVdVhVc582XR3/9k5uEVoOBQlLXb7X3BWV116WOfFPffc03Hqqacat2zZsumFF16wPfvss85PP/10s6qqLFiwoH758uWWurq6bEtLi+HRRx9teeKJJ9q2bt2qG/wa4N577+30+XxyPp9n9uzZYz788EPj5MmT04sXLx795JNPNs+dOzcZDAZFi8WijFwPDo0RkWWE/XKcy0aNUc9t2zt5rU/LNeVenGYd1S7T51L2vrTGy70tPdSZ9HwYyaGoKqU6CUWFv/ZFiMsyigqqxoLDbUdVQS8KtIsCoj+AUjeWZF5BAdKqijaS5iyrgU8DMVbHkkWR5Q+dAaJ5hWf9IZKKwl/7wnxNZ+SKNduxmX1cl4Wf7PRzdbXC2miSuCyTlBUqDVouLHMz1WZGUZSif4Zer0en0xVfd3V1FatVHI5CS4AgCNhsNmRZpr+/H7PZjMFgIJ1O43A4sFqthEIhent76e7upru7m/r6eiwWCyeddBJGo5FYLMa6devo6OjAaDRy+umnYzAYyLa04KqtZeHChfztn6t5anMLC3wuLq700JHKcOv2ThKyzK31FdgGtUm8HoiwoKTQyrJx40YMBkPRVwbg0fZezvI50WtE3gzEuKyypJiuVGvQc3t9RVFgAZjrsjLWpOfRzn5uGFXKuT4nH0WS/K0vzMpgnK5MG3c1VlFl0PNuKM7zPSHuaKhAGKi+aE/nWLhmG4FsntZ0lkaTnoSs8Mtx1WgGnro/1tlPOC/z5tFjKDtAa8LngRwOE3/vPVD3vKerqcY4ceIXut7ddGwJ8dqjGzhh8RjGz6nAIArsTGbIqSqneRwkZYXz9S7+1B3giiovoVyejyIJXuuP8NUjbCHqzmTRCuIQ49v9IQhCMSZaVVV+29nPnH9uZq7Tytk+F8/3FNqcvlPr4/Iqz5Do5Nf7I/w9GOM/Gw8uBt21y88Ei5HZTgsOrcSPdnTy9XI35oHlXb6hheem7GlRXB9LklNVLihzc5rXwWMdfZxT6ibW4meq3Uy1QcvGWJLxVhPP+YN8EkvSlc4Rl2V+O2FUMdVoMJMq7Ywvt6MoKm3BJDVuM397a3sx4cth0nHW1ErCySxvbektCiwALrOOZek4v64rwWU3kpBlNsVT5AafWP8ihLN5nujuxyFJnFfq5PHOfk73OYnlZaoGEuX+1B3ELApcXeM7YDXMhmiSl/rCXFblGWKiK4oCiALxXJ772nrRaFRu+EoNkiTyVFc//myeOxoqsGgl2rcECXbFqZ1YwlELqpFzCuvebMNba+Oo0Q5yuWn09LwEgNnSRDj8ET7fyaTTh5/0NMIIXygx/6GZHcUPcbpBvPbaa7ZFixaFdrdk+Hw+ee3atebly5c3AyxZsiR422237fdi++mnn+q3b99unDdvXiMU2gU8Hk+uv79fk0gkxN3VBJdccknwjTfecACsWLHCtmXLFtNf//pXJ0AsFtNs2rTJMDKoGko8FDyk4+S76ocAACAASURBVJk4xOkOhf/6r//yOBwOedu2bZs++ugjw6xZs4oRfqlUSpw1a1b8wQcf7LzqqqsqH3zwQc/Pfvaz7gULFoQP15+npKQkv2nTps133nmn58477/QtW7as9cYbbyyfNWtW/O677+5++umn7U899dRBn6w88MADpa2treuNRqPa39+vKSkpkS+++OK+3d5BAI8++mhJc3Oz4b333tsmSRIPPPBAsa/4xBNPjF9wwQVbRFHk3nvvLbn99ttLH3300Y7D3W9fJpls7yEd72zm0KbbH6+++qrtnXfesTU1NTUBJJNJccuWLYa6urpsWVlZdv78+cVKob1f/+EPf3D9/ve/L8nn80JfX5923bp1BkEQ8Hq9ublz5yYBXC6XAiPXg0NlRGQZ4YBUGfVcO8rHPTt7WNrcwZVVXmo+B4EFQCsIPN8TYqrNRCyvsC2ZIa2oJBQZu0ZDVgWzRkRQQVZVBKAkFWdcWRn+TA6TpMGr05BSIJjNEZMVNGYTL+7o4AxPoV2kNZXhssoSKgx7Bug/HF0OjOfjgdc5RWWB24ZGgJNLbKgqZFWVlKxQbdDxZFcANyKuAa8UvV5PQ0MD69evp7a2ls7OzoL4kc0SjUaJx+OYTCZaWloAkCSJXbt2YTabiUaj2Gy2ohGu0WhkwoQJnHDCCYiiSDgcZufOnTQ3N6PRaLDZbMyfP3+IqJNyOtm4di0TJkzgrONm81VZwSiKPNHZz6Z4ijN8TibbTEMGRJ2pDIGszLEOM6qq0tLSQnV1NRZLoTIkLct0ZXJcXuXlB9s70AgCZ5UW9uELPSEiuTx1Rj0zHWYMg/o2LZKGrKJy104/Zo3IJKuRJdUejrKaCOTyqAMDywtLXVxY6iqKc6IA48wGUkrBL+cqixGLpOHc0qH+L9+tLf3sJ9ohItrtxOafyAs9IRIDbTRjzAbOOoJlpWSFP3b1M99tY7Rp+IqnaF6mPZ1l/EA7lt1jxFVuLu6jnkwOn15LjVGHWaMpCl4XDXiYOLXSZ44n/ktPGIdWw3FOa6EdKZMjr6rkFZWcqmIQRXx6LXlFZZ7bWvREEQSBE1xWRhv1TLOZuHpzK28ECm3b74ZiLPI4OKvUyVizkXeDMZZ1B8io8HJvmK95HfTFMnisw3vmPDRuT4qRqqp8s9JD5aDv797VN41mAy2pwu96uV5b/K5fVeUlJSssKLGzMhRjvNXEJKuJqTYzH0TizHfZhggsH0cTlOt1lOq11Jdaeayjj02xFHNPHEV3LofLrGNSxdD93RlOUeXcq7JDENBrNZj1EmMG2sdSioL4+Vw2Pzc2RJO80h/h7FIno00G/hmKM9dlRQVe7gsjCgJn+VycV+ocNmlsMM/4g6RkhauqvUPi1nfzz3Cc5/whzi9zMc1uJpaX+VN7HxUGHReUuREEgZSsYKizMr7ODgJsfLeThqN9TPpKFe2bg6x7s43q8SVUVl4IgNMxg47Ox/H5TkanKyGbDaLTufZZ9wgj/LdgLc0d0nSWQ5xuEAOtw0es2qqqKtTX16c++eSTLYPf7+vr268pg6qqwj333NN29tlnR490vf8XsDhdh3Q8zYc43aHw/vvvW6699tpegKOPPjrd2NiY3P03rVarXnDBBRGAadOmJVasWHHwHvf9cNFFF4UAZsyYkdw9uP7ggw+sL7zwwg6ACy64IHLllVceNCVnzJgxqTPPPHPUaaedFl68eHF4f9OdddZZocEPAneza9cu3RlnnFHZ19enzWazYlVV1T5VOP9q6HXeQzreOv2hTbc/VFXluuuu6967dWfr1q06k8k0pA1p8OstW7boHnroId+aNWs2ezwe+eyzz65Np9Pi/q41I9eDQ2NEZBnhoEy0mrmtsYIfbe/kxZ4gEyxGXIfw5PtgCILAd2p8bIwludJnp6F9B5qUBlEUkSQJrVaLVqtFkiR0Wj15jQad2YFWUMnptCRVhais0pPN0ZPOkVVVxisqFfqC+SXA3S1+ynRamixG9KKAqqrcsdPPVJsJs0ZkayJNiU6izqhnSyLNWLOBWF5BQSWvqnxDk+UUt4u1oQCOqiqg0C6UTCaZMWMG2WwWi8WCwWDA4XAUq1e0Wi06nQ5RFNFoCp9pOBIDxrlvvvkmiUQCSZIYPXo08+bNQ5KkYkuSLMuEQiHWr19PT08P5eXlpFIpbLbCQPG1vgiBXJ47GiuHTfpY3hdhus2EKIrs3LmzGCu9m/fCiWLlwVleJ2MHBv6d6SwlWol5TisfxxL8qq2PSTZTManGLGlYUu1hVThOrUE/JKlm8NPsvSuf/t+oUtpTWerNhmLFUSCbZ1l3kONdFu5r6cEmafjB6PLDOKOGR1VUhEMY4QqCgEcn8Y2KPRU8B+I5f5BtiTSneBxM2auFYk00wb0tPbzSF+HusVXUDyO0rArHuXT9LtYdO74Q7Vtt5R/nlDK52klKVhhrMbI6kuCjSIIpNhMfhhOMMxtIKgpZRSWtKFg0It2ZPF2ZDHm1IEoNV5mxPy4oc7EqHOfjaJIqg465TgOSIKAVBSRBIK+qdA54ZWj2Oob1JgP1JgM5RWWCxUSTxYSAikenpTeb56+9YYylInNcVo51WngvFGdrIs2a1hAvf9LOjaeMHZKutJvBA3pBEIYILAB/mDiKX7f1clV1wevFoZVwDrQQaQSBbw6kM+2O/25PZZlpL4iJuz1r6kxDBR5FVXm5L0JaVvhJYyVpWSGalwnJMgaPkWqDjs5wipMnFFqq39zcQ1c4RTqnYNAO/W6/sdmPpyvN37W92I1aplY7ObnETvkhpvh80eQVlZu2d5BVCp/VKAg80t7LDJuZ2oHz9KpqH22pLM/5A3i0Eot8wwstHeksb/RHcGolzixzD7Sk7SEtKzzZFSCcz3Pj6DJcWokdiRTP+EOcV+Yqfi+2J9Lc0+Ln2hofmzM5pjssNM7wseUDPxpJZMxMH2Wj7bRsDNCxJUjdFA9muxdZTqIoebSOkwgnWvCOiCwj/Ksw+cIQb/646oAtQ5JR4agLDzvp5+STT46ec8459TfddFNPaWmp3NPTo5kyZUriN7/5jfPqq68OPvzww67p06fH9zf/pEmT0sFgUFqxYoV5wYIFiUwmI6xfv14/ffr0tNlsVt58803z/PnzE3/84x+LX6gTTzwx8qtf/cpz6qmnxvR6vfrpp5/qa2trczab7Yh9Rf430nT8vNA/nn686kAtQ5JOp4w/ft7nlvC0u0Vn2HVJkrr7/lOSJPL5/BHL/QaDQd29zMHLGe7+VpIkVRnkh5ZO72mV+fvf/759+fLl1hdffNHxs5/9rHz79u0bhlufxWIZ9tz69re/XX3ttdf6Fy9eHHnppZest99++2e/UfyCKSs7M9S8856qA7UMiaJBKSs967DPC7vdLicSCRHglFNOif7oRz8qv+KKK4J2u13ZtWuXVqfTHVSQDYVCGqPRqLhcLrm9vV16++237XPnzo1Nnjw53dPTo1u5cqVp7ty5yVAoJFosFmXkenBojIgsIxwSNUY994+r5m+9YXqzOV4PROjP5unL5bmpruywTBVVVWVDPMU7oTgnOK08Ho2j6vSUlJQQjUYRBAFRFEmn02QyGbLZbFG4AOiVdKh6I5rudiRAUFV8A4JBvzSBtnSW9bEUE6wmjndaeW0grcSi0dCfy3F7QwWlOoloXqE9nWWC1Yhbq+H+1l6WVnvpzeZpTiQxBAOMbyj4GcTj8eIPSX9/P9YB/5Z0Os2OHTuw2+3odDo+/PDDokt3Pp/HaDRiMBhIJBLIsoxGo8FoLBjuxuNxQqEQtbW1jBs3Dp/PV/yMu8lkMnR0dLBhwwYCgQB1dXXMmzcPt9tNOBxm+fLlHH/88XzVY6cm0E1ba5ra2tohy0jLMh/Hktw+ED3c3NxMRUUF48aNK07Tk8lxeaWH90Ix3ghEi2KJSRBpS6Vpshj4OJri6+VuQrk8Z3y8nacmj8aoEbFJGl7vj/Ktai/RvIwGCOVlMoqCgLDPgBbALkk0ug1oRZGconLFxhZeD0SQVTi/1MXdY6o4f10zf+4JHVL0bSqeJdgVJxbKkAhnSYYzRPpTCALoTVrmXzLukFrcCqapB50MgLeDMb5e7t5HYAE42m5m/bETAPYZeO5mrtPKssmjMQ767sy0m0nLCn/qDnCG14FTKzHZasKtk5hkNRHJ5cmqKgICKipGUUBRQaHQ5WQ5RI+V3Ti0EqfslYa0N7aDxDGLAny/bl8/t1XhONuTGR5q6+XfK0qY47Iyx2WlI5Rk4lgXVz/7KWUWA2dOqWBKdeEY53K5A4qSUBBeVoZiRZFFAN4NxYf1xunJ5Hg7VGh9O/BnEAYq3ArYtRLX7VVFde2CRkwDxrfzx/n2u6yF48tYOL6M1kCCVE7mk2gSm6TBNswTuS+bhCyzKZbGqBFZE01w9todXFxeMqw5cbVRx5VVXj6NpXikvY8mi5ETXNaiiPtyb4j3wgkuKnMxYRhD3450hl+09THTZuKyKg+KovDLth5kVeV7taXoNCKb4yk+iSaxSyI/bajkya4+6kz6QrWSRmTi3ErS8SzrV3Ziseupn+YlFc2Szw3cx6nn4vf34jcehfMwYsNHGOELx+SSmXlF97DpQruZeUX3kZjeTp8+PX399dd3z5kzZ6woiuqECROSv/rVr9ouueSS2p///Oelu41v9ze/wWBQn3766eZrrrmmOhaLaWRZFpYsWdIzffr09MMPP9xy1VVX1ZhMJuXYY4+NWa1WGeA73/lOf0tLi37ixInjVFUVXC5X7pVXXhnW8+X/MkarTZ5y8qLu4dKFdjPl5EXdn8X0dm9mz54df/rpp52LFi2KrVmzxrBt27aDXgwtFoscjUY/s1HYMcccE3vsscfcP/vZz7qfeeYZWzQa1QBUVlbmg8Gg5Pf7NXa7XXnttdfs8+fPj8qyTHNzs27RokWxk046KV5eXu6KRCIaq9Uq7573YMRiMU11dXUO4Pe//737YNP/K6DVOuWqyou7h0sX2k1V5cXdh2t6C1BaWipPmzYt3tDQMH7evHmRc889N3j00UePhUK1ypNPPrlLkqQDCi2zZs1KTZgwIdnQ0DC+uro6M23atDgUrhVPPvlk8zXXXFOdTqdFg8GgvPPOO9tGrgeHxn//Xd8I/2OwayW+XlHCs/4gP2nu4kejC6aEez/hPhhxWeHSDbswazRIwMkeBxlFweVyIYoi+XyefL7gYSXLMqIooigK6XQaRVHYUVGKUacnOspKRlbIoyAioALnWSwEusPsShWqB3WiwEKPHbukQRQEyvS6/Xp73DngF2HVSlRpRV7d2sJaUwitRmRT3kOjrjCIy2QyxSoQm802JKI3nU4jiuKwT+h3f5ZcLleMTDMa9/0tzOVy+P1+WlpaaG5uxmq10tTURG1tLUajkZ6eHlasWEFXVxezjzuOB3rCfH+UidLSUt58801cLteQ1KMVgQh1Rj0lei29vb2k02nGjx+PJEkoisKqVauY4fNhkdx8GE7wrUEDrhf8QUaZdJTotJxcYkMAxlmMnFvqYkcyzUSrCbNGw/1jq7mvtVB9MtlqpDOdI5aXsWk1w4osjWYD31y/i5f7I/y0vpwLyly4tRKneu0c67CiFQVuGuUj2nw9Id03cDqPGTK/qqqsfaMVRQah4OeK3qjFYJEob3Bgc+sx2/etHtmd0HSk5BWV9nSWcoOWG0aVot3Psg5FdDRoClUeg7m4oiAG7Ba53APVQO+H4rSmM5zmcaAVxUM2rD0cHuvow6bRsDZWEAUqDVqsGpFP42nqjHosGpF18RT/MaqsGBsey8uc/ckO5rsK51tSVhhrMXBhmRu9IBBSFGbYTJQNquKodJqodJo4c0wlW/xR3tjYw2vRGKfWlLDltVfYtm0bS5YsGZK+JavqkOvMad49wlCpTkt3Zvg2YLNG5J4xVUOOuaKo3PPGVibWOvlqo/eQzwfLQOvPXTu7mekwU6HXkQqlSWRkMnmZVFbmmDo3iqpiMUi47Abisky1JBXNYu94aRNzx3iY0+A50Kq+EDbFU1y6fhdlei3PTB7N2w4LJTqJqbb9R6MLgsBkm4lxFgPL+yOkZIVI7wvY7dNoNJez0DN8LHVKVni4vY/rarz49Dq2J9I81R3kbJ+D8YMEmXK9lrUCLPQ6eTcY4yyfiwrj0OuFwaLjqPnVhLoTbP3Qz9hj9gh6Go2Wzs5Omurr6QsEcZUeXpLVCCN8oeyOZ/7wkbIhFS2SUWHmFd2fJb556dKlgaVLlw4xyPzggw+27T3dvffeW0yIef7551t2/3/27Nmp1atXb917+mnTpqW2bdu2CeCmm24qnTx5cgIKQQYPPfRQJzBigHQQdsczr331b2WDK1oknU6ZcvKi7iONb94fN9xwQ995551X29jY2DRhwoTkmDFjUk6n84BtO4sXLw4uWbKk9te//rXvueeeG9b49lC48847u84+++y6pqamcbNmzYqXlZVlAfR6vXr99dd3z5gxY1xlZWWmvr4+DZDP54WLLrpoVCwW06iqKlx55ZU9JSUl8tlnnx0+55xzRi9fvtxx//33HzCC+eabb+668MILR/t8vuz06dMTbW1tw/ce/4uxO565vePxssEVLaJoUKoqL+4+kvjm3fztb3/bNfj1D3/4w969p9ltQgwwZsyY7ODXMPT6MJi5c+cm161bt2Xv90euBwdHOFCZ2b8a06dPV1evXv3fvRkjAGvCcX7R3otLK/EfdWXFweDB2BxPIasq3ekcGVVl/ECFxPvhGHePqWJ1JM4yf4gpFiM70hlkFYyiiKyq6EQRSRDQi7v/iWgFAb1GwCCKmDUiIgJdmSxzXTZ8ei2/6+ijTK/l5P08rVcUhXw+P6wosq49TCydJ6cofO+ZdTx6yXSmVjt59913MZlMjB5dSCyxWq2fOV8+FovR0dFBZ2cnfr8fl8uF3W6nqakJp9NJKpWira2NzZs3I4oipaWlNDU1odPpUCUJTTiM5HKxefNmdu3axcknn1ysBrhhSxuXlLmZYDfz1ltvoSgKM2fOxGyx0DEQCWyXNBhEgTt3+fn1+FoA+rM5ft7i58eNVcXt7MvmeC8UpzWVYbrdzLEHSNZpS2W4dksbaVnl5WkN+7Qxvdwb4rKNrWiAzq8cNewyEomdrFt3GUcd9Rgm06jPtI//EYpx5cZW7htbdcReJu8GY1yyYRcXlLr4UX35Qb0qjpRILs+VG1sxaUQemziKM9duZ2cyw5k+JzVGPf9e7v5czKcPRL4/RS6QQl9lRTTt+X7nMjKZZA6L04CqqvizuaJwGcnlSSoKH0cS7Pz/7L13gBx1/f//mNnZ3ndvr9dcrqTn0kgChE7oqEExRED0o4IFFOz4048IH7+okaJ+0I8oCJIPCCglVIFg6KSRfrma63Vve5ud8vvj7pYkdwkJAiKfe/wD2Z2ZnZ2dmZv38/16PZ8pmUVuO8smSYR6oG+EzeEwPyyTsVpKkQUbBl3nxeefo6Ojg+SCpZxRW021zcxdvSP8IxTjuspCFh/QjnZ9Uzc3jQmjO2NJ5hxlPPK9r3fwx61dLDqlnJvqSo/5N9zZHWFD0yBXrJiGUzKwszuCKIIkiuzoDmM2Goj6jIiSiFsy8PuuIR5ZUIOu67zSEuT46Uf/22magij+83MhPWmZV0IxTKKIAMx32XgtHOeTYzHgh6MjleG/Owf5z+kl6JkOurv/zLRp36S393+Rs0HKyq7AbMrjm41dfKuqkIJDWqJ0XefJoQjtqQyXleTlWhKfHY5wis9FStMYlhWqrCbu6xvBJAgYBAgrKhFFJWCSMOiQ1HRAR9dHRVWnJHFxkQ9d13nrrbcwGo0UFhYeVZLbFFMcC4IgbNF1fdGBr23fvn3/vHnzjj6uNBUaTRGK9xtxFGaZvzr0bipYPgh+//vfe9euXVukqqpQUlKSWbdu3f7i4uIPdXLLh5V0PCbu3viCNxEaMdq9vuysFaeG3ssKlnEURUGWZcFms+m7d+82n3nmmbWtra27xtt7pvhwkc1GxL7+v3rlzKDRZM7PFhV+IvRuKlim+HCwffv2vHnz5lVO9t6UyDLFu6YlkWLt/gHsBpEfTy/JpX9omnbEcv/nglEe6AuyYSTGYwtqmOmw8r19XRzncXBhvofng1FCWYXWZBqLKGI1GDAKOqIgYEBAEgW8BglRBFnT0AFVFygySdzbF2Sx287lpQG60zJr9/fzVY8ZJRKmsbERv9+fq0QZGBggHo/nWpFqa2vp6uoiEBidZU4HZvB62wgAD23p5tGvHk9tgZM777yTBQsWsGPHDkpKSqirqwNGK1DGPVj6+vqwWCwkk8ncgEpVVTRNQ1VVPB4PIyMj9PX15XxdXC4XZWVl5OXl5fahs7OTrq4uuru7cTgcTJ8+nWnTpk0QhQ787I0bN+LxeJg7dy7bInHu7wtxc30Z6XSaZ555htraWspra/nCrv0scFqptZoZUlQGZIUSi4nLx6op/tzew3SXnaV+DyE5y329QWY4rdTZLJQeMtv8ZjhOgdmIWzLwm85Brq8uJq1qVL+0A1WH15fOoNI6cbLhE1ubeTWS4OP5Hu4YE3cOZWTkVXp6/5c5s3+FpmlEIhE0SeLvcZm4quU8ON6Jvw6EiCgq4azCNRUFk3rXvBONiRSdKRmrKI76+hyD/8mRmKzCpi2ZocAsYTcY/ukKnKMlo2nEFA2jAC7JgDKUQu6KoSWzGDxmbHMChIeSDLRHqFtSxO54ioGMzIaRGFlttNrEJAqUWExUWEzoMEHQurN7iFcGmlgdvRKDnkQULcya+Uvy81fmlolkFbZFE7QnM4iiSK3dTEsiwyyHhTkOG0aDSEJVsR+juLlh3yAvNw9zyXHlVAfeXRz4Ezv6EAU4e87EFimA32xo4ewlpXSkZVb4nHxlT0dOuDxaFCVOa8eduJyzGLQeT0cyw8qA+5jaMgFeD8fZHkvyyQIvPpORuKJyX1+Qpniaz5UFcqbLkyFrGr/pHOQ/SgNEBx9iZORl6ut+whuDuzi++HgUJUpPzzoMBisFRZ8mqkkTUqrakhk2ReKUmk1sjyWpsVsYlBWiiopDEnFLEkUmicUeB0FZwWEQMYnChHNd01RkXUfWR32CVF1H1UHR9bGkMpmAScItGSi2vL8pZFP83+I9EVmmmOJ9JBQKiSeeeGJdNpsVdF3nxhtv7P7Upz41ZUg6xRQfAFMiyxTvGyNZhQf7R1jgtFFpM2PJpLnvvvtYuXIlVVWHrzxY1xekPZlmdzzNvXOn0Z7MMH3MlFLVdbZGEiRVjZSmk9FVUspoCk1K1cgCGU0npWlkVA1Z08jqsMLr4G+DYX5cXcx0h5XtsSQZVaNOGDWNtdtHo5hhtPTVYDAgSRKSJCEIAkajMRe/fOBDflxRiWWy5FvNGMbaJOLxUU+5kZERVFUlnU4Ti42mq5jN5pwfiyzLWK1WstksFosFRVGwWCy57dvtdmw2Gzbb6Cx8KpWiq6uLrq4u+vv7KSwspKSkhJqamgnVMqqqEo1GGRgYoKWlhZKSEhoaGkin0zz99NOsXLmSW3pDNLisnB3wsmXLFoLBIDOOP5Ev7O3k6+UF7EmkSGs6F+V7+EFrL3+eOw2jIPDn3iAf27cD25Lj2K2NJq+cneehwGJC1XU2hRPENY3Txwxwr2/q5qqyAKIg8MeeYX5QXczmsXjhcouJ7rTM9yYxsdV1nWkbd5DWdLpWzEE6zKB5fyrDowNhLiv08Nf7/kwymeTUNZeiSCYSqooYV/D0pEjHFXRdx+YykYzK1C4pxO5+fypJdV0nqqjEFJWejMxgRiGYVZhht2Dr/h61tT/CbH5bAJJTCr0tYXRNx1/iwJU3OsDd+2ovmaTC/NPLD/dRH0q60jLLX9/L2voyPlV49IajWyIJBnvvxdT389xr06q+QVXVV4+43mAmy554ir5MFgENXRA5zecirWnsiaeospiZ7rAcc/visbJh3yB94TR2swGr0UBlnp3agrcruj5715vcfcUSHuwfYSCTxW+UWF187G3j6wdHQxfODbjZGk2iaDrb40lWF/mP2tx43ND3hZEoqwq8Od+aQ9uvDkc2G6Jx34/wepdSWnIJGTXDn3b/iU/XrSGsSRSJEgNdbQwE/8CMOVdis1Uedj9EQUDTNGRZJhaLEYvFyGazGI1GyssD9PU/gtHoAR10XQVENC2JDhglN+1CLftVD5IwasosCgJuScQiiniNEklF5anhyKT3mSmmeLdMiSxTfNS59NJLyzdt2nTQrMNVV101cM011wQPt84UU0wxypTIMsX7ztr2fl4KxTjOJlGzawvV1dU0NDS843rDmSyvhWO0pWRS6mhVyvkBFzFF45lglC+VBXh8KII8NktuFMBpENEEQAdZ17AKIrUOGzYRBmSF471OBGBrZ5h8p5nX24KksypFxjQOJZyrKBl/2Hc6nVit1pwY8uSTT3LGGWdgs9lwOp3sdPrZGk3wk5pSNF3n+03dVFhNyBmZE6KDeL1edF3HYrHkKg5MJlOuomfczFNRlNx/RVEkmUyi6zrDw8NomkZXVxdmsxmLxUJdXR1lZWUTjHCTySQdHR20tLSQTCbJy8ujqqqKsrHko3Q6jdPppLOzk39sa+TEU06k1GFB0DXWr1/P/PnzuSUpUGKWWPni3yn7zCWkdZ37+0Yot5hYVejj2aEIfekMnykN8N8dg5yf76HCakIQBPoyMg/1h3BLhpx/CMB39nXx09pS2pNp/tIf4vx8D+2pDH0ZmdkOG88Eo/x4zHj30cEQTYk0qwp8TLOZeSua4NPbW7mpppRVhxmsd6VlVm9vpdxi4o5pBdz1hztxejzsPe4U/qM0n3wEJFnH4bUgvodZufrYjHlLKs2eeJqIonJFSR7/3TGQO/cqbGZMgkBaVck3G1ngstO+/zYcjnoK8s+mZcsg3ftGWHxuFV17glTNy8NkNeaEtnQiwn0RaQAAIABJREFUy5N37OAT31z4nu33sdIbThFLK1T4bViMR18dktE0pEmShwBCWQVF12lKpNHhIGNaXdcZDr5AMtmO3VaN33/yO1bqrOsLck9PkCVuOz+eXowgCKi6Tlsyw7PBKL1pmZ3xFDVWM8UWIxcV+jAKUGQ2vadVQJqmk8qqJGSFZEbFYjRQeID/z182d1HktvCyQeG2jgEeml89qSnv0fLscITT/C5ERs2W7+8fId8k8R+lASomqQ4DuKtnmN60zNkBN6Gsysk+Jw/1h9gUSfDZkjxUdOYdRXtVW9ttuAPnMyQU0ZWWubN7mE8VenEaDGR0nTNsdlJxGaffgjTJeaOqKi+99BIOhyMnbMOoEC3LMqWlRcAQXu8MEokWLJZSDIbJI891XSebHUGWh5HlILI8jKbJ+HzLsViKGY5neKE3xKdqP7jY9yk++kyJLFNMMcUUUxyOKZFlig+Evw9H0ACTIHB75wDTbRb+q6Z0QrqKrutsjyZ5IRghressddspNElYgkMMGEw8mlK5qbaMtW195JkkfCYJqyhgM0hYRAGrQcBtMGAzGtAUFU00YBAE7uwe5ASPgxN8Lv7wZgdvtAf56bmzGI7LWI0G3FYDBi2ba2V6/vnnWbZsGS6XKxcbPU42m0XXdSSjkZ+09jLbYWVVoY+mRIpXQwnWFPsZjCeIdHciCEKuiiUYDOYGdJIkEY1G8Xq9OdNeSZJyg42CggLC4TB+vx+DwYDNZqOgoGBCxUoqlWLPnj0MDQ0RDocpLy+nsLCQiooKVFWlp6eH1tZWIpEIgiBwwQUXIEkSN67fg9ko8q2V9by1r5WBznaKFh/H+mCM4z02dsczSKLAhmCMoWyWpxfWIYkCw8+/wJDPzwu+Aj5XGsA6tj/r+oJEsiofK/BMMA8u3PAW/afMpzGRYns0xcVFPv7cGyRgMrDQZeeb+7q4e840AP63L8i1jV1U28w8s7D2qFtu2pMZztnSxEWFXq72mOnr66O+vp4HhqOMyCpnB9y5iN6jZV8ijUsSKTKbeHoowvZYkgKzkePcdv42EGKFz8nxHge7YkkKzCb+u2uQH1UXsz+Z4cVQjCtKA3ynsYv/nF7E88MxdidTfL2ykOeGouRbJBa7HSQiGWLBNHJaQTIZMJoNDHfHqV9amDtX1v9mOysurs1VtxxIVFGxiiLD2eyE456Ky+iaTiqWRQcy8SyqpiMZRTJJBbPVgA4kIzJOnwUlqyGZRAwGAUEUCPYmiIfTNDrgxLp8yv22scFsCIPBSVdGRRAEyiymY26v+mlbH7tiKbbHkphFgS3LZx3T+ofSmcqwNZrEIAicP2Z8+0Y4zkBGxm80YpVEaiwmhrIKu+MpTvG7uaGlh13xND+rK500AedwPDUUpist88WyfBoTKTYEY1xVfmymqnviKZoSaU7xOXEb372vyrZokieGwlw/rSh3vjQl0tzVM0xMUbm+umhSM++kqjGSVQ6KwJY1jYym88xwhM3R0Taihe6JxrfrB8PowBl+F7d0DLDc46DALFFvP/j8bBxpxGlyUuI4fIBKWtV4ejjCCV4neSaJqKLSlEgRMBkptxjZs+ebzJr1S/bv/y1e73G43Q10dv4Rr3c5sfgu4vFGdF1FFIyYTH7M5kKczlmYzaV0d/fT0tJCIpHgLa2MHf1pHvzSsvdUaJ3i/zZTIssUU0wxxRSH40giy1S60BTvGWfkuQnKCmt2tPFWLMlr4QStyQx/mF2Jd2yQ8XIwygsjUYyiyJeKfajxGHv37KAjkcBkMlE9fToneN3sjaf4QlmAp4ci+CUDKU1nJKuQ0TQSqkZa1cjoGklVZ6nHgWXMr+WEsZSTP+/upabYhd9hxu84cLb37f9fuXLlpIa3QK6CJK6olFhMuXSQN8IJAmYJoyhQ4nJQMnPmEY/JeGzzsTIyMsKuXbtwOp0MDg5SXFzMwoULCQQCZLNZurq6ePHFF0kmk+Tn59PQ0IDT6cRkMnFPzzAXuS18c2UdKXnUYP6+3iyfXbCU58IJzg+4eag/xHKvHb/JSHMizWdL/EiiwPVN3ezxlvLnOdV8SRSRRIERWeHn7X2sKvSy0GU/YlVAvd2aG4h9ZqxFYjCTZeFYgklHKs2PmnvwGyX6M1k+9VYrTyyqza3/w+YerAaRj+V7mHGIX0SVzcwfZldx8fZWamwlXDZ37ugx1iGYVWhMpA8rsoSzCp1pma60TIPTRjCr8JvOwVzbxc/ryvjrYIiba0v5SWsvBSaJ71cXc3fPMBtHYtgNBi4t9tKSHDXgL7IY2RJN8Fk9jzzTaCLPYq+dF0IxzKJIfzaL3Tgq5tlcJpo29SMnVeaeWsrrj7RishgY7rYTKBs9X2sWFdC5Z4TZK0rQdJ0H+kb4ZKEPSRRyZqGZpihNKQVF0dBUbTS3WQSL3UgmqWB3m8lmVIwmEV0SMJpETFYjCKBroxVWiqySjmfRVA2Hz0zlbD9mm5GFQDLZTkvrw6RSnXjcC/AVXkxbKsvWaIJNkQSKDr+ZWUGh+ehMrr83rQhV1/nrQAj7e5CGVG41U35I5cZxHgd/6B7iyeEocUVDQKfCaqbObmZPLMmPakrQdI66vWacswMeEurotXPgOX0szHRYmfkexAo3uGwMyVl+3z3E+fketkSSnOxz8tPaUpoSaQomMR2PKio3tvZymt+F0yCSVDWeDUa5uNCHUzJwUaGPjxd4eag/RGdaPigmfSCTxSCQi/b+3gHx3MmtW9kf0CkrqMVpcnLP3ocwiBI/Wfbdw+6/WRTYFEmg6qP36hKLibL0PxAyBgTrWYiiGVVN4/UtIx7bg9HoQ1GixOK7MJum4ys/F1XR6OjoIBxOIAgCra1bEMVtzJ8/n3nz5mG326mPKsRfaieYkAk4/y3CJqb4P0I4EzY81vqYdyg5ZAzYAtkLqi8IecyeI6a/TDHFFB9NstmQoa/vb96MPGg0m/KzRUUfDxmNR06DmuLfkymRZYr3FL9J4pGG6XxzXxdPD0eY5bCQVjVeiUXZMBLFb5I4Ts9i7eli484RbDYbFRUVOJ1OWltb2btnD8uPO477R2Kc4ndyY1sft9SX8XIojjSWKGQTBea4bBgQ2ByJE1NUPBYjnyl52/egtsBBJn2wIX5y0yaUYBBzbR3maVU5gWW8miupaTkjzXG/jf6MwtZokovH2lj2JFJ81TdxRru3t5ehoSFUVUXXdZxOJy6XC4vFQjabJZ1Oo+s6Xq+XZDKJwWDIVbjAaOVMOBymtbWVVCqFLMtUVFRQUVFBQ0MDiqLQ3NxMc3Mzsixjt9tpaGjA7XZPEHEuKfDQ1dKCMy+PvLw8XgtFSRaYiYhwTWUBrfuaqLZ7eTOS5FOFPpqSGX5WN2pOem7Aw1l5buzSqNnqK6EYTwyF+d60Ilzvcjb+yeEIXx2rAri3J0hU1UAd9cbZEkuyJZLIzabX2M30ZbL8unOQn9aW5gSGcZZ7HXx3WhHfa+6mymrmRJ+Tz5ZMTBQJZRVeHInRl8ky02GhOZHBYzTQksywO57i/ICHk3xOLi708fhQmOZEmk/ke3BJBr5WXkBG04hkFT6e7+EfoTgX5HvoT8sscNkQBAGLwUCtzUxHMs3HCryEsyqRrMpSj52/9Yc4xedkSyQBjMbgGk0SkkHEIIlYHCY8AQtq9u0qwrrj3m5xEAWBWruFpKbhEt/+/pVz8tBUDU3VScWzOH2j11ZK00hrGilVJ62qBFWNItFAcncIOaMiCCCKIhabgN1rBh0EERxuC2abEV3X6eq6i4w8SGXFl3k2rIHFxK2tQ0y3mdkYinOm38WZeW660zKtyfSEVKkDjXkVTc9FPBsEgRO8jsPGpr8XfL40wOdLAzzUP8LfhyLYDCLNiQzDskJLMoPZIJJnMnLSAXHZt7b3U2Uzc+EB4sKhHKup7vvJmXlu7ukZ5s1IgvMCHkayCi8PRVE0fVJh0SUZ+H+1pdzXF+QfoTgr81wETBKf2dHGJcV+Pp7vwTDW/ndh/sHHoMBszAksh5LetZt1NcP8sHgOADcs+y6hza+TePNN7EuWTLqOIAi5FKi9e/fyZmMjZWUF9Pa2sWRJP6FsNe2DXVTkVdLSshNFgVDoRMxJM4OagxuffYOHvtBAezJDgdPFLqOdz168aMLnSIk4D27p5rQZ+Zw1e3JT4imm+KD55eZfFq5rXFeUUTM5pfn2rbeXXVJ/Sd+1i659T6N8P+xcfPHFFd/+9rcHFi5cmD7cMkuWLKn7xS9+0bVixYrkB7lv7wepWNSwZ+ML3nhoxOjw+rIzV5wasjpdU4Pp/8O0tNxceGiEc2vb2rJ/JsJ5eHjYcOedd/q++93vDq1fv965du3agg0bNrT8s/t67733embOnJk+0vU6xZGZElmmeM+xGER+PbOC/ckM6/qG+U3nALMdFtYYVTraWohEIjjy8li6dCkDAwO0trZiMpkoLS1l6dKlXNfSy/kBDx6jRMBspNJqRkBA1TXiY0a3JkHEbxw1PLRLIo8NRiixmPhC2ajR6E2n1PHZP77JK/uDLC33ISsaHXUzaUlnEYGOzoHRgbGiMiQrDMhZNF3HahA5yetkSFaosVsYlrMc73HgMIiEswo7YymcRolfdQwAsEDPkGzel/McsNvtOZ+VZDJJIpHAYrEQiUQwmUw0NTUB5FqHNE0jnU6PmT+WU1ZWRllZGVarlWQySXNzM01NTcTjcYqLi5k1axZu98T4YVmW6ejooLu7m2w2S1FREXnm0dlci2ig2mplWJb5XXsfq7s6+eQcDztklXt6hvhGRUFugLzcO+p9NiwrbArH0QX48fRSutIy22MpujMykaxKMKtw/QEGk/2nzOfZoQjDWYVpNjNLD4jtXdcbzAkheSYjJWYj/1GSR2sywxvRBJfubOPblYV8tjTApcWjcbAn+Zz8vL2PG6aXTKic+UyRj/v7glzT2MkbS2ce1I72594gbckMvRmZR8aMQ88PePj97EoAsprOpkicjaEYw/KoafOueAqrKOKUDNzZPYRPkhiQs7wUinP3nCpeCEZocFrZn5LZHksSzip4jBKlFjMtSZmEpiEw2iZXaTGNVnoIAlUHVF3MXvF2O8Wyj1Uf9H02BKNsiSYJZRVmO62sLvKz0G1n85j584oDxIHNT3XgLbQRH0lTclIxG0ZiWMYizC2iONZWJ+IwSTjKXejoqLJGKp4lEcmQTmRRFR1d0zHPMmLSdJqabsBiKWFa9Xe4o3OQrnSGzdEkLckMRkHg0QU1TLeaubdniKGswhdKJ4qMjYk0e+IpVhX6SGoagvZ29cj7KbAcSIPLxkuhOE3JUe+cqKLSlpSRdY3VBV78RgOvhONMs5r5cnmAsPLvlZh4abGfG1p7OM5lZ3c8RW9a4XNlh0/WEgWBS4vfFiDPCXg43e/irp5h3oqlaHDZ+HrlsfmX+C67FP21m7l12x18e9E1SKKEKRiHvKMz9vX7/XR3d1NRUcHevT04nXu5u202VQGZ/7zATU+3CznTSyqVIpPJUFRaRncohSqaedzq5efTy/jYyzvJc9qZ4bASyao8MhjmO+UF+GxGXvveqWzvChNLZ3Fajq7iaoop3i9+ufmXhXftvmtCL11GzYjjr3/UhBZFUQ5qvT6QBx54oOMD3p1/GRvvu6tw29OPFymynBtMv3z/PWUNZ53ft2LNFf+S39xmszUkk8lt+/btM23YsMFx5ZVXjgBs3LjR9sc//tF/9913dx1u3X379pnOO++8mubm5t0f3B5/tGhpubmwo/N/JtwPNC0tjr/+boSWYDBo+MMf/pD/3e9+d+i92M9xHnnkEY+iKJHJRJZx0/opjsyUyDLF+0axxYhdFNkbT1MraLR2NOeEhI6ODvbu3UtRURGnnXYajbLKXwbCDDb38nIoTp7RyOl+F9dVFhBXFDxGka3RDCUWiUKLmQKzxLZIkqeHo8x3WXlsKIxZFJjlsLLc6yDPauIvX1hK+3CCHzyyC5vJQFmFm+mlLvozWQpNJmbaDXiMBnxGiTyTEdskLQ1BWcEhiaNmtprGlaUB9iXSrC7yE8wq2NApLCnCaDTSnZZxGEQ8RolsNkswGMRisaBpGhbL6Gyz0WjEYDBMiLjWNI1wOEw4HGbbtm0MDAzg9XopLCykqqoKl8s1Yd+y2Sytra10d3ejaRqFhYUsWbIEu91ONpulra2NYDBISf0MLiv205mRkTSN8OLj8KSStGQ1mpNZbvQdXJWQ0TQu3dHG5SV+QlmV/+0LktI0Sswm6u1WKq0mjJO0DPlMEh6jgceGwiwda+P4fGmAZxfX5ZZ5ZDCEUzIwrCi4TQZ+PaOcDSMx7u0L4jEa+FiBjxtrSvhBcw92g8hwViFwSDuE2yjxl/nV6DoT/H7WD4Z5NRxnus3MZcV+7ukN8mwwwg+be7ihpgRJgDu7h/njnCr60zIvjMQotZjIaDr7Ekl2x5J8e1rxaLpS/mjLSJnFTFsqQ08my3+UBHLeJJ94h0SdQ1tbxknJKhajmBOPhrIKQ3KWBpeN8w6oIIgpKl/as5+NS2bkWnSU4wPUeN8WsOY6reyMp7gwf1R4i2QVvtPUPRoZXHLwcdM1nReea6fTqHHFKdMB6Oz8IxHH6bSa5rOxN8jOsfSeL5fk0Z7Ockmxn6SicktHP7McFuocNv7UO8x/lAYO8hmZ4bDm2rsOrT76oKi2WbhtxsEJTWvb+3FJBgzCqEeKrOk0JlLsT8k4JJFVBV5MxxiL/K9CEAS+XFbAK+E4CUXhitKJFVzvhEkU+VLZsXnLHMqnp59DTI7l/h197DHsJ56AffHid1w3Ly8Pg8GALMvMmzcPSZL49BwPjzbFaRuKIwgCg4ODOBwORkZGqKqq4mMNxWxoHKQ2YMFmELm40EdYVtgRTXJmwM0bzXFueDzIpv0j/OlzS7jyz1u57dPzuXD+4X1ippji/SacCRvWNa47YknVusZ1RZ+f8/lBt9l9zIrvr3/9a//tt99eIAgCM2bMSP3sZz/rufzyyyuDwaDk9/uVe+65Z39NTY28atWqSovForW0tFh6enrMv/vd79rvvvvuvC1bttgbGhoSDz/88H4YHYBffvnlgxs3bnS53W71pptu6v7Od75T1tvba7r55ps716xZE1EUha985Sulr7zyilOWZeELX/jC4Le+9a3h9evXO3/yk58U5efnZ/fs2WPbt2/f7i9/+culL774ogvg8ssvH77++usHD6xSWbNmTfn27dvt6XRaPP/880O33HJL77s60B9CNt53V+Gmxx6ecANSZFkcf/1fJbQANDc3mx944AHfuMiyYsWK5EehcujDTDYbMnR133PE+0FX9z1FFRVXDhqNx3Y/uO6660q7urrM9fX1MyVJ0m02m3bWWWdN27dvn3XOnDnJRx55pF0URV566SXbtddeW5ZMJkWv16vcd999+ysqKrJr167Nu+uuuwLZbFaorKzMPPTQQ+2vv/669bnnnvO8/vrrzptvvrno4Ycfbr3iiisqlyxZEn/jjTcc55xzTvj000+PTba9f+5IfbSYElmmeN8wiSLXVBXxfDCCSYBm6zyahwY5To+zbNky+nWRP/UO88bODm6fUcbKPBcGQWBNkY/hrIqqw+uhGOVWE18qL+TVcJy9MYVVRX5+1t6HSzJwvR6nfF8Tlwsif6mfx9f3dvDZ0gBfLs/HZpKYVezmp58YLW3PajoxVWWG3UpTMk2RSeLNSAKTKBBXNVqTGYrMRvYl0qzMc3Oqz8U3GjtYXZTH2QE3m15/jUq/n87OTgoWL0G32Skb82r420CISFah3GrmVL8LWZZ5+eWXyWQyVFVVYbPZSCQSRCIRUqkU+fn5JJNJJEnKtf+YzWZcLhfFxcXMnTsXh8Mx4Zim02na2toYHBxEVVVKS0s5/vjjc8lI+/fvZ2BgAFVVKS8vp3TufJ4LJRgIDTHDbqHeLlLssPO3pMxf4jLXVhVOqBQxiyJPHeCTMk5CHa36MQoCjkkG0ovGWn5CikpS1VAnMdXen5IpsRjZEIzxn9NL2DAS468DIYyiwPPBGB8r8GExiPyivuyI55ZfgEg0Qkt3BEVRqKurQxAE7ppThUV8O4I7oWo4JQP1jlGRSxhrX/lRcw8r81zMdVqZZrNgFAQiioq/PB9BEPjh9LerdK6rem/TSqymg4/dpwp9k0Ygn+J3cabfzfebuvnjnNE49M/vamfviXNyy5hEgZbE25MMTsnAoDzaJte1J4im6eRXuTCZJd58vB23SeSzp1fzViTOC8Eoi90XkdF1GmNJBEaFmAUOK26jxDeL83i4f4Q3w3G+WBbgt13DlFqMSILAL/b3882qQtyHmbF8v+hKyxSbjUcd0zz+222NJDAIkNBSufMymFX4n66hsfSsD5eHx4sjUVqSGUrMRm7rGMRqEKi2Wjgn4OZjR2hxej+5d8+91HprOa7ouNxrwVSQzH9dS757GoOZLPnv4NcjiiI2m41oNIqu63R3dzN7toetHWFeaBxkRV0dmzZtory8nJdffpna2lpOrCnhOw/v4KrPNbAvkUYUBNrSMrKu8/FCHx7JQEO1j46RBC6LxNdPq+G11iDnzy2eMsCd4l/GY62PeQ9sEZqMjJoRH2t9zHvpzEuPKSp38+bNll/84hdFr732WmNRUZEyMDBgWL16ddUll1wS/NrXvha89dZb/VdddVXZc8891woQiUSk1157rWndunWeiy++uOaFF15oXLhwYWru3LkzXn31Vevy5ctTqVRKPOWUU2J33HFHzxlnnFH9gx/8oOSll15q2rp1q+WKK66oWrNmTeTWW2/Nc7vd6q5du/amUilh8eLF9eeff34UYMeOHfZt27btrq+vl2+++eZAR0eHeffu3XuMRiMDAwMTHhh++ctf9hQUFKiKorB8+fK6N954w3rccceljuU4fBhJxaKGbU8/fsTB9LanHy9acuFFgxaH85gG0/v27TOdddZZNUuWLIlv3brVMWPGjOTnPve54RtuuKEkGAxKd999d9vjjz/ucTgc6g033DAAUFNTM2v9+vXNdXV18vh2rr/++pK2tjZLfX39zNWrVw8vXLgwNd5icu211xa3tbWZ+/v7jX19faarr766/7rrrjvI5PlwYtuxfJf/a/T1/c17YIvQZGhaWuzr/6u3vOyKY7ofrF27tvu8886zNjY27lm/fr1z9erV1W+99VZbZWVlduHChfV///vfHSeffHLi6quvLn/iiSdaiouLld///vfeb37zmyUPPvjg/jVr1oTGf+Orr766+Pbbb8+7/vrrB08//fTweeedF7niiitC458VDocNmzZt2pfJZISlS5fWTba9d3WAPqJMiSxTvO+c5nezN5ZkXXiElGSlMK+IzcMxnhiKcFmxn+9NK8IkCHy7qRu3ZCDfJGEVRYJylnqHldbk6N+GPKORV+Ixys0Se+JpNiypwyCUEX8pxr5Zc1m3r3tSj44H+ka4ub0PSRAoNBv5/cwKHh0Mc0WxH69RosZmwWEQcRUYMB1QzdKZymARRU71O+lKZWj3FbCkuoKKqirSBokR+W3Pl6KuNiyRMLPnzAFc2O12LrrooiOWzmra6N/XQ6taDmVcWOnr60PXdcrKyli+fHkuJrq7u5uuri4SiQQlJSXMmTMHLPD3EZmOwTA1PZ1cccJxDMoKm0Z6eLa/h0+WlnJRYc0EgaVrzHMjOPbdNkWTzHVYaUykmWG3UGUz432HSoWVeW5CWYUz8ya2NX2jsoAam5mTvU5EUWSFz8nXKwtJygqD0cxhtxkKhdi5cyeNjY2EQiFSqYOfxWbPns2FF16I9ZDyxd/MrJiwrc+VTt5ikWf68N0Ob6gp4cQ3GnliKMy5AQ8/rS1F1fWcyFBkNrG66O1WDVEQ+O3Yd3bn2xjqjtGyaZDwQAJnwMr8U8t5PhjhicEwqwo8vBpOEFUVTva5MQGCLnB5aR6+sWNxbsBDvsnIT9v6OM3vxi2JeCSJnozMj5pHW1cuKPAedULUu6U5kebWjgEeGQwx025lttPKd6qKjtqEd47TRkRRqXdYMU9yvem6jjJJZdS/ihqbhYym05WWWVXgZUc8yfZYkhN9E4XX95KBaJrG/hhZVcMsifjtZqYF7FiMBjqiHZxRcQaDyUG6Yl1Uuip5c2AHVoOBqKEIAeEdRRaA+fPno+t6ThguKyvj56sKuPmZfZz4sRqGhoawWq00NDRgt9tZVOxhUYWXOYLErliS03xOHuwPUTTWDuSUDIQkgdfbRnixaYiZxS5ufb6Zz51QRW3Bu4/OnmKKf4ah5NBR3ZyOdrkDeeaZZ1znn39+qKioSAEoKChQt23bZn/qqadaAa666qqRH//4x6Xjy5977rlhURRZsGBB0u/3Z5csWZICqK2tTbW2tpqXL1+eMhqN+kUXXRQFmDVrVspsNmtms1lfsmRJqqenxwTw3HPPuRobG22PPfaYFyAWixn27NljMZlM+ty5cxP19fUywAsvvOC68sorh8bbCQoKCib4kPzpT3/y3X333XmKoghDQ0PG7du3Wz4KIsuejS94D2wRmgxFlsXdG1/wLjznwmMaTAN0dXVZHnjggbaFCxd2zJ07d8Z9993n37x5c+O6des8N910U9HcuXPf8RjedNNNPQf6dqxfv/6gG+XevXutW7Zs2RuLxQwNDQ0zV61aFTnw/cOJbeO//xQTyciDR3Wdy5mjW+5IzJkzJ1FdXZ0FmDVrVrK1tdXk8/mU5uZm66mnnloLo+OPQCCQBdiyZYv1hz/8YUksFjMkEgnDSSedFDnctlevXj0CsGPHDvPhtjfF23z4RhVTfCSZ4bTxg+pi7ugaZFhRONPnYqnbzlPDUb7f1E1G01nktvN6OM6AnCVgNNIrKzQ4rbw4EiOtasx0WHglHGdbLMksh4U3IwmWeRw4TjwBPRhlsdtOWyrDvkSaxkSKCouZ5V4HF+a76c9kMYqUftgMAAAgAElEQVQC+1MZbu0c5P+NGTHWHSH9Y288xZl5bsyiyL5kGmteAKvVyq86Big2G/l7MMrqQo2T/E4WN8ynp6eH3t7eXKuPzWbDZrNhMBgmTeQ5kriSSqVoaWlhYGAAg8FAeXk5J598MgaDgVgsxt69ewkGg6TTaWpqali2bFluey91v8RTO57iNMtxzAla2FFRzW87BxARqHf4+Ny0MhySgeF4htfbgrzaGqTSb+OLK6oZymTZFUtxss9JnsnIJwq8b1eFKCqdaTlnanokvEYplyh1IJO1KvysvY86u4XTfBNbogB2797Ngw8+iNPpZPHixbzyyisTltm1axd+v59TTjkl99rf9wzQ3hbiMyumYXN9ML4g7zU+o8TvZlWgjhUFfazASyaZJRrPko7JpBMKmqqxIyqjyhpZWUWVVTotEmarxIzlRYQHkvhK7JTUeHlmzOS3wWnj6WCMM/xO8o0S/905xHkFXr4x7eCqHYtB5ESfE6tBICgrpDSN/+ke4kSvnRuqi3lsKMIPm7uZ5bRxYb4X/3ssVDUmUtyyf4DHB8OMT/ntjKfYGU8xkMmybl71EdcfJ6Vp3NbRz319I8iahkEYTW26rNhPpcXE8yNRMhqclefmU4XeIyZoJRSVTdEEb4QTpMfMsu0GkXMC7n+6Iqazs5OSkhJKLCZKxqKX+3rD2EUz/zmv5D0/vocSSysMRNP4bCb6I2l290bJc5qwGA38YOkPRpeRYziMDvaN7ENRU+iijUqrGcdRJkjNnz8fAE3X2ZtI85acRcqz0DIUZ19Y4+tf/zoA9fX1uXX29sfo6o1xSkMxBSYjp/pdPDoYJpjJcqbfRVRRWfvJuVT57ZiNImuOK+dvW3v41sq6qWqWKf4lBGxHN+A42uUOZMxofGKp6GGwWCw6gMFgwGQy5dYTRRFFUQQASZL08WcIURQxm825dVRVFcY+V1i7dm3nqlWrogduf/369U6bzZarynin/WtsbDT9+te/LtiyZcveQCCgrlq1qjKdPvIs/78L8dDIUQ2SE0e53KGUlJRkDhTJTj311Oi4gHbjjTcWH43I8k6cffbZYYfDoTscDmXZsmXRl156yb5kyZJcO9HhxLYpkeXwmE35R3Wdm8xHt9wRP2vs2oXR61dRFEHXdWH69Ompt956q/HQ5b/4xS9WPfTQQy3Lli1L3X777f5//OMfh52dcDpHq6+OtL0p3mZKZJniA6PEaubG2jIe6AtyfUsPs+wWzgp4KDAb8RslhrMKaVVj/O4Qziqc7HNiEgS2hOMscNvJkwy8GU7yjcpCzAc8PJ/id9GXyTIoZzl/axNVFjMrfE6Wex2YRRGfyUCV1czpfhcRZXRSRdF0kqpKVNGQdY2YojJvLGq4KZHmyaEIt41VBbwZTnDlmECQVDVW5rmptpp5YjjCkCxzbr6X8vJy8vPz6enpIRQK0dfXRyaTQVXVXNUKkBvAmc1mTCYTBoMBTdOQZRlFUXKmuCUlJcycORODwUAikWDPnj20t7ejaRrTpk1j1qxZeDwezGMGt7qu05HMkDDPpbS8hiYEkhUmVrgdFJiNpFSNTZEEb8WSvPR6Nzu7I0wL2KkOOJhfNlp1ssBtZ8FY28+hBLMKkiBgEg7/LLSuL8glY5UVTwyFkQSBlYdUtHx2Zxu/mVGRq354fDBMJs+NURA4Z5JUk5kzZ7Js2TKMRiMnnHAC5eXl3Hvvvajq25Njq1evpq6u7qD1llf7cexP0PbW0EHGs/9unHBAks/2F7qQk1mMFgmLQ8JkMeL0W/AVOzCaRCSzAaN5NBkqOpTitUdaqZjtp3ymn3t7BulLK1xU6OPhwRBXleXTnEzz1FCUb1cVUmqbPP4aYJHbwaP9IVqTaX5eW8ozw1F+3TnEDIeFb1QUsDEU46etPQRMRs4NuJntOvgcenY4wp97g1xZls8yz5FjwMfRdJ2nhiI8OmZgfCgbQzFu2z/A1yrycz45h+Mv/SO0p2T+NLuS33cPc06eG49kYDCrUO+w8lwwitdo4K1YAkmAVYe0b8UVlaeHIjw8GOKlUAxlkuHDPb3DPLeo7p+q6vF6vTQ2NrJ//34sFgt5eXns3buXk5ad/L4LLADT8x1Mzz9ytYzT5KTOV3fEZY4GgVEPJb9JotZm4YKLZ/KgluKebS1IgsB8l43O9Ogz+7Vn11Prt/HD+7dT5LFimOUloqhsjiQot5opMEk8uKWVlsE4eQ4zM4tdSKLAcDxDvuvw5/UUU7xfXFB9Qej2rbeXHallyGwwaxdUXxA63PuH46yzzopedNFF07///e8PFBYWqgMDA4aGhobEnXfe6f3KV74y8rvf/c63aNGi+D/3DSZyxhlnRO64447AeeedFzObzfqOHTvMlZWVEwaFp59+evS3v/1t4Nxzz42NtwsdWM0SCoUMVqtV8/l8aldXl/Tiiy+6TzrppNih2/l3xOH1HdUg2X6Uyx3KoSLZgQKaqqqCJEn6gc+bmUzmmFXmQ/8+H/rvw4ltUxyeoqKPh1rb1pYdqWVIFC1aUeEnjvl+4Ha71UQicUSRcu7cuemRkRHpueees59++umJTCYj7Ny507xo0aJ0MpkUy8vLs5lMRrj//vt9RUVFWQCHw6FGo9FJt3uk7R3r/n+UmRJZpvjA+WShj6Cc5eVQgrAyzHemlWAxiBSLRmY5LPTLCv2ZLFujSU7xu5hmM/NWPMXxfhfTHRa2RpN8xV7AnniKF0eiLLObaWlpob6sEmdaZPOyWTw6GOKBvhFeDsU4wevknDwPf+odRtF1SswmnhgM4zEaUHUdh8GASzKg6DpznDYA7u4Z5iT/aGXF5kgCr1FiXNP5YrGFO7f/imsWXMN8t51XQzFuau0l3yRR77BSUVhMhcmIU5q8ggVGBRFZlpFlOSfAWK3WXKy0pmn09fXxxhtvIIoimUyGgoIC6urqqKyszAkrnck0WwZG6EjJoOsUmI0sdts5K+BG1XV2xpK0JNI8MRSmyGwkYDIyy2HlhLNnHPPvdjgj1wN5cSTGpwt9iIJAbzrLMs/bg+19iTSPDobYGknQL2eR0zJ/6B6mIyXzmSI/VbbJty8IAitXrsz9u7Kykk9+8pM88MAD1NfXs2LFCoqKJrZA280SS86sJBU7eHJlw717OWlN/RFnuNNZFYvxwxPhO868U4/sVTNOeCDJzhd7qF9WQKDcxW87B0grKtdU5PPIUASDDs8MR+hIZ/haeQF+05En1TRdxykZuG7aqFfNZ0rz0HSdl0di3NY1hK5DscVEhcXIwwNhHhoI8/9NL861NZ2Z56bObuEP3cPc0tHPZcV5nBNwH9FbRRQEVnid3NzeP+oXc8j7ig5r9/dTYjFy0QGiSEJV2RZN0phI8/mSPARhNHHpuWCUuKLyPzMruacvyLn5HoJylreiSb5aXsBL4RhfLM2fUKm1cSTG34MRVvrdbI4kMAgCyiR+Q+0pmT2JNIsPESk7UhmKzaajakVyOp1UVlbicrkQjEb6u7s5/vjjKSkrJJvN8sgjj7By5cpJjbAnY1hWDtsG93Ioxv6UzCcLvZO2UL1bdF3nlXCcOrtlgmn1gQiCwHemvX3dHpiipen6pMLZDRdaEAWBYs/ECsRVX1h6VOLdFFN8EHjMHvWS+kv6JksXGueS+kv63o3p7aJFi9LXXXdd34knnlgviqI+e/bs5B133NF5+eWXV952222F48a3/9QXmIRvfOMbw/v37zfPmTNnhq7rgs/nyz755JOtkyw31NTUZK6vr58lSZJ++eWXD33/+9/PJZ8sW7YsNXv27GRNTc2s8vLyzMKFC99zQehfxcwVp4Zevv+esiO1DEkmkzZrxanHPJg+GiorKzNPPvmkB+Dll1+29fT0THiwcrvdajweP+wDzlNPPeW56aab+qLRqPj66687b7nllp4DxZrDiW0ul+vfK7LvA8Ro9KplpZf1TZYuNE5Z6WV9x2p6C1BYWKguXLgwXlNTM8tsNmuTte1YLBb9/vvvb7366qvLY7GYQVVV4aqrrhpYtGhR+rvf/W7vkiVLZpSUlMgzZsxIjp8ba9asGbnqqqsqf/vb3xY89NBDrUe7vWPd/48ygj7Jw+KHlUWLFumbN2/+V+/GFO8Rj/aP8OBACJdk4NrKQqbbLWwcieGSDBSYJLZEE5zkc/HySJRnh6PcMrOCF4MRHugb4drKQnbEU3xtbyf/Veohb98u5px6BudubeaOmRV8ac9+vlyWz2Ulee+YdqJoOnFVxWOUcgOEQrOR6WMz+38bCHF7xwD7Emm+Wp7PCeYWrJKVxYUHp2lEFIWtkSRNyTQdKZmoonBa607EsXQhl8tFMBjE6XQiSRImkykXgZbNZkmlUrnoUkEQ8Hg8lJaWUlFRkWsFGkzLvBVP0pmSiSsqAbORBU4b9WNtTy2JNO1pGZMgoAJznFby32EA/V7z7X1dLPM4+PghBp2qrrM3nuKSHW1sXjYTkyiSVjUe6B/h0iLfQe1TY+XGB62fTqd59dVX8Xq9DAwMsGDBAjweD4ODgxQVFWEwvP07J1SVLZFkbuAmKxrBjiiv/bUVd8DK4vOqcOUdvlXs35mBjgh7X+ljwcoKrB4zv+ocoMAkEVFUsvqoh4WgQ7nVSK3NQtkRKliOlpZkmjcjCSyCwJ54iuuqChEFgZ+29VFtNXFewIN37DyMKirreoM8PxLl3ICHiwt9WI/QavJqKM40m5n/6Rriv7sGAbCKAmuK/XylPJ8is4n2ZIa0pnFPbxBJgJN8LgImiTxJwmQQCJiMXNfYyX19I3yhNI8Ss4nT81y5a/xAutIyHe0hZjXFcJ9VhWg2sDWa4Dedg1xVmk9bKsPtHQPkmSRUHWrsZqZZzVgMIgsEI2pWw2STyJoNLHLb2RtP8cRQBB2d0/1uGly2Ix5LXdf5Q88wN7f18deG6Tnht7u7mw0bNjBz5kwWLlz4jr9JJKtw8fY2SixGLivO46RDUsT+3BtkXV+QjKbxw+qSCe9PMcUUIAjCFl3XFx342vbt2/fPmzfvqIw+f7n5l4XrGtcVHVjRYjaYtUvqL+n7qMU3TzHK4dKFxll8waqed5MudGiM8qpVqyrHjUnH39u2bduelStXTg8Gg8b58+cn3nzzTcdTTz3VXFdXJ49HOGcyGeHkk0+uGRkZkS655JIJxrd9fX3G/fv3m3t7e3PGtwd+tqqqXHPNNSXPPvus+0Cxze/3T/DemeJgWlpuLuzqvqfowIoWUbRoZaWX9b2b+OYp/vVs3749b968eZWTvTclskzxL2VTJM79vUFSms5XygLU2ix8q7mHTxX6+Et/kPPy3DS47HyrqYsfVBfjkwz8pLWP+S4roiByd88w9UaBkaEhyisqOMXnxCgInOJ30ZHKcGf3EBlN56aa0txMcmsyzYP9Ibz9vQzYndhdTuwGkSvLCwC4tb2f2S4rp/vdPDscYb7ThiBAKKuyK5Ykoap8vMA3acLOOIqmIwqjs/GZTAZFUbDb7SiKQjabRZZlEolEzsDVZDJhMplwOp1YrVYEQUDXddoTabbHk/Sms+jCaDzubIeV2Q4boiDQlZYZkkdFa0kUqLaaD4rWHUfXdUYSMs1KljcjCVqSaWptFr5YFkAdqwgYkLNcUuRnmefdmWsmt21DnTOX65u7WepxMMdhzQ0Qx/lTzzB3dg+xzOOg3DI6u9+TkgmYjXytoiC33Bm//Aczi12cXl+ALsD5c4sQBIGtW7fy+OOPA1BbW0t7ezuyLLN06VLOOussAF4aifGjlh6WeRx8u6owdzw69wTpaQoz0BbGnW/jxE/VIpk+fNUq7xZd12nbNkRvc4iF51Yhm0R+1dnPmXlurKKBbzd105JMIwow32ljrt3C96eXvGOrzdGyKRzj0cEwX68owC1J/Kl3mHKriRFZYUcsiVeSOCvgYc6YyKBo/z975x3lRnmu8d+MelutpC3Sapu3N/duMC7YmGqKwSSmORBqaMFASAgQQgslcEMocSA44V5KCBBsApjigI0pNm6s7fX23nelXfWuuX9oMe4FSAH0O8fngKZoRtpvNN8z7/s8Em8Oumj0B/lpXuYhqxAkSeK86mY2uHwstadxRU46cQnedbip9QUQgCU2C2U6NVEp4fOTp1ExxqDh143dnJVpYmqqjl81JirObi3IwhWN7VU9JUXjeD/tIVjjINTiwnRWMbrJX3rUBGJxHm/vZ57FgEIQkQmwftjLCz0OslVKbGolPeu7mTLKzHZVnBpZnHVTyzh3WxPHmvRcnpPOuw4329x+xuhUzNYlxvvg4CAmkylR7i1J/LS2nfZAmJ8V2KjUa9CIIs2BEKW6hCAUDod3V7wdjrgkUesL8ov6TixKOb8qspOj/tf5E/WGIgxHo5TpvpsCZpLvH19XZAFwhVziqqZVpgH/gCJdmx5ZWLhw6KtUsCT59rDuuRXWratft+1Z0SJXKuPjTzyt5z8Z33w4brjhhqw904mSfPNEIi6xp/dVUzjUr1CqMiI261lDX6WCJcl/B4cSWZLtQkn+o0w26inSqniqY5C/9Q7R/nEPcyoyqDMEKNIo2eENMC89Fb1MRprPizoUokynYocnwF0l2XQEQrzn9HBRZSnHpBoo2GPS9FKvk6c6E/dBbYEwT1flY5DLKNSquTDLglkRJdLWxudEiGbn8J7DjVEm0hYK8xNTBr5olDcHXExN1WGUy0lXKshXK1nrdHNnYxeFIyKFwP49q3u2HKhUqt3tPXK5HLlcjkajwWjc26skHItT6wuyo9vJUCyKAGQq5YwxaDkjM5E2UuMNEIzH2ej2oRZFykYSf/YkHpfoGPJT0+1mZ7eb7V0udvW4STeoOHVhCfe29ABgVyk4byRhySiXYVcrUQgCvmgMXWgYhltBkpAMNoY1mcQBnUxEGQkTczqR2xLCx/ZOF6OzjcgtFgRB4KZ8KzkHaC16rW8InUzk2txMTEo5qXIZkXgcjSju9skB8IWidA4FmFWSTkaKij+ua6a+18ONC0qZMGECarWaV155hbq6OoqKipg0aRLZ2buDFJhh0vPmxGJua+zmic3tXJaXicWmI7fCQk65mY5dTmKROKL8O+Gzt5vmbf0EfVGOXVxCfzjKC92DVOo16GQy6rwBLswyI0kgCjAQjpIqk39jAkt7IMRbg25uzrfSEYrwVMcgp2eaaAoEubOph9lmAzNMat4cGOaFHicLM4xMMxlYmLG/B8+BEASBJyvyiJFIC/ttax/ZKgXz0lI4z2am3h/iT50DXJBloVSn5h8Dw6SMjPWpqTrUMhG9TMb/jinYvU+zUk5HMMynw15OTjcSerUR/5b+3cuHXm1AkItoxye8mDQykRtHWekPhbluVwfbvX4eKs1BRKA5EKItGGbmzCyGRZFRgsBxaiWSJPGZ28fpGakoRZEZcgll8062bNnC1lCI7Oxs2tvbKS4uZvHixSgUCm4eZcM2ElMtSRKX7GhlYYYRi0LOO4MuqgwaSuXy3S0+bYFEKteBTHdFQaBCr+Hv44t4rX+YC6qbWVE16qCteQdjcHCQtWvXkpKSgt1uRxAE2traUCqVhMNhYrEYp5xyCo+09vK+08OGaeUIgoAzEsURjlKs+2Z8UTqCYVYPuKjxBZALAs5wlPEpGja4/EiAJxrDPfLvNyXZzD9AwlmSJP9ujCpj/GhjmpN8uznuvB/1Tjn97P6d6/5p8g05FTqTOVJ53Nyho41tTvLdQ6Ewxo82pjnJt5MjqmQRBKEV8AAxICpJ0iRBEM4BfgWUA1MkSTpgicmBtt1n+Y3Ag0C6JEmHfDKQrGT57iJJEvc092CVy9m1oQezTsHMSVl82OviltG5rBoYYrRKQeamDWwaP5k3BtzcWmgjRS5DJDEJaw2EaPAF97qxfq7bwQMtPZyXZWFGipbhmMSpGak80zlAJC6hl4kjT7y1aGQitb4AoVicSal6VnQOEJYkLs/JYMOwl89cPq7eo9qiPxRBAp5o72NFl4NHynL2M8w8GP5ojFqvn3p/CEckBpKETIA8rZqxeg1ZGhXDkSgNvhAxJKKShFYmUqHToN6ntWLAE2Jr+xDbOobZ2j5Mba+brFQNVVlGqrKNVGWlUGZNQTNStfG3XidZKgWfDntZkmXBplLy+7Y+hqMxphl1fDjk5dfaPnj1MhBEQgVz+HH2ZVToNCzMNFHU143/s89IXbyYqAQX//kzfveD8Rg1CiTgutr2A0Yn70k0LjEcjeGKRuloHEYXg8njE1UDv3uvgYtm5CGXiWgVMmp63GxqdXLetDwUI+fe1NTEiy++iNlsJhAIoFKpuPzyyxFlsr2Egy1vt9FVP0Ratp6y6TZM1oRfRiwSxzXox2z710bi/idwRWLc29xNlV5DjkaJs/8NSmOfEY44kaQYUjxCq/Y0+nTzuCo38/A7PAp6AiGe73VyRU4GOrmM3kCY5Z0D1PuDOCJRTrIYydMo6Q1HaAuEmJCi4+T01KMyiw3H4zgjMba5/Xw45OFiexobXD4q9Bqy1UrSlHJ6QmFCcQlnJMpQJMZQJEqlXoNRLmPdkIePh718POylM5ioAluYkco9G7yE6kfa5AVQ5qWgm5hJZ0UqjnAUCYm1Tg8/L7Dx9qCbi3e0oBIFHi7L5Q8d/Yw1aHm220GVXsMvC22M1mvxxWJM+XQXr40vYlqqnq1bt7Jy5coDnteYMWM488wzEQSBaFzijYEh8ogjGxqk25hCvvuPiHIjnpST+MCXyslpRjKVcl7sdRIIdnJplg6DvuyA+/6CA7XhfcHj7f0EY3EEASQJtDKRVIUMk1xOqkJGqkJGkUaFTBBobGxEq9WSmpqKRqNh7dq1TJo0CYPBgCRJeGJxUuQynu9xcHdTN+unlmM+QIXdV2UwHOXtQRdhSaJSp2bh1sb91vniM0+S5OvwTVSyJEmSJEmS7ybfVCXLnH1EkB3AWcDyr7AtAIIg5ADzgfajOI4k30EEQeCXhVm83OOgYEomVkcUX3+Av7xUw2kWIydlGtnZ7SJr5myqewY5LT2RDgLwuSeAShTY6vYzex9fgfOyLMwx6XlzYJhX+oa4yJ4GwLGpBvI1SuJIbHH72eL2oZOJ/K1viAdKc/BHY2xy+flloRVJkljZ6+QMa8Jj5KGWHoq0Ks7ITAgqP7BayFQpmWf50oxyeXs/2RolpxwgLQegPRTGGY1zjElPtjrxVLkrFGG7x0+tP0RzMEyqXM4Eo3Yvc1BJkuhxBRLRy40ONrUN4Q1FmZRnYnxuKkuPyceiUzIp/+BizzkjQtDqQRdvDbi4ODudHLWSR+s6uMSexha3n5B1HKprEoLmxw43BU4PKpnIKI2KqMOBqDcgiCJXPbuJi6bns7a+nxmFaaQbVFybt39M877IRYE0pZw0pRyNRo1S/eUk2x+OYtQodk8Gq+xGqux7P5EuLCzkwgsv5P333ycvL48cSwmRYJwPAl7KFEryUzQIosC4eTmMm5/LQJuH/jbPbpHlo5cbUOkUTF343ZqESZLEX3sdxCTQy2UoBZEzShYhSWcCAoIAsViIKhQo5d9s6ko0LvHawDBDkRhrHC7Gp2h5rjvhgfJs9yBWlZxPXAGyNEpe6RvmprwMNrp8hOMSs8wGar1BZpkNu4W0g6EURWJSFK1M5NbCLLQykcJ9KiU2ufxcurN1r9cMMhHvHulle7Kqf5gTZmRyXDiGutSMVGVmnRThpV4nvnov/aEwz48tZJJRxx87B7g8J4MHS3NYVtfB79r6eGNiMa5IjJPTjZgUcmq8AYq1cep8QaYYdUw26ohEImzYsGG/9y4oKGDKlCkUFxfjjcYwKOR85vJiUcipMOrpDfnpr9lFtziLnJw0MsLbqNTM4dNhLwa5jLVOL8cY02lteYDS0l+hVKYd9LM7kMASjsf5fVs/F2RZyFAp+HPXIFoxkfRV39pKTKMjLNfR7A/Ru+kzQsEAaWlpBAIBFAoFLS0tu6PTJUnijK2NeGIx/jG+mB9azWwc9vHbll7uKUlUmw1FogeMdz8a0pRyzstKpJhF4hLrp5SxyxdAFAQEQCRRwZMkSZIkSZIkSfKf4GgqWSYdRCj5ALjxMJUsB9v2ZeAuYOXB1tmTZCXL94P1zsSTZpkAJ2kSk+KcVA1PftDEj2cWYNYpcUWi/KPfxV/7nHQFw/yiwMYiq5m3+odpCwS5PDeTN/uH2eROTOLGGdRU6TX8Y9DNRfZ0+kIR3nG4WDbqy3SL+5t7mGLUMceSwp+7BgnF4lyem8HnLh/P9Ti4vzSHvlCE+5t7eKg0mw+GfUxL1aGT7f0U3heLMeWTGvI1Kt6YWHLAc3RFojT4Q1R7/PSFIhRq1eRrlORrVGSovjSqlSSJdqefT5ocfNrs4NNmJwq5wCmjs8g1azBqFXQ5A9T1eREEyErVMDHPxKySdACe7hygyR/imtwMbCoF/nh8v+P1DoVQqEUkpcjP6rs4OT2Fdwc9PFCajSgIPNDSw8OtfeSplXwyrRxfLM4n/U5OyErHHYyQolYQrKlBXVFBdzDMxTtaWT3pwOd9IHZ+2EVOhYUUS2Ki/EFdP9GYxLyKI6uy6Gtx8/ZTOzjx8iq0RiXvPVODdzjEopsnotEf2H/inT/tpGy6ldwKyxEfZ5KDs6pviK5ghBPTUshQKXhrwEVnKMyizFTe6XeTqpSxotvBOVYTyzsGSVPImJyiY5JRg0IQ2eYJcFq6kXccbq7IzSQmSftVbB0NkiRxwqZ6tnsDu1/TiAJmRULYs6uU2NUKstVKstVKqnQaQlKcnd4gx1tSmPDxTk5LNzLHnMJmt5+/9ycMul8bX8w7gy60MpEzMk3s9AYo06nZurqVhk39LLx2HDqjilvqO7mv2M7j7f0s7+jnsYo8ftnQxakpKlI/fA+P201VVRWTJk1CnZrKu4MuesNRKnRqjjMnxNpPh72sG/Jy8yhrorolGqWlpYXmnl6qs4uYnqojjpPEw58AACAASURBVIArEiVVIWesxktb071UVvwWUTwy3xVJkrizsYuJUpgTi0ZxY10HtxVm0R0K82rfEKeb9UQa6/D7/YwdO5Y1a9Ywa9YsPvroIyZPnowkSezcuRO5XE5qaioTJ07kqY5+3hhwMcts4Kf5Vup8QW6p72BF1ajd5uL7ij0313UwI1XPHLPhgJ5SezI09Ckm07Sj/ItIkuSrkaxkSZIkSZIkB+NrG98KgtACDJFI0VwuSdIf91j2AYcWWQ64rSAIC4HjJUm67jBCzGXAZQC5ubkT29raDnu8Sb79NHoDPNLWR6VOTVwQuDovk1gsRlMgzOv9w7hjceZYDByXqmcgEuP3bX38ojALpQAPt/QgEwSW2tOQCwIauYwXuh0sspp5uceBLx7nJ3lWft3YxTV5mZgUctoDCU+HO4rsuKMxftXYxSNluQiCwGNtfRRqVJyUkcpTHf2YFXLOzDTxQEsP64Y8nJSWyo/safsZ4e45mXBGonQFwmzz+CnRqfnc42eqUUfpAdp/el1BqjuHWb2zl0+bEm2b0wvTmFpgxqCW0zropyBdR7vDj1wmMDnfTLktBdkePjAv9Tp5pLWXFLkMnUyGPxanOxTmxnwrF9rTiMXibHu3Ha8zRG6VBVuhEaVGTn+vh5g3RsAdJh6XKJli5eVeJ7fUd/L78lxOSk9lrdODhMQsk2H3+blXv03KiQt4or2fL87mkuz0A8bWeqMxtDJxd1vPJ681MXVhwe5I5ZXburjpb9Usv3Aic0oPXxUDULehl5oPu5i+qIi0bD3xmIRSffDJWjwWR/wak/gkX/Js5wAyUWCsUsVr/UOIKhnHmgzMNBnY6vbzev8wkhRnpsnAqwMunKEwxTo18y2pOCIRBsNRpqXqeK1/mMtz0klTKni4tW/EjPrIvv8D0eAL4oxEyVYrMSvkB0ww+vGOFloCIbSijHtL7BRp1WhkItvcPm6p72SbJ7DX+mMNGl4dV8S1te38yJ7GsaZE5VzIHyGiEOgKR+kIhukLRTgvy8Ijrb2Y5DLedbip1Gt4sdfJ46XZHGsx0hEM8c6gG0mSOD7NSMFI0tEur593B91ck5fJq31OHOEol+3R1rXN7ef62nauzkmnORDGIBeZbNQiCiJFNNHV9QLl5fcBiWtQMC7td+5vVPeglIvMr8gkHo/z+eef09vbS/7oMbwWFjHIRH5oULC9uhpJksjPz8dqtfLyyy+zePFi1q1bR3p6OoODg9jtdrRaLfX19cyYMYMVg17ec7iJShKPlOVSrFNT6wvw25Y+fleei3bkWPYVW8KxONs8frpDEbJUClSigF4mI1ejOqL46yRJ/hV8EyLLcGhYtq/xbaoqNZnEkiTJ95ChSFT2Uq/T1BeKKjJV8shiq3nIpJAnrwffUr4JkSVLkqRuQRAygHeBayRJWjey7AMOLbLsty2wCXgfOEGSJNehRJY9SVayfL/oD0WISBLVHj8dwTAzvE4+jgrMLcijaJ/2AFckymt9TvojMX6am8E/h7y4o1F2eUP44nEq9WreG3RzfW46bw66+UVhFs92O8hUKjgx3chjbX3ka1ScmpHKX3scbHT5WJRpZqpRy51N3dxWaCcUj/Prxm5+VZTFqv5hXux10hEMk6FUoBAErsnL2MsPZqvbT1sgyHA0RplWjVomY9wB4luDkRgbWpx8UNfP+oZB+j0h5ldkMqc0A5kIzQM+dvV6UIgCY7KNTCu0UJppOKi3Ql8oQnMgRJFWxYXVLeSoFZyYlkp/OMwOb5DxKVouyU4n6Iuw9oU6NHol2WUmvGkKVINhUgxKdEYVOpMK2ciEKCZJSFKizac/FKHaG8Czh1ltkVbFaIOWrmAY+yHSS9oCIU7f0sgzo/OZkJKoUvr41UZmnFUEJCZeO7rc3PxKNe5AhPdumLXbS+ZQxKJx3nj8c9Q6BVWzs8kqSiUaidGybYDiPRJiknxzxCWJP3UMkKaUc5w5hRt2tFIeF1EYVVg0SjIUcryxOKdmpOKMRPlL1yD+eBwtAgttJqrd/t3GrG8ODHNNXib9oUSF14J0I32hCHc1dXNbYRaZI9Vd3mgMURB2T9QhIab8rdfJslHW3WawX7B+yMM0o34vI+ovaA2EcIajyAQYY9DuTvT6WX0nV+Zk0BOKsKS6iWBcolir4uxMM2dmpuKPx/nQ6eUDp4dfFtoo12u4d/UaXncHabHYQBQ5NlXPC2MLKf6wmlXl2dzR5eSCrDTOyEilIxhi9YAbnUzkjIxU9COVGyF/hM66IezFJj4LB8jXqMjRqPhDex+ZCjln2izEJYnratu5Pi+TwhFRxhGO8E+Hm4gEVQYNBWIXOm0RgiBwW0MnfaEovyy0kbuHMW4oGuOZ9a009nv56fxisk1aotEoW7ZsQRRFcoqK6G1ro6WlhTFjxpCWlkZbWxsajYbc3Fyqq6tRqVQ4nU7y8vIwm8309/eTmZmJQqvjlw1ddIbCGGQif6zMJybBdbvaqNBr+MmIr9WLPQ62uv38rMB2QL+WgXCER1p7cUfjgIRCEDkx3ciCozSzjcfje8XDJ0lyNHzfIpxvueUW629+85tv5LgGBwdlTz/9tPmWW24ZAGhtbVVcccUVOatXr27+Jvb/307A45bVrPunyTvkVOhN5kjFcXOHNIaU5GT6e8xdTd3WP3UO2IJxaff1QC0K8Uuy03tuK8z6SuNu33GW5N/LNxrhLAjCrwCvJEkPjfz/BxxCZDnQtsDbwBrAP7IoG+gmYaB70D+ypMjy/SMUj3NXYzdN/iBWpYJoJMLktFQuyEok2TT7A7zWN0xnKMIxqQkTzTpfkEyVgjZfiDVONz/JzUArl/E/rb2cnmFCJQrka9WsbGiluLuL9OlTeKCph3tLc4hIEjfXdbAow8SctBQ+cLgYDEU5O8vCq71OlKLACWlG1jjcLO8YYJvbx9W5mVyQZUEhCjzf4+Sl3iEuzk7jfJvlgJM7gGF/mI+bHLy2tYuPGgcpSNcztyyDMquBPk+Qbe3D/HBKLr3uIIXpeipsKbsrPfalNRBijcONe0T0yFQqWJBmZN3OXk4cbeORtj4ebe9HJQqMN2g5I9PEUvvBfRv+lbwz6Ep4vsTj/LIwi6A7TG+Ti8IJGUiSxGX/u5mabjenj8vizPF2ijMNh9/pCNFwjI9fbcQ9GCRvtIWq4+yHjAVOsj/+WJzBcIRcjYrPXD58sRizzSn7rReOxflz1wBamYzz7Wn8vrUPGRLd4SizTTrmpZvwhCO8Mehik8tPoU7FGRkmBAn8ksSaQRcZSjlpKgWfOj1ck2+lMRCi1htkilGLSSnnnqYebsi3kqZMTMAlSWLRtiYylHKerMjbq0ps/md1/LzAxlxLyn4T9kgsQq2zFovGQpY+a/frT7T3s2ik5cemUtASCBGVwKZScE9TN09W5rHDE+Cz2gF+MjGXFLWCwUiUNwZcvOdwsyAtBbtKSapCRqFSzmlrPqVBY0ASRG7Iz+SkNCMP1bVxSlsNU+YvQJLJ2O4JMByNcbbVjFYuI+SP0FHrxO8OoVDK0RYY+FyIcLzFyKt9TmaZDNjVSh5q6eUYk55j9/guml1uNnhDxBGwqxUcY0rZr+JjOBLlproOBODhstz9qu3qet3c92Ytc8rSmVqQEG8jkQiff/45kUiEsrIyDAYDCoWChoYGuru7KSsro7e3F7PZTHp6OrFYjPXr12MwGFAqlUyalJiPfuj0EIzHmWNOQS4KbBz2cntjNzfkZ9IZDKOWifSGIsgQuC7/8K2BMUkiLnHEVS3btm2jqamJjo4OZs+ezbhx4/ZeIR6HpPiS5DB8HZHl4U0PW1fsXGE/2PIfVf6o679NaNFqteP9fv/WfV+Px+NIkoRMduQm5XV1dcpTTz21uKGhYec3epDfAr6tEc5J/nXc1dRtfby9/6DXg5/kZnR9FaHl3znOotEocnkymHhPDiWyHPYOQxAEnSAIhi/+GziBhOntYTnYtpIkbZckKUOSpHxJkvKBTmDCoQSWJN9PVKLIr4vtTDfpeX3QRUs0zlqnh7cHXNzW0MkznQ6mGvX8psiOVpRxV1MPax0eonGJaWYDM0x67mvuYXjYzeW7tlIYCZKnUfG+w8VvnUEs06bw9qCLk9KNKESB1/uGqNSrmWUxEIrFed/pYX66kWAsxi5vgFKdhh/vaOWx9n5WjB7F58dUcUK6kftaepn4SQ0Pt/UxxahjYop2P4HFHYzw8uZOlq7YyLT71vDWjl7mV2Ty8LnjmFFooWnAy85uNxU2Iw+eM5apBRZOH2enym7cT2DZ7vHzdOcA3miMzS4fZ2WkcrpOT2ZfmJatfTR0uhjyRXj47Tp+mm/l46nlbJ5eyWsTiv9jAgvACWlGbimwcUeRHZkgoDOqKJzwZUvIzKI0Xrp8GjefWHZUAguAXCnjmHOKsRUZsWTpdk/CuxuGCQejuAcDh9lDkuFIlOtq2/l9Wx9b3T7ua+5JpHN93kx3MAzAUDjCHY1dOCMxzrWaeKZzAH8shjMS5RiTnnnpJl7qGeSFHieRuMQtBVZKtCqeaO/nz10DxCWJxTYzsywp1HgD/HSUle3eAAu3NPD3/iE+9wbQyWTcW5K9W2CBhGnr78tzWTfk4dnuL9MPU+UyjknVc82udn5S08a+Dw7ea3+PC1dfyEObHqLP17f7datKgVoUmGtJoVyvYXyKFpkAk4067ivJ5oqdbUw06jg5L41IXOKuph5e6xtmilHHPcV2/tY7xJLqZn7weRO9MYn/OXYiMiHxk1qqVaN2DnIVfs464wzseh3rh32YlTLOs1norh5k+9pOmj4fRGPTotIqaBKjvBXyY5DJUIoiJ6Wl8lLfEKKQECE2unx8MuTlrz2DvNA9SL8vgFkuxxuLsd0b5EDSQ6pCzq0FNoYiMW6s69hveak1hSfOn0COWceSpzZw9h8+obrby+TJk5kwYQJDQ0Ns376dDRs2EAwGycnJYfv27Wi1Wnw+HzKZDLVaTUtLC1OmTKG0tBSAWl+AOxq7cEdjyEWBQCzOuiEvdrWCEp0arUxkic3CT/MyDyiweL11hMN7J1zKBOGQAktvKMLzPQ52eQN0dnayevVqTjnlFH7wgx/g9/v3XtnZDE/NhvfvO+j+kiT5OgyHhmXP1z5vO9Q6z9c+b3OFXF9J6XvssccsJSUlFaWlpRVnnHHGqPr6euX06dNLSkpKKqZPn17S0NCgBFi0aFH+0qVLc8aPH1+WnZ09esWKFSaAtrY2xaRJk0rLysoqiouLK1evXq2/6qqr7KFQSCwrK6tYuHDhqLq6OmVBQUHl+eefn1tZWVnR1NSk1Gq14784hhUrVpgWLVqUD9DR0SGfP39+YWlpaUVpaWnFu+++q1u2bFl2R0eHqqysrOLyyy/PrqurUxYXF1cC+P1+4eyzz84vKSmpKC8vr3j99dcNAI8++qjlhBNOKJw5c2ZxXl5e1RVXXJH9VT6f/yTrnlth/WzVK/Y9BRaAaDgsfrbqFfu651Yky2u/ZwxForI/dQ4c8nrwp84B23AketTXg33H2eWXX55dXFxcWVJSUvHUU0+ZAM4///zc5557zggwf/78wnPOOScf4JFHHkm79tprswCeeOIJ8+jRo8vLysoqlixZkheNRoGE8Hr99ddnjRkzpmzNmjXfrbSIfzFH8mVmAusFQfgc2Ai8IUnSakEQzhQEoROYDrwhCMLbkGgPEgThzUNt+82fRpLvMqIgcG2elTsKbGQp5RjlIsPRGBdlWVg2ykqdz8/tTd0Mx2L8osDKtfmZdAZCPNDczWSjnlsKbGSYU5FOWIBoNNIRDNMcCLN6YjFmuYxaX5CZJgPhWJydvgCLMs2IgsD6IQ+5GhVGhZz3HB5UgoBcSAgFz1Tls8bhZkl1Mydsqmebx89thVl8PqOSh8pyGG3Yvy3o4XfqeXVLJ/PKM/ntOWNJUcv5cKQ9aOkx+Ty2ZAI3Lihlyijzfgkr0bjE+iEPD7T0cF9zDy2BMD/INCGXoLV6gCffa+TTZifTCsz84uRyphVYuPjYUZw9MQeNTKRAq9prwvrfiCAIZBrVLHl6A580OQ6/wQGQyUQmnphPVnEiCUqSJNyDAba+247HGfwmD/c7SZZayV/HFlKmU/MDq5kHS3MYp9dy0ygrWSNtYB84PZgVcm4aZeXe5h4GQhHc0SiTjDp6QhFe63XSH4ryA6uJTKWcJ9r62OENcLHdwmmZJkwKGX/pGiQYi3NxdjruWJzrattZYrPwRHkuBXu0teyLXa3k9+V53N/SQ38oEb8sCgJ3l2Qz12zAE41R60t8z/W+IJ97/Jw06iS2XrCVh2c/jEWTQXxEhCnQqPhLt4N7m7o5c2sD6QrF7jSwFLmMXI2SJ9v7GZeTikWrpFyv5p9ON/M31fFitwMRWGBJwR2Nc151EzkaFQ8VZzFqqI/JKVqK83JRlJRx8pZGrqhpZUmWhZ5QlJ5wBItdz3CagtcyJMJGJSmFRuZPtlOiU9MditAaCJGmUnDjKBuCIKCWybhhVCKyPlOpxBeLURMXsGtVXJaTwTV5mQetmsvXqvlFYRYCiaqffdEq5cwty+DDm+dwUpWVVb1DLN3eTF0kTmFhIRMmTKCyspLu7m4CgQATJkzA4/Hg8XgYGhpi/fr1nHLKKcRiMd5//31cLhclWjVx4JG2PmJSwhNGJxM5Oc1IilyGRiayemD4oJVmen0pSuWRmVKH43HO2NLAstoOwnGJ63e28smGDZx99tmo1WqsViszZszYeyNjLky4CDavgLduSWRWJ0nyDbKqaZVpzxahAxGKhcRVTatMR7vvTZs2qR966CHb2rVr6+vq6mqWL1/efsUVV+QuWbLEUV9fX3Puuec6rrzyypwv1u/r61Ns2rSpduXKlQ133HGHHeCZZ54xH3/88a7a2tqaXbt27Zw6dar/iSee6FKpVPHa2tqaVatWtQC0traqf/SjHzl27dpVU1JSEj7YMV1xxRW5M2fO9NTV1dXs3LmzZsKECcHf/va3nTk5OaHa2tqa5cuXd+65/v33358BUF9fX/P88883X3bZZfl+v18AqKmp0b722mvNu3bt2rlq1SpTY2Oj4kDv+d9IwOOWbV39+iEn01tXv24Lej1HPZmuq6tTjho1qvLcc8/NKy4urly4cOGo1157zTBhwoSyvLy8qvfff197ww03ZN1+++27levi4uLKuro6pdvtFmfPnl1UWlpaUVxcXPnF5PvDDz/UTp48ubSysrL82GOPLW5ra1MATJkypXTdunVagJ6eHrndbh8NCRFs3rx5hXPnzi2y2+2j77333vRf/epXmeXl5RVjx44t6+vrO/JSp+8RL/U6TXu2CB2IYFwSX+p1HvX1YM9xNn36dO/27ds1u3bt2rlmzZr622+/PbutrU1x3HHHedatW2cA6O3tVdbX16sBPvroI/2sWbO8W7ZsUb/88svmTZs21dbW1taIoij94Q9/sAAEAgGxqqoqUF1dXbtgwQLvVzn/7yuHHeSSJDVLkjR25F+lJEn3jLz+d0mSsiVJUkmSlClJ0oKR17slSTr5UNse4D3yD+fHkiTJBdnpXJqbwc0FNkKSxCU72/hrj5NCrYZ7iu380GbBEYlxZ2MXNb4gV+dZ0ctldI4kAr3Y48Qfl/hDxwDHmQxo5TL6whGyVUoUMpHGQIhyvZoMlYKYJLHO6Wb+SCT0DJOeH2SZUYkincEwx39Wz7K6DvI0KlaOL+KDKWVcnJ2OYaQcPxqX+HVjN6v6h3cf/68WVvLcj6dS1+uh3xPi+nklPPrD8VwwLQ+bcf+40UAszpsDw6zqH2YoGiUmwU/sGUyLyGipHmDFuhZiMYlPmx2cMzGbJVNzKUjX7zVxKbUeXTXIf5oFlVb+dNFkOob8h1/5CBAEgbLpNvJHp5Ge++36LP5TKEWR+WlGHJEYK7oGWe1w7fYS+mTIQ5pSzjxLCo5IlCy1kkkpWi6yp+OPxfFEoowz6rg638oGt4+2YJjbS3LIVsn5v55BKg1aXu5xkqtRYlUrebytjx0eP29PLOHXxXYMCjnlh4nePd6SwkdTynm4tZeNw4nf+xS5jD9VjaJSr+HXTd10BcOkKeW8O+giLkl8PORleUc/NV4/1+1qp8EX4O99Q4wzaPlFYRbn2yxcsrOF1kCImCTx9qCLG/OtzDGncMmOFqq9AVzRGO87PcQkeKxjgBmpeja6vJyenooUl7i+tp3TbBY+OmM+WRoVb+zYxbMv/Q1jOIhNpaAnGOEsqxlvaytNDS3EJQkBib/1OpEbFLzeP0y+WsFYg5YNQx6e7RokHI/vde6VBg0TjDouyc7g4uwMqka8ZA7H+BQt95Zks6JzgE+HD3yPpFPJ+fHMAq6fmEeWSsmCTfU82d4PgF6v55hjjsHj8dDd3U1hYSFyuZyuri5mzZpFTk4OwWCQjIwMGhoaEAWBv4wexUtjC3ffZFyZm8EiqxmzQs48cwpNgYPO144KpSjy4+x0xhg0LLWn8daUMs5ZtIiioqLd60TiErERIcUfjvJh8xDSpIvh2q2gTwd39zdyLEmSfMGAf+CIhIEjXW9P3n777ZTTTjttyGazRQEyMzNjW7du1V122WVOgCuvvNK5efPm3U+cFy5cOCyTyZg4cWLQ4XAoAKZNm+Z74YUX0m644YasjRs3akwmU/xA72Wz2cLHH3+873DH9PHHHxtuuummAQC5XI7FYjmk98jHH3+sv/DCCx0A48ePD2ZlZYW3b9+uBjj22GPdFoslptVqpaKiomBTU9PBlff/MmrW/dO0bwXLvkTDYXHnun8e9WQaoKOjQ71s2bL+2tranU1NTernnnvOsmnTptp77rmn85577jmouPPqq6+mWK3WSF1dXU1DQ8POs846yx0KhYRrr702d+XKlU07d+7cddFFFw3eeOONB21n+YL6+nrNK6+80vzZZ5/tuu++++xarTa+a9eumkmTJvmWL1+ejGw8AH2h6BGN877wka13MD788EPD4sWLnXK5nJycnOjUqVO969ev186fP9/76aef6jdv3qwuKSkJpKWlRdra2hSbN2/WzZ0717t69WrDjh07tGPHji0vKyurWL9+fUpzc7MKQCaTsXTp0qGvc1zfV/67H20nSbIPk416/tE/zPM9DiYYtPw4O40d3iCykd56/0jssk2l5HetfZTpVPjiEsvyrcjFhLGlXiaSqkiIIWqZiFxM3ITnqZX0hiL8T2sv5To1J6WbyB0xl/RFY1iUSt4YET2uyEnnhzYLlj38IiTAGYmRppQjFwWWZJn5Y8cAz3QO8JfRozAq5AiCwF1nVBGNS3SFEikkmXtENsckiTUON5+5fGhlInPMKZRrVbxb00e7w4+5OA2TVsm1xxftnlz98YJJR2QO+9/O+7X9PPFBI/cvGsPiSTmH3+AIkSSJvhY3XfVDpFjU6FLVWAtS9pqcOrq8dNYOYbCoKRiX/o2997eZUVoVj5TlAgmT25/VdzJWr2Gu2UCtP0SjM4gjEsMXC+KJx8nVqvDG4qzqdaAQZDQGQ5yWnsonQx5ckThX51p5pccJwBmZZv6vc5AirXovn5EjxaSUc7wlhQu3t7B2ShmZKgVqmci9Jdk81NLLlTVtPD+mAKtKwS5vgOmpOtqDIZ7vHWJ+mpFinYZfFNp4pdfJhdUDPFCaw1xLChpRRCYIXJydTpM/yGSjjjcHhnmguYfbi+z8NC+TR9r6mBT18Xb3ACaFgpUDwyxJN2CUyfBG4+hGxvNUazqybCsem4UUvZ4LtjdTZdDwP8VFrOnv4g6Pg5aBCCZ5whB7YaaJv/Y4yVEpOMdmQXWQ9KuUfXxVcPeAygCq/at4u7q6qKmpQa1WM336dMr0Gv7eN0SDP8gFWQduGzQr5Nxbks1Mk57razvQDIdJQ+TUMVlMmzaNXbt28dFHHzFv3jzeeecdNBoNdrudd999l/Hjx1NYWAhA3khF0lqnm7VOD55oDLNSzk9yM0mRy/jJ10iO2pdTM1I5NSNRhSTuMa59sRixuMQnLh9rnR7uLcnmiQ+aeHFjO9kmLTefWMqMmcu+seNIkuQL0rXpkW9yvT0ZSeY64vIrtVq9e90v2ilPOukk77p16+peeeUV49KlS0dde+21fVdfffV+JaRarXYv8WXP381AIPCVTc8O5QepVCp3L5TJZFIkEvnWmKt5h5xHNEn2HeF6+2K320NTpkwJAJSUlATmzp3rFkWRCRMm+O++++6sMWPGHLAvesKECYFbb70158orr7SffvrprhNPPNH72WefqRsaGjRz584tgYTvTnr64f8eZ8yY4TGZTHGTyRTX6/Wxc845Zxhg9OjR/urq6v3LuJOQqZIf0TjPVB7ZegfjYONq1KhREZfLJX/99deNM2fO9DidTvmzzz5r0ul0cZPJFJckSTjnnHMcjz/+eNe+2yqVynjSh+WrkXR9S/Kt49SMVH4+ykp3KMzsz+o4bUsDwVjiPqBcr0Etitzb1M20VB0hSWKaUYdcFLi7qZsd3gA/tFm4sa4DRziKRSHHrlLwp85+Nrp8TDHquC4vkwXpqUxI0bJx2MuDzd28NehiMBzhHKuZj6eVc3Ve5m6BpT8UwfbB5zzVMcBHwx6e7hzgzYFhirRqHijN4YWxhRj3MeP0x+P8vW+I7d7E76E7GmN5Rz/3N/dgUsi5tTCLWaKK9zd08se1zRRl6Llgeh4vb+6kKmtvgcCkU6JWfPtFlpnFaYy2p3L64x/xafNXaxc6EIIgMGZONuOOz0FrVFH7SQ8fv9qIs9tLPJ74QTJY1CM3rntv+0+HC3/ga/3mfScQBYGfj7IxHI2xonuQv/cPEZIkLrJbuD7fyhmZZiYZ9VyYnc61o7K4OCeNZflWZltS6A1HKNJraPCHGIpFuSw3g7f6hgkT5+SRifFXYabJwDW5Gdxc30Fk5HuUCQI/K7CxakIxermMBWlGNbS8kQAAIABJREFU3hhwEZXgBzYLN+ZbeaK9D38shkoUWZKVxi2jrPy2tReVKO6OU98w7OW2hi4u29nKyoFhLAo5/3S4uSk/k6dlHiZv/IAf9rew2GrizQnFXFdg50y1xPaNn/LujhogcbPjcDgY3rWdF3sdnJluxCiXUR8Ic8KsXM60mgEYisa4vradnd4gF9jTmJ1mPKDA4nOF9nnBAf93NjxSCW98KRQEYnG2uHy0tLTQ2tpKTk4ONpuNDz74gFPSU/lpvpXuYGT3Z/YFjf4gQ3u0E52UnsrfivJ4/PVaHnqvnl9Ut+IIRykvL6eiooLXX3+d6dOn43Q6qa6u5uSTTyYlJYXGxkZ8vsSD745gmKtr2niiY4D/7XHyu7Z+7m7q5t1B11f+3o8GnUxGikLOgjQj95ZkM+wP8/SHzcwqSefk0VZ+8twW3tre8285liTfLxYWLhxSyVQHrA75ApVMFV9YuPConxCfeOKJ7lWrVpl7e3tlAH19fbLx48f7nn76aRPA8uXLzZMmTTpkWX99fb3SbrdHli1bNnj++ecPbtmyRQsgl8ulUCh0UFHDYrFEtmzZoo7FYqxcuXJ3NcYxxxzjefDBB9MhYY7pdDpFo9EY8/l8B5xnHHvssd7/+7//MwNUV1erenp6lGPGjPnW9/TqTeYjumHQHeF6+7KnACWK4m4BTSaTEYvFBLlcLsX3qID84rscM2ZMaMuWLTWjR48O3HrrrfYbb7zRJkmSUFRUFKitra2pra2tqa+vr/noo48aIPF3EIslipG+aOM63DGIokg0Gv3WCGL/ThZbzUNqUTjk9UAtCvHFVvNRXw/2HGezZs3yvPzyy+ZoNEp3d7d848aN+pkzZ/oAJk6c6F2+fHnGvHnzvLNnz/Y+/vjj1qlTp3ohcU35xz/+Yerq6pJD4ppSX19/8KjQJEdEUppK8q1ktsWIXBT5x8AwBZoIl+xo4cfZ6bQEQsxI1TPWoEUjE1mYYeL+5h4KtCquy8vktoYulo2yclOelRWd/dR4A4TjkKdRUqRVMxCKEFcp+GjIQ7UngEUh59q8TFSHcNR/z+EGYLHNjGlETNns8tEeCJGrUfG/3YN8NOzlNyXZ2FSJa1aKXMb1+V96n61zejg9w4QUjPJGdQ/rAhHG5aRyzdwi5HtMuO48vepf8XH+V9A5FMAfjpJl1DA+96tPvg+GKBPJKkrFVmhkoN3Dzg+7kSlEehqHGTcvl9JpVjT6xPfjc4WoWd9NsN3DFouGY84p+t4nFZmVcq4eid9tD4TYMOzj/uYeInHIUSso0qnJV6vI1ijJVMrJUifGzJmZZsLxOL+o7+Ce4hy6gxE2e3zcWph1qLc7LGqZyFlWEy/2OrmrqZtfF+9f5ZyuVJCjUVLrDTA6RUuaUs4Sm4VH2/q5pSBRWV1h0KKXDbF60MVZmYk5g0IUqNRr2O4JcGKakR/azGT5PWzcuJE5EydQlZuDV6lmhTvMw60J3xFvKESOyY43FkfpdDErPR1zbj7NgQgqAV4fdHNSWgo31XdwYpqRm0fZUAkipTo1x1v2TwYCGOjwMNzvZ6jbh0qvYPSs7C9NsJVaGLMY5t8JmZU4nYkI+3cDUXL7u7Dl2AkEArz00kssXboUtVrN9u3bGT16ND8rsCFJElvdft4aGOatQRcN/hDHpOp5cWzh7mMZY0vhwR9P4qqGDuIqGdUeP3MsKeTn55OZmcmWLVuoqKjA4/Gwfv16pk2bhtFoZPPmzUydOpUctYoqg5b3nZ7d5/Rst4MXe5xsmF6++3r472JXn4fRdiMGtYKCND0bb51Hu9PPNS9s5dQxNhZUJv0ok3wzpKpSY0vKlvQcKl1oSdmSHqPKeMiJ14GYNGlScNmyZT0zZ84sE0VRqqqq8j/55JPtF110Uf7vfvc7q8ViiT777LOth9rH22+/bXj00Uetcrlc0mq1seeee64F4LzzzhsoLy+vqKqq8j/44IP7PdW+8847u04//fQim80WKSsrC3wxuXvyySfbly5dmldSUpImiiKPPfZY27x583wTJ070FhcXV86dO9d1ww039H+xn5tvvrn/ggsuyCspKamQyWQsX768VaPRfOvNkSqOmzu0/sVncw7VMiRXKuOVx839l7Rf5Ofnh958881UgPXr12u7urpUkIjPzsjIiF511VVOg8EQ/8tf/mK5++67e51Op/y9997TzZs3zxcKhYTt27erJk2aFMzJyQlt3LhRN2fOHP9zzz33lVqbknyJSSGPXZKd3nOodKFLstN7UhXyo74eWK3W2J7jrLKyMlBeXl4pCIJ05513dubm5kYhIWx++OGHKVVVVaFQKBR2uVyy4447zgMwceLE4C9/+cuu448/viQej6NQKKRHH320/VA+TEkOz1FHOP8nSUY4J9mXGm+AB5t7EhHNpTncWN/JQDjCVbkZvNDj5BiTnh9azTzW3k+5Ts24FB0Guchfugb5wOlmhlHPgjQjA6EoH7u9qEWBc20WUuQylIJwxBPrLW4fD7f2cVuhDZUosrxjgFS5jJ8V2Njk8rHJ5eMiexqPt/ejFAXGGbQcZ/7SI8QfjrKufoCMFDUFaTpStd8vATkel7hj1U4yU1RcMD0fo+bf43MX8kcY7PJSs76b7dNTyTdpOc2UwievNqFQieRWWrCXJO8vDkU8Hqc1GKbZH6IrFKE9EMIdjVGoS4iWKXIZrv5BLlBKjBo3mqc6+mn0BcnRqDDKRSYY9VQexoflcPy9z0m1J8AdRfvfv0TjEpftbOUPlXkoRZFoXOLkLfX8uWoUWWoloXicK3a2clthFgUj7YGQGNNaUWT7+2tIN+jp6+ujpKSEvLw81Go17/9zHTuyi1EatZjbAmxKTxhyByIRzCoVtxdlYVTIuHZXOwYhUVHljMU512omFIsxSqdhQoqOgCfM1nfbmXxqPop9zKlbqwdRKEVsJSZEUSAWiRGLSSjVX7Yp1tTUsHnzZryBAOYZx7FTZUBftwNFQw2XXnopK1eupLe3l0svvZT333+fqVOnkp5p5YytDWxy7+999OPsNO4u3jvQIyZJ9IcjLN7WxI2jrJyekRgToVCIP//5z/h8PiZNmoTJZCISieBwOIjFYkyYMIE2lY7TtjTstb/jzYkqpGmmf59PUkySmLOxDnc0xmSjlnMtJgY73PzPew1MzDMhEwWUMoG7zxz9nagMTPLN8HUinCER4/x87fO2PU1wVTJVfEnZkp7/tvjmJN8MX6QLHWz55IWLur5KjPO+Ub2LFi3KP/XUU10/+tGPhr5YtnXr1poFCxYUORwOxbhx43wbN27Uv/XWWw07duxQ//znP88WRRG5XC498cQTbccdd5z/448/1lx77bW5Ho9HFovFhCuvvLJv2bJlg1u3blWfe+65BTqdLj5z5kz3K6+8Yunq6tr+6KOPWjZt2qR79tln2wHsdvvoTZs27bLZbNF9lyXZn7uauq1/6hyw7WmCqxaF+CXZ6T1fJb45yX+eQ0U4J0WWJN96Wvwhtnp8/G+Xg+FIlLZghIkpWpba09jpCyBJ8LMCG3c2dtEVjDDGoOGq3AziEnSFwjzTOUC5Vs2pGUb0iq82uV+wqY7PPQFWjS+i1hdkly/I7YVZaGQiHw95OWtbI78tzeG8LAuheJzX+4dZ43Dz62I76crEe76zs5fVO3q5cnbhUccXJ/l6ROMS64c9zDIZGO7zY8zQ7hebnWRvYpLEBdXNPFqeS284gkkmx67ZXxyUJAl3NEaKXIYgCIRjcQYjURzhCI5IjDK9Bqvq6MZdsz/EGoebpfY0FKLAZpePm+raOdtq5qrc/SOBWwMh3hhw7fYBeXfQxaqB4URSUXMPBrmMqw7gERKLxdi0aRNtbW0ce+yx+Hw+qqurUdnszBs/jrVb+4kU6lmQbqI7GOaupm5c0ShKQcCmVnJ/aQ5NA4M0bduKzp5N3DFIU0MDBrOFV0ZVcaE9jVPSU+msddLy+SDjT8hDb/rS4zEUj7PB4aU8Emeww8NQTwh7sYm8SguxuIRMFHj77bdpbGyka95Cnul28LuyXLa4vFg+/YC0eJTFixfzzDPPoNFoOO+881i5ciWnnXYaTZLI6VsaCMb3vwd4uCyHJbb9/Qu7g2FO29LAokwTl+dkYFHKicVi7Nq1i08++YSBgQEyMzPp6EjERZtMJi699FL+0O/GKJdRplXzrtPNRpePWl+QtyaWUKpT7/c+R8MX/la5auVhRXFJkugPR6nzBZmQosXvj6CUi6RqlQQjMZavbeaK2QWo9vW9SfK95euKLACu0P+zd9+BVdXn48ffd8/kjuydkJAdIIwo28FSBBFEFLWorVaq1a/2W0dttc460K/1p3UXxIKFiq2IFhdTQCDshAwSErLXvTe5e5/fH8HIDMON5/WXck8+59ybc0/O5znP53l6pCtrV5o63Z2KGG1MYHrmdNvZZLCIfjo2LFkYv2v1BwlHZrTIlcpw8ZRprWcTYBGdO7oDQenyNqup3R9UxCnlgavizbazyWAR/TiIQRbROa/dF+B3FYfQKuSEBYE0tYruYJBLYowM0mv4b1cPi1u6uDrOzBqrg1+mxDAhKpIun5/SHjdjzRHovsGNtcUfxB0Ksd/lJUurIl2jQhBALpXwRG0LLzR08OnwbIoitAiCQNbGfbhDYVouGMx6m4M2X4CrE6Jw+4O0dHvJihVb0f9QKre0ojMo8TgDZAyJQfE9FRUOCwIHPT52293sdrjZbXczI87Er5J/vIV4n69vI1GlIEYhZ7/Li0wiocMfwBfuLQStlEqYFmPEEggyKdoA9BanXtTcxdBILecbz/w87wkEuXrPQSpdXt4oTOfiqN7CufUeH6O3VnB/RgK3pcYeNeEOCwINHh/OUJjCw9/Bq/cc5IHMBNLUSvRyGbIjtrfZbJSVlWG321EoFIwaM4btZeW0t7eTGaUmoWE1Zq2M0JTH+FNtK5ZAgNtT40hUyfmks4dddjd1vgBJaiWvFaSzf/9+li9fDoBCoWDGjBlI0gYwdccBFhamc0FUJAd3ddBWb+e86QOQyaQIgsA7rRYeONDMwzoTE+LUxCdFs6uxm//sasETCPHo5YWo5BKWL1+OIFewJnco3YEQ81NiWNTYTt6aVRTlZFNSUsIbb7xBQUEB48aN45NPPuHKK69kZZed+fsP9b1vk1zGpGgD02ONfZ/rsb66nmmkUq5LNPObw4XGARobG9myZQsVFRV9BfgyMjK47rrremsGCAITt1ex3+UlSiHnk+HZJKmPD8zVdbkwahSYdKfO6FvU3MV91U2YFTKGRGgpjtRyvkHPWLMYqBZ9c99GkEX08+R1OqTlG9aYXDarQmcyBwrGXWRT6yPEybRIdA4RgyyinwVXMMTT9W1UOT2stzmJlEnRyGRMNEfwiaWHYQY9u+wuzjfq+d+MePQyGeVOD2NNehTSU9eA3tfUw6q9LTR3e/jDpXkkGo9e4iAIAoe8fqpdXjI1KkZvq2ReYhRP5fR2yvmy28ljtS08nZ1MhEKODEhUK2ny+nmruYs6j49X8tORixkUPzivK0D5xmbyxyT21Wk5kiAI/PFAM0lqJTMNkWw52MUVxb1LLLqcPjbVdHH5kCTKW3pIMGjQKmU0WN1kH5Oh1OEL8FpTJ7vtbvY63diDR99/qaQSPhme842f9n9Xql0eXj7Uwex4E//p7ObhrGQ22xxIJRJ6giFytWoOun2UuTzcc7gGSqc/QNGmcu5Mi+P+ASftONkvQRDoCgT7ssC+Uuny0OoNsMHm4NcpsUdlyIQFgUavv6/rTaXLQ5svwAXHdDdqampiw4YN2Gw2zj//fIYNG8b1ew+yzupgWKSW52wfIDOmIo8vobW1g4xBQ5i1u4YsrYrrEqJY2NLFx132vvH+kp3MjUnRbNu2DbvdjtPpZOCQobzqEZADux0enspJZoRBT+WXLQQkbtxYqHB58WTmckNyDBqZlGXbG9Aq5TTZPMwcmoREAk98WMGTswYhFUKsXLkSjcnEgogkrIEg/y8vldUNrag/WM4lU6ag0+lYvnw5l156KTExMZSVlTF16lReaOigKxBkSrSB8w36464//nCYOo+fLn+A0aYIdtpdXLrj6+U/SomE2fEmfpsWR/rhz7a7u5tt27axY8cOfD4fJSUlXHrppdS5fazssLGp28mMWCMTow3H/Q4d3gAXLljPgGgdIUGgIDGSh6cX4AmE8AbCmI8IvATDApfsqO4rIP6V/0mL66u5IxJ9E2KQRSQSiUQnIwZZRD8bYUFgQX0bH3R0E6uUoxAEsnUaPIJASIBfpUSTrz+7DnO3L93Jqr1fd6KYf0Emt1+YhU51fP3oFW1Wbqto4JX8NMaa9JgVcq7YVcOXPS6axg8+aiJT5fTwfoeNW1NiiVSItah/DIJhgSq3lwK9hnVVHZS32Ol0+HhoWn5fhkS9x4cROwqpiVFPrqE41YhcKsXi8rGroZu3bipBKZPy5OpK/nJFIQ+tLOfa89KYUfz1Uu2QIHDZjgPschxfG+MrY016lg/ORCKRcMjiIi1K952//9MVDoe5u6qJaxPM2AJBcnRqWnwBat1eIuVyAmEBSzDAIU+Ax7N7g1C2QJDf7D/EjFgTcxLM3/oxeUJhHj/Ywh67hwW5KacdoAqHw1RWVlJTU0MgEGDEiBEIMXGkaVRstjm5Zm8tvrBAglKOXi5jnCmC2e7eeVbhoMH8uaaZZo8XhUzGepuT8ww6tDIptW4fT+ekUByp5f3332fXrl1oNBpMM67i7W4vSq+XeRqBq4cN5qDDTd32L8lMS+tthSyRsqXWgicQQqeUsXRbA/83ZwiKw8WwN1R3sqy0kefnDMHrdvHGG2+QM2YcS5RGAoLANQlmKuobCH68knnz5lFTU8OmTZuYN28ebrebjo4Oxo8f3+/ncldlA++0WpFJYPv5+SSoFAzdsp9W39HNMWQS+GVSDA9nJfZ9R3w+H3v37sVsNpOZmclai52ddjdvNHUyOdrA83mpx+3v0VX7qW53sPimEn7x922Mz47hV2MH8ND7Zby15RAZ0TqKU42MyYpm5tDec6rDF2CPw80eh4dKl4fnc1PRH5GZ+FZzF7ZAkIE6NcURWtQyKWEBohQyOv1BYpTyn31ha9GJiUEWkUgkEp2MGGQR/ewsaupgjdVBmlrJAK2aqTFGYk9R96He46PDF6DkJEsYlm9v5E/vl6FVykg0asiM0TOlMJ5Li078xFQQBPY5PEzaUc39GQn8KiUaVzB81HFstTn4T4eN21LjSNaoTjiO6If1xsaDrK3qINmo5Vdj0xkYF0lt7bO4XAdQqRPIHvgn7l2xjymF8VyUG0eX08frGw+y5MsGFt44Ap1Szr0r9vLI5QU892k1E/LimDcqvW/8CqeHiaVVBA9fig1yGecbdYw06Bll0pOhVPDsx9WYdUr+ua2B4elmnpo1CM33tIzpVL6wOfh3u41J0QY2WB1EymUoJBIS1QqkSJgQFYlZ+d0HD+s9Pkxy2XHt0vsTEgRCgoBcgE8/+5S2tjbi4uIYN24c5eXlbApKKIkxMyprAKs6bHxwYBkKSRiXt4WnRt1DrDqS7du3o9Vq8Sel80JjOwO1atQSGKBT81pTJ52+IN3BEMsHZzI4QsMbX3zJ+4oIIhFwyBTIZTJGBVyYkpK4OaW3LkxVm4MVO5uobncwckAU04ckkmDQ8Nn+dqxuP1cUJ7GuqpMeT4DYCBW1nU5uHJ1Be3s7ixYtIuuyy3nTKyVRpaBApyZUvZ/wnh3cfPPNrF69mrBSxdyZV7Bx40aSk5MZMGDAST+j0h4Xl+08gAR4JCuJm1NiuLeqkbdaTtxm/Y7UWP5wis5Rv604xIo2G9tG5pN8xHKhHneAC59dx4d3jOHLgxb+vauFt24cQWWbgxkvbeJPl+WTHqXjuje3csdFWdw9KeeUv2N/OMzF26s44O5tgf33wnQ+6uzh3XYbZoUMayBEtELOF+flYhSD3KJjiEEWkUgkEp1Mf0EW8Y5CdE66Ibm3c0Wr10+DJ0AgfPwyWH84TCAs9NVi+bLbiUZ28mVDV41I4aoRKad9DBKJhHqvH41Uyk3J0ehkMnRHtIL+qN3Klm4X9w5IFG/uf8R+NXYAbn+IZpuHdrufgXGQmfm7o7Z5+srBff/dZPPQaHUz97xUKtscXHdeKn+7digt3W7+Nnco96zYi83t538mZAOQp9fwVHYKrlCIkUY9+XoNMomEcFjgnhV7Ucml7Dhko6bDyfUj04hQK2judpMV+81rToQFAek3fII/xhTBmMNdYiYfrrtypurcPqpcXoYZtMctHzldZoWciH6+vyfyh+omdFIJHquPXFcMBbkx5BXmsGp3Gbb2ViYOKqJsfwWbNVouS4rHZ42hoaGB6SU3EqvuXWY0bNgwdu7cicnSxq0pcbiDIW6rbMAaCPXtJ1Gl4IVD7Tw8MIm5I0swf76GJl+AQHY+GcZIRofiaa2wUm49SHyyAbdfyvA0E/dMzjmqhXuiUcPmWgs37t7OBTkxXD4kCblUQqPNTXW7g+y4OGbNmsW7777L5TOu4qHWHuKVCrxpA7kkysSiTgdzr5jFfQeaqTvYyv1jxpzy9z/coGPNiBzSNSq0h4/ll8kxfNDZ3fceJcBoo55rEsyMM0WwvM3K1BjDUde7I42I1B2uY3X0ddni8nFehplgSGDhpnremDcciURCbnwEO/40EZvLz8vra4nSKbllfOZp/Y7bXc18WJwEUh01Li9Feg077G7GmvRUOL0AjDHpxWuw6DvT7euWHVv41qgyhk79kyKR6FxjCwRly9uspnZfUBGn6i18a1LIxevBOUjMZBGd0/yhME/XtbLL3lvc9n/S47H4/UQplWy0OvjY0sNjA5NZa7GTrFZiUsiJVsp5t83KC4c6eCI7iaWt1r7xxhj1zE2M4u2WLmrcPhAACQyN0DIt1njaE9Z/NHfS4A1wd3o86jOcGIp+3AKhMK3dXhptbhqtblp6vMwZkYLV6WfBJ1U8ObOIv35+ALVCdtTyoxNZtbeFxVsO8eBl+SQaNUfVo/imXMEQd1Q28GZhxrc25tkKhgU6AwH0MhkR31Nnl1A4zB+qm+kK9C57uTk5hgy/m08++QS92Ux70XAWtViYHm1kaHMNOakpZGRksHXrVvR6PQUFBX1jeb1e1q1bR1FREQmJiTxR20KZ04NWJiVdraTU7qbW4+eqeBMPZibSEwzR7POz2eZkn8PDJSEFy1xOIj1eJrc4uGDaMHa0OVi5p4UnZxaxYmcTq/a2khWrpzjFyPmZUVS0Olhd1kakRs5lRYkkGFS8vP4gD1yax86dO/jiiy9onHg5FZ4Al8UYSNOqKHN4uCLORJxSzr/abWyyOfGGwywqykB1uC6VOxRmvdXO6i47exxulg3OJE6l4PHaFjZ1O1kxJAuNTEqF08OdlQ1MjIpkTrwZT1jAHgiy1+lhQV0bOTo1SwYPOGmg5USq2x1sqbWwr7mHP03Nx6D9OuD22f52nv+8mopWBw9eln9UNtjJ+EI+Jv5rIjafjWvOW8iQqCyydWoyNCoCYQFvOExQAKmkN0gnEh1LbOF8ao888kjsXXfd1RURIRZ1PZLHYZft37DG5LRZFXqTOZA/7iKbJiJSnEz/jIktnM894nIh0c+aIAi83tTJ6g4btpBAhcuLSS5j9dAsEjVqFFIJv604xNPZKX2ZLM/Vt7Gs1crWkflHjfXr8nrGmyOOa286dmsF/xyc2dcpY0ePi0S1oq/rxpEOuX18bu1hXmI0stMouCv68fmquG19lxury0dZix2zTsnjMwq5fekuUqO0jM+O4bUNB3nuqsGoFTJSzFoOWVw88O8y/jKziA0HOpmUH09MhIqaDiebarpOa+L4bfKFw32T63PZkhYLBz0+fpkUTeLh72i9x8eU0moujTZwf2YC7dVV7Nmzh1aZkkOFw0EqJRAWuC4piiJpmDVr1jBs2DBSU1PZtGkTMpmM888/v28fXV1drFu3jvHjx/NFSM6K7Y142lzcNCodh1nJ5GgD1Tt3UFNTw+TJk5EZjCws3YPC2kl5chZDTXo+r2/hdrUW6iUMnzqArU02djZ0M3tYMgaNgs21XZh1Sp5aXcUTVxSRGaPry3TxBUOUt9j5uLyN+6bk8kRVA8ssDqbGGLksxsDow9lGi5q7uDreTKndRYlBx1qLHalEwsVRkUglEpa2Wni/vZt7MuK5ft9BMjQqVgzJot0fYHJpNYuKMo7qCuUNhbmrsoEopZwVbTaWDs5kj8PNyo5u7kqLZaz5xF2KTsYfDKOQSY4KPgqCwE67G1swRLFWTaRS3leXpj8f1H7AH774A3HG4ZRH3slXdzsqqYQLTBF8bLEzOTqSt4oG8HZLF5kaNaNMegJhAYVYgFzENwuyPFf6XPzC8oVJJ3v9xoIbm8+FQEtSUlJRaWlpRUJCQvCHPpYfC7GFs+hYj9a2xL/U0HHS68FtqbHNZxNo6erqkr3xxhvm++67r/NMfm78+PFZK1asqIuOjv7Ggb9Vq1ZFqFSq8MSJE11nst3TTz8do9Vqw7fffvuJ1x//BPQXZDn3765FP3sSiYRbUmJJ0qipcHkpjlDzRFYiqy12tnQ7qXe6udas58WGdmrcvenjXxVDbPX5sQW+vm+w+IOY5cc/8ewOhjAe8QR+WZsVV+jED3XStCpuSo4VAyw/YQqZlASDhopWO3+eXkAgFOaSwnhiI9VMLozHqFEwbXAib94wnIFxETi8QWb+bRMWl583bxiOPkLJxPw4vIeXW6SYNby8rpbnP6v+Xt/HuR5gEQSBf7ZaGGHQMtqoZ3/tQTZt2oQgCKRrVOwaVcCzuSkYEAiHwwwffwEfZw4iUasiRiljaoyBOKUCg8HA+PHj2bFjBy0tLYwcORKv10t9fX3fvvR6PZmZmezevZvpMZH8YVg6b147jKkFCVydEIUSwn8IAAAgAElEQVROKqHK7kIqlfKP9/6Nxe1h/pB8MoQgxc01VHRaGaWW0p0eR+7IeLavqmN0hplbxw/gvZ3NvP3lIdKidJRkRPHw9AIWba5HAnx50MKD75fx55XlpEfpmFIQT6fTx73ZqeweVcBoo57PLHZea+wAQCeT8pe6VsaYIvhnq5UlrVaWtlp5uq733m5uQhQDtCqm7jyANRBih93NvdVNpKqVDIvUsb2n9x5qcXMXayx2FFIJNyfHsM7q4INhA2nx+pBLJJxn0HFHZSMHD9dCOV1KufS47K7FLRam7jzAdXsPck9tM4taLMzeXcMXNgdtvgCu4InvEZdWLAXAEH8dRz5O8ocF9h/uSJTcXM+bb77JloZmnq7rLWzu7Onm/fffp7W19dghRaLT0u3rli2tXNpvi6ullUsTenw9Z3URfvHFF6Oys7Pzc3Jy8mfMmJFRXV2tHDlyZHZ2dnb+yJEjsw8cOKAEmDVrVvoNN9yQUlxcnJucnFy0cOFCE8DUqVMHLFu2rG9956xZs9IXLVpkDAaD/PrXv04uLCzMy87Ozn/mmWeioXdyVFJSkjNlypQBGRkZBdOnT88Ih8M89thjsR0dHYrx48dnn3feedln817ONRuWLIzfvnJF0pEBFoCg3y/dvnJF0oYlC+N/qGMT/TBsgaDszabOfq8HbzZ1JnQHgmd8PbBYLLI333wz9th/Dwb7j3muX7++5tsIsACsWbMmYuPGjScuaNnPdvfcc0/nTznAcirn9h22SHSE/5efxqriLEwKBf/u7OGGpGg22hw0u70Uu+zckhxDx+GOGQ9lJvLO4Ey6/EEavf6+McJArFJOmy9A2xHdNUoMur7aLgBDIrWkqr+9pR2iHxeDRkFJhplXrh+GRCJh3MAYXt9YR1lzDzeMSueBqXnYvQE+3NuKIAjkJUSQEx/JfSv2UtnqwKSQ0+nwcf97+6jrcqGSy9hwz4V9dVpE3w6JRMIl0QbeabUS7mxn84rlfPrpp2zduhUAjUzKPqcHhULBoEGDiNVpeS4tit+nx5OsUmKQyxh4uDuRwWDg4osvpqKigoDFwpgxY/q653z22Wfs2LEDs9nMxRdfjEwmIz8xEqNWSavPjysUosUfJLekBPeYCWwtuYj7a1vpsFqZMGECSeEg6V98iu2j/6Av3010ciSjZmSiUMrRKuXcMi6D+i4XqebezmgapYxovZJ7VuzjkMXF/07O4S8zB2HWKSlONREboUYulSCVSIhWyElTK7kxKQaA2fFmsrQq3m2zck1CFIsHDeDFvFRiFXK2djuB3gK3wyN79xUhk+IIhnCEwsxNNBOnUuAIhsjSqnmmro1r9xwkV6/hT5mJvHSog/+rb+M/7TbqPT7uSIsjJAgsabEQDJ991uwF5gimxRj5RWIUrxekU6RXo5VJcYfCTNhexWfW3pbZH3Z28+Xh97Cvcx9lljLUChO7fdFHjVeo19DoC2CWy5CXbqGxsZHEjma22124giFCoRAVFRWUlZWd9TGLft5W1q40HblE6ER8IZ90Ze1K05mOXVpaql6wYEHC+vXrq6uqqva/+uqrDbfeemvq3LlzLdXV1fvnzJljmT9/fl8Bufb2dkVpaWnl+++/f+Chhx5KApgzZ4512bJlJgCv1yvZtGlT5JVXXtnz/PPPRxsMhlBZWVnFnj17Kt56662YyspKJUBFRYXmpZdeaqypqSlvaGhQffrpp/o//vGPHbGxsYH169dXb9269ft9SvAj5HHYZbtWf9DvZHrX6g8SvE7HGc+/qqqqlAMGDCi4+uqr07KysgpGjx490Ol0SjZv3qwZPHhwbnZ2dv7EiRMzOzs7fxxV8UV9lrdZTUcuEToRb1iQLm+znvH14He/+11yY2OjKjc3N7+wsDDvvPPOy542bVpGTk5OAcCECRMyCwoK8rKysgoWLFjQ98cwKSmpqLW1VX6y8+pk+3vsscdiMzMzC7Kzs/Mvu+yyAVVVVcrFixfHvPLKK3G5ubn5q1ev1i9dutQwaNCg3Ly8vPxRo0ZlNzY2yk+03d1335344IMPxgGc7DwuKSnJmT9/flJRUVFeenp64erVq08ZzPmxEIMsop+V4UY99w1IoMvh4IZ3V6Ip24laLuWZsJJ326wYD2epqKQSOv1BiiK0DIr4uuXze8VZDDXosASCtBwRfDm2rsXchChoaCDQ3vH9vDHRDyrJpOEPg9KICUiQCAKBgJWWbg9vbKzjqdVVAPxlZhHv/tJE8HAR5vyESP7xq/PIiO5tyayUi5fj74JBIeehrCQuzsmisLAQgISE3ntgbyiE74jJfyAQwNdQz7Yvv8Rs7UCoqWTjxo1s3LiRdevWsWfPHqRSKRV1dcjlclJSUoiOjuaiiy5i9OjRpKWlIT0iO0gQBP5c08Lvq5q4bf8hlrVaydapWDJ4AC8kRLBp/Xrq6+uZNGkSSUlJpKSksHnzZmrr6vjjoda+LDqNUs4No9O5e/lumm1uVpe1cdXwFJ69ajBzRqQSqT55seBMnYqXGzt54EATgiBQ7vSglUr5zGJne4+LAy4vd1U1IpNKeOJgK53+AAqphCWDBlA1ppCdowrwhQX8YYGpMUauijejkkpY1mbl74XpjDDouGZPLQjwUVcPCqmMm5KimBlnot7t49q9B0lWKZi6s5oDLu9Z/Q7TNCpeL0wnWiln1NYK5u6rY1qMkYXNXVxgjuDyWBOuUIi7Khv6gt/vVL4DwIDUX+MKHR3gkR++fRwXcmOOiea1cZezxJRCSIADbh+BQABBEGhvbz+r4xWJOt2dp1XB+3S3O9LHH38cOW3aNNtXy3Pi4uJCu3bt0t1yyy1WgPnz51t37NjRNxGZPn16t0wmY9iwYV6LxaIAuPLKK3s2b94c6fF4JO+++66hpKTEodfrhc8++yxy+fLlUbm5ufnFxcV5NptNvn//fjVAUVGRKzMzMyCTySgoKHDX1taKT5KOsX/DGtOxGSzHCvr90vINa854Mg3Q0NCgvuOOOzpqamrKDQZDaPHixaYbbrgh44knnmiqrq7eX1BQ4Ln33nv7b+8m+t61+4Kn9T1v95/edkd69tlnm1JSUnyVlZX7n3zyyaa9e/fqnnnmmeba2tpygCVLltSXl5dX7N69e/+rr74a19bWdlwQ7kTn1cn298ILL8SXlZXtr66u3r9o0aJDOTk5/l/84hedt956a3tlZeX+KVOmOCdOnOjcvXt3ZUVFxf4rr7zS+sgjj8SfaLsjx+3vPA4Gg5J9+/ZVPPXUU42PPPLIT+b8Fiu9iX52BkVouS1Czs1RqayVStFXVnH/+SPYYXfzdquFgT0qbkqO4flDbbyQl8Zeh5vtPS4EIEerptzlYZI5krxIbb/78SQlI925k0qHi6KsH764qOi7c01JKs3VNprqPyEybjxNTa9jNg7jv3dfzE6Hiz0OD+bufxIZOYhhaWaAfgveir59EomEmTNnctFFFxEREUGVw81/LT3cmhLX97uIjY0lNva4rFtsNhs6nQ6l8ug5hVarRas9+XVAIpHwQl4qn1nsjNBp+XhPC8t31aI6P42SjAQmTZrE+vXr8fv9zJgxg1WrVqFWqyndto0LhwznV2X13J0Wy36nlxuSY/jtRQPxhwRuuzCL0GlmhsQoFawaNpCFzV1MLK0mX6/mshgjz+Qks2zPfq4amM5rBel0B4JopBIeqW3hjwMSiVMp8ITC3Lq/nliVHM8RHdqUUim/z4jHrJQzKEJDtdtLrErBppJcFhxqJ06l5Ln6dgZolKikEjxhgV8mxfDXQ23clhpHnl5zWsd+rGkxRho8fjQyKYc8fg66fbw2Ih2A99ptaKRSpsYYsXgsrK5fjQDUSYvozUHsFa9UsNvhQQrE7yslGAoSlkjoDoaQAh3+ADlGI/Hx8fh8Z7bUSST6Sow2JnDqrU5/uyMJgoBEIjnt1DC1Wt237Vd1GLVarXD++ec73nvvvchly5aZrrnmGuvh1yXPPvtsw6xZs+xHjnG4lkLfODKZjGAwKP4RO4bTZj2tSbLrNLc7VlJSkm/UqFEegOLiYndtba3K4XDIpk6d6gS4+eabLbNnzx5wNmOLvjtxKvlpfc/jlKe3XX8GDRrkys3N7XsK/NRTT8V9+OGHRoC2tjZFeXm5Oj4+/qjaKceeV/X19aqTjZ+Tk+O54oorMqZPn9597bXXdp9om7q6OuWMGTOSOzs7FX6/X5qSktLvH1OLxSLr7zyePXu2DWDUqFGu3//+9z+Z4K746FT0szR1UAG1I3PZXpKLIyGVS3ce4OHaFjyhMM/Wt+MPh5mXGI03FGZQhJZfJsfwq+QYsnVqhkdq2WZ38XRdG0/UtvD3pk7ur27ik64erIEgYUHAEQzxZF0bN6ui6ImKPvUBiX7ykrJNZAxKoLHxFYj8LZubCnhtXS1fdrswKWSkpt6E0Tj81AOJvlNGoxGZTMYHXT3YAmHO/3J/3zKZIzV6/fxvZSP7uu18XlNPp//sajqqDk/8t1R3Upxq4rmrBrNiRxNrKzuIjo7m8ssvp7q6mt27d3PZZZdhNps5dOgQjXt3MSPGwB6nhxSNEk84RF5iJBnROj6vaOfXb5fS7faf+gDoDbRcnxjFh0OzuCExmr0OD82+AHOyM/joo48IBoP8p6MbrUzGxCgDy1otBMICGpmUCVGR9ARCJKuOnhNopFJCAmTr1NySHMPjtS283WohX6fm+n0H+XNWAvkRGtaMyGVSdCSl9t57Ovsp1on3J0+v4cX8NG5Miualxg7+lp9GhFyGIAgsbOri+sRoFFIJKw6sIBAOMDDpahp8R9fGytAoEYBRKglYOvF53EBvozijQkaXP4jd6cJqtYqBUNFZm5453aaSqfrttqOSqcLTM6fbznTsKVOm2FeuXGn+6ol0e3u7rLi42PXGG2+YAF599VXz8OHDj7+oHePqq6+2Llq0KHr79u0RM2fOtANMnDix5+WXX47x+XwSgL1796rsdnu/cwWdThfq6Tm72jLnGr3JfFqTZN1pbncspVJ5ZKBL6O7uFh+W/wRcFW+2qaWSfq8HaqkkfFW8+YyvB8fSarV9+1m1alXE+vXrI0pLSyurqqr25+XleTwez3Hf1WPPq/4CqGvXrj1w2223de7YsUM3ePDg/EDg+FP59ttvT/3Nb37TUV1dvf/FF1885PP1v3TyVL4KFMvlckKh0E/mD7P45RT9bGl0OiReP5u6XXQHgrxRmIEA7HP2dsaYGWfigQNNTIsx0eYP0O4LMDEqkuEGPcMNRy8JbPMF8IbD7OpxccDt45aUGG5PjSVBpTjtts6inz6zeTRm82i21VmxugLcdkEWGqW4PPrHaLw5kkaPj3faLPz1UDsL1Mq+zkMAEuDKeBMfWe0UZwwgSd9/5tqpXD7k66YCf5lZxOMfVWD3BrikMIHi4mI2btyIz+dj0qRJqNVqjFHRKCN1SCWQu/VpXoq+hLAxjTvS46lotZMepUPC6V1bOnwBYhQKnqxrJU+n5ubkaLQyGdZAkAsuuID/q6jjjoJM2nwBXmvspM7jo7SsjkVFGVyfGM31iccHinfaXRjkMj622Pl7Uyd/zU3lxYYO/pqXyucjckhQKRmo+zpj5emcFJ462MqC+naWD9b3G8CocHrI1KpQnqQw8xqLnXvS4xlm6F1qt7XHRbXbyzuJUQTCAZZVLQMgHDkRjnhep5RIqHD1FrzNbTgAgN/nQ0MYD1JilQrswRBKjQL5CQqci0Sny6gyhubmzm3tr7vQ3Ny5rQaV4YzbHg8fPtz7u9/9rnXs2LG5UqlUKCwsdL/88ssN8+bNS//rX/8aHxUVFVy8eHH9qca54oor7LfeemvGhAkTur+axNx1111d9fX1qqKiojxBECRmsznw0Ucf1fY3zrx587ouueSSgbGxsYGfe12W/HEX2b745+KU/pYMyZXKcMG4i77xZBrAYDCEIiMjQ6tXr9ZPmTLF+eabb0aNHDnylAE20ffLpJCHfpkc09pfd6FfJse0GhXyM74eGAyGkMvlOuH51t3dLTMYDKGIiIjwrl271Hv27NGd6fhHCoVC1NbWKqdNm+aYNGmSMzEx0dzT0yOLiIgI2e32vptdh8MhS01NDQAsWrSorx3rsdt9JSoq6pw8j8UWzqKfvbAgsKzNyov17Qw36gkJAlu6nWwfmc/bLV0kqJTk6tTUefxIgbHmiH7HCwkC1S4v+50eZsWbv583IRKJAAj6Q3icASLM6n63a/cFsAaCaGVSKl1ePuzs5qkj2rgf6XB6/rdyfD6fj9raWvLy8nhvZzMTC+KIVCs42NTMax12Es0mfpsWx+IWC7t6XFS5PPyfwUZudxmvJVyOXAI3JcdS0+Fk4aY6BqcYuWp4ykn3FwwLFGwq4y/ZycyMM7HB6uD9DhuuUJipMUamxRr5zGJnVUc3T2QnYwkESVEr+W9nN2NNEejl/QcJBUHgPx3d+MNh5hzT2v5E3KEw2lO0Xw4LwhkFp28prwfgtYJ01jSs4c61dxKvS6Lc/ARmpYJ4pQKdXIZeJuVzq4McnZr3smJ5bOd+LpWHWKiLo0cq5emcFAr0GrxeL83NzWg0GhITfzLLv0XfgW/Swhl62zgvrVyacGQRXJVMFZ6bO7f1XGjfLDreV92FTvb6iOmzms+mjXNVVZXysssuG3jgwIFygAcffDDO6XTKrrzyStv8+fPTPB6PNDU11ffOO+/Ux8TEfCtdY0TfrkdrW+LfbOpMOLIIrloqCf8yOab1bNo3f2XatGkZlZWVWpVKFY6JiQmsXbu2BsDj8UgmT56c1dbWpsjMzPRaLBbFgw8+2HLZZZc5vmq9brfbpSc6r5577rmWY/fj8/kko0aNynY4HDJBECSzZ8+2PPHEE2179+5VXXnllZlSqZTnn3++oaurS37fffelxMXF+YcPH+7atWuXbtu2bVXHbvfJJ59E6vX60COPPNK+efNmzYnO45KSkpwFCxY0jhs3zt3a2iofPnx4XnNz876z/ay+bf21cBaDLCLRYYc8Pl5u7GRZa283sbeKMnj+UAejjHr+NyOesCDwfkc3ww06QodbwB6r2uXlD9VNvJifRrzqrJbcikSib0AQBLZ12jkv1tDvdl3+IP9qs5KlVdITDDMzzvS9ZJ0JgsDatWtRq9WMGjWKWreX1V12Vnd2k6tV4RcgRa3kf9LjeOpgGzUeL5EyKReYI9ludzFQqyZKIWd6XG9duruW7eb3k3NINB5d56TG7aXM4aHa7WVRcxfZWjX/GTqQOrcPnUxKQBBIOiJzZ1VHN2NNegyK08/gaPL6ubeqiV8kRTExKvI7+fwOuLzUuL2kqJUURhyfTdTmCzB8SzkrhmRxnrE3w9DqtVLv7KHMF8EBt5cDLh/Vbi8RMilVbh//Ly+VeKWCv9S18tGwE3f0OuTx0ekPMtzwjR78iX7ivmmQBaDH1yNdWbvS1OnuVMRoYwLTM6fbziaDRfTTsWHJwvhdqz9IODKjRa5UhounTGs9mwCL6NzRHQhKl7dZTe3+oCJOKQ9cFW+2nU0Gi+jHQQyyiERnoNMX4B+tFvL1GoZEaAmGw7zW3EWZw0O9x0e+XsOkqEiuT/o6hb7O7eODzm522908nZNCtFJMNReJfijBQAghDArV6S3VWt5mxRMKU6DXfG+TakEQ+HtzFw8caO77twiZlDvSYql3+xkaqWF2fBSP1jbT6Q9SqFejlck46PHjCIaYnWBmjCmC1WVtWF1+Zg1Lwu0LYdL1Bk48oTAP1TQzyqgnUaWg1R9gvdXBxKhIRhn13FBWx2hjBI5giKsTzGddjHafw81LDR1UubzcmhLLFXHGky7zOVuBsECHP3BUUOgrz9S18t/OHj4fkXPKbCNnMESZ00OcUkGGVkVIEJCJyzlF/fg2giyinyev0yEt37DG5LJZFTqTOVAw7iKbWh8hTqZFonOIGGQRib6hZ+pakQBrrQ522N0Y5TI+G5FDkkpBuz9Ilz+AKxRmhEEn1mARiX5gAX8Ie6eHqKTezIYjl/uEBYE7Kxt4LicVhfTr76orGOKpujYEBO7LSEB3imUy31SZw02Z08M/W60IwORoAwPUSt5qtSARQC2BSTEGZsabeaKmFYNCijcUJkGtoNbtJ0OjZEikjiK9hr+trSUsCJyXYWZU1tfB30+7erj/QBNtvgBRCjljTRFMijYwPdaIM9ibTX6i5UAul4u9e/dit9vx+/0YDAZGjx6NTHbyz+SrTEB7MMRLeanfW9HY3XY3Uklv17hTCQkCv9hbx2iTnt+kHt9F6itVLi9yCWRq+19yJjr3iUEWkUj0c3T99denbt++/agClPPnz2+/8847LT/UMf0YiUEWkehb4AyGuKuykQSVnMtjjRxw+3i3zUa8SsGQSC2/So75oQ9RJBIdwRUKcfH2Kp7JTkEtkzLicJbKhx3drLPaeTon5bhgQGmPC08ozFCDFl0/QYWz0eHqoLajFosnigk5WWztcaH3hdl30IrVHSAhQcdCjxOFVIJeKiVCLuXx7BQiZVIeONBEgzfAlXEmwkCjxwcS+G1qHBqZlFZfgES1kmaPlx12N5ZAEKlEilIiodigJfdwEdrNNicjjTpaWlqorq5GLpcjlUppa2tj8ODBZGVl0dTUREVFBRdccAEKhYJt27aRkpKCRtOMVpuOUvnj6Ji2rdtJUYT2hHV0TiQsCFS5vKSqlScNom20OthpdzM0UnvK+luic58YZBGJRCLRyfQXZBHXNIhEp0kvl/F6YTrbe1xcv+8gs+PNLB404JRFHEUi0Q9DJ5MxNFLHdrsLdyiMIAjIpRIuiTHwXoeNt1ssXBJjIEImQy6RIJdK+pYLfdLVQ5FeQ0cgyODTyJLozzvNXRgVcvxBB5NTiqn3CLzW0MEdGfHcvLiUe6fkkBUbwZtf1LEgL4lSl5symwutUs4nXd1cnxTD49kp/G9lI2usDh7OTORLqYRql5dXGzu4JMZIiy/Ax5ZuomRyhhp0JGtU1Ht8/KPFwged3bxSkE6kXMZwgxaJREJHRwexsbEUFBQAUF9fT3l5Oenp6SgUCurq6hg+fDgmk4mSkhI6/QH+3eql2PZfIsIdSKVKNJo0YmImIpNp6PEEaLZ5yI2PQCo9Potle4+Lt5q7yNapuSMt7ht9nl8ZZtCxsqMbbzhMhkaFSSEnWiEn6iTLNaUSySmXRY01R4jBFZFIJBKJRN+IODsUic7QCIOOVUOzydWpxQCLSPQjd2NSNG+3WJgZZ2KX3c1aiwOpRMKceDNmhZwKp5cb9tVR4XTT6PX3/dykaAOVLi837qtjr8N9xvvd3djNrobeLp2DIzR8YXMwOioFtVxNboSGsETgnZYunpxZxP5WB8FwmMFqC5UHOoj1CtRtb0MrlWLz9y7r0cikPJ2TTJRSxhW7a5hf0UCNx0cYqPP4uCgqkjlx0USrFHxqtfctB9rrcDM52kDk4cyNr+qlqNVqgsFg3/FGRUVRUlKCRCIhLi6OW265BZPJhCAIVFb9CZW3glHRCTzcfT6J6XeRlnYLen0uIMMfDPD6hoP8Y+shlm5rIBg6vuzAsEgtL+anfWsBFgCZRMIVcSZmxZlQS6VUubyss9pp8PhO+jPBsMBPKYNX9NPX7euWLd6/OPrZ0mcTFu9fHN3t6/5u1yKKRCKR6AcnLhcSiUQi0TlLEAQmllbzP2lxbLA5KNBrmBJtIFYpZ0mrlX0ON2NMEUyKjuSx2hYmmA2Mj/o6kyEsCKxotxGjlHOBOfKU+3t3RxPjBkZj0ip49uP9zL1wIKlaNdtsTj639nBTcixxKgVfWO2s7OhmVpyRBLWKvzd1cn9GPJZgmP8caMenlLLD6+XOtDhGGL9eFu0Lh9loc5KvU+MOh2n2+jno9uELhVDKpORoNRRHamnyBTjk8dHqC/CLpOOX9zQ2NtLQ0MDo0aOPe63F6+ffHd3MiDWSpFYSCnnZX/F7UpLn0aEoRCaBZJmdjo6PCATtGI3nEQr2EBMziU01XfxnVzOPXF6IRvn9zCVDgsAuu5tMbW82S39cwRBqmbTfgreP17bw9+YunhiYzJwE87d9uKKfELGFs+hshdwBmXtHhynk8ClkEaqAdlisTaZViK2Vf+ZsgaBseZvV1O4LKuJUvd2FTAq5eF78RPW3XEh8DC8SiUSic5ZEIuHGpGgWNncx2qQnQaXg3+02JBIJ4816bkiKZlJ0JLVuH3emxXPA4yV0xMMHqUTC7HgzBXoNy9usp9zfRbmxLNpajbWsjJtGpfDsoXaqnR5KTHpGmyJ4o6kTRzDEaFMEcxKiWL61kW6Lh4uiIlnaZmW9pYeCRAOzUqJ5e9AARhj17HG4+Z+KBqpdXlSHM1GmlFYxZmslc/cc5EJTBKPNkeTptYw06dHKZfhCIVZ3djMr3nTC40xJSQFg48aNhEIh3KEw77XbmLO7lqFb9vNobQtX7Kqh0etHJlOTn7eApuZ/EOPfjcm7k9aOT/EYphAbMxm3uxaj8Xz+1WZlQEokvx4/gHtW7MUb6L1vdARDvNLQ8Z1lkHT4A2zpduI5nEEjCAJlXWXUdtfy+JeP89yO53h5z8sEwgF0ctkpOwpNjTHy54RY0nvERiCis/dc6XPxC8sXJh0ZYAHwhXzSheULk54rfS7+hzq2M7VhwwbtDTfckALwwgsvRP3iF79IPdm2LS0t8kGDBuXm5eXlr169Wp+UlFTU2trab/Tzvvvu+8l8Fqej+6O6+La/bBvU8+HBNOeG5sSeDw+mtf1l26Duj+q+9ff52GOPxQ4YMKBg+vTpGR6PRzJq1Kjs3Nzc/Ndff900Z86ctB07dogVvH8kHq1tiS/eXD7ooZqWtL81diQ+VNOSVry5fNCjtS3f6/l/5Pf5u1JcXJwLUFVVpXzllVd+lk8rxEwWkUgkEp3T3KEwQzeXMyfeTBiBYZE6ZsSZsPiDvNrYwbzEKGf37B0AACAASURBVASJhJAgkKRSss/pIVIuPa67TL3HR7LTjjym/yLXbV4/b7d0cXWCGYNczssNHVybFE2yWsnnXT3UN7cwsKeTcePG8VGbDY/Tz6ysuL7lLuVOD3/KTCRGqQDggw4bZU4vwyVlWG1W5gydw3V7avnM6gBAI5WQpVFhUMh5MieZeKWCx2pa+GVyNAP7qUHidDpRKpUolUo+6erhxrI6QsfcEiSrFawYkkWaRkU47MflqkWhMLC6R0OsUkEYgZAAO+0ufp0Sy18OtnBlvBlpT4BV+1q4/5I8AD632PnUYufRrKSjujp9WwRBYFvbNj5v+Jw1DWtod7fz1NinuHfjvQAopAp2Xr/ztMfze4IE/CF0BtW3fqyin46zzWTp9nXLJvxrwqBjAyxHUslU4c9nf77HoDL8pKJ5L7zwQlRpaalu8eLFDSd6/bXXXjOtXr3a8N5779UDJCUlFZWWllYkJCQET7Q9gFarLXa73bu+o0P+XnV/VBfv3NCUdLLX9eOSm42XZnxrWUwZGRkF//3vfw/k5ub6P//8c919992XvH379qpva3zRt+PR2pb4lxo6Tnpe3JYa2/ynzMSfVHZbIBBAoVD0u82qVasinn322bi1a9fWfE+H9b0SM1lEIpFI9LPlanbx6YBU7omJ4tGBycyI683uiFLKafMHGPZlBcO37Oe8Lyt4ubGDDn/ghO170zUq9uzcQ7Oz/xot8Wolv0yO5Y2mTvQyKVcnmHi+rvfeKV+n5pBGz5ixY+nxB9nt9DArK44NVgdTSqt5qKaF5W02rtlzsG88WyBAvk7FxIyJSLVSllcu5+1BA7gi1ohaKmFeYjRjzREsH5JJpkbFC4famBgVccIAizsUZmmrhdcaO/iP3Ufn4endpGgDL+Smkqk5OqjQ5A1wxa4a6tw+pFIlWm0GBw8+zwRdByONOtZYHMglkKJW8npjJw9nJbHB6qBZRV+ABeDiqEiujjdzyOvDFQrhC5/dvDIsCIQPPxxyBLw8X7WZizf8h6u+/ID/1v2Xdyrfod3dDoBU8vUtTpQm6oz2o9TIxQCL6KytrF1p6i/AAr0ZLStrV5441ewUXnzxxajs7Oz8nJyc/BkzZmRUV1crR44cmZ2dnZ0/cuTI7AMHDigBZs2alb5w4cK+fWi12mLonfiUlJTkTJkyZUBGRkbB9OnTM8KHv5Pr16/XFhcX5+bk5OQXFRXl2Ww26apVqyIuvPDCrFMd1+bNmzUPPfRQ8tq1aw25ubn5TqfzqIjqhAkTMgsKCvKysrIKFixYEA3wm9/8Jsnn80lzc3Pzp0+fnmG326UXXHBBVk5OTv7AgQMLXn/99bP6jH4IIXdA5trSktDfNq4tLQlhd+Cs5l9//vOf4wYOHFgwcODAgkceeSR27ty5qU1NTarp06dnPfDAA/E33nhjRmVlpSY3Nze/vLxcVVJSkrNhwwYtwLvvvhuZn5+fl5OTkz9y5MhsALvdLp09e3Z6YWFhXl5eXv4//vEP49kcl6h/tkBQ9mZTZ7/nxZtNnQndgeBZnRdVVVXKgQMHFnz1/w8++GDc3XffnVhSUpIzf/78pKKiorz09PTC1atX66H3+3/hhRdmhUIhkpKSirq6uvrW9qamphY2NjbKW1pa5JMnT84sLCzMKywszPvkk090AHfffXfiNddckzZ69OiBM2fOzCgtLVUXFRXl5ebm5mdnZ+fv27dPBV9fax544IGk0tJSfW5ubv7DDz8cO2zYsJzNmzf33ZwMHTo0d+vWrf1XpP+JErsLiUQikeicpo1U0PBlK0JKJD1qKUtaLRjkMm5JiWV6rIl4pQKjQsZYUwR7HG6qnB5WdnRT6fLwUn5aX/tjgMqiYrq8AZL0/ewQMCvljDdF8H+H2hll1FNi1OMJhQkgMNoYgVQi4XOrnTGm3oFWdXbjOSLwoD+iqPbFUca+/5+dO5uPaj5iUdkiXiqYx55DDTgaa1EWFRMQBN5tsxAlV3BxzPH3yoGwwP871M54s57zjRHUe3zctv8QmVoVz+SkcHmsiXVWO1fFm3i33cZYUwTXJkaxzupg5u4a/jUkkyytmtzcR6mq+jNJydfyx8wClrZauSbeiDss8M9WKzPiTPhDYVzBEFVuL9EKOakaFUMitdS5fbR5A7zS1MlvU2NJ1Zw6kOEOhdloc/BxVw+fWuzckhzDb9PiOH/Dp1ikKUA6hCAnSkOmYTe1PbXEamPJMGQwIXUCXZ4u4nXn1GoE0Y9cp7uz/8e7Z7jdkUpLS9ULFixI2LJlS2VCQkKwvb1dds0112TMnTvX8tvf/tby/PPPR82fPz/ls88+q+1vnIqKCs3u3bsPpqenB4YNG5b76aef6sePH++69tprM5csWVI7fvx4t9Vqler1+tOOiI4aNcpz//33t5ws02XJkiX1cXFxIafTKSkuLs6/7rrrbH/729+aFy1aFFtZWbkfYNGiRcb4+PjAunXragAsFstPplCwe0eHSQiE+50oC4Gw1LWzwxQxJslyJmNv3LhRu3Tp0qgdO3ZUCILAsGHD8t56662D69evN6xfv746ISEhOHLkSNeJsgZaWlrkt99+e/q6desqc3Nz/e3t7TKAP/zhDwkXXnih/V//+ld9V1eXbPjw4XnTp0+3R0ZG/qSyq37slrdZTd6w0O954Q0L0uVtVtMtKbFndF6cSjAYlOzbt69i2bJlhkceeSRxypQp1V+9JpPJmDRpUveSJUuMd955p2XNmjW65ORkf0pKSnDatGkZd999d/vkyZOdBw4cUE6ePHngwYMHywH27t2r3bp1a6VerxfmzZuX8pvf/KZ9/vz5Vq/XKzmyoD7A448/3nzkOWk2m0NvvPFG9KhRoxr37t2r8vv9kvPOO8/zbb7nHwsxyCISiUSic5rOqGbYlAwAvux2stPuJlunRhAEJkRFUu5wU+70MjkqklcbOzng7u1Oo5RI+KCjm3AMSIA8vYYZcUZsgZNmvR/lomgjA/VaevxBMrSSwxkYEsIS2OdwoZZJGG7Q0+L10+4PHPWz5iMKuCaplQAs395Ih8PL7RddyobGDby+93VuKrqJZgnEqmTs6XFT5fLyYOaJM5IlgEkhY2u3mzilkl0ON68UpHP7/kNUurzk6zXMjo9i3r6DXGyO5MHMRNQyKQV6DVqZlFm7alg+JIscnZqcnEeorn6YhIQruTxCwaFDS0lLvYUxJj1/b+okQi7DGwrzu4x4ZPR+jkkqBUtbLVyTEMUjWUk8V9/GCIOOSdGG4461wxfgU4udj7t62GBz4A1/vY7pybpWRhh0/DU/h3nlbcRLbVxgUnOhOer/s3ff4VGV2QPHv3d6TWYmZSa9QRqhIwqIYhdUFLEgWFaxwaqLurvYe13F3UXFtpYVwcaqoGJfimunQxpJSO/JzGR6v78/EpAaA7L7U7mf5+F5dOa2mfcmuffc857DNdlP4o14KTAXIAgCCdoEPm/4nMn6yQMaM4nkcEjSJYV/eqmBL7e7Tz75JO6ss85y7Jx+Y7Vaoxs3btR/9NFHNQBz5syx33vvvek/tZ2hQ4d68/LywgBDhgzx1dTUqMxmczQ5OTl8/PHH+wAsFsthvdl+9NFHrR9++KEJoK2tTVlaWqqx2Wze3ZcZNWqU//bbb8+YM2dO2tlnn91z+umnew7nMfw3Rd3BAQXNoq7QQQfXVq9ebZgyZYpzZwDkjDPOcKxatWpA/eZXr16tHzt2rLuwsDAEvedM3+txn3zyiWnhwoU2gGAwKFRXV6tGjRoVONjjkxxYezAyoPFuDw1suYNx/vnnOwDGjx/v/dOf/qTa+/2ZM2fa77vvvtQ//OEP3UuWLLFMnz7dDvDVV1/FVVVV7XrC5PF45A6HQwZw+umnOw0Ggwgwbtw47+OPP57S1NSkmjFjhmPo0KEHbu8H/O53v3M89thjKcFgsOnZZ59NnDlz5oCKiP8aSdOFJBKJRHJEqPy2FcXXXTybmsq9g9IQ+gqgnm018267g+ebuni8IINni7NYPbaAHccN4085KURjMT7p6gFAL5ez1e3Ht582xfuToVGhC8YoL+viXz808s22Dtz1nWR89intwQhKQSRJpaQ1uOe9llm578Pb4/KTqOn0UtPp4biM4xhtG82S75dgTbOi1WrZ7gswLzsFhWzfP+1twTAyAZqDYaKIbHZ7KdSp0cgErspIosHf2766xKjl9eF5bHD7uK+mhUpvgHfbHWxx+0jTqDh3YzXlHj8ymZL8/HtQKs0YDMXk5lzP3Ts66QpFuHtQGjdl2+gKR2jt29+n3T2scbi5Ky+Vd9vtvNvu4Pa8VDzRGP9o6tx1nBtcXqas386wr0u5ubKRT7tdewRYAKIiXFtaz4iEXNaOTmOKeh3fVz7AvC8up8xeRqGlcNfYdvt7HwpmxWcNaLwkksNhat5Uh1qu7veXhFqujk3Nm+o42G2LooggCAMqqKhQKMRotLcAdSwWIxwO75q+o1ard21DLpcTiUSEg9n2wfrggw+Ma9asMa5bt66isrKyrKioyO/3+/f5ZTVs2LDghg0byoYOHeq//fbb0/74xz/2O83il0RuVA8oaCaPUx10cO3n1NDsG9f9vr5s2bLqioqKsoqKirLW1tatUoDl8LOqFQMab6tqYMvtTaFQiLHdMmEDgcCunyuNRiP2LUM0Gt3nJDjppJO89fX16paWFsXHH39smjVrlgN6z41169aV7zw3Ojo6tpjN5hiAXq/ftbNrr73Wvnz58mqtVhubPHly/ooVK/oN/BmNxtjEiRNdS5cuNa1YscIye/bsn+4o8CslBVkkEolE8psX8kcwWDQMPykdo2XPKSrZWjWnJsbxVpudwXoN51jNFOq1KPoKtA6N0/NBZw+r7S5ckQjfOL24BpjNApCbZOC8ozKoS1SSMSieC8YMxnTuNNpDYap9IbZ6fGxz75ktu79WxLZ4DfedPYTnv67FH40xxjaGY/KP4e3mGnzRGBenJe6RAeOLxrhocw3zyhv4rLuHd9odDDNouTHLSqpaxWa3n+96vIww6mgJhpiyfjtXb6ujxKDl26OLOMFi5K6qZhzhCAsKMnhv5CCOMemZvqmabW4fMpkCjSaV7VX3Ewp1c1tuKk83dvB8YwfXl9ejE6M0NTWilsn4c04Kr7V082pLNzdnp1Dm9fNGazdnJMXjCUd3dXQqMWhR/ET3H4C2UJjry+uxGVKotFfiDDoBuPOrO6mwV+xarjvQF2SJk4Iskv8dk9oUnVk4s7W/ZWYWzmw9lKK3p59+umvFihWWtrY2OUB7e7t85MiR3n/84x9mgOeee84yZswYD0BWVlZo/fr1OoAlS5aYIpFIvz9cw4cPD7S3t6vWrFmjA3A4HLJw+JDu+/bhdDrl8fHxUaPRGNu4caNm8+bN+p3vKRQKMRgMCgB1dXVKo9EYmzt3rn3evHntmzZt0h2WA/gf0I1OdghKWb9jKihlMf2o5IMOrp144omelStXmtxut8zlcslWrlxpPuGEE9wDWfeEE07wfvfdd8aKigoV9J4zfa+7FixYYN15g/7VV1/9Jmtj/H+7wGZxaGRCv+eFRibELrBZDvq8AEhPT4/Y7XZFW1ub3O/3C5988sm+6aEHIJPJmDx5snPu3LkZgwYN8ttstijAscce63r00UeTdy63ex2V3ZWVlamKioqCd9xxR8epp57q3LRp0x7LxcfHRz0ezx5Pja699tqu+fPnZwwfPty7M6vqt0gKskgkEonkN0+lVZCWb0apVhAAzt5QxfzKxl3vDzfqsKmVqA9wg39tRhJ3V7cQjYksbe3mvE39ljvYh04h59qMJP7d7eZ7Z+91caJSwSp7DyONOjTyPf8c7y/IAmDUKJlxQi6P1bbgDEcoTCgk1ZDBooYOHKEfAz+1vgCP7mjlj9k2rkxPZIYtgaPi9dT6g7zb4cSqVmBSynmj1c75m2pwRqJcmZbIRSkWnm3sxB2NERZFpltNvNLczeKWbgQENDIZ/miMt9sdiKKITKYkL/dGdtT+DXmkiwUFGZQYtFzm70b37uuUr15Fc3MzGRoVb43II0WtxKxScGpCPNOSTahlMnL1Gu6rbukdJ5mM54dkk6T66dnMq+xuXmh2sfDEhVg0vR0i/RE/N/z7hl0ZLJcVX8YNI2/g6JSj91g3JopcV1bPXVXNXLplB9M3VnPBpmpmbq7h0i07uLOqiW+dv5pZCpJfoJvG3NR2+ZDLm/fOaFHL1bHLh1zefNOYmw6pk8iYMWMCN998c+vEiRMLCwoKiufOnZvxzDPPNCxevDgxPz+/+PXXX09YtGhRI8D111/f+fXXXxuHDh1a9O233+q1Wm3/N3oajbhkyZKaG264IbOgoKB40qRJ+T6f77DcK0yfPr0nEokI+fn5xbfddlvq8OHDd00TmjVrVmdRUVHx1KlTc9avX68dMWJEUWFhYfGjjz6actddd/UbrPolkeuUUf241H6PVz8utVWmUx50cO3YY4/1zZw5s3vUqFFFo0ePLrrkkks6J0yYMKBaFqmpqZGFCxfWTZs2bVBBQUHxtGnTcgEeeeSRlkgkIhQWFhYPHjx4yB133HHA7jeSQ2dWKqKz05P6PS9mpye1mpSKQ5qep1arxZtvvrl17NixRSeddNKgQYMGHVQ20qxZs+zLly+3nHfeebuCPM8//3zjhg0b9Pn5+cV5eXlDnnrqqf22VVy8eLElPz9/SGFhYXFVVZXmmmuu2aOmzNixY/0KhUIsKCgovvfee5MBJk6c6NPr9dHLL7/8NztVCKQWzhKJRCI5Av3Q4+XcjdV8P66IFLWKbW4fJ6/bzkOD07gifd9riUhM5Ohvy1g8LBdnOMKMzTXcmZfKVRnJ+9n6T4uJIuUuL6+22rk1L5X3O538qbJp1/tPFmVyvs1ywPVrvH6ea+zk+kwrGTo1bcEwFqUcVd9Uoc+6etjg8jE/N4UNPV5W2d2cYDEyMk7HDn+QS7bUcqzZwFHxeuLlMsq9AU5MiKMpEGKHP8RRcTrGmgyUuX082dDBux1OFhVnUmzQkqpWEafYczpTNOqjq3sN9u5s9Ho9P/zwA7m5uWzcuBGLxcLUqVOR9R3bF90uArEYcXI5H3X18ODgNMo8fja7/VyUYkEQBL52eDh/c/U+LaX3JgOWjRiENlzFFZ9cQSTWG2galTyKf5z6Dx787kH+VfUv1l28DrX8xwymjzt7+N222n63fUuOjXnZUsHcI9mhtnDeXU+wR7aiZoW509epTNIlhafmTXX82to2Sw6Oc2WtzftNS8ruRXAFpSymH5faejjbN0t+Xe6vabG92NSZsnsRXI1MiM1OT2r9tbVv/jnq6uqUkyZNKqipqdkml/9q6lrvV38tnKXCtxKJRCI54ujkMooNGra4/aSoVZQYdVxksxC31x/8QDRGDPjG6eHtEYMo9/rY7g1yZpKJu6tbOC0xfkAdcvbWHgrjjIpcn2XlK6ebc5PNhGIid1U3ExUhVd1//bs8vZY/5qTgj8XoCUdwhiNcsa2WoQYtD+enc0piPIGYyFttdi6wWZAJAp9296DuK2S7+qgCbqlqIk/Xe+w5osgPPV4mJ8VzUkIcCkGg2heg0hfk5mwbgZjIvPIGrs+y8se9Ag+iKCKX67AmT2Z75ZcsX74crVZLQUEBarWazZs3k5OTw/Dhw4Heds47VfoC3FvTwt15qWx0+7m1qplH8tMZbzZwZ24q99S09Ps9xIA5ZXV8flQJdx5zJ09vfJpJGZPIic9hfft6XCEXFo1ljwCLKIo81dD+k2NkOkA2kURyMOLV8bFLii85rB1DJL9spik5bXGT0ju8GzrMUVdIKY9ThfWjkh2HksEi+e24My+17frM5I632uzm9lBEaVUpwhfYLI5DzWD5NXrqqacSHnjggbSHHnqo8dceYPkpUiaLRCKRSI5ILzZ1st7l4y/56RgUcj7t6mGN3c0Dg9NY1NjJ6QlxPNXYwe8zknmjzc4EkwG9Qsa3Di/5OjV6pZwUlQJnJMaYeP1P73AvrzR3oZYJHG828kZrF7PTk2kMhLijqpm/FmaSo+s/eBOOifzH4eYPFQ1cYLNwnNnIHVXNFBo0PFOchQz4S20bIjDcqOV4s5FPu11scfu5KiMRTyRGqcfPcRYjFqWC7d4AKzqceKJRusOR3pbToshLJTlsdvu4dEsteTo1f+s7NlEU+birB61cxiRLb+BEFEV6enr48MMPyc/Px2w2ExcXR3JyMp5IFINi34uqp+rb8UZjzM9NYXmHg80uP3cNSkUURa4qreODzp6f/C6PMxt4fXge37V8w93f3E0sFuPhiQ8zNmXsPkUfv3V6OGdjdT9b6/VscRbnWM0/uZzkt+twZLL8Vs2fP9+2fPnyPdLtzj77bPujjz56xDyRl0gkR7b+MlmkIItEIpFIjkjlHj+nrtvOA4PTuCwtkZgocux3FbxQko0rEmVlp5OJZiPfOr0cbdLzfGMnLcEQn44u4KR1lSwbkYdFqeCizTt4e0Qeapmw3w4OAPZwBLNCvs/7MVFEJgh0BsP8q91OjlZNkkrJqL2CNk2+IJUOHyel9d70t/tDPLC1AYUg8MjoHL7odrHZ7cMbjXFxagJJSiXBWIxElQJPNMYbrd2YFApS1EqqfAFOTYzn+x4v51vNrHG4GWbU8WBNCxkaFfOybXgiUWSCwDWldVxgs6AUBE5IMPLP5i4uTk1EJ5fRGQoTFcHWT9aNKIqsr3fw3qZmEosTuDrPhk6+b4mHx2vbUAoCf8i28mR9O0ONWiZZ4vBEokxev31XW+3+/DnHxk3ZNj6t+4J14QxWOUXuHpTKseY9mx1csmUHn3W7fnJ7bwzP3RU8khyZpCCLRCKRSA6kvyCLVPhWIpFIJEekDI2KTI2K11p6M/llgsCV6Ym81+5gVJyOiAjjTQYaAyEmmPSMiNPx18JMRAGuzUhkSUs3BoWcqzOSeGhHK9eVN1Dv338wwKJUIAgCHcHwrk46AF2hCKvtLpLUSq7NtJIYCvBBaye+yI8F93tCESb9p4wryupo8PTWs9Mr5Gx0+aj1BWn0BSnQaZiXZWOyoCHaE+L9TidT1ldR4wtiVsip94fI0aroiUS5wGpBJ5Ox1u7mjqpmBus0LKxvJwYcYzIAEIiJ1PmDPDski3AshkEhoyMU4TybBVVfoOgrhwd7P12W3vi+gfOe/Ybv6+zccNJgUowaHtmx/9p/N2dbmZpsAuC0xHjydRoADAo5L5bkoN9PYGZvj9e28R+Hm/HpkwgJevJ0agr1ezZEKPf4BxRgAYhXSNOFJBKJRCKRHDwpk0UikUgkRyRRFDnm23LqAyE+Hp3PiDgd3miUk3+o5IujCtnY42WQXsN2b4Ad/iAKQSAqilyalkggGuPsjVW8MCR7V02WtmCYjzqdHGs2oJTJyD7IWi2iKPJuh5OTLUbi9qoH0uwNYlIp0Cv3nW4TjERZvrGFb2u7GZebwNQRqagVcv7VZufu6hZeGZrDyDgdt25vYnJiPONMBu6qbuaKtEReau4iIoo8VpBBIBbjgk01LCjMwBeJcWtVE3/IsnK82UhQFHmhsZOQKPKnbNs+3ZB2/wz2cJQElYLaLi9GvZJPHG6SVAommo0saujgHKuJvL4gyoFscHnZ7g0wIyUBgBUdTq4urfvJ7zBZpeCLowpIUu2bXVPnDzK/sok1jgF1PeWbo4t+csqW5LdNymSRSCQSyYFIhW8lEolEItmLIAg8nJ/O3LJ6lrR2MyJOh14u54wkE/9qtzPMqOOLbhfpGiU2lRJfLEZLMMxNFQ2MjtNxRVoiW91+MrVqIjERq0pBgV7LklY7m1w+3hs1+KCP59wD1ABJ06tpD4RY2+pkcmbCHu81O/zkJOm54KgMAJzhCG82dzE5KZ6/FmZw6dYdLCrO4pH8dG7d3oQvFuOhwel4o1FOTYgjFBORATERhhl1DNZpqPQGeCs/hdJt2xBGjMCs1XJjthVnOMojta3ckpOyR6ClMxTmX20Oav1B2kNhbsi0MipRz9KWbjQygSytmqcbOsjXqXmusZMbs62kqFV7fI7WYIhlbQ7earNT5QuikQmclhiPWalgarKJ9a4knmvs7Pc7/GO2Dct+Ctb+o6mTe6qbiRzEcyXTfgJaEsnBcgad8r27C5nUpuhPryn5NYv6wnLf+g5z1B1Uyo3qsG50skOuU0rjfoRzhCPyt9rs5vZgRGlV9xa+NSsV0nnxGyQFWSQSiURyxDoxIY6TE+J4t93BPXmp6BVyrs1IZkFtK43+EJ3hCFs8MixKOYFoDJUgMMKo29Va+K/17RToNZyybjtLhuUy3mxgvNnAKT9U0hQIkaZW4olGMf7MqSe+SJTj15bhlYl8Hq+hYLeaLblJBnJ36zodiokcbTKwxe0nX6/hpZIcZm+r4+H8dB7JT+e2qma80RgCkKCU445GubK0jsvTEnk4P52Ojg62/PvfLK+tpaioCK/Xi06nQyUIOCIhYmJvC+yJFiPNgRB/r28nUaXgPKuFXJ2aQDTGjRUNzAZmpibQFAjxTruDyYlxrOzqYWycjq19XZ380Rgfd/XwZqudtQ43u7dY2Nkd6Zq+Ntl35Kay2eXj2x7vAb+npxs6mJps2qMz0Jd906IO1t5tqiWSg/XEuidsSyuWpgSjwV0RyYUbFmbMLJzZetOYmw5Lgdibbrop1WAwRO+77779tsxavHixqbi4ODB69OjAwW67srJSdeaZZw6uqqoqPdTj0+l0I30+38ZDXf/XaH8tnF2f1mX8N1o4P/DAA8kvvfRSUklJie/NN9+sO+mkkwbb7XbFzTff3Pr555/H/fnPf24/lLGXHH77a+H88I7WjCOthfORQqrJIpFIJJIj2hXpifytMJOWYIhgLIZZKWdGSgI9kSgTTAaK9Rq8kRgXpiSwzuXj0rRELk1LZFZqAjNTLHzU1cM3xxRxjOnHwMfytsnuNAAAIABJREFUkYNIVim4saKRl5u7ua6snuZAaNf7Xzs8B3WMOoWcNROLKT1u6B4Blv0xKxXIgCK9hnfaHRToNbw5PJc7q5pY0mrn4fx0trh9WJQKYggYFHL+mmNFXrGNlpYWzGYzkUgErVbL8ccfT1LSjxGcbK2Ky1MtbHL72OELkqJWYpDLOdZkJLdvao1GLuNvRZl80e3CE4mSrlFxVpIJuUzg8rQkzrVZMCnk3FzRwPCvtzGnrJ7VewVYdnq+sZNyjx8ApUzghZJsTrAY97Nkr/pAiKtL64jEfkxZWdn1092J9hankCE/QBFjiWQgnlj3hO3l0pfTdg+wAASjQdnLpS+nPbHuCduB1j2c3nvvPdOWLVu0P72k5HBwrqy1edY2pe0eYAEQwzGZZ21TmnNl7WEd9xdffDFp5cqVVStWrKj9+uuvdeFwWKioqCi76qqrHG+++Wa9FGD5Zbi/psX2dENH2u4BFoBATJQ93dCRdn9Ny//k98GBLFy4MKGuru7AVewPYPr06dkvv/zyQbXhe+CBB5Jzc3OHTJ06NWfx4sWm9evX9z9/+FdKCrJIJBKJ5Ig20qjjpeYuZmzewZP1HSzvcDLMqOWsZBMpahUhUcQfi/FRp5NhRh1P1rfzZH07270BukIRhhm12NRKZIJAMBZj2sYqFrd2U+YJcIHNQk84QpnHzy3bm2jsC7S83W7nqfp2nm7o4IMO54CO06pVEafqPyPGF43xSG0r3eEICkHg9L7pNiVGHe+NHMzCvmN/YHA6JyXEcbLSyxmlz+H/4nHq6+ux2WxEZXJmzJhBeno669evB8AVifJKcxdXbqtjRWcP12QkcV9NMzW+IHfmpfCF3cV/dqt1opbJOC0hjiH/2cbKTic5OjU2lZJXW7qY8F05UzdWs6TVjiuyb2hFBoww6piVYmFOZjJq2Y+XKkkqJWN/Isi01uHhruofM1eOPoT22iap6K3kZ3AGnfKlFUtT+ltmacXSlJ5gzyFdh8+fP9+WnZ1dMn78+Pyqqio1QGlpqXrixImDhwwZUjR69OiCjRs3aj777DP9559/brrjjjvSCwsLi0tLS9ULFixILCkpKSooKCg+7bTT8txutwygsbFRccopp+QVFBQUFxQUFH/22Wd6gGg0yowZM7IGDRo0ZMKECYM9Ho9woP0BVFRUqEaMGFFYUlJS9Ic//CH1UD7fr1XUF5Z7v2npd9y937SkxHzhQxr3e+65xzp48OAhgwcPHnLfffclz5w5M7OpqUk9derUQbfffrvt8ssvz6moqNDuHOuxY8cWrF27VgewbNmyuOLi4qKCgoLicePG5QO4XC7Z+eefn11SUlJUVFRU/Nprr5kA1q1bpxk6dGhRYWFhcX5+fvHWrVul4lQ/gyMckb/Y1NnvefFiU2eKMxz5f7svf+211xIbGhoOOshyKHYPDP6Wg8BSkEUikUgkRzRBEFhQkEFzMEy+Xk2mRoU7GuOyrbV85/SQpFRwS24KRoWcG7OtXJaWwPVZVvL1GsabDSxrd+zallomoyUQZpIljhFxOsabDeTqNLw5Io/Fw3JJ62t3/OccGzNTE/h9ZjIj4nQ839iBNxqlyhtgtd3Fx11O7qhqosZ3cA8hg7EY+ToNw4w61jjc2NRK/uNw82BNCylqJctHDeKtNjtvttp7V1j5R+qr/sOXiSVMOOMMav0hriytozsqct5553HyySfzl9pW/lzZiFYmMDpOh1WtZGVnD5elJXBtWR3bfUHuyE3BHY7y19o2bq1spPDLrVy6tZZ7BqUySKfhK4cbo0JOrT9IrT+032PP1Ki4McvKt8cU8fGYfBYUZnJletKuDJmdrk5PInE/dVd291JzF68299YmHeEQmdelIPEgpv+YpKlCkp9hRc0K894ZLHsLRoOyFTUrDuoJMMCXX36pe/fddy1bt24t++CDD6o3b96sB7jyyiuzFi1a1FBaWlr+2GOPNc2ZMyfzlFNO8Z588snOBx54oKmioqJsyJAhwVmzZjm2bdtWXllZWVZQUOBfuHBhIsC1116bOXHiRHdlZWVZaWlp2ahRowIADQ0NmhtuuKGjurq6ND4+Pvrqq6+aD7Q/gLlz52ZeeeWVndu2bSu32Wzhg/18v2a+9R3mvTNY9iaGYzLvho5DGvelS5cmrF+/vnzdunXlr776atLvf//7zuTk5PCaNWu2P/jgg22LFi2qHzNmjGfnWO9ct6WlRXHddddlv/POOzWVlZVl7733Xg3AbbfdlnLCCSe4tm3bVv7ll19W3nHHHekul0v25JNPJs2dO7e9oqKibMuWLeU5OTn7/6UtGZC32uzmvTNY9haIibK32uwHfV7MmTMn7ZFHHtmVbnrTTTel3n333dY777zTWlJSUpSfn1984403pkLv9L/c3NwhewdNX375ZfO2bdt0l156aW5hYWHxzkDq3ubOnZuWl5c3JD8/v/jqq69O3/n6mjVrDCNHjixMT08fujOrpaenRzZu3Lj84uLiovz8/F0BvN0Dg/Pnz7ftHQQ+2M//SyY9qpFIJBLJEU8Q4PbcFHK0apa1OzgTE1ekJVLnDxKnlBOvkDMjpbf18SVba7kyPRGtTEaBvrdI7O5OSIijKRCiQN+bASsCD+1opVCvwaxUcIHNskfR1zS1kvc6nCQoFaSoVeRo1djUSso9Aaz76ZLTH7NSwYUpFn7o8e7a31CDlgkmA4IgYI4GeLkkhx9cXq4rq+fh6f9ko91NTyjM8209jDcZuDs3he97PMQpFBxvMfKnbBsP7Whls9uHWaEgT6emIxhhQW07d+amMresjqeKsjgxIY4nGzrI0qp4f2Qe1f4QzkiUco+fDW4frcEwCwszMcrlvNQXADEp5ExNNjHdamZsvB5hAFN09Ao512Umc09NS7/L3VHVzDCjjtwkLcnfO7hajFF3UhLfx0F1qP97hnip6K3kZ+j0dQ7oB3egy+1u1apVhilTpjiNRmMM4NRTT3UGAgHZxo0bDeeff37ezuVCodB+f5jWr1+vveuuu9Lcbrfc6/XKjz/++B6Ar7/+2rhs2bJaAIVCQUJCQrSrq0uelpYWHD9+vB9g5MiRvrq6OnVPT88B97dhwwbDRx99VANwzTXXdN9///3p+x7Fb1PUHRzQeEZdoYMe99WrVxumTJnijIuLiwGcccYZjlWrVh147uSe6+rHjh3rLiwsDAFYrdZo3+txn3zyiWnhwoU2gGAwKFRXV6vGjRvnffzxx1OamppUM2bMcAwdOjTY3/Yl/WsPRgY03u2hgS23u4svvtg+b968zFtuuaUTYPny5eYbb7yx7auvvjJs2bKlXBRFTj755EEfffSRITc3N9TQ0KB57bXXdowfP75+ypQpua+++qp57ty59meeeSb58ccfbzzuuON8+z229nb5ypUrzTt27Ngmk8no6uqS7/aect26dRWbNm3STJs2bdDll1/u0Ol0sQ8//LDaYrHEWltbFUcffXThzJkznUuXLm1Ys2ZN/Jo1a7anpKREqqurNWeeeWbP5Zdf7tjffn/NpCCLRCKRSI54vmiMUEykxKBlq8fPd04Pt+ftmemul/deU9w7KBV7OMqjO1p5oSQbezhCTBSR9QUIRsfpWG138VpLN08VZXJRioWj43U0BMLU+YN8aXcz0WLknXYHpyXGoZfL+WO2jeMtxj3qgGRp1fzb7mZqsumgP89RfVNk/uNws6LDSb0/RJ0/SFMwtKtoL0CNL8gbw3PZ5vHTHAyTo1Wz0ePnPKuZGysa8UajTEkycWV6Eo/WtnKUSU+RXsPf6ho412rm2cZOFhVloZXLUArwr5GDqPEFuLWqmUXF2SSrlURiIgqZwJKWbiZZ4ngoP51cnZoUtZKTE+L2mA600za3j380ddEVjtAVinCezYw9HMGsUHBpWgKzUhNYUNeGO7q/Si69QqLIVaV1fDYmnwtvH0v1+g6yS7s5MVGN9YzBdIbCtAZCKGQyGgIhLEoFoVgMrUzGiDjdQX/nEslOSbqkAWVwDHS5ve0djIzFYhiNxkhFRUXZT6179dVX5yxbtqx63Lhx/oULFyasWbOm3xt1lUq16zeGXC4X/X6/LBqN9rs/mUx2EH28fjvkRvWAxlMepzrocRfFQ/9KRVHcbwBbFEWWLVtWPXz48D2CKKNGjQpMnDjR++6778ZPnjw5f9GiRXVTp05177MByYBY1YoBjbdVNbDldjdhwgR/d3e3oq6uTtna2qqIj4+PbtmyRbt27dq44uLiYgCfzyerqKjQ5ObmhvYXNB3IfiwWS1StVsdmzJiRdcYZZ/RceOGFu4qdTZ061SmXyxk9enSgu7tbCRCLxYR58+alf/vttwaZTEZHR4eqqalJkZmZGTnYz/hrJU0XkkgkEskRTyeXsaCujY0uH9OtZlZ0OvEf4AY+T6fBFYmSpVXxQ4+XDI1qV60VgE0uH4N0Gp4uzuKNNjtyQeDW7c0sqGtjvctHY7B32UZ/iPtrWnmyvp3mYGhXgKXU4+cfTZ1UeQN8fAhFW3enFgQMchnZWhWj43rbM++81NbIBDa6fdyyvYnxJgNHxeuZv72JY00GztlYzVHxOt5ss/PvbhdWtZInCjOZZInDoFDwYkk2iSolrw/PJU4p51unl9db7azu7qHEqOP0JBNvttl5sr6deRUNRESRF0uyeWRHK+5IlCvTkzgjybTfAAtAsUHLp909fN7tYpPbxx1VzTxR186d1c2s6u6denRLbr9T3Hu/40CIeRUN6OJVDD8pg5PmDiXtjEyOitczJcnE7IxkLktL5M68VH6fmcyN2TauzUzmGJNhj+1sc/u4bXsTv9u6g/M2VvPDbh2ObtvexOR127liay0n/VDBpVt2MHtbLYvq27i7qplPOp185XDjDB8x15ZHvKl5Ux1qufrAEUBALVfHpuZNPeintyeeeKLnww8/NHk8HsHhcMg+++wzk06ni6Wnp4deeuklM/QGXb755hstgMFgiLpcrl0/aD6fT5aZmRkOBoPCG2+8Ydn5+oQJE9yPPfZYEkAkEsFutx/wHsFisRxwf6NGjfK88MILFoAXXngh4UDb+C3SjU52CEpZv+MuKGUx/ajkQxr3lStXmtxut8zlcslWrlxpPuGEEwYU+DjhhBO83333nbGiokIFvVkJfa+7FixYYI3Feg/5q6++0gKUlZWpioqKgnfccUfHqaee6ty0adNvsmbG/8oFNotDIxP6PS80MiF2gc1ySNkcZ511luO1114zL1myxDJ9+nS7KIrMmzevtaKioqyioqKsoaFh24033tgF+wZNI5HIgCq8K5VKNm3aVD59+nTne++9Z5o0adLgXceu0eza5s5g4HPPPWfp7u5WbN26tbyioqIsISEh7Pf7j6i4w4AyWQRBqAPcQBSIiKI4RhCE84F7gCJgrCiK6wa6bt/r9wNnAzGgA/idKIr95/5KJBKJRPJfkK1Vs+O4YWjkvdcAZySamL+9kYVFWfssG4uJtAXDHBWv59TEeCq9AbpDEbK0vQ+EJlmMaOUyBOCtNjuz05OYl23li24X83NSdu3jivREZMKPGTI7fVvWwYWj0jEq5D/7xvwok4Ex8Xrq/CG+cXrI02k4wRJFI5NxeVoCn3S7GBun57smJyenmRgZp+fSLTu4LTeFv9W38/eiTJ5q6KDOH+SK9B+7DCmEGKO1Pm4o7yFZqSBOKef6LCur7e7eArnpSazr8VKk16Dfrb7JlRmJPNfYyR9z+m+kIBMEJpiM/NDjpS2058O9ueX1PEkml6Um8pfaNnoiUQRRRITeeV97+bjLxXONnVybmUx7KMK/OhwUG7W4IzESVQqaAyFa+sbzQEqMOh40aOkKR6jzh/ZYVi+XUe71M95k4PNuFzt8QS5NTWRBfQfDjFr0ChkqATa6fChlAg3+ENOtZhJVCjK1v6kp6JI+JrUpOrNwZuvLpS+nHWiZmYUzW+PV8f3eeO3Pscce65s2bZq9pKRkSFpaWnDs2LEegNdff33HVVddlfXoo4+mRCIRYdq0afZx48b5Z82aZZ8zZ072s88+a122bFnNLbfc0jJ27NiitLS0UFFRkc/j8cgBnnnmmYbf/e53Wfn5+YkymYynnnqqPiMj44BP1g+0v0WLFjXMmDEjd9GiRdapUw8+iPRrJtcpo/pxqa2etU0HHHf9uNRWmU55SOM+c+bM7lGjRhUBXHLJJZ0TJkzwD2Td1NTUyMKFC+umTZs2KBaLkZCQEP7666+rHnnkkZarr746s7CwsFgURSE9PT24atWq6sWLF1vefvvtBIVCISYlJYUffvhh6f7sZzArFdHZ6UmtTzd0HPC8mJ2e1GpSKg76vAC45JJL7FdddVW2w+FQrFmzpnL9+vXae+65J/Xqq6+2x8fHx2pra5W7B1f2x2AwRHt6eg44T7anp0fm8XhkF154Yc+kSZM8+fn5Q/vbXk9PjzwxMTGsVqvF999/39jS0qLa33J7B4F/S4SBpJ/1BUrGiKLYtdtrRfQGSJ4D/vgTQZY91u17PU4URVfff98AFIuieG1/xzFmzBhx3br97kYikUgkkkPWHYpQ4wtQYtSx0eWl2KDltu1NPFmUhaLmC9j6FpizeU07C28wwvhBCXwQ8BGvVLDN4+cCm5lJlrg9timKIteW1fPckGwu3rKDo+P1XJ9l3fV+JBqjtSdAhmXPqSnXLd3AExeMQKX471x3iKLI104PMzbvYJxJj7zTz92rnawaFs9l55XQEgxxX3ULDwxOI1Gl5Gunh1pfkGlWMxalnPc6nPT4W3hn4y3cN+kFHqn3cr7VRKU3yG15KXxhd1PtDXBtZvI++/ZFY7zdZmetw82Jljhmpe77oFsURcq8Ad5pd/Beu4Pm4L73ecfE63lv1GBeXVNLqLwHWZ0H70gzDybv/55QIcC7IwfvCo681NTJG6123h89mHBMRKC31ksgGuPtdjvvtju5Mj2Ro+MNzN/exAijFo1MQEDAqlIyKl5Hqqb3mrHaF+DWyiZydGpOT4wnJors8Ae5LDUReyTCMw2dbHH7mGA2oBIE1jjcrOvpnfY+zWrmllzbHjV6JL8cgiCs3/lwcKfNmzfXDR8+vOtA6+zuiXVP2JZWLE3ZvQiuWq6OzSyc2XrTmJvaDvfxSn4ZnCtrbd5vWlJ2L4IrKGUx/bjUVtOUHGncj1D317TYXmzqTNm9CK5GJsRmpye13pmX+rPOi/z8/GKz2Rz57rvvtgPcf//9yYsXL04E0Ol0sSVLltQqFArxzDPPHFxVVVUKcNddd1k9Ho/8iSeeaHnllVdM99xzT7pGo4mtW7eu3GAw7BEgqK+vV5555pmDgsGgAHD99de3X3/99d3Tp0/P3r2mik6nG+nz+Ta2trYqJk+ePCgSiQhDhgzx/fDDD4aPPvqoqqCgIJSWljZ03bp15SkpKZFPP/1UP2fOnGyVSiUuW7asZveCzb8GmzdvThw+fHj2/t475CDLbu+t5hCCLHstcyuQKYrinP6OQwqySCQSieS/YYcvyKddPUyzmrlocw3/HlvI904PeoWcIV3r4ZUzwJjCxyd9gkypRquS81bEx59zUvjS4UYU2SNgsODTSrq9IQxqBe9saOL8mSUYFHJ+v1vgIRCOcsmL33HFhByCkRhH51pIiddy9/JtXH18HmkmLSu3tpJq0jIi4+DrshxISyDE/TUtvLtb6+gSZ5S/r/fxn8F6Lpg5jEpvgL/XtzMvy0qOVkWFN8BGl4+vnB7uyUvlrXYHs1Is5Ok0tIfCxMnlPFbbSrJayZyMZL5yenBvWs+xY0bTLlfyeG0bBXoNCkFgSlI8eToN/2jqJBCNcV1f4KklEOKddgfL2h1UePvvqqQQoPzYodR+2cqXb27vfVGAhrNS+Kf2x2u0fI2K0/1K8hqCRJt9nP374ehNvdkju9fRAQjHRNzRKOdsqGa7L4BFKefZvATidPG82tLNIwXpqGQyWgJBvnN62eT287u0RHJ0aja5fHxh7+FLu4cfXF5MCgWrxxZQ6wsiFwRGxeko8wZ4u81OTyTK5MR4JpgMe2T5SH55fm6QBaAn2CNbUbPC3OnrVCbpksJT86Y6DiWDRfLrEvOFZd4NHeaoK6SUx6nC+lHJjkPJYJH8tjjDEdlbbXZzeyiitKoU4QtsFsehZrBI/v8djiBLLeCgt0nCc6IoPr/be6vpP8jS37oPApcCPcAJoih29nccUpBFIpFIJP9NPeEIp6/fzoslOXgiUcaaDCCK4OkgoE2kPfzjtKD1PV7eaXeQrlExSKHEFpMRFUWisRgZFh0CAoFwlCkLv2TrPafx/uYWzhq+ZzHdj7e1UmiLQ62U4Q9FyU0yUNPpwRqnwaBWsGJzC6IocvaI/WcZl3n8BGMiI3+iUKsoivzH4eGBHS1sdu8/wzzPHeXpdX4qrSomzh5OqkbNW63dPNPYSYU3wC05NrrDUXRyGUMNWtzRKOt7fNT5g6RplHijMfRyOSOMWs61WXC3t/H+++9z8cUX830wxjvtDmamJDDe3FvvJBSLcdaGKt4cnodBLmfWlh2scQy8tuLLJdkcr9bx9sM/4HH0BlZUWjnbp6WQG5aRUhegq8yOTC4jZ1giOcMTSS80o9irc5A9HOHx2jb+1e7gXKuZm7KsvNDUyXzHp8i/e4aq6W8SMljZ5vZzdrKJ9zoclHr8nGs1U+ZykCE0c1za0Wx1+5iyvopw33XViRYjhXotdf4gJyUYUclknJQQh+UA7ac3NDj4cnsXO7o8XDAmgwmDEgf8XUj+Ow5HkEUikUgkv039BVkG2l1ogiiKLYIgJAOfCYJQIYri2p+7riiKtwO392WyXAfcvffKgiBcDVwNkJmZOcBdSiQSiURy8EKiSGcowgaXjwyNimVtds5JNqMwWmnyBbhjezNvjOjtWjoqTsdzy8t54JLR/PWz7fzbE2RkppnHPqnk5d8dhcMXYmtzD+G+Arpv/tBIuyuATBAYkWliVKaZ00t+LN56w+sbWXjRSPKSDLz1QyNOf4gmh59My4EDKB92OvFHDxxk8UdjvNLcxdMN7XSFo/1+9hqjnCvH6nh6vY/PX9zEsZcNZ6hRx3iTAYNcxvc9XtY43OjkMhKUCvRyOSIiERFaQ2E8kRhd4TBvtMErLd28NTyXMWeezd11HdxbmMUQg5Yp67dzdrIZs1JOQyDElEQTpr6gwytDc7h8ay2rBxhoWWV3M7nAhCD7MRsl5I+SvbSJOKuO5OGJHPP74Viz4/ZYZqeuUIQNLi8nJcThikTpiUR5ubmLiCjyl/x0GuynkTDkPMrcYeq6XFyenshLzV0cZzYwIyWBLW4fH3UH2ejSsUDVw+lJ8dycbeWR2t6s73/b3ZycEMc1GUkc8205wViMMfF6HslPp9iwbx1Ji07F5KE2BicbcDqdlJeX097eTnt7O6eccgoms5lQTNxV00cikUgkksPtlFNOyWtsbNyjYNiDDz7YNH36dNf/1zH9Gg0oyLKzIK0oih2CILwLjAUGFGQZ4LpLgQ/ZT5ClL/PleejNZBnIPiUSiUQiORSJSgUKQehr5eyjPRjBEYmQpFIiQyDaW16VL7pdlHn8ZFh0PPhhOfV2H+ePTufUITbe39zCotXVaJUKIrEYR+ckEIrEePS8YaSZ9ry5vvO9bdx/TgkAw9LjicZE5DKBOwNOyiaWUOMJsLS1m40u334DKaGYiKovgNAcCJGiViITBBoDIR7e0cr7Hc5dmRUD0aSX9QZa1vnZ+uxGcq4exhXpiXzj8GBRKbgwxUymWk6aVscbrXaGGrXE19fgdruRyWRY022EjPHUoMAejvBhIIpZq+bJ+jZmpyfz4ejBPN3Qwex0G95olPmVTdT7g2Rp1Wjlst5Ay7ZaVtn3H2hJUStRCgINgRCr7W5EUSR1kInK7ja0cSpSB5k4emoOZtuBi9gCLG7p4pWmLuKUCko9fhYWZSII8Habg8Ut3YRjIn/ISmZmeSNPFmVyemI8Lm+Y+FY/L3/byr3TSvi8y8Xs1ATWatXcU93EEKOW67Os/Nvu5vu+7kOr7W4uTU1kxahB2Dt91LS4eXzZNirb3Lx5zTGkm38c0+xEPRs2bGDp5+XEx8djs9mwZeegGDKMd7wRVL4uyn0BHhqcvt92rBKJRCKR/FyfffZZzf/3MfwW/GSQRRAEPSATRdHd99+nAvcNZOP9rSsIwmBRFKv6Fp0KVBzKB5BIJBKJ5HARBIEYIjKht0ZHllbF590uLkpJIF4hZ1Scng86nGxw+VAIcOeZxftsY/HsowHwRKIsqWrjUkGLSiFjxaYWwtEYp5fYyLcaAfAGIzyzuvd6ZlJBEvK+gEm6RklEFEEm4ImJ+KL7z0KJV8jR9WU2OMIRPNEYnkiUMzdUcahPJTo1Mq4aq0MhigQ31fDK0Bym2cxcuqWWlmCI+Sl+4rr/Q7zqIqgoJSU3h9TUVL755hvS09OJeryUo2K82Yg/Bpt6PJwW9fN2xTbOPXESN2RZqfEFyNdreLIok7M3VnNmUjwxIE4h55WhOczeVsfn3b0PzeQCnJ4YzyWpCRxnNvLPlm5u3d5EQyBEtS+INSeOyu/amHjBYAaPse73M0XsAbzr2ghWO1Ek6Th/Wh4VHj9lbh+P1rbhikT5e2EmcgTeaLPzSVcPZyebeGt4Hs5IhL/VtTPYFaUkNZ5ZR2fxZVUnEw1aXu/qYaLZgF4h4+aKBpYMy+PJokw+7XJxvMWIQS5jRaeDKYnx3Ph1OTWdHsbnJRKMRLlreSl/OW8YiYYfHxiOGjWKipQsRpqNOMIRPul2kRAWGWLQMkof5oE6gbZgmBSNVChXIpFIJJJfqoFksliBd/uemiiApaIofiwIwjTgSSAJ+FAQhE2iKJ4mCEIq8A9RFKccaN2+7T4iCEIBvR2K6oF+OwtJJBKJRPK/ICCgQCAG5GjVfNF3s5+gUnBOsolATOS6J77ih/vR4VKLAAAgAElEQVRO7Xc7CkHgaLdI93tlpD90LLOPzaGtx08oKtLjCxOvUzJ6YgbnJpuo9AXxI7LF7SNLruSu+AS+q+4mHI1xRXw8xWbjfvcxNzOZUo+fDzuceGMxAtEYpyfG80RhBjdVNB5yoKVHJQACRGPM3LyDZ4ZksWRYLteV17OgTeDxnMmcHFmLeeSJrF37Aw6HA2vxON6s8OMLRpgyNIVElYKbs6zcWtVIvsXC6BFFLCndzoXF+SSplNxb3cKpiXEMM2qZl20jJoosa3cwp7Se54dk8WBNKxalglmpCTh2VJOuFJAJAuNNhl3Hucru4qJhiWz4tJ6a9R17BFlEUeQrpwexO0D+R02Emz0ggCJJx5etTq5JT+aVli7CCDzT2EkwJvJEQTpnJps41mTYNS3HJldxdLyOtTEPg+Uy5i/bQklaHOdkmJhv1vH3+jZGxulQCDL+Vt/Gn3JSOD0pnuca2qn1hwjFYpS5A9x87hB0ooA/EKZbJuKIxFjl8XKuTklIBK1cxmedPQTCXqq6GyhRO5gqlhLzB5EF1TjDeVyZftKuoJrk18EZdMr3LnxrUpv6n7sn+dWL+sJy3/oOc9QdVMqN6rBudLJDrlNK4y6RHCEGVPj2l0IqfCuRSCSS/7bhX23jq6OLCAej3PDGRpIMap64cAQASzc1cWKRFZtaSfYtH1L3yBn9bivc5SdQ3o1xYjpPr6omzaRFrZAxND2edLOOo78pY/XYQtpDYQRAKQgYEajq8CCKsMnvR6FRcFn2nu2QIw4Hn+9o5FlBi0EhI0+j5rnm3lqc6Rolrw3LpcYb4KrSeg5H2wIZ8JeCDC5KsXDb9ibWOtw8PjgJjeNfJFkv5vtPPsZUeAxjcpMREHhvUzNfVHRw79QhOFTwSE0rM1MsfN7tIhiN8nB2Mkqtlt+XN3BjVjIV3uCu7kz3VjdTqNdyYYrlx88biSCXyxEEAVEUGfpVKd3hCHMzk7kzL5VYTEQQejOROkNh3mi1s7S1m1p/CIBbMq3MbomiLUlEYdZQ7w9yT3ULDw1O5d7qFkRB4HizAXs4yiWpCcTvpzjt590u3mjt5umiLEqbe/h4WxvRmMiVJw/iLztacUaj1PmC3JqXyqmJ8TxU08LChg4AivQaeiJRZMBxFiMjjDoK9RpWdvXgiUQJxkTy9RqOitcjDzdhDXxDfNxwmoVBfOsKUu8PIQIVXj+nJsZzZXrSYRhVyU+RWjhLDsUvsYXzwoULE6ZOnerKzs7ef5/7Q1BZWanavSXw7i688MKsP//5z+2jR4/uv1XcEcYRjsjfarOb24MRpVXd213IrFRIwbdfqcNR+FYikUgkkiOCRibDH4uhFODLqi60SjlPXNj73orvG5k5Ih1gjwDL+noHxSlxaFW9nWvWbO8kzaTl6VXViKJI8ko3Ozq9jM9LYLDViEHd++f3HKuZMo+fZLWS9T1egrHeBx/HJOnZ7g1wlMVEvT+IKxIlrq/dbywQoOvZZxmmUDJ56nmUxWToFHIuSU1gZ6WOFR1O/pRt4/XhCmZt2dE79ehniAF/rGzEHo7w8OA0/lrfwe9KW7kyfSqjg1HOOupUtkXD3Pd+Gd5QhHNGpHHZuCySjWqyVXLMSgVymUCSSsFpiQn8p6mVEdmZ/HNoDqvsbmKI3F3dDMAks5Gx8XqqvAEG6zUAKBQ/Xq4IgsCzQ7LI12lIVisB6Ap0olVoebHFy4K69l11aNQygTOTTBQqlERHJ6DQ9U6zydKqeSg/jVu3N/FwfjodwTDLOxxclpbEjRWNPFaQQYJqz0ukkxPiEESRv9S2MlFUMef4PIwaBW+ua2RKsp5Hu7oQBIGn6zsYbtAxPzeFzlCY+kCISeY4ZqRaeLu1m3JvkC1uHxfYLLSHIrQGQwzTRRmik2HUGoDCvn/gC4YwKaJ86u3hWLORpoCc7lDkZ42l5H/jiXVP2F4ufXmftmDBaFC28/XDEWi56aabUg0GQ9TlcsknTZrkPueccwbeoutn+uCDD4wLFiywrlq1qnqg61RWVqpWrVpluPbaa+0Hs9zatWt1L730UsIrr7zS+HOP+7/JubLW5lnbtM+4i+GYbOfr/+tASyQS4bXXXkscMWKE/3AGWfrz5ptv1v8v9vNrcn9Ni+3Fps6UQEzcFXx7eEdrxuz0pNY781J/kUHXtLS0oevWrStPSUmR/vAcJCnnVCKRSCSS3ahlMvzRGJq9Wv325+9fVNHtDe76/yc+245ZFWPGiGRmjrRyRqGZp84rZM32Tj4t/fFa6tbcFNY63FR6Awwz6hgV1/vPrFTw9/p2hhl1fNLl4tnGjh93JggobSmES0u5xNPN34symZ+bwmMFGfyl79+fc1IQBIHjLUbeGZGH5jAVSn1oRyv31LRyY7aVr48p4jq7nCEvVNL5zGYMnzVy46RBPHfJGCYPTcEXijL7nz/gD0eZbjPzequdDK2a/2PvPOOkKLO+fVV1TjPdPakn58ww5CQioiKIioooQRFFXXUfDCvKw7rqGtA17KqYV8UIihkUMaAgKEgeYBgmD5NjT3dP5/x+GEBUYMF1fVzfvj7wa6rvqvt0Vd81df59wrMt3WRpVXz6/nuYu3s43ahD09LIrekJXBhv4JMeG4XflDN+ayUfdvb7YV1eHy+3dBM8KJ6MNejQ4GN13WoWbVzEEzue4B87/sG0OAUFGiXpSjkL0xK4X23A8m071z27hQc/6S/91tnZybp169j66RoezErkqcYuSnRqSqM0vNth4e6cJG6qbKLT4/vJ5z8jNppT9Fo24qPF5uauVftI1qs4MyOGJwvT8YfDjDfq+GtdK75QmNuzEmnz+rEGArzTYSFOLmNecgzXpsSxssvKut4+BjleJqb3ZZrtBwBw9fmo39XN1o8bUFkDXJig55rUeEbptTySl8KF8YZf5FpG+M9h9VolyyuXJx5vzPLK5Yk2r+0Xew5//PHH235NgeXnUlNTo1ixYoXxZMeNGzfO9VsXWIIuv8S5ue241925uS0x5PKf9HWvqqqSZ2ZmFl900UUZeXl5RZMmTcqy2+3iypUrdYWFhUV5eXlF06dPz3C73QL0O8cLFixIHDp0aP4///lPY3l5uXrOnDlZBQUFRQ6HQ1iwYEHigAEDCnNzc4tnzpyZHgr1xzyWl5crxowZk5efn19UVFRUuG/fPoXNZhNHjx6dV1RUVJiXl1f0xhtv6A/ZFQgE+LFNACNGjMjfsGGDGkCtVg+eP39+cn5+flFpaWlBc3OzFGDp0qWG3Nzc4vz8/KJhw4bln+w5+W/ivro209NNXclHCiwAnlBYfLqpK/m+ujbT/5VtgUBEP/lPEBFZIkSIECFChCNwBoP0+AMopCKXDEvhylMyDr+XbuzvWvPytw0sen8vi97fS7vNTV68FtkRtTIGp+pZ++TDfHPXtWy861rWLrqaZ+bNQquQHi5ue4hirQqTXEqWWkGuRkmuRkmUVMI4Y38dlosSDIw7oiaLqFAQc+VcTHffhbKg4F9+nhF6LR8NzSX2KCkwP4d/tnQzf38T0VIJykIjkuj+6BBNswN9lfXwuPNKk7h9UgH7HW7GGXT0+AJclhhDrlqJSxPFhBHD+bDVRY3Tw9ThQ5i+u45JO6p5vc2MLxwmCNxQ0USDy0O8Qs6VKXFIBIHV9as55c1TGPXWKO7cdCc6mY7v2r+jxlLDsn3Ps3JILuf1wrMvl3Hne3vZVGcGYNuBXly+AIIgoNfr2bNnDxs+XsVVKbG4QyGmxhsYa9BS7/Ryb04izd6f/uAbDoeZEBvN5PhoTLFqHriwhPH58QiCQKFWxcaRhdySaeLxbBNylxOTTMrmkYUslOu4rMKJpN3FzvL9fNRlodfv53SjDiHpjwQM5+Oxl9HTsw5Xnw9djJIBZ6fSoAyxstOCO9jf/nlbn5N3O8y/yHWM8J9jVd0qw5EpQkfDG/SKq+pW/SzFbOHChaaMjIwBY8aMyaupqVEATJs2LePll182ANxwww3J2dnZxXl5eUXXXnttyo/fh37HF6CxsVE2bNiw/IKCgqLc3NziTz/9VAvw/vvvRw0aNKigqKiocPLkyVk2W78g9O6770ZlZmYWDx06NP/dd9/V/9i2I1m9erW2oKCgqKCgoKiwsLDIYrGId9xxR/L27du1BQUFRffcc098VVWVfOjQoflFRUWFRUVFhV988YUG4MfjPv74Y93pp5+eA9DZ2Sk588wzs/Py8opKS0sLtmzZooL+qJ7p06dnjBgxIj8lJaXk/vvvjz+efb80rh1dhiNThI5G2B8SnTu7ftZ1P3DggPK6667rrq6urtDpdKH77rsv4Q9/+EPmihUr6qqrqysCgQCPPPLI4VxCpVIZ2rFjR9UNN9zQO2DAANdrr71WX1lZWaHVasO33XZbV3l5+f6ampp9brdbfOutt6IBZs2alXndddd1VVVVVWzfvr0yLS3Nr1arQ6tXr66tqKjY//XXX1f/+c9/TjkkyvzYpiPnP4Tb7RZHjx7tqKqqqhg9erTjySefjAP429/+lvj5559XV1VVVXz66acnHA3134bFH5C81NJ9XPHtpZbuRKs/cNJ++V/+8peEQ9/zefPmpY4aNSoPYOXKlbqpU6dmzp49O23AgAGFOTk5xbfcckvSof2OFOGWLl1qONZ6B3j44YfjDwlsu3btUsLx1+Bdd911uDhabm5ucVVVlbyvr08cP358Tn5+flFubm7xCy+8YADYuHGjevjw4fnFxcWFY8eOzW1sbJSd7Dn4rRJJF4oQIUKECBGOIEUpxxUI8b/VLTx8cSm3VX3/4+n8M3JoNDtJj1GTG69jbG4sFQ43WUMS+NzhIGR3EAyHSRkST0/m5QwYdwHl3T6CoTAhQCmTYPcEsHv8tAQCfGHuQwBqXF42WhxIBBAFAQGIk8t4rbUHnVTChJgoAJa2dJO4p4yhleX4W5pJ+POfETXHb1cMUKJT88nQXC7b00C1699PkX+v00KvP8CLxRnEXl2Cs6yL7SlKvna5SGvp5srkWDZbnXzhc+HrCZOjU/Hx0Fzkosgf0+KpdXnpiE3kqmw179QcQK/XcH9uMlN31hICBGCgVsWzRelkqpU4vU5uWn8TWzu2EiaMQWHg+oHXkxqVysaWjZydeTbDE4aztWMr37WuZ1xuCS9ubABg8gATl49KRyYReG9HC5ePzqAhKDB9xgwsUUa+szrIViu5p7aFp41rEUQBwSEQCxywHCwAfPCaqNQZOIWxbN/XybDTsmmzunl18wEWTS5kR2Mvu5qsXFjzNV0PPwyAfuYMEu++G0JhAr0eJsUa+DQ9ivGSMlY4S2jz+hkapWGoLhO1OodtDjd9ogckApIePzkqBefE6al2efi028agKA2tR4mwifDbotvVfUKOwomOO5KNGzeqP/jgA+PevXsr/H4/gwYNKho8eLDr0PudnZ2STz75xFBfX18uiiI9PT3HDclbunSp8YwzzrA99NBDHYFAALvdLra3t0sfeOCBxA0bNlRHRUWF7rjjDtN9992XcO+993b8z//8T8YXX3xRVVxc7D333HOzjnfsv//976YlS5Y0Tpw40Wmz2US1Wh1avHhx65EpRna7Xdy4cWO1Wq0O7927VzFz5sys8vLy/T8e9/HHHx9Wmm+//fak0tJS19q1a+tWrVqlu+KKKzIrKysrAGpra5WbNm2qslqtksLCwgG33XZbt0Kh+FUKUAbt3hO6nsE+389yJE0mk2/ixIlOgMsvv9y8ePHixJSUFO/AgQO9AHPnzjU//fTT8UAXwJw5cyzHOtaaNWt0//jHP0wej0e0Wq3SoqIit8VisXd2dsrnzJljBVCr1WEg7PV6hZtvvjnlu+++04qiSFdXl7ylpUV6NJuWLFkSD3QeOZdMJgvPmDHDBjB06FDn2rVrowCGDRvmmD17dsa0adMss2fPPqat/+283dFr+HEEy4/xhMLi2x29hmtT409KRT/99NMdjz76aALQVVZWpvb5fKLX6xU2bNigHTt2rH3OnDmWhISEYCAQYMyYMflbtmxRjRw50g3fi3Dt7e3S8847L/vH6/3RRx9tB4iNjQ1UVFTs/9vf/hb3t7/9LWHFihWNx1uDR+P999+PMplM/vXr19cCmM1midfrFW688ca01atX1yYlJQVeeOEFw4IFC5LfeeedAydzDn6rRESWCBEiRIgQ4QgUokBYgNaDkQzO4PelY9dVdePxBTizyMTMf37H5kUT2GN34QgGyXCGyTRqyIjVIABCciy1nQ58+j6kEhGJIKBTSrn61e2UJEdRmBxNgiKGYDhMONxf9yR0MIIjFA4TBkJhEAgze3c9y0qzSFTI+DYlnZaUNM7UKZHGxp7w50pTKfhoSA5X7zvARovj3z5PZX0u1vTYuNhkRD3cxEdVzcxOjOFri51bq5o51aDjqpRYVnfZ8IbCRMtEPu+x8Yd9jYzWa5iTFIsgiqQbY5lU08yzRRpeKcmg1uXjhrQf/gA9f918tnVuI12XzpOnP8maxjXs7t5Nii6F4YnDWVW7itcrXgfgm9ZveOOcN3j/hjEYoxU4PAGe+KyaU3Nj2VRrZki6AZlWTYdcTpndDYQ5zaBjZFsQV+LlNJpdaBQScuK17GvrY3xeHDVdDpL0KpQykTiZhD0tVswOL4nRSqo67JgdXkqS9fxzQz1zp0/H11CPPDMLRX4eXS43celRaHwhuuUwTq9GqTidCcoAzR4f3lCYb61uTAoZI6I1xCjkWP0Byu0u6j1e6j1eBGCkXku8LMworYdefwDjLxSZFOGXJ04dd0J1L0503JGsW7dOe84551h1Ol0IYOLEidYj3zcajUGFQhGaMWNG+pQpU2yXXnqp7XjHGzVqlPMPf/hDht/vFy+++GLLmDFj3G+++aaurq5OOWLEiAIAv98vDB061FFWVqZMSUnxlpSUeAFmz55tfvHFF49ZhXnUqFGOBQsWpF5yySW9M2fOtGRnZ/+kDrfP5xPmzZuXXlFRoRJFkcbGRsXRjnUkW7du1b333nu1AOeff7792muvlZrNZsmh86FSqcIqlSpgNBr9LS0t0uzs7F+lDolEpziheSRR8p9lj3CSaZ+HviM/xuVyCbfeemv6li1bKnJycvx/+tOfkjwej3isZijPP/+80Ww2S/fu3btfoVCEk5OTS9xut3g0m45mo1QqDYuieOg1gUBAAFi+fHnTV199pVm1alX0oEGDisvKyvaZTKbfXRHYTm/ghES1Tt+JjTuSsWPHuq644gqNxWIRFQpFeODAgY6NGzeqN2/erHvyySebXn31VeMrr7wSGwgEhO7ubtnu3buVh0SWQyLc+vXrNUdb74fmmDVrlgVgxIgRrlWr+qPvjrcGj8aQIUPcd9xxR+r111+fPHXqVNukSZMc27ZtU9bU1KgmTJiQBxAKhYiLO/l74m+VSLpQhAgRIkSIcAQKUSQQ6hc+AI58ZBQO/psZq2FQmp6PdrdRua2D9rJuvtzXSZ/Lz6d723l2XS1Pf1XLp+UddPZ5kYkiE4tNjM6ORSIKOLxB5KKIUSYlTi4jXiHDpJARK5dikEqIkUmJO5hClKFSsDCrP13bIJOSH2vk8uIclngFNvT2sbzNTLXzxKJTomVSlg3MYobpX5ZEOCYicG9OEjMTjbzd0UuPL4BEEPhHQRprzX1kqRScZtSxyepgRVsvJoWMW6uaeaKhnWHRGh7MS0YnlXB6lIa+92sp3NLDo9r+h/OJsXquS4llQ6+d55u6GLtlP1utDh4a9xATUicQrYhmfevXxBpPJ5y0iIB6OJ/Uf0K5uZyz0s/iuTOfY+UFK1F2CgyK1/FZn4PHus08d9kQhqQZSNIr+XRvB4N1aj7ssuEOhQmGBd7rtKKSS+iweVixvRmtQsqSL2uo6rCzsaabx9dWU9PZxzPr6hAEgXNKElm7vxNBEPjzOYW4fEHkUpGHp5XS7BUQ/3IXz552Nq+m5vJYSw9vtveizDPQF6tkZoWTeftaMfuDXJRg4MJ4PUUaFVZ/kA1WBx909LLd5kQtgE4qoccXIEYuwx0MUN34MuqgmbZINMtvmvOzz7coJIrjNvZSSBSh87PP/1m/3h/P2ZbJZJSVle2fNm2a9cMPP9SPHz8+F/od3WCw338NhUL4/X4BYPLkyY4NGzZUJScn++bOnZv51FNPxYTDYcaOHdtXWVlZUVlZWVFXV7fv7bffbvxXc/+YBx54oOPFF19sdLvd4pgxYwoPpRocyeLFixPi4+P9+/fvrzgYnfMvfZOjiQGCIIQBjoxakUgkhx36XwP10HiLIBOPe90FmRjSDIn/Wde9vb1dvnbtWg3A8uXLjePHj+9rbW2Vl5eXKwBee+21mFNPPfWodXm0Wm3QZrNJAFwulwhgMpkCNptN/OijjwwARqMxZDKZfK+//roewO12C3a7XbTZbJLY2Fi/QqEIf/TRR7q2tjb5sWwaM2bMCSv4+/btU0yYMMH5+OOPtxkMhkB9fb38X+/130eCQnpCwkGC/MTGHYlCoQinpKR4n3766dgRI0Y4xo0b51i7dq2usbFRodFoQk899VTC119/XV1dXV0xYcIEm8fjOby+Dolwx1vvAEqlMgz995BD6+lYa1AqlYYPpZIBeL1eAWDgwIHenTt3VpSUlLjvuOOO5AULFiSGw2EhJyfHfWje6urqim+//bbmZM/Bb5WIyBIhQoQIESIAD9a3s9vuOtxd6OzY/hQduSjgPhjNIgjQH2MCbVY34wvi+ev5xdx9XjEPTRvI0AwD55UmMf+MXG48I5ebzszl6lOzeOLL758bzipKIFarYPPmzWzatOkHNlQ3NfPWl+t45cv1XLO3AbMvwF21ragP1nsZopaTrlRw2Z560hRy9BIJGqnIjj4ne+wu/KEw+x1unmvqwhc6+rO+XBR5rCCVRZn9KeK5agXGEyjym6iQcWtGAhsGppG8ZxuFEthuc/HM9gM8+t4ePF1OzomL5svePgQEJsdGMzc5hj9Xt7DO3MffG7todnuZkRjDvORYXuvsJfq8TAznZXNm6QCy1Qpeae3hjO3VvN9poVinIl+j5NEDHYhSPfeeci+nFD/KC46RbHNrMUgl3FVvZkrpg6y9eC0PjnuU0TEj6X5qN7Y1BzC/VsG1plhSFHL+XNNKWoyaPS02Lh+dTl23gwdyk9ljd3FRgoGVXRZmjUrj9e8amVJiornXjUwi4vQG2Nlk5frx2Ww7YGFAchShUJhzByYxIDkapzdAXoKOl75poNvuJRQOs+Cd3SQoZCQqZLzT0cs3vY7+1tWhEMVaFRNjoyjWqHAHg3zYaeHTHitSUeDM2ChOM0bhCAapdnqocHmJlojMTDQwRKPCGYRF1gls9aXxVsfvNrL+d4FeoQ/OKpjVfrwxswpmtUcrok+6w/qECRMcq1ev1jscDsFisYhffPHFD+qi2Gw2sbe3V3LppZfannvuueb9+/erAdLT0307duxQAyxbtkx/yFmqrq6WJycn+2+99daeyy67rGfnzp3q8ePHO7dv36495Lzb7XZxz549ikGDBnlaWlrk+/btUwC89dZbx1Vr9+3bpxgxYoR78eLFHSUlJc7y8nJldHR00OFwHL7h2Gw2SWJiol8ikfDMM8/EHBKCfjzuSEaNGmV/+eWXY6A/jchgMASMRuMv0a3+30KilgU1o5OOe901o5PaRbXsZ9malZXlWbp0aUxeXl6RxWKR/uUvf+l67rnnDkyfPj07Ly+vSBRFFixY0H20fefMmdMzf/789IKCgiKlUhmaPXt2d1FRUfHkyZNzSktLnYfGvfHGGw1PP/10fF5eXtGwYcMKmpubpVdffXXv7t27NQMGDCh84403jJmZmZ5j2XSs+Y/GLbfckpKXl1eUm5tbPGrUKPuoUaPcP+e8/Na5xGS0KEXhuNdcKQqhS0zGn3VjHzNmjOPpp59OGD9+vP3MM8+0v/rqq3FFRUUui8UiUalUIaPRGGxubpauX78++mj7H2u9H2/OY63BjIwMb1lZmQbgm2++Ube2tioADhw4INPpdKEbbrih9+abb+4sKytTDxw40NPb2ys9JNJ5vV5h+/btPxFi/1uJxJpGiBAhQoQIwAXxekwKGffkJFFmd1Hn9rLN6iBbpcARDKKSiAgIhyNcFFKRYPDEUv1PzY0lFArTanXj9gfJN+l46t0d2O12EhISyM7OBsDT0032wTbQ8fF6VndbcQdD2P39jseWLVsYMngwjxaksbSlmyv2HcAZDLIwM5HNVgdf99qZFBvNRWoJNfv3k5ubi1z+0x8HBUHgpowEpsRHkyiXcdb2anr9R4/SPt2o44qkWM6MiaLJ46OjbAeuPge5Wxr4qk6KOiaMeUQ8ihgVJRKRJwvTuXJPPe0+PyOjtQyJUlPhcJOuVtDk8VMa1V+Md4ReSyAUYqfNwfPNPezsc/LygAz06Qm82tZDgUbFo/mp7Olz8XBDB9lIGGWK5vHmbg64vZyi1/Ll8HwE4NmGNhyCi9MMOsadkkTfF42EvEG63t7PXZcWcGN1C0+0djNzUg5/+7SSpGgV0SoZDwxLYU1VJ6N7QmyR9XJafiw2t5/cBCW3n52PSiah0+5lT4uN/5mQS22Xg0c+r2LhpAJ2N9vYVGvmmnFZTCiIZ11VF5cMS2XR5AK8gSBzkmI5zxCF1xuk0eyistVGaaqBWzMTKe/uJUYq8K03jC8QYrfdTZD+2jmOPi/Fooxmi4vtHhs7BYGxObFEGZVUOT2Mi9FxaVLMyX25I/zqHGrPvLxyeeKRRXAVEkVoVsGs9p/bvnns2LGuCy+8sHfAgAHFycnJ3hEjRvwgcsBqtUrOPffcnEO/IN9///3NAPPnz+8+99xzc0pKSgrHjRvXp1KpQgCfffaZbsmSJSapVBpWq9XBZcuWNSQlJQWef/75AzNmzMjy+XwCwN133906cOBA75NPPtl47rnn5hiNxis4nRYAACAASURBVMDIkSMd+/fvVx3L1ocffjh+06ZNUaIohvPy8twXX3yxTRRFpFJpOD8/v2jWrFk9N998c9e0adOyP/zwQ8PYsWPth+waMWKE+8hxQ4cOPeyAP/TQQ22zZs3KyMvLK1KpVKFXXnml4eecy/8Eh9ozOze3JR5ZBFeQiSHN6KT2f6d9syiKLF++vOnIbVOnTrVPnTr1J7UwWltb9x75/7lz51rnzp17OLVsyZIlbUuWLGn78X4lJSXe7777rvrH28vKyiqPZlNdXd2+o23funVr1aHXLpdr16HXV155peXKK6+0AHz++ed1R9v394ZBJg3OS4lrf7qp6yetvQ8xLyWuXS+T/izx7bTTTrMvWbLENGHCBGdUVFRIoVCETznlFMfo0aPdAwYMcOXm5hanpaV5j0wBOpLjrfdjzXmsNThnzhzLsmXLYgoKCooGDRrkTE9P9wDs2LFDtWjRopRD6/+ZZ55pVCqV4bfeeqvuxhtvTLPb7ZJgMChcf/31ncOGDfv3C8f9BhCOlX/3W2TYsGHh7du3/1+bESFChAgRfqc4bV4ayrqRyETCYSg6JYkXmru5IEFPnFzGm1ubaHV6KS2Jp3J3J2H6C9WGwhwWX3LiNQTDkBSt5LN9HYTDEAYmDTBhilIy79VtfH7Labz99tv4/X4uueQSZLL+VOy3282s7bXjCoaQCjAtwcgXZhsaiYQH81IoKyvjq4CEQZnpREslFGtVfGN1oJOIlOpUdDQ309HRgUqrJdlkYs+ePYwePRqV6ns/aL/DzSctu1i//0FenvQyO5wy5pU3EAiDTiIyMzGGucmx7DpgZmhAQsbABHbanGyw2Mm0Bxm1x0ag2op6YBya0YnIk7Q/PY+BIP9s6SZZKWdKXDQKQUQq/jRq/6H6dh5r7OQPqXH8JSuJ3XYXN+5vQisVWTM0j9urmhlr0HFBvJ6Nb1eTPTgeMV1DMBRmZbeNnX1Ork+Jo23jOpJSU3lKEsVVyXEU1tqprrIgiQ1QX9PB9P+ZyO3VzXiCIVLCIq4aG1aXnzvPLcLi8pEQpcSoFECU9ocrAbe+vZtpQ5MZnmFk+nObeX3eCHRKGbe/u5vFF5YQDIWp7rSTGathS7uNkE5Gu8dPo8dLt8ePqdGFTikjXqcgPUbDCxvr+ePpOQxNN1Bts/NOdx+LspMQBQFHIMCePjdRMimpUil7WqwMTe9vQFLWZKWu28Flo9K5r66NATo1FyVE2jj/GgiCsCMcDg87ctvu3bsPlJaW9pzoMWxem7iqbpWh29Uti1PH+c/PPt/ycyJYIvx3EXL5RefOLkOwzyeTRMn9miHxlp8bwQL9LZzPPffc3JqamqOKGhF++9xX12Z6qaU78cgiuEpRCM1LiWu/MzvpZ4tvEf7v2L17d2xpaWnG0d6LRLJEiBAhQoQIB3FYPGxb3cDIGbm4jP0RIN5Q6HC6kCiAWhDIF2Scdlo2giAgCgKiAKt2t3F6QTyhUJhva80MyzAyLOOH0fRddg/eQP+xdDodHR0dHJm/PDE2moXVLSQp5KSp5JwXr+cLs+1wR5kdO3ZwxeVzaPT4GBLV31XoFKWC8oo9fNraSlRyKsHsAj7stVPkCWM1JJDW2kp2dvbhWgoJChnzsoczPelpYpQxnK0SeGlAJs0eHzNMRrRSCZ5aC/LX6yAMfTYfgiTMzK09hHxB1KMS0VyYi6g+do0+jVTCLRmmo79Z+yVo48FUwsKsRPoCQdZ02VAKAm919GL2B/h0aB61Li/WQJALEwzsWttEQkYUyXn94sJzTV180WNjdlIMS9vMzBhzGvVffsqfBpbyYHMXf8o3oXMFsXa5iEnQ8tHSddw79zQ+6bZxRkwUsQPSCIfDhEIhTNFK+OA66KrAm3IK8smLEUSR68dnsbm+lzHZsTwzewhyaf9z8cMXl+L2Bbn9vT3sbrbS1OtCJZfw9+ml+A1SpAIstLYSJXMiKjVoR5xy+NpvrOlmaLqBvGgdcrODzdY+urxBVKJIsVaJQiJho81JgzxEVYsZWYebwWl6zshQsnHjRuYOH8kD9e2cF6dno8XO7j4XA3Qqzoo9ahR4hN8A0Yro0OVFl0f6bv9/hqiWhXRjk3+x656fn++LCCz/3dyZndQxPy2+6+2OXkOnLyBLkEv9l5iMlp8bwRLht01EZIkQIUKECBEOIlNIiEvT0eH08truJl65cgRKiYjvYJjKoXShhz+rZFDq96UQrjolk6fX1VKaoicjVoMowOo97UwZmPiD4xvVch67dBAAWVlZ6HQ6DnVdAIiWSqg+dSBSAVzBEC+1dDPBGIVG8v0YpUSkrK4Xes0MnpBK1XftOHoUpESV0qtRsqbdQl60mkE6NVZ1Ko+39yLd38QdOUnEyWWHu9LoZWmHj3n2j5x0ZY4B4yX5BJ1+pDnRbNjWyGVnpWIsjEU4IiIlHA6fWCHMYADqvoQ9b0PVJyCRwx82gCGdK5Jj+aqllyarC0cgyA2p8RRpVczd28ADeSl4XH56Wx0MmlN4+HDXpcVjCwRZVN3CosxEXmjtYf6ZZ7Pnk49YNGYMbzRVsGiwgtA2PdFCKp1iG2GHh0sTjaxfv55gMIjT6cTv91NSUkLehc8B8NmqVRQ3NJCdnU1OvI5Uo5qKtj6qOvuobLfT1OtCJhHJidcyNE1PnFZOYWIUA1P0bD3Qy9ziBKY9u5mpFw5AowSpWk1Zs5Xv6s2cVZhAp9dPWZ+LQVFqbsvq/2583mOjyumhxu0lTi5lZLSWKXHRBINBzBozFRW70GVkUF1dTW5uLhNjo7lmXwPPFqXzYaeFBNHGfvMT5GTdiEymP+rpjxDhP8kTTzwR8+yzzyYcuW348OGO119/velY+0SI8P8jepk0dLJtmiP8dxIRWSJEiBAhQoSDSKQicrWMkYNMPLuvlU21PchVAh1ePzlqJT6tBJVcyVOn51BZWUl+fv5hkUEqihxKwHX6goRCYb7c38k3tT39KUPhcH9aEWFKU/R8LI+mUq+gu9fOl2Y7wSPaN4fCECSMXirhmpQ4BujUh23USCRcNTiVA3t72PHpAYZMTGf7Ny3U6SUYoxTcootmf5eDF1q7sQdDjHQJ7Gvv42KHm3cHZRMnP7EukerB37dRvum84sOvw+Ewvf4gMXIpu+wuBuvUPxBaXMEQX5n7WNNjwxMKcV9OMkl44NslYEiHGctoMpawyuLmvZpKbss0cas+ig/r1zAsJZ3ZSQWUO9ycrZVh8DixmAWUOtlPxJyFWYnYAkEePdDOC8UZ3NvQwcPnnIdp2RAWXPAUHzRbmDj2YlKUcsxmDe2dLYQFE2PHjsXv9/8gheoQI0eOpL6+nuzsbLrsHh5fW0NOnJbseC2zRhpINagRjxCZOmweZr/4HUvnDiccDuP1h/jLlELWVnThCwaJVslIj9FwRkE8cUYVw5Xx1Lo8aKUiOer++n7jjTom/kjkamxsZNeuXaSlpWEwGDAajUyZMoWtW7cydtJkHj/Qyf117VxiMpKtUaAPXcn+yjsRTDdQEldIhAi/JjfddJP5pptuijiOESJEiHCQiMgSIUKECBEiHKQjEKDKKFCxpZG/XzIIwmE+29VM1oD+1JfTMmM51O7io48+IicnB6m0/0/p5aPTiVb1CxgXD02htsvOvrY+7j6vmJbKfXz9+lLCoTAFp4xDIpawvc/JsCgNBqkUsz9AlFSCSS4jRSlDFAQkgoBOIpKo+L5w7ZF11KoTZbT3CdDZx4jT0sj1+XmqsYvXey10eAPUuDxMio3GHa9gYJKG6Rol9S7vT0SWJreXFo+fNd1W/jfLhEZ6/EeDEGAL9Issh1KWwoEQnmoLa7wuXgy5kQsCU+MNPHKgnVfbzCzKSoQrV2P1B7ipsonPm1rRiQLFOjV/rGji46G55KWeQrY+G19Ywl21rVzh6GDZ319g8vz7CXqPHk29ODcZWyDIjZXNXGIycEt9B3+/fDtPtNi4MF7PVeUNvDkwm+7ubj776ivSCouZOG4smqMILMFQmLi4eJyihk/LO9jfbmPBxHyMmmN3FTVFK3ngwhKUMpFZI9LwBELUdjkwauVcPiodgFsqm1hb20N3ReDwfqP1Gt4flIMgCMjFnzZ6TEtLY+/eveTl5dHQ0EBVVRUDBw5EpVLRULaL9SNGsL7XzrPN3YgCXJUciyZ1MU80dmMyN/FofupJtdqNECFChAgRIvxyRESWCBEiRIgQ4SAmvQqrFF7+soapg5LpdXp5dW0d5+b0R3U0u30MUstoaGggMTkFi8tHVaeVDTX9XSuf+/r7ZgkT8uMpa7YiJmmw6BKwzVlAp9lFj0HFkHAYhSiw1+HiTxkJlIpBtve5kOl0jDdGHdM+Z/EgXmzuwh0KM1gSYuKwJL7pdfBlfTs3ZySQq1FQ5fJQolVxXrweo0zKAK2S9b0OXmjpQSpAucPN3ORYJAedcG8ozFNNneyxu6lxeXltYOZRHf9DSASBLLWCQChMpdPNAJ2aoMOPu8JM7gA9A0Ww+oPoZRK+GVHARquD26qaSVTI+FOGiTONUVh8QZq9PhIVMqbGqVFYP8brrODy5plckRLHI3mpLKoWOHv6XGKSddTvdNDRYMOU+cOID0EQeKIgjSvLG/ig08rDeSnc2dDJPdlJPNvczSUJBh6oa+Pe3Fyma5JY7XTySkU7fyxJYVNtD69tbsTlDzI2J4Ynv6zltXkjqOywMyApmn1tNpZ8WcNfzy8+xpnoJ96k4Surg7MUUm5+fSdhwkQrZUwuTiBGq6DbF6Db973AIhMEkuRyNlkcnGLU/eBY4XCYvXY3RrmUUaNGUVNTQ1NTExKJhC1btjBu3DgqKysJBYNsszm52GSgUKNkRUcv0VIJjxakopNI8ITCbLHZMSlkFGiO2fwlQoQI/yGCLr/EtaPLELR7ZRKdwq8eGm+RqGVHb+EWIUKE3x0RkSVChAgRIkQ4SLRKRopBxYhMI5mxGnwHi9Q6PP1O8rSyWnYOymDdunWcfv6lXPvGLm5PaCJ123cQhnA4BOEwqqhoZMULCATDPN7YwT6HB7HHg7TeTiBNw/yCJIbqNAzXa/j666/55ptvmHLuucQlxB3XvosGlSCxmNkpiLxr91PfeYB5KXGM0Wu5fl8jTxamoZJKMEoleINB3u60YgsESFRIUYsihRoF7R4fM8rq+GtOEiHg3Q4Lu+1uzP4A6y12Hm3o4M/ZSce0YafNybudFjp9fr7utXNHdhJXJsdin5LOl50W5pv6SzO81NLDtxYHE2N0CMCSxk68oTCLshJJkMsI+oJkCgEcPU+hT56AMekOHvUEmbCtkicL0nisII1bKqG328noRDWhQBhrpwt9gvoH9khFgReKM7hmXwPLO8zoRJHXWs3MT0ugodfJyF4JZSvrUUXJOafAyPN2C1+ZbQxI0FKaqmdlWSvPrq/jqrGZFJiiSDGo+aa2GwGBbrsXjz+IUtYfv9Th9lLh8tDo9hEIhQkJYeJlMs6N06OTSXnj6pEA/OXDvby9o4UbxueQrVKw9qCt6Uo5F8bpkQohNlsdjDZoEQWBOpeHT7pt6KQS0pRy7qtv45WSTLLlcopKBhISBBy9ZrZt20YwGGTp0qWoJp7Pm+1m2rx+Lk4wcEW0guqyXcgLS3i1tQcI87m5j3yNkquS45gcG33UDk8R/rMErVaJ9cOVhkB3l0waF+/XXzDVItHrI8727xjrJw2mH7dw7vv8QOq/28L5ZPjTn/6UpNVqg/fee2/nrzFfhBPD4g9I3u7oNXR6A7IERX/hW4NMGrkf/A6JiCwRIkSIECHCEShlEjz+fnFFq+z/M+nw9oss7w7KJl6v5aqrrqK+2wGA3+Ohr6uTUChEOBwmHA7hdjrIEwUCoRAzE2No9/oJp0J4cLi/7TPwjdXBmx29PJ+WjkSyma17y9kmieKJwnQ0UgnhcJgWewu7e3YzIXUCapmafxzoYKCtm4yEBJIVMpIVMhrcXlo8PkZGa/i6185pBh3dPj+PH+jlVL2GjTYXBRolfYEgzR4fxVoVOqmEeeUHOODxMSJKjdkfIFEh44J4PX9Mi//JOWlwefnCbGOz1cmaHhsAsxONZKoUVDjceIJBWjw+ZKJIokKGOxii0+dnoE4FCJwRE8WsxBjeau3hsW/ruGxgMte8vYNgKMzlo67BZ1ExJkZKejDEmj41huX1iKMTuX9wMsFQmBcD3UzcZ0ai+5oET5DkpIuRyb5vY6yUiDxTlMGTjZ2cZdRh6vDT+lUrRiA6V4+zIIqF9W3k9JmZEqfn424b4/NTGZympzQ1mqe+qmXKwERUcgkOb4ACk45zMmOQOyoIb36cF7Pm4AoE8ISgVKfksqRYZMcRLGaPTOeDXa0ApKrkGKQSRug1jIzSMDFGR45WzWarnXKrg2y5iEmhZJPVwVOF6cTIpfhCIe6pbUMARKGPvkCQx3OTMJvNTJ06lebmZoq7W/hE0GGSS/nS3Mc5cf0dk+L6enm8MA2rP0CiQs63Vjv/U3EAo1zGGwOzKNZGIlt+LTofedRkWbYsMezxHHa2ux9/PNUwe3Z7wm0LfhFn+z/lTA8ePLhg165dlVVVVfJ169Zpr7vuut5f8vi/V6yfNJgcG1qSf7w97A+Jh7b/WkJLhN8WR2vh/GB9e2qkhfPvk4jIEiFChAgRIhxBi8VFu82NwxtAq/heZHE7vQQ/b0NyaT6BUJjeUJARmUYKJlzG2FlzEX9UA8Pq8jG1NJlRKTHcUtnEOrOdEGHOjdMjCAIj9RpGo8GmknL9H6+nxddCSt9+Xtv3GRXmCnZ37cbitQDwxjlvUBpXSpFWTZXExB5viDuy4oiV99v3eY+NGpeXLLWCB+rbeTAvhZsyTDxQ30amSkGSQsZzxel8bbHzh32NAIyM1nDA4yNeIeO9QdmM0msPpxAB0NcOgkBYm8Bdta0Mi1JjUkgZoFWhEAWKNCr+lGHijTYz5+yoYZBORY8/SLndxROFaTxekMbC6maWtfWyemgusjAI+6181dpHS6uDl68czsOfVtLR52Hz5may47oJtznJnJqDYnI2vW9WorB60U9Mxx0Os3aAiltMp9LU9Dy7d1+DGE5H6LuOuIJtyKTRBAJ9LMy4gHd3ddDgcHD+mQW0CkGWtpnp7XJydUock+Ki8ARCLKpuZkW0hplZMQCMzoqhwe3jzTYzEgGm6XR0/mMHptkywtuXUlB4BX84YMbsDzDdZODsOAPHQ6NXMO+MHAAuSTCQpZRT4/biC4X524FOFmSaKNKo+EdDO+fZuxk2dAh/zUnm9upmJsdG80abmWKtinSVnKuS45i4vYrHWno4a2Apu3osnH7OFCx2BxdJlNxd28YYvYZ1vX3MGzaM9evXEx8fj14uZ4bJQLndRZpKwZOF6RGB5Vek85FHTb0vvfRTZ9vjEQ9t/6WElhPF7/cjk51Y4etdu3ZVAtTU1ChWrFhhPBmR5WTm+T0RdPklzs1ticcb49zclhg1PqVLVMtOqm1vVVWVfNKkSbmDBw92lpeXq7OysjzvvPPOgYKCguLt27fvT0xMDGzYsEG9YMGC1K1bt1YB7NmzRz1q1Ki89vZ2+Y033thx66239vw7ny/Cz+e+ujbT001dP7kfeEJh8dD2iNDy+yIiskSIECFChAgHCfl9nJWhYJbRg7ribcSMMWyf5kYd+gqB2YSD/YVnu3x+Frd18cHkQuburefpg9En5+yopt7lpVir4vncVN7Y2sTQTCOzE2OYFBvNyGjN4QiIW9ITeHb3s3ze2sGi5nVYvdZj2lXVW0VpXCmXJhp5orKBYqWCTq8fdyhEqlLOxNhovJ0W+gJB/pyVyBV7G7g3J5kXizO4qbIZjcRPrz9AeZ+LM4w65KLIRQkG3hqYjUp6RP0VeyfsXwX7PoDGTRCTgzDvc54rTufRhg6GR2u5KMHIpz02nmnuoi8YJBQOMzcphjkpcZh9AWbvqeeyPfUsHZDJw3mpLK5v4xuLnVMNOu45fwDv7GjmlW8PcOfKfTw8fSAKZ4Curb1IjWG0F+Xi73LhLu9BjJLTXKTn77Vt3JebzCMNHdxYLyFadiNjEiWo7U4EbyceSwUOtKhVGZi3NXLmkCz+WtvOOEkYjzfEYL/IiCg9T9n7eLujlxKdiutS4wmGwjQejAL6rMfGIJ2adKWcv9a1EZclI+6sFD7xigyat5U2t5frUuPI1yh/0gnoaOx3enippRu5KKKViAyOUvFZj533BmWzvc/Jc03d/L0glVN1KoSddayUKplaWsQMk5H3Onpp9HgZHKWm1uWl2+/ng8E5PNfcjUMfy+vtZuJkUpxBeDgvlpdbeijVqQmEYa3FSWlxMTv2V1JuTODlVjPXpMQyzRRDlFTyL+2O8MsQtFollmXLjutsW5YtS4y99pouSXT0STnbAAsXLjStWLEiNikpyRcTE+MfPHiwa9OmTarrr78+3e12i+np6d7ly5cfiIuLC44YMSJ/xIgRji1btmjPOecc65o1a/QlJSWu3bt3q3t7e6Uvv/xyw+LFixOrqqpUU6dO7V2yZEkbgFqtHuxyuXbdcccdyfX19cqCgoKimTNn9tx2223dc+bMSd+zZ49aIpHw8MMPN5933nn2JUuWxKxZsyba6/WKLpdLNJlM/osvvthy2WWXWQHOP//8zEsvvbR39uzZtp93Vn/7uHZ0GY5METoaYX9IdO7sMujGJp90N6YDBw4on3/++QMTJ050Tp8+PeORRx45bn7p/v37VTt27Nhvt9slgwcPLpo2bZotIyPDf7LzRvj3sPgDkpdauo97P3ippTtxflp8l14mPan7wU033ZQUGxsbuPPOO7sA5s+fn5yQkOD3er3CBx98YPT5fMKUKVOsjz32WFtfX594/vnnZ7W3t8tDoZBw++23t11zzTWWf+ezRTg2x70RRIgQIUKECP8/IXaUMejNQSSvno248np4opTYT69H7TPjlwqszZWzsKqZteY+apxeBnxTzo4+FxqphE6vn3y1gvOUak5zi4TlIquTRJ5s6mRYtIazY6PRy6RoJP3OrifogTB8UPvBcQUWgFprLUB/B6LoaFY7fJyxvYppu2q5p7aVs7dX8Vq7mWSlnJ19LrbbnDS6vUhFkXnJsex1uNhkdZCqUvB0UTovl2RyXrwelVSk2ePj6aYuZu6uo/Oj2+GTBdD4LejToPgC8DnRSCTcnZPMut4+zttZw8pOC+fH6/mk28ZFCQbkosBzTV2IQn9KVZj++jWWQIA7s5PYaHHwQlM33kCQMwrieWjeMHoKddxZ24okWkHcDYMIWLz0LC2npsbMniIdnklpfB70MiUumr/UtDI/PYEh0RqqnB6qPAJ1yihuDUcxz3op6+WX0aaZiGFgOl+2dDIxNoo36jtJWHmA8U1eHH1eTAoZKUo5LR4fVU4PzR4fjzZ0MCxKw3dWJ7UuL8s6ehkSpea55m6ShyWi0isZqFNxicnI/PSEExJYAM6OjSZJIeeKpBjuzk4mQ6FAIMwtlc181GVjpF6DJxTizMRYYj9eRfZjj7Cm28pZsdGcERtNuzeAVBAYGqUhEIZomZSFWYmcatTxZGEaKUo5gXCY72xOFmSa2GV34QuFSFbKSExMhLQshkdr+GRoHlemxEcEll8Z64crDUemCB2NsMcj2j788PghUUdh48aN6g8++MC4d+/eio8//rh29+7dGoC5c+dmPvDAAy3V1dUVxcXF7oULFx4urGS1WiXbtm2ruueeezoB5HJ5aPv27VVXXnll9/Tp03NeeOGFpsrKyn0rVqyI7ejo+MGXZfHixa3Dhg1zVFZWVtx9991dDz30UDxAdXV1xfLly+uvvfbaDJfLJQDs3LlT++abbzZ899131ddcc033K6+8EgNgNpslO3bs0F5yySW/W4EFIGj3nlD4TrDP97PCfEwmk2/ixIlOgMsvv9y8adMm7fHGT5482arVasOJiYmB0aNH923cuFHzc+aN8O/xdkev4cgUoaPhCYXFtzt6T/p+cMMNN/S8+eabMQDBYJAPP/zQkJCQ4K+trVXu2bNn//79+yvKysrUa9as0b7//vtRJpPJX1VVVVFTU7Pvoosu6vu5nynCvyYSyRIhQoQIESIcInEQxObD8KshoQjiCqFlG7TtQi2XcG1hIr3dHkqTDcxJjsVt9yFX9/8p7fL5OcMYhaAKoPCF0YgiK0qzKdKq8Af9VFur2dezj/KecsrN5dRZ63hs/GMYFAYsXgsqqQqtTMvZGWeTEZWBXCLHHXAjF+WMTxt/2MRZiUbe6+z/8anJ4+PZ5v7ORgpRYNKOas4wRvFsUTqnHexcMyRaw6slWT/4mF1eP6u6razstLKtz3l4+/yCRbyVWIRYMJk2fT7vdVlZWWPlqmQzs5JiWJhhot3jZ6/dxTiDjiiphIXVLbxdms2HXRbO2l7FGwOzeGNgFjdUNDJjdx0fD8ljcW4yz3xTzwUfVDIq24g0O5qbMkyM1vf7CNJoBbHXDOCZ+i4qCfBBazvDHX3MTY4lRSlnRqKRh+rb+Z/0ePRSCR93W/GEwizMSORCk4FPum0sbzfzda+cmzMSyFLKkXd3sDLfQ59GzpxsA71NXURJRZrcXr5yuElTyhgWpeH1NjP35yWzoq2XK5Ji2GBx8K3VgS0QZFai8bitkMPhgzV2BIHQwfbah9LG/pgWz0ut3ZTZXRSqlTxZmE6S8qftoOP/93/xXHst5V1mJILAdJORsj4XNS4PxWoFxlAA+H4/hShyfVo8FQ43/2zu5vHCNKaZjIft2d3nZLThuL5XhP8wge6uE3Ki/V3dJ+1sr1u3TnvOOedYdTpdCGDixIlWp9Mp2u12yZQpUxwA11xzjXn69OmHF/3MmTN/kOpz4YUXWgFKS0vdOTk57vT0dD9Aamqqt76+Xm4ymdzHmn/Tpk3a+fPndwEMHjzYk5SU5Nu7d68S4NRTT+1LSEgIAkyZXvEhlwAAIABJREFUMsVx8803p7e2tkqXLVtmmDJliuX3nkIk0SlOKEpEEiX/WdEkP74XCYKARCIJh0L9wQ9ut1v8V+Mj/Pp0egMn9MXv9J3YuCPJz8/36fX6wLfffqtqb2+XFRcXu7Zt26bZsGFDVFFRURGAy+USKysrlWeccYb9jjvuSL3++uuTp06daps0aZLjZOeLcOJERJYIESJEiBDhEFI5lM6AzFMhvhCAGe5cTskazHxBwLLNzKZ3amguNmI0adizvoWR52dRemYqF5fV4Q2FiJfLKNQqeXmfgzq3h6+GFXD151ezs2vnT6Z7ae9LXFNyDW9WvckHUz9AIVHQ7mjnoW0PUd5TTqerv5ZlWXcZ94+9HwCNVML7g3PYbnPyTFMXgXCYixIMnBuvRycRj/sg3ezxccv+JjZZHRyKSdZKRCbFRnNBgoEijZJXzfPYZLazrb6WmYkGzL4Afz/QgUKEaaYYbss0cXtVM5fvrefCBAOVDheLG9qZnRjDg7kpzNxdz/uDcni+KANXKIQzGGJHn5s/nppNUZyOkpRoYrWKn9gmUcq4riCJ++vaKNaquNhk4LMeG880dfHHtHjuzknimaYuGtxeLojXs7bXztdWOxutDoq0Kp4vyqDT5+eddjMSQUSi1pOsj+WL7j6K+lwkK+X8pab18HyVTi9nx0SzrtfO5ckx1Ed78YZCXBQfTbFGyVttvUgEKNAoOS/hpz8wfmd18GB9O3JR4PKkWJ5s7OScuGhuyTABkKtR8re81H/5lVMNKObpF95AKpFgaLbh8UtYnJeC3W7nhRdeYNuQIYwfP/4n+xVpVTxemEaz20uZ3YXFF6BAq+LjbitJSjlx8t+3Q/tbRhoXf0JOtCw+7hdxtv8VhwSZQyiVyjCAKIooFIrwoe2iKBIIBI578HA4fMz31Gr1D+a55JJLzC+++KLxvf/H3n0GSFWdDRz/3+m97e7sbG/sLixl6QpiQUVRUQGxBHtL1JjYUWOJicYSFY0aI0GwggqiJiqgoEaQiEpb2vZeZqfsTu/t/bBqRBEVNTF57+8TzJyZOffO7O49zzzneVatsixdurTjO036v5BmgtXjf7uj6EBbhgS5JK0dbz2oLRp2u12xfv167bHHHhtavny5ZerUqcFQKCTdtGmT5owzzvCvWLFin19Ua9asMf3hD3+w+/1+yebNm/UPPfRQ79c9t+jHk6uUfauf81zFtxv3ZRdeeKH7ySefzHY6nfILL7xwYP369fqrr77afsMNN3ylBs+2bdv2rlq1ynjLLbcUrF+/3v/AAw/YD+Y1Rd9M3C4kEolEItEXZKZdQ7e+nLfdXp7ocnJTuQ1vcqjDoqc/RDqdoXPXANvXdZFKpLEW69nhD1GiUnBxQQ6LRpZyU1ked1UWsKimhA+8AS4effF+X2uneycF+gJWnbIKpXQo8GBRW/YJsAC83vY69uC/roU0UglHWPS8OLaCl8cNY37+UM2NLy++0pEI3lWvMPDU06TjcQqVcn6WZyFLIePkHBNLRpXyj0nDOcSkZVG3k2M+aWSNy8usHBPz8y28MxhgMJEkmcmwsMPJPz0BDjHpeGp0OXqplJX9HqZnmVjU7WLWtiZMMilLRpbijCdoCke5o6WX6xu7iKWHFmbTh1s/D7Ak019drMklAr+rLOCYLAM3NPYwRqdm3aRqilUKfr6nA7VUwhi9hke7nJCBn9ks/KWmhDF6NTc19bDRE+RXxbn4EglmWPRs8oX5bUU+97XZOScvi0ONWmblGPndsHxWj6/kmpJcltSUoJRIOD3PwjN9A3ziD1GhVXJmnplxRi3hVIp/DPqJhUO079hKOp3ijpZeLtrdzkWF2Zydl8XSHhc3l+dxdUnuPsdTH4zQH/vm6+YFFQW85vQyvtRCz44W7HY7Op2O5IlzKT9kytc+7r0BH+8P+jk2y8B5hTnUByJMNGhoDEVpCn1tMoLoR2aafapHUKkOWFtBUKnSxtmzv/Ni++ijjw6++eabpmAwKHg8Hsm6detMWq02bTAYUmvXrtUBLFmyJGvKlCk/yLfURqMxFQwGP99CNG3atODzzz9vAdi5c6fSbrcrxowZE93fYy+77DL3okWLcgEmTpy43zH/S6QaeUo7Jf+Ai1btlHz7dy16+5ny8vLo0qVLs6qqqmo8Ho/s+uuvd91+++19CxYsKJ4wYUK1VCrd55fquHHjQsccc0zlIYccMuL666+3i/VY/jPOsFk8KolwwPdcJRHSZ9gsBxV8O/fcc73vvfeesa6uTnvaaaf5TjjhBP9zzz2X7fP5JADt7e3y3t5eWUdHh1yv16evuOKKwauvvtqxY8cOzcG8nujbETNZRCKRSCQCHLEE97XZUUvAm0yDAGqJhClmHYlPAwL7+xI3q0DHy+5BdgYj7AxGGEgkCaRSvOnycVVxLusGfKyoncKY7DHsdO/c57H52nz2DOxhetF0Yuk0SokEpVTJdROv496P70UlVTEyeyQTcyeSp9t/3bx0OoM3ksCiHdpSkonH8a9Zw+Cy5cTb2kgHh9ZagbffpmjxYk6zWTg+28hqt493Bvzc2tzLvFwzFxVk83enl1edXjZ4gky36PllsZXjs4y87faxzD7I+bvaWVCWx6VFOTw3ppzzd7UTTiW5udzGh54gv23tY2F1EcN1ata5fVxWZEUlkfCGy8udrX1cUpjDOflDHX1kX2iBHE2lUUn/9b3PTeV5lKsV3NlmZ5hWRZFKwTsDAdYP+Hl6dDmvjKvEppSz3R/mqoYuDjVquaLYyj+9QfoTSU7IMfHeYJBJRi2RdIqbyvPIACtGldDb20tXWz1NAz4u2KlAp5Sz5IJJjMgzMD/Pwp+7XFRpNTzb52IgnuRjXwiNVOBJwU+kqxVbRSU3lNmIpNJUqJWM0muYvZ9MF4DNvhAbBwMsHV12wM9eoUrBZUU5LGjp5fFqA8uWLeOsc8/j2qoS/tTp4Kw8CwVf2Gq0ccDHVn+ECUYNxWol/dEEq10uRujUZMmlbPQG+XmRlXQm85WuV6Ifn9RkSpnPPtu+v+5CnzGffbb9YIreTps2LTxnzpzBUaNGjSwoKIhNnjw5CPDUU0+1X3755SW//vWvJcXFxbEXXnih4+CP4F8mT54ckclkmerq6pr58+e7FyxY4Dz33HNLqqqqaqRSKYsWLepQq9X7TW8pKipKVlRURE8++eQDF536H/JZe+bQh315X8xoEeSStHZKvv37tG+WSCQsX76864u3zZw5M9jR0bH7y2MXLlzYd7CvI/phmeWy1MWFOfb9dRf6zMWFOfbvWvT2MyqVKjN16lS/yWRKyWQy5s6d69+zZ49q0qRJw2Eow2zZsmXtDQ0NyptvvrlQIpEgk8kyjz/+eOfBHpPomwkHSvv7qZk4cWJmy5Yt/+lpiEQikeh/1MJ2O5FUmmhmqNVyuUb5eSHZWyry2fhSE3s29iFXSYkGE+jMSs6/5zDm17Xy7mAAs0zKwyOKqQuEebTTiUwQWDSyhGqtCqdvJ2+2vUmVuYo8QwUhaSFNUSnb/WF2BMJMMmj3WYwn00lkkm/3XUgmkSC0eTP+NWsJrF9P2j9Uz05eWEjK5yMdCACQe8cdaCdOoDe/iN+19OJLpjivIIuX7B42eAJMNmo5vyCbv3a70EklLB1dRm80ztJeN9v9YRyxBK5EkgWlNq4ts9EViXHcliYuyM+mLxanP57gtFwLZ9jMCILAx94gD3X0E02lmWrRs8rhYWa2kdsr8vdZ/Lviif1ub1nj8nJdYzdHWwwcl2VgolFLMpNhaa+bbf4wjw4vYk8oykZPkKkmHTqphLZIjIsKsrlnVzMXlBdi06j541uNRD0OJC3v81n9AgB/3gReaZcwqsDAq1cchkwicN7ONtYNBqjSqJhk1DDJqGWyUUuZWvmdt2kk0xmO2dLIvVWFn9ef+TrhVJppH9Vzco6JmTo5K71RZueaOeLT2joAXZEYq51ehutUeJJpuiIxTss10xGNo5EMrec2e4MUqRWsdvmYKFdxcZXtO81Z9C+CIGzNZDITv3hbXV1dR21t7bdqheu4/wGbZ9myvC8WwRVUqrT57LPt/+72zf8JgUBAUlNTU7Njx476rKys1H96Pv9O6XBCEtrmNKf8cbnUoEhox1s9B5vBAkMtnGfNmlXZ3Ny854ecp+jf587WPtuSHlfeF4vgqiRC+uLCHPv3ad+cSqUYOXJkzcqVK1tHjx4d+2FmK/o26urqsmtra0v3d58YZBGJRCKR6FMtoSg3NHbTEIogk0jYOqWGM3a0Uq5RsnB4MfFIkng0SSYztHXIkKXGlKvhhC1N+JMpKrVKKjUqKrUqSqMZKhRyFC1+ZFYNa8wCa90+dvjDdEXj+7yuRS7l7srCr82I+DoJpxP3Y38m8NZbpHxDjTsEjQbDCTNpnn06k8eNRu714F35MulIhMDbbxPv6CDn6quJXHAh87a30BmNM8dq4uLCHEboVGilUnyJJMdtaUIQwB5LEEtnyJXLmGLSYY8n2B2McFqumXuqCtniC7Gsb4ALCrIZZ9B8JRDxav8gv6zvQikReHxECa+5vBikUu6sLNgne+WL0pkMoVQavUxKYyhKvlLOrkCEJ3tceJMpLijIJpBI0BFNcGNZHrc093B+QTYjtCp+Vd/FWXkWZJkMm3xBrivL58G3G3n03WauLXMyaB/6IlhtNOGrGs0rHyeJxpL8cd4YzphYxGA8AYKARf7DJPsGkim0Usm3yij5yBvk9B2t/Lwoh+f6BjjRIuXG7G5sucfTFo6yrM/NJIOWPaEoBSo59kiCIrWSeXkWeqNxHu90cGOZjasau6nYGyRr4wBn33Eohmz1D3Is/9983yALQMrnk/hee82ccLrkcmtOwjh7tudgMlj+27z22mv6yy+/vPTyyy933H777c7/9HxEop8CbyIpWdE/aHbEk/JchSxxhs3iOdgMFoCtW7eqTj311MoTTjjBs3jx4p4fcq6ibyYGWUQikUgk+pYWNHajlUgwyqVcXWpj9rZmitUKHhlRst/xmWSaaJOH5GCUlDdGyhtFNTyL0JZ+SGWQWTXEOnz0XjKCOXWtJDIZBODEHCM2hZxLi3IoUSn2myXhT6YIJ5M0eNposA/yp5ABXzLFyE9rlUR27aLj9DMAUNWOwTRvHg3TpvP0YJBwKk0inWHp8EKcF19MZOvWfZ7bdufviZ5yKqfvaEUAXqytIE8ppyUcI18p55ydbWz2BkEQuLwohzddPrqicaaZdEgEsMik5Chk3Fyej+YbWgS/7fLxh3Y7beEYb0wYxnUNPeikEp4ZXYbxWwQz7mzt49leNy/VViCXCCy3D6KVSphi0jKQSDEz28gFu9pZNLIEAXi+b4DjVRJe+WATlx99JGqdkRkPvY86E6NgjAqdkOGh46dzxd4Owq4wm97qQK+U8c51R2I1qL5xPgfjs+1gX5TJZHC5XDQ1NdHU1MRRRx3FJpWBe9rsvFw7jBq9mrb2R5DKsigpOptPPAG2+8IE0mmqdSqONOtYPxCgLRLjkkIraTKY5TIcsQTX7+nknPY0U6cXo7f8OMf0v+6HCLKIRCKR6H+TGGQRiUQikehben/Qz9O9bh6qLiIFnL2zjUOMWn5XWbjf8eE6J4MvNAKgHpmFssqMelQ2/Q9sIRNJYr1qHK7H69BPL+KlSjVFKgVHWfRfyeJIpjPsCkb4yBukLhAmEI5j8yTpM8jQqONU+96m0XgKk80GRurVFKgUlKqVeFau5OPqUbizrbzsGGSEVs2FBdlUaJRc29BNTzTO0+VW3JdfTnTXLvTHH4/5zDNwjhyNL5UmXynn7LpWZmQbuaFsqO6LJ5GkZ/snbHr2STpPPJM3jPmclmtmVyBCQyjCgrI8jjTr+Gu3i0Qmw83leVi+oZvNZm+Qv3Q5mGEx8KEvxCqnl+FaFS/UlpOnVOxTP6Q1HOWpXjdt4Ri/G1ZAqVrJtY1dNIaiXFOSSzCZZlcwQpVGiVkuQyOVkKeU85duFwaZhGKVArVE4EO3l3KDnuvKbKzb6+DSZ7cweUYJMbOSXxVbyWTguT43zf/oxm4PcebEIu6bN+Z7foK+KpPJcHtLL7+tKEAmEWhubmbjxo10de1TXgGtVstll13GXX1eWsIxXqqtwJNMst7uYEK/narJEwmk0sRTKV53enHFk0y16Jik0xLZ4URdaEBmU7PZvpmp+VN/8OP4/0YMsohEIpHo64hBFpFIJBKJvqVUJsNvmnqIp9NcVmzlBfsgNTo1Z9gs+x3vW9dJ4J2hxbL20DwkSimhrQ7SwQQIYP3lWDLJNBKNHLl132L+g4kkz/S66YnE6PX5KU3KGOcAqzqJUWbAbFOjytcQDbjo9gX4hy6LlQ4PrniSfKWcdyZVY5bL+HOXk2d63awYW0Gpeqh7T3s4xqr+QRrDUebnZXGkWkY6FkNqMhFMpZm7vYUClZw/15QgFwTedvt4xeFlukVPZyTOJK2CcTE/MVsh87a30B2NMzPbwDybhRlZRl52DHKEScdy+wDdkTi3DsvHqlR85fx80VZfkMXdLsYZNHRH47zi9HJVSS6/KLICsGEwwONdTnpicW6vyGeyUcsFnxbbnWrW8YfWPtYP+HluTDmbPEHssThTTTrCqTT5KgW+RIpXnR5yFDImGrSMM2jQfZplk8lkuPiZLWxsczN1diU6pYyF1UXc2NyDzx/j3Veb+eVRFSyYOfx7fX6+TmMoymZvkPMLsgmFQixbtoy+vq/WpiwpKWH+uedxWX0XiUyGSo2SYWolBeEwzSoVZ9osxDIZ1rv9nKHXI1HJQCrgfbONRHcAw8xSVOWmH+UY/r8RgywikUgk+jpikEUkEolEoh9J8CM74W1OZNlqZFY1EoUUiVaOLFuNPEeDIJeQSabp8IV5PxJheyDCdn+YaWYddw3L58/dLiLJFMM0CiYopEjlYXaEBPZGBebkmDh/dwfnGeR0S+RU6bXc3NTDZxu4T8ox8uTIUgRB4LqGLvYGo8zJNfGxL0S5Wslcm5kKtQx70I5Bnc+Cph4+9A4Vid3oCWBVyLEp5DxaU4wcgaM+aaA/nuTmMhujdGpubu7Fm0xyhs3Cablmrm7oJk8hZ5xBw/oBP9eX2TjcpOeRzn66o3FuKLNRqjnw1pSG4FBtlUOMWk62msgAL/V7OMSoJZHJcE5dK3kqBUdbDGzwBNjqDwPweE0Jc3PNLO1x8WiXk6tLctngCTAQT1KgUnBsloE5uWZIxkGQgHRoG9JgIsmuQITDzTp6BiMc+9D7VI7MxlRjYVaOkVF6DevcPjZt7kWeSPPieZO/0/v/ltvHYSbd58GcA3m4o59z8rPJVsjo6upi6dKln983efJkcnJysFqtFBYWIpVKecXh4UX7AJ/4wmQppJyYZSCcTnNdaR42hZyB5+tJRxLIstSkw0lUNRb8azowza5AMzrnOx2H6KvEIIvoYKXCCWl4q9OcCsTkUr0yoZlg9Ug18v9XxX9Fov91YpBFJBKJRKJ/I2csTn0oyp5ghBlZRrLWdLHHFeC+yXpi6QwTjFomGjQcLstgMRroSaR5ptcFGRhOHe93bqJafhEbjBl+W5HPFn+YM20WdDIpa1xertjbSeTTttL3Vxdybn42yXSGR7ocHGLUMtWkY7d7N2+2v8ma9jX4Y35un3I7cyrnsNUXwptMcemeDu4cVsCTPS6Ga1UsKLOhkQicv7uTHYEwZpmE8/OzmWrWcZhZz3sDfhb1uNjkCaIQ4JhsIwaplGvLbOilEm5r6eUjb4hnRpcyQqc54PmJptK8PeDnqV4X0y0GVrt8dERiPD+mHKtCxvydbbSEv9ok4ZbyPK4stvLuYAB/MsUko5ZUKMGWDg9t7iCBaJLfnTISQRB4oL2fvzk9KCQCHZE4f6wq5DSbhYfXN/Hw+maOnl2JQifn3qpCPvaHWW/38sqKvUwptXDtjCrGFR+4CHEmk0EQBJyxBC/2D/Lrktxv/Fy0hyMs7HByb3UhGomETz75hNzcXKyFRTSHo7zu9NIeidEeifHw8GI0Ugknbm3Glxxam11Xkos/mcIZT3BlSS6jNCo8q5qJ9wbJuWgUEp2cwMZewjucmE4qR1X53Qopi/b1gxS+9Xql3tf+Zk66nHJZjjVhmn2qR2oyiYvt/2He1e22H6OF83dx7bXX5ut0utTvf/97xxdv/2KXog0bNmiWLl2a9fTTT3f/O+YkEv2vOVCQZf9l/UUikUgkEn1ne4IRDtu8lzPqWrm71c4HniCPdjkwzBnG5BMruSfLwsJEhDKvG3dvD++5vPyupY8CqZQzvQKH1QdweUaQX/ZLJmbrOMUF97b2MC8r83mmxHiDllk5Jibr1UyXfMSyzgZCyRQyicAZWUl2dD7LrFdnMX/1fJbVL2MwOkgyk+T2f97OorpFTDBqeW/QT4FSzjSzjj+NKEYvk3LsliZO3t7K4pElXFOSSzSV5p++ED/b2cahm+t5tMvJUWY90y16DHIZJ+WY2BOMsKjbSV8swZk2C0ea9dzY1MNHnuABz1NvLM6q/gF+UZDNlUU5rJ5QyTybmdN3tNISjvH6+EomG7Wfjz/FauLVccOQCgI3NvVwpFnPnFwzQjTFuUs+xk2adYYML2dl+H3r0BackToVPdEEz48p57pSG3e32Ye2gB1ZQbFFw+5NvcRTGZ63D1KmVtCfSTL5yCK2dnq44eWdxJP7NnxwxROsdfm4s7WPU7c1c8wnjcTSaaxKOQaZlNZwdL/Hut0fZnG3iyU9Lrb5I/y6JBeNREI6nGRi7QS2qwwcunkvMgRCqTSVGhVLR5VxbUM3BpmUxSNLP3+uBzsdFKuVBFJpluzuJVg/iPn0KtQjsnA+Xodr8S6S7giW06pIBeKE68SmLv9JjvsfsDUfNX2M8957SwaXLM133ntvSfNR08c47n/ge/XVvuuuu6zl5eUjrVbrmPPOO6/4QGPfeOMN/bp167QHGiP64XhXt9uCG3oKvhhgAcgk0pLghp4C7+r2n0xP9SOOOCIsBlhEoh+HGGQRiUQikegHMlKnZsnoMm4otXJDfoRlY8oZrlVz9JYmdpmkdKgkPKPTkMq2os61sSEloVqu4vH6Pqy1Vg7J0jOvJYLJE2dxKkRpkZ6jEq3s2jaPcLiTF+wDTPpwLysdHgrVSk4tP5YXxo3kXZeLUCxGJBlhmy+MufgmDs07FIDx1vFcNekOTh9+Hh8O2Hnf7eDK4lwWlNm4eHcHx21p4tm+AUKpNHlKOadub2GezczCESXU+UPMsZqYl2tiZyDMU31uLi7MZpJRy95ghIeGF/Oaw4teJuX9wQAv9A/wsS/MukH/Ac9ThUbF/dVFrHH7WenwIADHCwnKIn7O39XO+4MBVtRWcHLOUG2RCrWSMXo1BpmUN1xeLt3TQSSVRiOXUpWrI+AOMyvPzGAixT+9QTKZDDOzjZxls7DCPog/maJMreSv3S5Ucil3nFLDwEAESyiJXIBKrZr7qou489AKdt9xPG9dNY3GSJSPvUGS6QyztzWzrG+ApnCUF+2DnJhjZLJJx/y6NjKZDOfkZbHSPkhPJMZal48lPS4e7XQQSKYoVSs4L9/CDLOemT1xstZ04Vi4Ffudm/G92cbJVhMjtGrubrdzY5mNj3whmsMxbqnI4xd7OjnUpOWeqn8VXb6tpZdZOSY2k+Auv4clPS6MM0sxzR2G6dQKpEYl7mf24FnRxOALjQQ2fnNXz0+8AVbYB9gbCJP6L8pw/ilz3P+AbXDJkoJMNLrvYjsalQwuWVLwfQItS5YsyVm9enXzrbfe2vtNY9999139xo0bdQf7WqJvLxVOSEMf9uUdaEzow768dDjxnddfjY2NirKyspFz584traqqqpk5c2Z5IBCQFBQUjLbb7TKADRs2aCZPnlz92WN27typOfTQQ6tKSkpGPfjgg9lffs433nhDP3369GEAPp9PMm/evNKqqqqaqqqqmqefflos7CQSfQ9ikEUkEolEoh/QcK2a47IMbO56g3s/eZ+KsA9vMsmZda3kqBRMy82mO55kmz+MM55kld9PtlWDUiLBMK2QD6Zk87EixTCNkj8EfWQXHcKHhlupW72OY9JSHjYKPDGimDvK9XgH1zHnb3NYvuF6XvroI4qNFfxy7BVsj5o5fvSdXDFtGX7brayN1XJs1eX86fBbmdzbj/LVVRxrMVCrV1OjVVGuVmKRS/nIF6JYpeDUbS1UaVU8Nbqc1W4/uUo5iUyGnmiCK+u7mGM18YrDw1+6ndxWkccfWvt4utdNsUrJr4ut/LxwqB5IKpPh704vZ+1oZVX/4D7nyapUcNuwfLb4gvyluZu/vfoqUz5+j9yBfq7Y28ly+wCLRpZwQUE2D3U6GPnBbq5v7GYwkWKN28fP6lqRKCT8cV4te/r8NP6zj8eqi6gPRhm9aQ+bvEFuKLfxZK+bhzsdfOANcl97P02hKEcPz2X3HcfzwNQqflGcSzCZoikU4xWXl9+09PLbVjsNwShP9rgZSCR5cHgRnkSKXxZbsSllFKsUjNCqaAxF+ZvTi0wiUKFV8ZEvRKlaQbFKgT+ZIp0Zaqn8dN8AF+/toO2dDsJbHCRdEQSllIg3SjqaZEG5DYNMyk1NPTw2opjft/RRrlZypFnPbc29XFiQzYUF/1ojXdvYzVWlufw9FeXtAT9/7nSgGmbCs6KJwDtdQ0WXP+V7sx3f2na+bnv4K/2DLOp24fV4eO+DD3hi6VOEw2Hcbjcej+dH+An535fyeqWeZcsOuNj2LFuWl/L5vvN1+Pz584t7enqUp5xyyjCPx/N5IaDly5cbx4wZM3zEiBE1U6dOreru7pY1NjYqnn322Zwnnngid/jw4TVr167VLV261FxZWTmyurq6ZuLEidUHei3RdxPe6jR/OYPlyzKJtCS0zXlQ+/g6OjpUl112maupqWmvXq9P33///QcsvFRfX69Yj0rlAAAgAElEQVRev3598+bNmxvuv//+/I6Ojq9tAXfTTTflGQyGVFNT096mpqa9J510UuBg5igSiYbI/tMTEIlEIpHof41cKueWQ2+hbsdu+uvD3DUil9+43fysro3nxpQxTKemNxrnrLwsDjXpED5tXQxwenku4V4pa1w+hqsVtERihFU1tFiHUZ6UcGpZMS1pB7e8+QCbQ5uRS+TU5BnQEuAf69Zx7LHH8tzoMq5p7ObE7BweHm5BKZGwsn+Qt7fv4swrLgLA1NjI3bfcwhUN3bzp8pGnkHFGroneWIJLc5J4dp7A+JoHeHZ0Nb9p6uG6UhvvDwaYbNTymtPLTWV5bPOHOMpiQCKAVipBL5VwQ1kecsnQ8bzl9nFfm53XxlVwc3MvWqmEaWb951ufshVybi/P53W3n0svvJDFzz7DCbs3897wCfwGGEgkuaeyALVE4C/drn3O8RZ/iNN2tPL86DIWnzeRK5ZtY9UbzTx76nC6k0nqgxEKlAoWVhexfsDPZKOWiUYtxSoFPdE4n/hCbPWHCKXSqCUSSlQKzrJZeNnhIZnJoJNJmJ9n4c7WPh6rKSEDHPVxA22RGPe29zPBoOGmMhtZchnb/CE2eYJs9Q9loXzm704v5+ZncYhJS3MwQtHxZmThFIoSA816Cfd39nOoy8NlxVay5B5K1Uoe73ZyT2UBl+3tZNXYYVy+t4Nne93cOayAlnCUjZ9uxbqtuZfbKvL5XUsfpiQ4knKyzxmB8/EdpEPJz+egrDShKNSTTGeQSdjns+YOxhitU9McjqJWyDH4BimsrkKj0bB9+3b6BwZYkj+cY5QN/GrETGRSGRJB/H7um3hf+5v5yxksX5aJRiW+114zW84/f+C7PPfy5cu73n//feP777/ftHLlSuNnt8+YMSN41llnNUgkEhYuXJj9+9//3rZ48eKe8847z/XF2hxVVVU1b7/9dlNZWVnC7XZ/c7Vm0beWCsQO3Mf+s3H++Lca92U2my1+3HHHhQDOPffcgUceecR6oPEnnHCCV6fTZXQ6XXLKlCn+jRs3aidPnhze39gNGzYYXnzxxbbP/p+TkyPWDRKJvgfxL6VIJBKJRD8CQRAYO240+VPLWB/1c7m+kRnpLZyzs40KjZLbhxUwxazfZ9H7mfMLsjk3P4v6SJw0AhcX5KCvNnNnYIDGW26lYI+LuWPnopAomJA7gabAAI923kuvx03Xh42MN2r5x6RqhutULOxwMG9HC8lMhkumTiDvrjtBEPC+8CIDt93OE9VFLCiU8UtjPYIgMN9m4RGHhPaCJ2huuYcR6W38aUQJz/QOMCPLwDL7IG+4fCyzDzBOr+GOll6KlAqGaZQckzUUcPnMiTkmbiq3cdzWZi4tzMGXTHPKtmZ6o/HPx+gVcubnZ1GdbWbBzy8lWVLOaXnZmGVSHuxw8JvmXm4tz+PGsn/trjg/P4u3JlajkQrM39lGVyzBX8+byGGHF7HUMciHvhD98STeZIoZ2UauKLYSTqX5U6eD47c28cd2O/XBCJcV5lCuVmKWSQmn0zxvH6Q9EiOYTBFKpWkMR+mPJWgPx7iqJJc/VBby3qRqri3NRS2RsMw+yOl1rbzp9LE7GOGEbCOvj6vkcJOW4yx6bEo5K/oHyZbLscXC7LRJ+Wu+hNtDXpbZBzjEoGVXMEx9MMLVJTZ2ByPkKRU0RWLMzTWz0RPgwepilva62eIPsXhkKfnKofVZMJXmkU4HdxfZsAWSRJ/eS3Iwiv78kTw108qaOYX4rhzNb6cYODropPKDXbzwhWyiHd1efrV8OxUaFdWZJL5AALvdzvjx40mlUnz88cc4A0F0QoIe9wYe2PIA2/q34U+meLTTwaLur9Z7yWQyX5sx8/9J0uX8VovohNN1UIvt/Wlvb1ccfvjhlVVVVTWPPPKIraGhQb2/cRMnTgyeffbZpQ8++GB2Mpnc3xDRQZLqlYlvHgVSg+JbjfuyL/+tEAQBqVSaSaeH6kdFIhHJN43/Op8V8haJRD8MMcgiEolEItGPaEyugZvL9fQkFMyWV3NFxMV5O9tZ6/Id8HEnWU2sm1hFrkLGLS29bPQE+NPIUoYvfBDHqlc4rF3G/Ufez3ZnHer8axgz7klGzDgZ+YQKdgXCCIKAO57k3QEfz4wuY0aWgd+19BE5+RTy778f5HLiDgcbmto4NreMwxV7OTb+AusH/PylpoQN3QKC7U90dC4iP/Iur4wbxjO9bk7PNXOEWccWf4irGrup1Cj4xB/msiIrh1sM+JIpXnV4SH+62J6VY+K8/CzOqmsjXynn2lIb1zR0Ef90YeCKJ4ikhv5t1Wm554JzueaIQ3ll3DB0UglP9br5ZX0XVxbncndlARcUZJFIZ3ik08EfKguZYtJx8rZmWsJRfjk8nydHlfKrYisKQeDO1j4O/6ie9kiMeDqDP5nicJOePIUCmUTgTbcPhSCQpZChk0o4K8+MI5bEGU/iT6Y4zKTjpbEVJDMZ+mJxbmvp5aJdHbzQN0hXNM5U01AXpSW9Li4pzGZ2rpl5dS3sCkap0auRCwJN4Ri3tfRyekEOzzi8nJtn4eKCLIbr1MQzGcrVKs7f1Y5UgHF6DZUaJefnZ3FBfjZHmPV0RmJcWpCNO57Al0zx8thhXFeaO9RpqSSXMouGm3KyyLtwFA1qAackQ22NlXXKFDG9HL10qEvUsjHlTJdnqK+vB8AiCfHw3CokEoHDTVqmhD2MHz8ejUZDQ0MDyWSSEUceTTAjZXjJzzl31CWMsY6hKRRlcY+LpT1u/u708LO6VsKpNNud25n797k8tuOxH+tH6b+GLMf6rRbRcmvOQS229+fKK68svuKKK5xNTU17H3vssc5YLLbfa/zly5d33XXXXX3d3d2KsWPHjuzv7xezWX4gmglWjyCXpA80RpBL0trx1oPah2e32xXr16/XAixfvtwyderUYGFhYXzTpk0agBUrVuyzDWnNmjWmcDgs9Pf3Szdv3qyfNm1a6Oue+6ijjvIvXLjw88wYl8slfi5Eou9BDLKIRCKRSPQjyzPkcceY49ljtDKivIKrQ/1csquVVxxfvdbOZDL4fDtoaLyNUMBJkUpBPJ1hmEbJo50OftFsp/HG3zD41NOM/3iQpcc/ySPVuZyZn89f+wY45KN6Zm9vYZsvxMWFOfy8yMq87UOZLPF0miM+amD56EkUL30T9QkLeC0lZ+6OVtzZ1zJSr+bUxJ95utfJmYUW/r7FQ3bRo9j7X0XhWcXr46t4dzCAI57k+CwjlxRmM8tq4YKCbARBoD4YYfw/93D53s7Pt/cIgsA1pTZuLLPxqtPDzGwjL9VWsMbt49RtzYzetIcJH+5hi+9f1/+Lu11cuLudYCrNpYXZfOgNctHudubnZTFGr+GF/kE+8AQ5aWszXdE4f64ppkKtRBAEFBIJGz0BHup08E9vkOZwjLPq2jArZMzNNSOTCBxi0lKmVtIajvGhL0hbJEaOQk62XM5fRpZwa0U+9liCy/d28oEniEUuZZROzcUF2YwzaFBJBBpDUda4A5ybl4VEELi6oZs/dfRzco4JbzLFU70DnGo1MUytZP2An09SEsII/KnLyTCNillWExOMWrIVMsxyKc/0DnB2fhYvOzz4kimmfFTP9Y3d2JRyftvaxyV7Ojlkcz3rB3wcZpBRHV7JuTYDCzscPKlPoyw3YYhkWFHvYKxOza+KczEJGa42yChv2MGO5c/yt5dfZu3atbS0tOD3eDDqNDQ2NrJy5UpaW1s58sgjCUaDfNTehKaiirBUhkWhoCepRi03k8qkUEoEjrLomZtrZoxOzem5ZjRSCQ9ueZAWbwtLdy+l2dP8b/vZ+ikyzT7VI6hUB15sq1Rp4+zZP1jRm0AgIC0uLk4APP3001mf3a7X61OBQODzBfOePXuURx99dOjhhx/uM5vNyba2NsUPNYf/76QaeUo7Jd9+oDHaKfl2iUZ+wM/G1ykvL48uXbo0q6qqqsbj8ciuv/561+233963YMGC4gkTJlRLpdJ90sjGjRsXOuaYYyoPOeSQEddff729tLT0a4N699xzj93r9Uo/q9ezevVq/cHMUSQSDRH+m9I6J06cmNmyZct/ehoikUgkEh2UdCbDKscggj9Af0c790uM3Jll5bxxhaRSURyO1+ntXU4gWI80cRQag4yRY67H2w+JO35L162/peaTDwmuWYv+hJkkTjiRDfEMNoWcc3a1EUsP/U3/rD7KS7UVVOvUPNHlZGFnP9cU5DCtN072h05Sg0MthxWH5XFdiYQNngBP1JQwMvoqb7UKvOOu5aIRedh9EQ6rMBF1/47c3JORGo9kdyDCYSYtH/nCPNfn5n1PgGdHlzPBoOF5+wALGnvIAPdUFXJ+/lAQ4osG4klmbGmkL/ava361RGD9pGrWuf3c2daHFIHZuSYeHl5MSzjGMZ80MsGg4dkx5fxjMMBWX4gLC7MpVSv3e67fHfBz4e72z88JwI1lNnKVcnyJFBMMGkZqVIT7I+QU63nd6eWu1j66onGeGVXGM30DvDPo5wizjlr9UGFiqQDtkRgfekOsGltBnlLBVQ2dCAh0R+M0hKKUqOTsCkaRCwIv1VZwe0svu4MRchUyFo8s5cEOB2qJgFoqYbRewwitCpkATeEYh5v1aKQSjDIpq10+rmroYkVtBU3hKLc2DzWSkQmwauwwrJ6neDegorzgTJ7udTMn18ypVhNP9broisa5qSyfrtYW6urqqKysJDcvj/VJKXWBME2hKCvGDuPuNju/KcrC4XIRi0bJyc7mdU877wWUOJJyCpRyjrTo+JvDx8k5Rtb37+ZnJeP4+c5d5ChkDES9KOJdfHLMmRy54kgEZIwumIk1azr3jDkaheS/+7s8QRC2ZjKZiV+8ra6urqO2ttb9TY/9rLvQ191vufji3twbru8/mHkVFBSM3rJlS/3KlSuNW7Zs0T777LNdzz//vOmmm24qys3NjU+cODG0fft27ccff9y4c+dO5bx58yokEgkPP/xw18KFC3M7OjqUmUxGmDZtmn/JkiXdkv/y9+mnxru63Rb6sC/vi0VwBbkkrZ2SbzedWHZQ73ljY6Ni1qxZlc3NzXt+uJmKRKLvo66uLru2trZ0f/eJQRaRSCQSif7NVvUPEu/3o3MmqSq3oIplMBV2sntjE8OrhpN6XyCjixE4rBF7118YU7sUZS8M/PWvGE4+ma4Jk/lr7wBr3T4iqTT35VkpM2p4bEMrNrObO6Yfw8uOQe5vd/Dy2ApG6NSE7EG8i3ci5GqRJjMkS3S8WKLgr14fOXIZFrmUlDPCxXnZyAWB61bWoVfKuO+0MTQ4/Fxx5DDWD/hpDke5pDCbqxu6+dgX4oKCbGLpNEt73dykFTintobVbj8bPQEOMWlZ3jfIklGlGOX71trvjsY5a0crrZEYVRol5+RncVFBDikyvGgfZLROTTydpi+eJJZOU6RS8Jbbx6WFORR/TWAF9q0t0ByK8nCngxqdmgkGDbV6DTF3lJZtTvqaPERDSQbtIWb+fBS6ahM3NHZToVEyzqBhvEHDmTtaqTVouDA/mzk7WphjNXNZUQ4rHYPsDkTojydpDEX3ef1avZoSlZJSjYK2cIxwKo1aKmGO1cyxWXoGEil2+ENsD0SQCQIKicAonRq1RMJjXU5erC1nm3+oNuUdLX24EgnemVjNaTta2REYuj1XIePtCVW4Whfwl/g8Co3lNASjnJ2fhUEmZVcgzBSTjlF6DR988AF1DheZMRPYHk0x7NOgzml6PW+3uBln1bNoWzfXHl9FoUrBJm+QpmCE110+wskUh5h1pNIZStVK3vcGeWJEMZPfX4s6sBZ1sgubcSS/Hnc5L/c52RJR402muaQgG6VEws3lef/VdR6+T5AFhgItnmXL8r5YBFdQqdLms8+2H2yARfTfIR1OSELbnOaUPy6XGhQJ7Xir52AzWEAMsohEP0VikEUkEolEop+YTCbDhnUfkRpQI5UoMWZrKKqx4N7uJM+iwqESuEsSoUzSxwhlkDMrZ5JOp1n5yitsKh7OB0mB3w8r4BC5EsmaDpKuCAOzdVy++VLG5IwlYj6HiCSLnxflcIR5qINRx9Y+/hwN4jbIONSo4w2Xj4sKszk+y8ia/kEWv9ZAY6+P206qYXShkcb+AMfV5NLmDnFoeRbOaJy72+yY5DKuLM7hxqYeanRqLinMQSIIbNm4gYGBAebMmcPucIyLdrWzaGQpreEoZ9gsCILA+4MBhmtVRNJpdgbCNAajLLMPMM2sxyCTcndVIQCPdjr4Q5udWTlGDjXpuKgg+ysZMV/WMNjAxp6NnFF9Bkbl541XyGQy7P2gj8bN/UjlEqKhBGW1OUyeVcbHTS7Wx6OcU2H9SvBmuX2Aaxu6+VWxleZwlH8MBsiSy3ixtpxf1Xd/HvRQSgQS6QyTjVqOyzbwaKeTcQYNc3LNHGHS8bE/zBqXl1gqzTl5Fpb2DfCzPAsnWodKKERTaepDURY0dnN9mY0jzHpec3qYatLhiCUYo9fQEo5y/NYmUp9eth1h1vHC6ELqWx6kx/xzTAo1beEY08w66gIRNnoC6GVSbiy1ccHudi4uyOaZvgFyFXKuLLFiESTcs6aBfzQ4+fPZ4xlXbKYzEuNl+yBJMlRqVPiCMVzeGBKLkhQZ/ub0cbbFx5Jdi0kn7EwqnMXJJVPYGrXSF4vjjSa4SKalyyLHk0xxus1MhUa1389+OJVGI5X8pIMw3zfIApDy+SS+114zJ5wuudyakzDOnu2RGo0HvdgWiUQi0U+DGGQRiUQikegnyO/389zeZrTWfJqDMRQaOVdbs1jV4KDEl8Y32kitKsiKxmXsdO3k4ekPI4QEdqz7iKIRE7gy5efRwjwK93jxr+9CalERPsvIm+61zK2cS2/KxCsOD1t8IZbVVmBTynm4o5+HOx28O2k4aTIs6xtgZb8HdyKJCYF5QRnzxhaQa9WQI5Nx4dOfEE2kmFKexTUzqgin0tzQ2INKInBzuY2HOp3IMhnG1m/F3tvL2LHjqE/B/MMOJZlJM29HKzsDEQ4xanl6dBlvu/082NHPX2pKuLm5hwq1ErlE4KKCHMrUCp63D5JIp7my2EpvLEGxSkEyHkOu/Opi/bvo2jPAhpeaOOb8EeSWGuhu8LDz3W7iAphPKyW80cGMWeUoNfs2fHmqx8XKfg/3VRUQSWe4pqGbUXo115Xm8rO6NsrUSq4oyuGF/kHCqTTHZxuZZTUhAD3ROO8M+Lm3vZ98pZzjsvQICJSp5fREkySBDKCSCIzUqbHIpGQrZBSnE2zatIlhw4bxmtzAeL2GhnAUq0JGZzROOpMhlYHDTDqOsOg5Y0crH3iHWjt/Vjx3xaf1fp6oKWFGtoHnewdQSAXi6QxnZZt5/L0W1u7p59GfjaPAquU1p4eOSBy9VIpFISOSSnOYWcd4gxZXLIFJLvu8NfdgIoFWIqUnGkcQBErUCqSCQKw3QF/Uhd5oQGO28Eing2OyDPi9m3lmzzM4s6+hUGOCDHziD3FNiY0LCrO/1/v6Y/ohgiwikUgk+t8kBllEIpFIJPqJiqZS/PPDzexIakildEy36BlfayXRFSD0UT8D41Lc176QYCKIN+pl0XGLyI/l4P17K5lEmniHH+2UPNLBBOrR2ahHZoFEoG5jJ2cRYEaOgTNyzfyxvZ+lo8rIUcp5oL2fJT0uUmQIJNOUqYe265yaY2RbIML6AR97+gPMkqg4f2Ixd725l43NbuZNKOTaGVWkBfhjWz91wTAPVRfxcKcDlUQgNxljhT9OlkLOGL2aO4YVMJhIce7ONrYHwky36Fk0soQtvjB5SjmFKgXRdJochZyPvEHO2dnGGTYL/bE4FpmMW4blY/rSNqPvI+iJ8tbi3URDSdKpNONmFDNsci4eSYant/XgUku4Z0wxyi/VqLinzc5L9kFOtZrojsYpVsnZEYhweVEOj3U5uaAgmxNzTIRSad5y++iJxjHJpRyXZaRQpeCkbU3sDERQMpSBMj8/C7kwVHtlgzfIugE/TeEo4VSasXo1b4ytYO2HH+G0WMmz5tAQivLOgJ+by/N4yT5ILJOh+9Ngy0u1FWz3h7lkdzvBT+vPXFOSy5suH03hKHqphPWTqtkbjPCmy8sFeVks/6CDYXo1500pRa2Q8prDQ4FSzkSjjoFEkl3BCA3BCIlMBoVEgk4i0BCO0hKOcX91Ea86PDzW6aBUraBaq8GVSHDHsALK7RH+3P5XmhJt3HP0PXTElXRHEjSGIqQHltOQtFEvjGOeWkJBTg53t9l5edwwRuj22234P04MsohEIpHo64hBFpFIJBKJfuLaWzqx5dhIt/kIftBLoncoM0FQSBHOy+cXu35Fh78Di8rCE8c+QaVQxsBze1EU6tFOySNhVfOq08uzvW4mm7TcVpTLefWdvO8NcmF+Fs3hGO5EkuVVeeSbjNzXZkcnk3J8lgFHLMGrTi/1oQijdGq2+kKM16rJ7PWiV8m46thK7nqjnp09PsaXmLjjlJHIpRIe73RQF4xwXUkuLzo8rHb5qNWrub0in1UOD62RGA9VFxPLpHnL7WdhRz+Hm/Xc8+mWoA2DAbIUMkZ+ushe2NHPKw4PL40u53dtfaSBBWU2qrQ/3CI8Hk2y/qm9uLoCzL1hAim9jGd6BzjcrKMjEmPdgJ/Ha0q+so3lrtY+AskUGWB3MMIpOSbOzLOQSGdY7faxKxCmIxLnkRHFFKj2bdjSGIpy3JZGYukM00xacuQyzsnP4sneAWr1aprDMSYZNfymqZc0sHhkKYeZdRy+uR6LQsbNZTbu63BQpJQz3qDl3UE/PdE4jniSeTYzj44o4dleNwuaegCQCwKP1xTz6/ouIukM4/Qa/j6+krVuH6lMmiMtBsxyGT3RODv9YXZ9GlDJAFqJQIlGSSyVRiWV8pbbxxi9hvpghJNyjLzt9vGrYivL7IP0x5Ns9AS4a1gBGzwBilQKLisy0xny8bYnQ280Tl8sTrZcRrlGyWAoTKRxL/Ld25k0aTIv5FUyxaTlypLcH+z9/SF9TZClbfTo0R6JRPLfcwEtEolEoh9UOp0Wdu3aZa6trS3f3/1iOXGRSCQSiX4CyoaVoFRKCW91fB5gAcjEUySXdLOk6BFGWEYwGB3k4rcupkvaR+5V4+k5wsZv+hzU/nMPj3Q6SGQyPNnj5rq2PhaPKuOkHCORdIYchYyGUJTL2pwk0xluLM9jnjLD31//Oy/2uphq1vHI8GJc8SRHWvS0xxNMP7yIdAZ+88oubppZzZFV2ezp83P9ijoCkSRXlto4wqzjvnY7p+SYuKwoh7pAhHgmw+k2C42hKJfu6UCKwNxcM29NrOIPlQX0RuPc3drHnzodzK9rpTsaB+BQo457qwop0CgZq9egkkhwxBJ0RGI/2HlWqGTM/MVoSqblcXdrHydtbUIQIFshY67Nws8iCv75btdXHndzeR61eg2/LLby/JhyFBKBu1r7eKbPjUIisKAsj+fHlFOgUpDy+eg4+xzC27YDUK1VcVNZHgaZBJ1UQhroiMawyKV84g2yyuHh5X4P8/MsAPy+tQ+NRMJlxVb0MilvDwSo0apYPxjAGU/gSaT4+/hKfjssn95onNedHs7Nz2KaSQdAIpPhoQ4Hf6wqZH6ehV8U5QBwstXE7FwLr/0fe/cdJ1V1/3/8daf3trO9N5YFlrZ0UBAbNmwoxq7RaGJJjNFEjS3FxKgxxmg0JrFjR0URAUWQJm3pLNv77O7M7PRe7v39AT8So1HDN4n5fnOffy1n5t57zsydx2N4z+ec4w7wrf3dfLe5F3cqzdUlTnaHY5ybZ+dp1wiTzQZ+2TXEBLOeNSMh5tiMrPOHqdZryQ/58XR2YFAqKFSrmGQxsD8Sp96oQ5n28GbvbowaGz/rHMSTzuBJZzk738HeSIICs4mJ6RhlRUVk1WrOdFrYH4lzd/vAP+39/TfY5/F4rKIo/ucuJiOTyWSyfxlRFAWPx2MF9v2958iVLDKZTCaT/QeRMiL+N9qI7XQfaRO0SvRjchBLNCzRv8PJFSdTES5EoVexLBTmhl4XKkHg1Uk1jDcbuHB3B58Eo5yQY+EPYyswKBWsbfWwOxJl934vf1pUi6C3IkkSK1euxB+JsKV+Cj2pNKIEaVGkwqAlmZWYaTOSag9S4Ipzxmmj+NPuAZ7b1EVDiY0fnzaGUoeBzf4wK7whJpr1mFRKbmnpo0ir4ebKArypNJsDUX5eW4xJpQTgHXeA3/UOs3RiDTvDMb53sJeJZgMVei2XFTsp1WmIZrMYFApWj4T4zoEeflBRwDWluf+jhVIz6Sxdu73Ew0nGH1fGS64Rnuxzo1MqsKiU/GlcJSalgh+29DNPrePU6tzPnON3PcO0RhMMJFMMJNKsmDIK4d13UTnsmObOPfK8wBtLURgNWBYsQJIkRODZAS9xUeJAOEqFXsc3Cuw80e8lmMnw2nCA+2qLua9zkEhW5LbKQq4uzWX2lmYcKiU3VRTwu95hjEolt1bkMc5sZHc4zqO9wzSFYnw4tY6sJPFYr5s5djNz7CYch6davTLo46XBEa4ocXJmnp0XXSP0J1IsLnCwwhvkmtJcbmzuJU+jJitJGFUKnGoV5ToNaUnCl87SGkvQHU8yVq1gfE8L844/gRXeEFtDEXoTaU5zWmn1NhFOx3iw8Uy+s7+bplCMG8rz2RyIcFKOmbfcARYXOHj+7Rb8RTp26CWOsenI+pZxU90sjimZc9Tv7b/C51Wy7NixI0+lUv0RGIf8Y6VMJpP9NxKBfZlM5qrGxkb35z1BDllkMplMJvsPI0kSkY0uYrvcpPsjqEtMmOcUo6vPIXHQR2TDAKm+MAdm5VJ9QgW7B0Nc3zOAShC4ubyAt7wBuuJJzs2zM9lqpMqgJRPNIPkPMjuyG+WmR+DCV6FgHKIo8vbbbzMYifJ8zWTSksSlRaAAmKAAACAASURBVDlUGXT40hkGkim+rTahlyDwdgeOC+pY0jbMcCjJNyaVUKBSktg3wvYxJp52jTDDZmKmzcQjPcOckmulK57iyT439SY9L46vwn74P/7rfWF+0TWIRalktt3E1mCEiwqdLMi14k1l+MAb5Pd9blpif6liubzYyc9qilEp/rGgJR5O0rp1GHdPmKI6Gw/r4hRYdNxbU0xH7NA2zwcjCeqMOqwqJZV6DbkqJXVmA2PNBgBSokhTKEaNXsuUTw5Qb9RzYaGdi4qcxLduI7xqFc7bbyMmgUWlxJfOsNEfoSkUxZfO8stRJfQkkmRF8KbTbApEydWoKPJ7OLDhY16om0KV3cY8u4n7uoYwKBVsml7PmpEQP2rtIyWBXiFQbdCSFCXiosgYo56pViPTrEYmWgyfWUvm/0tmRe5oG2CSxcBFRTm4k2lmfNKMIMDxDguXFeeQp1Gz2htCpxTYH4njTmVQCQJVBi3lOg0qQSCYyTKQTGFTKbGrVcy2mfhzv4cfVhWx39fCPs8untr5IGsXr+XZoQT3dQ5iUSnIihJFOg2nOi28MeTnF5XFXN3SQwIYY9TxTXs3hRoNc0rmoFFqPncMX4fPC1lkMplMJvsycsgik8lkMtl/qNhuD0qbFlW+gdi2YSIbB8gGDoUOgk6F/+QSbtXEebahkvUDAa7v6seZFTivzE53uJXdyVz6U6ARBB4bU84ZA+9CoBeOvQWUavr7+yksLARg3cZ17Df04NaU00cFM5Qaju2Kk5uSUMQyCCoFYkrEPK8EpVlDdNsQsR1uVE4dunE5ZNxxXPOKeLh3mHK9hvMKHFy8t5P+RPrIeEYbdbwyoZp87aEdfHzpzJFqi73hGJfv7WKsSc+qkRAAky0G9oZipIFirZrLi51cWezEeLgi5ouEU2G0Si3ezhjb3uvCkqNnzvk1qDUqBpMpLt3TRZ5GzZNjy9EpBB7sHmYgkSJPo2Z/JE5GkuiMJ3m3vhKt1MTm/g3cGTqFb5YWMMtm4vE+N9eW5jLJYmR/JM62YBR3Ks3uUJx7a4p41xNklt1Eo8WARqHg8V43fYkUeRoVE0wanu3YSL0+y831p9GxrRl7QIdiKIWq2sqJmhD9iTTnF9j5dV0Z87e1ICJxQo6FUUYdUy1Gagzaf6iq55edg/yh38PaqXWU6bXc1trPm8N+bq8qJJoViWWzZCWJiRYj1QYtKzwBBpMZJEDgUHAUyWY5PsfCMXYz87Ye5M1JtXy3uZeEKPKzcgUrvCH6ox5OLqonX2/l9M0foEx0cUrVQt7yRriwwEEkm0UhCJyVZ8eiUrAnHMOuzPJJ6wPMLp7NolGLvvKY/tXkkEUmk8lkR0MOWWQymUwm+w+W6Agw8nwzUiIDgMKgQjeriKZ6M2aDGkEQuKW1n5fHVxFIZXi0z81b7gDi35xHAH5eW8yVJbkMDr5JNNZBddXNhEIhUqkUjhwHd2y8g+Wdy7kv/05mescxsqCMHakks+0mSlUq0gMRYnu9SMks+tEOWnXg+GgArQj6cU7SAxHip5Rzf98wGgVcUZzLtQd6aPurapQirZrnGioZd7hCBGBzIMJtrf0cjCY+M/6z8myclmvjFKcVlUIgmsnyRJ+H0/Ns1Bk/u61zcyTO20MeWnufpFKv4weTb6F7h4/eZh8zzqjCmnfoutFslmf6vTRHEzw0uhStQsEmf4Tf7eolGUpRXedg9HtujHGReRfVcXvEhzeVoS2a4K6aIkp0Gl5wjXBJUQ6uRIoSrZoP/RHuqCpEEAT6/THWHHQz4I9z+vgiJKua5W2vsq7rZRrzG1nWsQy1Qs3rZ7xOQY8Z30sHD71PWiVNV9RyU+8g5+bb+XltCRlJ4mA0gbkzhG2/H8OUfPR1Dna5d7F9eDtXNVz15fdRVuSE7S2UaDW8NKGKaFbkqX4P1Xotp+XZUAoCV+zt4liHmVq9liWDIzw+tgKAkVSGU3e08sTYcu5pd/HLUSWs8oYQBKjWa9gTjlGh1xEXRaKZLDFR4ubyXKZ/so/C9B6m5xRRah1FLDXCucV1vNr6MgbHGbzrDbArFOckp5kyqYOhUAv3T70Cg9rwxYP5N5FDFplMJpMdja8UsgiC0A2EgSyQkSRpiiAI5wH3APXANEmSPjf9+LxjD7c/AJwBpIAO4ApJkgJf1A85ZJHJZDLZf6Pg6h7CWwcJNeayZZSJtkyaRfl2NgUi5GlUuBIpumIpZtlMzHSYOH5bC+Hs38Ysh9xYlscN+SE6AzpejirxRKKYUwm+UV/DZIuO29ffzoruFTwy44+0K8r4Vu2hShffa63EdgzTf1op31PHmGox8tqwn0lKNc9nTGSaPNjOrCbjT5CdmMsD3YN4UhmuLnFyW5uLvZE4s2wmLi92corTivqvpvwMJdPM33YQXzp7pO2kHAvfKctjutV4pGJjcHiYt2IiF5bksu/tLsw5WhrmlSICq7whVnmDiEickWtjpt2Ev8/HgQ+HaVxQQcSfoHnTIBNPKKOgynrkOsvcAd4Y9nH/qFIKtGraQjFu2tvODE8fjYIByZUDSIw/vYI/JSNU6bXERZECrQaNILDc48eoVDLLbqYpGOVYh5nRSjWrDwwzf3QepQ4DmWASMZJm2OznnGXnkMj+JUyqtdey5NQlBJ88SHYkjqbUjGleCcpyK4PJFDFRpEij5vstfcxUqIkORjlgUfDwpGpUiiznv3M+vznuN5Rbyr/0PtoaiHDmznYeqS/j/AIHWwMRztnVzgdT6xht1NMWTXDerg4+nlbHpXu7uL2qkGmHF9P9cVs/06wmDkTi1Jt0jDbq+Oa+blY1jmLpsB+TSkluSqQ0IpITEzFMzuN3vW5WeIN0x5OEQzvRxHezesG9fG/1hdRV3MSM/PGs8IbYFY4xRdmKEFrFgsoFnFlz5lf+bPwrySGLTCaTyY7GPxKyTJEkyftXbfUcWvTlSeAHXxKyfOrYw+0nAWskScoIgnA/gCRJP/yifsghi0wmk8n+W+0Px+hPpPhxu4vLDm/JfKpdYG80Q7HewpZAmGRWYobdyMlOGyfvaGU4dbj6BYk5djOL8h1ogyOI9hxM7hAvDT0FaiPWzFzqoz4aZs1mao6FVn8rvoSPJc1LEBF58NgHMWS0eJ7eT9oVYcuZJbykTjPWqGeq3cjkpII9ic184v6E70z+Ib/o9vCjslyeH/KzLxzn2rJ89EoFrbEE5+TbUX7ONJdAOsO3D/QwwWzg0qIcig5vgyxJEq6WZpree5vOndupm3kMJ37rekQRtr3bjaCAqadX8ifXCEOuCOdZLNSPzkE4HOIMd4fY/WEvY48tRq1WsHN1L3UziqhoyDly7aXDfm5v7eeqklxursgnGo2yZMkSXC4X4+onYolWkxAEJp5TTZlVz0gqw6Jd7VxW7KRQo2KZO8Dt1UVIHJr2dEquDTGZJbSym0Sbn4wnjqBVkv/dyTzc8SjPHXgOAJVCRYOzge83fp/xtgYigsTGQIR1/girvAFcyQwFGjVbZtaz2htiyeAIRoWAWqFgksXA1aV5rOtbx+utr/Po8Y9+pfvojtZ+mqMJXp1QjUohcPW+bop0au6tKSaRFVnjCzGSyjA/x0KRVv2pKUkvDY5wvMPCj9sH+MPYCm4+2MtxDgutsQSbAxHuTenJ2TREeihG/vcm80w6xp1/s3PQfbXF+FJRdoez6JVKrirO4cl+L45sO4HhV9GpdPx2/m//Rwsc/7PIIYtMJpPJjsZRhyx/9dhajiJk+ZvnnA0skiTpoi/qhxyyyGQymey/3UdeP+t63iIcPsDqnpWcVHEq/dYr+XZpPm8N+YlLIpMsJs4rsHPxni5mWo3UmXS8PORncyDCLJuJhblWJlj0+OLDXHUwQoFGRa1BR0cixe1VhcyzabhhzQ1sHdrKGMcYCkwF3DXjLuwKK7432ui2qXisRElSFDGolMSyIp5EmGTvbXy74VLmFMwjG0hSVlbG0mEf/Yk0V5TksswdoCOW4NaqQgzKL15XJZtJ07J5A03vLcPT04WjuIR0MkHNlOmotTomn3YWOqOJHSt7iPqSzDirisGOAM2bhlAoYdoZVdjzjQAE3DG2vdtF5cRccktNbH2nk5I6B/Wzi45cbzCZ4s62AfI0ar5Xno9NkHjjzTfZrbfSWlBBUzyJTaXizUnV2CQF7mSK3akUi/Lt9CVSvDzo45bKAqRYhsCyDuzn1hJ4u4PYjuEj1zA05qM6s4AXm1+kMa+RhtwG+pICH/lCTLEY2euLkt8XZ3UOLHH7jxx3V3UR15Y4+XH7AF3xJPlqFTvCcV4cX0WZXss1q6/h8rGXM7No5he+pv2JFK3ROC3RJHsjcSaZDVxdmstbw35+3+fmwsIcplmNVOs0bFz/MRUVFTQ1NTFt2jRKS0u5p30AtSCwPRRlUb4DUZJIiRKNViO/6BzkyT6IbHQBYDmhjMicQiZvPvCpPsyzm7kpL4e7PmihfGIe7YkkZ+fZeLBnmO8WJNnk93FLzVimO0u/2gfiX0gOWWQymUx2NL7q1nMSsEoQhB2CIHzrH7zGVzn2SmDFP3hemUwmk8n+6xzntFNn1PFB7yqqbdXUO2q5t0yJQank5DwrZpWKhCjiz2RZ3lhLVyLFdw/2oRYEfj+mjMsKHYSyWR7v9bB0RMUrE6op0mmJiCINJj1GpRKlUsfjJzzOWdVnccB3AFfAxfPvP084EUW/eBQPFytpjyfRKRV8r9COUanErDExa9xvGIx6UakglUqx8oMP2dfvYiQc5uVBH+cVOJhiMfCTdhe+VPozYxOzWWLBAJvfeImnrruSrW+9xnBnG2I2g85kYtT02bRu2cQnS1/h5btuJez1MGVBBQXVFta/1oa9wMT0hZUolAr2fNRP0BMHwJZnYPZ5tfTuH6H3wAjHnF/HYGeQppXd/P8fmwq1Gq46HAS96wmg0WhYfP75aMc0sCmaoEavZa7DzKJdHbSF4vx06X5ONJvo98Up12u5tbKAyJo+PH/YQ3y3B//rrdjOqMLQmI95fim514zHfnYNgsLIxarz2BIoYs7WTo7depDhZJqlw37OKbIT2ehmwYEkmr+q5HikZ5hAVuSqkjwkSSAqShznMPNQ9xAAt069lYd3PExWzH7mNQVojyY4fUcrj/UM05NIM8Fs4Cc1xawaCTKSyjDRYqA/kSIjitSb9ERCQfx+Px999BHNzc0MDQ0Rz4pcUODg3Hw7dUY9L7hG+HH7AHe0D2BRKji/wE66zn7kmvH9IxTpNEyzGj/Vl42BCHVOExWOlWRc9zNbWonbvZTTnGaG0wKWdAdbhpr+Zx8SmUwmk8m+Rl+1kqVIkiSXIAh5wGrgBkmSPj782Fq+uJLl7x57+PE7gCnAOdLndOZwMPMtgLKyssaenp5/dIwymUwmk/2f88KBF7h/2/3Mr7uRgOF4EOCaklxiWZGtgQhdsSRjzQauKnHSnUjx6pAfh0rBSCrDSl+YGr2GWSqRmN7IeYVODAoI9vawPQ0HNQbm51iYYzOwdM1SDmw4VI1QXV3Naaedhtlm4+cdg6we8TMjdpCx1irSeSWcbTPQ39ZKb28vqVQKrVaLvbycZls+W0JxnBoVt1cVsS8a57UhH8c5LJyZZ0OSJPr27+H93/+GRCiE0eHAXlCEu7sTe2ExAwf3A2AsLEFf14CIgH/DagxmM+f86B7yKqpwtQXYu66P8ceV4ig0svXdLlKJDBNPLCOn8NC6IulUls1vdqA3q5g4v4yt73YhKASmL6xCqTr0u1Mim+Vjf4QXB0f4bnk+ky1GXhkc4eaWPhblO8hNSVS1RKlrcLKya4TW4TB3nj6GqlwTkU9cBFd047hwNAKgrbUjKAQ6Y0ne8wT40BdiezDGT4Nqagdi9BToCU7M4TVvgAPRBLdVFnJ2VMWa5w/SfEkJW6NxZliNFGjVzLAZmW4z8+d+D2t9IQaTGZxqBdeXFzDbbubh7Q9TY6/hjOozPvd+OaupjZsqCpjrMB9pW+sLsWYkzE9qi7mnbYAXB0eYbTexyKxlTI6NKrORlW4/S91B4qJIkVbNiU4rNzT3HFk/x6xU8MOqAiIZkb54kls/9BFLZdlRpOGYU2t5y+3l6Z17MSYS9NvzCBpNPDGmnK2tD7C6ZzWJbAKVoOI7k77HCWXHcvn7l5MRM2y4YMPXPmVIrmSRyWQy2dH4h3cXEgThHiAiSdKDh/+9li8IWb7k2MuAa4HjJUmKfdnx8nQhmUwmk8kOkSSJJQeXMJIIMaZ4MW3xNLPtJrYHoxyMxPCkRZKSxESzge9X5HNPuwu1IGBTK9AqlKSyIlPMOirTcYY9HkxmM2+4oizGit2sZfvuIWZNLkZbb+fDDz9k//79BAIBbDYb1157LWqtlqf3PUeFpZhjbLPYv7eJTSO7yE/lo9Pp0NaMZpfWiBKJfZEEhVoNgUyWPK2ae2qKAXjHHaC9s4MJRYWMToR46a5bKK6rx9vbg9HuQJIk/IMuHKPHkc0vpn/Yc2T8BU4nqZ0bEbIZFn7/DsrHTyTgjrH5zXbqphdSNs7BKzsH6AsluKI6n/yKQ4vdiqLE9ve6SMYyTD+zkj0f9hPMZJl2aiUvDY7wvjfEXLuZhU41W/pXsaBiATadjTUjIa7Z3818h4VL3QIr1SmumVJOsV7DSHyE5Z3LGZ87ntHhCrTlFoLZME8PHqqkmW41sWhX+6d2fFru15GttnJZyIs/k0WnEDg118ZvR5WwbvsgfYVq9seTpEWRYFZEp1Dw8OhDU2h+cLCPhChSZ9QzmEzzq7pSIqkgl6y4hCWnLcGsMfO3PhoJ8Wivm6WTaj7VfsGuDh4YXYpDreR3PcMMJTNcU5bLA11DONQqVngOBSw5ahUWlYILC3PoiScJZ0UMCgWKdIqidIKpFaX8qnuYY+wmmiMJApksJ+dYmKVX8tMXX2FnaS0jJhtIHiar2rhlVCMvd28ho8rHkd6PW8rlvNKx7PfuYU7pidTnjMV6eHvvr4scsshkMpnsaHzpdCFBEIyCIJj//9/AScC+r3LyLzpWEIQFwA+BhV8lYJHJZDKZTPYXgiBwUf1FTKu4mI/8ERwqJS8MeJhgNjDWYsSsFBAlkfZYkge7h7iruhC7WolTreZ0m4F5YTeejevYuHYbW0dSeE02vltUinp1P6H3O2hIw6polGWeICeccAKjR48GIBaLsWPHDhTAVQ2XcUL5CWS7I+S9K+GMFzDY0Mju+smk7E72huO40yJapQKtAr5ZknskYAEo0KjYabDzWjjFgfUfgSQx1N6KxmDAN9CH39WPtaKGQY3pUwELwJDXCw3TUZqsLP3l3RxY/xG2PAPVk5I0LX+UobZmLppaxklWC283uVi3oQ9/MoFCITDt9CpseQYObOhj4kl5HJhg5qcdLvK1al6dUE1ldguL317Az7f8nAuWX0Cbv435ORaWN9ayPxrn/RIlFZVWvrGng/aQmx9v/DHhdJhqWzW6ahuCSsGVK6+gROHDke4gHNzMd8vzmWMz8dOaYrbMqKfxnNG8rstwWq6N5xoq2Td7HAUaNc8N+ThYqOJgPEW9UcdSd4CFuXZMSiV/HhhBp1RyabGTtCQRymRxJdMsGRzBprNxz6x7iKU//yvVPIeZSCbL9mD0U+3fr8jnoa5BjEoleqWSplCUX3cN8atRJRRoVdxVXcjzxUXcYnfw9uRarizJ5d7aEhotRo51mDk7FcS0r4mKbIrp7m0UevdyXo4JlSDwcSBCTY6Dg2MaERAoCfnI1TtJJXqYWjCdsoJzOL5oOo15kzi+7Dj2SA14LYs596DEo73uf+4HRiaTyWSyf5MvrWQRBKEKePPwP1XAEkmSfn54sdpHgVwgAOySJOlkQRCKgD9KknTq3zv28HnbAS0wcvjxTyRJuvaL+iJXsshkMplM9lkbXH7WNA0i1JrpT2W4pNhBoUIgmMmwMZLCk0rzrbJ8SnQadu3bx0p/jHGuODadk9xCBxUTctFoD1UNDHj7uGzNFYzLHUdl4Xk8PWLmxvJCrih20tLSQmFhId3BMBpHDlqFwHp/hJX9Po73ZnjWBrkGNQpBwK5SIkoSEy1Gzs23U3h4t6C/1RyOceW+bk606qle+RreTz7+zHPMFdWEnCVEotHPPGY0GLCNuAh1t1M1eSp9B/aRTsRRqTVcfP8j5BSX0tkdwG+Q+F3T97mq4SomOkczPPACofBeysuuxm6f/qlzJjIJfvjxD1nTtwYAg8rAL475BfPL5jOcSHH9wV786SxJUeTiohyuKc0DIJrJEhclnBoVb7e/zZ/3/pmZxTOZ4JzA3IK5GAyGz/T/yT43ByIJjrWbOCPXxrUHevhJTRF3tg1gVim5uCiHsSY9CVHijKZW3pxUS75Wza0tvbw34OfMlIqpGYGT51agN3/2/H9tmTvA60M+7qwuoi2WoDOWpD2WoD+R4s6aYkYbdTzUNUQok+FbpXmcvbOdZZNqCO30ENEoGDPexLr+dYSSIRLZBHatnY2ujXhiHn47/7e85k4Sb29H1KjpcORTbdBxQ1k++9wedoTiiFod7lSU4b5HcBqKkPRjaTBkiaSC7Bzpps/8DRotRrYEo2gVCl6eUPW1ThmSK1lkMplMdjT+4elCXyc5ZJHJZDKZ7PNt7/bx2p4+CqqM7E9lOK2vhTGjR1NQWc0HI0GGvSOYTSbOKc3nnZZhtO44ybjI/LH55JVbkCSJR3qGaY8lubEgxU+ansJhHI1NNYHJERtnTC5BadXy4Ycfsm79egZPPJOw0cJafxiAap2GIp0Gq0qBTqFgfo6FU3Ot6L5kFyGA7liCn3W4cKhVTHjjKYb27PzMc/TOPDK14/EFAkfaFAoFpblOMl0HCfV0AqDSaKlqnIZGp0OhVDJ78SUYLIemCm32uvh92yYc5nruLklht036u33KiBl+9snPeKPtjSNt1028jmvGXwPAvkickXSGeQ4LoihyfXMvq0dCaBUKVk8dRaFWQzKbRKvUkkgkyGazGI2fXgQ2msmyzh/mzWE/j9aXo1MqeGbAyyiDjlC8nz82L+XHU25kqTtAMBUlm41TKvTzw4bTScTT7F62ESlHRVYvMHbsWESdyFB0iKVtSwkmg9w69VZyDbkAtEQT7A7HuLm5l0uKndQYtNQZdRiUh3aJurfdxfLGWlZ7Q9zQ3MMfxlYyy25E4U/if6MNdamZ1Fwj16y+hvZA+6fGoRAUPHXiUzQ4G+jypOnyRtne46PLG+W7x9cyusDEkvfe5yODDbuiiX5FCtG2kKmp1wino5i1eWxRnIBaoaU/meH0XCs7QzF+UlNMg+WLg6N/JTlkkclkMtnRUN5zzz1fdx++sj/84Q/3fOtb/+jmRjKZTCaT/d9XZNNTY9WiHe5nfv0o5o5vwOl0sjsU5bXBIToHHsETSzIU3c35o2fyajbOdn2WUXkm3nAHuHF/N32+GJosuFrSXDf7bIKqMqbYRPYl32LLyDZmFM2gsqKScChEdONaLqgoZn5pIQVaNXEExpv1LC7M4erSXMaYDagUX20TQ5taxQybkQ9HQqjGT2ViTS2e3duRxL+sYpKJRVH43dhqRpOVJMrsFpSdBwg37yYZ9DNpwRkko1EkSaRuxmxmL76Yls0b2Pvh+4ydezyCIKBT6ZiWW0OuzsjdPRkSosgEs/5zqyUUgoK5JXPJSll2DO8AYNvQNjoCHRxffjyFOi0Vei3RbJaXh/w82usmJUnERJGmYIzzCxxolIeqg1QqFRrNoUqe4USK33QP8/SAlxdcXiabNRSktuCJ9mGNGfFFD/DmuihXTx3NBx3P0ur9hEq9inm5JYzX+ai35BDJCuxPSgTzQySsfsLGMK92LaPSWklTVIfJMoNBdSMBUc1ydwB/KsMNB3uZazfTEU/ySH0Zs+xmyvRaCrVqSnQatgejeNMZzilwsCkQIRhPcWxcQbIzSLI7hKbIhKU2j42ujfSEPr0JgYTEso5lzC+bz/Mb/CgVAseNziOTldje4+eksYV07t2Lct8uPiqex15FLRV6HQ83LuTyrlyUxnF40/DomHLW+SKU6zWs8IYwqBQc6/js+jL/Lvfee+/gPffc84evrQMymUwm+19JrmSRyWQymez/uD2hKE90d6DyvcqZlccxr3QeGQR+2TFAMJXF3x7kB50p+sqN7K41caxDy3BsMx3BDrQqLU/ufhKA80edzx0z7gAJVqxYQSgUore3l7rjjqexoQGtO4mrLUDD3BKU6q8WsAD0xRLsCMeZbzfzi04X/kyGW6Uw7/36PpKxT08REpQqBKUCMZXC5Mght7ySyacspHz8JBLRCMlIBFtBIQCSKJKMxdCZTESzWd4c8rMnHGO0SU9TKEpLNMkVxTlcUJiD4gumpbzY/CIPbn+QkytO5spxV1Jtq0WUQK0QaI8lOGbLQf7229Q1JbncW3to/ZlWfysb+jewqmcVl469irsGC7mlspDzCuxs8w1y06rzGOOo53L1hYSLkzg1RYiWcqY5rLzW+hqBZACdUsfyruUMRAb49pSf8H60HGPwNVqGVvKdKT/j9VA+jRYDZAJEoy3k6EyEgrvoNy1iXo6Fx3rdqASBqYd3K5oTF+iWsqwljSRJKASBcSY93y7Lw/9BD7H1AxhmFKItNqFy6tmryFJsjnPi6ycCUGIqoTG/kUg6QjgVZtvQNtZfsJ7nNrhZ2+rhiYsbEQQ49ZH1bPrRfBI73QRW9fD+ojJ2ZVK4U2meaaii6uM9nOgwsyMcY9/scdzb7sKqUjCQSBPKZHiqoeor30f/bHIli0wmk8mOxte7bLtMJpPJZLJ/ufEWI4+Ma0CtGH+kTQncXlXMA11DxJw6+gscjMsDpdfNzwdU+LueoMpWiUlrP3QO53gachuIZdK4+gc56aSTaGlp4ayzz2K3fzfZ7iChGHh6Q2x4rZWZi2rQaP7+1wxRFNkWivGOO0BbLEGtQYdWELhnr9oPIAAAIABJREFUVAm/6Bjk12kFixecQe/uHZSOm0DbJxsJDA8iZTNI2UPTgs646UcUjao/ck69yYze9JfKB0GhoAcly7oGuaQwh75EikqDltNzrfjTGaZYjPygpZ8PfWEeOzxd5/NcVH8RC6sXYlKbeGXIx/mbDjDbbuKxMeXUGHTMtZuPTJsCqDfqmGY10B5LUK3XsnZwP36h5NCOUM3P8Nj0+7iz08OucIxag5Y/nPRnAmmJ1REzm/wRxioHIWZhkt3CtqFtvN/9/qf6o8wG2RGO0SDZ8Ma9vNPyJAvG/5rbWvuxqBREMpU8PzaXO3fdzclj6tnoEvhB5SyGEynUCgWGkSQWvZZJWg3t+4NcObsSvUbJOY9vJGdukvPmlnDXsJeUd4SH5pey+E9bWDytDE35X6ZqzS+bzy1TbwHAl/Bx9ttnY9Va6fJ2saPHz7pWD4saSxhbZGFDu5cJE5y86N7DmuEhahx2zs6zkTn8Q59eqWCe3YxCEBhMpak0mGiPJXnXGyKWFTH8nfdFJpPJZLL/RHLIIpPJZDLZfwG14rOVGmqlgh9VFzJkgBUtHSzrVDDJN8SimtE0jX2MjKBkrD7NjQ2XIGgrWO0Ncf3BASyxCLc5nYwbN45f7/g1T+97mvml83lw3oM4ioxsf6+Lja+1M/vcGjS6T3/VSGRFOt0beWSkmIQooVcokYBKvZYJFgMpUeKOqkJ+0zPMsgnHcsmp5zBaLdCzZycqtYayhgkU1o6mZ+9O0onk5441ms2yyhvi2QEv+Vo1b7sDbAtGeXZcJQ90D3NTSx/zbGY+CUY5r8DOK0N+PKkOnm2oxP452wZ7+3poWrGMofZWqqZM56EJ01mFAm8qg1Oj4soSJ2v9YSr0Gm6rKmRhro1nXCN8c8tB3mus5aSKU/lNj4tJ+ZOotFSSjvdyjmYfzf3NbBfT/Na1CZVCTUXV7TgM47HoSpG6trPdGOSysZd9JmR5o3UJP5j4OE3B+ZSNvIM3EaRQlcahVuJLZwFY4k4xu2g2RQzyfsufOSg+g1mlIJwRmRiT8I/E2DkQIhBL8+iaNmrzTBTZ9DzyQRtnTyrmlgX1nPDwOp7b3E2hVYdOqWAgOnCkD1atlU2uTfgSPrwxL2XmMgB8sRTjiizU5JkAOGdyCct2u5hXl0d9JkFlys/mIOxQKjjJaQMgR6NGqxC4v3OQcCbLMneAK4ud3FJZKAcsMplMJvtfRw5ZZDKZTCb7L6YQBPLz87H0umiIJ1hVM55qvY5THGZmWo2s9oV40h2hN96PWaUkkM7wfkzkYMsAb0ys4cZJN+KKuNjn2cfD2x/mhnHfRalSMNgWYPljezj12+PRGlS4EineHPahCSzDJxRyiuogG1UnM99h5oQcK83ROL/pGeb1YT+n51p5cFQpv+9z89ueYa4pyeW0G28lMOxi9ZOPMuPcC5hxzuLPjKU5HOcdb4A/9nsIZUTOL3CQyGS4tzIf81CSB9td3FpbxEAwwXXP76C8MZ8V2QSTzAa2BqMsbGrjzUm1ODUqkqLICk+Q2XYTrZs+Zu+HKwHw9HTBGy9TV1hE87RZTF24iBNzLKydVkeNXofqcJh1foGdF10jvD7g4b76CvZGksRCQ7zY/CKXj72c5Z3L8cQ9OHQO7pxxJ/dsvgdhZAlZ74v0a22otA5WeCP8tOIKJudNpsnddGScB30HmeF+hfcix7Co6BTa3B+zIZTlwsIchpJpnBoVpToNDTnnkcgmeOL4JzCYylErBNKiiDYhEk9nGVNiJ5bKks5mCcQzHFuby7QKB65AnPIcIw+dN4F1rR5UCgU1eSa2+l1H+mBSm1jWsYzlncsBOKPqDCRJYk9/kMtmVjCx9FCAYtWr2NMfIJRIYy8t48DgMKo8CzaVElVG5GKFnlltUd4sUTPXaeGholKK/s5OVDKZTCaT/W8gr8kik8lkMpkMURTZfKCZoqoalIkYS0NJWiIx9EoVrw75OCvPxgWFDlpiSe5oO1TRMM1q5OUJ1ajJcsvHt9A03MTVJVczRXE8vu1u0hoFSYOKmYtrWROIsNZ3aPedhfpWSnKmkqsz8bbbz+tDfsab9fyx30takhCAa0tzubWykKVDPnoTKcYYNJg1Gmw7N7H/gxUsvvsXaPQGIqk0+9raKcvN4SFfAr0A6wMxTs21ohYgFEvRGBZwmnRsC0VYu2uQ750wimRG5OXdA7yXL2BQKriqNJeFeXb0CgXPu7ysGQkTzWbRKxW8OrGavveXsX7JM395vZQqUpNmYJ9zPN+ZORVJkgiPeHB3dTLc1YG7u4Oh7i4EJK59/Bke63Wzt/8t2gZe4ebGmwmmgty35T4Arhh3Be6om+VdyxntqCe/+gG640n0CoFH6stxhw6wZXALZo0ZnUpHji4Hh86B3VRFrkYHUhZP3I0/4SeUCjGSGCGeidOnOYYrS/JwfE51ztH4ZPATNrs2E0wGCaVChJIhgqkgwWSQxXWLmZu/mBN+vY7TxhcysyqHQqsOVzDBnW/t43cXTmJMlZ2fdA7SFIywqNDJLRX5qEYSqJx6hP/AihV5TRaZTCaTHQ05ZJHJZDKZTAZAS0sLB5qbCQaDeMtrUJdXEstKGFQKKg16nh3wolcqmG0zUWXQcsXeLubYTTzXUIWCDC+vfJn1mfWUOcu4UXc1LwaD6MusvOAL8NL4agDsahUd8QQvDfp4ezjAbLsJs0rJlkCEBU4LrbEklToNrbEkoUyWVyZWs2bdxxwYHEYxay5n59uxq5QMptK82D2Io2kz7rxCJgW9TJ05i61KPZuDEVqiCU7JtTLNeuj85+xsRyMInBCGmCRy8qRiHIKS3kya05wWXG2tmGx2bnTHaYnGGWPSE85kabQYSUkSt1YW4Fn/Ae/ub6F9wgw2KY0EsyICsGVGPSa/l6dvuuZzX9fSOy6kPxNgIOYnkXThiXmYkDuBld0r8Sf9OPVO5pXOw6KxUGGpIG08lkKdmnKdGgQFrmQabypDXyLFcCpNkVbNm8MBPOlD7d8vNbOz9adsH97OnKI5bB/ezimVp+DTz2ecs55ry/L/bffQtm4fnZ4I/f44/f44A4E4Z00s5sLph6YTPdXnodFqYLLF+CVn+vrJIYtMJpPJjoYcsshkMplMJgOg0zvCc80d1FuMvIsOvVJJqU5NfzLN2+4AC/Ns/Ly2mL3hON/c10388BbL8x1mnmmoBCnD9R9ez+bBzXxj9DeoLLuGN4b8XFeWx0yDHqVCwfMeH7e3DXCM3USpToNRqSCRFcnTqBlKpXEl09hUCoZSGWbaTHyjwEGpXss6X4itHj/j/W6uS2qJiSIP1xax1BNEr4RgLMmZ/a0sOGY2uxQ63EMRAu4YyUojj/d5ONZhpjmSIJzJcmGhg2PtFo51mBBFkSeeeAKPx4NarWbRxZfwdAIsKhUt0QRr/WGyksR4s4HHx5SzOxzjj30eumJJnBoVZpWSBU4r15Xnc/+mbWiH+incuwWd0YTWaEJnNLGvPoagVlJprcSqsWLWmLFoLNh1drRKLTqVDoBoMMkPB4b42B+mxqDlQCROVoJwVqRCr6E7ngLgggIHLw/5ANArBG4sz+eyAg2D0UHiCidvelJsDwSYl2NHo1BRoddwboHj67mp/heTQxaZTCaTHQ05ZJHJZDKZTHZEZzTB254AFxbmkK9Vs8kf4aHuIW4oy0MQBB7rHeZjf+Qzx53itPJEXTGSQuTbH3ybQDLAfTN+ibLHSucuDx07PVSMy+Hkbzdwd7uLQDqNVaWixjfEhwYHpToNRToNs20mdAqBdzxBdoSibA/G+P2YcqyqQ9N4bColjRYT+7t85CRh4eR8frb1FqaWnU8yUM5+rcDZJTn0xJKs84UwqJSkJdgSjPJQXSkNZj15oQyRzS6SbQFyLq4noIyxdu1a6seNo92ez4ZAhNZoggazgUadEqd7kC3mHJYH47w4voqWaJznXT7KdBrK9RrGmfRMsx1a6NWfztAeS+LwDpExWxlQaghns0QyIjNsRqoNOrJpkWgwibc/wmBHEFerH/9QDEmSEL83GrVGyVAixe/7Pfx2dDnXNfcw1WJgMJmmP5lmvt3MHKuJxkCWSRMK0Cj+MtVmJJXhrJ1tJESJD6aMwqpW0RVLUqHXIHzBNtWyz5JDFplMJpMdDTlkkclkMplM9qVciRRTNh9A/Ks2ATjZaYEhFxPb9pKJRbn88suxOWxse7ubfR+7SMUznzrPsReMonx2IW+5/Ywz6dBk0gxLClzdK9nvb6Il1sKvjnucR3eGMIsQydexxh9m1ZRRvD7kpy2W4DiHGTGWIT4cp0MjclFdIXct2UXrcJgHLp3MS6EwC/NsRLMit7X183h9OfPtZrKtfqJbh0gc9P1lDHoVuVeOQ1li4oRtLbiSaQxKge+U5tGXSFOhEpgW9aEpKKLYbsWoVJIRJVyJBGQ89Ef60av0TMqbBMDmQIQLdnfwhCJMfyDEnaYiAM7KtVGaWsPugfdpiM/EsWbC577Ok04s4+UygS2ZJMPJNPNyzOgUAiU6LTaVEotSwUf+CA/UlmBsD6Ibm/OZ8GQ4mWbu1oPMsZt4amwFCVHik0CEaVYjRpXyf34z/JeQQxaZTCaTHQ05ZJHJZDKZTPaVNEfiPDPgZemwn4Qo8cTYcspUClavXk205QDZbBaz2czll1+OSjTw9m92IokSuWVmSkY7KB1rIxgbwev1MBKO0DhrNt/c382WYJTFTonrSozcvv52QqkQN0+8l1c2qDim1km7RcGMfCvTrEa2BCM81efmvlGlvDnsZ5LZwAZfmHMsZp4f9GE3a5AEAVcyza9Hl2JTqxATGUIf9CIlsyiMahRGNUqT+sjfqhwdCt3nLw4by4ociMQp0qp4dmAETzpDbzzF1mCUc5TLKNRqeOngS7xz1juUWkoBOKupjSqNkrpNH/DChGMwKRVMsxqJpXy0t99NhbmCOdsvYqgz9KlrGSwaCmts5M3MoztPxY5glL5Emo2BCGOMOsaY9NQYdEyyGGgw69Eq/v5isa8P+bi+uZf7R5WQp1Fxxb5uLi3K4Vd1pf+8G+L/ODlkkclkMtnRkEMWmUwmk8lkXyqRSbC6ZzU73Ts5vuIULMYx/Nk1Qm8swWSriUnJMDvffB1BEMjLy+OCCy5ArzWQcUdJ7POyygQblFFIRNmdFTgoqLGqVTxaX8ale7vQKQSmxZ6izbuRWlst4/KmclLFVVSZjeyMxtgWjOJLZ/nZqGIe73Xz+rCfSr2WhU4rvkyGaTYz+RoV8axEpV5DJJsllUph0OmwfE71xu5wjJXeIFsCUdpjCQq1Gsab9dxdXURbNMGqkRDr/GEiWRF3Ms03S3Ip0KjoiCUJZTO4kyksoWX0etfSHermxkk3cvX4qwHojSf5aYeLTYEooUwWtUJg6YRqbmsd4BTtFp7a+SsuMn+Lsj1TsVVaKKq24qgy49ILdCeSbA5EiWZFJpr1jDcbGW/WY/sHdwiSJInL93Wx1hdmReMoUqKIRaXkl11DzLWbuago559yX/xfJocsMplMJjsacsgik8lkMpnsS2XEDDeuuZH1A+u5Yuoj6HWleEc+YEQ1lhy1yITcCZxk1aPRaFD8VYVFJpTE+/Q+MoMxtky0ckO++KkpR7dXFZKnUZEQJQZjIbqSsD+SpDOeZIbNyPn5Dj4JRhll0OLQqDgxx4pToyItSuwOxxhIJPGkMnyzJJeD0Tgi8Mz+NnKMBgZ8QbR5eTw4uuwz45Ekid3hOAt2tFKm0/Dr0aVoFQpeHhzhpUEfx9rNHOcwcVmelaW+KEuH/bw6sZrb2/p5ZmCEGVYjk9S9vN70PQAm5k7kmgnXMKd4DpIkcd6uDjYEDq1doxEELi3OYZ7dxNaRYQrEA+xMl9EU09OfTHOq00qFTkOj1cgki4EcjforvSct0QR1Rt1n2kVJQiEIuJNpHugaYo7DRK1exw9a+/hOaR53tw9wfXk+VxQ7v/oN8F9IDllkMplMdjTkkEUmk8lkMtlXEkvHeHzX4xxTdjr7hjfSWNDImJwxaJSaLzwuGU1z3Z5O+lSQr1XjSqY5xWlBAgaTabYGo5ToNFTptVQatFTptVQbtJToNCgAXzqLTa3k8V436/1hkqLECw2VPD3gJVej5DiHFYdGxTd2dTDdZqJQq+a3vW4uLXJwfI6FMSbD5/YrI0qsGQlRZ9RyV4eLzliSn9eW0BFLsDsU43RVhu6PP2L69On0FhyannR3dRE/aOlDIwgU6jSYwitQZfy4M1qUxnF8s3Y2Y0x6XIkUT7a2clZkF5akn/tzT0evVHBTeT63tvbTaDEyy2Ziyv9r787j667rfI+/vmc/OdmXZm2TbindoNCFggICUhW5LOMwg6LCrcLIiAybjA53xkFH6QMYrwM6oCziaBVB1kErZRMYpS2UrZR0S5O0zXaSnGznnJz9e/9I4EJtMU1OEmjfz39ykt/v+zufk8/jwOk73+/3VxDA7zz4sp/RCMaTPN7Vx4t9ETb0h7m0poyv1Q7ftvm/Wru5bsc+frNkNh8tygPg1f4I1+7Yy6U10/jbSt116GAUsoiIyFgoZBEREZEJ15NI8q1dbXQmkszye7m2roLeVJo6vwePw0EqY2mOxdkRibEjEqM/lWZjX5juZJpKr5tqn5sb59bwm45eqnxuFuflUOP7/+HO7XuCZKwlZS0fLy3g5209PNszQL7LyeNL5/7Z/iUZa3m4s5f1PQNkrOX0knx+uCfI1bXlrGnq4OvePAb9Tva6Mszd10RDbiGnzarl5OI8bm3pZN9QnD3xJOeXF7Guq4/WWIJav4/lBQEurinF43DQ1/B7bg0m2Zw7l+UF+SwvCPCJsoKs/267Eyku2drEi30R/m1uNV+uKXvnmLWW817dRb7LydfrKrh9Xxeb+yN8uqyAR4N93DxvOqeV5Ge9psOBQhYRERkLhSwiIiIyqXqTKXZGYjQOxWmMxolnMvzv6jL+ZVcr0XSGlLX8/fQyQskUP2/r4cwSP67BJ9k3sJsrll7HFdu7cDscfKq0gAurSmgZirP6zSbCqQx/XVFEylpubQny9iecxbl+1i2tx+UYvgvP86FBvtPYRjSd4YLKYqq9bn7b3c/VtRWE02leau/jhPXtVPSlePD86TwWHqQ3leHOhXUcVxCgO5HkZ63d/K6rn6ZYglP8firyvfSnMmzqj/D5qhKurKvAWsvLAxH+EBrkpf4Iu6Jxnlw2jxLPoe2vMhrRdIbjN7xFOJXhuRXzmOH3vnMskk6T43CQAW5qagcL35xdRV8yxZfebOZ79TUHXHZ0pFPIIiIiY6GQRURERCbFbS2d7IjEeG0wyu6hODN8HtzGwY5ojF8dPYtTS/JpjSW44PVGnltxFPtiCf67s4P7Nq6mLxYEYGXlSq7/6K2c+coufA4Hr5y4kE19YX64J0gomSLgdHBMrp/f9wwQTmc4oySf88qLWFEQwAB/7B3kBy2dfLKkgN50mttagpxZms+yglyi6TT3tnYz3e/FB4R6Y4QDTv6xrpKBdJrPVBSxZnc7P23t5ofza/E6DHWbuiltixKdF2BLeDv9cxZwZl0NMZuh0uthXyzBJ1/ezimFueS7XWSAG+trcOx32+VseKSzl6+81cKnywq4e9HMPzu+N5bAZwxfbWjh+llVYODVvhB/7HiD25euwuXIfvjzYaaQRURExkIhi4iIiEyKnZEYa5ra2Roe4heLZzEn4KMvmeIjG7cxzePi6eXz6E+l6U2muHrbXjb0Rzgmz88XC1pY86dr3rnOJYsv4aQ5X6ZlKM655UUAfKexjXVd/Rybn8Pq6lIK3U5m+b2k+/oYfGI9XaFerlt5OlVeN8fm5/D6QITlBQE2DUSp8rj5TbCP9njynefIdTq4uKqUgMvBMXl+6gM+ft4WwmOgNGU4py1JJjhEJpok1TVE3sem41iQz/aU5cbdbTQPJXhmxTwCTicPdoT4dXuIRXl+Xh2Isqq0gMtmTDvg76g1luCF3kFyHA6W5Oe8Z0bKaLw+EGFhbs47s3bebfWWJuoDPjYPRDjKEyY/uYNQuIGuaAfnLriCs6rnH9JzHe4UsoiIyFgoZBEREZFJ83TPAKfvtwfIfe09XLltL/8+bzoPdIRIWsvFVSXku12cUBBgS3iI55sfYe0bN/F2dHDV0qtYvWj1n10/2RWlKRzn3mSEhsgQZ7c1s/KaK/DU1lL903u4PeHgrn3drD16Jnfu7eK50CDdqfTwYGvxOx18vrKEHKeDDf1hjsnL4eSiPB7o7KXE7eK4PD9b2ga4KuKi74lmcuuLKfnCAqKZDDc2tXPPvm6urqtga3iIcq+bNfU1w/U2tPBWJMb8gI8tg0PcNG86SwsC76n9zr1d9KZSnFyUx3H5OXgch74h7rqOPbR2reeM2jOoza99z7G2WAKwrO8eIBxtpCNheHIwQEsshdsYnlk+j7laNvQOhSwiIjIWCllERERkSmSs5daWTi6oKOaFvjB5Tif1AR/f293G9nCM+4+dzc1NHTzY2cvpxfkUOWJUJjYyO7eAM2rPINeTy2AqTZ7LSeTVIANPNOMo8/HwnBymLyjlEyX5NERilD21nhanm5qTT+KWjj4ao3HuXTSTX7R1szUc5bFgP7mdfcwkwBdOnsXjXf3sisZwOwz3LJzJ77r78BhDrtPJQ8FeTsrxUB7qoKhqFmfXlrE+NMB/tgSp8Xl4tneAaYlevlQzjetaYzwwclefYDzJyZu2cUyun4V5OWzsD3PXwjoqfe9/Z6ZDlUgn+NozX6PMX8YNJ96A0+F8z/HIyx0MPr+Paz9WyPLiXG5s6njn2ElFudx/zGzMBCxl+jBSyCIiImOhkEVEREQmVSQSoaGhgT09IXbUzePi2koq3hU2JDOWpLUMpdP8dE+QBfEoq+bPpmkoQaHbSZnHTVciyfebO9gdjXPOtEIuKCviB2/sIVPs5+g8P9/YsY9r6ipwGLi/I8SFFSWs6+nnj71h1tTXsK67n2Pz/JS43XiiAziGYvwoZnhtcAgAtzH854JaftMZ4tyyIl4aCLN5IMrXM0MUtA5Q+5Gj8BQVc9ueID/aE6TO52GGz8P5zk7OfenbWJefK+dfz7KqOj5fVYLH4eCxzl7WtococjnoTKQo8bj48cI6nFkONRp6GvjGC9/ggnkX8Nn5n33PMZvK0PPLbQyUeflKaYoKr5v1PQPvHL9jwQzOLddtnUEhi4iIjM2hz0MVERERGQNrLXdu3cn27TvYtWsX1YUF1Ng0F76xm8ZoDHoa4a4zcN9+Ajk7fkeJx81pnhx++WKITf1RTtq0je83dwLQE4ngj0ZYluvn3tYebt7byecWVfNkTz8Pdfby3PKjuLCqhM9WlvCLxbN4KjTAcfkB7lhYy47IEEvzc9gVjbO5P8yTccOq+fVcUFlCwDn80ShpLZc3tPCFyhLeCEe5uLyQYx0ZNheVctzZH2G3J4fTX9rOj/YEWZDjpcrnJo1lbdhHgykiNv0EhnyFfLuxjTW7h2eLnF1exFEBHz3JNG9FYjze1c9tLZ1Z/z3PL5nPqrpVPLLrERr7Gt9zzLgcuE+uIhaKsSRhWJzrY1VJPscXBJjt97K+ZzDr9YiIiBxJtI28iIiITApjDP05uXQ6LYPTZ3H31u3Ew6/SsGA5v+/qw2V9fOH0G8jx50PJbNIZy8/+1Mw5S6p4JNgLwDF5/uFruTx0u9yYRBJrM7zYF8YXCXPngloeCvaxemsTV9dVcEJhLn/oHaQzkWQJlq54ip3RBJY4pS4nC3P9eByGf3pzJ6cOdPP0kmO4vilIPJPhoqoS/hAaYMnQIE+1NvO54nwWzqnm+80d/KClk/TIZOC3onFc0TgfLc7D+AtYf8otPNDZTyaS5MY51Sx9Pki4G3JXVnHdrAo+8fIOav0eVhbkUj9Be6BcsvgSntv7Anc2PMplCz/Dq8FX2dq9lfZoiKD/U1QfV0+Z20Wt38d5FcXkO51M87onpBYREZEjiZYLiYiIyKTJWMtf//ox+hJJnFgay2pI5+Rww+wqbm7u5JUTF+Ad2fB17cYWFlcXMGNagE+/sguvw/DEsnn0JlNs6o+Qthke7uxlYSCHFJbeRJJALEphURF/VRzgwVCEJ7oH+FRpPjV+Lw92hKjwuil0Oih0u5jj8/DM3jbmhEM4mxs5euFCli1bhjGGUDLFFW/t4fyKIh7f18E3KwuYXV3N59/YzVPvWl7zbicUBpjmcfNYsI/Lqku53BEgL89DbEcfA+ubmXbFsbjLckhbm/UlQgfycn+Ea7bvYX78t8zMr2VeySJK/FUs9loKcwsn/Pk/7LRcSERExkIhi4iIiEyqS7c281iwD4CVBQH+bW41i/Jy3nNO12CcX7+0hzOPqeRfW4PsiMZ4aMkcftvVR38qTTSdIcdAqcdNNGN5bTCC1+FgaX6A5r4B3ENhPl5SyIqZM7ivvYf7G59gU2o+51eU8kU/NL60kb4583nW4efMzBBn1lZRXPzevUhaYwnu2BvkoupS5uQMzzj58d4g67r6aRyK05VIAeB1GD5bUcwzoUHcxvDvR01n1n2NJJqHw5i8U6cT29mLcTko+7ujJ3Vj2b2xBKVuF36nVogfKoUsIiIyFgpZREREZFL9qTfMPzS08MXqEraFh4ikM/xwQR25ruE74QQHY9z+h0ZWrajh6qZW5gf8fLe+ml+3h1jT1MEt86bzbM8ABS4HHmPIcTpYkOtnXfcALgfEM5azygrZPRSntKud08tL6PR0YpMBmjpiuPpCNM2cR8Dj5aKaUgJO51+o+MAGUml2RWP4HIZftYfIcTq5qrYcn9NBeGM7kQ3tOHLdFP6v2Thz3eA0OLxaqf1hoZBFRETGQiGLiIiITLrL32ph80CEmT4PXqeDs6cVsiQvwL5YguMLA+yOxjlr805mB7z88uhZPNbZx8PBEE7j4JszK/hpWw8+olZNAAAJv0lEQVTFLgfH5Qf4fXc/u4bifL2ugv5UmsahBC/2DVLtcTOvu51YYRGVpWX8bWkuT7/2BvticVYtW8ac/WbPiLybQhYRERkL/TlFREREJl25182Xa8pYmpfDHXuD5LtcVPncbB6I8M87W1nb3sNVteVcUFnC3fu6ebk/wpeqS7i3rRdrId/lwGFhy2CEMq+LFYV5PB0apD7HR4XHRSiRpieRxpZVUewwJHt6OHlvJ386fjleLZ0RERGRCaJPGSIiIjLp/nl2FccXBGiIxji3vJg1u9s5YUMDc3O8PBsa5Oq6Cq6sLefRYB/lXjcz/B7WhyLDe6GkUhS5XAxhqc3xkcwYvtPYxtr2EN9qbOPp0CDfq68hDfxPKEx7MsPHPPD08qMUsIiIiMiE0kwWERERmRJ5Lif1OV4e7OxjS3gIgCu37WXdcXPxOR18a1cbW8NDVHjdVHjd1HvdeByGVMayNBPjRZeX7+7uIJ6xVHndTPd5qPF5qPC6CafTPLmsnrVtPawqLWDuBN0qWUREROTdFLKIiIjIlBhIpbnwjSbOLy9idZ6L7RkH19XXMJhOc1PDbrxdHZzYsovWlaeyL5akyO3ilrnVOBwO/iudpg7419lV9CRT7B6KszMa59nQAIVuFzN8HgrdLr5aWz7VL1NERESOIApZREREZEosyvXzmfIimoZiLM7L475ZVUQw3LE3yMp8P1VxH+boxYQHg+QWF3NjR4RZjgwbYmlyHU7ubg0yP+DHAbgchmqvh/8zq4oTCgOTeptkERERkbcpZBEREZEpYYzhu/U19CZTFLqc3LCrDacxvBmO4s7zkSyp5KFQmGVlBZxXUsBJQyEWFRfxxJ5OXG7DdTMreDjYz2nFeZxfUUyt3zvVL0lERESOcApZREREZEoVuYc/jlw7s4KHOnvZFhliczjOY7EEf1dTTtRm+O/eQcI5DhqHEszweihwO4lnLI8eOxe3Q7NWRERE5INBW+yLiIjIB0Kuy8kXq0v5ycI6po9sYPsfezqZ7fficBh60mleG4yyJ5bgnGlFXF5broBFREREPlA0k0VEREQ+UBzG0J9Kc0pxHmc5nax+s4kTCwNcPqOcWMZyVV05Du25IiIiIh9ACllERETkA8XvdPCdudV0JVLU5/hwGsPeWByL4dSSvKkuT0REROSgFLKIiIjIB06Zx02Zxw3A56pKprgaERERkdHRniwiIiIiIiIiIlmgkEVEREREREREJAsUsoiIiIiIiIiIZIFCFhERERERERGRLFDIIiIiIiIiIiKSBQpZRERERERERESyQCGLiIiIiIiIiEgWKGQREREREREREckChSwiIiIiIiIiIlmgkEVEREREREREJAtGFbIYY5qNMVuMMa8ZY14e+dn5xpitxpiMMWbZoYw9lPEiIiIiIiIiIh8GrkM491Rrbfe7vn8T+Cvgx2MYe6jjRUREREREREQ+0A4lZHkPa20DgDFmSsaLiIiIiIiIiHyQjHZPFgusN8ZsNsZceojPMZ6xIiIiIiIiIiIfCqOdyfIRa22bMWYa8KQxZpu19vlJGMtIMHMpwIwZM0Y7TERERERERERkUo1qJou1tm3kaxB4GFgx2icYz9iRcT+x1i6z1i4rKys7lKEiIiIiIiIiIpPmL85kMcYEAIe1dnDk8Srg26O5+HjGHsjmzZu7jTEtYx0vWVMK7L+RsXw4qZeHB/Xx8KFeHh7Ux8ND7VQXICIiHz7GWvv+Jxgzi+EZKDAcyvzSWvtdY8x5wG1AGdAHvGat/YQxpgq4y1p75sHGjlz3gOOz+/JkIhhjXrbW6rbbhwH18vCgPh4+1MvDg/ooIiJy5PqLIYvI/vTh8fChXh4e1MfDh3p5eFAfRUREjlyjvbuQiIiIiIiIiIi8D4UsMhY/meoCJGvUy8OD+nj4UC8PD+qjiIjIEUrLhUREREREREREskAzWUREREREREREskAhixyQMabYGPOkMWbnyNeiA5wz3RjzrDGmwRiz1RjzD4cyXibeaPtgjLnHGBM0xry538+XGGM2GGNeM8a8bIxZMTmVy/7G28uRY18zxmwfeb/eNPFVy/6y0ceR49caY6wxpnRiK5aDycJ/X282xmwzxrxhjHnYGFM4OZWLiIjIRFLIIgfzDeBpa+1c4OmR7/eXAq6x1s4HVgJfNcYsOITxMvFG24d7gU8e4Oc3ATdYa5cA/zLyvUyNcfXSGHMqcA5wtLV2IXDLBNUp72+870mMMdOBM4A9E1GgjNp4e/kksMhaezSwA/jmRBQpIiIik0shixzMOcDPRh7/DDh3/xOste3W2ldGHg8CDUD1aMfLpBhVH6y1zwOhAx0C8kceFwBt2S5QRm28vbwMWGOtjY+cF5yIIuUvGm8fAf4vcB3D70+ZOuPqpbV2vbU2NfLtBqBmIooUERGRyaWQRQ6m3FrbDsNhCjDt/U42xtQBxwIbxzJeJsx4+3AlcLMxZi/DMx/0l9apM95e1gMnGWM2GmOeM8Ysz3qFMhrj6qMx5myg1Vr7+kQUJ4ckm/+fWw2sy0pVIiIiMqVcU12ATB1jzFNAxQEOXX+I18kFHgSutNYOZKM2Gb1s9fEgLgOustY+aIz5G+Bu4ONZuK4cwAT30gUUMby0bzlwvzFmltUt5rJuovpojMkZucaq8VxHRm+C35NvP8f1DC+/XZuta4qIiMjUUchyBLPWHvQfy8aYTmNMpbW23RhTCRxwaYExxs1wwLLWWvvQuw6NaryMXzb6+D4uAt7e0PgB4K4xlimjMMG93Ac8NBKqbDLGZIBSoGvsFcuBTGAfZwMzgdeNMTC8vOQVY8wKa23HuIqWA5rg9yTGmIuAs4DTFXiKiIgcHrRcSA7mMYb/gc3I10f3P8EMf8q/G2iw1n7/UMfLpBhvH9qAU0YenwbszFJdcujG28tHGO4hxph6wAN0Z606Ga0x99Fau8VaO81aW2etrWM4ODtOAcuUGdd70hjzSeAfgbOttdEs1yYiIiJTxOgPJ3IgxpgS4H5gBsN3sDjfWhsyxlQBd1lrzzTGfBR4AdgCZEaG/pO19ncHGz/pL+QIN5o+jpz3K+BjDM9s6AS+Za29e6TH/8HwrLcY8PfW2s2T/0okC730APcAS4AEcK219pnJfyVHtvH2cb9rNQPLrLUKy6ZAFt6TuwAv0DNyyQ3W2q9M8ssQERGRLFPIIiIiIiIiIiKSBVouJCIiIiIiIiKSBQpZRERERERERESyQCGLiIiIiIiIiEgWKGQREREREREREckChSwiIiIiIiIiIlmgkEVEREREREREJAsUsoiIiIiIiIiIZIFCFhERERERERGRLPh/Hf4Fr70cIq0AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Let's plot the buildings and specify colors according the type of the building\n", "ax = camden.plot(column=\"building\", figsize=(12,12), legend=True, legend_kwds=dict(loc='upper left', ncol=3, bbox_to_anchor=(1, 1)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great, now we can see that a subset of the data was taken according our bounding box coordinates.\n", "\n", "We can utilize the same bounding box for filtering other datasets as well, which can be handy. Let's also filter the walkable roads from the same area:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Apply the same bounding box filter and retrieve walking network\n", "walk = osm.get_network(\"walking\")\n", "walk.plot(color=\"k\", figsize=(12,12), lw=0.7, alpha=0.6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pyrosm/OSM tagging system\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "OpenStreetMap uses a \"free tagging system\" that allows the map to include an unlimited number of attributes describing each feature. A tag consists of two items, a key and a value. Tags describe specific features of map elements (nodes, ways, or relations) or changesets. Both items are free format text fields, but can often represent also numeric or other structured items (e.g. `maxspeed` attribute contains speed limit information at a given road represented in numbers) ([OSM Wiki, 2020](https://wiki.openstreetmap.org/wiki/Map_Features)).\n", "\n", "Because of this flexibility, OSM data tend to contain huge number of different attributes. Because keeping all of these attributes in their own columns is not very practical (the dataframe can end up having even hundreds of columns), `Pyrosm` implements its own tagging system where only specific tags are kept as columns (separately for each OSM key). All the rest of the attributes are stored into a separete column `\"tags\"` which is a valid JSON object. \n", "\n", "It is possible to see these default tags from the `osm` instance directly by accessing its configuration settings. Let's see how: " ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['network_filters', 'tags']\n" ] } ], "source": [ "from pyrosm import OSM, get_data\n", "\n", "# Initialize the OSM reader with test data\n", "fp = get_data(\"test_pbf\")\n", "osm = OSM(fp)\n", "\n", "# The instance has a configuration attribute containing:\n", "print([item for item in osm.conf.__dict__.keys() if not item.startswith(\"_\")])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okay, from here we can see that the configuration includes `network_filter` attribute and `tags` attribute:\n", "\n", " - `network_filter` attribute contains information about the rules that are applied when parsing different kind of roads from the OSM\n", " - `tags` attribute contains information about the tags that are parsed into columns by default \n", "\n", "Let's take a closer look into the `tags`:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['aerialway',\n", " 'aeroway',\n", " 'amenity',\n", " 'boundary',\n", " 'building',\n", " 'craft',\n", " 'emergency',\n", " 'geological',\n", " 'highway',\n", " 'historic',\n", " 'landuse',\n", " 'leisure',\n", " 'natural',\n", " 'office',\n", " 'power',\n", " 'public_transport',\n", " 'railway',\n", " 'route',\n", " 'place',\n", " 'shop',\n", " 'tourism',\n", " 'waterway']" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Show all available tag attributes\n", "osm.conf.tags.available" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a list basically containing all OSM **primary features** that can be parsed from the OSM (see [wiki for details](https://wiki.openstreetmap.org/wiki/Map_Features#Primary_features)).\n", "Each of these items contain a list of default tags (OSM keys) that will be inserted into columns when parsing the OSM data with Pyrosm. \n", "\n", "For example the default tags that will be turned into columns from **buildings** can be accessed by:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['addr:city',\n", " 'addr:country',\n", " 'addr:full',\n", " 'addr:housenumber',\n", " 'addr:housename',\n", " 'addr:postcode',\n", " 'addr:place',\n", " 'addr:street',\n", " 'email',\n", " 'name',\n", " 'opening_hours',\n", " 'operator',\n", " 'phone',\n", " 'ref',\n", " 'url',\n", " 'website',\n", " 'yes',\n", " 'building',\n", " 'amenity',\n", " 'building:flats',\n", " 'building:levels',\n", " 'building:material',\n", " 'building:max_level',\n", " 'building:min_level',\n", " 'building:fireproof',\n", " 'building:use',\n", " 'craft',\n", " 'height',\n", " 'internet_access',\n", " 'landuse',\n", " 'levels',\n", " 'office',\n", " 'operator',\n", " 'shop',\n", " 'source',\n", " 'start_date',\n", " 'wikipedia']" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Show all tags that are converted into columns from building features\n", "osm.conf.tags.building" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, there are quite a few attributes that will be parsed into columns **if they exist in the data**. The list is mostly based on the OSM documentation about [Key:building](https://wiki.openstreetmap.org/wiki/Key:building) but it also contains some generic attributes that are commonly useful for many types of OSM features such as name, address information, opening_hours, website etc. Similar approach is used with all OSM Keys listed above in `conf.tags.available`. If the data contains additional attributes not listed in the default tags, such attributes are stored separately into a column `\"tags\"`. \n", "\n", "Let's make an example to understand this better:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['addr:city', 'addr:country', 'addr:housenumber', 'addr:postcode',\n", " 'addr:street', 'name', 'opening_hours', 'phone', 'building',\n", " 'building:levels', 'landuse', 'shop', 'source', 'id', 'timestamp',\n", " 'version', 'tags', 'geometry', 'osm_type'],\n", " dtype='object')" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Parse buildings\n", "buildings = osm.get_buildings()\n", "\n", "# Print columns\n", "buildings.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our test data contains quite many of the default tags as columns (not all though). We seem to have also some additional data in the \"tags\" columns which were not listed in the *default tag list*.\n", "\n", "- Let's take a closer look at those:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([None, '{\"mml:class\":\"42211\"}', '{\"mml:class\":\"42221\"}',\n", " '{\"mml:class\":\"42261\"}', '{\"mml:class\":\"42241\"}',\n", " '{\"mml:class\":\"42212\"}'], dtype=object)" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# List \"extra\" tags that were associated with some of the buildings\n", "buildings[\"tags\"].unique()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see, some of the OSM elements included information about `\"mml:class\"` which is additional data that might be relevant for some, but most probably not for most, hence it is not added as a column to the GeoDataFrame. \n", "\n", "It is still possible to access the data values of these \"extra tags\" by parsing the data from the JSON e.g. as follows: " ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Key: mml:class , value: 42211\n", "Key: mml:class , value: 42211\n", "Key: mml:class , value: 42211\n", "Key: mml:class , value: 42211\n", "Key: mml:class , value: 42211\n", "Key: mml:class , value: 42211\n", "Key: mml:class , value: 42221\n", "Key: mml:class , value: 42211\n", "Key: mml:class , value: 42211\n", "Key: mml:class , value: 42211\n" ] } ], "source": [ "import json \n", "\n", "# Iterate over rows having extra tags and print out the values\n", "rows_with_extra_info = buildings.dropna(subset=[\"tags\"])\n", "\n", "\n", "i = 0\n", "for row in rows_with_extra_info.itertuples():\n", " \n", " # Read the JSON\n", " tags = json.loads(row.tags)\n", " \n", " # Print the keys and values\n", " for key, value in tags.items():\n", " print(\"Key:\", key, \", value: \", value)\n", " \n", " # Continue only up to first 10 \n", " if i == 9:\n", " break\n", " i+=1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Controlling which OSM attributes are parsed into columns " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In some cases, it might be useful to parse some of these \"extra\" attributes directly into columns. Doing this is easy with `pyrosm` which is demonstrated below. " ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Existing columns:\n", " Index(['addr:city', 'addr:country', 'addr:housenumber', 'addr:postcode',\n", " 'addr:street', 'name', 'opening_hours', 'phone', 'building',\n", " 'building:levels', 'landuse', 'shop', 'source', 'id', 'timestamp',\n", " 'version', 'tags', 'osm_type', 'geometry'],\n", " dtype='object')\n", "\n", "Additional attributes in the 'tags': \n", " [None '{\"mml:class\":\"42211\"}' '{\"mml:class\":\"42221\"}'\n", " '{\"mml:class\":\"42261\"}' '{\"mml:class\":\"42241\"}' '{\"mml:class\":\"42212\"}']\n" ] } ], "source": [ "from pyrosm import OSM, get_data\n", "# Get test data \n", "fp = get_data(\"test_pbf\")\n", "\n", "# Initialize the reader\n", "osm = OSM(fp)\n", " \n", "buildings = osm.get_buildings()\n", "\n", "# Print info\n", "print(\"Existing columns:\\n\", buildings.columns)\n", "print(\"\\nAdditional attributes in the 'tags': \\n\", buildings.tags.unique())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `\"tags\"` column includes additional information with key `\"mml:class\"`. If we would like to parse this attribute also as a column in our resulting GeoDataFrame, we can easily do this by using `extra_attributes` -parameter which accepts a list of keys (one or multiple) that will be converted into columns: " ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['addr:city', 'addr:country', 'addr:housenumber', 'addr:postcode',\n", " 'addr:street', 'name', 'opening_hours', 'phone', 'building',\n", " 'building:levels', 'landuse', 'shop', 'source', 'id', 'timestamp',\n", " 'version', 'mml:class', 'osm_type', 'geometry'],\n", " dtype='object')" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Parse buildings and store also \"mml:class\" as a column\n", "buildings2 = osm.get_buildings(extra_attributes=[\"mml:class\"])\n", "\n", "# Print columns\n", "buildings2.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Great! Now the `\"mml:class\"` was also added as column in our GeoDataFrame:" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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addr:cityaddr:countryaddr:housenumberaddr:postcodeaddr:streetnameopening_hoursphonebuildingbuilding:levelslanduseshopsourceidtimestampversionmml:classosm_typegeometry
2188NoneNoneNoneNoneNoneNoneNoneNoneresidentialNoneNoneNoneNone4241157021465573852142211wayPOLYGON ((26.96337 60.52196, 26.96330 60.52205...
2189NoneNoneNoneNoneNoneNoneNoneNoneresidentialNoneNoneNoneNone4241157071465573852142211wayPOLYGON ((26.96773 60.53151, 26.96771 60.53167...
2190NoneNoneNoneNoneNoneNoneNoneNoneresidentialNoneNoneNoneNone4241157201465573853142211wayPOLYGON ((26.95398 60.52896, 26.95416 60.52883...
2191NoneNoneNoneNoneNoneNoneNoneNoneresidentialNoneNoneNoneNone4241157221465573853142211wayPOLYGON ((26.96623 60.53462, 26.96615 60.53469...
2192NoneNoneNoneNoneNoneNoneNoneNoneresidentialNoneNoneNoneNone4241157431465573855142211wayPOLYGON ((26.93940 60.52654, 26.93940 60.52662...
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" ], "text/plain": [ " addr:city addr:country addr:housenumber addr:postcode addr:street name \\\n", "2188 None None None None None None \n", "2189 None None None None None None \n", "2190 None None None None None None \n", "2191 None None None None None None \n", "2192 None None None None None None \n", "\n", " opening_hours phone building building:levels landuse shop source \\\n", "2188 None None residential None None None None \n", "2189 None None residential None None None None \n", "2190 None None residential None None None None \n", "2191 None None residential None None None None \n", "2192 None None residential None None None None \n", "\n", " id timestamp version mml:class osm_type \\\n", "2188 424115702 1465573852 1 42211 way \n", "2189 424115707 1465573852 1 42211 way \n", "2190 424115720 1465573853 1 42211 way \n", "2191 424115722 1465573853 1 42211 way \n", "2192 424115743 1465573855 1 42211 way \n", "\n", " geometry \n", "2188 POLYGON ((26.96337 60.52196, 26.96330 60.52205... \n", "2189 POLYGON ((26.96773 60.53151, 26.96771 60.53167... \n", "2190 POLYGON ((26.95398 60.52896, 26.95416 60.52883... \n", "2191 POLYGON ((26.96623 60.53462, 26.96615 60.53469... \n", "2192 POLYGON ((26.93940 60.52654, 26.93940 60.52662... " ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings2.tail(5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now it is easy to access and use the values of the new column in a similar manner as any other column:" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[None '42211' '42221' '42261' '42241' '42212']\n" ] } ], "source": [ "# Get unique values in the \"mml:class\" column\n", "print(buildings2[\"mml:class\"].unique())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Export street networks to graph\n", "\n", "If you want to analyze the street networks using your favourite network analysis library, you can export the street network from Pyrosm into a graph (new in version 0.6.0). Supported graphs are `iGraph`, `NetworkX` (compatible with `OSMnx`) and `Pandana`. Those libraries provide numerous possibilities to analyze different properties of the graph (e.g. centrality) or conduct e.g. shortest path analysis to find the fastest (or shortest) route from a location to another. Notice that the numerous algorithms provided by these libraries are **not** going to be integrated into Pyrosm, but you can easily export the graphs to these libraries and continue working with them.\n", "\n", "Exporting the network into a graph can be done as follows:\n", "\n", " 1. Retrieve the graph elements (nodes and edges) from a given OSM network by specifying `nodes=True` in the `osm.get_network()` function.\n", " 2. Use `osm.to_graph()` function to convert the nodes and edges into a graph. \n", " - The output graph type can be specified with `graph_type` parameter. Available types are: `\"igraph\"` (default), `\"networkx\"` and `\"pandana\"`.\n", " \n", "Following sections show how to do this in practice.\n", "\n", "```{admonition} What is a graph? (a super short intro)\n", ":class: toggle\n", "\n", "Graphs are, in principle, quite simple data structures consisting of:\n", "\n", " - nodes (e.g. intersections on a street, or a person in social network), and\n", " - edges (a link that connects the nodes to each other)\n", "\n", "A simple graph could look like this:\n", "\n", "![Simple graph with five nodes and edges between them.](img/graph_elements.png)\n", "*Simple graph with five nodes and edges between them.*\n", "\n", "Graph can be directed or undirected, which basically determines whether the roads can be travelled to any direction or whether the travel direction is restricted to certain direction (e.g. a one-way-street).\n", "A directed graph looks something like this:\n", "\n", "![Directed graph](img/directed_graph.png)\n", "*Directed graph.*\n", "```\n", "\n", "### Notes about Pyrosm graph building\n", "\n", "- **Pyrosm will always create a directed graph** when exporting the street network to graph (works similarly for all libraries). \n", " - When exporting network that is used for driving (i.e. `network_type=\"driving\"`), pyrosm considers the oneway restrictions that are defined in `oneway` column in the data. \n", " - With \"walking\", \"cycling\" and \"all\", pyrosm creates a bidirectional graph, meaning that the travel is allowed to both directions. \n", "- By default, **Pyrosm will only keep connected edges** in the output graph (*largest strongly connected component*). This means that all \"isolated islands\" of the network will be filtered out because those cannot be reached from other parts of the network (you can change this behavior by specifying `retain_all=True`, see [further info](#to-graph-parameters-explained)).\n", "- When constructing the graph all road segments are kept separately to enable good connectivity in the graph. However, it is possible to *simplify* the NetworkX graph (hence reducing it's size) using OSMnx by merging all road segments belonging to the same link (*i.e. road between two intersections*). Read more from [OSMnx docs here](https://github.com/gboeing/osmnx-examples/blob/master/notebooks/04-simplify-graph-consolidate-nodes.ipynb). (*this might be integrated into Pyrosm in the future iterations of the library*)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Read nodes and edges (first step)\n", "\n", "The first step that needs to be done is to read the nodes and edges from the graph:" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from pyrosm import OSM, get_data\n", "\n", "# Initialize reader \n", "osm = OSM(get_data(\"test_pbf\"))\n", "\n", "# Read nodes and edges of the 'driving' network\n", "nodes, edges = osm.get_network(nodes=True, network_type=\"driving\")\n", "\n", "# Plot nodes and edges on a map\n", "ax = edges.plot(figsize=(6,6), color=\"gray\")\n", "ax = nodes.plot(ax=ax, color=\"red\", markersize=2.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The map shows the nodes (red color) and edges (gray color) which connect the nodes to each other (thus constructing the network). \n", "\n", "When parsing the nodes, two extra columns (`u` and `v`) are added to the GeoDataFrame. These columns specify the *source* (`u`) and *target* (`u`) nodes for each edge (also commonly called as from- and to-ids): " ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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osm_typegeometryuvlength
0wayLINESTRING (26.94310 60.52580, 26.94295 60.52596)36156596231682691320.096
1wayLINESTRING (26.94295 60.52596, 26.94261 60.52639)2316826913373596313351.356
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4wayLINESTRING (26.94108 60.52835, 26.93975 60.52998)3730253796277446337195.452
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" ], "text/plain": [ " osm_type geometry u \\\n", "0 way LINESTRING (26.94310 60.52580, 26.94295 60.52596) 36156596 \n", "1 way LINESTRING (26.94295 60.52596, 26.94261 60.52639) 2316826913 \n", "2 way LINESTRING (26.94261 60.52639, 26.94132 60.52804) 3735963133 \n", "3 way LINESTRING (26.94132 60.52804, 26.94108 60.52835) 277446336 \n", "4 way LINESTRING (26.94108 60.52835, 26.93975 60.52998) 3730253796 \n", "\n", " v length \n", "0 2316826913 20.096 \n", "1 3735963133 51.356 \n", "2 277446336 196.370 \n", "3 3730253796 36.410 \n", "4 277446337 195.452 " ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Show the last 5 columns of the first 5 rows in edges \n", "edges.iloc[:5, -5:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `u` and `v` values have corresponding data in the `nodes` GeoDataFrame (column `id`):" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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126.94294860.525962{'highway': 'crossing'}1369300072102316826913POINT (26.94295 60.52596)
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" ], "text/plain": [ " lon lat tags timestamp version \\\n", "0 26.943103 60.525798 None 1369300078 4 \n", "1 26.942948 60.525962 {'highway': 'crossing'} 1369300072 1 \n", "2 26.942611 60.526393 None 1441800372 1 \n", "3 26.941323 60.528041 None 1282588818 4 \n", "4 26.941076 60.528345 None 1441438154 1 \n", "\n", " changeset id geometry \n", "0 0 36156596 POINT (26.94310 60.52580) \n", "1 0 2316826913 POINT (26.94295 60.52596) \n", "2 0 3735963133 POINT (26.94261 60.52639) \n", "3 0 277446336 POINT (26.94132 60.52804) \n", "4 0 3730253796 POINT (26.94108 60.52835) " ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# 'id' column here corresponds to the 'u' and 'v' values in edges GeoDataFrame\n", "nodes.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Export to iGraph\n", "\n", "Python's [iGraph](https://igraph.org/python/) library is used by default when exporting the nodes and edges to graph. iGraph is a good choice for analyzing large graphs (such as the street networks parsed with Pyrosm) as it is faster and more memory efficient than e.g. NetworkX. \n", "\n", "To export the nodes and edges into directed graph that can be used with igraph library, you pass the data into `osm.to_graph()` -function: " ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from pyrosm import OSM, get_data\n", "osm = OSM(get_data(\"test_pbf\"))\n", "nodes, edges = osm.get_network(nodes=True, network_type=\"driving\")\n", "\n", "# Create a graph for igraph from nodes and edges\n", "G = osm.to_graph(nodes, edges)\n", "G" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As an output, you get a directed `igraph.Graph` object that can be used for further analysis using the various functionalities of igraph.\n", "\n", "See all available parameters of `to_graph()` [from here](#to-graph-parameters-explained) and usage examples from [working with graphs](graphs.ipynb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Export to NetworkX / OSMnx\n", "\n", "[NetworkX](https://networkx.org/documentation/stable/) and [OSMnx](https://github.com/gboeing/osmnx) (focusing on street networks) are two widely used network analysis libraries for Python. Exporting the OSM street network to these libraries is easy. You just need to specify `graph_type=\"networkx\"` when calling the `to_graph()` function:" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from pyrosm import OSM, get_data\n", "osm = OSM(get_data(\"test_pbf\"))\n", "nodes, edges = osm.get_network(nodes=True, network_type=\"driving\")\n", "\n", "# Export the nodes and edges to NetworkX graph\n", "G = osm.to_graph(nodes, edges, graph_type=\"networkx\")\n", "G" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As an output, you get a directed networkx `MultiDiGraph` object that can be used for further analysis using either `NetworkX` or `OSMnx`. \n", "\n", "See all available parameters of `to_graph()` [from here](#to-graph-parameters-explained) and usage examples from [working with graphs](graphs.ipynb).\n", "\n", "```{note}\n", "\n", "By default, when exporting to networkx, the edge and node attributes are named in such a way that you can directly start using `osmnx` functionalities. Also a column `key` (with value 0) is automatically added to the edge table to make the data compatible with osmnx. \n", "\n", "If you want to disable these modifications, specify `osmnx_compatible=False` when exporting the data to graph, i.e:\n", "\n", "`G2 = osm.to_graph(nodes, edges, graph_type=\"networkx\", osmnx_compatible=False)` \n", "\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Export to Pandana\n", "\n", "[Pandana](http://udst.github.io/pandana/) is a Python library for conducting accessibility/reachability analysis using contraction hierarchies algorithm. It has useful functionalities to conduct more specific queries such as \"find me all restaurants that are within 500 meters from given locations (e.g. buildings)\".\n", "\n", "Exporting the OSM street network to Pandana works in a similar manner as with the previous ones. By specifying graph_type=\"pandana\" for the to_graph() function, the output will be a pandana graph. In addition, you can specify with `pandana_weights` -parameter which columns in your `edges` data is used as *edge weights* in the pandana graph. By default `length` column is used but you can add any other numerical column as an edge weight (you can use multiple weights in the same graph):" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from pyrosm import OSM, get_data\n", "osm = OSM(get_data(\"test_pbf\"))\n", "nodes, edges = osm.get_network(nodes=True, network_type=\"driving\")\n", "\n", "# Export the nodes and edges to Pandana graph\n", "G = osm.to_graph(nodes, edges, graph_type=\"pandana\", pandana_weights=[\"length\"])\n", "G" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As an output, you get a directed pandana `Network` object that can be used for further analysis using pandana.\n", "\n", "See all available parameters of `to_graph()` [from here](#to-graph-parameters-explained) and usage examples from [working with graphs](graphs.ipynb).\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `to_graph` parameters explained\n", "\n", "`to_graph()` function has multiple parameters that can be adjusted. Below you can read all available parameters, and their explanations:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Help on method to_graph in module pyrosm.pyrosm:\n", "\n", "to_graph(nodes, edges, graph_type='igraph', direction='oneway', from_id_col='u', to_id_col='v', edge_id_col='id', node_id_col='id', force_bidirectional=False, network_type=None, retain_all=False, osmnx_compatible=True, pandana_weights=['length']) method of pyrosm.pyrosm.OSM instance\n", " `\n", " Export OSM network to routable graph. Supported output graph types are:\n", " - \"igraph\" (default),\n", " - \"networkx\",\n", " - \"pandana\"\n", " \n", " For walking and cycling, the output graph will be bidirectional by default\n", " (i.e. travel along the street is allowed to both directions). For driving,\n", " one-way streets are taken into account by default and the travel is restricted\n", " based on the rules in OSM data (based on \"oneway\" attribute).\n", " \n", " Parameters\n", " ----------\n", " \n", " nodes : GeoDataFrame\n", " GeoDataFrame containing nodes of the road network.\n", " Note: Use `osm.get_network(nodes=True)` to retrieve both the nodes and edges.\n", " \n", " edges : GeoDataFrame\n", " GeoDataFrame containing the edges of the road network.\n", " \n", " graph_type : str\n", " Type of the output graph. Available graphs are:\n", " - \"igraph\" --> returns an igraph.Graph -object.\n", " - \"networkx\" --> returns a networkx.MultiDiGraph -object.\n", " - \"pandana\" --> returns an pandana.Network -object.\n", " \n", " direction : str\n", " Name for the column containing information about the allowed driving directions\n", " \n", " from_id_col : str\n", " Name for the column having the from-node-ids of edges.\n", " \n", " to_id_col : str\n", " Name for the column having the to-node-ids of edges.\n", " \n", " edge_id_col : str\n", " Name for the column having the unique id for edges.\n", " \n", " node_id_col : str\n", " Name for the column having the unique id for nodes.\n", " \n", " force_bidirectional : bool\n", " If True, all edges will be created as bidirectional (allow travel to both directions).\n", " \n", " network_type : str (optional)\n", " Network type for the given data. Determines how the graph will be constructed.\n", " The network type is typically extracted automatically from the metadata of\n", " the edges/nodes GeoDataFrames. This parameter can be used if this metadata is not\n", " available for a reason or another. By default, bidirectional graph is created for walking, cycling and all,\n", " and directed graph for driving (i.e. oneway streets are taken into account).\n", " Possible values are: 'walking', 'cycling', 'driving', 'driving+service', 'all'.\n", " \n", " retain_all : bool\n", " if True, return the entire graph even if it is not connected.\n", " otherwise, retain only the connected edges.\n", " \n", " osmnx_compatible : bool (default True)\n", " if True, modifies the edge and node-attribute naming to be compatible with OSMnx\n", " (allows utilizing all OSMnx functionalities).\n", " NOTE: Only applicable with \"networkx\" graph type.\n", " \n", " pandana_weights : list\n", " Columns that are used as weights when exporting to Pandana graph. By default uses \"length\" column.\n", "\n" ] } ], "source": [ "from pyrosm import OSM, get_data\n", "osm = OSM(get_data(\"test_pbf\"))\n", "\n", "# To see all available parameters and their explanations, simply call help\n", "help(osm.to_graph)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.3" }, "pycharm": { "stem_cell": { "cell_type": "raw", "metadata": { "collapsed": false }, "source": [] } } }, "nbformat": 4, "nbformat_minor": 4 }