{ "cells": [ { "cell_type": "markdown", "id": "ac5771bf", "metadata": {}, "source": [ "Copyright Amazon.com, Inc. or its affiliates. All Rights Reserved.\n", "SPDX-License-Identifier: Apache-2.0" ] }, { "attachments": { "Screenshot%202022-02-23%20at%2015.07.05.png": { "image/png": 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} }, "cell_type": "markdown", "id": "94a47c81", "metadata": {}, "source": [ "# 01-SPARQL Basics\n", "\n", "Working with Semantic Web knowledge graphs can be a daunting prospect for a newcomer. Having lots of new acronyms and terms to learn and understand – like RDF, SPARQL and knowledge graph – can been seen as a barrier of entry for these powerful technologies. \n", "\n", "In reality, Semantic Web knowledge graph databases are a very easy and intuitive way to understand, record and traverse data. This is often easier to do using graph databases, and graph query languages, as they are optimized for these types of operation.\n", "\n", "In this notebook, we describe the basics of the SPARQL1.1 query language. \n", "\n", " - [INTRODUCTION](#INTRODUCTION)\n", " - [RDF1.1](#RDF1.1:-data-formatted-to-be-understood-by-machine-and-man)\n", " - [NAMESPACES FOR RDF/SPARQL](#NAMESPACES)\n", " - [SPARQL1.1](#SPARQL1.1:-The-RDF-query-language)\n", " - [1. INSERT](#1.1-INSERT)\n", " - [2. SELECT](#1.2-SELECT)\n", " - [3. FILTER](#1.3-FILTER)\n", " - [4. OPTIONAL AND UNION](#1.4-OPTIONAL-AND-UNION)\n", " - [5. GROUP BY](#1.5-GROUP-BY)\n", " - [6. LIMIT](#1.6-LIMIT)\n", " - [7. ORDER BY](#1.7-ORDER-BY)\n", " - [8. DISTINCT](#1.8-DISTINCT)\n", " - [9. COUNT](#1.9-COUNT)\n", " \n", " \n", "\n", "## INTRODUCTION\n", "\n", "This guide shows you how easy it is to use the powerful features of RDF and SPARQL, and as long as you have a general understanding of how to use a REST API, and some experience with some other kind of database in the past, SQL or NoSQL, you will be able to follow along easily.\n", "\n", "*N.B.* You do *NOT* need to understand what RDF, SPARQL, Semantic Web or Linked Data are in order to get benefit from these technologies, or this guide. Cool, huh?\n", "\n", "### RDF1.1: Data formatted to be understood by machine and man\n", "\n", "Using a graph database such as Amazon Neptune you can store data in a very easy to understand format: RDF. Don’t worry about exactly what RDF is, just that it tries to represent data in the form of “statements”.\n", "\n", "For example, let’s make the following statement in natural language:\n", "\n", "`“Charlie knows Ora”`\n", "\n", "This statement makes a lot of sense to us as humans. So how do we represent this data in RDF? The following is 100% valid RDF (and don’t worry about the line with *@base* for now, we will get to that later):\n", "\n", "`@base .\n", ":Charlie :knows :Ora` \n", "\n", "As you can see, representing a real world statement of fact, like `Charlie knows Ora`, is as easy as saying `:Charlie :knows :Ora`\n", "\n", "So you see... very easy so far! \n", "\n", "The single statement actually forms a simple graph, illustrated below:\n", "\n", "![Screenshot%202022-02-23%20at%2015.07.05.png](attachment:Screenshot%202022-02-23%20at%2015.07.05.png)\n", "\n", "This is really all that RDF is: nodes (in our little graph `:Charlie` and `:Ora`) and edges (`:knows`). Below we will also introduce something called literals, but they are just different kinds of nodes. All RDF graphs are constructed from these elements. \n", "\n", "Edges in RDF link nodes to other nodes, but they can also be used to introduce attributes to nodes themselves. Let’s say we want to indicate how old Ora is, we can do it like this: \n", "\n", "`@base .\n", ":Ora :age \"29\"`\n", "\n", "We could have said\n", "\n", "`@base .\n", ":Ora :hasAge \"29\"`\n", "\n", "or\n", "\n", "`@base .\n", ":Ora :is \"29\"`\n" ] }, { "attachments": { "Screenshot%202022-02-23%20at%2015.07.18.png": { "image/png": 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} }, "cell_type": "markdown", "id": "7af5f7d1", "metadata": {}, "source": [ "The string `\"29\"` is called a literal, and in our graph it would look like this: \n", "![Screenshot%202022-02-23%20at%2015.07.18.png](attachment:Screenshot%202022-02-23%20at%2015.07.18.png)\n", "As you can see, it really is just another node. Of course, in this case, the string *\"29\"* would be just that, a text string. If we wanted to indicate that it is a number (an integer, in fact), we could state it like this: \n", "\n", "`@base .\n", ":Ora :age \"29\"^^xsd:int` \n", "\n", "RDF uses datatypes from XML Schema, and thus they are all prefixed with “xsd:”. But, in fact, you can ignore that for now, because we can write it simpler, like this (note that the quotation marks are now gone): \n", "\n", "`@base .\n", ":Ora :age 29`" ] }, { "attachments": { "Screenshot%202022-02-23%20at%2015.07.30.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "e5ffc583", "metadata": {}, "source": [ "But one statement alone doesn’t give us much information. We make many statements to make sense of our world, so let’s add a bit more information to our knowledge base, or – dare we say – *Knowledge Graph*:\n", "\n", "`@base .\n", ":Charlie :knows :Ora\n", ":Ora :knows :Charlie\n", ":Ora :livesIn :USA\n", ":Charlie :livesIn :UK`\n", "\n", "### These statements form a graph:\n", "\n", "![Screenshot%202022-02-23%20at%2015.07.30.png](attachment:Screenshot%202022-02-23%20at%2015.07.30.png)\n", "\n", "\n", "## NAMESPACES\n", "\n", "You will notice that throughout this guilde you will see either\n", "\n", "`@base .`\n", "\n", "At the top of an RDF snippit, or\n", "\n", "`PREFIX : `\n", "\n", "At the top of a SPARQL query. \n", "\n", "This is the BASE `NAMESPACE` or `PREFIX`, and provides a short hand way of writing RDF and SPARQL queries, by substituting the value of the PREFIX with the \":\" charachter in the SPARQL query or RDF snippit.\n", "\n", "For example:\n", "\n", "`@base .\n", ":Ora :age 29`\n", "\n", "Is equivalent to:\n", "\n", "` 29`\n", "\n", "N.B. When using a PREFIX or NAMESPACE, you do not need to enclose IRI's in chevrons ``, you only need to begin with the PREFIX `:age`\n", "\n", "It is called the BASE prefix because it has no specific value. You could also understand it as the DEFAULT PREFIX.\n", "You can add as many PREFIX's as you like to your SPARQL or RDF.\n", "\n", "The following fragments are some of the different ways to write the same IRI in SPARQL:\n", "\n", "``\n", "\n", "`BASE \n", "`\n", "\n", "`PREFIX book: \n", "book:book1`\n", "\n", "\n", "\n", "\n", "## SPARQL1.1: The RDF query language\n", "\n", "### 1.1 INSERT\n", "\n", "To insert your data, simply wrap your statements inside an INSERT clause, as shown below. This query is executable, and will insert your data into your Amazon Neptune cluster. Execute the following cell (ctrl+enter) to insert the data:" ] }, { "cell_type": "code", "execution_count": null, "id": "a64304f6", "metadata": {}, "outputs": [], "source": [ "%%sparql\n", "PREFIX : \n", "\n", "INSERT DATA {\n", " :Charlie :knows :Ora .\n", " :Ora :knows :Charlie .\n", " :Ora :livesIn :USA .\n", " :Charlie :livesIn :UK .\n", " :Ora :age 29\n", "}" ] }, { "cell_type": "markdown", "id": "7e50a6fa", "metadata": {}, "source": [ "Our graph will now look like this:" ] }, { "attachments": { "Screenshot%202022-02-23%20at%2015.07.42.png": { "image/png": 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peGVsWERpbWVuc2lvbj4KICAgICAgICAgPGV4aWY6VXNlckNvbW1lbnQ+U2NyZWVuc2hvdDwvZXhpZjpVc2VyQ29tbWVudD4KICAgICAgPC9yZGY6RGVzY3JpcHRpb24+CiAgIDwvcmRmOlJERj4KPC94OnhtcG1ldGE+CkUzEDwAAAAcaURPVAAAAAIAAAAAAAABtwAAACgAAAG3AAABtwAAwoIntYvbAABAAElEQVR4AezdB5ykRZ0/4N/M5iR4sCwsC0qSJBkEiYuSFAERgUMQBf4nHEEQlHDACYogxwkHIq6BJEEOEUkHEpQFJYclCLiwBN0FlJx2dzb2v6u97pue6Z2d6enu6fC882H7feutt96qp3rRab5db1smu4WNAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQB8F2gRP+iimOgECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQE5A8MQbgQABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoCwBwZOy2FxEgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECAgeOI9QIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUJaA4ElZbC4iQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAQPPEeIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQKEtA8KQsNhcRIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgInngPECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIlCUgeFIWm4sIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQET7wHCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEyhIQPCmLzUUECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQKCJ94DBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECZQkInpTF5iICBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAHBE+8BAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBsgQET8picxEBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgIDgifcAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAWQKCJ2WxuYgAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQEDwxHuAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgLAHBk7LYXESAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQICB44j1AgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBQloDgSVlsLiJAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEBA88R4gQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAoS0DwpCw2FxEgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECAieeA8QIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAiUJSB4UhabiwgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBARPvAcIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgTKEhA8KYvNRQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAoIn3gMECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQJlCQielMXmIgIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAcET7wECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIGyBARPymJzEQECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAgOCJ9wABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBZAoInZbG5iAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAQPDEe4AAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKAsAcGTsthcRIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgIHjiPUCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIFCWgOBJWWwuIkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQEDzxHiBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEChLQPCkLDYXESBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQICJ54DxAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECJQlIHhSFpuLCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEBE+8BwgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBMoSEDwpi81FBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECgifeAwQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQILFZgYSzI/SzMLIz0k8n9k8m+ZhZ7rQoE6kWgLfI/7ZH7aWuPQdmf9KeNAIHyBARPynNzFQECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIGmFkiBkhQ2mZeZF/OzPyFg0tTzbXBtMTj7M6RtSC6EkuIpNgIEeicgeNI7J7UIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQItIRACpzMjTm5wImwSUtMuUF2EUihk8HZAMrQGJZbH6XLaYcECHQREDzpAuKQAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQCsKpMDJvGzkZG5mTisO35gJlBQY2jYsUgTFCigleRQSyAkInngjECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEGhxgfnZyMmcTEc2epJpcQnDJ9BdIIVOhrUNTw/i6X5SCQECIXjiTUCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgRQVS0GROZnbMz/7YCBDoWWBwNnoyrG2E1U96ZnK2BQUET1pw0g2ZAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAwMJYEB3Z0MnC7I+NAIHeCbRHewzPhk/aY1DvLlCLQAsICJ60wCQbIgECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIHOAguyK5zMzszqXGSfAIE+CIxoG5mNngzuwxWqEmheAcGT5p1bIyNAgAABAgQIECBAgAABAgQIECBAgAABAgQIECDQTWB+zMuGTmZnHxdiI0CgXIFM9sIR2ZVPBseQcptwHYGmERA8aZqpNBACBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECPQuklU5mZVc6ETrp2clZAr0RSOGTkVY+6Q2VOk0uIHjS5BNseAQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgSSwMJYkA2dzIRBgECFBUa2jYr27IN3bARaVUDwpFVn3rgJECBAgAABAgQIECBAgAABAgQIECBAgAABAgRaRiATmezjdWZmwycLW2bMBkqgVgLt2djJiGz4pM1aQrUid586ExA8qbMJ0R0CBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEClRboyD5eZ372x0aAQHUEBsfgGJ597I6NQCsKCJ604qwbMwECBAgQIECAAAECBAgQIECAAAECBAgQIECAQMsIzI950ZGZ3TLjNVACAyUwvG1ENn4yZKBu774EBkxA8GTA6N2YAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQHUF0iN2ZmU+yP6Zqe6NtE6AQO5ROyPbRnvkjvdCywkInrTclBswAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAqwjMjTkxNzOnVYZrnAQGXGBo27AYGsMGvB86QKCWAoIntdR2LwIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQI1EkirnMzMvF+ju7kNAQJ5gVFtY6x6ksfw2hICgictMc0GSYAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg0GoCc6Ij5mXmttqwjZfAgAsMaUtrngwf8H7oAIFaCQie1ErafQgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAjUSOAfq518kL1bpkZ3dBsCBP5PoC1GtY226sn/gdhrcgHBkyafYMMjQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBBoPYEFMT9mZ2a13sCNmECdCIxoGxmDYnCd9EY3CFRXQPCkur5aJ0CAAAECBAgQIECAAAECBAgQIECAAAECBAgQIFBzgY7M7Gz0ZF7N7+uGBAj8Q2BwDInhbSNwEGgJAcGTlphmgyRAgAABAgQIECBAgAABAgQIECBAgAABAgQIEGglgQ8y72eH6zE7rTTnxlpvAm0xum1MvXVKfwhURUDwpCqsGiVAgAABAgQIECBAgAABAgQIECBAgAABAgQIECAwMAILY0HMyswcmJu7KwECBYGRbaOiPfvAHRuBZhcQPGn2GTY+AgQIECBAgAABAgQIECBAgAABAgQIECBAgACBlhKYF3NjTqajpcZssATqUWBY2/DsA3eG1mPX9IlARQUETyrKqTECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECAyuQQicpfGIjQGBgBVLoJIVPbASaXUDwpNln2PgIECBAgAABAgQIECBAgAABAgQIECBAgAABAgRaSmB2Zlb2YTvzW2rM9TLYhQsXxmOPPh5PPP5EvPHaG/H6629EKhs3bplYZtllYu2Prx0bbbJhxbo7b968ePD+h2L6X6bHyy+/Eq++8moMGTI4xi07LpZddtnYYuvNY4UVV6jY/TTUN4FBMThGtI3s20VqE2hAAcGTBpw0XSZAgAABAgQIECBAgAABAgQIECBAgAABAgQIECCwKIFZmQ9iYfbHVjuBRx+eEj8690dxx2/viLfefLvHG6/wkRVizy/tGd88/ugYM2ZMj3UXdfLZqc/FJT+/NK667Jfxejbg0tO24SYbxMGHHRxf2n+fnqo5VwWB9miPkW2jq9CyJgnUl4DgSX3Nh94QIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQ6JfAzMz7kcn+2Kov8OQTf4oTv3li3HnH5D7fbIUVJ8T5Pzs/PrX9tr2+NpPJxA/POT++fcIpMX9e31a12eZTW8ePL7rACii91u5/xbZoi1Ft5YWL+n93LRConYDgSe2s3YkAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBA1QU+yLxX9Xu0+g3S43PO/cF58d2TT4t5c+eVzTFk6JC4/tbrYqtttlxsGx0dHbH/3l+JW2787WLrLqrCR1f+aNz+h1tj2eWWXVQV5RUWGN32oQq3qDkC9ScgeFJ/c6JHBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBMoWEDwpm67XF15x6ZVxyAH/2uv6PVVc8p+WjPsfuzeWn7B8T9XiqMOOjgt/fGGPdXpzcq2Prxl3PTg5hg8f3pvq6vRTQPCkn4AubwgBwZOGmCadJECAAAECBAgQIECAAAECBAgQIECAAAECBAgQINA7AcGT3jn1p9alF/0iDv9/R/TYxJIfXjKGDRsaf//7a7G4Jx99/Ztfj+/9x3cX2d5vrrku9t/rK4s8P2r0qFh3/XVyK5lMeeSxeOmFlxZZN5046bsnxXEnfqvHOk5WRkDwpDKOWqlvAcGT+p4fvSNAgAABAgQIECBAgAABAgQIECBAgAABAgQIECDQJwHBkz5xlVW5VPBk+Ijh8YW9do/PfO4zse12E2OJJZbItT179uy44Tc3xknHnhx/e+VvJe+3xJJLxHMvT40RI0Z0O5/JZGLd1dZfZJjk81/cLX708/PjQx/6v0e6TP/r9Dj4q4fEHyb/sVt7qWDkqJHx+LNTPHKnpE5lCwVPKuuptfoUEDypz3nRKwIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQJlCQielMXWp4s6B0/aB7XHfl/dN0485d9i/PLjF9nO3179W2zy8U3jnbffKVnnj4/+IdZbf91u5+668+743Kd36VaeCg742lfjvEnnljw3c+bM2GPnL8Y9d99b8vy3v/fv8c0Tjil5TmHlBARPKmeppfoVEDyp37nRMwIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQJ9FhA86TNZny+47JLL49ADD4vP7vqZOOX0U2LNtdboVRuTzv9JfOvrx5ase+W1V8Qun/9ct3MHH3BIXHnpL7uVjx4zOp6c9ngsPXbpbufyBSl8ssEaG8WrL7+aLyq8fnzdteO+x0qHUgqV7PRbQPCk34QaaAABwZMGmCRdJECAAAECBAgQIECAAAECBAgQIECAAAECBAgQINBbAcGT3kqVX6+joyOefPxPscmmG/epkSmPPBZbb7JNyWvOueDs+H+HHNTt3JYbbRWPT3miW/nXDv9a/OC8s7qVdy34zr+fFmedVrrelKmPxqqrrdL1EscVFBA8qSCmpupWQPCkbqdGxwgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAj0XUDwpO9mtbpi2nPPxwarb1jydhddeWHs+c9f7Hbuo8usFG++8Va38kUFVbpWfPGFl2Ld1daLyHQ9E7Goe3avqaRcAcGTcuVc10gCgieNNFv6SoAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQGAxAoIniwEawNO3//aO+MJn9yjZg9/de0d8YrNNis6llVXGjhxXVJY/+NWNV8dOO++YP+zx9TPbfjb+eNc93eocfcLRcer3vt2tXEHlBARPKmeppfoVEDyp37nRMwIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQJ9FhA86TNZzS444uAj45KfXdL9fm0RL/39hVhq6aWKzs2cOTOWHTO+qCx/cMlVF8cee30hf9jj6zFf/1b89PyfdqvzmV12iquv/+9u5QoqJyB4UjlLLdWvgOBJ/c6NnhEgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDos4DgSZ/JanLBO2+/Ex9bYY2YPWt2t/tt86mt46Y7buxWngrSNa++/Gq3cyd996Q47sRvdSsvVXDW6f8Z3znpu91ObbDR+nH3Q3d1K1dQOQHBk8pZaql+BQRP6ndu9IwAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAnwUET/pMVpMLvnnksfGTH/6k5L0uvPznsdeX9ix5btcddos775jc7dzGm24Uv7/3d9HWll0uZTHbLy6+LA476PButVb92Cox5c+PditXUDkBwZPKWWqpfgUET+p3bvSMAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQJ8FBE/6TFb1C+79432x4zY7RWS632r8hPHx+LNTYvjw4d1PZkt6CqxMuvjHse9XvlTyus6Ft958W3zxc92DLeOWGxfTXn62c1X7FRYQPKkwqObqUkDwpC6nRacIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIlCcgeFKeW7Wu+uCDD2KrjbeOac8+X/IWV157Rezy+c+VPJcKL7/0ivjXAw4teX70mNHx3TO/EwcdfGDJlU/ef//9uOa/fx0XTbooHnv08W5tpOtfffflbuUKKicgeFI5Sy3Vr4DgSf3OjZ4RIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQ6LOA4Emfyap2QSaTiX2/uF/c+JubSt7jc5/fOX557ZUlz+UL58+fH1tutFU89eTT+aJur+ttsG58cqvNY5llxsaIkSPi5RkvxwvTXsg9omf2rNnd6ucLxnxoTLzyzoz8odcqCAieVAFVk3UnIHhSd1OiQwQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgTKFxA8Kd+u0ld+79Qz4vunfr9ks2OXWTr++MgfYvzy40ue71z4wH0PxnZbbl/yUT2d6/V1Pz3mZ+pfn+nrZer3QUDwpA9YqjasgOBJw06djhMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDoLiB40t1kIEpu+M2NudVOItP97oOHDI6b7rgxtsiuUtLb7ajDjo4Lf3xhb6v3qt7H1vxYPPLUQ72qq1J5AoIn5bm5qrEEBE8aa770lgABAgQIECBAgAABAgQIECBAgAABAgQIECBAgECPAoInPfLU5OSD9z8Un9tul1jUY27OnfRfceDXDuhTXxYuXBgXnPfj+M5J311ku31qMFt54003ijvv+31fL1O/DwKCJ33AUrVhBQRPGnbqdJwAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAdwHBk+4mtSx57tlpsX32sThvvvFWydse9K8HxX/96OyS53pT+MLzL8bh/3J4/GHyH3us3j6oPXbbY9c46ptHxS8vvyomnTepW/0dd94hrrnxV93KFVROQPCkcpZaql8BwZP6nRs9I0CAAAECBAgQIECAAAECBAgQIECAAAECBAgQINBnAcGTPpNV7IKXZ7wc22+1Y0z/y/SSbX5h793j4isuivb29pLn+1L45htvxtNPPRN/fvrPudd333knVvjIirHKqivHSiuvFGuutUYsPXbpXJOf/8zu8btbu69s8o3jvhHfOeOUvtxW3T4KCJ70EUz1hhQQPGnIadNpAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAqUFBE9Ku1S7NAVBdth6x3j2z8+VvFVaXeSX114ZQ4YMKXm+moVrrfTxkmGYi395UXxx7z2qeeuWb1vwpOXfAi0BIHjSEtNskAQIECBAgAABAgQIECBAgAABAgQIECBAgAABAq0iIHhS+5l+9913Y5ftdo0pjzxW8uZbTdwyrr351zF8+PCS56tZmPo24Z9WjMh0v8tDTz0Ya6y5evcTSiomIHhSMUoN1bGA4EkdT46uESBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEOirgOBJX8X6V3/mzJmx246fjwfufbBkQ5tstnHccNv1MXr06JLnq134n2f8IE498TvdbrPs+GVj6l+fqchjf7o1rqAgIHhSoLDTxAKCJ008uYZGgAABAgQIECBAgAABAgQIECBAgAABAgQIECDQegKCJ7Wb846Ojvji5/aMu35/d8mbbrbFprmVTsaMGVPyfLULP/jgg1g7+5idt958u9utjjjmiDj9rNO6lSuorIDgSWU9tVafAoIn9TkvekWAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgLAHBk7LY+nzR3Llz45933yduv+WOktemx+v86sarY9SoUSXP16LwB2eeE6eccErJW/3hkbtj/Q3WK3lOYeUEBE8qZ6ml+hUQPKnfudEzAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAn0WEDzpM1mfL5g3b17st+eX4+Ybbil57bbbTYyrrvtljBw5suT5vha+++67uUf1DBo0qNeX/uRHP41/++aJMXfO3G7XpJVYbv/Dbd3KFVReQPCk8qZarD8BwZP6mxM9IkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIFC2gOBJ2XS9unD+/PnxlX/+atxw7Y0l66+59hpxxa+viBEjhpc831Nhe3t7jF9+fLcqO2y9Yzw39bnY5Qu7xhf23D222mbLWFQI5Z2334nDv3ZEXP/rG7q1kwra2tvi7ofustpJSZ3KFwqeVN5Ui/UnIHhSf3OiRwQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgTKFhA8KZuuVxf+9n9ujT132atXdftaaewyS8cLf3u+22Wf3mK7ePC+hwrlS49dKtZYa42YsOKEWH6FCTF48OB49pmp8dSTT8W0556PhQsWFup23TnwkAPj3AvO6VrsuEoCgidVgtVsXQkIntTVdOgMAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgf4JCJ70z29xV9984y2x927/vLhqZZ3vbfCkrMazF225zRZx7c2/zq7GMqLcJlzXRwHBkz6Cqd6QAoInDTltOk2AAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgtIDgSWmXSpU2avBkw002iJvuuDHGjBlTKQrt9EJA8KQXSKo0vIDgScNPoQEQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQ+D8BwZP/s6jG3kAET447+oSY9MNJPT5CZ1FjbR/UHoce+a9x0qknxqhRoxZVTXmVBARPqgSr2boSEDypq+nQGQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQL9ExA86Z/f4q5+4L4HY7sttl9ctbLOL+pRO6mxGdNnxE9//PP4xc8vjTffeGux7Y8YOSJ2/OwOcfTxR8cGG66/2PoqVEdA8KQ6rlqtLwHBk/qaD70hQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg0C8BwZN+8dX9xR0dHfGnJ56Kv7z0l+w/f42XXnwpXpnxcgwbNizGLbdsjFt2XKy51hqx/U7bxYgRI+p+PM3eQcGTZp9h40sCgifeBwQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgSaSGBm5v3IZH9sBAgMrEBbtMWotjED2wl3J1ADAcGTGiC7BQECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIFaCczKfBALsz82AgQGVqA92mNk2+iB7YS7E6iBgOBJDZDdggABAgQIECBAgAABAgQIECBAgAABAgQIECBAgECtBGZnZsWCmF+r27kPAQKLEBgUg2NE28hFnFVMoHkEBE+aZy6NhAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEDMyXTEvJhLggCBARYYEkNjWNvwAe6F2xOovoDgSfWN3YEAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAzQRS6CSFT2wECAysQAqdpPCJjUCzCwieNPsMGx8BAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBLCSzMPmhnVmZmS43ZYAnUo8DItlHRHoPqsWv6RKCiAoInFeXUGAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIGBF/gg8362E5mB74geEGhZgbYY3TamZUdv4K0lIHjSWvNttAQIECBAgAABAgQIECBAgAABAgQIECBAgAABAi0g0JGZHfNjXguM1BAJ1KfA4OxDdoa3jajPzukVgQoLCJ5UGFRzBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAZaYEE2djI7M2ugu+H+BFpWYETbyOxDdga37PgNvLUEBE9aa76NlgABAgQIECBAgAABAgQIECBAgAABAgQIECBAoAUEMtnH7MzMfJAdqcfttMB0G2LdCbTFqLbR0Zb9sRFoBQHBk1aYZWMkQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBBoOYE50RHzMnNbbtwGTGCgBYa0DY1hMXygu+H+BGomIHhSM2o3IkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIFA7gX+sevJ+7W7oTgQI5ARGtY2x2on3QksJCJ601HQbLAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQCsJzI05MTczp5WGbKwEBlRgaNuwSOud2Ai0koDgSSvNtrESIECAAAECBAgQIECAAAECBAgQIECAAAECBAi0lEBa9WRW5oPsn5mWGrfBEhgIgbbsOicj20Zb7WQg8N1zQAUETwaU380JECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIVFdgfsyLjszs6t5E6wQIxPC2ETE4hpAg0HICgictN+UGTIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg0GoCHZlZMT/7YyNAoDoCg7ORk+FtI6vTuFYJ1LmA4EmdT5DuESBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEOivQHrUzuzMzFiY/bERIFBZgfZojxFtozxip7KsWmsgAcGTBposXSVAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBQrsDCWBCzsuETGwEClRUYmQ2dtMegyjaqNQINJCB40kCTpasECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE+iOwIPu4nVnZx+609acR1xIgkBPIZP8cmX28zqDsY3ZsBFpZQPCklWff2AkQIECAAAECBAgQIECAAAECBAgQIECAAAECBFpOYH7Myz52Z7bwScvNvAFXUiCFTka0jchGToZUslltEWhIAcGThpw2nSZAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBQvkBa+WR2duUTGwEC5QmMsNJJeXCuakoBwZOmnFaDIkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQINCzwMJYEB3ZlU8WZn9sBAj0TqA92mN4dqWT9uwDdmwECPxDQPDEO4EAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAiwpkIhNzsuGT+dkfGwECPQsMzj5YZ1g2dNLmQVU9QznbcgKCJy035QZMgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoFhgfszLBlA6sjGUTPEJRwQI5IImw9qGZ2MnQ2gQIFBCQPCkBIoiAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAq0mkEIn82JuzM3MabWhGy+BRQoMbRuWjZsMtcrJIoWcIBAheOJdQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAQSAFUObGnJiXmZctswJKAcZOCwm0xZC2FDcZJnDSQrNuqOULCJ6Ub+dKAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAk0rkAIoC2NBLoAyP+ZnxymE0rSTbWBZgbbso3SyD9PJBk7aY5DAifcEgT4ICJ70AUtVAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAq0qkEIo6WdhZmE2kLIwF0tJ4ZT0YyPQKAJtuUhJ+rP9Hz9tKWYyKBc2aZQx6CeBehMQPKm3GdEfAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgRaWuCuu+6KTCYTEydObGkHgydAoDEEBE8aY570kgABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBFhHYdtttc8GTyZMnt8iIDZMAgUYWEDxp5NnTdwIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEmkogrXaSX+nkzjvvLOw31SANhgCBphIQPGmq6TQYAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQaWSCtdpJf6WSbbbYp7DfymPSdAIHmFhA8ae75NToCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBBpEoPNqJ/kuW/UkL+GVAIF6FRA8qdeZ0S8CBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBFpKoPNqJ/mBW/UkL+GVAIF6FRA8qdeZ0S8CBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBFpGoNRqJ/nBW/UkL+GVAIF6FBA8qcdZ0ScCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBFpKoNRqJ3kAq57kJbwSIFCPAoIn9Tgr+kSAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQMsI9LTaSR7Bqid5Ca8ECNSbgOBJvc2I/hAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg0FICPa12koew6klewisBAvUmIHhSbzOiPwQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQItIxAb1Y7yWNY9SQv4ZUAgXoSEDypp9nQFwIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEWkpg4sSJkcInvdmsetIbJXUIEKi1gOBJrcXdjwABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAlmBvqx2kgez6klewisBAvUiIHhSLzOhHwQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQItJTAtttuG5MnT+7TmK160iculQkQqIGA4EkNkN2CAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECnQUymUw888wznYsK+2uvvXZu/6mnniqUdd5Zc801o62trXORfQIECAyYgODJgNG7MQECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBLoL5EMlKZxiI0CAQL0LCJ7U+wzpHwECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECLSUgeNJS022wBBpeQPCk4afQAAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQaCYBwZNmmk1jIdD8AoInzT/HRkiAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQAMJCJ400GTpKgECIXjiTUCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIE6EhA8qaPJ0BUCBBYrIHiyWCIVCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUDsBwZPaWbsTAQL9FxA86b+hFggQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIFAxAcGTilFqiACBGggIntQA2S0IECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECDQWwHBk95KqUeAQD0ICJ7UwyzoAwECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBP5XQPDEW4EAgUYSEDxppNnSVwIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEml5A8KTpp9gACTSVgOBJU02nwRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg0OgCgieNPoP6T6C1BARPWmu+jZYAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgToXEDyp8wnSPQIEigQET4o4HBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQGBgBQRPBtbf3QkQ6JuA4EnfvNQmQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAVQUET6rKq3ECBCosIHhSYVDNESBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoD8Cgif90XMtAQK1FhA8qbW4+xEgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKAHAcGTHnCcIkCg7gQET+puSnSIAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIFWFhA8aeXZN3YCjScgeNJ4c6bHBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAg0sYDgSRNPrqERaEIBwZMmnFRDIkCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgcQUETxp37vScQCsKCJ604qwbMwECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECdSsgeFK3U6NjBAiUEBA8KYGiiAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgMlIHgyUPLuS4BAOQKCJ+WouYYAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQJVEhA8qRKsZgkQqIqA4ElVWDVKgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACB8gQET8pzcxUBAgMjIHgyMO7uSoAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgZICgiclWRQSIFCnAoIndToxukWAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQGsKCJ605rwbNYFGFRA8adSZ028CBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBJpSQPCkKafVoAg0rYDgSdNOrYERIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQINCIAoInjThr+kygdQUET1p37o2cAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIE6FBA8qcNJ0SUCBBYpIHiySBonCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUHsBwZPam7sjAQLlCwielG/nSgIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECFRcQPCk4qQaJECgigKCJ1XE1TQBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgT6KiB40lcx9QkQGEgBwZOB1HdvAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIdBEQPOkC4pAAgboWEDyp6+nROQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEWk1A8KTVZtx4CTS2gOBJY8+f3hMgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAg0GQCgidNNqGGQ6DJBQRPmnyCDY8AAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgcYSEDxprPnSWwKtLiB40urvAOMnQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKCuBARP6mo6dIYAgcUICJ4sBshpAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI1FJA8KSW2u5FgEB/BQRP+ivoegIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECFRQQPCkgpiaIkCg6gKCJ1UndgMCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAj0XkDwpPdWahIgMPACgicDPwd6QIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgYKA4EmBwg4BAg0gIHjSAJOkiwQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQItI6A4EnrzLWREmgGAcGTZphFYyBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoGkEBE+aZioNhEBLCAietMQ0GyQBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAo0iIHjSKDOlnwQIJAHBE+8DAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI1JGA4EkdTYauECCwWAHBk8USqUCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIHaCQie1M7anQgQ6L+A4En/DbVAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBigkInlSMUkMECNRAQPCkBshuQYAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgd4KCJ70Vko9AgTqQUDwpB5mQR8IECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECDwvwKCJ94KBAg0koDgSSPNlr4SIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIND0AtUKnsycOTNGjRrVa78PPvggXnnllXjvvfdi9OjRsdJKK8WwYcN6fX2+4htvvBHTp0+PCRMmxNixY/PFZb92dHTEs88+Gx/60IdixRVXjPb29rLbciEBAv0XEDzpv6EWCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUDGBSgdPbrrppvje974XDzzwQEycODG+/e1vxzbbbNOtv48++mj86le/iv/5n/+Jl156Kd5///2iOkOHDo31118/jjjiiNh3330j38+iSv978O6778Z5550X559/frz22muFKuPHj49PfvKTceaZZ0Zq79BDDy2c23bbbePoo48uHHfeeeyxx+KMM86Ixx9/PKZNmxYLFizInR4xYkR87GMfiyOPPDIOOOCAzpfYJ0CgRgKCJzWCdhsCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAj0RiAf6MhkMr2p3mOdFNBIq4KklUvy23rrrRcpyNF5O+SQQ+InP/lJ56Ie91PI46KLLipZZ8aMGbHddtvF1KlTS55PhSNHjozNN9887rjjjkKd/fbbLy677LLCcdpJBj/4wQ/ixBNPjLlz5xad63qQQjXXXHNNLLXUUl1POSZAoIoCgidVxNU0AQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIE+ipQyeDJ3Xff3W11k8GDB0cKh4wbN67QtbSCyZVXXlk47s3O9ddfH7vuumtR1Tlz5sS6666bexRO0YleHJQKnvQ1EHPggQfGhRde2Iu7qUKAQKUEBE8qJakdAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIVECgksGT9JibCRMmxLx58wo9W2KJJeLVV1+N9Jia/JYPniy55JK5x/Gss846kR6Ls/TSS8c777wTN998c/zmN7/JV8+97rHHHrkVRjoXnn766bnVSTqXpdVNvvrVr0ZqMz2C5+GHH861lX9cTr5u1+DJE088ERtssEEsXLgwXyUXajn++ONj9dVXz4Vn0iOEHnzwwcL5ZHfvvffGZpttViizQ4BAdQUET6rrq3UCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAj0SaCSwZN04xT6uPTSSwt9OPbYY+PMM88sHKedyZMnx+jRo2PDDTeM9vb2onP5g/R4nUsuuSR/GGuvvXb86U9/KhyngMiyyy4br7/+eqFs7Nixcfvtt0d6vE/n7bnnnovddtstnnnmmUJx1+DJjjvuGLfddlvh/M477xzXXnttDB06tFCWAjWbbLJJPP7444Wy9Fie0047rXBshwCB6goInlTXV+sECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDok0Clgyfp5lOmTIn7778/tt1221hjjTX61J985RtuuCEXFskfp5VMZs6cmT+M++67LzbffPPCcdpJAZAUBCm17bLLLnHTTTcVTnUOnrzwwguxyiqrFM6NGjUqpk6dGssvv3yhLL9zxRVXRLo2v+25555x9dVX5w+9EiBQZQHBkyoDa54AAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQJ9EahG8KQv919U3fSInLS6SH5LK4/MmTMnfxhnn312HHPMMYXjtDNjxoySYZF0rqfgya233ho77bRTqpbb0uonv/3tb/OHRa9PPvlk7hE8+cK0uspjjz2WP/RKgECVBQRPqgyseQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECPRFYCCDJ+lxOWl1lGnTpkVadWT+/Pnx0Y9+NFZaaaV4++23Y9dddy0MpWvw5Ljjjov/+I//KDrf0dER+fEUTvzvTk/BkwsuuCAOO+ywwiVLL730Ildqef/994setbPOOuvEE088UbjWDgEC1RUQPKmur9YJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECDQJ4F8UCOTyfTpuv5WvvHGG3OPxUkriPRm6xo8OfDAA+Piiy8uXJoei5NWPFnU1lPwJK2cklZQKWfbfvvt47bbbivnUtcQIFCGgOBJGWguIUCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQLUEBiJ4cuaZZ8bxxx/fpyF1DZ4cddRRce655xbaGDNmTLz33nuF4647PQVPDjrooLjooou6XtKr4/333z8uvfTSXtVViQCB/gsInvTfUAsECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBComECtgyf3339/bL755tF5hZUPfehDse+++8Yqq6wSs2bNir/+9a/xzDPPxD333FMYZ9fgyXnnnRdHHnlk4XzaSY/BGT16dFFZ/qCn4Mlpp50WJ598cr5qbLbZZpEe5dObLfU5PW7HRoBAbQQET2rj7C4ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBDolUCtgydHHHFEnH/++YW+jR07Nh599NGYMGFCoSztpLKNNtqoUNY1eHLTTTdFCpN03q655prYY489OhcV9nsKnlx11VWxzz77FOpuvfXWcddddxWO7RAgUD8Cgif1Mxd6QoAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgahG8GTevHnx9NNP51YCaW9vL1JOYZIUKslvBx98cEyaNCl/WHhdXPDkxRdfzK2Q0nnllC233DIXGOl6z9ToTjvtFLfeemuh/f322y8uu+yy3PEjjzwSG2+8ceHc8OHD48knn4xVV121UGaHAIH6EBA8qY950AsCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAjkBCodPEkhklNOOSX+/ve/xworrBBnnXVW7L333gXtrsGTiRMnxp133lk4n9+57rrrYvfdd88fRtcVT9KJPffcM9IqJ523tLLJBRdckFtBJQVgHn744Vx/brvtts7VonPwZObMmbHiiivGW2+9VaizxRZbxC233BJjxowplNkhQGDgBQRPBn4O9IAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIFgUoGTzo6OmL8+PHx9ttvF9pfeeWVY9q0aYWVVfbff//CSiOpUrr/9ddfH5/97Gdj0KBBubqnnXZa/OIXv4jOq5mUCp7kV1VZuHBh4X75nWHDhkUqT+GTUlvn4Ek6n8Iqhx12WFHVpZdeOo4++ujcaigpmJL6kwI1zz//fG5llRSYOe6447pdV9SIAwIEKiogeFJRTo0RIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgfwKVDJ6kIManPvWpbh166qmnYq211sqVX3zxxXHggQd2qzNixIgYNWpUvPHGG93OpYJSwZNUfuaZZ8YJJ5xQFFJJ5YvbugZPFixYEBtuuGE88cQTi7u06HwKyZx44olFZQ4IEKiegOBJ9Wy1TIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgT4LVDJ48v7778dyyy0X6dE1+S0dT58+PbeaSSpLq4Z8+tOfLvl4nfw16XW11VaL5557rlC0qOBJqnDDDTfEl7/85XjvvfcK9fM7KdCSgiF33XVX3H777fniXP20qkrnberUqXHAAQfEfffd17m4x33Bkx55nCRQcQHBk4qTapAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQLlC1QyeJJ6ccopp8T3v//9mDNnTm4FkzPOOCOOOOKIog6+9dZbccwxx8Qll1xSVJ4O0qon6fE1xx57bEycODHuv//+XJ0ll1yy6BE+XS9MbT7wwAPx0EMPxbPPPhsf/ehHY7311ostt9wyF4bZdNNN48EHHyxclu6R+tl1S4/n+fGPfxwnnXRSvPPOO11PF47TI4X22GOP3NhSSMZGgEBtBARPauPsLgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEOiVQKWDJ+mmb775Ztx777254MiYMWMW2Y+0wsiUKVNi2rRpuXDIRhttFB//+Mdj8ODBi7ym3BPjxo2L1157rXD5RRddlFvdpFDQZSetzDJjxoxIffzzn/8cKdiSVm+ZMGFCrLDCCrH22mtH3q7LpQ4JEKiigOBJFXE1TYAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgb4K5MMTKWjRrFta6SSteNJ5u+eee2LzzTfvXGSfAIEGEBA8aYBJ0kUCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBFpHoNGDJy+99FLusTqLmrF33303dtxxx9xjePJ10ios06dPjyWWWCJf5JUAgQYREDxpkInSTQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEWkOgkYMn9913X27Vko985CPx6U9/OjbeeOMYP358LLXUUvH6yb2F+QAAQABJREFU66/H008/Heedd17RI3bSrJ5zzjlx1FFHtcYEGyWBJhMQPGmyCTUcAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQaW6CRgyd/+MMfYuutt+7TBKy//vrx8MMPx6BBg/p0ncoECNSHgOBJfcyDXhAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCAn0ErBk7Qqys9+9rNYaaWVzD4BAg0qIHjSoBOn2wQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQINKdAIwdPFixYELfddltcdtllcd1118Xs2bO7TVIaXwqanHrqqbHffvt1O6+AAIHGEhA8aaz50lsCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBJpcoJGDJ52nJoVOXnrppZg+fXrMmDEjRo4cGauvvnp87GMfi1GjRnWuap8AgQYWEDxp4MnTdQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEmk+gWYInzTczRkSAQCkBwZNSKsoIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECAwQAKCJwME77YECJQlIHhSFpuLCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUB0BwZPquGqVAIHqCAieVMdVqwQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEChLQPCkLDYXESAwQAKCJwME77YECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAoJSB4UkpFGQEC9SogeFKvM6NfBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAi0pIDgSUtOu0ETaFgBwZOGnTodJ0CAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgGQUET5pxVo2JQPMKCJ4079waGQECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECDSggeNKAk6bLBFpYQPCkhSff0AkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQqD8BwZP6mxM9IkBg0QKCJ4u2cYYAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQI1FxA8qTm5GxIg0A8BwZN+4LmUAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEClRYQPKm0qPYIEKimgOBJNXW1TYAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgT4KCJ70EUx1AgQGVEDwZED53ZwAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQLFAoInxR6OCBCobwHBk/qeH70jQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKDFBARPWmzCDZdAgwsInjT4BOo+AQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQLNJSB40lzzaTQEml1A8KTZZ9j4CBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBBoKAHBk4aaLp0l0PICgict/xYAQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAPQkIntTTbOgLAQKLExA8WZyQ8wQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEKihgOBJDbHdigCBfgsInvSbUAMECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBConIDgSeUstUSAQPUFBE+qb+wOBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQ6LWA4EmvqVQkQKAOBARP6mASdIEAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQJ5AcGTvIRXAgQaQUDwpBFmSR8JECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEGgZAcGTlplqAyXQFAKCJ00xjQZBgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgECzCAieNMtMGgeB1hAQPGmNeTZKAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQaREDwpEEmSjcJEMgJCJ54IxAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKCOBARP6mgydIUAgcUKCJ4slkgFAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQI1E5A8KR21u5EgED/BQRP+m+oBQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECFRMQPCkYpQaIkCgBgKCJzVAdgsCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAj0VkDwpLdS6hEgUA8Cgif1MAv6QIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgf8VEDzxViBAoJEEBE8aabb0lQABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBphcQPGn6KTZAAk0lIHjSVNNpMAQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQINLqA4Emjz6D+E2gtAcGT1ppvoyVAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoM4FBE/qfIJ0jwCBIgHBkyIOBwQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEBhYAcGTgfV3dwIE+iYgeNI3L7UJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBQVQHBk6ryapwAgQoLCJ5UGFRzBAgQIECAAAECBAgQIECAAAECBAgQIFBdgauvvjoeeOCBwk3WX3/9+PKXv1w4tkOAAAECBBpdQPCk0WdQ/wm0loDgSWvNt9ESIECAAAECBAgQIECAAAECBAgQIECg4QW23XbbmDx5cmEce++9d1x11VWFYzsECBAgQKDRBQRPGn0G9Z9AawkInrTWfBstAQIECBAgQKBfAr5V2C8+FxMgQIAAAQIECBAgUCEBwZMKQWqGAAECBOpWQPCkbqdGxwgQKCEgeFICRREBAgQIECBAgEBpAR/ulnZRSoAAAQIECBAgQIBAbQX8blJbb3cjQIAAgdoLCJ7U3twdCRAoX0DwpHw7VxIgQIAAAQIEWk7Ah7stN+UGTIAAAQIECBAgQKAuBfxuUpfTolMECBAgUEEBwZMKYmqKAIGqCwieVJ3YDQgQIECAAAECzSPgw93mmUsjIUCAAAECBAgQINDIAn43aeTZ03cCBAgQ6I2A4ElvlNQhQKBeBARP6mUm9IMAAQIECBAg0AACPtxtgEnSRQIECBAgQIAAAQItIOB3kxaYZEMkQIBAiwsInrT4G8DwCTSYgOBJg02Y7hIgQIAAAQIEBlLAh7sDqe/eBAgQIECAAAECBFpLYObMmTFq1KiSg67l7yZz586NZ599NoYPHx4rrbRSDBo0qGSfeiqcN29ePPfcczFkyJBYZZVVor29vafqA3ruvffei7/85S+5Po4fPz4+/OEPD2h/3JwAAQKtKiB40qozb9wEGlNA8KQx502vCRAgQIAAAQIDIlDLD3cHZIBuSoAAAQIECBAgQIDAgAvcdNNN8b3vfS8eeOCBmDhxYnz729+ObbbZpqhfvf3d5IknnoiTTjopMplM0fX/+Z//GauvvnqcffbZceeddxbOXX311TFixIh49NFH45xzzokpU6bE1KlTY/78+bk6KTiyww47xHnnnRcrr7xy4bpSOyms8p3vfCcef/zxXBspfJK21P6aa64Zm2yySZx66qkxbty4osuPPvroXEglX7jMMsvEhRdemD8sev2Xf/mX+Nvf/lYo22uvveLLX/5y4Ti/k8Iz6dyCBQvyRXHggQfG7rvvnjtOQZPTTz89rrnmmnjrrbcKddLOyJEjY7vttou999479thjjxg2bFjReQcECBAgUB0BwZPquGqVAIHqCAieVMdVqwQIECBAgACBhhXwrcLaT51vFNbe3B0JECBAgAABAgTqUyAFI1ZcccV45ZVXCh1cb7314rHHHiscp53eBE9efPHF2GKLLeLVV18tuvaEE07IhSxKtXPllVfGLbfcEpdffnm3sErnRsaMGRNPP/10TJgwoXNxbj+FXM4///w47rjjYvbs2d3Ody5YaqmlYtKkSfHFL36xUJwCHikA03lLY1h22WU7F+UCJ8stt1xR2ac+9an43e9+V1SWDu66665ciKfziRTs+cQnPhFXXXVV7L///pEPxnSu03U/zUOaDxsBAgQIVF9A8KT6xu5AgEDlBARPKmepJQIECBAgQIBAQwv4VmFtv1XoG4UN/ddF5wkQIECAAAECBKokcPfdd3db3WTw4MExY8aMopVBFhc8ef3113Ohk/R4m87bYYcdlguF5Mu6tpMv783rPvvsEymo0nU74ogjiu7R9Xyp43PPPTe+/vWv506l0EkKn3Te0n3S/TpvqWzfffftXJR7HNDbb7+de+184uSTT47TTjutUPSRj3wkXnrppXjqqadiww03jLQiSm82wZPeKKlDgACByggInlTGUSsECNRGQPCkNs7uQoAAAQIECBCoawHfKozcB7u1+lbhCy+84BuFdf03QucIECBAgAABAgQGSuC1117LrSLSefWNJZZYIrdqSXpETX7rGhhJQY20ckfaPvjgg9zqHo888ki+eu41PYLm0ksvjfx/yEuFXdvJX5Aeb7PjjjvGWmutFUOHDo1rr7027rnnnvzp3Gt6RE7nx9ykwvRonxTk6PxIm1S+22675VYXSQGPtPrI5MmTU3FhS2NMIZmxY8fm+p9eOzo6CufTI3V++tOfFo7TzkEHHRQXXXRRUVk6+P3vf58bV+cTn/zkJ+P+++8vFKXH+fzgBz+Ib3zjG/Ff//VfhfJBgwbFt771rdh0000j7af5eP7553N9fuihhyL9Y8WTApcdAgQIVFUg/79XXR8XV9WbapwAAQLlCmT/ZWUjQIAAAQIECBBocYHsB5/pgedF/2S/VZjJfohaJJN9vnpRneyHu0Xnsx9KZlZbbbWiOqnd7LcKi+p1bafrvXs6zn7Lr6it/MHhhx/e7b49tZPOZb9VmL8889///d/drs9+g7BwPr9zxRVXdKs3fPjwTHYJ7XyVwmv2WfJFdbPfKsz86U9/ymQ/uC4q76mf2W8UFtqzQ4AAAQIECBAgQKAVBL7yla8U/f/lY489ttuwu/5Okf/dZM6cOZntttuu6Pr0/7d33333zPz58xfbTjbwkckGMTKzZs0qqrtw4cLM5ptv3q3dd999t6he9lE3RXWGDBmSSb9DdN1OP/30onqpjwcffHChWjaoUnR+1VVXLZzL76TfL0r9LpF+D+m8vfPOO5lsiKSo7n333Zerkn0UUVH5fvvt1/nSov1kkg0EFZU5IECAAIHqCeT/HV+9O2iZAAEClROw4kn239o2AgQIECBAgECrC/hWYe2+VZj9wNo3Clv9L5zxEyBAgAABAgQILFZgypQpuRU60ooka6yxRrf6XVcqSSuepEfPfOlLX4psqLyo/vbbbx833nhjDBs2rKg8HZRqJ79yStfKF1xwQaRH9XTe/vrXv8YKK6yQK0org2QDIp1P51Y6TKuslNqyQZbIBkAKp7IhlcgG2nMrjVx22WW5awsnszud7zVt2rTIhv47ny7sp3Y7r85y/fXXx+c///nC+dTf9OjP9E36bEgnfve73xXO7b///rlVYQoFdggQIEBgwASseDJg9G5MgEA5ApXLsGiJAAECBAgQIECgkQV8qzCTqcW3Cn2jsJH/lug7AQIECBAgQIBAvQiUWvHkiCOOKFq9I/t5eW6VkuyjdxbZ7VLtLKrydddd1639bBikUP2WW27pdv6BBx4onO+6c/nll3ernw2U5Kq9/fbbmbRaShpD/p9sgKXQxKRJkwrlabXK7GOEio7ff//9Qt2uq0MeddRRhXPf//73C9el+2T/I2fmgAMOyGQf+1OoY4cAAQIEBkYg/+//gbm7uxIgQKBvAlY8yf5b20aAAAECBAgQIPAPAd8qrP63CtO3LX2j0N84AgQIECBAgAABAv0T6LpSSanW1l9//Zg8eXIsscQSpU7nyrq2k1ZOWdSKJzfffHPsvPPORW11XoXkhz/8YXz9618vOt/R0VFypZVUKfsYzlhnnXWK6mfDK7HTTjvlytLrrbfeWjj/1a9+NS6++OLc8V577RW/+tWvcvtphZNvfvOb8YUvfKFQN/X1M5/5TO54zTXXjD//+c+Fc3/84x8jG4jPHac+rLvuupH9zwqF82knvxrKQQcdlFstpdRqMUUXOCBAgACBigtY8aTipBokQKCKAoInVcTVNAECBAgQIECg2QRKfSi7zDLLRPqAtfOWPvi87bbbYtSoUZ2LC/ul2lnUh7tdl4VOjXT+cPe3v/1t4QPV/A2y3yqMT3ziE/nDotfs89Uj+9zyorK0TPUqq6wS2WefRxpP9rnlhfNpWey03HTafvKTn8QhhxyS289+qzD22WefSEtgpy0dZ7+VGKNHj84dZ79tGeeff35uP/2R/VZhnHPOOXHmmWfG8ccfXyhPHyKkD5D/7d/+rduy3IVKdggQIECAAAECBAgQKBLo+jtF0cnswZJLLhnPPvtsjB07tuupouOu7fQneJJCJ51/N/qnf/qnePPNN4vu1/ngrbfeiqWWWqpzUZx33nmRfpdI289+9rP42te+Vji/4oor5h6Rk0Ii6feWN954I3fu5JNPjm984xux9NJLR3q0Z9pSEOWss86KGTNmFB4FlMqXX375mD59ei5Yko7TdvXVV0d2BcxIIZlS27hx4+K4446LQw89dJEhmlLXKSNAgACB/gkInvTPz9UECNRWQPCktt7uRoAAAQIECBBoaIGuH8qWGoxvFfb8rULfKCz1rlFGgAABAgQIECBAoG8Ci/vdJP3HuksuuaQQIl9U613b6U/w5OCDD46f/vSnhVstu+yy8eqrrxaOu+7MnDmzEFzPn0thkRQaSdvrr78eyy23XCxYsCB/Op5//vl49913Y8MNNyyUpVVdttlmm9hkk03i4YcfzpWn84888kikIH0Kuue3FGpJ4ZauWwrvp/DJ1KlTu54qHG+22WZx0003dQvLFCrYIUCAAIGKCgieVJRTYwQIVFlA8KTKwJonQIAAAQIECDSTQNcPZbuOzbcKe/etQt8o7PrOcUyAAAECBAgQIECgbwJdfzdJq3289957MXfu3EJDaVXCa6+9NnbZZZdCWdedru30J3jSdXXDQYMGxZw5cyK9ltrSyourrbZa0alf//rXRY/M6dq/n//857mVFr/1rW/lrhs5cmTueOjQobmVFVMf0tbe3p4Lrhx55JFx+eWX58rSH3fddVdsvfXWhePOO2kllfRY0AsvvDB+85vf5Pre+XzaTyGW/ON+up5zTIAAAQKVFRA8qayn1ggQqK6A4El1fbVOgAABAgQIEGgqga4fenYdnG8V9v5bhb5R2PXd45gAAQIECBAgQIBA7wW6/m6SAiO77bZb7LvvvpECFPlt+PDhuceAbrXVVvmiotdS7SzqMaA333xz7LzzzkXXd34MaAq57LHHHkXnX3jhhVhppZWKyvIH6fGkO+64Y/4w9/rEE0/EOuusUyhLj+/MP3onFX7pS1+K9Iie9MjRtO2www5x66235vZvv/323HHuIPtHCrEcfvjhhVVX0gosL7/8ci6Ukq+zqNd0jxRAOeOMM3LBlny9FOaZNWtWDBkyJF/klQABAgSqJCB4UiVYzRIgUBUBwZOqsGqUAAECBAgQINCcAl0/lPWtwv59q9A3Cpvz74lRESBAgAABAgQI9F9g3rx58fTTT+dCGGn1jq5b199N8iuVnH322XHMMccUVV9iiSVyK32st956ReXpYFHtdKuYLVhc8OTJJ5+Mddddt+jSf//3f49TTz21qCx/kEIkv/zlL/OHkf4DY3r8zogRIwplKSiywgorFMI0Sy21VMyePTsX/kiV0gonxx57bK5+Kv/whz9cWKlk4sSJkR7Dk98OPfTQ+NGPfpQ/7NVruj4Zdd6ee+65WHXVVTsX2SdAgACBKggInlQBVZMECFRNQPCkarQaJkCAAAECBAg0n0CpD2V9q7Ay3yr0jcLm+/tiRAQIECBAgAABAuUJTJo0KU455ZT4+9//ngtdnHXWWZGCJZ23Ur+b5FcqScGTFEDpvI0bNy7uueeeWGWVVToXVzR4ksIyq6++erz44ouFe4wdOzbuv//+WHnllQtlaSetgJhWYUnX5Lc0pt///vf5w8Lr5ptvHvfdd1/huPPOww8/HBtttFGhqKtL4UR2584774wURunLlvq52WabFV3y/PPPdxtPUQUHBAgQIFARAcGTijBqhACBGgkIntQI2m0IECBAgAABAo0g4FuF/5ilgfxWoW8UNsLfFH0kQIAAAQIECBColkBHR0eMHz++6PEuKbQxbdq03Iog+ft2DVjkVzxJ59PKgmk1kXwQJX9NeuTN/2fvPsClprYGDC+p0ntRehPEAioIFgQs2MWCXX/AAjZQ0asoKmAFFQtWvCrYuCqKXjs2DopYQaQjAofee+//rFz3mJnJzJmZMyWTfHmeMclO23kzcrL2rOxo8skBBxxgilKaeKI71dfbdOnSJbh/ndCeIvWVNa1atbISTb777ju59957rZ5LzIraq8vEiROlZcuWpig4HjJkiNx+++3BeTOhvZusXr065NU5Dz74oLVvs44ZV69eXZYuXSpFixY1RdZYE2XURT01EaZu3bqiSTpan5kzZ8r1118v48ePD26TyOt6ghsxgQACCCCQlACJJ0mxsRECCGRJgMSTLMFzWAQQQAABBBBAwG0CPFUYekWy9VQhTxSGXgfmEEAAAQQQQAABBPwloL1ynHjiiREnPX36dGnevHmwPFbiia60c+dOOf300yN6EDnssMOs1+5o0oYOBe3HWunv/xT0qh2zrvYqMm7cODMb1/jqq6+Wl19+2XFd7UElvMcUXfH888+3El3sG2nPKBrLhA89e/YUjfnCh5IlS1pW9vJYP3RqAoz2QMOAAAIIIJB+gVj/Hqf/6BwBAQQQSEyAxJPEvFgbAQQQQAABBBDwpABPFWbuqUKeKPTk/0KcFAIIIIAAAggggECKBDZt2mT1SLJly5bgHrWHkkWLFoX01hFPwsjGjRvlhBNOkD/++CO4L53QxIyvvvpKSpcunZbEk+XLl8tVV10ln3/+echxo83ouk899ZSUK1cu2irW63QmTZoUsvy5556TG264IaRs9+7dUrlyZVFH+/D111/LSSedZC+ypp0STyJW+rvg+OOPF92PbsOAAAIIIJB+ARJP0m/MERBAIHUCJJ6kzpI9IYAAAggggAACOSvAU4WRly5dTxU6NezGakjgicLIa0MJAggggAACCCCAgLcFBgwYIIMGDZIdO3ZImTJlrNfU9OrVK+SkwxNPunfvLq+++mrIOjqzbNkyOeaYY2TBggUhy7p16ybDhw+PSDyJth/d2Om1mAsXLpQ6deqE7NvMDBs2TPr27Svr1683RSHjWrVqyfPPPy/nnHNOSLnTzMMPPyz9+vULWTRr1izRxPbw4eyzz5ZPPvkkWKyv+tFkmPDX7OgKavDmm29a57Z3797gNvaJatWqyR133GEluWiyDgMCCCCAQGYEYrUXZaYGHAUBBBCIX4DEk/itWBMBBBBAAAEEEPCsAE8VOl/ao446SlL9VKFT4onz0UV4ojCaDOUIIIAAAggggAACXhdYs2aNTJgwQfS1NbF6AnG7w759+0STU6ZNm2YlwWhPLvrKoEMPPdTq2cUt9dfElJkzZ8rixYtFe4rRVxXVrFlTGjRoIIcffrjVO4xb6ko9EEAAAb8IkHjilyvNeSLgDQEST7xxHTkLBBBAAAEEEECg0AI8VRhJmI6nCnmiMNKZEgQQQAABBBBAAAEEEEAAAQQQQACBUAEST0I9mEMAAXcLkHji7utD7RBAAAEEEEAAgYwK8FRh5rh5ojBz1hwJAQQQQAABBBBAAAEEEEAAAQQQyDUBEk9y7YpRXwT8LUDiib+vP2ePAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIuEyDxxGUXhOoggEBMARJPYvKwEAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEMisAIknmfXmaAggUDgBEk8K58fWCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQEoFSDxJKSc7QwCBNAuQeJJmYHaPAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIJCJA4kkiWqyLAALZFiDxJNtXgOMjgAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACNgEST2wYTCKAgOsFSDxx/SWigggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggg4CcBEk/8dLU5VwRyX4DEk9y/hpwBAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAgh4SIDEEw9dTE4FAR8IkHjig4vMKSKAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQO4IkHiSO9eKmiKAgAiJJ3wLEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAARcJkHjiootBVRBAoEABEk8KJGIFBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAIHMCJJ5kzpojIYBA4QVIPCm8IXtAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEUiZA4knKKNkRAghkQIDEkwwgcwgEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAgXgEST+KVYj0EEHCDAIknbrgK1AEBBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBD4W4DEE74KCCCQSwIknuTS1aKuCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCDgeQESTzx/iTlBBDwlQOKJpy4nJ4MAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIIAAArkuQOJJrl9B6o+AvwRIPPHX9eZsEUAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEDA5QIknrj8AlE9BBAIESDxJISDGQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQCC7AiSeZNefoyOAQGICJJ4k5sXaCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAQFoFSDxJKy87RwCBFAuQeJJiUHaHAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIFEaAxJPC6LEtAghkWoDEk0yLczwEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAghgCJJzFwWIQAAq4TIPHEdZeECiGAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAgJ8FSDzx89Xn3BHIPQEST3LvmlFjBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAAQQQQAABBBDwsACJJx6+uJwaAh4UIPHEgxeVU0IAAQQQQAABBBBAAAEEEEAAAQQQQAABBBBAAAEEEEAAgdwVIPEkd68dNUfAjwIknvjxqnPOCCCAAAIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCDgWgEST1x7aagYAgg4CJB44oBCEQIIIIAAAggggAACCCCAAAIIIIAAAggggAACCCCAAAIIIJAtARJPsiXPcRFAIBkBEk+SUWMbBBBAAAEEEEDABwK7d++WHTt2yPbt24Nj+7RZpuvt2bNH9u7dGzJ2KjPrxFoWzzrxbF+sWDEpUqSI9SlatGjIWMtNmX3aqSyVy7VOJUuWlP33398a63T4xywrUaKED75lnCICCCCAAAIIIIAAArEFdu7cacUjGn84fUyMost27dplxSUmptCxfdrEEfYy+3Q6lus+9YdDE2vYx/bp8Lgj1jKzbqx1Yi3T7TU2MbGHju3T9pilePHisS8QSxFAAAEE0iZA4knaaNkxAgikQYDEkzSgsksEEEAAAQQQQCAVAvv27ZNt27bJpk2bZPPmzdbYNKrGGie7zCSSmO21gZQhuwLhSSn2BmCnZckuL1u2rJQpU0Z0bKZLly5tJetkV4CjI4AAAggggAACCGRTwMQkGo+Yz5YtW6xpkwRi4gczHz4u7HKtA0P2BDRJJVpSir3cPm2PS7Q81jKzrllH45Fy5coF4xLzo2v2BDgyAgggkD0B828gfwuzdw04MgIIxC9A4kn8VqyJAAIIIIAAAgjEFNAGVtMYa08WCS/T+XiXZzOwDO+dwzQEhjcc6nr2p+ns0+ZJPDOOtSyedRLZXu3ME4vhY6enGhNZJ9ntw3uRsTfKhzfI65Od2R40GcWekGKSUrRMG4Pty+KZ1u1LlSplPfGZ7XPj+AgggAACCCCAgNcENGndxB4mOSR83l4ebVq3Mct0nM2YRK+R9rhhkhN0HO2j95kam2hcYWKLWONkl5mYJN7tdb1o8UN4DOI071Rm9hdrWUHraGyiMYiJQ5zGWqbrZWvQH1xNnGGSUeyJKU5lutys47Rc41kGBBBAIFcESDzJlStFPRFAQAVIPOF7gAACCCCAAAK+FtBG1I0bN8ratWtl3bp11nj9+vXWdHhyiJm3J47Yp7Vb51QP2uuEaTTTsUn6sCeB2Bth7eX26fB1Yi0z62qDKkN2BWIlptiX6bRpKA4vN/PRlmu5/qCgH/2Omx8Ztm7dmpYfGeyNx6YRWb/b9mmdr1ChglSsWNH6VKpUKTitZTqvy+n2O7vfT46OAAIIIIAAAoUX0MQBjT/MR2MSM20fhyeQ2JNDzLQmGqR60Hs3Tegw92r6Q76JUUxMYeIHHTt9dD19jaR9/WjrOZWbH91SfW7sLz4B/V6ZWMJp7FRm4pNYy5zW0fXNd11jk3TEJBrnmoQUM7bH3PZps1zjD/uncuXKVjyiSUUMCCCAQDoFzN/AbCeBpvMc2TcCCHhHgMQT71xLzgQBBBBAAAFfC2jyiDbS2j8mmcReptP2cm3MTVUDrTamOjVS2cvs06YRy14WPk1Dlq+/1lk9eW3U0IZe0/BrElLMDxumPHw+2nqmXPeZqkF/ADGJKCZJJd758uXL8yqhVF0I9oMAAggggICPBUwiuz1JRGOOeOf1x/VUDfYEEY0rTLJIrOlYy8z25kevVNWT/SAQr4D+/6VxhHkIxIw1BnGadiqzr6vLNeElFYP+f6HJ8CYhRZNRzLQZO5XpMt2O/69ScRXYBwLeFzD/VpB44v1rzRki4AUBEk+8cBU5BwQQQAABBDwioA1C9iQRe4JIQeX6pGAygwZwmgDi1CCkP0xrQ6x+nJJEwsvofSGZK8A2fhPQRC97Qku0xJWCfqzZsGFDobr91v/39f/xeBNVqlWrJvqpWrWq1VDst+vG+SKAAAIIIOB1Ab0nWbVqVfBjTx6xT+s9in1e70kKk8iuvS/E6unNJNeauCQ8UcQ+T9K617+lnF8qBPTVQfZkFPu0U+KKltnbI3Ra2yr04Zdk/9/X/1dNHBIrSSVaO0UqHNgHAgjkhgCJJ7lxnaglAgj8T4DEE74JCCCAAAIIIJA2Ae0md+XKlTE/K1assJZrI29hXlWjSSCmwcY+dmqoCS+jgTZtXwF2jEBaBbSROPzHn3jntaE42SeGNMnMJKKYZBT7fHiZ/pvDq6vS+lVg5wgggAACCIQI6N94/WF49erVwUQSk1TiVKbLku0FwSSymwQR82NyvPMax5gflUJOghkEEHC1gCadaOKZSUpxenDGqUzXL0wsUqxYMSsZvnr16lLQp0aNGtarsVwNSeUQQCCmgLlHSLb9IubOWYgAAgikWIDEkxSDsjsEEEAAAQS8LKANK2vWrLESRTRhRBtoTeKIU4KJPhmUyKBdOReUNKLLwxNHtEwbXxgQQACBeAX03zNt8I03UcX8WKXjRP9t0+Q2/XcrPCHFJKtoLypm2qxTsmTJeE+F9RBAAAEEEPC8gCao2xNG7NP6tzl8XmOWRHtE1FjE/E3WH3M1xjDJI/bp8MQS7a2EBFPPfwU5QQRSKqD/Ppk4JFbiiuldxayj40RjkdKlS4smoBSUpKLL9d9A2lZSeqnZGQKFFiDxpNCE7AABBDIoQOJJBrE5FAIIIIAAAm4U0EYLp6QRpzJt0E2kK1n94VR/RLU3cGiDh5Y5NXyUKFHCjUTUCQEEEAgR2Llzp/XvZviPXE4/fGmZNhAn8m+nHkyffrYno9in9d/PAw44QGrWrGmNNanFNEaFVJQZBBBAAAEEXCygfx+XL19ufZYtW2aN9e+m/WP+1uoPtIkM+ndRE0T076dJJtFp88OqU/n++++fyCFYFwEEEMiKgCbi6b+TTm02TmXbtm2Lu576b6fGFqYNx6ndxizTsSbeMSCAQHoFTKxPjyfpdWbvCCCQGgEST1LjyF4QQAABBBBwnYA+yb906VLRRlwdO310WbKNEAU1QNAI4bqvBBVCAIEsCZjeouw/pOm0+THNqTyRV4/pq3/Ck1FMUop9rNP0pJKlLwGHRQABBHwioH+/tEdEk0hixppgYqbNOJFX2+gT+FWqVAlJyrQnlJgETVPGU/s++cJxmgggUKCAvp40Vk+19mSVRHuL0thCY4wDDzzQ8aPJ8rpMe41iQACB5ARIPEnOja0QQCA7AiSeZMedoyKAAAIIIJC0gDbQLlmyRBYvXmyNteHWKalky5YtcR1Du5S2P7ESa1obdOlGOi5WVkIAAQQKJaDvi7cnpJgkFW0YNk+Hmx/x9InxeAdt9NUG4Fq1alkfbQg202asSSz6eiAGBBBAAAEEjIA+Zat/lzQOsX80DjHzGpfoj5bxPpFbvnz5kB689MdLk0BiH2sSif79Mj+8mDoxRgABBBBIrYBJmLcno5hpp+SVeF/7U6pUKevf+/AEFROX1KlTx4pJdD0GBBAIFTD3P/HeX4VuzRwCCCCQWQESTzLrzdEQQAABBBCIKaCvb9CEEv0sWrTIcawNvvEEG5pQ4hTUh5fpegwIIIAAArkroAmJJhnFPEVuklLsY52OpycVTTA0jcBOiSmaoFK7dm3h70fufmeoOQIIIGAX2L59ezCp3SSRmLFJLNFxPH9DtGcSTWS397ilf1Ps82aaHxjtV4FpBBBAIPcEtAfd8Iehwuf174f2yBvPoD1baRKKxhrhYy3TD3874pFkHS8JkHjipavJuSDgfQEST7x/jTlDBBBAAAGXCGiyiP7ol5+fLwsWLLA+4Qkm8SSVaGOu/hBongixJ5Joo66Z1ycIGRBAAAEEEDAC+ndo7dq1VuOw/v0xPyaaHxfNOJ6/RbpPff+7/i2qW7eu9dFpM2/+RunfLAYEEEAAgewJ6NPr+iPgwoULrcR2M9YkdzOtT7PHM+gPgqZ3LPtY4w/9MVBjEe2dhF6z4tFkHQQQQMA/Atojr8Ye+glPTNEYRP8m6VgfxipocEpO0XikXr16Ur9+fatNjJ56C1JkeS4JkHiSS1eLuiKAAIknfAcQQAABBBBIkcDu3butJwVNUomO7Ukm2rBbUBBtTyoxT3Poj3c6bcb6hCCNuSm6aOwGAQQQQCBCQJ9oNw3DJhklfKyJK/qEfKxB/1bpj5DaEGxPSNFp0zCsySsMCCCAAALJC+hT5CbmMIkkZmx+yNM4JdZQokQJx4QSk1yiiSU6XbJkyVi7YRkCCCCAAAJJC2iSvCZC2h/Qsk+bv2nxtKtpG5omoWjMEf7R2ET/7jEgkCsCJJ7kypWingggoAIknvA9QAABBBBAIE6BPXv2WAHwvHnzRD/z588P9lyijb36I52uE2vQbqftQa9JJjFjkkpi6bEMAQQQQMBNAtowrA3A+jE/ctrH2stXQX8XtXcubRQO/zRo0MAqq1ixoptOmboggAACGRfYtGmTlVii8Yb9o7GIzq9bty5mnfTHiho1agQTAE0yoD0hUGMQ86NGzJ2xEAEEEEAAgSwK2JNT7Ekp9ge/NAbR9aIN+vdOk+PtbXMaezRs2ND6aDm9NkbTozwbAuYeLdb3Ohv14pgIIICAkwCJJ04qlCGAAAII+FZAnxjUpJK5c+daiSUmyUTnNZCN9V5zfbJbnwasH+WpCg1eeRetb79anDgCCCDgOwF9wt50nR2enGIahwt633uFChWsv6v6t9Uko+h0o0aNrIbh0qVL+86VE0YAAW8J7Nixw4o7TPxhTy7R6TVr1sQ8Yf13UP9d1I89mcQkmOhT3zzZHZOQhQgggAACHhLQHlE0GV7jDRNzmGkda8JKrJ7A9DU9+jfUJKKEj+mx0UNflhw5FRJPcuRCUU0EELAESDzhi4AAAggg4DsB7Zlkzpw51scklphxrIZd81SEBp36g5f+AKbJJNrIq2Nt1C1evLjvPDlhBBBAAAEEkhVYu3at9cS+/YdW8xS/lm3evDnmrvVpRf2b7PSpWrVqzG1ZiAACCGRKYP369VZiuyaXhH/0B7BYT7Bq4rrGG+Efk4xXrVq1TJ0Gx0EAAQQQQCDnBbRHRk2OtyejmDZBHevf5b1790Y9T02MD09GadKkiehHE0BNkkDUHbAAgQQFzHcq1v1igrtkdQQQQCBtAiSepI2WHSOAAAIIZFNAu/83ySXh4y1btkStmj4xGB5Amnlt3N1///2jbssCBBBAAAEEEEitgCaEmqQUk5CiY/3hVsu1p4Bog77GxySkNG7cODitjcK1atWiUTgaHOUIIJCUwIoVK+TPP/8MSSz566+/rHlNsos2aHf+msSu/05pcolJKDGJJvqaHAYEEEAAAQQQyIyA9piiSSn2ZBT7dKweG7XNUOMPjTcOOugga2ySUrSHZAYEkhEg8SQZNbZBAIFsCZB4ki15josAAgggUGiBDRs2yKxZsxwTTHRZtEGfgDaBnwaEpgcTHdOwG02NcgQQQAABBNwloE8i6hOJ4b0HmPlY9wJlypQJNghro7D9U6lSJXedKLVBAAHXCGzatMlKLtEEk/BPrB+i9N8ckwgXPtakE+3WnwEBBBBAAAEE3C+gifEab9iTUfSBN70vWL58edQT0HsBTTI17ZEmMaVZs2ZSpUqVqNuxAAEST/gOIIBALgmQeJJLV4u6IoAAAj4VWLRokZVgokkmM2fODE4vW7YsqkjFihUjni4wwZ0uY0AAAQQQQAABbwuYRmGTiKJj7X1AG4W1Z7RogyaoakNw06ZNQxJStKGYns+iqVGOgHcEdu3aZf2gFJ5YovOx4o/KlStb/2bYe1gySSYkt3vn+8GZIIAAAgggEE1AXxMa3uuymV+1alW0zUTjD01AOfjgg62xmdbk1CJFikTdjgX+ECDxxB/XmbNEwCsCJJ545UpyHggggECOC2hXlvpjkD2xRKdnz54tGrg5DfpaHPOjkEkqMWMN2hgQQAABBBBAAAEnAe0NxfyorPcaZlobhqPdd2ijr/aOpg3CzZs3D461YbhcuXJOh6EMAQRcLLBt2zYroV1jDv3MmDHDGuu/A7t373asealSpaynle29JJlp4g9HMgoRQAABBBBAICCwfv36iKQUjUE0FonWa5omvWu7p8YbJhlFx3rvofckDP4QIPHEH9eZs0TAKwIknnjlSnIeCCCAQI4IaCOuJphMmzYt5KNle/bscTyL6tWrR2T9a6BVt25dMTffjhtSiAACCCCAAAIIJCiwdOnSYCKKaQzWsXanHe3H6Nq1a4cko5jkFLrNThCf1RFIg4AmmoUnl2iSyYIFC0Rf2RU+aJJZ/fr1Q3o8Mr0g1alTh/gjHIx5BBBAAAEEECiUgMYfeq+iPT3be3tesmSJ437Nvcqhhx4q9o8mqZQoUcJxGwpzV8C0fe/bty93T4KaI4CAbwRIPPHNpeZEEUAAgcwK6M1wfn5+SHKJJptoJv+OHTsiKqPvNW/QoEFIBr/J5q9UqVLE+hQggAACCCCAAAKZFNDXb2hPCKZXBDPWe5vt27c7VqVatWpyyCGHyGGHHSaHH364Ndb5smXLOq5PIQIIJC+g/x/q/5dTp04NfjT+0B9znIbixYuL9pZoEsXMWH+04bVaTmKUIYAAAggggEAmBTZt2hSRjKKJKfrwnsYm4UOxYsWsext7MopO66v/tN2VITcFSDzJzetGrRHwqwCJJ3698pw3AgggkEIB7S7yjz/+kMmTJ8uUKVOsZJPp06fLli1bIo6iN8v6BKEJgvTHF53WJJOSJUtGrE8BAggggAACCCDgZgHtMWH+/PnBhBT7Kzu0sTh80HshTbbVZBT7R38A18ZiBgQQiC2g/89pD0T2BBOdjtaDonk9p/0VWZpk0rhxY/6fi03NUgQQQAABBBBwoYD2wqg9MmqCrba/ml6l586d69ibtCbU6r2Ptr9q/NGyZUvro0nyDO4XIPHE/deIGiKAwD8CJJ78Y8EUAggggEABAqYXE00w0Y9JNtFuqp2GAw880HrK1ySZ6FgTTcqUKeO0OmUIIIAAAggggICnBBYvXmw1BNt/INfEFKfe3zQBVxuETe8oRxxxhOincuXKnjLhZBBIRGDjxo1WzPH7779bY/1/SX9g2bp1a8RuNHFLX4ljehfS/5c0/tCkd9NgH7ERBQgggAACCCCAgEcEtPc3jTVMIopJTInVbtuiRYtgIoompGhirr7Kh8E9AuY+llftuOeaUBMEEIguQOJJdBuWIIAAAr4W0B9ENEAxySWmNxN9R3r4oE8RaqOuyZg3iSa8IidcinkEEEAAAQQQ8LuAeULRnoyi0/qKQqfGxLp161oJKJqEcuSRR1rTtWvX9jsj5+9BgRUrVogmmNg/+uSu0/8X+v+AvccgndbErRIlSnhQhlNCAAEEEEAAAQSSF9BeGE3PKKadV3us1gTf8EEfFtT7Km3jNUkpmtSrbb8M2REg8SQ77hwVAQSSEyDxJDk3tkIAAQQ8JaDvBdUkk99++01+/fVXmThxotV1tdP7QmvWrBlMMDEBiD5ZSDa8p74SnAwCCCCAAAIIZFhg8+bNwd5RNOFXf3zXBmGnVxdWrVo1mIxiekbR+zHTKJnhqnM4BBIW0NdTTZo0KSTJZNmyZRH70a7hNaldv+f6A4hJNqlYsWLEuhQggAACCCCAAAIIxCegib16P2Z6tTY9Wy9cuDBiB0WLFrUSfFu1aiVHHXWUtG7d2kpK0fs0hvQLmBjPKRk7/UfnCAgggEBiAiSeJObF2ggggEDOC+hTtjNmzLCSTDTRRD/6o0Z4l++aSNKsWbOQDHdt7K1evXrOG3ACCCCAAAIIIIBALgjs3bvXen+7vQcInV6zZk1E9cuXL281BB999NGiH20QrlOnTsR6FCCQaQHtyUST23/55RdrrNNO3+EKFSpYP2KYnn002UR7MdFX6DAggAACCCCAAAIIpF9g3bp1Ia9X14QUbUcOfzhR78/0deqajGI+2jMKvc+l/hqReJJ6U/aIAALpEyDxJH227BkBBBBwhcC8efPkxx9/lJ9//tlKMtGAYdu2bSF10xtYfUrWBAo61oZe7V6RAQEEEEAAAQQQQMBdAosWLQrpKUJ7jtCy8EF7qtMEFJOIotOVK1cOX415BFImoF25a++JmmRiEk2cnpytUaNG8NVRpteehg0b0mtPyq4EO0IAAQQQQAABBFIjoA8r6it6zAOMOtZklD179oQcQJNOtHc6bVdu06aNtG3b1nqo0SROhKzMTNwCxo8eT+ImY0UEEMiiAIknWcTn0AgggECqBbZu3Wo9RaiJJvr56aefZOXKlRGHadSoUUiSiXaTWK5cuYj1KEAAAQQQQAABBBDIDQHtVcL80K9jbRB26lWicePGVjLKMcccI8cdd5zVw4R2n82AQKIC2vitPzr88MMPMmHCBCsOmTVrlmhPPfbB3huPSYSiNx67ENMIIIAAAggggEBuCehDjdoToz0ZZfbs2RH3gZUqVbKSUDT20EQUTUjRXu4Y4hcg8SR+K9ZEAIHsC5B4kv1rQA0QQACBpAXmzp1rJZiYRJOpU6eKvkrHPuircfTGXm/wtaFXk0x4J7pdiGkEEEAAAQQQQMCbAnqvaH/FifaMoonK9kF7uNMGYE1C0Y/eN9IYbBdi2gjod0eTmjTRRD8ag6xfv94stsb6pGuLFi2sXnZMTzv6+k7TYB6yMjMIIIAAAggggAACnhHYvHmzlYyi8Yd5IHLx4sUh56f3hM2bN7faqU17tb5akXvFEKaQGWNDjychLMwggIBLBUg8cemFoVoIIIBAuIA+OajdGn733Xcybtw4GT9+vKxatSpkNX2/pr5PU5NMzEe7rGZAAAEEEEAAAQQQQEC7w542bVoweUB7qZgzZ04ITJEiRaz3tZtElGOPPVa4nwwh8s3MkiVLgr2ZaKKJvrIzPMm9bt26VsKSfk80gUmTTjT5hAEBBBBAAAEEEEAAAU080R65zUOTmgivr+6xD/qApN5Ltm/fXk444QTrocnixYvbV/H1NIknvr78nDwCOSdA4knOXTIqjAACfhHYtWuX9X50TTLRZBNt7N2wYUPI6eu70U1XhTrWd2iWLl06ZB1mEEAAAQQQQAABBBCIJqCJzHqfqUkoOp44cWJEY3CtWrWkY8eO1qdDhw4kokTDzPFyTTTJy8uTsWPHWmPtMcc+aJK7JpZoUpL+OKDj2rVr21dhGgEEEEAAAQQQQACBqAI7d+60ekUxiSialLJw4cKQ9bVtW9u5NQlFP9ozyv777x+yjp9mSDzx09XmXBHIfQEST3L/GnIGCCDgEQHN9tabbk0y0Y9Oh3eFrk+bmptuzQLn6VOPXHxOAwEEEEAAAQQQcImA3pPqu9pNIoqOw3vZ014uNAHFJKPUq1fPJbWnGokILFu2zOpJURNN9BPe+42+ckkb/U3vN/rqHH01EwMCCCCAAAIIIIAAAqkS0ORn08P3999/LzNmzAjZtfamp/ehpk1c703Lli0bso6XZ0g88fLV5dwQ8J4AiSfeu6acEQII5IiAvpdRX53z1Vdfyddffy16Y71t27Zg7fWmUt9xaW6qdaxPmzIggAACCCCAAAIIIJApAb1nnT59erAnDO2Nb82aNSGHr1+/vpWEcuKJJ0qnTp2kevXqIcuZcYfA+vXrrbjjm2++sa7nrFmzQipWvnx5adeuXTCp6IgjjhB99RIDAggggAACCCCAAAKZEtCkd20nNw9navu5voLeDPoaHk2OPvnkk+WUU06R1q1bS9GiRc1iz41JPPHcJeWEEPC0AIknnr68nBwCCLhNYMGCBVZjryaaaIOv/elRvYnUrqvN+yw10aRq1apuOwXqgwACCCCAAAIIIOBjAU1EmTp1avB1LJqIsm7duqCI3tNqwsKpp54qp512mvVKFn1FC0PmBbSBXnuvGTNmjHzxxRfy888/y549e4IV0SdFjz/++GDPNUceeaSnG+2DJ84EAggggAACCCCAQM4I6Kvn9ZWgGnfoR+9v7fe02kuf9sSoiSj6adq0ac6cWzwVJfEkHiXWQQABtwiQeOKWK0E9EEDAkwJbtmyxejT58ssvrYST8O6rtVtyc1N80kknSbVq1TzpwEkhgAACCCCAAAIIeFNAkxv0KcS8vDzrvlfH9l78tBcNvc81iSi8lie934Ply5dbiSaabKIxiL13Gu2mXLsm1ydDtXG+VatWQlJQeq8He0cAAQQQQAABBBBIrYAmouhrIvXBTu1J/M8//ww5QJ06daz2du2JUWOQSpUqhSzPtRkST3LtilFfBPwtQOKJv68/Z48AAmkQyM/Pl08++cT6aMP7jh07gkepWLGi1cirjb2acNKkSZPgMiYQQAABBBBAAAEEEMh1ge3bt1tdY2sPG/oJf0d7s2bN5KyzzpJzzz3X6iKbV7kU/opPmjRJPvzwQ/n444+tJCDtlcYMDRs2tHqe0UZ3fRWS9nLCgAACCCCAAAIIIHubKq8AAEAASURBVICAVwQWLVoUTELRHsZXrlwZPDVNsj722GOt+ENjEH2tfa4NJJ7k2hWjvgj4W4DEE39ff84eAQRSIKBd+/3444/BZJPp06cH96oN6W3btpUzzjjDSjTRpwq9/M7J4IkzgQACCCCAAAIIIIBAQEAbgs2rXvSpRH1C0QzVq1eXc845x0pC0aTskiVLmkWMYwjs3r3bSu754IMP5L///a8sXLgwuHbp0qWtRHd9zZEmm5DoHqRhAgEEEEAAAQQQQMDjApqAPWXKFCsR5bPPPrPumXft2hU8a03K1gQU/ejr7rVHQLcPJJ64/QpRPwQQsAuQeGLXYBoBBBCIU2Dr1q3y+eefy+jRo60nOdeuXRvcUt8rqY28egN7+umnS9WqVYPLmEAAAQQQQAABBBBAwK8CmrA9YcIEK1lCe+iYO3dukEJ74tB7Z+0J5cwzzxS9p2b4R0DjD03gUTftXdEef9SqVUs6d+5s2Z1wwgkk8PzDxhQCCCCAAAIIIICAjwU2btxovX5S7581EWXVqlVBDY0/9HU8Gn9oMrxb4w8ST4KXjAkEEMgBARJPcuAiUUUEEHCHgDb26g3qqFGj5NNPP5UtW7YEK3bQQQcFs6XbtWvHu9KDMkwggAACCCCAAAIIIOAsMHXqVCuRQpMp9HUxZihevLiVhHL55ZfL2WefLaVKlTKLfDXWpzM12eStt96Sjz76SDQeMYN2E66N5Ppp3bq1mAZps5wxAggggAACCCCAAAII/COwd+9e+eWXX4K9lv/xxx/BhdrziSahXHjhhVYSSsWKFYPLsj1h7vPtr9PMdp04PgIIIBBNgMSTaDKUI4AAAgEBTS7RJBNNNtGkE9PYqzd8bdq0kS5dulhPFzZu3BgvBBBAAAEEEEAAAQQQSFJAXxejr43R18d89913or2j6FCuXDk577zzRJNQTjrpJM+/tlIblH/44Qcr2URjkDVr1lgOJv7QRBP10MR3BgQQQAABBBBAAAEEEEhOYPHixfLxxx9b7f72+EOTUE455RQrCUV7Fcx2EgqJJ8ldX7ZCAIHsCJB4kh13jooAAi4W0Hem62t0Xn/99Yhkk7Zt21o3nZpwUqdOHRefBVVDAAEEEEAAAQQQQCA3BVauXCnvvPOOjBw5Un766afgSdSoUUMuvvhiueKKK6xePoILPDAxY8YMefPNN61zXrBgQfCMDjvsMCvp5tJLL5W6desGy5lAAAEEEEAAAQQQQACB1Aho/KEJ8Jr4nZeXF0yC154YNQnlyiuvtHoa3H///VNzwAT2QuJJAlisigACWRcg8STrl4AKIICAWwS0q+8RI0ZYDb56s6mD3tgdc8wxwWST2rVru6W61AMBBBBAAAEEEEAAAc8LzJ0710rG0NfNzJ49O3i+LVu2lOuvv14uu+wy0fez5+KwY8cOef/99+WFF16Q8ePHB09BE0z0vPSjiScMCCCAAAIIIIAAAgggkBmBVatWhSSh6EOqOlSoUEEuueQS6datm+jDqZkaSDzJlDTHQQCBVAiQeJIKRfaBAAI5K6BdV//nP/+R4cOHh7xX/pBDDpGuXbtajb21atXK2fOj4ggggAACCCCAAAIIeEVg4sSJ1itotGcQbRDWQV/Foz2gaBJKriRpaDLNsGHDrBhk9erV1nmUL19etFcTfaXQ8ccfbyXAWwv4DwIIIIAAAggggAACCGRFQO/VtRcU/e3g119/DdahWbNmVgKK9oRy4IEHBsvTMUHiSTpU2ScCCKRLgMSTdMmyXwQQcLWAvrfxmWeekY8++kh27txp1bVSpUpWY69mLbdu3drV9adyCCCAAAIIIIAAAgj4VUDv37WnkBdffFH0vt4Mxx57rNx4441y0UUXSbFixUyxK8b79u2TTz75RJ599ln56quvROd1OPLII+W6666zEt7LlCnjirpSCQQQQAABBBBAAAEEEAgV0Fdjmt7Sly1bZi0sWrSodOrUyYpBzjjjjLQkj5N4EnodmEMAAXcLkHji7utD7RBAIIUC2pW1vid+6NChMnnyZGvPenN46qmnWhnK55xzjpQsWTKFR2RXCCCAAAIIIIAAAgggkE4BbQDWBJTXX39dNmzYYB2qQYMGcuedd1r3+Nm+v9+zZ4+8++678vDDD8u0adOs+pUqVcrqplsTTo4++uh08rBvBBBAAAEEEEAAAQQQSKGA3t+PGTPGSkLRh1r1NwcdmjRpIr169bJiEO2VMVUDiSepkmQ/CCCQCQESTzKhzDEQQCCrAkuXLrXem67dWZsuuWvUqGE9WdizZ0854IADslo/Do4AAggggAACCCCAAAKFE9i6dauVZD5kyBCZNWuWtTPt9vq2224TvefPdG8i2iuLJsMMGjRI9NU6OtStW1duvfVWqzG6YsWKVhn/QQABBBBAAAEEEEAAgdwUWLt2rfUaHu3VMD8/3zoJfYVm9+7drSSURo0aFfrESDwpNCE7QACBDAqQeJJBbA6FAAKZFZg9e7Y88MAD1hOGu3btsg7eqlUr6d27t1x88cVSokSJzFaIoyGAAAIIIIAAAggggEBaBfbu3SujR4+2ehj5/fffrWNVqVJF+vTpY33233//mMdfsmSJbN++XcIbiVeuXCnasKzvc4817N69W1566SV55JFHZPHixdaq+vRj3759Rd8BX7x48VibswwBBBBAAAEEEEAAAQRyTEB7Qfn444/l6aeflry8PKv2RYoUkbPOOkvuvfde0d8kkh1IPElWju0QQCAbAiSeZEOdYyKAQFoF/vrrL7n//vutJx71pk/f737++efLzTffLPredwYEEEAAAQQQQAABBBDwvsBnn31mJaD88MMP1snWq1dPHn/8cenSpYvjyX/55ZdyxRVXyH333Sc33XRTyDr//e9/5fLLLxftRVHHTsM333xjxRzTp0+3Fh9++OFy1113yUUXXSTa8MyAAAIIIIAAAggggAAC3haYMmWKDB06VN566y0roV3P9pxzzpGBAwdKy5YtEz55Ek8SJmMDBBDIogCJJ1nE59AIIJBaAe3OTns40S6t9UlDfZrw6quvlrvvvlvq1KmT2oOxNwQQQAABBBBAAAEEEMgJgbFjx1qv3DE9oHTo0MF6GlETQ3TQZPUBAwbIQw89JPv27bNiiJdffjnk3DSxvX///lZZjx49rO1N7ynz58+39v/BBx9Yyxs3biyPPfaYdO7cWUxDccjOmEEAAQQQQAABBBBAAAFPC6xevdpKetfX8GzZssWKC/ThWI07Dj300LjP3cQTGqcwIIAAAm4XIPHE7VeI+iGAQIEC69atk379+ok2DusrdbSHk27dusk999wj+lQjAwIIIIAAAggggAACCPhbQF/B88orr1hxw6pVq6Ro0aJW7yS33Xab1YOJ6RJblbQr7F9//TUETBuJTWKJLmjRooWMGjXKKtMeUnbs2CHlypWzYpBbbrmF13qG6DGDAAIIIIAAAggggIA/BTT2GDx4sDz//POybds2KwHlkksusRLVa9WqVSAKiScFErECAgi4SIDEExddDKqCAAKJC7zxxhty++23i75zXRuP9b3p+t7Ehg0bJr4ztkAAAQQQQAABBBBAAAFPC6xfv956yvC5556zekksVaqU1QBsP2ntyWTz5s1WfGHKGzVqJPPmzTOz1thsq43BGocMGjRIDjjggJB1mEEAAQQQQAABBBBAAAEEli9fbsUL+urO7du3W0nr2nu7vuJTf9eINpB4Ek2GcgQQcKMAiSduvCrUCQEEChSYPXu2XH/99aLdZuvQsWNHK2u4WbNmBW7LCggggAACCCCAAAIIIOBfAe395IorrpD//Oc/URGmT58uzZs3t5Zv3LhRKlasaL2Gx2kDjUW++OILejlxwqEMAQQQQAABBBBAAAEEggKLFi0S7SFx9OjRVtmRRx4pL774orRu3Tq4jn2CxBO7BtMIIOB2ARJP3H6FqB8CCIQIaCPxgw8+aL1/fefOnVK9enUZMmSI1XAcsiIzCCCAAAIIIIAAAggggECYgHZ1ffnll8tXX30VtiR09q233pLLLrvMKhw/fry0a9cudIWwOX09z7vvvisNGjQIW8IsAggggAACCCCAAAIIIBAq8Nlnn1m9ncyfP1+KFCkiN954o/X6nZIlS4asSOJJCAczCCDgcgEST1x+gageAgj8I7B27Vq59NJL5csvv7Ruxnr06CGPPPKI9fThP2sxhQACCCCAAAIIIIAAAghECnz//fei71NfunRp5MKwkjvuuMN6F7sWP/vss9KrV6+wNSJntVeU4cOHy7nnnhu5kBIEEEAAAQQQQAABBBBAwCawbds26yHbxx9/XPQhW01mf//996Vu3brBtUg8CVIwgQACOSBA4kkOXCSqiAACIpMmTZILLrhA8vPzrV5O3n77bev1OtgggAACCCCAAAIIIIAAAgUJDB48WPr16yd79uwpaFVreadOnWTMmDHW9LXXXisvv/xyXNvpSrfeeqs8+uijUqxYsbi3YUUEEEAAAQQQQAABBBDwp8DkyZOt3z7mzZsnVatWFf3t46STTrIwSDzx53eCs0YgVwVIPMnVK0e9EfCRwMiRI+Xqq6+W7du3S5s2beS9996T2rVr+0iAU0UAAQQQQAABBBBAAIHCCIwdO1YGDhwo48aNi2s3NWrUkOXLl1vr6vvWf/vtt7i203e033vvvdK5c2cxjcRxbchKCCCAAAIIIIAAAggg4FuBdevWWa8E/fzzz6Vo0aJWInufPn2CMcW+fft8a8OJI4BA7giQeJI714qaIuBLgdGjR8tFF11kPZnYs2dPGTp0qJQoUcKXFpw0AggggAACCCCAAAIIFE5AE0/uv/9++fbbbwvc0bJly6RatWpStmxZKwk+1gbaLfZ9990nZ599dqzVWIYAAggggAACCCCAAAIIOArs3bvXSpZ/4IEHRBNN9LeQ3r17W+uSeOJIRiECCLhMgMQTl10QqoMAAv8IaGPwGWecITt27BC92brnnnv+WcgUAggggAACCCCAAAIIIJCkwPjx461G3a+//jrqHr744gupU6eOHHLIIVHXOfroo62EkzPPPDPqOixAAAEEEEAAAQQQQAABBOIVGDFihFx11VXW6ibhxIzj3QfrIYAAAtkQIPEkG+ocEwEEChSYNGmSdOjQQTZt2iQ333yzPPXUUwVuwwoIIIAAAggggAACCCCAQCICEyZMsBJQvvzyy4jNBg0aJHXr1pXLLrssYlnbtm2lf//+ctppp0UsowABBBBAAAEEEEAAAQQQKIzAkCFD5Pbbbw/ugsSTIAUTCCDgYgEST1x8cagaAn4V2LNnj7Ro0UKmT59uvdfwjTfeCL7L0K8mnDcCCCCAAAIIIIAAAgikT+Cnn36yXsGj71Q3w6WXXmr1ePLoo4+aIjn22GOthJNOnToFy5hAAAEEEEAAAQQQQAABBFIt0LdvXxk8eLC1240bN0q5cuVSfQj2hwACCKRUgMSTlHKyMwQQSIXAsGHD5LrrrpNGjRrJjBkzpESJEqnYLftAAAEEEEAAAQQQQAABBGIK/PLLL1YCyqeffioHH3yw1ePJmDFjpF27dtYrdU4++eSY27MQAQQQQAABBBBAAAEEEEiVwH777Wftql+/fvLggw+marfsBwEEEEiLAIknaWFlpwggkKyAvlqnSZMmsmLFChk1apR06dIl2V2xHQIIIIAAAggggAACCCCQlMDEiRPloYcekqJFi8oNN9wgHTt2TGo/bIQAAggggAACCCCAAAIIJCtgEk9KlSolf/75p9SuXTvZXbEdAgggkHYBEk9iEOfn50teXp7oWAed1kHnFyxYYE3zHwQQQAABBHJBoF69elK/fn3ro/U10zru0KFDLpwCdUQAAQR8LaAxCLGJr78CnDwCCCDgGQFiE89cSk4EAQR8KkBs4tMLz2kjgAACHhQgNkntRSXxJMxTb5pGjBhhfUguCcNhFgEEEEDAkwJ6c6XJJ926dSMJxZNXmJNCAIFcFSA2ydUrR70RQAABBJIVIDZJVo7tEEAAgfQKEJuk15e9I4AAAgi4T4DYJPFrQuJJwMzcNA0cODBxQbZAAAEEEEDAQwLcTHnoYnIqCCCQkwLEJjl52ag0AggggEAaBIhN0oDKLhFAAIEEBIhNEsBiVQQQQAABTwsQm8R3eX2feDJgwAAh4SS+LwtrIYAAAgj4R8DcSGkvYAwIIIAAApkRIDbJjDNHQQABBBDILQFik9y6XtQWAQS8IUBs4o3ryFkggAACCKRWgNgktqdvE0/0h7Tu3bvH1mEpAggggAACPhfQGyl9BY82ODAggAACCKRHgNgkPa7sFQEEEEDAWwLEJt66npwNAgi4U4DYxJ3XhVohgAACCLhLgNjE+Xr4LvEkLy9POnbs6KzhUNq+fVvp0OEYa4kZ169fW+rXq+OwNkUIIIAAAgi4UyB/waLAq+UWWx+tYX7+IsnL+1HGjfsprgrrjZQmn2gSCgMCCCCAQGoEiE1S48heEEAAAQRyS4DYJLeuF7VFAAF/CBCb+OM6c5YIIIAAAqECxCahHoWd81XiSbw3T127dpH69evIgP59CuvL9ggggAACCLhaQG+s8vJ+khEj3i0wCYUsXldfSiqHAAI5JkBskmMXjOoigAACCKRdgNgk7cQcAAEEEHAUIDZxZKEQAQQQQMDHAsQmyV183ySedOjQIfCD2riYSv3730qySUwhFiKAAAIIeFnA3Ex17x478bJr166BRJURXqbg3BBAAIG0ChCbpJWXnSOAAAIIeECA2MQDF5FTQACBnBAgNsmJy0QlEUAAAQSyKEBsEj++LxJPCrp50h5ORgx/Mn411kQAAQQQQMDDAnojNWLEKBk4MPrfxvbt21vJJ/Xr1/ewBKeGAAIIpF6A2CT1puwRAQQQQMC7AsQm3r22nBkCCGRfgNgk+9eAGiCAAAII5I4AsUnB18rziSexbp7at28b+NHsCalfr07BUqyBAAIIIICAzwT0RmrAgCfktdfeczxzffWOdsdK8okjD4UIIIBAhACxSQQJBQgggAACCMQlQGwSFxMrIYAAAnELEJvETcWKCCCAAAIIhAgQm4RwhMx4OvEk1s0TvZyEfA+YQQABBBBAwFGgoCxe7flEk08YEEAAAQRiCxCbxPZhKQIIIIAAAgUJEJsUJMRyBBBAID4BYpP4nFgLAQQQQACBaALEJs4ynk08iXXzNHbsu9Kh/THOIpQigAACCCCAQITAiNdGSffufSLKtaBr167Wa3ccF1KIAAIIICDEJnwJEEAAAQQQSJ0AsUnqLNkTAgj4T4DYxH/XnDNGAAEEEEifALFJqK0nE09GjBgR+HGse+iZ/j1H0okjC4UIIIAAAggUKJA37kfp1u1WWbBgScS6/fv3D7yWZ0BEOQUIIICA3wWITfz+DeD8EUAAAQTSIUBskg5V9okAAl4XIDbx+hXm/BBAAAEEsiFAbPKPuucST7S7/44dO/5zhrYpkk5sGEwigAACCCCQhIDeRHXseFHElvXq1bMST7p16xaxjAIEEEDArwLEJn698pw3AggggEAmBIhNMqHMMRBAwCsCxCZeuZKcBwIIIICAGwWITf53VTyXeFK/fv3Ak9gLIr5zJJ1EkFCAAAIIIIBAUgLRuo/T5JP8/Pyk9slGCCCAgBcFiE28eFU5JwQQQAABNwkQm7jpalAXBBBwswCxiZuvDnVDAAEEEPCCALGJiKcST7SL/4EDB0Z8N7t27SIjhj8ZUU4BAggggAACCCQnMGDgE4G/uZF/W3nlTnKebIUAAt4TIDbx3jXljBBAAAEE3ClAbOLO60KtEEDAPQLEJu65FtQEAQQQQMDbAn6PTTyVeLLffvtFfFvbt28reWNHRZRTgAACCCCAAALJC+QvWBR4tc4T8tpr74XshF5PQjiYQQABHwsQm/j44nPqCCCAAAIZFSA2ySg3B0MAgRwUIDbJwYtGlRFAAAEEclLA77GJZxJPunXrFvjx67WIL+H8+ROkfr06EeUUIIAAAggggEDhBPQmqkGDYyN20rVrVxkxYkREOQUIIICAXwSITfxypTlPBBBAAAG3CBCbuOVKUA8EEHCbALGJ264I9UEAAQQQ8LqAn2MTTySe5OfnB374ahDxPe3f/1YZ0L9PRDkFCCCAAAIIIJAaAaeu47TXE0086dChQ2oOwl4QQACBHBIgNsmhi0VVEUAAAQQ8JUBs4qnLyckggEAKBIhNUoDILhBAAAEEEEhCwK+xiScST6Jl7e7buyiJrwKbIIAAAggggEC8An7O3o3XiPUQQMBfAsQm/rrenC0CCCCAgHsEiE3ccy2oCQIIuEOA2MQd14FaIIAAAgj4T8CvsYknEk/q168vCxYsCPnW0ttJCAczCCCAAAIIpE1gxGujpHv30B7GtNcTfbKGAQEEEPCbALGJ364454sAAggg4CYBYhM3XQ3qggAC2RYgNsn2FeD4CCCAAAJ+FvBjbJLziSd5eXnSsWPHiO8tvZ1EkFCAAAIIIIBAWgSiZe+OHTuW1+2kRZydIoCAWwWITdx6ZagXAggggIBfBIhN/HKlOU8EEChIgNikICGWI4AAAgggkF4BP8YmOZ94MmDAABk4cGDIN6Nr1y4yYviTIWXMIIAAAggggED6BDp0vFDGjfsp5ABdu3aVESNGhJQxgwACCHhZgNjEy1eXc0MAAQQQyBUBYpNcuVLUEwEE0ilAbJJOXfaNAAIIIIBAfAJ+i01yPvHEqbu44cOfkG5dL4zvirMWAggggAACCBRawI/dxhUajR0ggIDnBIhNPHdJOSEEEEAAgRwUIDbJwYtGlRFAIOUCxCYpJ2WHCCCAAAIIJCzgt9gkpxNP8vPzpUGDBhEXef78CVK/Xp2IcgoQQAABBBBAID0Cfuw2Lj2S7BUBBHJVgNgkV68c9UYAAQQQ8JoAsYnXrijngwACiQoQmyQqxvoIIIAAAgikR8BvsUlOJ55o9/3du3cP+Sa0b99W8saOCiljBgEEEEAAAQTSL+DUbdzw4cOlW7du6T84R0AAAQSyLEBskuULwOFzVmD9+g2yZ8/ekPoXKVJEKlWqEFLmxxls/HjVOedUCRCbpEqS/SCAQC4KEJvk4lWjzggggAACXhXwU2yS04knTu8p7N//VhnQv49Xv5ucFwIIIIAAAq4VGDDwCRk48MmQ+vXv31/07zUDAggg4HUBYhOvX2HOL10Ch7c4RaZOnRWx+88+e01OP+3EiHI/FRTGZsbMOTJmTJ4sW7ZCatU6QE47rYM0PaiRn/g4V58LEJv4/AvA6SPgcwFiE59/ATh9BBBAAAFXCfgpNsnpxBN9gvq1114L+fIMH/6EdOt6YUgZMwgggAACCCCQfgGn9xV27dpV9EkbBgQQQMDrAsQmXr/CnF+4wK7du2TZ0pWyZs06Wb1mraxbt0FKlCguVatUlqrVAp/AuHLliqK9l8QaoiVXDBs2SHpce3msTT2/LFmbV159W667rq/s3r0naFS8eLFA+8mTcukl5wbLmEDAywLEJl6+upwbAggUJEBsUpAQyxFIn8CWrVslP3+xLFyon6WyaNFS0Z4Mq1evKnXr1pI6dQ4MfA6QBg3qSvFixdNXEfaMAAKuEfBTbELiiWu+dlQEAXcLbNq0Wc47/xpZuXJNREX//dJgadPmyIhyChBAwF8CfrqB8teV5WwRQCAeARp341FinVwXmBnoReOTT7+Rb74ZL99//7Ns3bo95ilVrFheTjihjXTseKz1aXF484j1k02uiNiRBwuSsdGEoEqVDpEtW7ZFiFSuXEFWr5oq++23X8QyChDwmgCxideuKOeDAAKJCBCbJKLFugikRkDjoxdefEPef/8z2blzV4E7rV69inTrdqFce81l0rhxgwLXZwUEEMhdAT/FJjmdeFK/fn1ZsGBByDdt/vwJUr9enZAyZhBAoPACf86ZK02bdnDc0ddf/0dOOvF4x2UUIoCAfwTyxv0Y+FHpopATbt++veTl5YWUMYMAAgh4UYDYxItXlXMyAvralv79H7caUfftM6WJj3fvypeiRYuGbJhMckXIDjw8k4zNtOmz5bDDTo6qkj//R6lXr3bU5SxAwCsCxCZeuZKcBwIIJCNAbJKMGtsgkJzAG2++L4MGPSczZsxJageaE66J+o8/dq8cccShSe2DjRBAwN0CfopNSDxx93eR2iHgGgEST1xzKagIAq4VyF+wKNBN5LEh9atXr16ge8n8kDJmEEAAAS8K0LjrxavKOe3du1fu7PuQPPHEv2Xv3kJknPxNSeJJYt+pZBJPtFea5oecGPVAc/8aLw0b1ou6nAUIeEWA2MQrV5LzQACBZASITZJRYxsEEhPQngZvvrm/vPDCG4ltGGXtUqVKyksvPSpXXH5+lDUoRgCBXBXwU2yS04knTt3D7tu7KFe/d9QbAVcLkHji6stD5RBwjcB+RSJ7HdtXmEejXXNmVAQBBBCILUBsEtuHpbknsHXbNrn88l7y4YdjUlZ5Ek8So0wm8UQbwKtUOUw2bdoScbAqVSrKqpVTeNVOhAwFXhUgNvHqleW8EECgIAFik4KEWI5A4QRWr14rXS7sKePG/VS4HTlsfcstV8tjj94jxYoVc1hKEQII5KqAX2ITEk9y9RtKvRHIsACJJxkG53AI5KiAX26gcvTyUG0EEEijAI27acRl1xkX2LNnj5x8yqWB1+X9mNJjk3iSGGcyiSd6hNdeHyXXXPMv2b17T/CAJUoUl9dee1IuubhzsIwJBLwuQGzi9SvM+SGAQDQBYpNoMpQjUHiBnTt3Suujz5IpU2bGvbPixYvJrl27417/ttt6WK/eiXsDVkQAAdcL+CU2IfHE9V9FKoiAOwRIPHHHdaAWCLhdwC83UG6/DtQPAQQyL0DjbubNOWL6BAbe/4QMGPBkgQeoUaOqNG3aSA46qEHg00gOPLCGbNy4SfQJwMWLl8nUqbNl2rRZVu8bJUuWkK1b5kiRIkVC9ptsckXITjw6UxibWbP/kq+++l60YbxkyZJy2qntpXHjBh6V4rQQcBYgNnF2oRQBBLwvQGzi/WvMGWZP4L7+j8sDDzwdswLnnnuqHHdca2nZsrm0bHGIVK1aWRYsWCyT/5gukydPl88/z5Off/496j6KFNlP8saOknbt2kRdhwUIIJBbAn6JTUg8ya3vJbVFIGsCJJ5kjZ4DI5BTAn65gcqpi0JlEUAgIwI07maEmYNkQGDChN/khPYXyJ49e6Me7eCDG8u/A+8f18bUggZ95d78+Qtl+46d0vzgJhGrFya5ImJnHivAxmMXlNPJuACxScbJOSACCLhEgNjEJReCanhOQJNGWh99ZkjPgvaTLFu2tPz7348W2Mug9jB5732PyaBBz0m0N5Q3aFBbpvzxtZQtW8Z+CKYRQCBHBfwSm5B4kqNfUKqNQKYFSDzJtDjHQyA3BfxyA5WbV4daI4BAOgVo3E2nLvvOpMDJp1wi33zzg+Mh9XUtd999k9zV9yYpUaKE4zqJFpJcEV0Mm+g2LEEgHgFik3iUWAcBBLwoQGzixavKOblB4MijTpfff5/mWJXmzZvIe6OGycEOyfaOGwQKP/3sG7nyyt6ybt1Gx1X69LlWhjx+n+MyChFAILcE/BKbkHiSW99LaotASgX+mDJDvvvuZ1mzZm2ga+yGctZZJ0v5cuUcj5GqxBPtUm7OX/Nl6dIVf3+WW+MdgScgNXu3WrXK0rp1S2nb9khpkuKuoHft3iU/Tpgo34//RZYsWS4rV662nuRs1Kie1UV4q6MOlyOOONTx/ClEAIH4BPxyAxWfBmshgICfBGjc9dPVzq1zTeSef9r02XLYYSdHPcEPPvi3nNv5tKjLk1kQb3KF9pySH4gl9NU906bNlumBum7Zsk0Key+fzfhEvXbs2GHFJtu275BKFStIteqVpXix4hZlvDbJuMe7zfLlK+WLMXkyY8afgfhpjaxdu14qVChnxU/NmjaWps0aSbPAx9Q53v2yHgKZECA2yYQyx0AAATcKEJu48apQJzcKJBIrTZw4RVq1PtPxNEqVKinz5/0oNWpUc1weq/DzL76VM87o6riK/laydMlEKVasmOPyRApjxR3h+8l2jBReH+YR8IKAX2ITEk+88G3lHBBIQuD+B56UgQOflL179wW3rlPnAPnsszfk0EOaBsvMRGEST/LGTZAPPxwTeHfhWPnzz/lmlwWOW7RoLk8+eZ907HBczHVbHnFq4P3xM0PWuf32njJ4UD+rTOs+ZMhLMnLkh7J589aQ9cJnrrzyfCuLuFq1KuGLmEcAgTgE/HIDFQcFqyCAgM8EaNz12QXPkdNN9J6/53V3yksvjXQ8uxNOaCPj8t5zXFaYwoKSKzZt2ixPPPmSPPXUK7J+vfOTgOb48d7LZzs+2b17t7w6/B0ZPvzdwLvdJ4V0r/3MMw/ITTd2s06pIBtz3uHj7lf1kddfj7xW1113pTz37EPhqzvO6yuX7rp7kHz//c8h9XNauUmT+vLii4PkxI6x4zanbSlDIJ0CxCbp1GXfCCDgZgFiEzdfHermFoFEY6W77n4k8Gqc5x2r37t3d3n6qfsdl8VT2Kr1GTJx4lTHVceMeVM6ndLecVlBv4vEG3foztMdIzmeAIUI+EjAL7EJiSc++lJzqggYAW3cPObYzo4NiEcf3VJ+/uljs2pwnGziSY+edwTea/if4H6Smbj//tvk3ntuibqpU4OsNox/MPplubXPAHnzzdEhCTZRd/T3ggMPrB54om+sVChfvqBVWY4AAmEChb2B0qeZnRpIwg7DLAIIIOA6Aad/u/btXeS6elIh/wgkc89fp25rWbx4eQTSfvuJFSNoz4SpHpzu5fUYTz01QHbt2h1o3H020EPj+rgPe8AB1WTmzLyo9/LZik/at28reWNHBeo2R/6v6y3y229THM8pFYknXbvdEkg8eT9i/9ddd4W88PwjEeX2Am2cvv6Gu+Tll9+2F8c1/X//d4E89eRAqVSpQlzrsxIC6RYobGyS7vqxfwQQQCBegUTbSohN4pVlPb8KJBMrNTnoePnrrwURZPo60rl//SC1ax8QsSzegg//+4Wcd961jqt3736RvPrKEMdlTrFUMnFHJmIkxxOgEAEfCfglNiHxxEdfak4VASPw0MND5Z57HjOzEeP166dHNNQmm3hyQZceMnr05xHHSKSgaNEigVfk/Nd6BY/Tdk43WLpejRpVZcWK1U6bFFjWq1c3Gfr0AwWuxwoIIBAqkOwN1Lhx42TAgAHy3HPPSfPmzUN3yhwCCCCQAwI07ubARfJZFRO951+0aKnUrdfGUemCC04PvK/8JcdlhS2Mdi9fmP3GupfPVnxStmxpGfPFW3LmWV1j9tySzcSTnTt3ynnnXxvoBfPbpPm7dDlDRr07LOnt2RCBVAokG5uksg7sCwEEEEiFQPfu3QOvF2wkvXv3lvJxPChHbJIKdfbhZYFEYyV9JU/Llqc6kvTocZkMe3Gw47J4CzW5TOMifaVo+FCxYvnAKy8nO77a0imWSibuyESMFH5ezCPgNwG/xCYknvjtm835IhAQuKlXv8CPu69HtZg5c6zo+7rtQzYTT7Qe+t7wGdPHOvaE4HSDZa97MtOa7LIg/2epVatmMpuzDQK+FUj0BsoknOTl5Vlm06dPJ/HEt98eThyB3BagcTe3r58Xa5/oPf+7oz6Wiy++wZHi6acHSu9eVzkuK2xhpu/lU9Goquecrvgkm4knTz0d6DHy1oGFvaTyxRdvyKmdOhR6P+wAgcIKJBqbFPZ4bI8AAgikS6Bz587y0UcfBXoVqyR9+vQpMAGF2CRdV4L9ekUg0VjptddHSbdufRxP/6OPXpWzzzrFcVkihX3velgGD37BcZP58ydI/Xp1IpYVJpayxx2ZiJEiKk8BAj4T8EtsQuKJz77YnC4CKjDkiWFy++0POmIUKbKfbN70p5QqtX/I8lQlnjRuXE+OP/5oqVPnQDnggOrWR7ujW758lYwb95OMHPmh7N69J+TYZiZ//o9Sr15tMxscx3ODVb16lUCPKS0CP2g3kYYN68nq1Wvlgw++kEmTpgX3Ez5Bg2m4CPMIFCwQ7w1UeMKJ2TOJJ0aCMQII5JoAjbu5dsW8X99E7/nv7jdIHnnkOUeYVDWmOu080/fy4Y2q2YpPnCy0zN4AHM1m2LBB0uPay6PtQpJ51c769RukUePjZO3aDRH7LVeujNx3363S7vjW0rhxA1mwYLF8+dV3gd7qnpAdO3ZGrK+m06Z+IyVLloxYRgECmRSINzbJZJ04FgIIIJCMgEk8MdsWlIBCbGKkGCPgLJBorDT40eelb1/nV1ZOnjxGWhxe+N6bn3/hNbnxxnscKzxhwgdyTNtWEcuixQsRKzoU2OOOTMRIDlWgCAFfCfglNiHxxFdfa04Wgf8JzPlrvhx++CmyffuOCJLOnTvJhx+8ElGebOLJHXc+KMuWrZSTTjpeTux4nNStWyti3/aCCRN+k3YnnC979+6zF1vT0RJBYt1g1a9fW+688wbp3u2iiIbPPXv2SI+ed8qrr74TcSwtGDr0ful1U3fHZRQigICzQEE3UNESTszeSDwxEowRQCDXBGjczbUr5v36JnrP3/O6O+Wll0Y6wkyd+rUcekhTx2WFLcz0vXy24xPjpYnxBx3UMNBtfj0rGX/jxs2BLrRXS9euF8pZZ55srRbNJh2JJ+ry2GORr8hp1epwGTXqRccnLCdPnm7Fbps3bzWnFRyPHfuOdGh/bHCeCQSyIVBQbJKNOnFMBBBAIBmB8MQTs49oCSjEJkaIMQLOAonGSrf2GSBPPRX5m4nufe2aaYHeiCo4HyiB0k8+/VrOPtv5t4j33x8m5593RsTeosUL9hXjiTsyESPZ68Q0An4U8EtsQuKJH7/dnDMCAQHtSrtnz74h7xc/4YQ28s7bz0vNmtUjjJJNPInYURwFl1x6g7zzzscRaz75ZH+55eZrIsqj3WDdfPNV8vhj90qxYsUitjEFq1atkfoN2srWrdtNUXB8663XyBND+gfnmUAAgYIFot1AFZRwYvZM4omRYIwAArkmQONurl0xf9Q3kXv+iy+5Xt599xNHmE0bZ0nZsmUclxW2MBfu5VMVn6jVMcccFUiMv17OObuT42tE7Z7RbFKdeKI9mDRt1j6i95LSpfeX6dO/dUw6MfXsd89gefjhZ81scFxQHYMrMoFAGgWixSZpPCS7RgABBNIiEC3xxBwsPAGF2MTIMEYgukAisdKll90ob7/9UcTOtGfAjRtmRZQnUzBl6kxp0aKT46bPPvug3HhD14hl0eIFXTGRuCNix3EUJBojxbFLVkHA0wJ+iU1IPPH015iTQyC2wMZNm+T3wKtmihQpIpUqV5RDmh8UtfEzk4kngwY/J3fdNSii8rfd1sNKJAlfEO0GK97GzqNane74yp2bbuoqzwx1fiVReB2YRwCB/wk43UB16NBB8vLy4iIi8SQuJlZCAAEXCtC468KLQpUsgXjv+Tudepl89dX3EWpVq1aSVSunRJSnqiAX7uVTFZ888MDtck+/m+OmS9Ym0VftvPzKf+Taa++IqNegQXfJnXfcEFFuL9BeWmrUPMJeZE336XOtDHn8vohyChDIpIBTbLJvX2TvqpmsE8dCAAEEkhEoKPHE7NMkoNx7772mKDjet3dRcJoJBBD4n0C8sdLJp1wi33zzQwRb06YNZdbMcRHlyRToqy8rVT7UcdN+/XrJgw9E3q9HixcSjTscD1pAYaIxUgG7YzECnhfwS2xC4onnv8qcIAKpEchk4slbIz+QK67oHVHxdCWenHf+NfLhh2MijkfiSQQJBQgUKOB0A1XgRqyAAAIIeFSAxl2PXliPntYxx3aWn36aFHF2tWvXlEULf40oT1VBtMbSeJPIM3Evn+n4xNgma5No4knfux6WwYNfMIcNjuf+NV4aNqwXnI82UbnKIbJu3caQxWeddZJ8/NGIkDJmEMi0ALFJpsU5HgIIuFmA2MTNV4e6uV3g7HO6ySeffBNRzXr1akn+/J8iypMp2Lptm5Qpc5Djptpj4qBH7o5Ylmy8ELGjJAoSjZGSOASbIOApAafYxItJ8SSeeOpry8kgkD6BTCaejBr1iVx08fURJ5OuxJPLr+glI0d+GHE8Ek8iSChAoEABpxuoAjdiBQQQQMCjAjTuevTCevS0Tjr5Yvn22wkRZ1e0aBHZvm1uzNdXRmyUQEFhG0szcS+f6fjE8CVrk2jiyYUX9ZT33vvMHDY4nvhbZFlwoW1CX9P0118LbCUirVu3kF9+dn51U8iKzCCQRgFikzTismsEEMg5AWKTnLtkVNhFAl0u7CHvv/95RI2qVKkoq1dNjShPpmD2n3OlWbMOjpsOGXKv9Lm1R8SyZOOFiB0lUZBojJTEIdgEAU8JOMUmJJ647BLTnbXLLgjV8bRAKhJPtmzdKh988IXMmTNf5s7ND3wWypo1a+XAA2tKgwZ1/v7UlVmz/nJ8TziJJ57+inFyHhFwuoFq3769jBsXX7eTvGrHI18ETgMBHwoQm/jwonvslC/o0kNGj45sTNXTnDdvgjSoXyctZ1zYxtLCJJ64NT4x0MnaJJp4cuRRp8vvv08zh03J+NRT28sXn7+Zkn2xEwSSFXCKTbzYuJusD9shgEDuCPCqndy5VtTUmwK9et8jzz77muPJbdnyp5QuVcpxWSKFX339nXTqdLnjJiNHPiOXXnJuxLJk44WIHdkK0hUj2Q7BJAK+FPBLbEKPJ778enPSCCQuUJjEk507d8qwl96SBx98WlauXJP4wf/egsSTpOnYEIGMCUS7gcrLy5MBAwYUmIBC4knGLhUHQgCBFAuQeJJiUHaXcYFrrr1dXnnlHcfjfvPN23Jix+MclxW2sLCNpckknrg9PjGmydokmnhSvkIz2bRpizlsSsbdul0ow199IiX7YicIJCsQLTZJdn9shwACCGRLoKDEk0qVKkmfPn2kd+/eUr58eSE2ydaV4rheFXj4kWekX79HHU9v5syx0qxpY8dliRS+8urbcs01/3Lc5Ntv35aOHSLjsWTjBaeDpDtGcjomZQj4ScAvsQmJJ376VnOuCBRCINnEkyVLlkv7DhdYvZsU4vDWpiSeFFaQ7RFIv0BBN1AFJaCQeJL+a8QREEAgPQI07qbHlb1mTuCOOx+Uxx4b5njAl19+TK6+6hLHZYUtLGxjaaKJJ7kQnxjTZG0SSTzZsHGjVKx4iDlkysZ33XWjPPxQ35Ttjx0hkIxAQbFJMvtkGwQQQCAbAtEST8ITTkzdiE2MBGMEUiMwfMQ7ctVVtzvubMyYN6XTKe0dlyVS2H/AELn//qccN5kx/Vs5+OAmEcuSjRfCd5SJGCn8mMwj4DcBv8QmJJ747ZvN+SKQpEAyiSfaLVu7dhekrNtmEk+SvHhshkAGBeK9gYqWgELiSQYvFodCAIGUCtC4m1JOdpYFgbdGfiBXXNHb8ci33HK1PPnEAMdlhS0sbGNpIoknuRKfGNNkbRJJPNmzZ4+UKt1Ydu3abQ6bkvHTTw+U3r2uSsm+2AkCyQrEG5sku3+2QwABBDIlEJ54Ei3hxNSH2MRIMEYgNQLjxv0oHTpe5LizAQNulf739XFclkjhKZ0ula+/Hh+xScmSJWTNmqlSpnTpiGXJxgv2HWUqRrIfk2kE/Cjgl9iExBM/frs5ZwSSEEgm8STWU5OVK1cIZAlfbGXqVqpUwXoFz8KFS0Q/kyfPkGnTZkfUksSTCBIKEHCdQKI3UOEJKCSeuO6SUiEEEIhTgMbdOKFYzbUC8+YtkEaNj3esX9mypeWvOeOlRo1qjssLU1jYxtJEEk9yJT4xnsnaJJJ4osdq2uwE+fPP+eaw1rhUqZKBuGxMSFkiMzVrVpfy5colsgnrIpBygURjk5RXgB0igAACKRIwiScFJZyYwxGbGAnGCKRGQJO1D6x1lPUbRvgeq1SpKPnzf5KyZcuEL4p7/tdfJ8vRbc52XP+ss06Sjz8a4bgs2XjBvrNMxUj2YzKNgB8F/BKbkHjix28354xAEgLJJJ7Uq98mkEiyNOJoJ554rHz00XDHLF1dedSoT+Sii6+P2I7EkwgSChBwnUCyN1AmAeX555+X5s2bu+68qBACCCBQkACNuwUJsTwXBGoecISsWLHasao9e14uL74wyHFZYQoL21iaSOJJrsQnxjNZm0QTT848q6t89tm35rDB8do100QfEmBAIFcFko1NcvV8qTcCCHhXoFu3btK4cWPp3bu3lC9fvsATJTYpkIgVEEhY4IYb75YXXnjDcbtHH+0n/7r9Osdl8RSee97V8t//fum46ogRT0jX/7vQcVmy8YJ9Z5mKkezHZBoBPwr4JTYh8cSP327OGYEkBBJNPJk4cYq0an1mxJGKFi0iS5dMlOrVq0YsMwUknhgJxgjknkBhb6D27dsnTg0kuSdBjRFAwG8CTv927du7yG8MnG+OC/S87k556aWRjmeh9/HTpn0jzZo2dlyebGFhG0vjTTzJpfjEWCZrk2jiyc233CdDhw43hw2Ov/pqpJx8UrvgPBMI5JpAYWOTXDtf6osAAt4VSLSthNjEu98Fzix7At9995O07+CcAFKjRlWZP+9HKVVq/4QrOGXqTGnZspMEmkQjhuLFi8nKFZOlYkXnZPBk4wVzoEzGSOaYjBHwq4BfYhMST/z6Dee8EQgIrF69Vn6b+EfgHYHr5aAmDeTIIw+TokWLOtokmnjy3nufyoUXRWb5HnRQA5k96zvHY5hCEk+MBGMEck/ALzdQuXdlqDECCKRbgMbddAuz/2QFErnnnzlzjhxy6ImOjZ56fL2Xf+Xlx+X4449OtjoR2xW2sTTexJNcik8MUrI2iSaePPvcCOnV615z2OC4TZsj5IfxH0SNEYMrMoGASwWITVx6YagWAgikXYDYJO3EHMAjAonESnv37pX6DdrKokXLHM/+wgvPlFdfGZLQK3fm5y+S8867Rv74Y4bjPjt37iQffvCK4zItTDZeMDvMZIxkjskYAb8K+CU2IfHEr99wztv3Aq+/8Z7ceGM/2bx5a9Di6KNbyuj3/y21atUMlpmJRBNPoiWPNGhQW+bN/dHs1nH85luj5corb45Yxqt2IkgoQMB1An65gXIdPBVCAIGsC9C4m/VLQAUcBBK959ddnH7GlfLFF3kOe/tf0X77ifTocbkMHny3VIijq3fdatfuXTJjxhxp0KCOlC9XLmTfhW0sjTfxJJfiEwMUzaZv3xvkkYfvMqtFjBNNPPn550nS9pjOEfvRAr3Od/wr8jWojitTiIDLBIhNXHZBqA4CCGRMgNgkY9QcKIcFkomVPv7kKznnnKuinvXBBzeW9997SQ4+uEnUdcwC3VfXrrfIunUbTVHIuEyZUjLlj6+kYcN6IeX2mWjxwrBhg6THtZfbV3WczmSM5FgBChHwkYBfYhMST3z0peZUETACs2b/JS1adJKdO3eZouD4jDNOlE8/eS04byYSTTyZNn22HHbYyWbz4FgbqsflvSft2rUJlpmJrdu2BRo2n5fHHntBtm3bYYqDYxJPghRMIOBaAb/cQLn2AlAxBBDImgCNu1mj58BRBJK559ddaa8nrY8+U7Zs2RZlz/8r1u6kTzihjTRt2ijQE0pDqwfFGjWryaZNWwI9K64JvJbnT5k8ebr8/vt0mR6IDTT2GDiwj9x3760h+y1sY2m8iSe5FJ8YoPYdush33/1sZoPjww8/OBBTjYra5XaiiSe64wu69JDRoz8PHsNMaPx20UVnywMP/EuaNG5gih3H8+YtkLxxP1p1vuXmawJdhh/iuB6FCGRKgNgkU9IcBwEE3CZAbOK2K0J93CaQbKyk53HV1bfJ8OHvRj0lTRjp37+PHHdsK9H79rJlywTXXbVqjUz+Y7p88snX8swzw6P2NKkbDB16v/S6qXtwW6eJwsZSmYyRnOpPGQJ+EvBLbELiiZ++1ZwrAn8LPPb4i3LHHQ85emjD4ubNf0rpUqVClieaeKJPNZYt29QxuaVWrRry/PMPyxmnnyi7du0O3GxNkx9/nCRPPPGSLFmyIuS49hkST+waTCPgTgG/3EC5U59aIYBANgVo3M2mPsd2Ekjmnt/s540335f/+79bzGzKxtlMPMml+MSAx2rULlGieOBhguaBBKGt8uYbQ+WIIw41m0kyiSf5CxYFnszsKNu3Rz4AoDsuVqyolWjUsGFdqVevtlSpUknWrl0vK1askmXLVsovv0yWhQuXBuvw5ZdvySknnxCcZwKBbAgQm2RDnWMigIAbBIhN3HAVqIObBQoTK23ctMl64NZ+7xvtXPW3lsaN68uBB9aUOXPmydKlK6OtGlLert3R1sO7Tv8v21csbOJJJmMke72ZRsCPAn6JTUg88eO3m3P2vcBNvfrJc8+9HtVh5syx0qxp45DliSae6Mannna5fPnldyH7CZ/Rm699+8JLnedJPHF2oRQBNwn45QbKTebUBQEE3CHg1CC0b+8id1SOWvhSIJl7fjvUPfc+Kg899Iy9qNDT2Uw80crnSnxioAc/+rz07fuImY06/uyz1+T0004MLk8m8UQ3vq//44GeTZ4O7qcwEySeFEaPbVMlQGySKkn2gwACuSZAbJJrV4z6ZlqgsLHS779Pk87nXiWLFi1LedXbtj1SPhj9b6lZs3qB+y5s4okeIFMxUoEnwwoIeFzAL7EJiSce/yJzegg4CTz8yDPSr9+jToussg0bZkS8ez2ZxJP5+YsC3cmdHOhBZWvUYyWygMSTRLRYF4HsCPjlBio7utk96rvvvis///xPd/8tW7aUK6+8MruV4ugIuEiAxl0XXQyqYgkkc88fTjfyPx/INdf8y/E1mOHrxjOf7cSTXIlPjOWaNeukUePjZMOGTabIcZyqxBN99WmHDhfKr7/+4XicRApJPElEi3XTJUBski7Z7OyXeCQ77hw1NwWITXLzulHrzAmkIlZauXK1XHTx9TJu3E8pq3i3bhfKiy88IiVLloxrn6lIPMlUjBTXCbESAh4W8EtsQuKJh7/EnBoC0QQmTpwiR7c5S/bujexq5LjjWsn47z+I2DSZxBPdyfAR78i1194he/bsjdinU0GzZo3k2WcflG7dbpXFi5eHrELiSQgHMwi4UsAvN1CuxE9zpTp27Ch5eXnBo1x88cXy9ttvB+eZQMDvAjTu+v0b4L7zT+ae3+ksZsycE+gF4yl5992PHeMHp22ilWU78UTrlQvxid3v+Rdek5tuuidmL5GpSjzR427fvl2u7XGHvPlmZExor1dB03lj35X27Y8paDWWI5BWAWKTtPJmfOfEIxkn54A5LEBsksMXj6pnRCBVsdLu3bvlzr4PB37PGCE7d+5Kuu6VKpWXAQNuk969rkpoH6lIPNEDZiJGSujEWBkBDwr4JTYh8cSDX15OCYF4BPQ9hnffPUh2794TXL1Ro7ry6aevS9ODGgXLzESsxJPJk8dIi8Obm1Ujxnoj16PnnTJp0rSIZaagbNnSgfr0ktv69JASJUrIWWd3DdTlW7PYGkdLPDnxpItl7NgJIevqzLBhg6THtZdHlIcXXH5FLxk58sPw4kADb1d5ZuiDEeUUIIBAdAG/3EBFF/DuEhp6vXttObPUCNC4mxpH9pJagUTv+WMdfc5f8+WFF14P3Hf/KFOmzIg7CaVGjapyyint5NRTOwReB9NRqlSpFHKYbNzLuz0+CQEKzHw79ge54Ya7ZfbseSGLtIH6sMMOlqFD7w+Jx267/X554ol/h6yrM/fc01seuP9fEeVOBRMm/CYPPfyMfPHF2LivdZMm9aVLlzPl4ovPCamP0/4pQyATAv/P3vn0MhCEYfzh1LqgDaHdansgCAcuhENbd0duPoDP5MLByYdA/AvW73cIAAACKklEQVQOLlTaRmxVNQipv7emZjaaGGkTTafL6NNkszvT2fed+b17mGd2ZofaxA3K7vmgHnGPNT2ZT4DaxPwYsgXNJ6BTK93fP2B1bQMrK+vIZOwfV35qagLLy0tYXJiH1+v58X2Vgo1qqYodeW62Rvrqi9ck0IoEWkWbGD3xJBKJIJvNKs/n5eU+IuGQkscECZBAdQKp9AV2do7Q3t6G7u5OZzC4w+utXrjB3FKp5AyYnp6mkEymkc/fwufrRDDYJ1bCTWMuMQuPp/7OVYPV4u0kQAIaCdjZHKLRGcViOByGbdtKHhNmEuBAr5lxY63dI0Bt4h5reqqPQDP6/MXiEw6PTlAo3OHxsQi5JYzs119fF9DT4/88fLCsAEZHBlHt5Ud9rdBf2kR98vzygvNkBq9v785iAcvq1w/mm0UZ6929Y7Hd3gnkgLqMtdxK1e/vEvHtd2JsWX0YEosXZKz5I4G/QoDa5K9EQl89qEf0saSl/0+A2uT/x5gt1ENAt1Yql8uQE7jPxPuPq6s8crkbcb5xts7s7fVjYCAgjiBCoQAmJ8cxPjaspyGarJiokTQ1nWZIoKkEWkmbGD3xJB6Pi/3TtpWHYVN8zjXOz7kqTJggARIgARIgATcIbG0fIJFYVFzFYjFlexblTyaMIsCBXqPCxcr+AgFqk1+ATpckQAIkQAIkUIMAtUkNMAZnU48YHDxW3XUC1CauI6dDEiABEiABEqhJoJW0yQcAAAD//03t+DYAAEAASURBVOzdB7hcVdUw4AWBhI6UEAglhIARFIiKSpMQQIoIiBQpAglRQPiQDz6qgFRRQQGRJgKBRxREmgJSA0G6IE2ktyRKCzX0QDL/3eM/451bkpt7p5wz857nwZnT1373IHvtrJwzR6FtiZwu66+/ftx2220V0d9666Wx/si1KrZZIUCAAAECBGovMOG2u2PUqO0rbjRy5MiYMGFCxTYr+RQYNWpURV9++9vfjksuuSSfjRE1gRoIyE1qgOqSBAgQIECglwJyk17CZfg0+UiGO0domROQm2SuSwREgAABAi0s0Eq5yRx5LjwZPXp0XHjhhRU/1XHjTo7Ru21Xsc0KAQIECBAgUHuBo485OY455pSKGx111FFx9NFHV2yzkk8BE7357DdR109AblI/a3ciQIAAAQKzEpCbzEoof/vlI/nrMxE3TkBu0jh7dyZAgAABAh0FWik3yXXhSfqDrGOOOaai/3bbbdu4YFzlH3pVHGCFAAECBAgQqIlAKw2gagKYgYu+9957Mf/883cZST0neqdNmxZPPfVUzDPPPDF06NDo169flzHNbOPHH38cTz/9dMw999wxbNiwmHPOOWd2eEP3TZ06NSZOnFiMcfDgwbHIIos0NB43752A3KR3bs4iQIAAAQK1EJCb1EK19tdslnxELlL734o7zFxAbjJzH3sJECBAgEA9BVopN8l14ckFF1wQY8aMqfhtDBmydLzw/D0V26wQIECAAAECtRdYf9R2ba/Aq/xv8Lhx4yL9TRtLtgWuueaa+PGPfxz33ntvpEfypifVpNcktV96WnjyyCOPxBFHHBEd3+b485//PIYPHx4nn3xy3HrrreVLX3rppTHvvPPGAw88EKeccko8+OCD8eSTT8Ynn3xSPCYVjmy88cZx2mmnxQorrFA+r6svqVjl2GOPjYcffrh4jTThm5Z0/ZVXXjm+9KUvFYuWBw0aVHH6AQccUCxSKW1cYokl4rzzziutVnx+73vfi5dffrm8bfvtt49ddtmlvF76kopn0r7p06eXNsXuu+8eW2+9dXE9FZqccMIJcdlll8Ubb7xRPiZ9mW+++WKjjTaK9DqjbbbZJgYMGFCx30o2BeQm2ewXUREgQIBAawrITfLV782Qj/Q2F0k9Ve98RC6Sr38/ehOt3KQ3as4hQIAAAQK1EWil3CTXhScvvPBC8W/Btv8ZKDxpr+E7AQIECBCon8Accy7b6WbPP/98LL/88p2225AdgVQYsdxyy8WLL75YDmr11VePhx56qLyevvSk8CT19zrrrBMvvfRSxbmHHXZYsciiq+v8/ve/j+uuuy4uuuiiTsUq7S+y4IILxmOPPRbLLLNM+83F76nI5fTTT49DDjkkPvjgg077229YbLHF4uyzz45tt922vDkVeKQCmPZLasOSSy7ZflOx4GSppZaq2LbBBhvE+PHjK7alldtuu61YxNN+Ryrs+fKXvxyXXHJJ7LrrrlEqjGl/TMfvqR9Sf1iyLyA3yX4fiZAAAQIEWkdAbpKfvs57PtLXXCT1VD3zkeeee04ukp9/PXodqdyk13ROJECAAAECVRdopdwk14UnqefT38pNE/vtl1tvvTTWH7lW+02+EyBAgAABAjUU6OpxcUOGDIk02WHJtsBf//rXTk83mWuuueJf//pXtH8yyKwKT6ZMmVIsOkmvt2m/7LPPPsWikNK2jtcpbe/J54477hipUKXjsu+++1bco+P+rtZ/+ctfxg9+8IPirlR0kiZ72y/pPul+7Ze0beedd26/qfg6oDfffLP42X7HkUceGccff3x5U+nfh3/+85/xhS98IdITUXqyKDzpiVJ2jpGbZKcvREKAAAECrSsgN8lX3+c9H+lrLpJ6q175yLXXXisXyde/Hn2KVm7SJz4nEyBAgACBqgi0Wm6S+8KTrh4bt9tu28YF406pyg/CRQgQIECAAIFZC4wes39ceOFlFQem17Wk9wpbsi3w6quvFp8i0v7pGwsvvHDxqSXpFTWlpWPBSCrUSE/uSMu7775bLAb++9//Xjq8+JleQXPhhRfGHHPMUd7e8TqlHen1Nptsskmsssoq0b9//7jiiivizjvvLO0ufqZCmPavuUkb06t9UiFH+1fapO1bbbVV8ekiqcAjFSlPmDAhbS4vqY2pSGbgwIHF+NPnhx9+WN6fXqlzzjnnlNfTl7Fjx8b5559fsS2t3HLLLcUnwrTfsdZaa8U99/z31VPp8dm/+MUvYv/9949TTz21fGi/fv3ioIMOiq985SuRvqf+ePbZZ4sx33fffZH+8cSTMlfmv8hNMt9FAiRAgACBFhCQm+Srk/Ocj1QjF0m9lfKpeuQjM2bMkIvk61+PPkUrN+kTn5MJECBAgEBVBFotN8l94YnHxlXld+8iBAgQIECgTwKt9Li4PkFl9OTRo0cXC0RK4R188MHxs5/9rLRa/OxYMFIqPEmFHZtvvnncfPPNFcdvvfXW8cc//rFYTNF+R8frpAnWww8/PPbYY49oX+iSHlm97rrrxl133dX+9Hj77bdjoYUWKm/bcMMNi4UfpQ1zzz13pAm2nXbaqbSp+PmTn/wkfvjDH1Zs23PPPYuv3Ukbv/nNb8af/vSn8v4VV1yxWJhS3tD2Jb02Kr0PveNyxBFHxHHHHVfenGJMr/RpXwxz9913x5prrllsU/uCmu985zvx29/+tnxu+y/ptUGpPekJNJZ8CMhN8tFPoiRAgACB5haQm+Svf/Oaj1QrF0k9Vo985MADD6wo7peL5O/fldmJWG4yO1qOJUCAAAECtRFotdwk94Un6WfQ1WPjjjpq/zj6qANq8ytxVQIECBAgQKAs0NXj4tLOVDhgyY/Agw8+WHxCRyoM+cxnPtMp8I4FI6nwJL16JhV4/OEPf6g4/mtf+1pcffXVMWDAgIrtaaWr65SenNLx4DPPPDPSq3raL5MmTYpll122uCk9GSQViLRfdt1114oimvb71l577UgFIKUlFXWk4o70pJFU/JHObb+0v9czzzwTK620Uvvd5e/puu2LSVIBS5o4Li0p3lSwkp78stFGG8X48eNLu4r3TE+FsTSPgNykefpSSwgQIEAgfwJyk/z1WSnivOUj1cxFkkE98pGUp8lFSr+41viUm7RGP2slAQIECGRToBVzk6YoPEmP8T/mmGMqflVDhizd9kj1P8byQ/7zBxMVO60QIECAAAECVRPoqmrXa3aqxpuZC3VVMJJej/OrX/2qIsZUhHHjjTfG/PPPX7G9tNLVdborPOlYwJGu0b4Y5Prrr4/NNtusdOni57333lt8xU7Fxv+/8rvf/S7S3+prv6SCkmHDhsVbb70VqT3tXzmUCkJKxSi//vWvY6+99iqemp5AsuOOO5afVJLW33zzzVhggQWK+zu+5/1///d/45RT/vMayPQkmUMPPbQcQipGSX/DMz2NpWMRTfkgX3IlIDfJVXcJlgABAgSaTEBu0mQd2q45XeURjcxHqpmLpGbWIx+Ri7T7QbXIV7lJi3S0ZhIgQIBAJgVaMTdpisKTrh4bl35hu+22bVww7j+T/Jn8xQmKAAECBAjkXKCrdxSmJj3//PPF15LkvHnCbyfQcaK33a7y1xEjRrQV/k6IhRdeuLyt45eO1ym9sqfjcWn9L3/5S/E1Pu33tS88SUUvP/jBD9rvjg8//LDLJ62kgx599NFYddVVK46/7rrrYtNNNy1uS5833HBDeX8qCBk3blxxffvtty++OiitpOKa9Jjqb33rW+VjU6ylIpiVV145nnjiifK+O+64I9ZZZ53ieophtdVW6/REoNLTUMaOHVt8WkpXT4spX9CXTAvITTLdPYIjQIAAgSYWkJs0cee2Na1jHtFVa+uZj1Q7F0ntqXU+Ihfp6lfT3NvkJs3dv1pHgAABAtkVaNXcpCkKT9LPqrvq3QsuOCXWH7lWdn95IiNAgAABAjkVeGHi5Bg6dO1O0XvaSSeSptgwq4neT33qU/HUU0/FwIEDZ9rejtfpS+FJKjpp/8SVRRddNF5//fVu7//GG2/EYostVrH/tNNOi/SEkrT85je/iT322KO8f7nlliu+Iie9Nir9bcrXXnutuO/II4+M/fffPxZffPGYMWNGcVsqRDnppJPiX//6V/lVQGnH0ksvHZMnTy6+Zqd4YNv/XHrppW0F0rsVi2RK29p/Dho0KA455JDYe++9uy2iaX+879kTkJtkr09ERIAAAQLNLSA3ae7+Ta3rmEd0bHG985Fq5yKpPfXIR+QiHX85zb8uN2n+PtZCAgQIEMiWQCvnJk1TeNJd9e7IkWvGhFv/mK1fnGgIECBAgEATCKw/aru47bZ7OrUk/SG9pfkEZjXRm57YccEFF5RfTdOdQMfr9KXwZM8994xzzjmnfKsll1wyXnrppfJ6xy/vvfde+XU4pX2pWCQVjaRlypQpsdRSS8X06dNLuyO9u/3tt9+OL3zhC+Vt6akuI0eOjC996Utx//33F7en/X//+98jvZ4nPSmltKSillTc0nFJrwRKxSdPPvlkx13l9TXXXDOuueaaTsUy5QN8yayA3CSzXSMwAgQIEGhSAblJk3Zsu2Z1zCPa7Sp+rXc+Uu1cJDWiXvmIXKTjr6e51+Umzd2/WkeAAAEC2RNo5dykaQpP0s8q/WHHmDFjOv3Cjjpq/zj6qAM6bbeBAAECBAgQ6J1Ad4+KS68laf+H7r27urOyKNBxojc97WPq1Kkxbdq0crhzzTVXXHHFFbHFFluUt3X80vE6fSk86fiO8n79+sVHH30U6bOr5ZlnnomVVlqpYtfll19e8cqcjvGde+658eabb8ZBBx1UPG+++eYrrvfv3z8OPfTQSDGkZc455yxOFO+3335x0UUXFbel/7nttttivfXWK6+3/5KKtMaPHx/nnXdeXHnllcXY2+9P39O/T6XX/XTcZz3bAnKTbPeP6AgQIECgeQTkJs3TlzNrScdxeqPzkVrkIqn9HdtZq3xELjKzX1vz7ZObNF+fahEBAgQIZFOg1XOTpio8SdW766+/fvGR6B1/buPGnRyjd9uu42brBAgQIECAwGwKTLjt7rbJsO27PMvTTrpkaYqNHSdAU8HIVlttFTvvvHO07/d55pknbrzxxvjqV7/aZbu7us4ll1zS5bF/+ctfYvPNN6/YN2nSpPKrbFKRyzbbbFOx/7nnnmt7BdTQim2llRTXJptsUlotfj7yyCOx6qqrlredfvrp5VfvpI077bRTpFf0XH/99cVjNt5447jhhhuK32+66aZI66UlFbH8z//8T/mpK+kJLP/+97+LRSmlY7r7TPdIBSg/+clPioUtpeNSMc/7778fc889d2mTz5wIyE1y0lHCJECAAIFcC8hNct19sxV8V3lEI/ORWuQiCaQR+YhcZLZ+irk8WG6Sy24TNAECBAjkTEBuEtFUhSfp95cefZ4SkY7LkCFLxwUXnBLrj1yr4y7rBAgQIECAQA8FZjZ4uvXWW4sFoD28lMMyJvDxxx/HY489VizCSE/v6Lh0NdGbCkZOPvnk+L//+7+KwxdeeOHikz5WX331iu1ppbvrdDqwbcOsCk/+8Y9/xGqrrVZx6o9+9KM45phjKraVVlIRycUXX1xajfQ47vT6nXnnnbe8LRWKLLvssuVimsUWWyw++OCDYvFHOij9zcaDDz64eHzavsgii5SfVJIKoNNYtLTsvffeccYZZ5RWe/TZ1Vj26aefjhVXXLFH5zsoWwJd9WeKUG6SrX4SDQECBAjkU0Buks9+6y7qvOUjtchFkk0j85Guxq5yke5+sfnb3lX/plbITfLXlyImQIAAgewJyE3+0ydNV3iSmnX00Ud3+QcOBlHZ+xdRRAQIECCQHwGDp/z01exGevbZZxfHT6+88kqx6OKkk06K9EST9svMCkZS4UkqQGm/DBo0KO68884YNmxY+81VLTxJk9PDhw+P559/vnyPgQMHxj333BMrrLBCeVv6kt5jnp7Cks4pLalNt9xyS2m1/Ln22mvH3XffXV5v/+X++++PL37xi+VNHV3KO9q+9KYYK8W55pprtr9MPPvss53aU3GAlUwLyE0y3T2CI0CAAIGcCshNctpx3YSdx3ykVrlIImpUPiIX6eYH2kSb5SZN1JmaQoAAAQKZEZCb/LcrmrLwJDVv9OjRceGFF/63pf//Wyo+Ofro//PanU4yNhAgQIAAge4FZjZ4GjlyZKS/OWPJp8CHH34YgwcPrni9SyraeOaZZ4pPBCm1qmOBRSpMKb0iJ71qJz1NpLReOie98iYVnyy11FKlTVUtPEkXTa+32XbbbcvXT1/S+97TK2vWWGONYqHJX//61zjyyCOLTy4pHZie6vL3v/89RowYUdpU/vzFL34RBx54YHm99CU93eS1116reHXO8ccfX7x26ZjS5xJLLBEvvvhi9OvXr7Sp+JkKZZJL8kyFMMstt1ykIp0Uz+OPPx7f//7344477iifMzuv6ymf5EvmBOQmmesSAREgQIBAjgXkJjnuvC5Cz3M+UotcJBHVKh+Ri3TxA2zBTXKTFux0TSZAgACBmgnITSppm7bwJL23MFXwdlV8kgiOOmr/OPqoAyo1rBEgQIAAAQKdBEaP2b/tv6eXddqeNig66ZIlVxvTUzk22GCDTjH/85//jFVWWaW8fWaFJ+mgadOmxWabbdbpCSKrrrpq8bU7qWgjLbO6TvGg//8/s3rVTunY9Iqb2267rbTao8+xY8fGueee2+Wx6QkqHZ+Ykg781re+VSx0aX9SejJK+huJHZc999wz0t/c7LgMGDCgaNV+e3rlT1pSAU/HJRXApCfQWPItIDfJd/+JngABAgSyIyA3yU5fVCuSvOcj1c5Fkmut8hG5SLV+tfm+jtwk3/0negIECBDIjoDcpHNfNG3hSWpqGkSlwf/EiRM7t7xty8iRa7YVpxwQ649cq8v9NhIgQIAAgVYWeGHi5Bg9+oC2P9C/p0sGRSddsuRu4zvvvFN8Isl7771Xjj09oWTy5MkVT+voScHI1KlTY7311ouHH364fK30JRVm3HTTTTHffPPVpPDk5Zdfjt133z2uu+66ivt2t5KOPfXUU2PBBRfs7pDi63QeeOCBiv1nnHFG7L333hXbPvnkk1h00UUjObZfbr755thwww3bbyp+72qyt9NB/3/DuuuuG+k66RxL/gXkJvnvQy0gQIAAgcYJyE0aZ1/rO+c9H6lFLpLM0+s9q52PyEVq/WvOz/XlJvnpK5ESIECAQPYE5Cbd90lTF56kZqdB1MyefJJevbP++msVC1CWH7Js91L2ECBAgACBFhI4+piT45hjTum2xYpOuqXJ5Y40VvrpT38aH330Ucw///zF19Tsu+++FW3pWHgyZsyYOP/88yuOSSsvvfRSrLXWWp0Kf9PjfMeNG9ep8KS766RrpVc4pfu2XyZNmhTLLtv1mO3Xv/51HHroofHWW2+1P6X8femll44zzzwzttxyy/K27r6ccMIJcfjhh1fsfuKJJyI9nrrjssUWW8Q111xT3pxe9ZMmoDu+ZicdkAwuuuiiYttmzJhRPqf9l4EDB8bBBx9cLHJJxTqW5hGQmzRPX2oJAQIECNRPQG5SP+tG3akZ8pFq5iKpH2qRj8hFGvULz+Z95SbZ7BdRESBAgEC2BeQmM++fpi88Sc2f1SAqHZMKUEaP3t7rdxKGhQABAgRaVmBWA6cEo+ikOX8er7/+etx1113Fp8XN7EkgWW99el1NKk559NFHi0Uw6Uku6ZVBn/vc54pPdslK/Kkw5fHHH49//etfkZ4Uk15VtOSSS8bQoUNjtdVWKz4dJiuxiqO6AnKT6nq6GgECBAg0r4DcpHn7tquWNUM+Ihfpqmdty7KA3CTLvSM2AgQIEMiSgNykZ73REoUnJYpUPX/MMceUVrv8LD0BJRWheAVPl0Q2EiBAgEATCaTHwk2YcE/bP3fFhRdeNsuWpb8hlZ5cYSFAgACBvgnITfrm52wCBAgQaD4BuUnz9akWESCQDwG5ST76SZQECBAgUD8BuUnvrFuq8CQRTWh7ZHv6A7OJEyfOUiwVoaQlvYpn/fXXjuWXX6a4nj69lqdI4X8IECBAICcCaaCUllRkkpYXXkgFJ3fHbbf9Z724cSb/M2TIkLjggguKT8OYyWF2ESBAgMBsCMhNZgPLoQQIECDQNAJyk6bpSg0hQKCJBOQmTdSZmkKAAAECPRaQm/SYqkcHtlzhSVJJj5BLA6kxY8b0CMlBBAgQIECglQWOOuqoSH/7xUKAAAEC1ReQm1Tf1BUJECBAoHkF5CbN27daRoBA4wXkJo3vAxEQIECAQH4E5Cad+6olC09KDGkglf729qxev1M63icBAgQIEGglgd12263438lWarO2EiBAoFECcpNGybsvAQIECORBQG6Sh14SIwECzSIgN2mWntQOAgQIEKiFgNyke9WWLjwpsZQGUukpKLfddltps08CBAgQINByAumVOuuvv37xCSfLL798y7VfgwkQINBoAblJo3vA/QkQIEAgKwJyk6z0hDgIEGhVAblJq/a8dhMgQIBARwG5SUeRrtcVnnRwSYOpVICSnoSiCKUDjlUCBAgQaEqBNGgaPXp0seAkFZ1YCBAgQCAbAnKTbPSDKAgQIECgfgJyk/pZuxMBAgRmR0BuMjtajiVAgACBZhCQm8x+Lyo8mYlZaTCVPkv/pMPT94kTJ87kTLsIECBAgEC2BNIgKS2lwpL0NJP0T1pPnxYCBAgQyLZAykFSgXz6LP2TIk7f5SbZ7jvRESBAgEClgNyk0sMaAQIE8iaQchC5Sd56TbwECBAg0JWA3KQrld5vU3jSeztnEiBQRYHBgwfHSy+9FP/+978jfbcQIECAAAECBAgQIECgEQJzzDFH8baFQqERt3dPAgQIECBAgAABAgQIFAXkJn4IBAjkSUDhSZ56S6wEmlhghRVWiOeffz6ee+65GDp0aBO3VNMIECBAgAABAgQIEMiygMndLPeO2AgQIECAAAECBAi0joDcpHX6WksJNIOAwpNm6EVtINAEAiuvvHI88cQT8dhjj0X6biFAgAABAgQIECBAgEAjBEzuNkLdPQkQIECAAAECBAgQ6CggN+koYp0AgSwLKDzJcu+IjUALCXz+85+Phx56KB588MEYMWJEC7VcUwkQIECAAAECBAgQyJKAyd0s9YZYCBAgQIAAAQIECLSugNykdfteywnkUUDhSR57TcwEmlBgvfXWi9tvvz0mTJgQI0eObMIWahIBAgQIECBAgAABAnkQMLmbh14SIwECBAgQIECAAIHmF5CbNH8fayGBZhJQeNJMvaktBHIssN1228Vll10Wl156aaTvFgIECBAgQIAAAQIECDRCwORuI9TdkwABAgQIECBAgACBjgJyk44i1gkQyLKAwpMs947YCLSQwD777BNnnnlmnH766ZG+WwgQIECAAAECBAgQINAIAZO7jVB3TwIECBAgQIAAAQIEOgrITTqKWCdAIMsCCk+y3DtiI9BCAsccc0wcffTR8aMf/SjSdwsBAgQIECBAgAABAgQaIWBytxHq7kmAAAECBAgQIECAQEcBuUlHEesECGRZQOFJlntHbARaSOCss86KvffeO/bcc884++yzW6jlmkqAAAECBAgQIECAQJYETO5mqTfEQoAAAQIECBAgQKB1BeQmrdv3Wk4gjwIKT/LYa2Im0IQCl19+eWy77bax9dZbxxVXXNGELdQkAgQIECBAgAABAgTyIGByNw+9JEYCBAgQIECAAAECzS8gN2n+PtZCAs0koPCkmXpTWwjkWOD222+P9dZbL9ZZZ5244447ctwSoRMgQIAAAQIECBAgkGcBk7t57j2xEyBAgAABAgQIEGgeAblJ8/SllhBoBQGFJ63Qy9pIIAcCzz33XAwbNiyWW265mDhxYg4iFiIBAgQIECBAgAABAs0oYHK3GXtVmwgQIECAAAECBAjkT0Bukr8+EzGBVhZQeNLKva/tBDIkMH369Jh33nnjk08+iffffz/mmWeeDEUnFAIECBAgQIAAAQIEWkXA5G6r9LR2EiBAgAABAgQIEMi2gNwk2/0jOgIEKgUUnlR6WCNAoIECw4cPj6eeeioeffTR+OxnP9vASNyaAAECBAgQIECAAIFWFTC526o9r90ECBAgQIAAAQIEsiUgN8lWf4iGAIGZCyg8mbmPvQQI1FHgG9/4Rlx77bVx5ZVXxje/+c063tmtCBAgQIAAAQIECBAg8B8Bk7t+CQQIECBAgAABAgQIZEFAbpKFXhADAQI9FVB40lMpxxEgUHOB/fffP0499dQ48cQT46CDDqr5/dyAAAECBAgQIECAAAECHQVM7nYUsU6AAAECBAgQIECAQCME5CaNUHdPAgR6K6DwpLdyziNAoOoCZ555Zuyzzz7xve99L84555yqX98FCRAgQIAAAQIECBAgMCsBk7uzErKfAAECBAgQIECAAIF6CMhN6qHsHgQIVEtA4Um1JF2HAIE+C9x4442xySabxKhRo+KWW27p8/VcgAABAgQIECBAgAABArMrYHJ3dsUcT4AAAQIECBAgQIBALQTkJrVQdU0CBGoloPCkVrKuS4DAbAtMmjQphgwZEgMHDoxXX311ts93AgECBAgQIECAAAECBPoqYHK3r4LOJ0CAAAECBAgQIECgGgJyk2oougYBAvUSUHhSL2n3IUCgRwKp6OS1116LVISy7LLL9ugcBxEgQIAAAQIECBAgQKBaAiZ3qyXpOgQIECBAgAABAgQI9EVAbtIXPecSIFBvAYUn9RZ3PwIEZiqw6aabxg033BBXXHFFbL311jM91k4CBAgQIECAAAECBAhUW8DkbrVFXY8AAQIECBAgQIAAgd4IyE16o+YcAgQaJaDwpFHy7kuAQJcChx9+eJxwwgmRPo8//vguj7GRAAECBAgQIECAAAECtRIwuVsrWdclQIAAAQIECBAgQGB2BOQms6PlWAIEGi2g8KTRPeD+BAhUCKQnnWyzzTaRnnxy3XXXVeyzQoAAAQIECBAgQIAAgVoLmNyttbDrEyBAgAABAgQIECDQEwG5SU+UHEOAQFYEFJ5kpSfEQYBAUWDixImx/PLLx8CBA+PVV1+lQoAAAQIECBAgQIAAgboKmNytK7ebESBAgAABAgQIECDQjYDcpBsYmwkQyKSAwpNMdougCLS2QCo6ee2112LSpEmx7LLLtjaG1hMgQIAAAQIECBAgUFcBk7t15XYzAgQIECBAgAABAgS6EZCbdANjMwECmRRQeJLJbhEUgdYW+PrXv158zc7FF18cO+ywQ2tjaD0BAgQIECBAgAABAnUVMLlbV243I0CAAAECBAgQIECgGwG5STcwNhMgkEkBhSeZ7BZBEWhtgRNPPDEOOeSQ+N73vhfnnHNOa2NoPQECBAgQIECAAAECdRUwuVtXbjcjQIAAAQIECBAgQKAbAblJNzA2EyCQSQGFJ5nsFkERaG2B+++/P770pS/FiiuuGE8//XRrY2g9AQIECBAgQIAAAQJ1FTC5W1duNyNAgAABAgQIECBAoBsBuUk3MDYTIJBJAYUnmewWQRFobYHp06fHYostFm+//XZMnjw5lllmmdYG0XoCBAgQIECAAAECBOomYHK3btRuRIAAAQIECBAgQIDATATkJjPBsYsAgcwJKDzJXJcIiACBJLDlllvG1VdfHRdeeGHsuuuuUAgQIECAAAECBAgQIFAXAZO7dWF2EwIECBAgQIAAAQIEZiEgN5kFkN0ECGRKQOFJprpDMAQIlAROPfXU2H///WP06NExbty40mafBAgQIECAAAECBAgQqKmAyd2a8ro4AQIECBAgQIAAAQI9FJCb9BDKYQQIZEJA4UkmukEQBAh0FHj44YdjxIgRMWTIkHjhhRc67rZOgAABAgQIECBAgACBmgiY3K0Jq4sSIECAAAECBAgQIDCbAnKT2QRzOAECDRVQeNJQfjcnQKA7gUKhEIMGDYopU6bEP//5z1hllVW6O9R2AgQIECBAgAABAgQIVE3A5G7VKF2IAAECBAgQIECAAIE+CMhN+oDnVAIE6i6g8KTu5G5IgEBPBXbffffia3ZOOOGEOOyww3p6muMIECBAgAABAgQIECDQawGTu72mcyIBAgQIECBAgAABAlUUkJtUEdOlCBCouYDCk5oTuwEBAr0V+POf/xxbbbVVfPnLX4577723t5dxHgECBAgQIECAAAECBHosYHK3x1QOJECAAAECBAgQIECghgJykxriujQBAlUXUHhSdVIXJECgWgIffPBBLL744pE+//3vf8dSSy1VrUu7DgECBAgQIECAAAECBLoUMLnbJYuNBAgQIECAAAECBAjUWUBuUmdwtyNAoE8CCk/6xOdkAgRqLbD11lvHVVddFWeffXbsueeetb6d6xMgQIAAAQIECBAg0OICJndb/Aeg+QQIECBAgAABAgQyIiA3yUhHCIMAgR4JKDzpEZODCBBolMAFF1wQY8aMiU033TSuu+66RoXhvgQIECBAgAABAgQItIiAyd0W6WjNJECAAAECBAgQIJBxAblJxjtIeAQIVAgoPKngsEKAQNYEXnvttVhyySWjX79+kb4vuOCCWQtRPAQIECBAgAABAgQINJGAyd0m6kxNIUCAAAECBAgQIJBjAblJjjtP6ARaUEDhSQt2uiYTyJvAqFGjYsKECXHuuefG2LFj8xa+eAkQIECAAAECBAgQyJGAyd0cdZZQCRAgQIAAAQIECDSxgNykiTtX0wg0oYDCkybsVE0i0GwCv/3tb2PXXXeNNddcM+6+++5ma572ECBAgAABAgQIECCQIQGTuxnqDKEQIECAAAECBAgQaGEBuUkLd76mE8ihgMKTHHaakAm0msAHH3wQgwcPjrfeeiseffTR+OxnP9tqBNpLgAABAgQIECBAgECdBEzu1gnabQgQIECAAAECBAgQmKmA3GSmPHYSIJAxAYUnGesQ4RAg0LXAPvvsE2eeeWbst99+ceqpp3Z9kK0ECBAgQIAAAQIECBDoo4DJ3T4COp0AAQIECBAgQIAAgaoIyE2qwugiBAjUSUDhSZ2g3YYAgb4JPPTQQ/H5z38+Fltssfj3v/8dAwYM6NsFnU2AAAECBAgQIECAAIEuBEzudoFiEwECBAgQIECAAAECdReQm9Sd3A0JEOiDgMKTPuA5lQCB+gqsscYa8fe//z0uvvji2GGHHep7c3cjQIAAAQIECBAgQKAlBEzutkQ3ayQBAgQIECBAgACBzAvITTLfRQIkQKCdgMKTdhi+EiCQbYGzzz47vv/978cGG2wQ48ePz3awoiNAgAABAgQIECBAIJcCJndz2W2CJkCAAAECBAgQINB0AnKTputSDSLQ1AIKT5q6ezWOQHMJTJ06NZZaaqn44IMP4plnnokVVlihuRqoNQQIECBAgAABAgQINFzA5G7Du0AABAgQIECAAAECBAi0CchN/AwIEMiTgMKTPPWWWAkQiDFjxsQFF1wQP/zhD+PHP/4xEQIECBAgQIAAAQIECFRVwORuVTldjAABAgQIECBAgACBXgrITXoJ5zQCBBoioPCkIexuSoBAbwXuvPPOWHfddWPw4MExadKk6NevX28v5TwCBAgQIECAAAECBAh0EjC524nEBgIECBAgQIAAAQIEGiAgN2kAulsSINBrAYUnvaZzIgECjRJYZZVV4vHHH48//elPseWWWzYqDPclQIAAAQIECBAgQKAJBUzuNmGnahIBAgQIECBAgACBHArITXLYaUIm0MICCk9auPM1nUBeBX7xi1/EgQceGFtssUX8+c9/zmszxE2AAAECBAgQIECAQAYFTO5msFOERIAAAQIECBAgQKAFBeQmLdjpmkwgxwIKT3LceUIn0KoCU6ZMiWWWWSamT59efN1Oeu2OhQABAgQIECBAgAABAtUQMLlbDUXXIECAAAECBAgQIECgrwJyk74KOp8AgXoKKDypp7Z7ESBQNYHtt98+/vjHP8bxxx8fhx9+eNWu60IECBAgQIAAAQIECLS2gMnd1u5/rSdAgAABAgQIECCQFQG5SVZ6QhwECPREQOFJT5QcQ4BA5gTGjx8fG220UQwaNCiee+65mG+++TIXo4AIECBAgAABAgQIEMifgMnd/PWZiAkQIECAAAECBAg0o4DcpBl7VZsINK+AwpPm7VstI9D0AmuvvXbcfffd8fOf/zz+7//+r+nbq4EECBAgQIAAAQIECNRewORu7Y3dgQABAgQIECBAgACBWQvITWZt5AgCBLIjoPAkO30hEgIEZlPghhtuiE033dRTT2bTzeEECBAgQIAAAQIECHQvYHK3ext7CBAgQIAAAQIECBCon4DcpH7W7kSAQN8FFJ703dAVCBBooMBaa60V99xzj6eeNLAP3JoAAQIECBAgQIBAMwmY3G2m3tQWAgQIECBAgAABAvkVkJvkt+9ETqAVBRSetGKvazOBJhLw1JMm6kxNIUCAAAECBAgQIJABAZO7GegEIRAgQIAAAQIECBAgEHITPwICBPIkoPAkT70lVgIEuhQoPfXkF7/4RRxwwAFdHmMjAQIECBAgQIAAAQIEeiJgcrcnSo4hQIAAAQIECBAgQKDWAnKTWgu7PgEC1RRQeFJNTdciQKAhAtdff31sttlmMWjQoHjuuedivvnma0gcbkqAAAECBAgQIECAQP4FTO7mvw+1gAABAgQIECBAgEAzCMhNmqEXtYFA6wgoPGmdvtZSAk0tsOaaa8a9994bnnrS1N2scQQIECBAgAABAgRqLmByt+bEbkCAAAECBAgQIECAQA8E5CY9QHIIAQKZEVB4kpmuEAgBAn0R8NSTvug5lwABAgQIECBAgACBkoDJ3ZKETwIECBAgQIAAAQIEGikgN2mkvnsTIDC7AgpPZlfM8QQIZFbAU08y2zUCI0CAAAECBAgQIJAbAZO7uekqgRIgQIAAAQIECBBoagG5SVN3r8YRaDoBhSdN16UaRKB1Ba677rr4+te/HoMGDYrnn38+5p133tbF0HICBAgQIECAAAECBHolYHK3V2xOIkCAAAECBAgQIECgygJykyqDuhwBAjUVUHhSU14XJ0Cg3gKeelJvcfcjQIAAAQIECBAg0FwCJnebqz+1hgABAgQIECBAgEBeBeQmee05cRNoTQGFJ63Z71pNoGkFPPWkabtWwwgQIECAAAECBAjURcDkbl2Y3YQAAQIECBAgQIAAgVkIyE1mAWQ3AQKZElB4kqnuEAwBAtUQ+MpXvhJ/+9vf4sQTT4yDDjqoGpd0DQIECBAgQIAAAQIEWkTA5G6LdLRmEiBAgAABAgQIEMi4gNwk4x0kPAIEKgQUnlRwWCFAoBkEbrrppth4441jwQUXjCeeeCIGDx7cDM3SBgIECBAgQIAAAQIE6iBgcrcOyG5BgAABAgQIECBAgMAsBeQmsyRyAAECGRJQeJKhzhAKAQLVE9h2223j8ssvj29/+9txySWXVO/CrkSAAAECBAgQIECAQFMLmNxt6u7VOAIECBAgQIAAAQK5EZCb5KarBEqAQJuAwhM/AwIEmlJg8uTJsfLKK8d7770XN998c2y44YZN2U6NIkCAAAECBAgQIECgugImd6vr6WoECBAgQIAAAQIECPROQG7SOzdnESDQGAGFJ41xd1cCBOogcOKJJ8YhhxwSw4cPj0ceeST69+9fh7u6BQECBAgQIECAAAECeRYwuZvn3hM7AQIECBAgQIAAgeYRkJs0T19qCYFWEFB40gq9rI0EWlTg448/jhEjRsRjjz0WJ5xwQhx22GEtKqHZBAgQIECAAAECBAj0VMDkbk+lHEeAAAECBAgQIECAQC0F5Ca11HVtAgSqLaDwpNqirkeAQKYEJkyYEKNGjYr55puvWIAyZMiQTMUnGAIECBAgQIAAAQIEsiVgcjdb/SEaAgQIECBAgAABAq0qIDdp1Z7XbgL5FFB4ks9+EzUBArMh8J3vfCd+97vfxVZbbRVXXXXVbJzpUAIECBAgQIAAAQIEWk3A5G6r9bj2EiBAgAABAgQIEMimgNwkm/0iKgIEuhZQeNK1i60ECDSRwMsvvxzDhw+PqVOnxjXXXBObb755E7VOUwgQIECAAAECBAgQqKaAyd1qaroWAQIECBAgQIAAAQK9FZCb9FbOeQQINEJA4Ukj1N2TAIG6C5x22mmx3377xdChQ4uv3JlnnnnqHoMbEiBAgAABAgQIECCQfQGTu9nvIxESIECAAAECBAgQaAUBuUkr9LI2EmgeAYUnzdOXWkKAwEwEpk+fHl/84hfj4YcfjiOPPDKOPfbYmRxtFwECBAgQIECAAAECrSpgcrdVe167CRAgQIAAAQIECGRLQG6Srf4QDQECMxdQeDJzH3sJEGgigbvuuivWXXfd6N+/fzz66KOx4oorNlHrNIUAAQIECBAgQIAAgWoImNythqJrECBAgAABAgQIECDQVwG5SV8FnU+AQD0FFJ7UU9u9CBBouMDYsWPj/PPPj0022SSuv/76hscjAAIECBAgQIAAAQIEsiVgcjdb/SEaAgQIECBAgAABAq0qIDdp1Z7XbgL5FFB4ks9+EzUBAr0UeO2112L48OHxxhtvxGWXXRbbbLNNL6/kNAIECBAgQIAAAQIEmlHA5G4z9qo2ESBAgAABAgQIEMifgNwkf30mYgKtLKDwpJV7X9sJtKjAr3/969hrr71i8ODB8cgjj8Riiy3WohKaTYAAAQIECBAgQIBARwGTux1FrBMgQIAAAQIECBAg0AgBuUkj1N2TAIHeCig86a2c8wgQyK3AjBkzYoMNNojbbrstvvnNb8aVV16Z27YInAABAgQIECBAgACB6gqY3K2up6sRIECAAAECBAgQINA7AblJ79ycRYBAYwQUnjTG3V0JEGiwwKRJk2L11VePt956K9ITUPbYY48GR+T2BAgQIECAAAECBAhkQcDkbhZ6QQwECBAgQIAAAQIECMhN/AYIEMiTgMKTPPWWWAkQqKrAH/7wh9hhhx1ivvnmiwceeCCGDx9e1eu7GAECBAgQIECAAAEC+RMwuZu/PhMxAQIECBAgQIAAgWYUkJs0Y69qE4HmFVB40rx9q2UECPRAYPTo0XHhhRfGF77whbjnnnti7rnn7sFZDiFAgAABAgQIECBAoFkFTO42a89qFwECBAgQIECAAIF8CchN8tVfoiXQ6gIKT1r9F6D9BFpc4J133okRI0bEc889FwcffHD87Gc/a3ERzSdAgAABAgQIECDQ2gImd1u7/7WeAAECBAgQIECAQFYE5CZZ6QlxECDQEwGFJz1RcgwBAk0tkJ508tWvfjVmzJgRN998c4waNaqp26txBAgQIECAAAECBAh0L2Byt3sbewgQIECAAAECBAgQqJ+A3KR+1u5EgEDfBRSe9N3QFQgQaAKB4447Ln70ox/F0ksvHY888kgsuuiiTdAqTSBAgAABAgQIECBAYHYFTO7OrpjjCRAgQIAAAQIECBCohYDcpBaqrkmAQK0EFJ7UStZ1CRDIlcD06dNj/fXXjzvuuCO22WabuOyyy3IVv2AJECBAgAABAgQIEKiOgMnd6ji6CgECBAgQIECAAAECfROQm/TNz9kECNRXQOFJfb3djQCBDAtMnDgxVl999Xj77bfj3HPPjbFjx2Y4WqERIECAAAECBAgQIFALAZO7tVB1TQIECBAgQIAAAQIEZldAbjK7Yo4nQKCRAgpPGqnv3gQIZE7g97//fey8884x//zzx4MPPhgrrbRS5mIUEAECBAgQIECAAAECtRMwuVs7W1cmQIAAAQIECBAgQKDnAnKTnls5kgCBxgsoPGl8H4iAAIGMCeyyyy5x0UUXxRprrBF33XVXzD333BmLUDgECBAgQIAAAQIECNRKwORurWRdlwABAgQIECBAgACB2RGQm8yOlmMJEGi0gMKTRveA+xMgkDmBqVOnxogRI+L555+PQw89NH7yk59kLkYBESBAgAABAgQIECBQGwGTu7VxdVUCBAgQIECAAAECBGZPQG4ye16OJkCgsQIKTxrr7+4ECGRUID3pZL311otCoRA33XRTbLDBBhmNVFgECBAgQIAAAQIECFRTwORuNTVdiwABAgQIECBAgACB3grITXor5zwCBBohoPCkEeruSYBALgSOOeaYOProo2PxxReP++67L5ZffvlcxC1IAgQIECBAgAABAgR6L2Byt/d2ziRAgAABAgQIECBAoHoCcpPqWboSAQK1F1B4UntjdyBAIKcCM2bMiC233DKuvfbaWHXVVSM9BWWBBRbIaWuETYAAAQIECBAgQIBATwRM7vZEyTEECBAgQIAAAQIECNRaQG5Sa2HXJ0CgmgIKT6qp6VoECDSdwNSpU2PNNdeMxx9/PLbeeuu4/PLLozTYa7rGahABAgQIECBAgAABAuXxfnrtpoUAAQIECBAgQIAAAQKNEij9WYTcpFE94L4ECMyOgMKT2dFyLAECLSnwzDPPxJe//OV4880348gjj4xjjz22JR00mgABAgQIECBAgEArCJjcbYVe1kYCBAgQIECAAAEC2ReQm2S/j0RIgMB/BRSe/NfCNwIECHQrcPPNN8emm24a6fU7f/jDH2K77bbr9lg7CBAgQIAAAQIECBDIr4DJ3fz2ncgJECBAgAABAgQINJOA3KSZelNbCDS/gMKT5u9jLSRAoEoCp512Wuy3334x33zzxZ133hkjRoyo0pVdhgABAgQIECBAgACBrAiY3M1KT4iDAAECBAgQIECAQGsLyE1au/+1nkDeBBSe5K3HxEuAQEMFxo4dG+eff34st9xycd9998USSyzR0HjcnAABAgQIECBAgACB6gqY3K2up6sRIECAAAECBAgQINA7AblJ79ycRYBAYwQUnjTG3V0JEMipwLRp02KDDTYoPvFk3XXXjfHjx0f//v1z2hphEyBAgAABAgQIECDQUcDkbkcR6wQIECBAgAABAgQINEJAbtIIdfckQKC3AgpPeivnPAIEWlbglVdeiS996UsxefLk+O53vxu/+c1vWtZCwwkQIECAAAECBAg0m4DJ3WbrUe0hQIAAAQIECBAgkE8BuUk++03UBFpVQOFJq/a8dhMg0CeBBx98MNITT95///047bTTYt999+3T9ZxMgAABAgQIECBAgEA2BEzuZqMfREGAAAECBAgQIECg1QXkJq3+C9B+AvkSUHiSr/4SLQECGRK49NJL49vf/nbMNddccf3118eGG26YoeiEQoAAAQIECBAgQIBAbwRM7vZGzTkECBAgQIAAAQIECFRbQG5SbVHXI0CglgIKT2qp69oECDS9wJFHHhnHH398LLroovG3v/0thg0b1vRt1kACBAgQIECAAAECzSxgcreZe1fbCBAgQIAAAQIECORHQG6Sn74SKQECEQpP/AoIECDQB4FCoRBbb711/OlPf4pVVlkl7r777lhooYX6cEWnEiBAgAABAgQIECDQSAGTu43Ud28CBAgQIECAAAECBEoCcpOShE8CBPIgoPAkD70kRgIEMi3w7rvvxlprrRWPPvpojBo1Kq677roYMGBApmMWHAECBAgQIECAAAECXQuY3O3axVYCBAgQIECAAAECBOorIDepr7e7ESDQNwGFJ33zczYBAgSKAi+88EKss8468eKLL8ZWW20Vl19+efTr148OAQIECBAgQIAAAQI5EzC5m7MOEy4BAgQIECBAgACBJhWQmzRpx2oWgSYVUHjSpB2rWQQI1F/gsccei69+9avxxhtvxG677Rbjxo2L0sCw/tG4IwECBAgQIECAAAECvREojeHTazUtBAgQIECAAAECBAgQaJSA3KRR8u5LgEBvBBSe9EbNOQQIEOhG4G9/+1tsuOGGkV6/s//++8fJJ5/czZE2EyBAgAABAgQIECCQRQGTu1nsFTERIECAAAECBAgQaD0BuUnr9bkWE8izgMKTPPee2AkQyKTA+PHjY/PNN4+PPvoojj322DjyyCMzGaegCBAgQIAAAQIECBDoLGByt7OJLQQIECBAgAABAgQI1F9AblJ/c3ckQKD3AgpPem/nTAIECHQrcMUVV8T2228f06dPjzPOOCP23nvvbo+1gwABAgQIECBAgACB7AiY3M1OX4iEAAECBAgQIECAQCsLyE1aufe1nUD+BBSe5K/PREyAQE4Ezj///Bg7dmykweFFF10UO+20U04iFyYBAgQIECBAgACB1hUwudu6fa/lBAgQIECAAAECBLIkIDfJUm+IhQCBWQkoPJmVkP0ECBDog8DPf/7zOOigg2LuueeOq666Kr7+9a/34WpOJUCAAAECBAgQIECg1gImd2st7PoECBAgQIAAAQIECPREQG7SEyXHECCQFQGFJ1npCXEQINC0Aj/84Q/jJz/5Scw777xx4403xrrrrtu0bdUwAgQIECBAgAABAnkXMLmb9x4UPwECBAgQIECAAIHmEJCbNEc/agWBVhFQeNIqPa2dBAg0VGCvvfaKX//617HwwgvHhAkTYsSIEQ2Nx80JECBAgAABAgQIEOhawORu1y62EiBAgAABAgQIECBQXwG5SX293Y0Agb4JKDzpm5+zCRAg0COBGTNmxI477hiXXnppLLHEEnHHHXfESiut1KNzHUSAAAECBAgQIECAQP0ETO7Wz9qdCBAgQIAAAQIECBDoXkBu0r2NPQQIZE9A4Un2+kREBAg0qcDHH38cW2yxRdxwww0xZMiQuPPOO2PppZdu0tZqFgECBAgQIECAAIF8CpjczWe/iZoAAQIECBAgQIBAswnITZqtR7WHQHMLKDxp7v7VOgIEMibw/vvvx9e+9rW46667YuWVV47bb789FltssYxFKRwCBAgQIECAAAECrStgcrd1+17LCRAgQIAAAQIECGRJQG6Spd4QCwECsxJQeDIrIfsJECBQZYG33norRo4cGY888kisvvrqcdNNN8XAgQOrfBeXI0CAAAECBAgQIECgNwImd3uj5hwCBAgQIECAAAECBKotIDeptqjrESBQSwGFJ7XUdW0CBAh0I/Dyyy/HBhtsEI8//njxySfjx4+PpZZaqpujbSZAgAABAgQIECBAoF4CJnfrJe0+BAgQIECAAAECBAjMTEBuMjMd+wgQyJqAwpOs9Yh4CBBoGYEpU6bERhttVHzyyYorrhip+GS55ZZrmfZrKAECBAgQIECAAIEsCpjczWKviIkAAQIECBAgQIBA6wnITVqvz7WYQJ4FFJ7kuffEToBA7gXeeOON2GSTTeL++++PIUOGFItPhg0blvt2aQABAgQIECBAgACBvAqY3M1rz4mbAAECBAgQIECAQHMJyE2aqz+1hkCzCyg8afYe1j4CBDIvMHXq1Pj6178ed955ZwwePLhYfPKZz3wm83ELkAABAgQIECBAgEAzCpjcbcZe1SYCBAgQIECAAAEC+ROQm+Svz0RMoJUFFJ60cu9rOwECmRF47733Yosttohbb701llhiibjppptitdVWy0x8AukscOmll8a9995b3jFixIjYZZddyusdvzz99NMxdOjQmGuuuTrusk6AAAECBAgQIJAhgUZO7hpjZuiHIBQCBAgQIECAAAECDRZoZG6Smi4/afAPwO0J5ExA4UnOOky4BAg0r8CHH34Y3/rWt+K6666LRRddNG644YZYY401mrfBOW/ZqFGjYsKECeVWfPvb345LLrmkvF76cs0118QPfvCDeP7552PgwIFxxBFHFNdL+30SIECAAAECBAhkS6CRk7vGmNn6LYiGAAECBAgQIECAQCMFGpmbpHbLTxrZ++5NIH8CCk/y12ciJkCgiQWmTZsWqYDhqquuioUWWqhYhLL22ms3cYvz27SeDrrXXHPNiiejLLLIIvFxR+nCAABAAElEQVTSSy/FgAED8tv4LiK/5ZZbYsstt6zYc/XVVxeTk4qNVggQIECAAAECGRdo5OSuMWblj8MYs9LDGgECBAgQIECAQGsJNDI3SdLyk8rfm/yk0sMagY4CCk86ilgnQIBAgwU++eST4itb0tMz5p9//vCH9w3ukG5u35NB94wZM4p9mJ5m03559NFH47Of/Wz7Tbn/nl4PtfHGG1e0I23baKONKrZZIUCAAAECBAhkXaCRk7vGmJW/DmPMSg9rBAgQIECAAAECrSXQyNwkSctPKn9v8pNKD2sEOgooPOkoYp0AAQIZEEgFC2PHjo0LLrgg5p133rjiiiti0003zUBkQigJ9GTQnY7daaed4uKLLy6dFsOHD48nnniivN4sXwy6m6UntYMAAQIECBBo5OSuMWbl788Ys9LDGgECBAgQIECAQGsJNDI3SdLyk8rfm/yk0sMagY4CCk86ilgnQIBARgQKhULsvffecfbZZ0f//v3j0ksvja222ioj0Qmjp4PuSZMmxVlnnRV33HFHfO5zn4s999wzRowY0XSABt1N16UaRIAAAQIEWlagkZO7xpiVPztjzEoPawQIECBAgAABAq0l0MjcJEnLTyp/b/KTSg9rBDoKKDzpKGKdAAECGRM44IAD4pRTTom55porLrroovj2t7+dsQhbM5yeDrpbRcegu1V6WjsJECBAgEDzCzRyctcYs/L3ZYxZ6WGNAAECBAgQIECgtQQamZskaflJ5e9NflLpYY1ARwGFJx1FrBMgQCCDAocffniccMIJ0a9fvzj33HNj9OjRGYyy+UJ67733Yv755++yYXkZdH/44Yfx1FNPxUILLRTLLbdczDnnnF22p7uNU6dOjYkTJxbPGzx4cCyyyCJdHlrNQfe0adOKMc8zzzwxdOjQ4u++y5vaSIAAAQIECBCogUCtJ3dbfYzZ0/Fl6lpjzBr8wF2SAAECBAgQIEAgNwK1zk0SRKvnJ8mgpzmK/CRpWQh0L6DwpHsbewgQIJApgR//+MdxxBFHRBpsHnfccZGKUSy1Ebjmmmsied97772x/vrrx1FHHRUjR46suFlPC09OO+204oR56eSVVlopTj755OLqvvvuGy+88EJpV7Ew5Iwzziivd/ySXr+04447FpOB0r4U14EHHlhaLX4+9NBD8ZOf/CQefvjheOaZZ2L69OnF7fPOO298+tOfjv322y/GjBlTcU77lVRokgqdLrvssnjjjTfa74r55psvNtpoo+KTd7bZZpsYMGBAcX9PB92p7bfeemv5mukVUimuBx54oPhknwcffDCefPLJ+OSTT4rHzD333LHxxhtHclxhhRXK5/lCgAABAgQIEKiVQK0md+sxxqzV+DJZ92WM2ZvxZbqnMWZSsBAgQIAAAQIECLSqQK1yk+RZj/wk3adWOUpf8pMUV29yFPlJkrMQmIlA2x9iWQgQIEAgJwK/+tWvCm1PrCi0/d96YezYsYWPP/44J5HnJ8y2godC25M9isbJOf2z+uqrd2pAW0FKxTFtr0DqdEzasPvuu1cct8Yaa5SP22mnnSr2tSUShX/961/l/R2/3HXXXRXHp9h++9vflg+bMWNG4aSTTir079+/03GltpQ+U/yvvfZa+dzSl4svvrjQVuwxy/PTddoG96XTCjfeeGOnc9oG4uX9pS8d3X7/+98Xdtlll0Jqeym2rj4XXHDBwuTJk0uX8UmAAAECBAgQqJlAaSxSzRvUa4xZ7fFlMujrGLO348t0b2PMpGAhQIAAAQIECBBoVYFa5CbJsl75SbpXtXOUvuYnKabe5ijyk6RnIdC9QHS/yx4CBAgQyKLAn/70p0LbUyeKf0jf9iSIwttvv53FMHMb02233dapAGKuueYqvPzyyxVt6lhA0ZvCk/Hjx3e6Vyou6m454IADKo5feOGFC++//3758D333LNifykx6e4zFcW0Xx599NEeFa2UrleNwpPStXry2fa0l/bh+k6AAAECBAgQqIlAaVxSzYvXa4xZ7fFlMujLGLMv48t0795O7Jb6sCefxphJ2kKAAAECBAgQIJBFgdJ4ttqx1Ss/SXFXO0fpS36S4ulLjiI/SYIWAt0LeNVO2/9rWwgQIJA3gfvvvz++8Y1vxCuvvBKrrrpq/OUvf4llllkmb83IZLyvvvpq0bLtaTLl+NoKPOKll14qvhKmtLGnr9ppezJNnH/++aXTou2JJ3HfffcV19v+8xzDhg2L559/vrw/XfeWW24pr7f/MnTo0IpX8+y1115x1llnFQ955JFH4vOf/3y0VXyXT1lttdXi0EMPjeHDh0fbk1SKrw/629/+Vt6fHtXY9hSVWHPNNYvb9t9//zj11FPL+/v16xcHHXRQfOUrX4n0Pdk8++yz0ZaYFNuQ2tH2NJji8T19zGBHt9LNllhiidhkk01ilVVWibYntsQVV1wRd955Z2l38XPQoEHRVgBUsc0KAQIECBAgQKDaArV4nHW9xpjVHF8m176OMfsyvkz3N8ZMChYCBAgQIECAAIFWFahFbpIs65WfpHtVM0fpa36S4ulLjiI/SYIWAjMR6L4mxR4CBAgQyLJAW7FCYeWVVy4+4SK9GubBBx/Mcri5im233XareHLIwQcf3Cn+ajzxJF30uOOOq7hXW4FHYcqUKZ3u11ZsVHFc23/aC21FJOXj0tNv0rbSP5tvvnnho48+Ku9PX6ZNm1Z8bVDpmPR5+OGHl49ZZ511yuenfd/5znfK+zp+SU9aaf+qp95Wew8cOLDQVuxS8eSWdK/0yMS11167Ip4Ukyf8dOwJ6wQIECBAgEC1BUpjpWpft15jzGqNL1P7+zrG7Mv4Mt3fGDMpWAgQIECAAAECBFpVoFa5SfKsV36S7lWtHKWv+UmKpS85ivwkCVoIdC/gVTvd29hDgACBzAu8+eabhbYnSBT/cH6BBRYotD35JPMx5yXABx54oHDmmWcWHn/88S5DrlbhyeTJkwtzzjlnRYHFeeed1+mehx12WMUxbU+6KR/T9hSSin3zzz9/oe0JJ+X97b9cdNFFFcdut9125d0bbrhhxb5dd921vG9WX3o76O7uFUXpfmeccUZFPCnRmjRp0qxCsZ8AAQIECBAg0CeBWk7u1mOMWY3xZQKsxhizL+PLFIMxZlKwECBAgAABAgQItKpALXOTZFqP/CTdpxo5SjXykxRLX3IU+UkStBDoXkDhSfc29hAgQCAXAumpFrvsskvxD+jT0zLOPvvsXMSd9yCrVXiSHDbbbLOKAov0tJKOy6c//emKY9JTQkrL9ddfX7Gv7ZU1pV2dPtseR1hxbNurcsrH/PSnP63Y1/Yox8KYMWMKTz/9dPmY7r7UYtB91VVXVcSj8KQ7fdsJECBAgACBagrUenJ3ZrFWa4zZ1/FlirEaY8y+jC9TDMaYScFCgAABAgQIECDQqgKNzE2SebXyk3StvuYo1chPUhx9yVHkJ0nQQqB7AYUn3dvYQ4AAgVwJHHnkkeU/pD/kkEOKryrJVQNyFmw1B92XXXZZue9SMjFgwIDC1KlTyyIdi0X69+9feO2118r7Oz4ZZPHFFy+su+66Xf6TCk1KCUv6bP/klH/84x+FVGzSfn/6nrZ97WtfK1xyySWFDz/8sHzf9l9qMei+9tprO8XiiSft1X0nQIAAAQIEaiFQGgvV4tqzuma1xph9HV+mOKsxxuzL+DLFYIyZFCwECBAgQIAAAQKtKtDI3CSZVys/Sdfqa45SjfwkxdGXHEV+kgQtBLoXUHjSvY09BAgQyJ3AuHHjCnPPPXfxD+vTK0y6KxLIXcMyGHA1B93Tpk0rDBw4sKLI4uKLLy63+qijjqrY1/71OOmgAw44oGJ/KSHpyWcqKGm//OEPfyjMM8883V5v0KBBhZNPPrnTb8ugu72i7wQIECBAgECeBUpjqEa0oVpjzL6OL1PbqzXG7O34MsVgjJkULAQIECBAgAABAq0q0MjcJJlXKz9J1+prjlKt/CTF0tscRX6S9CwEuhdQeNK9jT0ECBDIpcDNN99cWHjhhYuFA+uss07FkzFy2aCMBl3NQXdqYseBc/viks997nMVhSDXXXddhcruu+9esb+UkPTkc9ddd624Vlq55557CsOHD5/pNddcc82K35ZBdydGGwgQIECAAIGcCpTGUI0Iv5pjzL6ML1PbqznG7M34MsVgjJkULAQIECBAgAABAq0q0MjcJJlXMz9J1+tLjlLN/CTF0pscRX6S5CwEuheYI+1q+z8uCwECBAg0kcCjjz4am2++ebS9liRWWmml+Mtf/hIrrrhiE7Ww8U0ZNWpUTJgwoRxI2xNmou1VNOX10pexY8fG+eefX1qNNdZYI+67777yeunLY489Fp/97GdLq7HAAgvElClTin3YVgRS3r7MMsvExIkTY8455yxvO/7446PtVUvl9baikGh73VJ5fWZfhg0bFm2v2+l0SBoejB8/Ps4777y48sor46OPPup0zOjRo6PtKTvF7TfddFNsvPHGFcekbRtttFHFtp66pZPS7zb9jtsv6Te97LLLtt/kOwECBAgQIECgqgJtrxksXq8R0yU9HSv1ZIzZl/FlAqj2GHN2x5cpBmPMpGAhQIAAAQIECBBoVYFG5ibJvJr5SbpeX3KUaucnKZ7ZzVHkJ0nNQmAmAm3/UlkIECBAoAkFXnzxxcIXvvCF4lMrFl988cJdd93VhK1sXJOqXe2dWpKeItL2n+zyP3/+858LJ5xwQnk97TviiCM6NTq9lqf9eeutt16nY/qy4fXXXy+ceOKJhUUWWaTiPnPNNVfxEYnp2qq9+yLsXAIECBAgQCBLAqVxVSNiqvYYs7fjy9T2Wo4xezK+TDEYYyYFCwECBAgQIECAQKsKNDI3SebVzk/SNXubo9QyP0lx9SRHkZ8kKQuB7gW8aqd7G3sIECCQe4F33nmn0PbEiGKxwDzzzFO46KKLct+mejUgvXPyoYceKkyfPr3LW9Zi0H3uuedWFHa0PVGkXDyUkoy2CvfCc8891yme+++/v+K81NdPP/10p+P6uuHWW2+tuE+KqXQfg+6+6jqfAAECBAgQyIpALSd36z3G7O34MvVFPcaYMxtfphiMMZOChQABAgQIECBAoFUFapmbJNN65yfpnr3NUeqRn6T4ZpajyE+SkIVA9wIKT7q3sYcAAQJNIfDJJ58Uvv/975cLBvbbb7/Cxx9/3BRtq1UjzjrrrMKgQYOKZm2vdSm0vUKn063aHjNYNk0JwFprrdXpmLSh47sn21610+VxaWMqFJp//vkrrltKLtJnumdXy7vvvltYdNFFK85bZ511ClOnTu3q8F5vS++9bB9P+v7ss88Wr2fQ3WtWJxIgQIAAAQIZEyiNd6odViPGmL0dX6a212OMObPxZYrBGDMpWAgQIECAAAECBFpVoFa5SfJsRH6S7tvbHKUe+UmKb2Y5ivwkCVkIdC+g8KR7G3sIECDQVAJpINm/f/9i4UB6FcvLL7/cVO2rVmM++OCDTq+UWWGFFQozZsyouMVOO+1UUYTRr1+/woEHHlgcsD/11FPlY2en8CSd1PH4UnKRPmf2xJozzjijIp50fHrFUnpVTxoQP/HEE4XHH3+8MGHChMJ5551X2HXXXQupqOb0008vx/rpT3+6sMkmmxR++tOfFu68887C5MmTi1XvqXjpH//4R2HdddetuMeSSy5ZfiKMQXeZ0RcCBAgQIEAg5wKl8Vc1m9HIMWZvx5ep/X0dY/ZlfJnub4yZFCwECBAgQIAAAQKtKlCL3CRZNjI/SffvbY7S1/wk3bsvOYr8JAlaCHQvoPCkext7CBAg0HQCqVp36aWXLhYPDB48uHDXXXc1XRv72qBbbrmloriiNLj/5z//WXHpY489tsvj0vFnnnlm+diOg+iZPfEknZQKPkr3bP/5qU99qvD++++Xr9vxSyoOWW211bo8t/11On4//vjjy5cqFSa1Pya93if9035b6XsqtCktBt0lCZ8ECBAgQIBA3gVKY51qtqORY8zeji9T+/s6xuzL+DLd3xgzKVgIECBAgAABAgRaVaAWuUmybGR+ku7f2xylr/lJundfchT5SRK0EOheQOFJ9zb2ECBAoCkFXnnllcLIkSOLhQRpkJWehGL5r0B6PU3H190stdRSxUn3/x5VKLz66quFhRZaqMuCjL4UnqR7fOYzn+l03fS6pFkt6akm6ZU/pYSkJ5+zKjzp7hrp6ScffvhhOSSD7jKFLwQIECBAgEDOBUrjn2o2o9FjzN6OL5NBX8aYXU3qlnw7fnYcX6Z7G2MmBQsBAgQIECBAgECrCpTGzNVuf6Pzk9Se3uYofclP0n37kqPIT5KghUD3AgpPurexhwABAk0r8PHHHxf+93//t1ygMGbMmOLj9Zq2wbPZsKOOOqowYMCAok8qQjnttNO6vEJ6gsznPve5smNKBL74xS8WrrzyyvLx//M//1Oxf+utty7v6+7LSSedVHFOuu7999/f3eEV29MrgdLrc9ITUkqJSfvPVEST1tMTb/bdd99C+9cCnX/++YXtttuuMOecc3Z5bjovtTfF995771Xc9/bbby+eU7p+OvaOO+6oOCatbLPNNhXXTr+97pZbb7214th0zX//+9/dHW47AQIECBAgQKAqAmnMkf6p9tLbMWaaGF111VW7HWOm/d/4xjdmGm4aH5baVfrs6fgyXXhmY8x0/0UXXbR4/Y5jzDS+TK9yTK+ALN2342d6ImOKr+P4Mt03jTHbXz+d29UYc8stt6y4/uyMMdP1jTGTtoUAAQIECBAgQCBrAqWxcy3i6m1+kmJaZpllus1P0v711ltvliH3ZQ58+vTpM50DL7l1zE9SUClH2WCDDWY6Bz5w4MCZzoGXrp8+u8pP1l9//V7nJ+makyZNmqWfAwhkUWCOFFTbj9hCgAABAi0ocPHFF8d3v/vdaHuFS7QVTMTll18eQ4YMaUGJzk1+/fXXo+1VRNE2SIwFF1yw8wHttrzxxhvRNhiMtirtmGeeedrtadzX9J/3f/3rX/Hkk09GWxV4pBi//vWvx4gRI4qxDh06NNpeodNlgKntjzzySPH8tur3mDZtWiy55JLx1a9+NdqSii7PsZEAAQIECBAg0CwCpTFSLaZLZneMmcZzK6+8csw999yZ4O04xnz77bdj1113jbai52gr3ojhw4d3OcZseyR23HvvvfHcc89F+/HlsGHDou1VlNFW+JyJ9gmCAAECBAgQIECAQJYEapmbpHbObn6S5sCXX3754vg/C04d85M0B95WbBJthfvR9hdK47Of/WyX+UmK/eWXX47HH3+80xz4CiusUJxDb/uLqVloohgI5EpA4UmuukuwBAgQqL7AP/7xj2h7Ckc8++yzsdhii8Ull1wSG220UfVv1CRXnPHeuzHn/At025pP2gasc7UVaXS32F9bnxnvtvXPAt33T3f9YjsBAgQIECBAoCRQ68nd0n3af85sDFNoKwJOY9B+iyza/pTyd/tr79M2Wx1zZKT4p9zxvhAgQIAAAQIECDS9QCNyk6ZH1UACBGomoPCkZrQuTIAAgfwIvPXWW/Gd73wnrr322ujXr1/8+Mc/jkMOOSQ/DahjpO8ec1jM9Y1tYp4vrtHpru/84sSY9ueLY/6Tf2N/g3z6r75qDNhos059YwMBAgQIECBAoKcCjZjcfWv3HWLBk06PfostXhFmKip5e58xUXjz9Vjo1xfZ3yCfhU78VczZTeFPRYdZIUCAAAECBAgQIFBFgUbkJin8jydOjLm7ezL6jBnxwd13xrzrfLXrltpfc59PXnwx5vJk8q5/f7Y2VEDhSUP53ZwAAQLZEUiPpTv66KPjuOOOSy+0j2222SbGjRs3y9fMZKcF9Ynk3WMPi4/GX9+puCQVnXz0+3NizsWXiMKHH9jfofimXj4L/er86L/2evX5MbgLAQIECBAg0JQCjZjcfWOrDdqeqNG/orikVHTyyT8eiDnmmz/mXHRx+9sV39TTZ7Gb/xZzLDDz12825b8MGkWAAAECBAgQINBQgUbkJqnB7xx1UMwxfPVYYKfvVLa/rajk7QP2iY/vHB/z7P8j+xvkM88mm8WAzbas7BtrBLIg0PaHixYCBAgQIFAWuPrqqwsLL7xwoe2/UYW298kXnnjiifI+XwqFGe9MLby5y9aF19YbUfjg/vuKJFN//rPClC8MK7x3xi/sb7CP3ygBAgQIECBAoK8CaRyc/qnn8vFTjxde2+BLhTe22aTwyWtTCjM++qjw5nd3Kkz5ymcKH91+S8H+xvrU87fgXgQIECBAgAABAgRKAo3ITdK93zvz5MKUNVYqvPO735ZCKRSmTy+8td9exe1vfXdH+xvoM+2Bv/23X3wjkCGB+s6kZKjhQiFAgACB7gWefvrpwuc+97nihPtCCy1UuPLKK7s/uAX3tC8+efvg/y0XnZQo7P9vcU4jfEr94JMAAQIECBAg0BuBRk3uti8ueXPsf4tOSm2w/7/FJ43wKfWDTwIECBAgQIAAAQL1EmhUbpKKTKYeddB/i0vaFZ18eE3bnxXY31ifev0A3YfAbAooPJlNMIcTIECgVQTefffdwg477FAsPml7pF/hsMMOK3z88cet0vxZtrNUXFJ60knHE+z/T/FJo3w69od1AgQIECBAgEBPBRo2udsWYKm4pPSkk44x2/+f4pNG+XTsD+sECBAgQIAAAQIEainQyNykfXHJGzt/s1iEUiw6KTW4XfGJ/Q3wKfWDTwIZEpgjxdL2f1wWAgQIECDQpcDJJ58chxxySHzyySex1lprxe9+97sYOnRol8e22sbCu+/ER9dfHfNsu1OXTbe/sT5ddoqNBAgQIECAAIFZCDTqPeqlsD55+omY8erL0X+d9UubKj7tb6xPRWdYIUCAAAECBAgQIFBDgUbnJjFjRrxz7KHx0bVXxYJHnxgDNv9mZWvtb6xPZW9YI9BwAYUnDe8CARAgQCD7ArfffnvsvPPOMXny5Gh79U6cddZZsdNOXRdbZL81IiRAgAABAgQIECDQvUDDJ3e7D80eAgQIECBAgAABAgRaSCATuUlbccnHjzwQc49Yo2t5+xvr03Wv2EqgIQIKTxrC7qYECBDIn8Cbb74Ze+yxR1x22WXF4Hfdddc4/fTTY8EFF8xfY0RMgAABAgQIECBAoBuBTEzudhObzQQIECBAgAABAgQItI6A3KR1+lpLCTSDgMKTZuhFbSBAgEAdBc4999zYb7/94v33349hw4bF73//+/jyl79cxwjcigABAgQIECBAgEDtBEzu1s7WlQkQIECAAAECBAgQ6LmA3KTnVo4kQKDxAgpPGt8HIiBAgEDuBJ588snYcccd48EHH4y55porjj322DjkkENizjnnzF1bBEyAAAECBAgQIECgvYDJ3fYavhMgQIAAAQIECBAg0CgBuUmj5N2XAIHeCCg86Y2acwgQIEAgpk2bFocddliccsopUSgUYtSoUfHb3/42ll56aToECBAgQIAAAQIEcitgcje3XSdwAgQIECBAgAABAk0lIDdpqu7UGAJNL6DwpOm7WAMJECBQW4Ebb7wxdtttt3j55Zdj0UUXjfPOOy+++c1v1vamrk6AAAECBAgQIECgRgImd2sE67IECBAgQIAAAQIECMyWgNxktrgcTIBAgwUUnjS4A9yeAAECzSAwZcqUGDNmTFx77bXF5uy5557FJ6HMO++8zdA8bSBAgAABAgQIEGghAZO7LdTZmkqAAAECBAgQIEAgwwJykwx3jtAIEOgkoPCkE4kNBAgQINBbgdNOOy0OPvjg+Oijj2LllVeOiy++OFZfffXeXs55BAgQIECAAAECBOouYHK37uRuSIAAAQIECBAgQIBAFwJyky5QbCJAILMCCk8y2zUCI0CAQD4FHnnkkdhxxx3jscceiwEDBsTPfvaz2G+//fLZGFETIECAAAECBAi0nIDJ3Zbrcg0mQIAAAQIECBAgkEkBuUkmu0VQBAh0I6DwpBsYmwkQIECg9wIffPBBHHDAAXH22WcXL7LZZpvFBRdcEEsssUTvL+pMAgQIECBAgAABAnUQMLlbB2S3IECAAAECBAgQIEBglgJyk1kSOYAAgQwJKDzJUGcIhQABAs0m8Kc//SnGjh0br7/+egwaNCjOO++82HzzzZutmdpDgAABAgQIECDQRAImd5uoMzWFAAECBAgQIECAQI4F5CY57jyhE2hBAYUnLdjpmkyAAIF6Crz44ouxyy67xC233FK87a677hqnnnpqLLLIIvUMw70IECBAgAABAgQI9EjA5G6PmBxEgAABAgQIECBAgECNBeQmNQZ2eQIEqiqg8KSqnC5GgAABAl0JzJgxI375y1/G4YcfHuk1PEsuuWTxNTxbbbVVV4fbRoAAAQIECBAgQKBhAiZ3G0bvxgQIECBAgAABAgQItBOQm7TD8JUAgcwLKDzJfBcJkAABAs0j8MwzzxRfvfPXv/612KgddtghfvWrX8Xiiy/ePI3UEgIECBAgQIAAgVwLmNzNdfcJngABAgQIECBAgEDTCMhNmqYrNYRASwgoPGmJbtZIAgQIZEegUCjEGWecEYceemi89957MXDgwOL6dtttl50gRUKAAAECBAgQINCyAiZ3W7brNZwAAQIECBAgQIBApgTkJpnqDsEQIDALAYUnswCymwABAgRqI/DCCy/Ed7/73Rg/fnzxBttss02xAGXQoEG1uaGrEiBAgAABAgQIEOiBgMndHiA5hAABAgQIECBAgACBmgvITWpO7AYECFRRQOFJFTFdigABAgRmX+Ccc86Jgw46KKZOnRqLLbZY/PKXv4ydd9559i/kDAIECBAgQIAAAQJVEDC5WwVElyBAgAABAgQIECBAoM8CcpM+E7oAAQJ1FFB4UkdstyJAgACBrgUmT54ce+yxR1x//fXFA7bYYos4++yzY/DgwV2fYCsBAgQIECBAgACBGgmY3K0RrMsSIECAAAECBAgQIDBbAnKT2eJyMAECDRZQeNLgDnB7AgQIEPivwLhx4+KAAw6It956Kz71qU/FySefHGPGjPnvAb4RIECAAAECBAgQqLGAyd0aA7s8AQIECBAgQIAAAQI9EpCb9IjJQQQIZERA4UlGOkIYBAgQIPAfgRdffDH22muvuPrqq4sbNt1000iv41l22WURESBAgAABAgQIEKi5gMndmhO7AQECBAgQIECAAAECPRCQm/QAySEECGRGQOFJZrpCIAQIECDQXuB3v/td7LfffvH666/HQgstFCeddFJ873vfi9Jgu/2xvhMgQIAAAQIECBColkBpvFkoFKp1SdchQIAAAQIECBAgQIDAbAvITWabzAkECDRQQOFJA/HdmgABAgRmLvDKK6/EPvvsE5dffnnxwA022CDOPffcGDp06MxPtJcAAQIECBAgQIBALwVM7vYSzmkECBAgQIAAAQIECFRVQG5SVU4XI0CgxgIKT2oM7PIECBAg0HeBP/7xj8UClClTpsT8/6+9+wCTqjofB/xJR8FCLFhwwVixEzWChSXWqFFjN2gAE0lsGI0tiQpqjDFYojH2CGgsESx/Y9cIqLGT2LsCYtcogogo5b93/O3KMLPLltndmbnvPM9m5p5777nnvOfG5Tv7zblLLRXDhw+PX/3qV9G+ffumV64GAgQIECBAgAABAgsJmNxdCMNHAgQIECBAgAABAgRaTUBs0mr0LkyAQCMEJJ40As0pBAgQINDyAh9//HEMGzYsrr/++szFe/fuHX/961+jsrKy5RvjigQIECBAgAABAmUrYHK3bIdWxwgQIECAAAECBAiUlIDYpKSGS2MJpF5A4knqbwEABAgQKC2B++67L4488sh49dVXMw0fOHBgnHPOOdG9e/fS6ojWEiBAgAABAgQIFKWAyd2iHBaNIkCAAAECBAgQIJA6AbFJ6oZchwmUtIDEk5IePo0nQIBAOgW++uqrGDlyZJx55pkxe/bsWHrppeOMM87IPI6nbdu26UTRawIECBAgQIAAgYIImNwtCKNKCBAgQIAAAQIECBBoooDYpImATidAoEUFJJ60KLeLESBAgEAhBaZMmRJHH3103HbbbZlqN95447j44oujX79+hbyMuggQIECAAAECBFIkYHI3RYOtqwQIECBAgAABAgSKWEBsUsSDo2kECOQISDzJIVFAgAABAqUmcPvtt8ewYcNi8uTJkfxjfMiQIXH22WfH8ssvX2pd0V4CBAgQIECAAIFWFjC528oD4PIECBAgQIAAAQIECGQExCZuBAIESklA4kkpjZa2EiBAgECtAskjd84666z405/+FHPmzInlllsus33ooYdGmzZtaj3PDgIECBAgQIAAAQILC5jcXVjDZwIECBAgQIAAAQIEWktAbNJa8q5LgEBjBCSeNEbNOQQIECBQtAKvv/56HHnkkXHPPfdk2rj55ptnHr+z2WabFW2bNYwAAQIECBAgQKB4BEzuFs9YaAkBAgQIECBAgACBNAuITdI8+vpOoPQEJJ6U3phpMQECBAjUQ+Cmm26KY445JqZNm5ZZ8WTo0KHxhz/8IbMSSj1OdwgBAgQIECBAgEBKBUzupnTgdZsAAQIECBAgQIBAkQmITYpsQDSHAIE6BSSe1MljJwECBAiUssCsWbPi9NNPj/PPPz++/vrrWGGFFeLss8+OwYMHR/U/2ku5f9pOgAABAgQIECBQeIHqfycuWLCg8JWrkQABAgQIECBAgAABAvUUEJvUE8phBAgUhYDEk6IYBo0gQIAAgeYUeOmll+KII46I8ePHZy7Tr1+/zON3Nt544+a8rLoJECBAgAABAgRKUMDkbgkOmiYTIECAAAECBAgQKEMBsUkZDqouEShjAYknZTy4ukaAAAEC2QLXXXddHHfccfHee+9F27Zt47DDDovhw4fH8ssvn32gLQIECBAgQIAAgdQKmNxN7dDrOAECBAgQIECAAIGiEhCbFNVwaAwBAosRkHiyGCC7CRAgQKC8BGbMmBGnnnpqXHTRRTFv3rxYZpll4ne/+10MGzYsOnbsWF6d1RsCBAgQIECAAIEGC5jcbTCZEwgQIECAAAECBAgQaAYBsUkzoKqSAIFmE5B40my0KiZAgACBYhZ44YUXMquf3H333Zlm9uzZM84666zYf//9o/of9MXcfm0jQIAAAQIECBBoHoHqfwsuWLCgeS6gVgIECBAgQIAAAQIECNRDQGxSDySHECBQNAIST4pmKDSEAAECBFpD4L777sskoDz77LOZy2+xxRZx7rnnxtZbb90azXFNAgQIECBAgACBVhYwudvKA+DyBAgQIECAAAECBAhkBMQmbgQCBEpJQOJJKY2WthIgQIBAswjMnz8/Ro8eHaecckq8++67mWvstddecfbZZ8eaa67ZLNdUKQECBAgQIECAQHEKmNwtznHRKgIECBAgQIAAAQJpExCbpG3E9ZdAaQtIPCnt8dN6AgQIECigwKxZs+Kcc86JkSNHRvK5ffv2cfjhh8epp54a3bp1K+CVVEWAAAECBAgQIFCsAiZ3i3VktIsAAQIECBAgQIBAugTEJukab70lUOoCEk9KfQS1nwABAgQKLvDee+9lVj8ZNWpUJKuhLLvssnHyySfHUUcdFR06dCj49VRIgAABAgQIECBQPAImd4tnLLSEAAECBAgQIECAQJoFxCZpHn19J1B6AhJPSm/MtJgAAQIEWkjgueeei+OOOy7uvffezBV79eoVf/zjH2O//fZroRa4DAECBAgQIECAQEsLmNxtaXHXI0CAAAECBAgQIEAgn4DYJJ+KMgIEilVA4kmxjox2ESBAgEDRCNx9991x/PHHx/PPP59p05Zbbhnnnntu9OvXr2jaqCEECBAgQIAAAQKFETC5WxhHtRAgQIAAAQIECBAg0DQBsUnT/JxNgEDLCkg8aVlvVyNAgACBEhWYN29eXHXVVXHqqafG+++/n+nFvvvum1kBZY011ijRXmk2AQIECBAgQIDAogImdxcVsU2AAAECBAgQIECAQGsIiE1aQ901CRBorIDEk8bKOY8AAQIEUinw+eefx5/+9KfMiidffPFFdOjQIY488sg4+eSTY7nllkuliU4TIECAAAECBMpJwORuOY2mvhAgQIAAAQIECBAoXQGxSemOnZYTSKOAxJM0jro+EyBAgECTBd55551MssnVV18d8+fPzySdJI/jOeqoo6JLly5Nrl8FBAgQIECAAAECrSNgcrd13F2VAAECBAgQIECAAIFsAbFJtoctAgSKW0DiSXGPj9YRIECAQJELPPPMM3HcccfF/fffn2npCiusECeeeGIcfvjh0blz5yJvveYRIECAAAECBAgsKmByd1ER2wQIECBAgAABAgQItIaA2KQ11F2TAIHGCkg8aayc8wgQIECAwEIC48ePj1NOOSX+/e9/Z0q7d+8ev/3tb2Po0KHRsWPHhY70kQABAgQIECBAoJgFTO4W8+hoGwECBAgQIECAAIH0CIhN0jPWekqgHAQknpTDKOoDAQIECBSNwN133x2nnnpqPPnkk5k2rbbaaplH8hxyyCHRvn37ommnhhAgQIAAAQIECOQXMLmb30UpAQIECBAgQIAAAQItKyA2aVlvVyNAoGkCEk+a5udsAgQIECCQV+C2227LJKAkj+JJXr169cpsH3zwwdG2bdu85ygkQIAAAQIECBBofQGTu60/BlpAgAABAgQIECBAgECE2MRdQIBAKQlIPCml0dJWAgQIECgpgQULFsS4ceNixIgR8eKLL2bavtZaa2W2DzjggGjTpk1J9UdjCRAgQIAAAQJpEDC5m4ZR1kcCBAgQIECAAAECxS8gNin+MdJCAgS+FZB48q2FTwQIECBAoFkE5s+fH9dff32cdtpp8dprr2Wu0bt378z23nvvXZO53iwXVykBAgQIECBAgECDBEzuNojLwQQIECBAgAABAgQINJOA2KSZYFVLgECzCEg8aRZWlRIgQIAAgVyBefPmxdVXXx1nnHFGTJ48OXPAxhtvHKeffnrsvvvuuScoIUCAAAECBAgQaHEBk7stTu6CBAgQIECAAAECBAjkERCb5EFRRIBA0QpIPCnaodEwAgQIEChXga+//jquuuqqOPPMM2PatGmZbm6++eaZBJSdd965XLutXwQIECBAgACBkhAwuVsSw6SRBAgQIECAAAECBMpeQGxS9kOsgwTKSkDiSVkNp84QIECAQCkJzJkzJy6//PI466yz4r333ss0vV+/fpkVUX7wgx+UUle0lQABAgQIECBQNgImd8tmKHWEAAECBAgQIECAQEkLiE1Kevg0nkDqBCSepG7IdZgAAQIEik1g9uzZcfHFF8fZZ58dH330UaZ5lZWVccopp4QElGIbLe0hQIAAAQIEyl3A5G65j7D+ESBAgAABAgQIECgNAbFJaYyTVhIg8I2AxBN3AgECBAgQKBKBzz//PP7yl7/EyJEj49NPP820KnkEz29+85vYc889ozrQKJLmagYBAgQIECBAoCwFqv/NtWDBgrLsn04RIECAAAECBAgQIFAaAmKT0hgnrSRA4BsBiSfuBAIECBAgUGQCM2bMiIsuuiguuOCC+PDDDzOtW3fddePEE0+MgQMHRvv27YusxZpDgAABAgQIECgfAZO75TOWekKAAAECBAgQIECglAXEJqU8etpOIH0CEk/SN+Z6TIAAAQIlIpA8gueqq66Kc845J6ZMmZJpdY8ePeLXv/51HHroobHkkkuWSE80kwABAgQIECBQOgImd0tnrLSUAAECBAgQIECAQDkLiE3KeXT1jUD5CUg8Kb8x1SMCBAgQKDOBuXPnxg033BBnn312PP/885nefec734lhw4bFkUceGd26dSuzHusOAQIECBAgQKD1BEzutp69KxMgQIAAAQIECBAg8K2A2ORbC58IECh+AYknxT9GWkiAAAECBDICCxYsiNtvvz3OOuusePTRRzNlXbp0iaFDh8axxx4bq666KikCBAgQIECAAIEmCpjcbSKg0wkQIECAAAECBAgQKIiA2KQgjCohQKCFBCSetBC0yxAgQIAAgUIKTJw4Mf74xz/G3Xffnam2Q4cOcfDBB8cJJ5wQa6+9diEvpS4CBAgQIECAQKoETO6marh1lgABAgQIECBAgEDRCohNinZoNIwAgTwCEk/yoCgiQIAAAQKlIvD0009nElDGjRsX8+bNizZt2sTee+8dJ510UvTp06dUuqGdBAgQIECAAIGiETC5WzRDoSEECBAgQIAAAQIEUi0gNkn18Os8gZITkHhSckOmwQQIECBAIFfg9ddfj5EjR8aYMWNizpw5mQN23HHHTALKgAEDck9QQoAAAQIECBAgkFfA5G5eFoUECBAgQIAAAQIECLSwgNikhcFdjgCBJglIPGkSn5MJECBAgEBxCbz33ntx3nnnxWWXXRYzZ87MNO773/9+JgFljz32iOpgpbharTUECBAgQIAAgeIRqP730oIFC4qnUVpCgAABAgQIECBAgEDqBMQmqRtyHSZQ0gIST0p6+DSeAAECBAjkF5g+fXpcdNFFceGFF8ZHH32UOWi99daLY445Jg466KDo3Llz/hOVEiBAgAABAgRSLmByN+U3gO4TIECAAAECBAgQKBIBsUmRDIRmECBQLwGJJ/VichABAgQIEChNgdmzZ8eVV14Z5557bkydOjXTiW7dusXQoUPj8MMPjx49epRmx7SaAAECBAgQINBMAiZ3mwlWtQQIECBAgAABAgQINEhAbNIgLgcTINDKAhJPWnkAXJ4AAQIECLSEwNy5c2Ps2LFxwQUXxOOPP565ZLt27eLHP/5xHH300bHVVlu1RDNcgwABAgQIECBQ9AImd4t+iDSQAAECBAgQIECAQCoExCapGGadJFA2AhJPymYodYQAAQIECNRP4IknnsgkoCSJKF9//XXmpD59+mQSUA444IDo0KFD/SpyFAECBAgQIECgDAVM7pbhoOoSAQIECBAgQIAAgRIUEJuU4KBpMoEUC0g8SfHg6zoBAgQIpFvgvffei4svvjguu+yy+OijjzIYK620Uvzyl7/M/HTv3j3dQHpPgAABAgQIpFLA5G4qh12nCRAgQIAAAQIECBSdgNik6IZEgwgQqENA4kkdOHYRIECAAIE0CMyZMyeuv/76uPDCC+O///1vpsvJqif77bdfDBs2LDbffPM0MOgjAQIECBAgQCAjYHLXjUCAAAECBAgQIECAQDEIiE2KYRS0gQCB+gpIPKmvlOMIECBAgEAKBB588MFMAsqtt94a8+bNy/S4b9++mcfw7L333tGuXbsUKOgiAQIECBAgkGYBk7tpHn19J0CAAAECBAgQIFA8AmKT4hkLLSFAYPECEk8Wb+QIAgQIECCQOoG33norLrroorjyyivj008/zfR/1VVXjcMPPzyGDh0ayy+/fOpMdJgAAQIECBBIh4DJ3XSMs14SIECAAAECBAgQKHYBsUmxj5D2ESCwsIDEk4U1fCZAgAABAgSyBL744ou45pprMqugvPjii5l9nTp1ioEDB2Yew7PRRhtlHW+DAAECBAgQIFDqAiZ3S30EtZ8AAQIECBAgQIBAeQiITcpjHPWCQFoEJJ6kZaT1kwABAgQINFHg/vvvjwsuuCDuvPPOmD9/fqa2ysrKTALKj370I4/haaKv0wkQIECAAIHiEDC5WxzjoBUECBAgQIAAAQIE0i4gNkn7HaD/BEpLQOJJaY2X1hIgQIAAgVYXeP311zOP4Rk1alTMmDEj056VV145hgwZEj//+c+jV69erd5GDSBAgAABAgQINFbA5G5j5ZxHgAABAgQIECBAgEAhBcQmhdRUFwECzS0g8aS5hdVPgAABAgTKVGDmzJmRJJ9cdtllUf0YniQY2n777ePQQw+NPffcM9q3b1+mvdctAgQIECBAoFwFTO6W68jqFwECBAgQIECAAIHSEhCblNZ4aS2BtAtIPEn7HaD/BAgQIECgAAIPP/xwXHHFFTF27NiYPXt2psYVV1wxBg0alFkFZe211y7AVVRBgAABAgQIEGh+AZO7zW/sCgQIECBAgAABAgQILF5AbLJ4I0cQIFA8AhJPimcstIQAAQIECJS8wPTp0+Pvf/97Jgnl2WefrelPZWVlZhWUvffeOzp27FhT7gMBAgQIECBAoNgETO4W24hoDwECBAgQIECAAIF0CohN0jnuek2gVAUknpTqyGk3AQIECBAocoHHH388k4Byww03xKxZszKt7datW/z0pz/NJKH07t27yHugeQQIECBAgEAaBUzupnHU9ZkAAQIECBAgQIBA8QmITYpvTLSIAIHaBSSe1G5jDwECBAgQIFAAgZkzZ8Z1112XSUKZNGlSTY1bbbVVJgFlv/32i86dO9eU+0CAAAECBAgQaE0Bk7utqe/aBAgQIECAAAECBAhUC4hNqiW8EyBQCgIST0phlLSRAAECBAiUicB///vfuPzyyzOJKDNmzMj0aplllomDDjook4Sy8cYbl0lPdYMAAQIECBAoZoEFCxZEsirb/Pnzc5qZ/LskeSWPD1z01aZNmzjggAOiegJ40f22CRAgQIAAAQIECBAg0BABsUlDtBxLgEAxC0g8KebR0TYCBAgQIFCmAl988UXmjz1XXHFFPPbYYzW93GKLLTIJKMkfdLp06VJT7gMBAgQIECBAoNACBx54YObfIw2pNzknWcnNiwABAgQIECBAgAABAoUS+MlPfhLXX399g6pL5k8bek6DLuBgAgQINFBA4kkDwRxOgAABAgQIFFbg+eefz6yCknyr+NNPP81U3rVr10j+sDNkyJDYcsstC3tBtREgQIAAAQIEqgReeuml2GCDDfKuepIPKFntJPl3y3rrrZdvtzICBAgQIECAAAECBAg0SqAxsclzzz0XvXv3btT1nESAAIHmEJB40hyq6iRAgAABAgQaLPDll1/GuHHjMkkoDz30UM353/3ud+Pggw+OgQMHxpprrllT7gMBAgQIECBAoKkCDVn1xGonTdV2PgECBAgQIECAAAECtQk0JDax2kltisoJEGhNAYknranv2gQIECBAgEBegZdffjmuuuqqzFL277zzTs0xffv2jYMOOij233//+M53vlNT7gMBAgQIECBAoDEC9f1modVOGqPrHAIECBAgQIAAAQIE6ivQkNjEaif1VXUcAQItKSDxpCW1XYsAAQIECBBokMD8+fPjgQceiOQxPDfffHPMnDkzc3779u3jhz/8YWYllN122y06derUoHodTIAAAQIECBCoFqjPNwt9o7BayzsBAgQIECBAgAABAs0lIDZpLln1EiDQEgIST1pC2TUIECBAgACBJgvMnj07br311rjmmmvivvvui7lz52bqXGaZZWLffffNrISy7bbbxhJLLNHka6mAAAECBAgQSI/A4r5ZaLWT9NwLekqAAAECBAgQIECgNQXEJq2p79oECDRVQOJJUwWdT4AAAQIECLS4wIcffhjXX399ZiWUp556qub6q6++egwcODCThNK7d++ach8IECBAgAABAnUJ1PXNQqud1CVnHwECBAgQIECAAAEChRQQmxRSU10ECLSkgMSTltR2LQIECBAgQKDgAq+88kpmFZRrr702pkyZUlN/nz59Mo/iSYK1lVZaqabcBwIECBAgQIDAogK1fbPQaieLStkmQIAAAQIECBAgQKA5BcQmzamrbgIEmlNA4klz6qqbAAECBAgQaDGBBQsWxMMPP5xJQhk7dmxMnz49c+22bdvGDjvskFkF5cc//nEsueSSLdYmFyJAgAABAgRKRyDfNwutdlI646elBAgQIECAAAECBMpFQGxSLiOpHwTSJSDxJF3jrbcECBAgQCAVAnPmzInbb7898yieO++8M7766qtMv7t06RJJ8snBBx8cP/jBDyJJSvEiQIAAAQIECCQCi36z0Gon7gsCBAgQIECAAAECBFpDQGzSGuquSYBAUwUknjRV0PkECBAgQIBAUQt88sknceONN2ZWQnnkkUdq2rrCCitkklD22WefGDBgQLRr165mnw8ECBAgQIBAOgUW/mah1U7SeQ/oNQECBAgQIECAAIFiEBCbFMMoaAMBAg0RkHjSEC3HEiBAgAABAiUt8Oabb2ZWQbn++uvj5ZdfrulLt27dYs8994y99947tt9+++jQoUPNPh8IECBAgACB9AhUf7Mw6fHzzz8f6623Xno6r6cECBAgQIAAAQIECBSNgNikaIZCQwgQqKeAxJN6QjmMAAECBAgQKC+B5I9J48aNy/y88MILNZ1bZpllYo899ohkJZQdd9wxOnbsWLPPBwIECLSWwJQpU2LChAmRvCev5L36Z+rUqZky/0OAAAECBIpdoKKiItPEnj17RvKTvJL3ysrKzE+mwP8QIECAQFELJHGI2KSoh0jjCBAgQKAeAmKTeiA18BCJJw0EczgBAgQIECBQfgLJ6ifVSSjPPPNMTQe7du0aP/rRjzJJKDvvvHN07ty5Zp8PBAgQaG6B6gnd0aNHx8SJE5v7cuonQIAAAQKtKpBM/CYJKMlr8ODBNZ8zBf6HAAECBFpVQGzSqvwuToAAAQItLCA2aRy4xJPGuTmLAAECBAgQKFOB119/vSYJZdKkSTW9XGqppWLXXXfNJKHssssukWx7ESBAoDkERowYEUmyiZVMmkNXnQQIECBQKgLVk73J70QvAgQIEGgdAbFJ67i7KgECBAgUl4DYpH7jIfGkfk6OIkCAAAECBFIoMHny5LjpppsyiShPPPFELFiwIKOQrHzywx/+MJOEsttuu0WyMooXAQIEmiqQ/GFtyJAhTa3G+QQIECBAoKwEkkneZAWU5I+fXgQIECDQMgJik5ZxdhUCBAgQKC0BsUnd4yXxpG4fewkQIECAAAECGYFp06bVJKE88sgjNUkoHTt2jJ122imThJI8lmfZZZclRoAAgQYJJM9HT/6gZoWTBrE5mAABAgRSJpBM8ibJJ8nvTC8CBAgQaB4BsUnzuKqVAAECBMpLQGySfzwlnuR3UUqAAAECBAgQqFXg3XffjZtvvjmzEspDDz0U8+fPzxzboUOH2H777WOvvfaKZCWUlVZaqdY67CBAgEAyqZv8AW3ixIn1wqioWLXqj237ZY7t2bNH9Oy52jc/FT3qdb6DCBAgQIBAawtMmTot04QpU96O5Cd5TZkyLSZMeLTq9+Fjme3F/U8yyZv8Du3Zs+fiDrWfAAECBOopIDapJ5TDCBAgQKBsBMQmhR9KiSeFN1UjAQIECBAgkCKBDz74IG655ZZMEkoyUTNv3rxM75dYYonYbLPNMgkoSRLKpptuGkmZFwECBBKB5L8XAwYMWCxG//5bRmVl36qEk32jpwSTxXo5gAABAgRKVyCZ+J0w4bEYPfrGxSah+IZh6Y6zlhMgUHwCYpPiGxMtIkCAAIHWFRCbNM5f4knj3JxFgAABAgQIEMgR+Pjjj+PWW2/N/DzwwAMxe/bsmmNWXnnl2HXXXTOJKMmqKEsttVTNPh8IEEiXQH0mdgcN2idGjzo/XTB6S4AAAQIE/k8gmegdMeK8GDNmXK0mSfJJ8tidZPUwLwIECBBonIDYpHFuziJAgACB9AiITeo/1hJP6m/lSAIECBAgQIBAvQWSpJMk+eT222+PO+64I6ZN+2ZZ8aSCjh07ZlY6qE5EsUx4vVkdSKDkBSorK+t8tE6ywsno0edZ3aTkR1oHCBAgQKAQAskk7+DBx9a5AsqgQYOqfneOLsTl1EGAAIFUCYhNUjXcOkuAAAECTRQQmyweUOLJ4o0cQYAAAQIECBBossAzzzyTSUBJElEef/zxmD9/fk2d66+/fmYllCQRpV+/ftG2bduafT4QIFA+AnVN7CYJJyNGHBuV/fuWT4f1hAAB1JvQRwAAPiZJREFUAgQIFEhgwsRHqxJQjompU9/JW2P//v2rHtMzIe8+hQQIECCQKyA2yTVRQoAAAQIE6iMgNqldSeJJ7Tb2ECBAgAABAgSaRSB5JM+dd96ZSUS555574rPPPqu5Trdu3WLnnXfOJKIk78stt1zNPh8IEChdgcVN7E4YP7Z0O6flBAgQIECgBQQWt8S1lU9aYBBcggCBshAQm5TFMOoEAQIECLSigNgkP77Ek/wuSgkQIECAAAECLSIwd+7ceOihh2oeyfPKK6/UXDdZ+SRZAWW33XbL/PTu3btmnw8ECJSOQLL8/5AhQ/I2eNCgfWL0qPPz7lNIgAABAgQIZAskE7yjR4+N007L/7tz+PDhVSuIjcg+yRYBAgQI1AiITWoofCBAgAABAk0SEJvk8kk8yTVRQoAAAQIECBBoNYHXX3+9JgnlwQcfjK+++qqmLT179qx5JM+2224bSy65ZM0+HwgQKE6BZNn/AQMG5G3c+PE3erROXhmFBAgQIECgboHRY8ZWJXUem3NQRUVFJvFk8ODBOfsUECBAIO0CYpO03wH6T4AAAQLNISA2+VZV4sm3Fj4RIECAAAECBIpKYObMmXHvvfdmElGSR/N8+OGHNe3r0KFDbLXVVrHddtvF9ttvH5tttlkkK6R4ESBQPAImdotnLLSEAAECBMpPoK4J3uR3cJK07UWAAAEC3wiITdwJBAgQIECg+QTEJt/YSjxpvntMzQQIECBAgACBggksWLAgnnzyyUwSyj333BOTJk2KefPm1dS/zDLLRPKc5iQJJflZd911a/b5QIBA6wjU9ux0j9dpnfFwVQIECBAoP4ERp52X97E7yconU6ZMKb8O6xEBAgQaKSA2aSSc0wgQIECAQD0FxCYREk/qebM4jAABAgQIECBQTALTp0+P8ePHx/333x//+te/4pVXXslq3iqrrFKThJKsipJsexEg0HICtT07vX//LWPC+LEt1xBXIkCAAAECZSyQPFd9xIjzYsyYcTm9HDVqVHjkTg6LAgIEUiggNknhoOsyAQIECLS4gNhE4kmL33QuSIAAAQIECBBoDoG33347k4RSnYjy/vvvZ11mvfXWq0lE6d+/fyQrpHgRINB8Asny/lOnTs26gKSTLA4bBAgQIECgIALJBG9l5b5Vv3ffyarPqidZHDYIEEixgNgkxYOv6wQIECDQogJpj02seNKit5uLESBAgAABAgRaRuCFF16oSUSZOHFizJw5s+bCbdu2jc033zyTiJKshtKvX7/o0KFDzX4fCBBomsCIESOqlv0/LaeS8eNvjMr+fXPKFRAgQIAAAQJNE5gw8dEYMGC/nEqGDx9etSLKiJxyBQQIEEiLgNgkLSOtnwQIECBQLAJpjk0knhTLXagdBAgQIECAAIFmEpg7d2488cQTNYkojz32WHz99dc1V1tyySVjm222iSQJZfvtt49NNtkkllhiiZr9PhAg0DCBfN8oHDRonxg96vyGVeRoAgQIECBAoN4ClQP2jYkTH8s63qonWRw2CBBIoYDYJIWDrssECBAg0OoCaY1NJJ60+q2nAQQIECBAgACBlhWYNWtWPPjggzWJKM8991wsWLCgphHLL798bLvttrH11ltnfjbddNNo165dzX4fCBCoXcA3Cmu3sYcAAQIECDSnQLKsda9e/XIuMWjQoBg9enROuQICBAiUu4DYpNxHWP8IECBAoFgF0hqbSDwp1jtSuwgQIECAAAECLSTw4YcfxgMPPFCTiDJ16tSsKycromy55ZaZJJStttoq+vbtG127ds06xgYBAt8I+EahO4EAAQIECLSewOAhx8SYMeOyGmDVkywOGwQIpEhAbJKiwdZVAgQIECg6gTTGJhJPiu421CACBAgQIECAQOsKvPHGG/HQQw/Fww8/nPl55ZVXshrUtm3b2GijjWpWREmSUVZdddWsY2wQSKtAvsdUTZ78SPSs6JFWEv0mQIAAAQItJlDbNwvHjx8flZWVLdYOFyJAgEAxCIhNimEUtIEAAQIE0iqQxthE4kla73b9JkCAAAECBAjUU+Djjz/OJKD8+9//zrxPmjQpvv7666yzk29SVT+aJ3nv3bt35JvkyjrJBoEyE8i3lHX//lvGhPFjy6ynukOAAAECBIpXIN/z1D1up3jHS8sIEGgeAbFJ87iqlQABAgQINEQgbbGJxJOG3B2OJUCAAAECBAgQiNmzZ8cTTzxRk4zyyCOPxGeffZYls9xyy0W/fv1qklE233zz6NixY9YxNgiUm0DyTeqJEydmdWv48GNixPBjs8psECBAgAABAs0nMHrM2BgyJPt3r8ST5vNWMwECxSkgNinOcdEqAgQIEEiXQNpiE4kn6bq/9ZYAAQIECBAgUHCB+fPnx/PPP59JRKl+PM+0adOyrpMknWy22WaRPJYnWRElee/WrVvWMTYIlLpAvlV+PGan1EdV+wkQIECg1ATyLWldUVERU6ZMKbWuaC8BAgQaLSA2aTSdEwkQIECAQMEE0habSDwp2K2jIgIECBAgQIAAgWqBJPGkOgkleU8SU5IElepXMgm21lprZZJRkoSU5KdPnz6x1FJLVR/inUBJCUyYMCEGDBiQ1eaKilVjyuTHsspsECBAgAABAs0vkG9J6/Hjx0eyAoAXAQIEyl1AbFLuI6x/BAgQIFBKAmmKTSSelNKdqa0ECBAgQIAAgRIVSB7F8+ijj9YkoySP6kke2bPwq02bNrHuuutmJaNssskm0blz54UP85lAUQrke4a6x+wU5VBpFAECBAikQGDEaefFaaedn9XT4cOHR/L72osAAQLlLiA2KfcR1j8CBAgQKCWBNMUmEk9K6c7UVgIECBAgQIBAmQh8/fXXmVVQnnrqqaj+ee655yIpX/jVrl276N27d1YyykYbbRTJo3u8CBSTwODBg2PMmDFZTRo16rwYPGjfrDIbBAgQIECAQPMLpO1Z6s0v6goECJSSgNiklEZLWwk0TGDBggXx9tvvxRtvTok33ngr3nxzanz22YxYccXlo3v3FWPllat+qt57r792LOmLXA3DdTSBZhJIU2wi8aSZbiLVEiBAgAABAgQINExgzpw58eyzz9YkoiQJKS+++GLMnTs3q6L27dvHhhtumJWMssEGG0RS7kWgtQRM7raWvOumWeDue8bHCSf8IYdglVVWirvv+ntOeX0K/nrxmLjsstxz11tvzfjHDZfkreKeeyfE8cefmXffww/fHEt37Zp336KFX331VQw86Kh45ZU3F92V2f7e9zaMUVedl3efQgIEsgXSNLmb3XNbBAgQiBCbuAsINF6gWGKMRXvw0Uf/izP/cGFcfvm1VSsIz1l0d852x44don//LWOXXX4QP/xhZay91ndzjqlvwbx586J/5T4xY8bneU8ZddW58b3vbZR3n0ICBCLSFJtIPHHHEyBAgAABAgQIFK1A8jiep59+OisZ5eWXX4758+dntblTp06RrISy2Wab1fwkK6W0bds26zgbBJpLoLKyMiZOnJhV/fjxN0Zl/75ZZTYIECicwEm/+UOcfXZuMkhFxaoxZfJjjbrQoUOPjyuvvCHn3E033SD+M+munPKk4B//uC0OOPCIvPv+9/Fz0a3bsnn3LVyYfHPxoIOHxXXX3bpwcc3nZZddOh566ObYYP11asp8IECgdoEJEx+NAQP2yzqgf//+MWHChKwyGwQIEChHAbFJOY6qPrWUQLHEGNX9nTnz8zj3vMvivPOuiJkzZ1UXN/j9zDNPiN/+5qgGn5eckCTa77zzwbWee+SRg+IvF/6+1v12EEi7QJpiE4knab/b9Z8AAQIECBAgUGICs2bNiv/85z9ZySivvfZaJH+0W/i15JJLxsYbb5xJSElWREl+1l9//VhhhRUWPsxnAgUR6NmzZ0ydOjWrrsmTH4meFT2yymwQIFA4gWKZFC5E4skJJ/4+Ro68LC9Op04d4957ro1ttvl+3v0KCRDIFZgydVr06tUva0dFRUVMmTIlq8wGAQIEylFAbFKOo6pPLSVQLDFG0t8ZM2dGv357xgsvvNrk7p9yytFx+mnHNaqegw4+Kq69Nn+CfFLhCit0i3ffmRTJ47K9CBDIFUhTbCLxJHf8lRAgQIAAAQIECJSYwIwZM2LSpElZyShvvpn/UQUrrbRSJgkleVzPwgkpXbp0KbFea24xCSyxxBI5zVkwf1pOmQICBAonUCyTwk1NPLnwL1fF0UcPzwvTtm2bGDfusthzj53z7ldIgEB+gTRN7uYXUEqAQJoFxCZpHn19b6pAscQYyUq/u+8xJO6444GmdilzfmMTTz7/fFas1H2T+OKLL+tsxz//OSp223X7Oo+xk0BaBdIUm0g8Setdrt8ECBAgQIAAgTIX+OSTT+LZZ5+N5557Lp5//vmanyRJZdFXMjGXfAt24WSUJCll3XXXjQ4dOix6uG0COQImd3NIFBBodoFimRRuSuLJTTffGfvt98uqR8hlr9pVjXfppWfFL4YeVL3pnQCBBggs0SZ31bFFV8hrQHUOJUCAQMkIiE1KZqg0tAgFiiXGOOP3f45TTz23XkIdOrSPuXPn1hpTJJU0NvFkzNVjY/DgYxfbjv322y3+cUPuY1AXe6IDCKREIC2xicSTlNzQukmAAAECBAgQIPCNwFtvvVWThJIkpCSJKS+//HJ8+WXutzeSZULXXnvtmpVRqldI+e53vxtt2rRBSqBGwORuDYUPBFpMoFgmhRubePLQQ4/HjjsNrPr9Myev2fDhv4oRw3+dd59CAgQWL5CWyd3FSziCAIG0CYhN0jbi+ltIgWKJMXqt0bfqEYFv5+3aGmv0iEMPHRh77L5jrLpa91i6a9eYN29efPTR/+LDqp+33343Hn30P/Hgg4/H44//N+bM+SpOP/3XccrJv8pbX12F2+9wQPzrX/+u65DMvs6dO8b77/8305bFHuwAAikUSEtsIvEkhTe3LhMgQIAAAQIECGQLJAH666+/nklIWXiFlKQs2bfoq3PnztG7d++ahJRkZZQ111wz1lhjDSukLIqVkm2TuykZaN0sKoFimRRuTOLJiy+9FltvvWd8+mnuKlwJ8i9+MTAuveSPReWtMQRKTSAtk7ulNi7aS4BA8wuITZrf2BXKV6AYYoxnnn0xNtlkp7zI2223Vdx5x9X1nnuaM2dOPPHE09HnexvGUksumbfO2grffvu9qOj5/TpXUln43L/9bWQcMuSAhYt8JkDg/wTSEptIPHHLEyBAgAABAgQIEKhFIFkF5aWXXspZIWXatGl5z0hWQVl99dVjrbXWyiSiVL9XJ6V07Ngx73kKS1/A5G7pj6EelJ5AMUwKJ2oNTTx5990Pom+/3eOtt97Ni77nnjvFuLGXRdu2bfPuV0iAQP0E0jK5Wz8NRxEgkCYBsUmaRltfCy1QDDHG78+8oOrROOfkdK1Tp47xwQctt6rIn0ZeEiee+Iecdhx22MFxySXX5JRXVvaN8Q/cmFOugACBiLTEJhJP3O0ECBAgQIAAAQIEGijw2WefxQsvvFCTkPLqq6/Ga6+9FlOnTs27QkpSfZKU0qNHj7xJKcmjeySlNHAQiuxwk7tFNiCaU7ICybf7kiWh//e/T6oedbZG7Lbb9rUu11wMk8IJdEMST2bMnBnbbrtPPPPMi3nHaJtttoh777k2OnXqlHe/QgIE6i+Qlsnd+os4kgCBtAiITdIy0vpZX4FSizGG/uKEuOKK63O6t/nmG8cTj9+eU95cBRtutH3VvNcrWdV37bpUvPP2U7F6xfdj+vTs1RuXWCJi6pTHq+a+Vsk6xwYBAhJP3AMECBAgQIAAAQIECDRQ4Ouvv656Bu+UTBJK8pieJBml+j1JSpk7d27eGpOklNVWWy0nKSVZMSV5fI8/QOZlK6pCk7tFNRwaU6ICp59xfpx22vlZSzn36LFy3HnnNbHB+uvk9KrUEk+++uqr2GXXn9b6jPQNNlgnHnrwplh22WVy+qqAAIGGC0g8abiZMwgQKA8BsUl5jKNeFEagFGOMQYN/FVdffVMOQJ8+G8Skp+7KKW+OgqeffiE27bNzTtUHHrhHXHftRVFbG88666Q46cQjcs5TQCDtAmmJTax4kvY7Xf8JECBAgAABAgRaRCBJOqktKSUpry0pJZk0rE5KqaioyKyakqyckpRVvy+zjD9SFnIQZ1atSNC5c+do165dvas1uVtvKgcSyCvw+OP/qXr8zB6xYEHu7i222CQef+yfOTtKKfFkQVXHDv7psLj22ltz+pEUrL76KvHIv/9frLpq97z7FRIg0HCBtEzuNlzGGQQIlLuA2KTcR1j/6itQqjHGqcPPiTPOuCCnm23btqmKGW6NLbbYNGdfoQt+fdzpcd55V+RUO27cZbH3XrvEP2+/L3bf/ZCc/euvv3Y8/9y/csoVEEi7QFpiE4knab/T9Z8AAQIECBAgQKDVBaqTUpLVUapXSKl+T5JSkpVU6np17dq1JhGlOhll0fell166rirsW0jg/vvvj8MOO6xq5YXT4oADDsg8Jmmh3Xk/mtzNy6KQQL0FzvzDhXHyySNrPX769BdimUX+O1ZKiScnnnRm/OlPl+btX7duy8TDD90S6623Vt79CgkQaJxAWiZ3G6fjLAIEyllAbFLOo6tvDREo1RjjuutviYEDh+XtapKw/o8bLo4tt/xe3v2FKJw3b16s1mPzeP/9j7KqW3LJTvHRR8/GklVf1JkzZ06ssOLGMXPmrKxjko1JT90ZffpsmFOugECaBdISm0g8SfNdru8ECBAgQIAAAQJFL5AE/EnyyRtvvBHJ43refvvtmDZtWtb7559/vth+JIkn1aukLJqUUr2dJLB4Rdx1112xyy67ZCg23HDDqm8anRF77LFHnTQmd+vksZPAYgWOPOp38de/Xl3rcS+9ND7WXWfNrP2lknhy7XW3xLBhp2a1vXqjc+eOVY/euSH6brlZdZF3AgQKJJCWyd0CcamGAIEyEhCblNFg6kqTBEo1xnjhxVdjgw22q7XvbdosEYce+pP41a9+nhMj1XpSA3bcc++E2Hnng3PO2HvvH8a4sZfXlA886Ki47rrcFR2POebncd65w2uO84EAgYi0xCYST9ztBAgQIECAAAECBEpcYPr06TWJKIsmpVRvz5qV+y2URbudPLInSU7p3r17rLDCCrH88stn3vN9/s53vtOgR9Eseq1i3v7nP/9ZtWTs7llN3GKLLeLMM8+M7bffPqu8esPkbrWEdwKNEzj3vMviuON+n/fkZGL185mvVj0Cq1PW/lJIPLn88rPjl788KebPz32GULJU9q23/i122zX/f1eyOmuDAIEGC6RlcrfBME4gQKDsBcQmZT/EOlhPgVKOMfbeZ2jcfPNddfa06snMVXMU28TPDjmg6ssyO0anTtnxUp0n17HzoIOPyvuI0Ouu+0sceMCeNWfecutdsddeQ2u2qz90775CvD3tyWjbtm11kXcCqRdIS2wi8ST1tzoAAgQIECBAgACBNAh8+umnOSulVCelVL9/8cUX9aZIJjOXXXbZWhNT8iWrLLXUUvWuvzUPvOWWW6omT/bK24TKyspMAkq/fv2y9pvczeKwQaDBAq+9Pjk22miH+PLLOTnnJpOot97yt5zyUkg8yWn0QgV/+9vIOGTIAQuV+EiAQCEF0jK5W0gzdREgUB4CYpPyGEe9aLpAKccYb745NdbrPSC++qruRy9XKy29dJfYd99d4+CD9o5tt90y8v13oPrYut4//3xWrNR9k/jiiy+zDuvYsUN89OEz0bVrl5ry2bO/rHrczkYxa9bsmrLqD3fddXXsvNOA6k3vBFIvkJbYROJJ6m91AAQIECBAgAABAgS+Efjkk08yK6d88MEH8fHHH1c9u/ejzE++z8mxyWOAGvLqXPUc4IUTUpZbbrmqSYuumZ8uXbrU+71du3YNuWyDjx07dmzst99+dZ6XPIrn97//fWy66aaZ4/JN6iyYP63OOuwkQCBb4Max/4xf/OKkmD59Rs2Obbf9fuYZ5t27r1hTVv2hlBNPzjzzhPjtb46q7op3AgSaQSAtk7vNQKdKAgRKXEBsUuIDqPkFFSjVGCNBuOPOf8WBBx4RM2cufgXbhdHWWWeN+N3vhsVPDtyzwauOXH3NuBg06JiFq8t83m237eKft43OKd//gMPixhtvzykfOHDP+Ps1f8kpV0AgrQJpiU0knqT1DtdvAgQIECBAgAABAk0QmD9/fiSrqCTJKfkSU/KVzZ6d+y2YxjQhWT62IYkqybHt27fPPBooSVpJfhbdXrjs3nvvjd/+9reLbVoyobvPPvvE6aefHuutt17O8RJPckgUEFiswIyZM+O//3k+2rRpE8t1WzbW7712rd/WK+XEk38/fEv067fZYj0cQIBA4wXSMrnbeCFnEiBQrgIST8p1ZPWrsQKlGGNU9/W551+OH/1ocEyd+k51Ub3f11yzIs444/g4YP896n3ODjseGPff/3DO8aNGnRuDB+V+QWfs2Ntjv/0Pyzl+qaU6x/vv/bdq7qY0Vr7N6YACAgUWSEtsIvGkwDeO6ggQIECAAAECBAgQyC8wa9asrCSV6dOnV31zZ2Z8/vnn9X5Pjp07d27+C7RSafLc4nyrv0g8aaUBcdnUCJRy4km3bsvEv/99a6y7zpqpGS8dJdDSAmmZ3G1pV9cjQKD4BSSeFP8YaWHxChRLjLGw0KyqxyJfcsk1MXLkJfHhh/9beFe9Pv/qVz+Lc885NZPcX9cJ77zzfqxesUXMn78g67B27drGhx88E8stt0xWebKRtG2FFTaK2bNzH5k6Zsz58dOD98k5RwGBNAqkJTaReJLGu1ufCRAgQIAAAQIECJSwwJdfflnvRJUksSVJePn6668zCStJ0krys+j2wmUffvhhTJtW/8fkJCszJCvALPqSeLKoiG0ChRUolknhf/zjtjigagnshr4qKlaNRx+5LVZeOfcxQg2ty/EECOQKpGVyN7fnSggQSLuAxJO03wH63xSBYokx8vXhi6pVZC+99JqqJJSr4/XXp+Y7pNayH/9457j5pitq3Z/sGHnOpXHCCWfmHLPjjtvGPXdfm1NeXbD3PkPj5pvvqt6sed9hh23i3nuuq9n2gUCaBdISm0g8SfNdru8ECBAgQIAAAQIECOQIXH755fGLX/wip3zRguTxPD/5yU/iN7/5jUftLIpjm0ALCBTLpHBdiSdXXjkyhg49Iedbg9U8m2yyfkycODaW7tq1usg7AQIFEkjL5G6BuFRDgEAZCUg8KaPB1JUWFyiWGKOuji9YsCAeeujxuGrUP2LcuDuqvmxTv8caj73x0qrHBe9aa9UbbbxDPPfcyzn7L7vsjzH00IE55dUF199wa9XcyFHVmzXvbdosEdPeejJWWWWlmjIfCKRVIC2xicSTtN7h+k2AAAECBAgQIECAQF6Biy++OI44ovbVCzp27BiHHHJI1TeBToiePXtm6jC5m5dSIYFmFSiWSeG6Ek/+9/Fz8fdrb46jjx5eq8V2220Vd911TbRv177WY+wgQKDhAmmZ3G24jDMIECh3AbFJuY+w/jWnQLHEGPXt48yZn8e1190Sf/7zlfHKK2/Wedoaa/SIl16cEB06dMg57umnX4hN++ycU54U3HffdbHiisvn3ZcUzpzxeWy9zV55948ceXIc9+vFf7En78kKCZSRQFpiE4knZXTT6goBAgQIECBAgAABAk0XuPDCC6v+SHx0TkVdunTJrITy61//uurRGCtn7Te5m8Vhg0CLCNQ2Kbzaat0z36xrTCN+9vPj4qqr/pFz6qabbhD/mZS7fHRy4OIST7p1WzZ+fdzpcd55tS9tPXDgnnHN1RdGvv+W5DRGAQEC9RJIy+RuvTAcRIBAqgTy/XvCY0BTdQvobBMEiiXGaGgXklVQbvvnvXHUUadUPTr4vVpPf/yx22KLLTbN2b+4eCXnhHoWbLxx73j6v/fU82iHEShfgbTEJhJPyvce1jMCBAgQIECAAAECBBohcN5550WSXFL9Wm655aomb47KJKN069atujjr3eRuFocNAi0icOYfLoyTTx6Zc6127drGF1+81qgVRHbY8cC4//6Hc+rcaqvN4uGHbskpTwrqk3iSTATvf8BhMXbsHXnrSAqPP/4X8aezT651vx0ECDRMIC2Tuw1TcTQBAmkQEJukYZT1sbkEiiXGaGz/PpsxI370oyFVj+J5Im8VV1/95zj4oL2z9s2bNy96rL55vPfeR1nlhdp49tn7YsMN1i1UdeohUJICaYlNJJ6U5O2p0QQIECBAgAABAgQINJfA2WefHSeddFKstNJKccwxx8Thhx8eXbt2rfNyJnfr5LGTQLMIXHLp1VX///xd3rpfeWVCrL3Wd/Puq6uwZ68tY+rUd3IO+fGPd46bb8q/Ykl9Ek+SCr/88svYYcefxMMPP5lTf3XBBRecFsOOOqR60zsBAk0QSMvkbhOInEqAQJkKiE3KdGB1q0UEiiXGaEpn33rrnVhr7W3iq6++zqnm5JOHxRmnH59Vfs+9E2LnnQ/OKivkhgT7Qmqqq1QF0hKbSDwp1TtUuwkQIECAAAECBAgQaBaB0aNHx+effx4/+9nPonPnzvW6hsndejE5iEBBBcaNuyP23e+Xeeu8/fbRsesu2+XdV1thkhiyVJe1Y/78BTmHDB36k7js0rNzypOC+iaeJMd+8sn02GrrPePll99INnNebdosEf+44ZLYZ59dc/YpIECgYQJpmdxtmIqjCRBIg4DYJA2jrI/NJVAsMUZT+7fBhtvFCy+8mlPN0UcfEn8+/7Ss8oMOPiquvfbWrLJCbqy66krx1tQnok2bNoWsVl0ESkogLbGJxJOSui01lgABAgQIECBAgACBYhQwuVuMo6JN5S4wecq0WGONfnm7ucceO8att/wt777aCi++ZEwccUT+R91cfPGZcdgvf5r31IYkniQVJO3u23f3+OCDj/PW17Fjh7jv3utim22+n3e/QgIE6ieQlsnd+mk4igCBNAmITdI02vpaaIFiiTGa2q+VV+kT77+f++ic4cN/FSOGf/to4c8/nxUrdd+k6lGlX+ZcMnncaEXFajnltRUkK63Utrrj/fdfH9v9YOvaTlVOoOwF0hKbSDwp+1tZBwkQIECAAAECBAgQaG4Bk7vNLaz+tAh8/PEn8dSkZ+J//5te9aicXtGnz4bRtm3bWrtf0fP78dZb7+bdf9ddV8fOOw3Iu2/RwuS6a6+zTXz66YxFd2W263p0T0MTT5IKn3rqmagcsG/MmjU77/WWXXbpqknbW2L93mvn3a+QAIHFC6RlcnfxEo4gQCBtAmKTtI24/i5OoBRjjMX1qa79zzz7YmyyyU55D7nuur/EgQfsWbPv6mvGxaBBx9RsL/xh8uRHomdFj4WL6vz89tvvxeoVW8SC3AUkq66xT4wedX6d59tJoJwF0hKbSDwp57tY3wgQIECAAAECBAgQaBEBk7stwuwiZS6QTHoeccTvqh519UVNT7fYYpO4+aYrYtVVu9eULfzhqGEnx0UXjVm4qOZzz56rxU3jLs8kr9QU5vnw4Ycfx+Ahx8Zdd43Pszdi7bV7xSsvP5h3X1LYmMST5Lw77vxX7LHHITFv3vxkM+fVo8fK8egjt9Xa95wTFBAgkCWQlsndrE7bIECAQJWA2MRtQOBbgVKMMd5//8N45ZU3YostNq16/G+nbztTj0/vvvtB5tGeU6a8nXN0srLihx8+HUt37Vqzb4cdD4z773+4Zrv6Q58+G8Skp+6q3qz3e/JY0UcemZRzfNeuS1WtwPLfWLKejzPOqUABgRIXSEtsIvGkxG9UzSdAgAABAgQIECBAoPUFTO62/hhoQWkLvPzK67HxxjvGV199ndORXXb5Qdxxe/7kkqlT344119o65s6dl3NeUtC2bZs4+uifxYknHB4rrrh81jGzvvgikzRy/PG/j08++Sxr38IbV111TgwZvP/CRVmfG5t4klRy+RXXxi9+cVJWfQtvbLjhuvHQQzfFMksvvXCxzwQI1EMgLZO79aBwCAECKRMQm6RswHW3VoFSjTH+eft9sfvuh0SHDu1j8803jm23/X7mp8+mG8byy3eLNm3a5PT5nXfejyuuvDYuu+zavI/YSU7Yffcd4v/delXNuck5yQol8+fnLlHy+98fH7/77bCaY+v74c8XXBnHHHNa3sMXXW0l70EKCZSpQFpiE4knZXoD6xYBAgQIECBAgAABAi0nYHK35axdqTwFRp5zaZxwwpl5O7fEElG1CsqrtX477vAjfhuXXHJN3nMXLlxuuaVjnXXWjE6dOsbrr0+OZKI13zLQC5+zzjprxPPP/SvatWu3cHHW56YkniQV/e7ks+MPf7goq86FNyor+8Y9d/+9auK5w8LFPhMgsBiBtEzuLobBbgIEUiggNknhoOtyXoFSjTGqE0/ydSpJrF9xxe9E9+4rRfJ4zk8//Szefff9+Oij/y02trn99tGx6y7b1VRbl89LL42Pdatip4a+6nrczg9/OCDuvOPqhlbpeAJlIZCW2ETiSVncrjpBgAABAgQIECBAgEBrCpjcbU191y4HgSOP+l389a+1T0LWNfH55Zdfxtbb7BWTJj1XUIqll+4Sjz16W6y33lp11tvUxJMFVdkvPx10dPz977fUep399/9RXH/dX/MunV/rSXYQSLlAWiZ3Uz7Muk+AQB4BsUkeFEWpFCjVGKOuxJPGDuRppx0bp55yTNbpG228Qzz33MtZZcnGeuutGS++kP8xpDkH5ymo7XE77dq1jbenPRkrrbRCnrMUEShvgbTEJhJPyvs+1jsCBAgQIECAAAECBFpAwORuCyC7RFkL/OGsv8TvfvenWvv42WcvZj2LfNEDk2/W7bTzwHjxxdcW3dWo7STpZOzYS2PHHfov9vymJp4kF/jqq6/ih7scHA888Eit1zv22EPj3HNOrXW/HQQIZAukZXI3u9e2CBAgEHkTVRfMn4aGQOoESjXGKHTiyUEH/TiuufrCrPF/5tkXY5NNdsoqq944+eRhccbpx1dvNvi9rsft/PnPI+LoYT9rcJ1OIFDqAmmJTSSelPqdqv0ECBAgQIAAAQIECLS6gMSTVh8CDShxgUmTno0tvr9b3ueLb7XVZvHwQ7WvBlLd9VlffBFDh54Y1113a3VRo9432mi9GDfuslhrzV71Or8QiSfJhT6bMSO23nqveP75V2q97rnnnhLHHjO01v12ECDwrUBaJne/7bFPBAgQ+EZAbOJOIPCNQKnGGHfd/UDsssugJg/j6quvEieffHQMGbxfzqNDjzv+jDj33MvzXuM/k+6KTTfdIO+++hTW9bid731vw3jqyTvrU41jCJSVQFpiE4knZXXb6gwBAgQIECBAgAABAq0hYHK3NdRds9wEkmeM//a3f4y5c+fVdO2731097qh6Dvg6a3+3pmxxHx5//D/xp5GXxq233p03kaW28/v02SBOOP6w2GefXaNt27a1HZZT/q8HHo7ttz8wpzwp+N/Hz0W3bsvm3ZevcNq0d6Nvv93jnXc+yLe76hvMEW+++Uj0rOiRd79CAgS+FUjL5O63PfaJAAEC3wiITdwJBL4VKNUY49XX3ohbbrknbr75rnjyyaej6umc9X6tssqKVXHVsDj05wdGhw4d8p7Xt98e8dhj/8nZ16vXavHmG4/mlDe0oN9We8ajj07KOS153M6nn7wQXboslbNPAYFyFkhLbCLxpJzvYn0jQIAAAQIECBAgQKBFBEzutgizi6RA4JVX34iHHnoi2rRZIpZbbpnYaafKWLJz50b1fPr0z+LfjzwVDz/8REyZ8nZ8+uln8ckn02PevHmx7LJLZ+rv3n2F6Nt3s9h6q82jomK1Rl3HSQQIFKdAWiZ3i1NfqwgQaE0BsUlr6rt2MQqUeozxzjvvZ2Kad9/7IN599/14770PMz+ffPJZrLjid6JXrx5VP6t/896zR2y44brRqVOnYhwKbSKQWoG0xCYST1J7i+s4AQIECBAgQIAAAQKFEujZs2dMnTo1q7rJk61KkAVigwABAgQItJDAlKnTqv740i/rahUVFVVJaFOyymwQIECgHAXEJuU4qvpEgAABAqUqkKbYROJJqd6l2k2AAAECBAgQIECAQNEIVFZWxsSJE7PaM378jVHZv29WmQ0CBAgQIECg+QUmTHw0BgzYL+tC/fv3jwkTJmSV2SBAgEA5CohNynFU9YkAAQIESlUgTbGJxJNSvUu1mwABAgQIECBAgACBohEwuVs0Q6EhBAgQIEAgRo8ZG0OGHJslMWjQoBg9enRWmQ0CBAiUo4DYpBxHVZ8IECBAoFQF0hSbSDwp1btUuwkQIECAAAECBAgQKBqBESNGxGmnnZbVnuHDj4kRw7P/6JV1gA0CBAgQIECgWQRGnHZe1e/l87PqHj58eCS/r70IECBQ7gJik3IfYf0jQIAAgVISSFNsIvGklO5MbSVAgAABAgQIECBAoCgFkm9QDxkyJKttgwbtE6NHZf/RK+sAGwQIECBAgECzCKRpcrdZAFVKgEBJC4hNSnr4NJ4AAQIEykwgTbGJxJMyu3l1hwABAgQIECBAgACBlhfIN7lbUbFqTJn8WMs3xhUJECBAgEDKBXr22jKmTn0nS2HUqFExePDgrDIbBAgQKEcBsUk5jqo+ESBAgECpCqQpNpF4Uqp3qXYTIECAAAECBAgQIFA0AlOmTIlevXrltGf8+Bujsn/fnHIFBAgQIECAQPMITJk6rep3cr+cyidPnhw9e/bMKVdAgACBchMQm5TbiOoPAQIECJSqQNpiE4knpXqnajcBAgQIECBAgAABAkUlUFlZGRMnTsxqk8ftZHHYIECAAAECzS6Qbynr/v37x4QJE5r92i5AgACBYhEQmxTLSGgHAQIECKRZIG2xicSTNN/t+k6AAAECBAgQIECAQMEELGldMEoVESBAgACBRgtUDti3KhE0+1F3HrPTaE4nEiBQogJikxIdOM0mQIAAgbISSFtsIvGkrG5fnSFAgAABAgQIECBAoLUELGndWvKuS4AAAQIEvhVYok2Pbzf+75PH7OSQKCBAoMwFxCZlPsC6R4AAAQIlIZC22ETiSUnclhpJgAABAgQIECBAgEApCFjSuhRGSRsJECBAoFwFBg85JsaMGZfVvYqKikj+AOtFgACBtAmITdI24vpLgAABAsUkkMbYROJJMd2B2kKAAAECBAgQIECAQEkL1Lak9ejR50dl/74l3TeNJ0CAAAECxSwwZeq06NWrX04Thw8fHiNGjMgpV0CAAIFyFxCblPsI6x8BAgQIFKtAWmMTiSfFekdqFwECBAgQIECAAAECJSeQfKM6+Wbh1KlTs9o+aNA+MXrU+VllNggQIECAAIHCCeR7fnpS+4IFCwp3ETURIECghATEJiU0WJpKgAABAmUlkNbYROJJWd3GOkOAAAECBAgQIECAQGsL5PtmYdKm8eNvtOpJaw+O6xMgQIBAWQpMmPhoDBiwX07fRo0aFYMHD84pV0CAAIG0CIhN0jLS+kmAAAECxSKQ5thE4kmx3IXaQYAAAQIECBAgQIBAWQgk3yxM/sg1ceLErP5UVKwaUyY/llVmgwABAgQIEGi6QL5vFFZUVETyO9mLAAECaRYQm6R59PWdAAECBFpDIM2xicST1rjjXJMAAQIECBAgQIAAgbIWqO2bhf37bxkTxo8t677rHAECBAgQaEmBfBO7yfXHjx+fefxdS7bFtQgQIFCMAmKTYhwVbSJAgACBchRIe2wi8aQc72p9IkCAAAECBAgQIECg1QUqKytzVj1JGjV8+DExYvixrd4+DSBAgAABAqUuMHjIMTFmzLicbvTv3z8mTJiQU66AAAECaRUQm6R15PWbAAECBFpKQGwSIfGkpe421yFAgAABAgQIECBAIFUCybLWvXr1ytvnUaPOi8GD9s27TyEBAgQIECCweIHanp2enGm1k8X7OYIAgXQJiE3SNd56S4AAAQItKyA2+cZb4knL3neuRoAAAQIECBAgQIBAigSSb1sPGDAgp8cVFavGiBG/lnySI6OAAAECBAgsXsDE7uKNHEGAAIFFBcQmi4rYJkCAAAECTRcQm3xrKPHkWwufCBAgQIAAAQIECBAgUHCBESNGxGmnnZa3Xo/dycuikAABAgQI1CpQ2xLWyQlWOqmVzQ4CBAhkBMQmbgQCBAgQIFA4AbFJtqXEk2wPWwQIECBAgAABAgQIECi4wODBg2PMmDF56+3ff8uYMH5s3n0KCRAgQIAAgW8FKgfsGxMnPvZtwUKf+vfvH8m3+b0IECBAoG4BsUndPvYSIECAAIH6CIhNcpUknuSaKCFAgAABAgQIECBAgEBBBZJnqiffLqwt+SR59M7o0edHZf++Bb2uyggQIECAQDkIJMtXjxhxnqSTchhMfSBAoNUFxCatPgQaQIAAAQIlLCA2qX3wJJ7UbmMPAQIECBAgQIAAAQIECiaQTPCOHj261sfuJBcaNGifGDx4PwkoBVNXEQECBAiUskAyqTt69I1ViZvjau2GlU5qpbGDAAECtQqITWqlsYMAAQIECOQVEJvkZckqlHiSxWGDAAECBAgQIECAAAECzStQ13PVkysnq59UVvaVgNK8w6B2AgQIEChigSlTp2VWOKkr4SRp/qhRo6p+Xw4u4p5oGgECBIpbQGxS3OOjdQQIECDQ+gJik/qPgcST+ls5kgABAgQIECBAgAABAgURmDBhQgwYMGCxdUlCWSyRAwgQIECgTASSCd3Ro8fGhAmP1vpInYW7On78+KpEzcqFi3wmQIAAgUYIiE0ageYUAgQIEChrAbFJ44ZX4knj3JxFgAABAgQIECBAgACBJgkky1sn39KeOHFiveqpTkLp2bNHZkWU5KSePVeLnhU96nW+gwgQIECAQDEIJJO4U6a8nflJ2jNlSpJwcmNMnfpOvZqXPFon+Ya+pJN6cTmIAAEC9RIQm9SLyUEECBAgUGYCYpPCDqjEk8J6qo0AAQIECBAgQIAAAQINEhg9enTVH9xG1zsBpUGVO5gAAQIECJSJQEVFRSbhxKN1ymRAdYMAgaIUEJsU5bBoFAECBAgUmYDYJP+ASDzJ76KUAAECBAgQIECAAAECLSaQfMMwWeI6+Qb31KlTW+y6LkSAAAECBIpdIJnUTZJNkt+RXgQIECDQ/AJik+Y3dgUCBAgQKE0BsUnd4ybxpG4fewkQIECAAAECBAgQINBiAtWTvFZAaTFyFyJAgACBIhUwqVukA6NZBAikRkBskpqh1lECBAgQWIyA2GQxQP+3W+JJ/ZwcRYAAAQIECBAgQIAAgRYVMNHbotwuRoAAAQJFINC/f/+orKy0ukkRjIUmECBAYGEBscnCGj4TIECAQBoExCYNH2WJJw03cwYBAgQIECBAgAABAgRaVKB6oje56KKfPZqnRYfCxQgQIECgiQLJtwV79uyZ+UmqSj4nySbJjxcBAgQIFL/AovFI8sjQ5JWUi00yFP6HAAECBEpEQGxS2IGSeFJYT7URIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBFIjIPEkNUOtowQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBwgpIPCmsp9oIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAqkRkHiSmqHWUQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAYQUknhTWU20ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgdQISDxJzVDrKAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgsAISTwrrqTYCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQGoEJJ6kZqh1lAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBQWAGJJ4X1VBsBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAIDUCEk9SM9Q6SoAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAorIDEk8J6qo0AAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgkBoBiSepGWodJUCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgUVkDiSWE91UaAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQSI2AxJPUDLWOEiBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQKKyDxpLCeaiNAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIpEZA4klqhlpHCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQKFFZB4UlhPtREgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIEUiMg8SQ1Q62jBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIHCCkg8Kayn2ggQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECqRGQeJKaodZRAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBhBSSeFNZTbQQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACB1AhIPEnNUOsoAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQKCwAhJPCuupNgIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAagQknqRmqHWUAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIFBYAYknhfVUGwECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIEAgNQIST1Iz1DpKgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECisgMSTwnqqjQABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECCQGgGJJ6kZah0lQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBRWQOJJYT3VRoAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBBIjYDEk9QMtY4SIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAorIPGksJ5qI0CAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAikRkDiSWqGWkcJECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAoUVkHhSWE+1ESBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgRSIyDxJDVDraMECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgcIKSDwprKfaCBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQKpEZB4kpqh1lECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQGEFJJ4U1lNtBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAIHUCEg8Sc1Q6ygBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAoLACEk8K66k2AgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgEBqBCSepGaodZQAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgUFgBiSeF9VQbAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQCA1AhJPUjPUOkqAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQKKyAxJPCeqqNAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIJAaAYknqRlqHSVAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIFFZA4klhPdVGgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIEEiNgMST1Ay1jhIgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECisg8aSwnmojQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECKRGQOJJaoZaRwkQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAEChRWQeFJYT7URIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBFIjIPEkNUOtowQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgACBwgpIPCmsp9oIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAqkRkHiSmqHWUQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIBAYQUknhTWU20ECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAgdQISDxJzVDrKAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECgsAISTwrrqTYCBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAQGoEJJ6kZqh1lAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBQWAGJJ4X1VBsBAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAIDUCEk9SM9Q6SoAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAorIDEk8J6qo0AAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgkBoBiSepGWodJUCAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgUVkDiSWE91UaAAAECBAgQIECAAAECBAgQIECAAAECBAgQIECAAAECBAgQSI2AxJPUDLWOEiBAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQKKyDxpLCeaiNAgAABAgQIECBAgAABAgQIECBAgAABAgQIECBAgAABAgQIpEZA4klqhlpHCRAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQIECBAgQIAAAQKFFfj//Tnx8cG3yrcAAAAASUVORK5CYII=" } }, "cell_type": "markdown", "id": "3469d443", "metadata": {}, "source": [ "![Screenshot%202022-02-23%20at%2015.07.42.png](attachment:Screenshot%202022-02-23%20at%2015.07.42.png)" ] }, { "cell_type": "markdown", "id": "8fd37548", "metadata": {}, "source": [ "To add more data, you simply issue another INSERT query. Let’s add a few more statements into the database, just to allow us later to show some more examples of how to query the data:" ] }, { "cell_type": "code", "execution_count": null, "id": "fd53847a", "metadata": {}, "outputs": [], "source": [ "%%sparql\n", "PREFIX : \n", "\n", "INSERT DATA {\n", " :Charlie :knows :Ian .\n", " :Ian :knows :Charlie .\n", " :Ian :livesIn :UK .\n", " :Charlie :age 37 .\n", " :Ian :age 42 .\n", "}" ] }, { "cell_type": "markdown", "id": "3ab7831c", "metadata": {}, "source": [ "Our graph will now look like this:" ] }, { "attachments": { "Screenshot%202022-02-23%20at%2015.07.55.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "4d304de5", "metadata": {}, "source": [ "![Screenshot%202022-02-23%20at%2015.07.55.png](attachment:Screenshot%202022-02-23%20at%2015.07.55.png)" ] }, { "cell_type": "markdown", "id": "48b10681", "metadata": {}, "source": [ "### 1.2 SELECT\n", "\n", "Let’s see what kind of questions we can ask our little graph so far. In their simplest form, SPARQL queries are like RDF statements, with the things you are asking for replaced with variables (these are simply names preceded by a question mark). For example, this is a variable: \n", "\n", "`?person.`\n", "\n", "Question: “Who does Charlie know?” ... " ] }, { "cell_type": "code", "execution_count": null, "id": "99f1ebe1", "metadata": {}, "outputs": [], "source": [ "%%sparql\n", "\n", "PREFIX : \n", "\n", "SELECT ?person\n", "{\n", " :Charlie :knows ?person .\n", "}" ] }, { "cell_type": "markdown", "id": "df25e774", "metadata": {}, "source": [ "A SELECT query specifies which variables are returned as part of the solution. You can return any number of variables, and there can be any number of solutions (including zero). Think of the solutions as rows and the variables as columns; note that this is similar to how SQL query results are returned. Given our sample graph, we have only two solutions:\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "

person

http://example.org/Ora

http://example.org/Ian

" ] }, { "cell_type": "markdown", "id": "f8e0d35d", "metadata": {}, "source": [ "Question: “Who lives in the USA?” ..." ] }, { "cell_type": "code", "execution_count": null, "id": "aeeb98b0", "metadata": {}, "outputs": [], "source": [ "%%sparql \n", "\n", "PREFIX : \n", "\n", "SELECT ?person\n", "{\n", " ?person :livesIn :USA .\n", "}" ] }, { "cell_type": "markdown", "id": "cde76cbf", "metadata": {}, "source": [ "Question: \"Who does Charlie know who lives in the USA?\" ..." ] }, { "cell_type": "code", "execution_count": null, "id": "de8ce549", "metadata": {}, "outputs": [], "source": [ "%%sparql\n", "\n", "PREFIX : \n", "\n", "SELECT ?person\n", "{\n", " :Charlie :knows ?person .\n", " ?person :livesIn :USA .\n", "}" ] }, { "cell_type": "markdown", "id": "3805489d", "metadata": {}, "source": [ "Normally, all the statements with variables (they are called “basic graph patterns” – BGP for short – in SPARQL) have to be satisfied using the same selection of variable values. So in the above query, the `?person` in the first BGP has to be the same `?person` appearing in the second BGP. \n", "\n", "You can think of the query as sort of a “template” you have to match against the graph. This here would be a graphical representation of the query:" ] }, { "attachments": { "Screenshot%202022-02-23%20at%2015.40.27.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "a7c61b6c", "metadata": {}, "source": [ "![Screenshot%202022-02-23%20at%2015.40.27.png](attachment:Screenshot%202022-02-23%20at%2015.40.27.png)" ] }, { "cell_type": "markdown", "id": "50854615", "metadata": {}, "source": [ "Question: \"Whom does Charlie know that lives in the same country as Charlie?\"" ] }, { "cell_type": "code", "execution_count": null, "id": "db156cff", "metadata": {}, "outputs": [], "source": [ "%%sparql \n", "\n", "PREFIX : \n", "\n", "SELECT ?person\n", "{\n", " :Charlie :knows ?person .\n", " :Charlie :livesIn ?country .\n", " ?person :livesIn ?country .\n", "}" ] }, { "cell_type": "markdown", "id": "5dde9404", "metadata": {}, "source": [ "In this query we introduce a new variable, ?country, but it is not part of the results we return, we merely use it within the query to get to the answer we are looking for. \n", "\n", "Just like in the previous example, we can imagine a graph that illustrates the query:" ] }, { "attachments": { "Screenshot%202022-02-23%20at%2015.40.37.png": { "image/png": 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" } }, "cell_type": "markdown", "id": "e456f170", "metadata": {}, "source": [ "![Screenshot%202022-02-23%20at%2015.40.37.png](attachment:Screenshot%202022-02-23%20at%2015.40.37.png)" ] }, { "cell_type": "markdown", "id": "65a57693", "metadata": {}, "source": [ "Note that this last example could also be written like this:" ] }, { "cell_type": "code", "execution_count": null, "id": "1b909fa9", "metadata": {}, "outputs": [], "source": [ "%%sparql\n", "\n", "PREFIX : \n", "\n", "SELECT ?person\n", "{\n", " :Charlie :knows ?person ; \n", " :livesIn ?country .\n", " \n", " ?person :livesIn ?country .\n", "}" ] }, { "cell_type": "markdown", "id": "7d60b9c0", "metadata": {}, "source": [ "By using the semicolon to separate patterns we indicate that they are all about `:Charlie`. This is a shorthand technique that sometimes makes queries clearer and easier to write." ] }, { "cell_type": "markdown", "id": "3d06518d", "metadata": {}, "source": [ "### 1.3 FILTER\n", "\n", "Now we can introduce some filtering.\n", "\n", "Query: \"Does Charlie know anyone under 30 years old?\"" ] }, { "cell_type": "code", "execution_count": null, "id": "2d2d41a2", "metadata": {}, "outputs": [], "source": [ "%%sparql \n", "\n", "PREFIX : \n", "\n", "SELECT ?person\n", "{\n", " :Charlie :knows ?person .\n", " ?person :age ?age .\n", " FILTER (?age < 30)\n", "}" ] }, { "cell_type": "markdown", "id": "0ece4a7a", "metadata": {}, "source": [ "This kind of a `FILTER` clause is a simple way to introduce additional logical constraints that the solution has to satisfy." ] }, { "cell_type": "markdown", "id": "4f4b80f5", "metadata": {}, "source": [ "### 1.4 OPTIONAL AND UNION\n", "\n", "Now insert some more data:" ] }, { "cell_type": "code", "execution_count": null, "id": "3ee6a895", "metadata": {}, "outputs": [], "source": [ "%%sparql\n", "\n", "PREFIX : \n", "PREFIX xsd: \n", "\n", "INSERT DATA \n", "{\n", " :Ian a :Author .\n", " :Charlie a :Author .\n", " :Ora a :Author .\n", " \n", " :Ora :published :TheSemanticWeb .\n", " :Ora :published :ProgrammingSemanticWebApplications .\n", " :Ian :published :GraphDatabases .\n", " \n", " :TheSemanticWeb :about :SemanticWeb .\n", " :ProgrammingSemanticWebApplications :about :SemanticWeb .\n", " :GraphDatabases :about :GraphDatabases .\n", " \n", " :TheSemanticWeb :costs \"20\"^^xsd:integer .\n", " :ProgrammingSemanticWebApplications :costs \"10\"^^xsd:integer .\n", " :GraphDatabases :costs \"25\"^^xsd:integer .\n", " \n", "}" ] }, { "cell_type": "markdown", "id": "13e18edf", "metadata": {}, "source": [ "#### OPTIONAL: \n", " \n", "OPTIONAL is used when you are not sure if a particular statement exists, but you still want to return the rest of the data, whether the OPTIONAL statement exists or not.\n", "\n", "In this example, we want to return ALL the people who are Authors, and also list any papers that were written about \"The Semantic Web\". Without the OPTIONAL clause, the query would only return Authors who have published a paper about \"The Semantic Web\", and not those who haven’t." ] }, { "cell_type": "markdown", "id": "61bc13a6", "metadata": {}, "source": [ "`Consider the differences between the following two queries:`\n", "\n", "1. Return all people who are Authors, whether they have published a paper about the Semantic Web or not is an OPTIONAL fact to the query, but we still want to include any papers that were published about the Semantic Web." ] }, { "cell_type": "code", "execution_count": null, "id": "32d4198a", "metadata": {}, "outputs": [], "source": [ "%%sparql\n", "\n", "PREFIX : \n", "\n", "SELECT ?author ?publication\n", "{\n", " ?author a :Author .\n", " \n", " OPTIONAL { \n", " ?author :published ?publication .\n", " ?publication :about :SemanticWeb\n", " }\n", " \n", "}" ] }, { "cell_type": "markdown", "id": "60ef89c5", "metadata": {}, "source": [ "*The result set:*\n", "Containing all people who are Authors, and listing their publications if they made any about The Semantic Web " ] }, { "cell_type": "markdown", "id": "5533131c", "metadata": {}, "source": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "

author

publication

http://example.org/Ora

http://example.org/TheSemanticWeb

http://example.org/Ora

http://example.org/ProgrammingSemanticWebApplications

http://example.org/Charlie

-

http://example.org/Ian

-

" ] }, { "cell_type": "markdown", "id": "bad4ba1d", "metadata": {}, "source": [ "2. Only return Authors who have published something about the Semantic Web, and list their papers. " ] }, { "cell_type": "code", "execution_count": null, "id": "5d11c281", "metadata": {}, "outputs": [], "source": [ "%%sparql\n", "\n", "PREFIX : \n", "\n", "SELECT ?author ?publication\n", "{\n", " ?author a :Author .\n", " \n", " ?author :published ?publication .\n", " ?publication :about :SemanticWeb\n", " \n", "}" ] }, { "cell_type": "markdown", "id": "d33610c8", "metadata": {}, "source": [ "*The result set:*\n", "By removing the OPTIONAL clause, we will only return people who have published a paper about the Semantic Web, as this statement is no longer OPTIONAL." ] }, { "cell_type": "markdown", "id": "5e0d14ec", "metadata": {}, "source": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "

author

publication

http://example.org/Ora

http://example.org/TheSemanticWeb

http://example.org/Ora

http://example.org/ProgrammingSemanticWebApplications

" ] }, { "cell_type": "markdown", "id": "feca0ec2", "metadata": {}, "source": [ "#### UNION\n", "\n", "UNION is used to aggregate results from two or more patterns. \n", "\n", "Run this query to UNION the authors that have published either a paper about `:SemanticWeb` or about `:GraphDatabases` " ] }, { "cell_type": "code", "execution_count": null, "id": "d6be9c2e", "metadata": {}, "outputs": [], "source": [ "%%sparql\n", "\n", "PREFIX : \n", "\n", "SELECT ?author ?publication\n", "{\n", " \n", " ?author a :Author ;\n", " :published ?publication .\n", " \n", " {\n", " ?publication :about :GraphDatabases\n", " }\n", " UNION \n", " {\n", " ?publication :about :SemanticWeb\n", " }\n", " \n", "}" ] }, { "cell_type": "markdown", "id": "b27da49c", "metadata": {}, "source": [ "*The result set:*\n", "We now have a UNION of papers published that are about either the Semantic Web or Graph Databases." ] }, { "cell_type": "markdown", "id": "a382c9c3", "metadata": {}, "source": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "

author

publication

http://example.org/Ora

http://example.org/TheSemanticWeb

http://example.org/Ora

http://example.org/ProgrammingSemanticWebApplications

http://example.org/Ian

http://example.org/GraphDatabases

" ] }, { "cell_type": "markdown", "id": "598e3795", "metadata": {}, "source": [ "### 1.5 GROUP BY" ] }, { "cell_type": "markdown", "id": "fc94c30b", "metadata": {}, "source": [ "GROUP BY in SPARQL operates very similarly to the SQL “GROUP BY” aggregator, in that it will group results based on a shared value or parameter." ] }, { "cell_type": "markdown", "id": "20784267", "metadata": {}, "source": [ "1. Group by the author to return a list of people who have authored anything, without returning duplicate results." ] }, { "cell_type": "code", "execution_count": null, "id": "50ea0d49", "metadata": {}, "outputs": [], "source": [ "%%sparql\n", "\n", "PREFIX : \n", "\n", "SELECT ?author \n", "{\n", " ?author a :Author .\n", " ?author :published ?paper . \n", " \n", "} group by ?author" ] }, { "cell_type": "markdown", "id": "c5495344", "metadata": {}, "source": [ "*The result set:*\n", "By grouping by the `“?person”` we ensure that we will only return one row per person." ] }, { "cell_type": "markdown", "id": "542fb358", "metadata": {}, "source": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "

Person

http://example.org/Ora

http://example.org/Ian

" ] }, { "cell_type": "markdown", "id": "c2e3cfde", "metadata": {}, "source": [ "2. Get a list of people for each paper they have published." ] }, { "cell_type": "code", "execution_count": null, "id": "f103d166", "metadata": {}, "outputs": [], "source": [ "%%sparql \n", "\n", "PREFIX : \n", "\n", "SELECT ?person\n", "{\n", " ?person a :Author .\n", " ?person :published ?paper . \n", " \n", "}" ] }, { "cell_type": "markdown", "id": "7758434b", "metadata": {}, "source": [ "*The result set:*\n", "By removing the \"group by\" we will get a result for each paper published." ] }, { "cell_type": "markdown", "id": "43ed7851", "metadata": {}, "source": [ "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "

Person

http://example.org/Ora

http://example.org/Ora

http://example.org/Ian

" ] }, { "cell_type": "markdown", "id": "fcfd3934", "metadata": {}, "source": [ "3. Adding filtering to your “GROUP BY“ will provide much more powerful aggregation, here we are GROUPING by the ”?person“ and then adding a function (GROUP_CONCAT) to the SELECT clause, to return every person with their publication names concatenated" ] }, { "cell_type": "code", "execution_count": null, "id": "66bce521", "metadata": {}, "outputs": [], "source": [ "%%sparql\n", "\n", "PREFIX : \n", "\n", "SELECT ?author (GROUP_CONCAT(?publication;SEPARATOR=\", \") AS ?publications)\n", "{\n", " ?author a :Author .\n", " ?author :published ?publication .\n", "\n", "} GROUP BY ?author" ] }, { "cell_type": "markdown", "id": "95640380", "metadata": {}, "source": [ "*The result set:*\n", "By concatinating the \"?publication\"s, we can get an easily readable result set. \n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "

authors

publications

http://example.org/Ora

http://example.org/TheSemanticWeb, http://example.org/ProgrammingSemanticWebApplications

http://example.org/Ian

http://example.org/GraphDatabases

" ] }, { "cell_type": "markdown", "id": "693a7fd3", "metadata": {}, "source": [ "4. There are lots of useful functions you can use in conjuction with grouped results in SPARQL. Here we use the SUM function to find out how much it would cost to buy all of the publications published by each Author:" ] }, { "cell_type": "code", "execution_count": null, "id": "5588f833", "metadata": {}, "outputs": [], "source": [ "%%sparql\n", "\n", "PREFIX : \n", "\n", "SELECT ?author (SUM(?dollarCost) AS ?totalCost)\n", "{\n", " ?author a :Author .\n", " ?author :published ?publication .\n", " ?publication :costs ?dollarCost\n", "\n", "} GROUP BY ?author " ] }, { "cell_type": "markdown", "id": "cb1dfac6", "metadata": {}, "source": [ "*The result set:* \n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "

Person

totalCost

http://example.org/Ora

30

http://example.org/Ian

25

" ] }, { "cell_type": "markdown", "id": "6cb5db80", "metadata": {}, "source": [ "5. Now we combine the two aggregations..." ] }, { "cell_type": "code", "execution_count": null, "id": "28ac9568", "metadata": {}, "outputs": [], "source": [ "%%sparql\n", "\n", "PREFIX : \n", "\n", "SELECT ?author \n", " (SUM(?dollarCost) AS ?totalCost)\n", " (GROUP_CONCAT(?publication;SEPARATOR=\", \") AS ?publications)\n", "{\n", " ?author a :Author .\n", " ?author :published ?publication .\n", " ?publication :costs ?dollarCost\n", "\n", "} group by ?author" ] }, { "cell_type": "markdown", "id": "169e7fb3", "metadata": {}, "source": [ "*The result set:*\n", "Now we can see all the names of the publications grouped together, along with the total cost to buy all the publications from each author.\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "

author

totalCost

publications

http://example.org/Ora

30

http://example.org/TheSemanticWeb, http://example.org/ProgrammingSemanticWebApplications

http://example.org/Ian

25

http://example.org/GraphDatabases

" ] }, { "cell_type": "markdown", "id": "a1be3a2d", "metadata": {}, "source": [ "6. We can also add filtering, using the HAVING clause. here we will return results where the total cost to buy all publications from an author is below $30." ] }, { "cell_type": "code", "execution_count": null, "id": "e4f5e547", "metadata": {}, "outputs": [], "source": [ "%%sparql\n", "\n", "PREFIX : \n", "\n", "SELECT ?author \n", " (SUM(?dollarCost) AS ?totalCost)\n", " (GROUP_CONCAT(?publication;SEPARATOR=\", \") AS ?publications)\n", "{\n", " ?author a :Author .\n", " ?author :published ?publication .\n", " ?publication :costs ?dollarCost\n", "\n", "} GROUP BY ?author \n", "HAVING (?totalCost < 30)" ] }, { "cell_type": "markdown", "id": "5204021d", "metadata": {}, "source": [ "*The result set:*\n", "Notice that we can apply the HAVING filter to a binding variable which has been defined in the SELECT clause.\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "

person

totalCost

papers

http://example.org/Ian

25

http://example.org/GraphDatabases

" ] }, { "cell_type": "markdown", "id": "3d6f5531", "metadata": {}, "source": [ "### 1.6 LIMIT\n", "\n", "Let's insert some more data:" ] }, { "cell_type": "code", "execution_count": null, "id": "56cc306b", "metadata": {}, "outputs": [], "source": [ "%%sparql\n", "\n", "PREFIX : \n", "PREFIX xsd: \n", "\n", "INSERT DATA \n", "{\n", " :Kelvin a :Author .\n", " :Dave a :Author .\n", " \n", " :Dave :published :GraphDatabasesInAction .\n", " :Kelvin :published :PracticalGremlin .\n", " \n", " :GraphDatabasesInAction :about :GraphDatabases .\n", " :PracticalGremlin :about :GraphDatabases .\n", " \n", " :GraphDatabasesInAction :costs \"20\"^^xsd:integer .\n", " :PracticalGremlin :costs \"25\"^^xsd:integer .\n", "}" ] }, { "cell_type": "markdown", "id": "d4ad43b3", "metadata": {}, "source": [ "Now, let's run a query to list all the authors with their publications:" ] }, { "cell_type": "code", "execution_count": null, "id": "d320715b", "metadata": {}, "outputs": [], "source": [ "%%sparql\n", "\n", "PREFIX : \n", "PREFIX xsd: \n", "\n", "SELECT ?author ?publication WHERE\n", "{\n", " ?author :published ?publication. \n", "}" ] }, { "cell_type": "markdown", "id": "8181dbaf", "metadata": {}, "source": [ "*The result set:* \n", "A list of all publications and their authors.\n", "\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "

author

publication

http://example.org/Ora

http://example.org/GraphDatabases

http://example.org/Ora

http://example.org/ProgrammingSemanticWebApplications

http://example.org/Ian

http://example.org/GraphDatabases

http://example.org/Dave

http://example.org/GraphDatabasesInAction

http://example.org/Kelvin

http://example.org/PracticalGremlin

" ] }, { "cell_type": "markdown", "id": "fe8366c6", "metadata": {}, "source": [ "Now, let's LIMIT the result set to a maximum of 2 results:" ] }, { "cell_type": "code", "execution_count": null, "id": "2ef82619", "metadata": {}, "outputs": [], "source": [ "%%sparql\n", "\n", "PREFIX : \n", "\n", "SELECT ?author ?publication WHERE\n", "{\n", " ?author :published ?publication. \n", "} \n", "LIMIT 2" ] }, { "cell_type": "markdown", "id": "be24f953", "metadata": {}, "source": [ "*The result set:* The first 2 results.\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "

author

publication

http://example.org/Ora

http://example.org/GraphDatabases

http://example.org/Ora

http://example.org/ProgrammingSemanticWebApplications

" ] }, { "cell_type": "markdown", "id": "0a3c1416", "metadata": {}, "source": [ "### 1.7 ORDER BY\n", "\n", "ORDER BY in SPARQL can order your result set of URI or LITERAL values alphabetically, in a descending or ascending order. The default order is 'ascending'. \n", "\n", "Run the following query to order the response alphabetically:" ] }, { "cell_type": "code", "execution_count": null, "id": "9ec471b6", "metadata": {}, "outputs": [], "source": [ "%%sparql\n", "\n", "PREFIX : \n", "PREFIX xsd: \n", "\n", "SELECT ?author ?publication WHERE\n", "{\n", " ?author :published ?publication. \n", "} \n", "ORDER BY ?publication " ] }, { "cell_type": "markdown", "id": "efe489f6", "metadata": {}, "source": [ "You can also order by multiple result sets, see the below example of ordering by `price` in ascending order and then by `author` in descending order:" ] }, { "cell_type": "code", "execution_count": null, "id": "3b9faeee", "metadata": {}, "outputs": [], "source": [ "%%sparql\n", "\n", "PREFIX : \n", "PREFIX xsd: \n", "\n", "SELECT ?publication ?price WHERE\n", "{\n", " ?author :published ?publication. \n", " ?publication :costs ?price .\n", "} \n", "ORDER BY asc(?price) desc(?author)" ] }, { "cell_type": "markdown", "id": "1226ad1e", "metadata": {}, "source": [ "### 1.8 DISTINCT\n", "\n", "Distinct is another aggregator that behaves in an almost identical way to it’s namesake in many SQL databases. \n", "Let's run a query to list all the people who have authored a publication:\n" ] }, { "cell_type": "code", "execution_count": null, "id": "7be18dbb", "metadata": {}, "outputs": [], "source": [ "%%sparql\n", "\n", "PREFIX : \n", "\n", "SELECT ?author WHERE\n", "{\n", " ?author :published ?publication. \n", "} " ] }, { "cell_type": "markdown", "id": "cc64e59f", "metadata": {}, "source": [ "*The result set:* As you can see, you get a result for every publication in the database, which in this case is unnecessary repetition. \n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "

author

http://example.org/Ora

http://example.org/Ora

http://example.org/Ian

http://example.org/Dave

http://example.org/Kelvin

" ] }, { "cell_type": "markdown", "id": "f376747e", "metadata": {}, "source": [ "By using the `DISTINCT` modifier, you can ensure you get a distinct set of authors:" ] }, { "cell_type": "code", "execution_count": null, "id": "32f0fade", "metadata": {}, "outputs": [], "source": [ "%%sparql\n", "\n", "PREFIX : \n", "\n", "SELECT DISTINCT ?author WHERE\n", "{\n", " ?author :published ?publication. \n", "} " ] }, { "cell_type": "markdown", "id": "5abecec8", "metadata": {}, "source": [ "### 1.9 COUNT\n", "\n", "Use COUNT to collect and count the resolution set for a particular variable, COUNT will only work with aggregation. \n", "Let's count how many publications each author has published" ] }, { "cell_type": "code", "execution_count": null, "id": "46ca8562", "metadata": {}, "outputs": [], "source": [ "%%sparql\n", "\n", "PREFIX : \n", "\n", "SELECT ?author (count(?publication) as ?pubCount) WHERE\n", "{\n", " ?author a :Author .\n", " ?author :published ?publication .\n", "} \n", "GROUP BY ?author " ] }, { "cell_type": "markdown", "id": "39c85e59", "metadata": {}, "source": [ "Adding an OPTIONAL clause, means we can return a count for those who have not published anything:" ] }, { "cell_type": "code", "execution_count": null, "id": "51b3a4f7", "metadata": {}, "outputs": [], "source": [ "%%sparql \n", "PREFIX : \n", "\n", "SELECT ?author (count(?publication) as ?pubCount) WHERE\n", "{\n", " ?author a :Author .\n", " OPTIONAL { \n", " ?author :published ?publication .\n", " } \n", "} \n", "GROUP BY ?author" ] }, { "cell_type": "markdown", "id": "2bdfe55f", "metadata": {}, "source": [ "## Conclusion\n", "\n", "This notebook shows how easy it is to use create, select and filter RDF data with Amazon Neptune using the SPARQL1.1 query language.\n", "\n", "If you are interested in learning more about Amazon Neptune, we recommend the following resources:\n", "\n", " - [Getting Started with Amazon Neptune](https://pages.awscloud.com/AWS-Learning-Path-Getting-Started-with-Amazon-Neptune_2020_LP_0009-DAT.html) is a video-based learning path that shows you how to create and connect to a Neptune database, choose a data model and query language, author and tune graph queries, and integrate Neptune with other Amazon Web services.\n", " - Before you begin designing your database, consult the [Amazon Web Services Reference Architectures for Using Graph Databases](https://github.com/aws-samples/aws-dbs-refarch-graph/) GitHub repo, where you can browse examples of reference deployment architectures, and learn more about building a graph data model and choosing a query language.\n", " - For links to documentation, blog posts, videos, and code repositories with samples and tools, see the [Amazon Neptune developer resources](https://aws.amazon.com/neptune/developer-resources/).\n", " - Neptune ML makes it possible to build and train useful machine learning models on large graphs in hours instead of weeks. To find out how to set up and use a graph neural network, see [Using Amazon Neptune ML for machine learning on graphs](https://docs.aws.amazon.com/neptune/latest/userguide/machine-learning.html)." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.12" } }, "nbformat": 4, "nbformat_minor": 5 }