tddschn/ChatGPT-Gender_Bias_Data_Visualization.html Secret

## ChatGPT-Gender_Bias_Data_Visualization.html
<!DOCTYPE html>
<html lang="en-US" data-theme="dark">
<head>
    <meta charset="UTF-8" />
    <link rel="icon" href="https://chat.openai.com/favicon.ico" />
    <meta name="viewport" content="width=device-width, initial-scale=1.0" />
    <title>Gender Bias Data Visualization</title>
    <link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.7.0/styles/github-dark.min.css">
    <script src="https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.7.0/highlight.min.js"></script>
    <script>
        hljs.highlightAll()
    </script>

    <style>
        :root {
            --tw-prose-code: #111827;
            --tw-prose-hr: #e5e7eb;
            --tw-prose-links: #111827;
            --tw-prose-headings: #111827;
            --tw-prose-quotes: #111827;
            --tw-prose-counters: #6b7280;
            --page-bg: #f7f7f8;
            --page-text: #374151;
            --conversation-odd-bg: rgba(247,247,248);
            --th-boarders: #4b5563;
            --td-boarders: #374151;
            --meta-title: #616c77;
        }

        [data-theme="dark"] {
            --tw-prose-code: #f9fafb;
            --tw-prose-hr: #374151;
            --tw-prose-links: #fff;
            --tw-prose-headings: #fff;
            --tw-prose-quotes: #f3f4f6;
            --tw-prose-counters: #9ca3af;
            --page-bg: rgba(52,53,65);
            --page-text: #fff;
            --conversation-odd-bg: rgb(68,70,84);
            --meta-title: #959faa;
        }

        * {
            box-sizing: border-box;
            font-size: 16px;
        }

        ::-webkit-scrollbar {
            height: 1rem;
            width: .5rem
        }

        ::-webkit-scrollbar:horizontal {
            height: .5rem;
            width: 1rem
        }

        ::-webkit-scrollbar-track {
            background-color: transparent;
            border-radius: 9999px
        }

        ::-webkit-scrollbar-thumb {
            --tw-border-opacity: 1;
            background-color: rgba(217,217,227,.8);
            border-color: rgba(255,255,255,var(--tw-border-opacity));
            border-radius: 9999px;
            border-width: 1px
        }

        ::-webkit-scrollbar-thumb:hover {
            --tw-bg-opacity: 1;
            background-color: rgba(236,236,241,var(--tw-bg-opacity))
        }

        .dark ::-webkit-scrollbar-thumb {
            --tw-bg-opacity: 1;
            background-color: rgba(86,88,105,var(--tw-bg-opacity))
        }

        .dark ::-webkit-scrollbar-thumb:hover {
            --tw-bg-opacity: 1;
            background-color: rgba(172,172,190,var(--tw-bg-opacity))
        }

        @media (min-width: 768px) {
            .scrollbar-trigger ::-webkit-scrollbar-thumb {
                visibility:hidden
            }

            .scrollbar-trigger:hover ::-webkit-scrollbar-thumb {
                visibility: visible
            }
        }

        body {
            font-family: Söhne,ui-sans-serif,system-ui,-apple-system,Segoe UI,Roboto,Ubuntu,Cantarell,Noto Sans,sans-serif,Helvetica Neue,Arial,Apple Color Emoji,Segoe UI Emoji,Segoe UI Symbol,Noto Color Emoji;
            font-size: 14px;
            line-height: 1.5;
            color: var(--page-text);
            background-color: var(--page-bg);
            margin: 0;
            padding: 0;
        }

        [data-theme="light"] .sun {
            display: none;
        }

        [data-theme="dark"] .moon {
            display: none;
        }

        .toggle {
            display: inline-flex;
            justify-content: center;
            align-items: center;
            width: 32px;
            height: 32px;
            border-radius: 4px;
            background-color: #fff;
            border: 1px solid #e2e8f0;
        }

        .metadata_container {
            display: flex;
            flex-direction: column;
            margin-top: 8px;
            padding-left: 1rem;
        }

        .metadata_item {
            display: flex;
            flex-direction: row;
            align-items: center;
            border-radius: 16px;
            padding: 4px 0.5rem;
        }

        .metadata_item:hover {
            background-color: rgba(0,0,0,.1);
        }

        .metadata_item > div:first-child {
            flex: 0 1 100px;
            color: var(--meta-title);
        }

        .metadata_item > div:last-child {
            flex: 1;
        }

        a {
            color: var(--tw-prose-links);
            font-size: 0.8rem;
            text-decoration-line: underline;
            text-underline-offset: 2px;
        }

        .conversation-content > p:first-child,
        ol:first-child {
            margin-top: 0;
        }

        p>code, li>code {
            color: var(--tw-prose-code);
            font-weight: 600;
            font-size: .875em;
        }

        p>code::before,
        p>code::after,
        li>code::before,
        li>code::after {
            content: "`";
        }

        hr {
            width: 100%;
            height: 0;
            border: 1px solid var(--tw-prose-hr);
            margin-bottom: 1em;
            margin-top: 1em;
        }

        pre {
            color: #ffffff;
            background-color: #000000;
            overflow-x: auto;
            margin: 0 0 1rem 0;
            border-radius: 0.375rem;
        }

        pre>code {
            font-family: Söhne Mono, Monaco, Andale Mono, Ubuntu Mono, monospace !important;
            font-weight: 400;
            font-size: .875em;
            line-height: 1.7142857;
        }

        h1, h2, h3, h4, h5, h6 {
            color: var(--tw-prose-headings);
            margin: 0;
        }

        h1 {
            font-size: 2.25em;
            font-weight: 600;
            line-height: 1.1111111;
            margin-bottom: 0.8888889em;
            margin-top: 0;
        }

        h2 {
            font-size: 1.5em;
            font-weight: 700;
            line-height: 1.3333333;
            margin-bottom: 1em;
            margin-top: 2em;
        }

        h3 {
            font-size: 1.25em;
            font-weight: 600;
            line-height: 1.6;
            margin-bottom: .6em;
            margin-top: 1.6em;
        }

        h4 {
            font-weight: 400;
            line-height: 1.5;
            margin-bottom: .5em;
            margin-top: 1.5em
        }

        h3,h4 {
            margin-bottom: .5rem;
            margin-top: 1rem;
        }

        h5 {
            font-weight: 600;
        }

        blockquote {
            border-left: 2px solid rgba(142,142,160,1);
            color: var(--tw-prose-quotes);
            font-style: italic;
            font-style: normal;
            font-weight: 500;
            line-height: 1rem;
            margin: 1.6em 0;
            padding-left: 1em;
            quotes: "\201C""\201D""\2018""\2019";
        }

        blockquote p:first-of-type:before {
            content: open-quote;
        }

        blockquote p:last-of-type:after {
            content: close-quote;
        }

        ol, ul {
            padding-left: 1.1rem;
        }

        ::marker {
            color: var(--tw-prose-counters);
            font-weight: 400;
        }

        table {
            width: 100%;
            border-collapse: separate;
            border-spacing: 0 0;
            table-layout: auto;
            text-align: left;
            font-size: .875em;
            line-height: 1.7142857;
        }

        table * {
            box-sizing: border-box;
            border-width: 0;
            border-style: solid;
            border-color: #d9d9e3;
        }

        table thead {
            border-bottom-color: var(--th-boarders);
            border-bottom-width: 1px;
        }

        table th {
            background-color: rgba(236,236,241,.2);
            border-bottom-width: 1px;
            border-left-width: 1px;
            border-top-width: 1px;
            padding: 0.25rem 0.75rem;
        }

        table th:first-child {
            border-top-left-radius: 0.375rem;
        }

        table th:last-child {
            border-right-width: 1px;
            border-top-right-radius: 0.375rem;
        }

        table tbody tr {
            border-bottom-color: var(--td-boarders);
            border-bottom-width: 1px;
        }

        table tbody tr:last-child {
            border-bottom-width: 0;
        }

        table tbody tr:last-child td:first-child {
            border-bottom-left-radius: 0.375rem;
        }

        table tbody tr:last-child td:last-child {
            border-bottom-right-radius: 0.375rem;
        }

        table td {
            border-bottom-width: 1px;
            border-left-width: 1px;
            padding: 0.25rem 0.75rem;
        }

        table td:last-child {
            border-right-width: 1px;
        }

        [type=checkbox], [type=radio] {
            accent-color: #2563eb;
        }

        .conversation {
            margin: 0 auto;
            max-width: 800px;
            padding: 1rem;
        }

        .conversation-header {
            margin-bottom: 1rem;
        }

        .conversation-header h1 {
            margin: 0;
        }

        .conversation-header h1 a {
            font-size: 1.5rem;
        }

        .conversation-header .conversation-export {
            margin-top: 0.5rem;
            font-size: 0.8rem;
        }

        .conversation-header p {
            margin-top: 0.5rem;
            font-size: 0.8rem;
        }

        .conversation-item {
            display: flex;
            position: relative;
            padding: 1rem;
            border-left: 1px solid rgba(0,0,0,.1);
            border-right: 1px solid rgba(0,0,0,.1);
            border-bottom: 1px solid rgba(0,0,0,.1);
        }

        .conversation-item:first-of-type {
            border-top: 1px solid rgba(0,0,0,.1);
        }

        .conversation-item:nth-child(odd) {
            background-color: var(--conversation-odd-bg);
        }

        .author {
            display: flex;
            flex: 0 0 30px;
            justify-content: center;
            align-items: center;
            width: 30px;
            height: 30px;
            border-radius: 0.125rem;
            margin-right: 1rem;
            overflow: hidden;
        }

        .author svg {
            color: #fff;
            width: 22px;
            height: 22px;
        }

        .author img {
            content: url(data:image/png;base64,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);
            width: 100%;
            height: 100%;
        }

        .author.GPT-3 {
            background-color: rgb(16, 163, 127);
        }

        .author.GPT-4 {
            background-color: black;
        }

        .conversation-content-wrapper {
            display: flex;
            position: relative;
            overflow: hidden;
            flex: 1 1 auto;
            flex-direction: column;
        }

        .conversation-content {
            font-size: 1rem;
            line-height: 1.5;
        }

        .conversation-content p {
            white-space: pre-wrap;
            line-height: 28px;
        }

        .conversation-content img, .conversation-content video {
            display: block;
            max-width: 100%;
            height: auto;
            margin-bottom: 2em;
            margin-top: 2em;
        }

        .time {
            position: absolute;
            right: 8px;
            bottom: 0;
            font-size: 0.8rem;
            color: #acacbe
        }
    </style>
</head>

<body>
    <svg aria-hidden="true" style="position: absolute; width: 0; height: 0; overflow: hidden;" version="1.1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink">
        <symbol id="chatgpt" viewBox="0 0 41 41">
            <path d="M37.5324 16.8707C37.9808 15.5241 38.1363 14.0974 37.9886 12.6859C37.8409 11.2744 37.3934 9.91076 36.676 8.68622C35.6126 6.83404 33.9882 5.3676 32.0373 4.4985C30.0864 3.62941 27.9098 3.40259 25.8215 3.85078C24.8796 2.7893 23.7219 1.94125 22.4257 1.36341C21.1295 0.785575 19.7249 0.491269 18.3058 0.500197C16.1708 0.495044 14.0893 1.16803 12.3614 2.42214C10.6335 3.67624 9.34853 5.44666 8.6917 7.47815C7.30085 7.76286 5.98686 8.3414 4.8377 9.17505C3.68854 10.0087 2.73073 11.0782 2.02839 12.312C0.956464 14.1591 0.498905 16.2988 0.721698 18.4228C0.944492 20.5467 1.83612 22.5449 3.268 24.1293C2.81966 25.4759 2.66413 26.9026 2.81182 28.3141C2.95951 29.7256 3.40701 31.0892 4.12437 32.3138C5.18791 34.1659 6.8123 35.6322 8.76321 36.5013C10.7141 37.3704 12.8907 37.5973 14.9789 37.1492C15.9208 38.2107 17.0786 39.0587 18.3747 39.6366C19.6709 40.2144 21.0755 40.5087 22.4946 40.4998C24.6307 40.5054 26.7133 39.8321 28.4418 38.5772C30.1704 37.3223 31.4556 35.5506 32.1119 33.5179C33.5027 33.2332 34.8167 32.6547 35.9659 31.821C37.115 30.9874 38.0728 29.9178 38.7752 28.684C39.8458 26.8371 40.3023 24.6979 40.0789 22.5748C39.8556 20.4517 38.9639 18.4544 37.5324 16.8707ZM22.4978 37.8849C20.7443 37.8874 19.0459 37.2733 17.6994 36.1501C17.7601 36.117 17.8666 36.0586 17.936 36.0161L25.9004 31.4156C26.1003 31.3019 26.2663 31.137 26.3813 30.9378C26.4964 30.7386 26.5563 30.5124 26.5549 30.2825V19.0542L29.9213 20.998C29.9389 21.0068 29.9541 21.0198 29.9656 21.0359C29.977 21.052 29.9842 21.0707 29.9867 21.0902V30.3889C29.9842 32.375 29.1946 34.2791 27.7909 35.6841C26.3872 37.0892 24.4838 37.8806 22.4978 37.8849ZM6.39227 31.0064C5.51397 29.4888 5.19742 27.7107 5.49804 25.9832C5.55718 26.0187 5.66048 26.0818 5.73461 26.1244L13.699 30.7248C13.8975 30.8408 14.1233 30.902 14.3532 30.902C14.583 30.902 14.8088 30.8408 15.0073 30.7248L24.731 25.1103V28.9979C24.7321 29.0177 24.7283 29.0376 24.7199 29.0556C24.7115 29.0736 24.6988 29.0893 24.6829 29.1012L16.6317 33.7497C14.9096 34.7416 12.8643 35.0097 10.9447 34.4954C9.02506 33.9811 7.38785 32.7263 6.39227 31.0064ZM4.29707 13.6194C5.17156 12.0998 6.55279 10.9364 8.19885 10.3327C8.19885 10.4013 8.19491 10.5228 8.19491 10.6071V19.808C8.19351 20.0378 8.25334 20.2638 8.36823 20.4629C8.48312 20.6619 8.64893 20.8267 8.84863 20.9404L18.5723 26.5542L15.206 28.4979C15.1894 28.5089 15.1703 28.5155 15.1505 28.5173C15.1307 28.5191 15.1107 28.516 15.0924 28.5082L7.04046 23.8557C5.32135 22.8601 4.06716 21.2235 3.55289 19.3046C3.03862 17.3858 3.30624 15.3413 4.29707 13.6194ZM31.955 20.0556L22.2312 14.4411L25.5976 12.4981C25.6142 12.4872 25.6333 12.4805 25.6531 12.4787C25.6729 12.4769 25.6928 12.4801 25.7111 12.4879L33.7631 17.1364C34.9967 17.849 36.0017 18.8982 36.6606 20.1613C37.3194 21.4244 37.6047 22.849 37.4832 24.2684C37.3617 25.6878 36.8382 27.0432 35.9743 28.1759C35.1103 29.3086 33.9415 30.1717 32.6047 30.6641C32.6047 30.5947 32.6047 30.4733 32.6047 30.3889V21.188C32.6066 20.9586 32.5474 20.7328 32.4332 20.5338C32.319 20.3348 32.154 20.1698 31.955 20.0556ZM35.3055 15.0128C35.2464 14.9765 35.1431 14.9142 35.069 14.8717L27.1045 10.2712C26.906 10.1554 26.6803 10.0943 26.4504 10.0943C26.2206 10.0943 25.9948 10.1554 25.7963 10.2712L16.0726 15.8858V11.9982C16.0715 11.9783 16.0753 11.9585 16.0837 11.9405C16.0921 11.9225 16.1048 11.9068 16.1207 11.8949L24.1719 7.25025C25.4053 6.53903 26.8158 6.19376 28.2383 6.25482C29.6608 6.31589 31.0364 6.78077 32.2044 7.59508C33.3723 8.40939 34.2842 9.53945 34.8334 10.8531C35.3826 12.1667 35.5464 13.6095 35.3055 15.0128ZM14.2424 21.9419L10.8752 19.9981C10.8576 19.9893 10.8423 19.9763 10.8309 19.9602C10.8195 19.9441 10.8122 19.9254 10.8098 19.9058V10.6071C10.8107 9.18295 11.2173 7.78848 11.9819 6.58696C12.7466 5.38544 13.8377 4.42659 15.1275 3.82264C16.4173 3.21869 17.8524 2.99464 19.2649 3.1767C20.6775 3.35876 22.0089 3.93941 23.1034 4.85067C23.0427 4.88379 22.937 4.94215 22.8668 4.98473L14.9024 9.58517C14.7025 9.69878 14.5366 9.86356 14.4215 10.0626C14.3065 10.2616 14.2466 10.4877 14.2479 10.7175L14.2424 21.9419ZM16.071 17.9991L20.4018 15.4978L24.7325 17.9975V22.9985L20.4018 25.4983L16.071 22.9985V17.9991Z" fill="currentColor"></path>
        </symbol>
    </svg>
    <div class="conversation">
        <div class="conversation-header">
            <h1>
                <a href="https://chat.openai.com/c/8c525317-46b2-4c8f-9d75-1836b687edc1" target="_blank" rel="noopener noreferrer">Gender Bias Data Visualization</a>
                <button class="toggle">
                    <svg class="sun" stroke="currentColor" fill="none" stroke-width="2" viewBox="0 0 24 24" stroke-linecap="round" stroke-linejoin="round" class="w-4 h-4" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><circle cx="12" cy="12" r="5"></circle><line x1="12" y1="1" x2="12" y2="3"></line><line x1="12" y1="21" x2="12" y2="23"></line><line x1="4.22" y1="4.22" x2="5.64" y2="5.64"></line><line x1="18.36" y1="18.36" x2="19.78" y2="19.78"></line><line x1="1" y1="12" x2="3" y2="12"></line><line x1="21" y1="12" x2="23" y2="12"></line><line x1="4.22" y1="19.78" x2="5.64" y2="18.36"></line><line x1="18.36" y1="5.64" x2="19.78" y2="4.22"></line></svg>
                    <svg class="moon" stroke="currentColor" fill="none" stroke-width="2" viewBox="0 0 24 24" stroke-linecap="round" stroke-linejoin="round" class="w-4 h-4" height="1em" width="1em" xmlns="http://www.w3.org/2000/svg"><path d="M21 12.79A9 9 0 1 1 11.21 3 7 7 0 0 0 21 12.79z"></path></svg>
                </button>
            </h1>
            <div class="conversation-export">
                <p>Exported by
                <a href="https://github.com/pionxzh/chatgpt-exporter">ChatGPT Exporter</a>
                at 2024-03-06T23:13:47.864Z</p>
            </div>

        </div>


<div class="conversation-item">
    <div class="author user">
        <img alt="You" />
    </div>
    <div class="conversation-content-wrapper">
        <div class="conversation-content">
            <p>you&#039;re looking at a dataset that includes LLM generated ref letters for different genders, and columns like per_pos and per_for is the rating for the positivity and formality of the letter. we hope to demonstrate gender bias using data visualization from this dataset. explore the data first, take all time you need, and help me demonstrate that.</p>
        </div>
    </div>

</div>


<div class="conversation-item">
    <div class="author GPT-4">
        <svg width="41" height="41"><use xlink:href="#chatgpt" /></svg>
    </div>
    <div class="conversation-content-wrapper">
        <div class="conversation-content">
            <p>The dataset consists of 6,028 entries and includes several columns relevant to our analysis. The key columns are:</p>
<ol>
<li><code>gender</code>: The gender of the individual for whom the reference letter is written.</li>
<li><code>per_pos</code>: The rating for the positivity of the letter.</li>
<li><code>per_for</code>: The rating for the formality of the letter.</li>
</ol>
<p>Other columns, such as <code>first_name</code>, <code>last_name</code>, <code>career_sec</code>, and <code>personal_sec</code>, provide additional context about the individuals and the content of the letters, but may not be directly relevant for analyzing gender bias.</p>
<p>To examine potential gender bias in positivity and formality of letters, we can start by comparing the average scores for <code>per_pos</code> and <code>per_for</code> across different genders. Let's calculate these averages and then visualize the results using appropriate charts, such as bar graphs, which can clearly illustrate differences in these metrics between genders.</p>
        </div>
    </div>

</div>


<div class="conversation-item">
    <div class="author GPT-4">
        <svg width="41" height="41"><use xlink:href="#chatgpt" /></svg>
    </div>
    <div class="conversation-content-wrapper">
        <div class="conversation-content">
            <img src="data:application/octet-stream;base64,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" height="1180" width="2379" />
        </div>
    </div>

</div>


<div class="conversation-item">
    <div class="author GPT-4">
        <svg width="41" height="41"><use xlink:href="#chatgpt" /></svg>
    </div>
    <div class="conversation-content-wrapper">
        <div class="conversation-content">
            <p>The visualizations provide a clear comparison of the average positivity and formality ratings in the reference letters across different genders:</p>
<ol>
<li>
<p><strong>Average Positivity Rating by Gender</strong>: The first chart shows the average positivity ratings for each gender. This graph can help identify if there is a noticeable difference in how positive the letters are based on the gender of the individual.</p>
</li>
<li>
<p><strong>Average Formality Rating by Gender</strong>: The second chart displays the average formality ratings. This is useful to assess whether the tone of formality in the letters varies with the gender of the subject.</p>
</li>
</ol>
<p>These charts are instrumental in revealing potential biases in the language used in the letters. For a more detailed analysis, one could further investigate the distribution of these scores, look for trends across different occupations, or examine how these metrics interact with other variables in the dataset.</p>
        </div>
    </div>

</div>


<div class="conversation-item">
    <div class="author user">
        <img alt="You" />
    </div>
    <div class="conversation-content-wrapper">
        <div class="conversation-content">
            <p>use boxplot instead, also explore other columns</p>
        </div>
    </div>

</div>


<div class="conversation-item">
    <div class="author GPT-4">
        <svg width="41" height="41"><use xlink:href="#chatgpt" /></svg>
    </div>
    <div class="conversation-content-wrapper">
        <div class="conversation-content">
            <img src="data:application/octet-stream;base64,iVBORw0KGgoAAAANSUhEUgAACtsAAAVkCAYAAAC/iDLDAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/P9b71AAAACXBIWXMAAB7CAAAewgFu0HU+AAEAAElEQVR4nOzdd3QUZdvH8V96IFV6BwEB6VIUpBcRAQGRpsAjgohSrEh5HkRRBBVBFJUmCApYUEGKKFUB6SC9dyFSAiQhCYG09w9O9s3s7iS7STabkO/nHM5h7p1yz2Z2dvaaa67bIzk5OVkAAAAAAAAAAAAAAAAAAAAAbHi6uwMAAAAAAAAAAAAAAAAAAABATkWyLQAAAAAAAAAAAAAAAAAAAGCCZFsAAAAAAAAAAAAAAAAAAADABMm2AAAAAAAAAAAAAAAAAAAAgAmSbQEAAAAAAAAAAAAAAAAAAAATJNsCAAAAAAAAAAAAAAAAAAAAJki2BQAAAAAAAAAAAAAAAAAAAEyQbAsAAAAAAAAAAAAAAAAAAACYINkWAAAAAAAAAAAAAAAAAAAAMEGyLQAAAAAAAAAAAAAAAAAAAGCCZFsAAAAAAAAAAAAAAAAAAADABMm2AAAAAAAAAAAAAAAAAAAAgAmSbQEAAAAAAAAAAAAAAAAAAAATJNsCAAAAAAAAAAAAAAAAAAAAJki2BQAAAAAAAAAAAAAAAAAAAEyQbAsAAAAAAAAAAAAAAAAAAACYINkWAAAAAAAAAAAAAAAAAAAAMEGyLQAAAAAAAAAAAAAAAAAAAGCCZFsAAAAAAAAAAAAAAAAAAADAhLe7OwAAQG7w/PPPa/fu3Zbp6dOnq169em7sESQpISFBq1at0saNG3X48GFdv35dsbGxSk5OtsyzdOlSlShRwo29zHvc9XnJyZ9T637s3LnTTT1BbpWTj+/cJCwsTB07drRMFy9eXMuWLXNjj3KPpKQknT17VmfPntXly5cVGxurhIQEBQYGKjAwUKGhoapYsaKKFSvm7q7elTh2AQAAcLfg923ORJwVOU1GfgdzfkFmzZgxQ7NmzbJMDxgwQAMHDnRjj3Kvxx9/XP/++69lmu8Qx128eFGnT5/WxYsXdePGDd2+fVv58uVTYGCggoKCVK5cOZUtW1ZeXl7u7updiWMXQHpItgWAbPT2229r+fLlDs3r4eGh/PnzKzAwUCVLllSVKlXUqFEjPfjgg/Lw8HBxT4Gc78SJExo+fLjOnTvn8m3t3LlTL7zwgkPz5s+fX0FBQSpcuLCqVaumBx54QM2aNZOPj4+LewnkPsuWLdPYsWPTnS/1d2LhwoVVpUoV1apVSy1atJC/v3829BTImxISErR27VqtWbNG27dvV0xMTLrLhISEqFq1amrZsqWaN2+u0NBQ13cUAAAAeQ5xViDr5NQ4a3reeustPf7441myLuBuZp24nBZ/f38FBATonnvu0X333adq1aqpdevWKlSokIt7CeRtu3fv1sqVK7Vp0yZduXIl3fn9/PxUqVIlNW3aVK1atVKZMmWyoZcAAIlkWwDIsZKTkxUTE6OYmBhdunRJu3fv1sKFC1WiRAm98soratmypbu7iBzixo0bWrhwoWU6KChITz/9tBt75Hrh4eF68cUXdf36dXd3xUZsbKxiY2N16dIlHThwQN9//70KFCigXr16qXfv3jxpasfRo0f1xx9/WKYrV66s5s2bu60/OcEff/yho0ePWqabN2+uypUru7FH7mX9nXjgwAH9+OOPCggIUNeuXfX888/Lz8/P3d20i+MbuVFSUpKWLl2qGTNmOBTcTS0yMlKbN2/W5s2bNWHCBLVo0ULPPfecKlas6KLeAgAAAGkjzgpHEWcF8hbidrbi4uIUFxenq1ev6sSJE1q5cqU+/vhjNW/eXK+//rqKFCni7i7alRfP37g77Nq1S1OmTNHhw4edWu7WrVvav3+/9u/fr88//1w1atRQ//791bhxYxf1FACQgmRbAMhlwsLCNHz4cD355JMaOXIk1RegGzduGIa1KV68+F0fRPjiiy8MAWBvb281a9ZMVatWVUBAgGHekJCQ7O6ejWvXrmnq1KnauHGjJk+erODgYHd3KUc5duyY4Rju0KFDng9q/vHHH4YKPSVKlMjTybZmYmJiNG/ePG3YsEGff/55jgz2cnwjt7l8+bJGjx5tGHbRHk9PTwUFBSkhIcFmaNEUiYmJWrNmjdauXavnn39eAwYMcFW3AQAAAKcRZ4U14qw5P84KZCXido5JTEzU2rVrtX37dn344YeqX7++u7tkIy+ev5G73b59Wx9//LEWLVqU7rwBAQHy9PRUbGysEhMT7c6zf/9+vfLKK6pfv76mTZuW1d0FAKRCsi0AuFGZMmVMf+wlJiYqJiZGZ8+e1c6dO3Xp0iXD6z/99JOCg4M1ePDg7OgqkGPExcXp999/t0x7eHjok08+0UMPPZSt/XjxxRftBpijo6P1zz//aOvWrTaf2z179uiNN97QZ599Jh8fn+zqKpCrjBw50m57dHS0Lly4oB07duj8+fOG106fPq2hQ4fqq6++Uv78+bOjm8Bd6dSpUxoyZIguX75s81r16tUtQ+2WLVtWwcHB8vT0lHQnOHz+/Hnt27dPW7Zs0aZNm3Tr1i3LssnJyTp16lS27QcAAADyHuKsgPNyepw1PTVq1HBBb4C84emnn7Y77PzNmzd15coV7du3TwcOHDC8duPGDQ0bNkyzZ89mBCMgE6Kjo/Xaa6/ZLXZQsmRJNW3aVA899JCqVKmi0NBQeXvfSetKSkrSpUuXdOjQIW3fvl3r16/XtWvXDMsTgwUA1yPZFgDcqFChQuratWu68yUlJenXX3/Vhx9+qNjYWEv7119/rXbt2unee+91ZTeBHOXw4cOGBJ5atWplewBYkh577DGVKFHC9PWEhAQtWbJEH3/8saG/u3bt0vfff6/evXtnRzfdYubMmXlqu47YuXOnu7uQa6T3vZicnKy1a9dqwoQJioyMtLSfPHlSCxYsuGsrZ+bk4xt3h4sXL+rFF1/U1atXDe3333+/Bg8erAYNGpgu6+vrq/Lly6t8+fLq3Lmzbty4oZ9++klff/21oqKiXN11AAAAgDgrkAG5Jc4KOIr4meOaNm2qevXqpTnPkSNHNHbsWB0/ftzSFhMTo48++kjTp093dRfdYuDAgRo4cKC7u4G7WEJCgl5//XWbRNtChQrp+eefV8eOHS3JtdY8PT1VvHhxFS9eXK1atdIbb7yh1atXa/bs2Tpz5kw29B4AIEme7u4AACB9np6e6tChgyZMmGBoT0xM1LJly9zUK8A9rH8wVq5c2T0dSYe3t7e6du2qiRMnWir/pfj6668NgWwAjvPw8FDr1q31+eefy8/Pz/DaggULFB8f76aeAblXQkKC3njjDZtE28cee0xfffVVmom29gQFBalv375avHixOnbsmJVdBQAAADKFOCvw/3JLnBWAe1SpUkUzZ860qYC7c+dOm6q3ABwzZcoU7dq1y9BWqVIlzZ8/X126dDFNtLXH29tbjz32mL777ju98sorNvdLAACuQbItAOQijRo1Up06dQxtW7dudVNvAPe4ceOGYTooKMhNPXHMww8/rPbt2xvarl27pr1797qpR8DdoUqVKurcubOhLTo6Wvv27XNPh4Bc7JtvvtHhw4cNbe3atdM777zjVIDXWkhIiMaMGaP3339f+fPnz2w3AQAAgCxDnBXIfXFWANkvKChIQ4YMsWnfvHmzG3oD5G579+7V999/b2grX768Zs6cqUKFCmV4vd7e3urdu7fmzZunUqVKZbabAIB0kGwLALlM/fr1DdOXLl1yU08A94iLizNMe3h4uKknjrNOCJTuPP0NIHNatWpl00ZVBcA5kZGRmjt3rqGtePHiGj58eJZ9x7Zu3VrDhg3LknUBAAAAWYU4K/K63BhnBZD9GjdubFMxkxgs4LypU6cqOTnZMu3l5aWxY8cqMDAwS9ZfsWJFffbZZ1myLgCAuYyXqAEAuEXBggUN0zExMRleV0JCgg4ePKiwsDBdu3ZN8fHxCg0NVaFChVSrVq1c/SR7RESE9u3bp/Pnz+vmzZsKDQ1VsWLFVKdOHeXLl89t/bp9+7b27dunixcvKiIiQklJSbrnnntUuHBh1a5dW/7+/m7rW1Zz1b6m/iGaW1SrVk1eXl5KTEy0tF28eNGhZZOTk3X06FGdOXNGERERluP5nnvuUc2aNVWgQIFM9y8pKUnnzp3T8ePHdfXqVcXGxsrT01P+/v4qUKCASpQoofLly1OVEDlOhQoVbNquX7/u9HoSEhJ09uxZnTlzRuHh4YqJiZG3t7eCg4NVuHBh1ahRQ8HBwVnR5RwlLCxM+/fv16VLl5SYmKjQ0FCVLl1atWrVko+PT5Zs48SJEzpx4oSuXLmixMRE3XPPPapUqZKqVKmSY2/ixcbGas+ePTp37pxiYmIUHBysIkWK6IEHHrgrj4MlS5bYXE++/PLLWRbkTZHZ66/Tp0/r5MmTioiIUFRUlIKCgnTPPfeoevXqKlasWBb10ig8PFz79u1TWFiYbt++reDgYJUoUUIPPPBAll1P/vvvvzp48KAuX76sW7duKTg4WBUqVFD16tUzVVU4LYmJiTp06JAuXLig69evKy4uTqGhoSpcuLBLfwOcOXNGR48e1ZUrVxQXF6fAwEDVq1dPFStWdMn2AAAA0kOc1THEWd2POGvmuet4uXHjhuXzEx0dLW9vb5UuXVotW7Z0eB0p8eFjx47p2rVrkqRChQqpZs2aKlOmTLrLJyQk6MCBAzpx4oSioqKUL18+FS5cWPXq1VNoaGhGd83iwoULOnPmjP7991/FxMQoKSnJ8pu9atWqKl68eKa3Affy9fVV6dKldeLECUtbRmKwUt48XqKiorRnzx79888/iouLs8Qa69Spk2XXB1euXNHevXsVHh6u2NhYBQUF6d5771XNmjXl6+ubJdvIainXTidPnlRkZKT8/PxUuHBh3X///XdlddYDBw5oz549hrYuXbro/vvvz9LtZPbaLDw8XAcPHtT169cVEREhX19fFShQQPfee68qVarkkpj+zZs3tWfPHp09e1YxMTEKCAhQoUKF9MADD9hcr2dUdHS0du/ercuXLysyMlIBAQEqU6aMatWqpYCAgCzZhj3uiGlfvXpVBw4cUFhYmGJiYuTn56f77rtPDRo0cMn2gLyIZFsAyGWsnzbPyAXguXPnNGvWLG3cuFHR0dF25/Hy8lLNmjXVu3dvNWvWLM31HT16VP369dOtW7csbb1799Yrr7zicJ82bNig119/3RDgGz58uLp3724z786dO/XCCy9YpuvUqaOZM2dKkk6ePKkvvvhCmzZtMiQ2pvD391eLFi00ZMgQFS1a1OH+Zdbhw4c1e/Zsbd261eZvmMLX11f16tVTv379VLt27TTXFxYWpo4dO9p97d9//1W9evXSXH7p0qUqUaKEQ313Vlbv67JlyzR27FjT12fNmqVZs2bZfS2nVI/19vZWaGiorl69ammLiIhIc5nw8HDNnj1ba9eutQRRrXl4eKhKlSrq0aOH2rVrJ09P5wYtiIiI0Lx587Ry5UqFh4enOa+np6cqVKigxo0bq0OHDipbtqzpvM8//7x2795tmZ4+fbrNMZnW33X58uVavny56fqLFy+uZcuWZWi7Fy9eVMeOHZWUlCTpznu4ZMkSlSxZ0nR7Zm7cuKG2bdsazn3ffPON3eCIdT/sHZtvv/226X6PHTs2zc9Bhw4d9Pbbb0uSBg8erG3btlleGzBggAYOHJjmvph55ZVXtGnTJst037597Q4b5i72vgPNvteshYeHa/Xq1dq8ebP27Nmjmzdvms6b8ll76qmn1KZNm3QT4Nx1fKdmfTy99dZbevzxxyXdGRp15syZ2rdvn91l8+XLpy5duqh///4ZSi5NTk7Wzz//rAULFujcuXN25ylatKh69eql7t27y9vbO83v9uxy8eJFTZs2TatWrVJ8fLzN697e3mrYsKGGDh2q8uXLp7mu3377TaNHj7ZMlyxZUkuWLMlQMHLNmjUaOXKkZbpo0aJaunSpvLy8nF6XPStWrDBMFyxYUM2bN8+SdWfW1atXNW/ePK1bty7Nh1TKly+vnj17qlOnTg6/LzNmzDBcP6Q+Vx48eFDTp0/X1q1b7d589vHxUdu2bfXiiy+qSJEiTu7VHVu3btWMGTO0f/9+u6+HhISoa9euevbZZ7Pspu+xY8f01VdfacuWLWn+Bqhdu7b69++vBx980OF1m52jEhMTtWTJEtPzwYABA0i2BQAAbkOclTirRJw1tdwQZ3VWVr+HqVm/n6njc4cOHdKsWbO0efNmm89P8eLFDcm2Zr+nkpKS9PPPP2vevHn6999/7fahTp06eu2111SlShWb16KjozVv3jz9/PPPioyMtHndy8tLrVu31iuvvKLChQs7vN83b97Un3/+qQ0bNmjXrl2GmLc9xYoVU5cuXdStWzeXP3iQnXHpOXPm6IsvvrC8lplY1jfffKNPPvnEMl2jRg199dVXGVqXq1h/Rzoag3Xl8eKK83da8SJ70joPnD17VtOmTdP69evtfo96eXmpadOmGjx4sMqVK5dmX83s3LlT06ZN0759++zGsPLnz6+OHTtqwIABCgkJkeTYvQpXiouL07x58/TDDz/YPTdJUtWqVTVgwAA1adIkzXVdvHhRnTp1sry/mbnfEx4ervbt2xv+Vj/++GOG/zbWrGOwkvTkk09myboz6/bt2/rxxx+1fPlyHTt2zHS+QoUKqUOHDnrmmWccPp+nda0ZHh6u6dOna+XKlYZr3xQeHh6qW7euhg4dqmrVqjm5V3f8888/+vTTT7Vp0ya7MX8fHx+1bt1agwcPzrLkV3fFtLdu3ao5c+bo77//tjkf1KlTh2RbIAs5l5EBAHC748ePG6aduchPTk7W559/rm7dumnlypVp/hhOTEzU33//rddff10DBw40TfaTpMqVK+v11183tM2fP19//vmnQ/36999/9fbbbxsu/Fq3bm03AJyWpUuXqnfv3vrzzz/t/nCV7vyIW7lypbp3767ff//dqfVnRHx8vN555x395z//0R9//GEa0JPu/JjZvHmznnvuOY0YMSLNxK+cKC/ta0akJHemSCvh6rvvvlPnzp21aNGiND97ycnJOnz4sN5++2316tXLNKnNnk2bNqlLly765ptv0k20Ten/8ePH9dVXX+nHH390eDs5TbFixQzDRCYnJ6cZQE3L77//bggA3HfffVn+FHJGdOvWzTD9yy+/mJ4T0/Lvv/9q8+bNlmlPT0916dIl0/3LSva+xxx5cnvTpk1q166dJk2apC1btqR7Dkr5rI0ZM0b9+vXLtUOLJiYm6qOPPtKQIUNME22lO0HwBQsW6D//+Y/Onz/v1DYiIiLUv39/TZgwIc1z0qVLlzR58mQ9//zz6T58kB02b96sHj16aMWKFXaDbtKdagsbN25Ur169tGDBgjTX16pVK8NT9xcuXNCWLVsy1LeffvrJMN25c+csS7Q9f/68Tp06ZWhr166dyyqqOuPrr79W586dtXDhwnSrwZ86dUrjx4/XU0895fQxa23u3Lnq16+ftmzZYlrlKT4+XsuWLdPTTz+tQ4cOObX+xMREvffeexoyZIhpoq0kRUZGavbs2Xr66aczvU9xcXF666231KtXL61evTrd3wC7du3SoEGDNHz48DSv59Jz7do1DRgwIN3zAQAAgLsQZzVHnNW98tK+uoo738Mvv/xSffv21caNGzMUk5PuxLyGDBmi999/3zTRVpJ2796tfv36ad26dYb2EydOqFevXvrqq69Mk9kSExP1+++/q3fv3jpz5oxD/YqIiNAjjzyi0aNHa9WqVekmTkp3kuG++OILPfnkk4ZE2Nyuc+fOhoqhu3fv1unTp51eT8pD66nllAS81Ky/5xyJwebl42XFihV6+umntWbNGtPzQGJiotavX6/evXvrr7/+cmr9SUlJmjBhgl544QXt3bvXNIYVGxur7777Tj169HA6huUK58+fV69evTRr1izTc5N054GFV199VaNHjzaN1Up37vekTsi193ly1JIlSwx/q3r16mVZoq0kbdy40TBdtWrVHPEA+ubNm/XEE09o8uTJaSbaSneSY+fOnavOnTs7fcxa27p1q7p3764lS5bYTbSV7vw9d+7cqX79+umXX35xehs///yzevbsqfXr15seR/Hx8Vq5cqV69OiR6X2S3BPTTkhI0IQJEzRkyBDt3r07T41cALgLybYAkItERERo/fr1hjZHn0JKSEjQ//73P3311Vd2f9j5+vqaVm/YtWuX+vXrl+aFXpcuXfTYY48Z2saOHZtmICilXyNHjlRUVJSlrXTp0oZqcI5Ys2aN3n33XcPFsoeHh4KDg+1W+4yJidGYMWO0cuVKp7bjjJiYGA0dOlRLly61e2Hr5+en/Pnz21127dq1GjhwYI5IQHJEXtrXjEhISDAc45IsTxFbmzJlij766CO7AWBvb2/Tp0WPHz+u/v376+DBg+n2Z/fu3Ro2bJhNn6Q7n5uAgACFhIRk2TDyOU1Kdc8UK1asyNCPz6VLl6a5Xndp2rSpYbity5cva8OGDU6v5+effzYkiTds2NBllVoyKvXQZSkc6WPKEGX2+Pn5KSQkRH5+fnZfP3TokPr27etQknpO89577+m7774ztPn4+Cg4ONjuAwDnz5/XSy+95HCyXUREhF544QXTRN78+fPbvK/79u3TSy+9pNu3bzu4F1lvz549GjZsmM2QsUFBQXaTWuPj4/Xxxx9r7ty5puv08fFR586dDW0ZeVDh7NmzhuoSXl5eNuvNjL///tumrVatWlm2/oxISEjQ2LFj9emnn9q9went7a2QkBC7f5tTp06pX79+NkkTjpo1a5Y+++wzw7Wyl5eX6fYiIiI0dOhQh24WSXduoowZM0aLFy+2+7q966Vz585p8ODBGb5OCg8P14ABA0y/6/z8/EzPAevWrdPAgQMdrlaTWmxsrAYPHmxzPvDx8VFgYKDT6wMAAMhqxFnNEWd1r7y0r67izvdw5syZmj59uiHulPL5cfTB2fj4eL3yyivavn27oT0gIMDuyCe3b9/Wm2++qaNHj0q6E0t44YUXdOHCBUMfgoKC7MZ7r1696nD8JyEhwXS+lN/rZu/ttWvX9OKLL2rHjh3pbic3KFCggFq1amVos35g2hHbtm3TP//8Y5kOCQnRI488kun+ZaVbt24Z+ig5FoPNq8fL8uXL9fbbbxsSCD09PRUcHGz3Afe4uDgNGzZMJ0+edGj9SUlJeuutt0yPN3vXIeHh4RoyZIhbH4a+fv26Bg8erLNnzxra7cWMU/z2228aPnx4mgm31g8ULV26NM357UlMTLSJ13Xt2tWpdaQlLCzMJvHS3TFY6U68+tVXX7VbXCTlmLX3t4mMjNRrr72mX3/9NUPb3bZtm1599VXDNWvKd2XqhxhSJCYm6t1339XWrVsd3saPP/6o8ePH203ktXevNSYmRm+88Yb27t3rxJ78P3fGtN977z2b84GXl5fptTuAzHN/uRoAgEOio6M1atQow83u/Pnz64knnnBo+RkzZmjVqlWGtqCgIPXt21ePPPKI5YdxTEyMtmzZonnz5unw4cOWec+fP69hw4bp66+/tnuhK0mjRo3S4cOHLU9BR0VFaeTIkfryyy9Nk/amTJliSA708/PT+++/79RN+KtXr2rcuHGWwFmrVq3UrVs31a5dW97e3kpMTNSRI0e0ePFi/fLLL5b5EhMT9c477+i+++5zydOD48ePtxl+pUiRIurXr5+aN2+uQoUKSboT3N+4caPmzJljCFgcOnRIb775pj799FObBIiQkBDLkNKRkZGaNm2a4bUXX3wxzb6ZJXpmlCv3tUaNGobhszdt2mQY1r5x48Zq3Lhxlu5PVjt48KDNzRd7w5H8/PPPmj9/vqHNz89PTz/9tNq1a6dy5crJw8NDt27d0o4dO7Rw4UJD0PX69esaNmyYvv32W4WGhtrtS3JyssaPH6+EhARLW2BgoHr27KnmzZurfPnyhs/4jRs3dPLkSe3bt0+bNm2ym5iVEan/rvv37zcMoVOjRg21b9/edNmMDOuYWosWLRQUFKQbN25IuhPo2Llzp6HibXpOnjxpeBLc29vb5kaYszp06KDq1atLupMAnLriYfv27VWjRg3TZVM/Ye3p6aknn3xSn332maXtp59+UosWLRzuS0JCgk0ycU6sqLBmzRqbNmeCVEFBQWrYsKEaNmyoSpUqqVy5cobg0fXr17Vv3z4tXbrUUEXoypUrGjNmjGGouNTceXybWbx4sSXprUiRIvrPf/6jJk2aWIbUun37tnbu3Knp06cbju1z587pq6++Svd7RZLeffddmwToChUq6Nlnn1WjRo0sAayrV69qw4YNmj17ti5evKhDhw5leJi9zLp165bGjBljSfatX7++evXqpfr168vPz09JSUk6ffq0li9frm+//dZw7vzss89UuXJlNWzY0O66u3Tporlz51rO/3/99ZcuXbrk1PCqP/30k+HGYNOmTZ0a2jE99qoVZHRIrqwyadIky5CMKSpXrqxu3brpwQcftFyzJicn6/Tp01q9erUWLlxoSZa+du2ahg8frvnz5zv1edq6dasOHDggSQoODlavXr3UsmVLy3dvYmKi9u3bZxl+NEVkZKSmTJmid999N91tfPPNNzYVvwoWLKh+/fqpVatWhuulP//8U3PmzNGFCxd04cIFffjhhw7vS4rbt2/rlVde0ZEjRyxtHh4eatKkiTp16qTatWtbrgkTEhJ04MABLV68WCtXrrTcGD548KDee+89TZgwwaltf/bZZ5aqySVLltQzzzyjxo0bq0iRIpLu3Ejas2cPlRYAAIBbEGc1R5yVOGtOj7M6wpXvYVoOHjxoSTzy9fVV165d9eijj6pKlSry8vJSYmKi/vnnn3SThaZPn275LFetWlXPPPOMHnroIctn+d9//9XixYv19ddfW+IUt27d0ocffqhp06bpjTfeUEREhDw8PPTII4+oS5cuqlWrluXcceTIEc2ZM8dQDTcsLEyzZ8/W4MGDHdpXHx8f1alTR40aNVLVqlVVoUIFQ+LSzZs3dfToUa1atUq//PKLJdkpMTFRo0eP1vfff28av3a1rIzbde/e3fCgwYoVKzRkyBC7SdFmrBOkOnToYJp46C4bNmyweVDemRisq46XnHb+lu4Uh1i1apWSk5Pl7++vbt266dFHH1WlSpXk6emp5ORkHTlyRAsWLNBvv/1mWS4+Pl4TJkzQl19+me42vv32W5sHXEJCQvTss8+qdevWlntPN2/e1LZt2zR//nzt2bNHUVFRGjNmTNbusBMmTpxoeQigVKlS6t+/v5o0aWL52165ckVr167VnDlzDKMAbNy4UTNmzNCQIUPsrvfBBx9UuXLlLNdM169f19q1a9W2bVuH+7Zp0yZDwmnBggXVvHlz53YwDTkxBrtmzRq9//77hrbChQurW7duaty4sSpWrGhJ1Lxy5Yo2btyoefPmWf6GiYmJGjdunCpWrKhKlSo5vN2rV6/qv//9r+Lj4+Xl5aWOHTuqffv2ql69uiUZ/dSpU/rpp5+0aNEiw8Mr48eP188//5zuqGz79u2ziaX6+Pjo6aefVvv27XXvvffKw8NDcXFx2rFjh+bPn69du3ZZHl4xq7SbFnfFtNeuXWuJwQYEBOjpp59W69atde+998rT01MJCQk6efKkIT4MIPNItgWAHCoxMVExMTE6d+6ctm7dqp9++klXrlyxvO7h4aFRo0ZZAkNp2bNnj+bNm2doq1Chgj7//HOb5QMCAtS6dWu1aNFCkyZN0g8//GB57cSJE/r888/16quv2t1O/vz59f777+uZZ56xXIgePHhQn3zyiYYNG2Yz/7p162wq7L322muqXLlyuvuUWspTkJ6enhozZow6dOhgeN3Ly0vVqlVTtWrV1LJlSw0bNswSGIiPj9fYsWM1b968LH266/fff7dJpqhfv74mTpxoE+AODQ3V448/rkceeURvvvmmoarGli1b9P3336tnz56GZQICAixPVYaFhRmCCPnz58/SJy7T4+p9LVeunCGR8OrVq4Yg8P3335+t+5sRS5YssWmrV6+eYfr8+fOaPHmyoa1IkSL64osvbIaq8fPzswS/586da0iqvHLlit577z1NnDjRbl8OHjxoGBYsODhYc+fOVZkyZezOHxQUpNq1a6t27dqWIeXTq6TiiNR/Vz8/P0NQs2zZsi79m/r5+enRRx81VJlctmyZU8m2y5cvN0w3adJE99xzT6b6Va9ePctxceDAAUOybb169ZyqnNu5c2fNnDnTcq7btm2bzp8/r1KlSjm0/Pr16w2VGosVK5bjbrYcPHjQJiH43nvvVdWqVdNdtmjRonrzzTfVtm3bNIPX99xzj5o1a6ZmzZpp06ZNGjlypKUaw/bt27Vz506bz7Lk3uPbTEqibaNGjTRhwgSbqhG+vr56+OGHVb9+fb366quGGz+LFy/WgAED0gxirV692mZY0w4dOmj06NE2yxUsWFBPPPGE2rZtq2HDhmnbtm2WJMfsljpw+8ILL+i5554zvO7p6akKFSro5Zdf1qOPPqpBgwYZnrgfN26cFi1aZLcKR9GiRdWsWTPLzauUCgkvvPCCQ327deuW4diRsraigiSbalrBwcFZmszrrDVr1mjRokWWaQ8PD7300kvq3bu3zQ1ODw8PlS9fXgMHDlT79u31yiuvWL7f/vnnH3322WcaMWKEw9tOOedWrVpVH3/8sQoWLGh43cvLSw888ICmTp2qd955xxA8XbNmjV577bU0vwfOnTunWbNmGdqqVaumTz/91ObmTmhoqDp16qQ2bdpoxIgR2rx5c4Y+Ix9//LEhkBoSEqL33nvPbsU2b29vy/f9Y489phEjRliCvatXr1arVq3UunVrh7edEuRt3bq13nnnHZskEn9/f4crxwEAAGQWcVbHEWclzprT46zpcfV7mJbTp09LupOsNHXqVJvEcy8vL5u/gT0pibZ9+vTRSy+9ZPN7uHjx4ho0aJDKly9vqFy9d+9ejRw5UqdOnZKfn5/GjRtn9+H7KlWq6MMPP9S4ceMMceslS5Zo4MCBacZ/fH19NXDgQD355JMqUKCA6Xz58uWz/Mbs2bOnXn75ZUtC89WrV/X9999r4MCBab4PrpKVcbsaNWro/vvvtzxQcePGDf3+++/q1KmTQ8tfuXLFMCKZh4dHjit4EBUVpc8//9zQ5u3trTZt2qS7rKuPl5x0/k6REocpXbq0PvnkE5v7Lh4eHrr//vs1btw4lS5d2hAr2rNnj44dO5Zm4qL1fkpSpUqV9Pnnn9vEpfLly6fmzZurWbNm+uKLL/TVV1+5LQYrybLtJk2aaMKECTZJ6YULF1bPnj3Vtm1bDR061PCg0jfffKNWrVrp/vvvt7vubt26Ge6J/fTTT04l21onvXfq1CndhE5n2BvRoEKFClm2fmedP3/epnDAo48+qv/+9792Ez0LFy6sLl26qF27dobvy5Tk1O+++87hh1NSrjXvueceffzxx5YCNKmVL19eb7zxhqpUqaKxY8da2sPCwrRp06Y0E6Hj4+P17rvvGpJ0Q0JCNG3aNJvPlr+/v5o0aaLGjRtr5syZmjVrlsLCwhzaj9TcGdNOicHee++9+uyzz2wKfXh7e6ty5cpO/yYAkDZqRgOAG+3evduSXGX976GHHlLLli3Vt29fTZ8+3RAALlGihD7++GOHqyjOmTPHcFEZGhpqNwCcmpeXl9544w2bYMyPP/6Y5hBKFStWtLkI/O677wxPSUt3LuTfeecdQ9ujjz6aqUDCCy+8YBMAtvbwww/rv//9r6Ht8OHDhqBiVpg9e7ZhumzZspo8eXKalST8/f01fvx4m6cZ582bZ6ikl9PkpX3NiK1bt9okS91zzz02T37Pnz/fMKSSr6+vpk6dmm7wtW/fvnrqqacMbevXrzcdcsj66cUuXbqYJtraU6pUKaeSUnMq68TVdevW2QwhbyYhIcFmeJyOHTtmWd+yQmhoqGG4seTkZKeGMbOe94knnsgxw80kJydrzZo1eumll2wqKrz00ksOraN27drq1KmTU1UiGjdubKj+IskQQMkNKleurIkTJ5oOzybdecJ7zJgxhsS4a9euadeuXWmu2/pmc506dTRmzJg0g5L58uXTpEmTnDoHucoTTzxhk2hrrUqVKpo4caIhQHbp0iWbpO/UrIcx++WXXxz+nlu9erUiIyMt02XKlNGDDz7o0LKOSp1UL8lm+KzslJCQoE8++cTQ9tprr6lPnz7pBmtLlSqlKVOmGK49li5dquvXrzvVh6JFi2rq1Kk2ibapeXh4aPjw4YZ54uPjbZLNrX3zzTeGqggFCxa0m2ibWr58+fThhx+qfPnyTuzFHWfPnjWcy318fPTJJ584lODaoEEDvfXWW4a2r7/+2uk+VK9eXe+9955ptTYAAICsRJyVOGtquTX2mJf2NbWOHTuafn7N/plx93vo5eWlKVOmZLrC8yOPPKKXX345zd/Dbdu2tYkTpCRuDhs2LN1Rrl555RXD+3L9+vV04z/BwcEaMGBAmomT1sqUKaMpU6YYfhv+/PPPhnNpbtatWzfDtDMx2CVLlhhGxKtfv36OiJOlOHLkiAYMGGCTKPjUU085NHJTXj1eAgICNHXq1HT/lgMGDNB9991naLM3kltq3333neE+UkhIiKZOnZrmA+AeHh4aPHhwpkfmywoVK1bU+++/n2b159DQUE2dOtVw3CQmJmrOnDmmy7Rv394Q8/77778tSYjpCQsLMxSe8PT0VJcuXRxa1lHWMVjJvXHYGTNmGO6HtWjRQu+++266FVX9/f313nvvGQqenDx50ulrPy8vL02aNMluom1qjz/+uE0RmLVr16a5zNq1ay0Pv0h3jv9JkyalmcTu4eGhgQMHOlXwJkVOiGkHBgbq888/d2pEPQCZkzPumAMAHBIQEKAXXnhBP//8s8MVBv/55x9t2bLF0DZkyBCHKjWkJBOk/tFz69YtLV68OM3lOnbsaHNB+s4771h+kN++fVsjR440DNVWtmxZ/e9//0u3T2bKlCmj//znPw7N26FDB9WuXdvQlrrCZWZt377d5kfciBEjlC9fvnSX9fHx0ahRowwX4FeuXEn3B7a75KV9dVZKBcPXX3/dJhD0zDPPGJL8oqOjbRJy+/Tp4/CTrYMGDbIMy5zCuppJitQVGSVZhi7Ja6pVq2Z4f+Pi4rR69WqHlt28ebMhOFKwYEHTYeTdyTrJb9myZTbJqfacOXPGMNSet7e3w9UYssKPP/5o99/cuXP13nvv6YknntDIkSMNSYiSNHDgQDVp0sSlfWvXrp0hwS69GxA5zYgRIxxKeitSpIgaNWpkaEtdScDaoUOHbBL5R4wY4VCCtr+/v2klp+wSHBysoUOHOjRv3bp1baoipHUTpV69eoZEyStXrqSblGm23i5dujg1fKUjYmNjDdPODC+b1dasWWOonF6zZk2nKgiVKlXK8PCJvcrA6Rk6dKhDQwjmy5fP5jhI6zMSExNjU1lpyJAhDm3L39/fbuWy9MyfP99w/dGrV690A9iptWzZUnXq1LFM2/ucp2fEiBHy8vJyahkAAIDsQpzVHHFW98hL++oqOeE9fPLJJzNdPc7Hx0evv/66Q/Paq9xYqVIlPfHEE+kuGxgYqKZNmxra0vptmxlly5ZVs2bNLNNXr151OBEup3v00UcNv+8PHTrk0PuYmJhoMyJedlZi3bBhg90Y7Pz58/Xxxx/rmWeeUe/evW2KejRo0ECDBw92ad9y+/HSt29fh0aY8/T0tIm7pxV7uX37tk2s64UXXkjzofHUXn31VaeKT7jCsGHDHOpDaGioBg0aZGjbsGGDLl++bHf+wMBAtW/f3tDm6PWIdTJ3o0aNVKxYMYeWdZR1DFZyXxz233//1apVqyzTAQEBGjVqlMPFVnx9fW2Knvz8889O9aFjx46qWbOmQ/NaJz6nd3617kv79u1trlXNvPzyy07/XXJCTPu5556zuUcMwLVItgWAXCQmJkbTp09X9+7d9dtvvzm0zF9//aXk5GTLdEhIiNq1a+fwNgsXLmwzZOxff/2V7nIjRowwJLJFR0dr5MiRun37tiZPnmz4wejn56cPPvggzUp76encubNTQ3pYP228fft2w9OgmWH9/pQvX96pSnRVqlTRAw88kOY6c4q8tK/WVq5cmWZCYKdOnfTee+8ZqthJd6o99ujRw9C2e/du3bx50zLt5eVlc4ymJV++fDZBmc2bN9ud1/ppWVcFUHMD65tVaVWnTC310OHSnR/rWTmkUFZJGdYxRUREhEM3CKwT/Jo3b+7QjcOs8v7779v999lnn2nx4sU2lRQKFiyocePGacCAAS7vm6enp817mjKkWU5XqVIlhwNYkmyqb6cM72SP9c3mWrVqOTUMVqNGjdz61PWjjz6q4OBgh+e3TmQ/ffp0mseB9fyOVDg5duyY9u/fb5n28/PL0JP16YmPjzdMO3IDMrXY2FinKg/NmDHDdF3Wyajdu3d3Orn40UcfNUzv3r3b4WVDQkJsrnnTYv0ZSRnuy54dO3YYgurBwcE2fU3Lgw8+qLJlyzo8f1JSkuEBEk9PT5vj0BHWQ0I684BBlSpVTIf2AwAAyAmIs5ojzuoeeWlfXSUnvIdZUQ2xcePGDsfiUlcXTNG5c2eHt2W9fFq/bTPL+gFQdw5nn5X8/PxsYvOOJPlt3LhRly5dskwXLlzYJvnZlRYuXGg3BjtlyhQtWLBABw8eNMzv6+urZ599VlOmTMmWWHhuPV48PT0dSnZPYZ0EmNZn8NChQ4YCFH5+fk5dhxQoUCDditeuVL58+TQrk1t77LHHDImPiYmJpve9JNvrkV9//dVw382e+Ph4m/tCmRkZwIy9IijOxmH79OnjcAz2+eefN13P2rVrDRW127Rp41T1aelOgYnUSd579uxxqvq0Mw8WWMdgz507Z7qtGzdu6O+//za0OXOvNTQ01CYemh53x7S9vb3THY0CQNbLeVkBAJCHlClTRk8//bTp63FxcYqMjNTx48e1c+dOS5Dy3LlzGj16tP766y+99dZbaf6w3bdvn2G6UaNGTg/l2qpVKy1fvtwyffjwYcXHx8vHx8d0GX9/f33wwQfq06eP5cfMkSNH9MILL9j06Y033sj0sEqpn3J1RNOmTeXp6Wm5IE9ISNCRI0ccfrotLdb717JlS6fX0apVK8PFtPU6c4q8tK/Wpk2b5vQytWvX1kcffWTz2bHe55o1azqd3NiqVSvNmjXLMn3p0iVdvHjR5glc6+HQli5dqkqVKunJJ590+MnVu0W7du302WefWYaD27dvn86dO5fm8E4RERHauHGjoa1jx44u7WdmdOvWzRAY/emnn9IMwMXFxdk8NZudFRWc1b59e40aNSrNYacclZSUpAsXLuiff/5RTEyMYmJi7A4VaD2Ez6VLl1S6dOlMb9/VUleodIR19YUbN26Yzmsd7H744Yed2panp6caNGigX375xanlsoqz1xA1atRQwYIFDRWu9+/fb3octGvXTlOnTrUMzbVjx450zzXWN2Vat27tUBVUZ1lfQ6YXgHaVpKQk7dmzx9Dm7HEkSeXKlZOfn5/lQZfUCcvpqVWrllM3i0qWLGmYTuszYn2DqmHDhk5fjzdv3lzz5s1zaN5jx44ZKptVrFgxQ9UNqlSpYph25v105uYJAABAViDOegdxVlu5JfaYl/bV2osvvpglv3nd/R6GhIRk+vMnORfDsVd90Tph2Jnl0/ptm5bw8HCdPn1aUVFRio2N1e3btw0PJ0h3fqumljrRNLfr2rWrYYSZVatW6dVXX02zQqL1w9jOPuiQnapUqaKPPvooy6p93s3HS4UKFRQaGurw/M7El6xjsLVq1VJAQIBT/Xv44Ycdfsgoqzl7feHn56eGDRsaHijfv3+/6QMFKcm8KaP2RUdH6/fff0/zAYR169bp2rVrlukSJUpkKCaZHnvXeTdv3nRLdVvrh+mtR7hzVOXKlS3Jzzdu3NCZM2cMI7yZCQoKUqVKlRzeTkhIiAIDAy2xzqSkJMXGxtp97w4ePGg4lxQqVMjmnmh6mjdv7nCl3pwQ077vvvucOucAyBo584oNAPKIQoUKOZzEFB0drXnz5mnevHmWH+wrV66Uj4+PxowZY7rciRMnDNP2nnROj3VVqlu3buncuXPpVq0rV66c/vvf/+rNN9+0tFkHp9q1a+fUk9b25M+fP82EFXvy5cunsmXL6vTp05a2Y8eOZUkQ+Pjx44bpjFT1sv47XbhwQTdv3nT6SUdXy0v7mhn33HOPevXqpT59+tgdTjkr3sd7771X/v7+hsohJ06csAmAVa1aVffff7+lom1iYqI++OADffPNN2rTpo0efvhhVa9e3embRblRgQIF1LhxY/3xxx+WtmXLlqU5DNbKlSsNCZg1atRQuXLlXNjLzGnTpo2mTJmiiIgISdLevXt14sQJ08D/6tWrFRUVZZkuV65cjk6YWrFihZKSkvTmm29m6JhNSEjQmjVr9Pvvv2vHjh0ZqryT0ZsQ2a148eJOzW9dBSklUdQe64oLGRkuMbNDLGZGRvubupKC9Xk8tfz586tDhw76/vvvJUnJycn66aef9Oqrr9qdPyYmxibo7aqkd+u/c+oEzex05swZw2cpX758huHMnOHj42MJTEZERCgxMdHud6+1EiVKOLUd65sZaX1GrG8QWSexOsKZZawDsh4eHhkaytf64YLw8HCHl82KG8wAAADOIM5KnNVMbok95qV9tfbYY485/ZvMHne/h1n1O8iZGI69fjmzvHVcwN5Q52Z27dqlFStWaMOGDZbYozNyS0zNESVKlFCjRo0sRRpu3ryp5cuXmw4lfuHCBW3dutUy7eXllenztysdOXJEr732mj7++OMMj06VV44XYrBZu+0qVaoYkm3TisFKd6qKpiTbSneS2tP6bFknvXfp0sUlRWnsjTgQHR3tlmRb66TtI0eOOBXzS2H9OQ4PD3co2bZYsWJOV34NCAgwxK3N3rvsjsHmhJg2MVjAPUi2BYBcIjAwUIMHD1bBggX10UcfWdqXLl2qVq1amT55lnpIEcn5RALpTrA69RNVkgzJWGl57LHHtHv3bi1evNjmtXvvvVejRo1yuj/WMnJhLt350Zs6CGz9XmXE7du3bZK1rJ9MdYS9v1NkZGSOCozmpX11Rv78+RUYGKgiRYqoatWqqlOnjpo1a5ZmhRLrz1NGPqdeXl4qVqyYIeBidkyPHTtWzz33nGG7YWFhmjt3rubOnStfX19VrlxZtWvXVp06dVSvXr1c+/dIz+OPP25Itl2xYoVefPFF04DKsmXLDNM5uaqtdGd4r86dO2vu3LmWtp9++kkjRoywO7+94FJ2Sx0MSxEXF6eLFy/q77//1vfff2+4wbly5UrFxcXpww8/dOq7YO/evXrvvfd06tSpTPU3rQBoThIUFOTU/NafgdRDS1mzPoc5W5lbkmHYqezk7++ve+65x+nlrM/T6d0k6Natm3744QfLk/XLly/XoEGD5OfnZzPvypUrDTe3KlWqpBo1ajjdR0dY/62cvXHh6+urkSNHmr4+bdo0h66vUleQkO7clHr//fed6os9ycnJioqKcuhvnNnPSFpDpVm/B87eeHF2Gev38+jRo1nyfjp6/S/JJZWYAQAAsgpxVnPEWd0jL+2rq+SE9zCrfgc5k3xlLxHHmUqXzsR/Uly+fFnjx4/Xpk2bHN6OPbklpuao7t27G0ZE+/nnn02TbX/++WdD9cXGjRtnOIk1o6ZPn25TZCE+Pl5Xr17VoUOHtHTpUsPf+NixY3rxxRc1Z84cp6oo5rXjxdn4kvVnOK34Um6OwUoZi4dZn5PTu75o1qyZihYtaqmEfPjwYR08eNBuddPTp08bKpn7+Pi47H6Pvb/VjRs3nKoW/eyzz9rE/FKsWLHCoWqoSUlJNnHsL7/80uE+pMXR61lnPyOS43HYrIjBFihQwOZa3UxOiGkTgwXcg2RbAMhlevTooSVLlhgSjebNm2caBLZOmnB2SJEUgYGBhgtLZwKmAwcO1NKlS20CNW+//XaWBPoys0+pOZNAYMbeOjLSP3sBtaioqCwbpicr5KV9tWfp0qVZUnFBsn0vM/o0q6PHdPny5fX1119r3LhxdhMbb9++rf3792v//v365ptv5O/vr2bNmuk///mPW598doVGjRoZhoO/fPmytm3bpoYNG9rMe/ToUcOTsX5+fnrkkUeyra8Z1bVrV33zzTeWc/Cvv/6qoUOH2jxNffToUcNTzX5+furQoUO29tWMv7+/ypUrp3Llyqljx4768MMPDYnB69ev17x589S3b1+H1rd161a9/vrrDgVM0mM9xFlOlZGbpY6yroaake+CjH6XZ1ZWXUOkl6Rarlw51a9fX9u3b5d05zpq9erVdj9j1sNUPfnkkxnqoyOsbzxGRUXpypUrKly4sEPLe3t7p1k9bN68eQ5dM2bFjXgzGalYndWy4nrcmWsDV72fzryXeeFmPgAAyP2Is9oizuoeeWlfXSUnvIf2Khe6gytjQBcvXtTAgQN14cKFTK8rt8TUHNWgQQOVKVNG586dkySdOnVKu3fvVp06dQzzxcfHa+nSpYY2V41o5CwfHx8VK1ZMxYoVU8uWLbVixQq98847lu+cc+fOacyYMfr0008dWl9ePF5yegzWHZVUU2RFf9O7vvDy8lKXLl00bdo0S9uPP/5oN9nWuvBIixYtVKBAAaf76Ah7D3+cPHlS9913n8PraNmypelrBw4ccCjZNioqymWfpbslBivZXqubyQkxbWKwgHtkfQ10AIBLeXh42FxQ//333y69oMusCRMm2H0iOiPD2QLIGqVKldL06dM1e/ZsdenSJc2AcVxcnH7//Xf17t1bH374oeLj47Oxp67l7e2tdu3aGdqsg50prKvatmzZ0q3BKUcVK1ZMTZo0sUzHxMRo5cqVNvNZn5PbtGmj4OBgl/fPWV5eXho5cqQaN25saJ8xY4bNUFr2REZGavTo0TbBknr16unll1/W9OnTtXjxYv3xxx/avHmzdu7cafiXUxKQcxJfX1/DdEbOEQkJCVnVnRyre/fuhmnrgK50ZxjY1En9AQEBeuyxx1zWp0qVKtm0HTp0yGXbM+PK75XccjMmK7nq/cyL7yUAALi7EWcFAOeMHTvWJnGybNmyeu655zRlyhR9//33Wrt2rTZt2qTt27cbYmpvvfWWm3qdPTw8PNStWzdDm71z89q1a3X9+nXLdKlSpdSgQQOX9y8j2rdvr0GDBhnaNm/erF9++cWh5TleslZWxGDvpns7Zp544gnDSJOrVq2yScKMi4vTihUrDG2uTHrPKTFYV8bg82LckJg2kHdR2RYAcqEKFSoYppOTk3X06FE9+OCDNvMGBQVZKjZKGR9qxfqJSUeHJViwYIH+/PNPu68tW7ZMdevWzXTiUlbtU1YkldlbR0b6Z903s3W7U17aV1ez3l9774kjMnJM16pVS7Vq1ZIkhYWF6e+//9aePXu0Z88ew/B/0p1zzQ8//KAbN27o3XffzVAfc6LHH39c33zzjWX6zz//VFRUlOH9i4+Pt0lQ7dSpU7b1MbO6deumP/74wzL9008/GaplxsTE6Pfffzcsk1MqKtjj4eGh0aNHq2vXrpbjPj4+XpMmTdLUqVPTXPbbb781DJUUFBSkiRMn2gybZiY2NjbD/b5bBQUF6ebNm5bpjJzDMnrey6ysuoZwZPirJk2aqHjx4vr3338lSfv379exY8cMwVbrBNx27dq5tDKOdXUVSdqzZ4+aNWvmsm3aY31dWaBAAa1atSpb++BK1sdHVl0vmbF+Px955BFNmDDB6W0CAADkBcRZjYizukde2ldX4T10vR07dmjHjh2Gttdee01PP/20Q8vnhZja448/ri+++MISJ1u/fr2uX79uGArcekSjLl26uLQaamb16dNHf/zxh6Fq5ueff65WrVqlWYiC4yXrWceXclMMVsqac7Ij5+MCBQqodevWlvs5t27d0vLly/XUU09Z5rFOwC1fvrzdOGlWKVmypIoWLapLly5Z2vbs2eOy7Zmx9/4tWrRI9957b7b3xRWyIgYrOf45udtj2gDMUdkWAHIhe8MepH4SNjXrC72wsDCntxceHm5TAdCRHzQHDhywSXqyHirjgw8+sEnoc9alS5cy9IRXSrJLCkcD22nx9fW1GbIhI++5vWWyon9ZKS/tq6tZ76/1semIxMREXbx4Mc31pqdEiRJq3769/ve//2nRokVatmyZBg0apNDQUMN8K1eu1LZt25zuY05Vvnx5wzBCt2/ftkk83bBhg6GyTYkSJVS3bt1s62NmPfTQQypXrpxl+tixY4YA6a+//moIYFapUsXu0Eo5SaFChdS3b19D25YtW7Rr1640l1u3bp1h+rXXXnM40VaSIVEXdxQsWNAw7UiFYWsZWSYrxMXFZehvav3dZX2etMfLy8uQ5C4ZK5xERkZqzZo1htet589qpUqVsgmm/vrrr9leaTj1TSfpzntxNz29nxXf884sY3085uTKbAAAAO5GnNWIOKt75KV9dRXeQ9ezjql16NDB4cRJKW/E1AIDAw0jFMXHxxuqwJ46dUq7d++2TPv6+qpjx47Z2kdneXp66vXXXze0Xbt2TQsXLkxzOY6XrJebY7BSxuJh1udkR8/H6Y0wZl11ukuXLk73zVmpRx+U7lS2PXHihMu3m5qvr6/Nte/dFDfMihjstWvXbK7VzdztMW0A5ki2BYBcyN6TWKmHxEitYsWKhunDhw87vT3rZfz8/FS2bNk0l4mKitKoUaMMyRp169bVt99+q/vuu8/SdvPmTY0YMUJxcXFO9ytFTEyMzp0759QyN2/etFnG3jAeGZEV77n18CElS5a0CRbmBHlpX10pK97H06dP23yOrNfrrOLFi6tfv376/vvvbW7g/Pbbb5lad05jHdRctmyZYXr58uWG6Q4dOuToigP2WFeqTR1gsg425eSqtqn17NnTJsg4Y8YM0/kTEhIMNx69vb3Vpk0bh7eXmJioo0ePOt/Ru9z9999vmE6dyO2oAwcOZFV3nHbkyBGnl7E+DlJf26Slc+fOhiHffvvtN8t13bJlywyBvFq1amX6PO4I68pXV69eNVTCzg7lypUzvC+JiYk6efJktvbBlayvMTNyzDmzTOXKlQ3Tx44dI9ALAABggjirEXFW98lL++oqvIeuZZ0U1q5dO6eWd8eQ6e5gneS3ePFiJSUlSbKNwbZq1cqhB7jdrXr16mratKmhbeHChYbKoNY4XrJebo/BZiSubh0PczQGW6NGDVWpUsUyfebMGe3cudOyztTHl7+/f6ZHBnCEvW1YnxOyQ1bEKXOq7I7B3u0xbQDmSLYFgFzI3pNu1slGKWrWrGmY3rRpk+Lj453anvUTqPfff7+8vb1N509OTtZbb71leGKsQIECeu+995Q/f369//77hiGRT506pQ8++MCpPlkzG0LNzIYNG5SYmGiZ9vb2Nvzwygzr93z9+vVOr8P6PbdeZ2peXl6G6ZTATXbI7n29W1nv8969e3Xt2jWn1mH9PhYtWlTFihXLdN+kO+eXPn36GNqOHz+eJeuWbI/h1J/N7PLoo4/Kz8/PMn3o0CHLj+Lw8HBt3rzZ8pqHh4cef/xxl/bHFe9Jhw4dDOfe1atXKzIyUnv27DF8rwQGBurRRx/N9Payg7+/v82xuXv3btPqthEREYaEs9DQUMPfPT27d+92euihnHB8u5r1OWzdunVOVUa9evWqzbBy2cnZa4j9+/cbho6V7gRwHREaGqpHHnnEMh0bG6uVK1cqOTnZZhjB7Ep679y5s01Fg08++STDw2xlhL+/v2rVqmVo27RpU7Zt39WsK4Vv2bLF6etxZxKga9WqZTi3RUREuPVmCgAAQE5GnNUWcdb/R5w1d+E9dC3reHXRokUdXjY6Olp///13Vncp01wRt6tYsaJhOPoLFy5oy5YtiouL04oVKwzzunpEo6w0YMAAw3R0dLS+/fZb0/mz+3hx5/k7u1jHzs6dO+d0MqE7i6g4e31x69Ytbd261dDmaAxWMq9ua13Vtm3btgoMDHSqbxlRvXp1m7/hzz//nKEHQzLjoYceMkz/9ddf2bp9V6pWrZqhSE54eLgOHjzo1DqcicHe7TFtAOZItgWAXCY5OVlr1641tPn4+JhWPmvUqJHhwjIyMtJmePS0hIeH2wxp3Lhx4zSXmT9/vjZu3GiZ9vT01LvvvqtChQpJksqWLav//ve/hmWWLVtmUznSGUuWLHEqscf6x9SDDz4of3//DG8/Nev358SJE+kOa57a8ePHDUMJ2VtnatYJMtHR0Q5vK7Oye1/vVnXq1DFUSEhMTLQ5RtMSFxdnGI5KuvPZz0rWlW1v3ryZZetOfVNIyt5jOEVgYKBatGhhaEupbvvrr78aAq3169dX8eLFXdofV7wngYGBat++vWX61q1bWrZsmc3T0+3bt89VFTu6du1qM1zPl19+aXde6+pEMTExTgVev/nmG6f7lxOOb1dr3ry54ZiJjIzUDz/84PDyX331lVuTkH///XdFRUU5PL/1vpUrV06lS5d2eHl7gd4dO3YYKkGFhoaqVatWDq8zM0JCQtS3b19D27///qsPPvggW6uhWu/vt99+m6mKXDlJvXr1DJ+RqKgop67Ht2/frrNnzzo8v6+vr03Fma+++srh5QEAAPIK4qz2EWf9f8RZcxfeQ9eyjqulVdXU2o8//qjY2Nis7lKmuSpuZx37+fHHH/Xbb78Z1l+xYkXVrl07S7aXHe6//36bew7fffed6XuW3ceLO8/f2aVYsWI2iX2zZs1yePn169e7termqVOnnDonr1y50nDceHl56eGHH3Z4+UcffVQhISGW6fXr1+vs2bM2127ZOcrf0KFDDdeSiYmJeuutt7L1eG3RooWhD1u2bLlrqtsGBQXZnFedudcaERGhVatWObXNuzmmDcAcybYAkMssXLhQp06dMrTVr1/f5odkitKlS9v8+Jg6daoiIiIc2t7EiRMNSXV+fn7q3Lmz6fz79u3TZ599Zmjr37+/zZNybdu2VZcuXQxtH3zwgWF4b2ecO3dOX3/9tUPzLl++3Oap2Kx8grh+/foqX768oe2DDz5w6OI6ISFB48ePNyS3FClSJM2Em4CAAEMAOyYmRpcvX85Az52X3ft6twoMDLQZQmbevHkOJ9ZMnz5dly5dMrT17NnT7rzO3CxJzfqzaVblJSNSbhClOHPmTJat2xkdO3Y0TK9cuVIJCQk2N6hcXdVWsn1/s+o96datm2H6hx9+sKnYkZsqKkh3nh7u1auXoW3Hjh3as2ePzbzBwcGG8+XNmzcdDvD98ssvhgrHjsopx7crBQYGqm3btoa26dOnOxSk++uvv7Ro0SJXdc0hUVFRmjp1qkPz7tq1y6YChLMB2WrVqqlq1aqW6ePHj+vDDz80zPP4448bhqBytT59+thUnvr11181ZsyYDH9vOKtjx46GKidXr17VO++8k6l1ZmeycFrsVQyfOnWqIiMj0102Li5OH330kdPb7N+/vyFwvmHDBqeCy9ZyynsJAACQlYiz2keclThrbsV76FpFihQxTDtave/kyZNOJQRmJ1fF7Zo3b67ChQtbpjdv3mxzXs1tMVjJtrptVFSUvvvuO7vzZvfx4s7zd3ayju//+eefWrx4cbrLhYWF2cQf3WHixIm6fft2uvNFREToiy++MLQ1bdrU5rhKi5+fn+GeT0JCgl5//XXDtVjVqlWzrBq/I2rXrq0ePXoY2k6dOqXnn39e4eHh2dKHChUqqGXLloa20aNHO5UQby0nxQ2tr4mXL19u916RPZ988onTic93c0wbgDmSbQEgl4iOjtbUqVP1ySefGNo9PDz0/PPPp7lsv3795On5/6f8q1evavDgwbp+/brpMomJiZo0aZJNdYdu3bopNDTU7jIREREaNWqUoTpdvXr1bH6Ap3j99ddVqVIly/TNmzc1YsSIDD/xNX369HSrNmzZskXjx483tFWuXDnLn1Dv37+/YfrUqVMaPnx4mtVAb926pf/973/av3+/of2ZZ55Jczg5Dw8Pw/so2Vbdc6Xs3Ne7Wa9evQzBoFu3bmnIkCE6f/58msvNnz9f8+fPN7S1bNnSJrCc4q233tL48eNtbial5cKFC5o3b56hrV69eg4vn56KFSsahnn6559/tGXLlixbv6OsK9ZevXpVM2fONLxX9irguoJ1gGf9+vW6cuVKptdbvnx5w98uLCxMt27dskzXqVPH9NjJybp37254Sl2y/1S/h4eHYRg36U6AL72qpsuXL7f57nBUTjm+XW3gwIEKDg62TMfGxmrw4MFavXq13fmTkpK0aNEiDR8+XImJiYYh791h8eLFmjNnTprzHDlyRMOHDzcEu4oWLZqhBHzrCiepb+Z4eHhk+w0Xb29vTZw40SbRf+XKlerXr5+2b9/u9Do3bNjgVMVgX19fDR061NC2atUqvfHGGw4lpaZISEjQ+vXr9fzzz+eoqgy9e/c2JFBfvXpVL7/8cprvUVxcnIYPH+7Ud3aKihUr2iRuTJw4UTNnznSqknR0dLS+++47m4caAAAAcjPirOkjzvr/iLPmLryHrlO3bl3D9MKFC9P93X348GENGjTIEH/MSVwVt/P29jYkfCUmJhpGNMqfP7/atWuX6e1kt+rVq9s88PHtt98qJibGZt7sPl7cff7OLm3atFHNmjUNbRMmTNDMmTMVHx9vd5nt27fr+eef15UrV9wegz1x4kS61ycREREaOnSorl27Zmnz8vLSs88+6/T2unXrZrhus06oz86qtilefvllm3sUx44dU58+fZweXUC6U8jh6NGjTi0zaNAgQ2XvM2fOqH///jpx4oRT6zlw4IBGjx6t77//3qnlXKl169YqW7asZTo5OVnDhg3T8ePHTZdJTk7WjBkzLKNdOuNuj2kDsI9fCADgRuHh4WlWmLp165YiIiJ0/Phx7dixw+4PzL59+6p69eppbqdWrVp65plnDMPHHj16VF27dtWzzz6r1q1bq1ixYpLuJMds2bJF8+bN06FDhwzrqVixogYNGmR3G8nJyXr77bcN1TULFiyocePGGX7IpObn56cPPvhAvXv3tvwYP3XqlD744AO99dZbae5TamXLltXVq1cVHR2tt99+W5s2bVL37t1Vs2ZNeXt7KykpSUeOHNHixYu1ZMkSQ5KMt7e33nrrLUNAJSs8+uij2rBhg2E4ks2bN6tbt27q16+fmjdvrgIFCki6M+Tcxo0bNWfOHEPARZIaNmxok5BjT9OmTbVv3z7L9Ny5c/X333+rbt26KlCggE1Q8LHHHjOt0uGs7N7Xu1WpUqX02muvGW5S/Pvvv+rZs6f69Omjtm3bqkyZMvLw8NCtW7e0a9cuLVy4UFu3bjWsp3DhwjbDB6YWFxen33//XT///LMqVKigFi1aqHr16qpcubIKFSpkqYKXkJCg06dPa/369fr2228NT7Xmz5/fpgpsZvj7++vBBx80BDJfffVVNWnSRFWqVFFQUJDhPBIQEKDHHnssy7afwsPDQx06dDAkaVoPu92mTZssGwoxLbVr11ZQUJDlfY+MjFSPHj3UvHlzlStXzmaIs3LlyjmcAN2tWzft3LnT7mu5saKCdOeYfOqppzR9+nRL27Zt27R//37VqFHDMO+TTz5pqFB76tQp9erVS88//7yaNGliudEZGxurnTt36ocffrB8zvz8/FSxYkUdPHjQ4b7llOPb1QoVKqThw4dr9OjRlrbIyEiNGjVKM2bMUMOGDVW0aFElJSUpLCxMmzZt0sWLFyXdCZb279/fUK0gdUVOVypQoID8/f0VFhamL774Qjt27FDv3r1Vv359+fr6Kjk5WadPn9ayZcv03Xff2QStR40alaHv0zZt2mjKlCl2K2A1aNBApUqVyuguZVjx4sU1bdo0DR482JDcf+jQIQ0aNEjVq1dX48aN9dBDD6ls2bIKCgoy/J2uXLmiM2fOaOfOnVq3bl2Gqmi1bdtWhw8f1oIFCyxt69ev1/bt29WpUyc1adJEVatWNbzncXFxOnPmjE6cOKFt27bpr7/+siSw5qQqAOXKldNzzz1nOM4PHDigbt26qX///mrZsqWlok5ERIQ2bNig2bNn68KFC5KkGjVq2Nz4Tc8bb7yhkydPWq4RExMTNXPmTC1fvlxdunTRQw89pPvuu89wnXjjxg2dPHlSR44c0ebNm7Vjxw7Fx8crX758mX0LAAAAXIo4K3FWiThrirwcZ+U9dJ327dtr1qxZliS52NhYPffcc+rbt68ee+wxlSxZUtKduPLBgwe1YsUK/fLLL5aHBurUqaPdu3e7rf/2uDJu98QTT2j27Nl2E+fatm2bZeeN7DZgwABt27bNMh0ZGakffvjBJhHSHceLO8/f2cXT01NjxozRM888Y/m+T0pK0syZM/Xjjz+qcePGKlOmjHx9fXXlyhVt377dkIg5cOBAffrpp27pe/Xq1XXgwAFt3LhRPXv2VP/+/dW0aVNLEY3w8HCtWbNGc+bMMSTaStLTTz9tGCnMUSVKlFCjRo20ceNGm9eCg4PVpk2bjO1MJvj4+Gjy5Ml67bXXDMf4lStXNG7cOH311Vdq3ry5HnzwQVWpUkUhISE2sbszZ87owIED+uOPP7R7926nY6Bly5bVO++8ozfeeMOybMp9kpYtW1qSulMXZkhISFBYWJiOHz+uPXv2aMOGDZa4ZeXKlTPzlmQpHx8fvfnmmxowYIBl3yIiIvTMM8/o6aefVocOHVS2bFnLvdYdO3bom2++sYyAWKJECcXFxdkcg2m5m2PaAOwj2RYA3OjcuXN6//33M7Ssh4eHnnnmGQ0ePNih+QcOHKjz588bKsxFRkZqypQpmjJlinx9feXr62s6PELJkiX10UcfmQ5pPG/ePMMwMJ6enho3bpzNMDzWSpcurdGjR2vUqFGWtmXLlqlu3brq0KGDQ/tWsGBBvfjiixo1apSSk5O1Zs0arVmzRh4eHgoKClJMTIzdCl6enp4aPXq0zdOuWeW///2vwsPDDUOUX7x4UePHj9f48ePl7+8vT09PxcbG2l2+atWqevfddx1KOOrcubO+/fZbXb161dK2d+9e7d271+78Dz/8cJYGEbJzX+9mXbp00blz5wyVauPi4jRr1izNmjVL3t7eyp8/v2kVvNDQUH300UemVVGsnTx5UidPnrRMe3p6KjAwUJLS/NyMHDnScuMoqzz77LPatm2bkpKSJP3/U5zr16+3mbd48eIuS0bs0KGDvvzyS8uPWesftVmZZJwWf39/9erVy5A8GhUVpaVLl9qdv0OHDg4n2zZv3lxFixY13LST7iQdWg8flJv07NlTCxYsMCSGz5o1yyZ42KxZMzVp0sQQYPv33381duxYSbKcG+1VZBgxYoR2797tVLKtlHOOb1dr27atoqKibIYkO3PmjOkwfB4eHho5cqRKly5taM+uKgt+fn5699139eKLL+r27dvasWOHduzYIelOwDU2Nta0msALL7yQ4YpNvr6+6ty5s+bOnWvzmjuT3suXL6+5c+dq9OjRNkPBHjhwQAcOHLCcl7y8vBQYGKiEhATFxcWlWS3V09NTjz/+uEP79tJLLykxMdEwDGFMTIwWLlyohQsXSrrzd8uXL59iY2MdGnoup3jmmWd0/Phxw/X41atX9eGHH+rDDz80vV4qWbKk3njjDf3nP/9xanu+vr6aPHmyhg8fbgjeh4WF6bPPPrMMSRwQECBvb29FR0c7VfUWAAAgJyHOSpyVOOsdxFl5D12lUKFCGjhwoKEqeFxcnKZPn67p06fL399ffn5+ioqKsompdujQQXXr1s1xybaS6+J2hQoVUsuWLbVq1Sqb13JrwQPpTpGIevXqGYo5LFiwQD179jQ8qOuO48Xd5+/sUq5cOU2dOlVDhw41xLCvXbtmev9Aktq1a6fevXsb4uXZWel2+PDhGjVqlC5cuKDz588b4vGJiYmm1W4bNWpk+oCSI7p372432bZ9+/bZUljFnsDAQE2dOlWTJ0/WTz/9ZHjtwoULWrBggSFxMzAw0PK9lV7l27p16+rVV19Ntw/NmzfX22+/rfHjx1seQktMTNTq1ast17je3t4KCAjQ7du306wQn9PUrl1br7/+uj766CNL2+3btzV37lzNnTtX3t7eypcvn+FeknQnlvruu+8aCoo46m6OaQOwZf8RWABAjlajRg3NmjVLQ4YMcXgZb29vjR8/Xs8++6zd6gK3b982DQDXqVNHX331lWmVtT179mjatGmGtv79+6t+/foO9e2RRx5Rt27dDG0ffPCBUxXRWrdurTFjxsjHx8fSlpycrKioKLsB4Hz58mns2LEOB5ozIiAgQFOnTlXHjh3tBubi4uJMA3qtWrXSjBkzHE6aDA0N1aRJk7I8AdJR2bmvd7tXXnlFw4YNs/sjPyEhwTTR9r777tOcOXNUrVq1NNefVpA4KSlJUVFRpp+b0NBQffDBBy4Z4qpOnTr63//+57bgRoqSJUvaDHGVonz58ulWuMlK/fr1szk3ZgUvLy/DMGYpOnbsaDiH5jaBgYHq2bOnoW3z5s06cOCAzbzjxo0zTU6OiYmxSbT18fHR6NGjM5xsnVOO7+zQvXt3TZkyRSVKlEh33gIFCmjixIl64oknbK5BUhL/s0OtWrU0adIkm+B6VFSU3eClt7e3XnrpJT333HOZ2m7Xrl1trsmKFi2qJk2aZGq9mVW0aFHNmDFDo0aNSvNmfmJioiIjI01vtkt3PjstW7bU/Pnz9eabb6abHCDdOUcNGzZM48aNs1QbspZSlSytoGSxYsUUHByc7vayk5eXl959913Tc4m966WyZcvq888/z/B1UmhoqL744gv17dvXNJkjJiZGkZGRaSba5qQKFQAAAFmJOKst4qzEWXM73kPX6dOnj/r06WP3tbi4OEVGRtokTnbp0iVDiUvZxZVxO3vVkWvUqJHrf2Nbx8QiIiL0ww8/2MyX3ceLu8/f2almzZqaO3eu6tSpk+68Pj4+euGFFzR27Fibc192xmBTYlRly5Y1tMfExJgm2j7yyCOaOHFipu5bNGjQQGXKlLFpd3fSu5+fn0aNGqXp06erSpUqac4bHR1tGqtOUbNmTX300UeaMWNGuutL0b59e82ePVv33Xef3dcTEhIUGRmZZqJtQECApVJ1TtKzZ0+NHDnSbkJ5QkKCTaJtQECAPvroI9WqVStD27ubY9oAbFHZFgByMB8fHwUEBCg4OFgVKlRQ1apV1bx5c917770ZWp+Hh4cGDx5sqdy4ceNG08Cvl5eXatSood69e6t58+am64yIiND//vc/Q6C1fv36GjBggFN9e/XVV7V//34dOXJEknTz5k2NGDFCX3/9tcNBjscff1xVq1bVF198oU2bNtkN/vr5+al58+YaOnRotvzg9vX11ZgxY9StWzd9+eWX2rZtm+mPRl9fX9WtW1f9+vXTAw884PS2qlevrh9//FFr167V5s2bdfz4cYWHhzv0pGNWyM59vdv17NlTrVq10pw5c7R27VrT4Uo8PDxUuXJl9ejRQ+3btzcdSjC1cePGaevWrfrrr7+0e/dunTt3Lt0hScqUKaO2bdvqqaeeUlBQUIb2yRGdOnVSo0aN9Ntvv2nXrl06deqUIiIi0q2YmNUef/xxw5P5qduzk6enp0aMGKEnn3xSv/32mw4cOKCzZ88qOjpacXFxmRpK5uGHHzbcvPP09LSbgJvbPPXUU1q4cKEhWfbLL7/UlClTDPMFBATo888/1w8//KD58+fbVPlN4ePjoxYtWuj5559XuXLlMtW3nHJ8Z4fGjRurXr16WrdundatW6cTJ04oPDxciYmJKlCggCpWrKgmTZqoffv2looX169fN6wjuwNKDRs21Pfff69p06Zp1apVio+Pt5nH29tbDRo00JAhQ1SxYsVMb7NYsWIqV66cocJ4586ds3zI1Yzw9PTUk08+qU6dOmnt2rVavXq1duzYYbfis7WQkBBVrVpVTZs2VZs2bSxDwTmrbdu2at68uZYsWaIVK1bo6NGjliozZsqWLasHH3xQLVu2VL169XJkFSJvb2+NGTNGbdq00fTp0+0+ECDdeR9ThiL29/dXWFhYprY5ZMgQSwXw9evX6/z582ku4+XlpapVq+qhhx7SI488ogoVKmR4+wAAADkBcVbirM4gzpr78R66zssvv6y6detq5syZOnTokOl8tWvX1nPPPacGDRpkY+8yxlVxu5o1ayogIMAQT3F3gl9WqFevnmrXrq09e/ZY2hYsWKAePXrYfM9k9/Hi7vN3drr33ns1c+ZMbd26VWvWrNG+fft05coVxcbGKigoSOXKldNDDz2kjh07qmjRopJkc68pu2OwJUuW1IIFCzR37lwtWrRIkZGRdue7//771b9//zSvmxzl4eGhBg0a6Ny5c5a2evXqZTren1Xq1aun+fPna9euXVq5cqU2bdqk8PDwdJfz9/dXpUqV9NBDD6ldu3Y2I8c5qkqVKlq4cKE2bNigRYsW6e+//7ZUujVTsGBB1a9fX40bN1bz5s1zbJGRrl276sEHH9Snn36qv/76y27M38fHR61bt9bgwYOz5Hr2bo1pAzDySM7MXXoAQK6WkJCggwcP6sKFC7p27ZoSEhIUGhqqQoUKqVatWi5NqsuMnTt36oUXXrBM16lTRzNnzjTMExERob179+r8+fOKi4tTSEiIihUrpjp16ih//vzZ3WWL27dva9++fbp48aKuX7+upKQk3XPPPSpSpIhq166dY3+QZERe2ldXSk5O1pEjR3T27Fldv37dcjwXKFBANWrUUMGCBTO1/qioKJ0+fVphYWG6fv26bt68KS8vLwUEBKhYsWK677778sST4HnN1KlTNW/ePMt0o0aNDEN65SVJSUk6duyYjhw5ooiICCUlJSkoKEhlypRRzZo1DcOfwXXee+89LV682DI9bNgwm0rF2SUmJkZ79+7VuXPnFBMTo6CgIBUpUkQPPPBAhhNH7Tlz5oy6du1qmfby8tLy5ctVuHDhLNtGVkpKStLp06d17tw5Xb58WTdv3lRCQoICAwMVFBSkkJAQ3XvvvS6rZBAdHa39+/fr6tWrioiI0K1bt5Q/f34FBQWpVKlSKleuXK6sPBQWFqYDBw7oypUrunXrlkJCQlShQgVVr15d3t6uez764sWLlvNeRESEkpOTlT9/foWGhqps2bIqV64c12oAAABOIM6a/fJS7DEv7aur8B66xoULF7R//36Fh4crLi5O+fPnV4kSJVS9enWHRre5223evFkvvfSSZTokJES//vqr3UqLeQHHi/v99ttvhsrBLVq00MSJE93Sl5RrpxMnTigyMlK+vr4qXLiwqlWrZjoCQEYkJibq8ccf1+XLly1t77//vlq3bp1l28hqFy9e1MmTJ3Xx4kVFR0crPj5e/v7+Cg4OVnBwsEqWLKny5cu7pGhDfHy8Dh48qIsXLyoiIkLR0dHy9/dXQECAihcvrnLlyuXKe4Y3btzQ7t27denSJUVFRSkwMFClS5dWrVq1XFrh+W6NaQN5Hcm2AIBcx5EgMADAvvj4eLVv397wFPvkyZPVtGlTN/YKeVlCQoI6duxoCHjOnTtX1atXd2OvXG/SpEn69ttvLdPuDG4DAAAAyJuIswKA67z++uv6888/LdO9evXSq6++6sYeIa8bNWqUVq9ebZkeMmSI+vbt674OZYM//vhDw4YNs0wXLFhQK1ascOlD7gCAu1v6Yw0DAAAAuGusWrXKkGhbokQJNW7c2I09Ql63bNkyQ6JtSEiIKleu7MYeuV5MTIyWLVtmaOvevbubegMAAAAAAICsFBYWpk2bNlmmPTw8DCMcAdnt9OnTWrdunaHtoYceclNvss/3339vmH7iiSdItAUAZArJtgAAAEAekZCQoNmzZxvaunXrJk9PfhYg85KSkpSQkODUMocOHdLkyZMNbR07dpSPj09Wdi3HWbhwoaKjoy3TFSpUUP369d3YIwAAAAAAAGSVWbNmKTEx0TLdqFEjlS5d2o09wt0kPj7eqfkjIiI0YsQIwzFZtWpV3X///VndtRxl165d2rFjh2Xa29ubpHcAQKZxVx0AAADIA5KTk/XJJ5/o3LlzlraQkBA98cQTbuwV7iYxMTHq1KmTvv76a128eDHNeW/evKkFCxZowIABunnzpqU9ICBAPXr0cHVX3Wrv3r2aO3euoe1uH64NAAAAAAAgr1i7dq2WL19uaCP2g6z04osvatKkSTp69Gia8yUlJemPP/5Q7969derUKcNr/fr1c2UX3e7q1at67733DG0dOnRQoUKF3NQjAMDdgvroAAAAwF3ozz//1JUrV5ScnKzLly9r48aNOnHihGGeZ599VoGBgW7qIe5Gly5d0qeffqpPP/1UFStWVJUqVVSqVCkFBgYqMTFRkZGROnbsmP7++2/FxMTYLD9ixAgVK1bMDT13jTNnzmjnzp2SpBs3bujo0aNat26dkpKSLPNUqlRJjz76qLu6CAAAAAAAgAw6dOiQDh06JOlO9dB9+/Zp8+bNhnmaNGmi2rVru6F3uFvFxsbq22+/1bfffqtixYqpatWquvfeexUcHCwvLy/duHFDZ8+e1d9//61Lly7ZLN+pUyc1b948+zvuIjExMVq5cqUkKS4uTv/8849+++03Q/zZ399fzz33nLu6CAC4i5BsCwAAANyFFixYoN27d5u+Xq1aNT311FPZ2CPkNSdOnLBJ8Dbj5eWlV155Re3atXNxr7LX/v379f7775u+7u3trTFjxsjTk0FnAAAAAAAAcpuNGzdq1qxZpq8HBgZqxIgR2dgj5DUXL15Md5Sx1B577LG77piMjIxMMwYrSUOHDr2rijwAANyHZFsAAAAgj6lQoYImTZokLy8vd3cFdxEfHx+VKlVK58+fd2q5mjVravDgwapbt66LepYz+fn5aezYsapSpYq7uwIAAAAAAIAsFhwcrMmTJ5PghyxXtmxZHT9+XMnJyQ4vU7x4cfXr109PPPGEC3uWM/Xp00c9evRwdzcAAHcJkm0BAACAu5ynp6cCAwNVsWJFtWrVSk888YR8fX3d3S3cZfz9/bVkyRIdOXJEO3fu1IEDB3T+/HldvnxZMTExSkhIUP78+RUcHKwSJUqodu3aatCggWrVquXurmcbPz8/lShRQg899JB69uypUqVKubtLAAAAAAAAyCL58+dXqVKl1KhRI/Xo0UOFChVyd5dwF5owYYJefvllbd26Vfv27dOZM2d06dIlRUVF6fbt2/L19VVwcLAKFSqkmjVrqm7dumrcuLG8vfNGepCPj48KFiyomjVrqmvXrqpTp467uwQAuIt4JDvzuAsAAAAAAAAAAAAAAAAAAACQh3i6uwMAAAAAAAAAAAAAAAAAAABATkWyLQAAAAAAAAAAAAAAAAAAAGCCZFsAAAAAAAAAAAAAAAAAAADABMm2AAAAAAAAAAAAAAAAAAAAgAmSbQEAAAAAAAAAAAAAAAAAAAATJNsCAAAAAAAAAAAAAAAAAAAAJrzd3QHcPR577DFdvnxZRYoU0cqVK93dHQAAAAAAAAC4KxB7BQAAAAAAANyLZFtkmcuXL+vixYvu7gYAAAAAAAAA3FWIvQIAAAAAAADu5enuDgAAAAAAAAAAAAAAAAAAAAA5Fcm2AAAAAAAAAAAAAAAAAAAAgAmSbQEAAAAAAAAAAAAAAAAAAAATJNsCAAAAAAAAAAAAAAAAAAAAJki2BQAAAAAAAAAAAAAAAAAAAEyQbAsAAAAAAAAAAAAAAAAAAACYINkWAAAAAAAAAAAAAAAAAAAAMEGyLQAAAAAAAAAAAAAAAAAAAGCCZFsAAAAAAAAAAAAAAAAAAADABMm2AAAAAAAAAAAAAAAAAAAAgAmSbQEAAAAAAAAAAAAAAAAAAAATJNsCAAAAAAAAAAAAAAAAAAAAJki2BQAAAAAAAAAAAAAAAAAAAEyQbAsAAAAAAAAAAAAAAAAAAACYINkWAAAAAAAAAAAAAAAAAAAAMEGyLQAAAAAAAAAAAAAAAAAAAGCCZFsAAAAAAAAAAAAAAAAAAADABMm2AAAAAAAAAAAAAAAAAAAAgAmSbQEAAAAAAAAAAAAAAAAAAAATJNsCAAAAAAAAAAAAAAAAAAAAJki2BQAAAAAAAAAAAAAAAAAAAEyQbAsAAAAAAAAAAAAAAAAAAACYINkWAAAAAAAAAAAAAAAAAAAAMEGyLQAAAAAAAAAAAAAAAAAAAGCCZFsAAAAAAAAAAAAAAAAAAADABMm2AAAAAAAAAAAAAAAAAAAAgAmSbQEAAAAAAAAAAAAAAAAAAAATJNsCAAAAAAAAAAAAAAAAAAAAJki2BQAAAAAAAAAAAAAAAAAAAEyQbAsAAAAAAAAAAAAAAAAAAACYINkWAAAAAAAAAAAAAAAAAAAAMEGyLQAAAAAAAAAAAAAAAAAAAGCCZFsAAAAAAAAAAAAAAAAAAADABMm2AAAAAAAAAAAAAAAAAAAAgAmSbQEAAAAAAAAAAAAAAAAAAAATJNsCAAAAAAAAAAAAAAAAAAAAJki2BQAAAAAAAAAAAAAAAAAAAEyQbAsAAAAAAAAAAAAAAAAAAACYINkWAAAAAAAAAAAAAAAAAAAAMEGyLQAAAAAAAAAAAAAAAAAAAGCCZFsAAAAAAAAAAAAAAAAAAADAhLe7O5ATJSYm6ujRo9q7d6/l3+HDhxUfHy9JatiwoX788UeX9uH27dtaunSpfvnlFx09elTh4eEKCQlR6dKl1a5dO3Xv3l0FChRwer0bN27UokWLtHv3bl28eFF+fn4qXry4mjVrpqeeekoVK1Z0wd4AAAAAAAAAQNa7m2O5AAAAAAAAAHIOkm2t/PbbbxoyZIhu3rzptj6cOHFCgwYN0sGDBw3tly9f1uXLl7Vr1y5NmzZNkydPVqtWrRxa540bNzR8+HAtXbrU0H7z5k1FRETo8OHDmj17tl5//XUNHTo0y/YFAAAAAAAAAFzhbo3lAgAAAAAAAMh5SLa1EhkZ6dbgbFhYmHr06KGLFy9Kkjw8PNSgQQOVLVtWV69e1caNGxUXF6fw8HD1799f8+fPV+PGjdNcZ3x8vPr376+//vrL0lalShVVr15dt27d0vbt23Xp0iXFx8fr/fffV0JCgl599VWX7icAAAAAAAAAZMbdGMsFAAAAAAAAkDORbGuicOHCqlWrlmrXrq1atWrpjz/+0OzZs12+3SFDhliCs6VKldKcOXNUrVo1y+vXrl3Tiy++qE2bNik+Pl4DBw7U5s2bFRISYrrOKVOmWBJt/f39NXnyZHXq1Mny+u3bt/Xhhx9q2rRpkqRJkyapQYMGatiwoSt2EQAAAAAAAACyzN0UywUAAAAAAACQM5Fsa6VFixbavn27SpYsaWj/+++/Xb7ttWvXatu2bZIkX19fzZ07V/fff79hngIFCuirr75S69atdfbsWUVEROiLL77QqFGj7K4zPDxcM2fOtEy//fbbhkTblG2NHj1aFy5c0NKlS5WcnKwJEyZo6dKlWbyHAAAAAAAAAJA17rZYLgAAAAAAAICcy9PdHchpihQpYhOczS5z5861/L9bt242wdkU+fPn17BhwyzT8+fPV0JCgt15Fy1apNjYWElS+fLl1bt3b9Ptjx49Wp6edw6JXbt26cCBA87uAgAAAAAAAABki7stlgsAAAAAAAAg5yLZNoeIiYnRX3/9ZZnu3r17mvO3a9dOAQEBkqSIiAht3brV7ny//fabYZ0eHh6m6yxZsqQaNWpkmV65cqVDfQcAAAAAAACAvMJVsVwAAAAAAAAAORfJtjnEzp07devWLUl3qh3Url07zfn9/f1Vt25dy3Tq4G6KuLg47d692zLdsGHDdPvx8MMPp7lOAAAAAAAAAMjLXBHLBQAAAAAAAJCzkWybQxw/ftzy/ypVqsjb2zvdZWrUqGH5/4kTJ2xeP3nypJKSkiRJHh4eql69ulPrTN0nAAAAAAAAAIBrYrkAAAAAAAAAcrb0o4DIFidPnrT8v1SpUg4tU6JECcv/zZJtUxQqVEj+/v7prrNkyZKW/0dEROjq1asqWLCgQ/3JaxISEnT27Fl3dwPZJDk5WVFRUe7uBoBsEBwcLA8PD3d3A9mkbNmyDt0YR+7DtVrewrUakHdwrZa3cK2GnMoVsVwgr0pKSlJERIS7u4FskpSUpMjISENbSEiIPD2pDZRXhIaG8vcGgFyEa7W8hWu1vI3rNMAxRKtziOvXr1v+X7hwYYeWKVKkiOX/9i5wUq+zUKFCDq3TetvXr193Otk2KSlJYWFhac6TOricW509e1YdO3Z0dzcAAEAmLF26VBUqVHB3N+ACXKsBAJD7ca2GnMoVsVxH5ZXYK/KOiIgINWnSxN3dAJBNNm7cqAIFCri7GwAAB3GtBuQdXKcBjiHZNoeIiYmx/N+RCrTW86VePkVsbGym1mm9DkddvnxZ9evXT3OeX3/91aatVq1aku5csNmrQubv76/KlStLki5evKhLly7ZzBMaGqqyZctKupNgYS9wXbRoURUrVkySdPToUcXFxdnMU7ZsWYWGhkqS9u7da3cf/Pz87LYDAIDc4/Tp04qOjpaUvdcRlStXlr+/v+Li4nT06FG78+S2a6Octk8AACD3S32tlheujVKmkfO5IpbrqLwSe81pvy/YJ9ft061bt+wuB+DudPDgQQUHB1um8+J5j31in9gn9ik37VPqhwYB3N2sr9Py6nmPfbo79yllfVmB+s85ROqAko+Pj0PL+Pr6Wv5v7+BL3ZZ63rRYJ5DaWy8AAAAAAAAA5FWuiOUCAAAAAAAAyNk8kpOTk93didxg0qRJmjx5siSpYcOG+vHHH7N0/X369NG6deskSYMHD9Z///vfdJdZt26d+vTpI0kKCAjQsWPHDK9PmzZN48aNkyQ98MADWr58ebrrvHnzpipWrGiZXrlypWrWrOnQPtStW1cXL15UkSJFtGLFijTnvRuGMjt58iRDEwMAkMsxNPHdi2s1AAByP67VkFG5MZabnrwWe0Xece3aNYYmBvIQhicGgNyFazUg7+A6DXCMt7s7gDsCAgIs/3e0skHq+VIvnyJ//vyZWqf1Ohzl6emZJwK6ISEhNm23OjZUsr9jVYSRyyQnS7fi3d0LANnBz0fy8HB3L+ACHnG35bd0i6HN3vc57g72/rZxdSoq2YefQHel5GQpIdHdvQCQHby9uFa7S3nEJ8h/9wlDG9dqyKlcEct1VF6JvSLvCA0N1caNG93dDWST69ev2zwYu3TpUt1zzz1u6hGyW1YO3woAcD2u1fIWrtXyNq7TAMdwpzmHSP3ldOXKFYeWuXz5suX/9k56qdcZHh7u0Dqtt82XpjlPT0+btuTQQCmfnxt6AwAA0pN885ZNm73vc9wd7F6r5feXfPkJBABATpR8O8GmjWs15FSuiOUCeZWnpyfVk/K4e+65h2MAAIAcims1cK0GAEZErHOI1EPinT9/3qFlwsLCLP+vWLFimusMDw93qMrChQsXLP8PDQ1VwYIFHeoLAAAAAAAAAOQFrojlAgAAAAAAAMjZSLbNIe677z7L/48cOaKEBNtqHtb2799v+b9Zsm1KBZDk5GQdPHjQqXWm7hMAAAAAAAAAwDWxXAAAAAAAAAA5G8m2OUS9evXk5+cnSYqNjdXevXvTnP/WrVvavXu3ZbpRo0Y28/j7+6tOnTqW6S1btqTbj61bt6a5TgAAAAAAAADIy1wRywUAAAAAAACQs5Fsm0MEBAQYgqw//PBDmvOvXLlS0dHRkqTQ0FA1aNDA7nxt27Z1eJ0XLlzQpk2b7C4LAAAAAAAAAHBdLBcAAAAAAABAzkWybQ7yzDPPWP6/aNEiHT161O58N2/e1MSJEy3TvXv3lre3t915u3Xrpvz580uSTp48qYULF5puf/z48UpMTJQk1a1bVzVq1HB6HwAAAAAAAADgbueKWC4AAAAAAACAnItkWxf7559/VLJkScu/77//3nTe1q1b66GHHpJ0Z2ixZ555RocOHTLMc+3aNfXr109nzpyRdKcSwqBBg0zXWahQIT3//POW6TfffFNLly41zBMfH6/x48dryZIllrZRo0Y5uosAAAAAAAAAkOu5O5YLAAAAAAAAIOfiEXo7+vTpo4sXLxrarly5Yvn/3r179cgjj9gs980336hYsWKZ2vZnn32mDh066NKlS/rnn3/Upk0bNWjQQOXKldPVq1e1ceNG3bx5U5Lk7e2t6dOnKyQkJM11vvLKK9qxY4f++usvxcXF6cUXX9Snn36q6tWr69atW9q2bZsuXbpkmX/YsGFq2LBhpvYDAAAAAAAAAFztbovlAgAAAAAAAMiZSLa149ixYzp//rzp67GxsTZVCqQ7FWIzq0SJEvrhhx80aNAgHTx4UMnJydqyZYu2bNlimK9gwYKaPHmymjRpku46fXx89OWXX2r48OFatmyZJOnw4cM6fPiwzXyvvfaaXnrppUzvBwAAAAAAAAC42t0WywUAAAAAAACQM5FsmwNVrFhRy5cv1y+//KJffvlFR48eVXh4uIKDg1WmTBm1a9dOPXr0UIECBRxeZ3BwsKZPn66nn35aixYt0u7du3Xp0iX5+PioRIkSatasmZ566indd999LtwzAAAAAAAAALh7uCKWCwAAAAAAACDnIdnWjm3btmXZukqXLq0LFy44vZyvr6+6deumbt26ZVlfJKlp06Zq2rRplq4TAAAAAAAAANzhbo7lAgAAAAAAAMg5PN3dAQAAAAAAAAAAAAAAAAAAACCnItkWAAAAAAAAAAAAAAAAAAAAMEGyLQAAAAAAAAAAAAAAAAAAAGCCZFsAAAAAAAAAAAAAAAAAAADABMm2AAAAAAAAAAAAAAAAAAAAgAmSbQEAAAAAAAAAAAAAAAAAAAATJNsCAAAAAAAAAAAAAAAAAAAAJki2BQAAAAAAAAAAAAAAAAAAAEyQbAsAAAAAAAAAAAAAAAAAAACYINkWAAAAAAAAAAAAAAAAAAAAMEGyLQAAAAAAAAAAAAAAAAAAAGCCZFsAAAAAAAAAAAAAAAAAAADABMm2AAAAAAAAAAAAAAAAAAAAgAmSbQEAAAAAAAAAAAAAAAAAAAATJNsCAAAAAAAAAAAAAAAAAAAAJki2BQAAAAAAAAAAAAAAAAAAAEyQbAsAAAAAAAAAAAAAAAAAAACYINkWAAAAAAAAAAAAAAAAAAAAMEGyLQAAAAAAAAAAAAAAAAAAAGCCZFsAAAAAAAAAAAAAAAAAAADABMm2AAAAAAAAAAAAAAAAAAAAgAmSbQEAAAAAAAAAAAAAAAAAAAATJNsCAAAAAAAAAAAAAAAAAAAAJki2BQAAAAAAAAAAAAAAAAAAAEyQbAsAAAAAAAAAAAAAAAAAAACYINkWAAAAAAAAAAAAAAAAAAAAMEGyLQAAAAAAAAAAAAAAAAAAAGCCZFsAAAAAAAAAAAAAAAAAAADABMm2AAAAAAAAAAAAAAAAAAAAgAmSbQEAAAAAAAAAAAAAAAAAAAATJNsCAAAAAAAAAAAAAAAAAAAAJki2BQAAAAAAAAAAAAAAAAAAAEyQbAsAAAAAAAAAAAAAAAAAAACYINkWAAAAAAAAAAAAAAAAAAAAMEGyLQAAAAAAAAAAAAAAAAAAAGCCZFsAAAAAAAAAAAAAAAAAAADABMm2AAAAAAAAAAAAAAAAAAAAgAmSbQEAAAAAAAAAAAAAAAAAAAATJNsCAAAAAAAAAAAAAAAAAAAAJki2BQAAAAAAAAAAAAAAAAAAAEyQbAsAAAAAAAAAAAAAAAAAAACYINkWAAAAAAAAAAAAAAAAAAAAMEGyLQAAAAAAAAAAAAAAAAAAAGCCZFsAAAAAAAAAAAAAAAAAAADABMm2AAAAAAAAAAAAAAAAAAAAgAmSbQEAAAAAAAAAAAAAAAAAAAATJNsCAAAAAAAAAAAAAAAAAAAAJki2BQAAAAAAAAAAAAAAAAAAAEyQbAsAAAAAAAAAAAAAAAAAAACYINkWAAAAAAAAAAAAAAAAAAAAMEGyLQAAAAAAAAAAAAAAAAAAAGCCZFsAAAAAAAAAAAAAAAAAAADABMm2AAAAAAAAAAAAAAAAAAAAgAmSbQEAAAAAAAAAAAAAAAAAAAATJNsCAAAAAAAAAAAAAAAAAAAAJki2BQAAAAAAAAAAAAAAAAAAAEyQbAsAAAAAAAAAAAAAAAAAAACYINkWAAAAAAAAAAAAAAAAAAAAMEGyLQAAAAAAAAAAAAAAAAAAAGCCZFsAAAAAAAAAAAAAAAAAAADABMm2AAAAAAAAAAAAAAAAAAAAgAmSbQEAAAAAAAAAAAAAAAAAAAATJNsCAAAAAAAAAAAAAAAAAAAAJki2BQAAAAAAAAAAAAAAAAAAAEyQbAsAAAAAAAAAAAAAAAAAAACYINkWAAAAAAAAAAAAAAAAAAAAMEGyLQAAAAAAAAAAAAAAAAAAAGCCZFsAAAAAAAAAAAAAAAAAAADABMm2AAAAAAAAAAAAAAAAAAAAgAmSbQEAAAAAAAAAAAAAAAAAAAATJNsCAAAAAAAAAAAAAAAAAAAAJki2BQAAAAAAAAAAAAAAAAAAAEyQbAsAAAAAAAAAAAAAAAAAAACYINkWAAAAAAAAAAAAAAAAAAAAMEGyLQAAAAAAAAAAAAAAAAAAAGCCZFsAAAAAAAAAAAAAAAAAAADABMm2AAAAAAAAAAAAAAAAAAAAgAmSbQEAAAAAAAAAAAAAAAAAAAATJNsCAAAAAAAAAAAAAAAAAAAAJki2BQAAAAAAAAAAAAAAAAAAAEyQbAsAAAAAAAAAAAAAAAAAAACYINkWAAAAAAAAAAAAAAAAAAAAMEGyLQAAAAAAAAAAAAAAAAAAAGCCZFsAAAAAAAAAAAAAAAAAAADABMm2AAAAAAAAAAAAAAAAAAAAgAmSbQEAAAAAAAAAAAAAAAAAAAATJNsCAAAAAAAAAAAAAAAAAAAAJki2BQAAAAAAAAAAAAAAAAAAAEyQbAsAAAAAAAAAAAAAAAAAAACYINkWAAAAAAAAAAAAAAAAAAAAMEGyLQAAAAAAAAAAAAAAAAAAAGCCZFsAAAAAAAAAAAAAAAAAAADABMm2AAAAAAAAAAAAAAAAAAAAgAmSbQEAAAAAAAAAAAAAAAAAAAATJNsCAAAAAAAAAAAAAAAAAAAAJki2BQAAAAAAAAAAAAAAAAAAAEyQbAsAAAAAAAAAAAAAAAAAAACYINkWAAAAAAAAAAAAAAAAAAAAMEGyLQAAAAAAAAAAAAAAAAAAAGCCZFsAAAAAAAAAAAAAAAAAAADABMm2AAAAAAAAAAAAAAAAAAAAgAmSbQEAAAAAAAAAAAAAAAAAAAATJNsCAAAAAAAAAAAAAAAAAAAAJki2BQAAAAAAAAAAAAAAAAAAAEyQbAsAAAAAAAAAAAAAAAAAAACYINkWAAAAAAAAAAAAAAAAAAAAMEGyLQAAAAAAAAAAAAAAAAAAAGCCZFsAAAAAAAAAAAAAAAAAAADABMm2AAAAAAAAAAAAAAAAAAAAgAmSbQEAAAAAAAAAAAAAAAAAAAATJNsCAAAAAAAAAAAAAAAAAAAAJki2BQAAAAAAAAAAAAAAAAAAAEyQbAsAAAAAAAAAAAAAAAAAAACYINkWAAAAAAAAAAAAAAAAAAAAMEGyLQAAAAAAAAAAAAAAAAAAAGCCZFsAAAAAAAAAAAAAAAAAAADABMm2AAAAAAAAAAAAAAAAAAAAgAmSbQEAAAAAAAAAAAAAAAAAAAATJNsCAAAAAAAAAAAAAAAAAAAAJki2BQAAAAAAAAAAAAAAAAAAAEyQbAsAAAAAAAAAAAAAAAAAAACYINkWAAAAAAAAAAAAAAAAAAAAMEGyLQAAAAAAAAAAAAAAAAAAAGCCZFsAAAAAAAAAAAAAAAAAAADABMm2AAAAAAAAAAAAAAAAAAAAgAmSbQEAAAAAAAAAAAAAAAAAAAAT/8fevcdpXdb543/dI4cBlMOgKGdCTDyj6EoeMpNcJVZsE8zUPJRaarm2llpu+/3urrmtiqal1Zr627VasTTwQPk1UsEDBSgSKooEchAQBlTOIPfvD/NeJubmMAwzDDyfj8c8vD6fz3V4XwzK7c1rrlvYFgAAAAAAAAAAAADKELYFAAAAAAAAAAAAgDKEbQEAAAAAAAAAAACgjGaNXcCOas2aNRk1alRGjhyZadOmZdGiRWnXrl26d++eQYMGZdiwYamqqtouaz/33HN58MEHM378+CxcuDBr165Np06dcsABB+S0007L4MGD06zZ5r91s2fPzoABA7Zq7V69euWZZ56pa+kAAAAAAAAAAAAAOxVh21pMnz49l156aaZOnVrj/sKFC7Nw4cJMnDgxd955Z4YPH56TTjqp3tatrq7OFVdckTFjxmz07M0338ybb76Z3/72t/nxj3+c22+/PX369Km3tQEAAAAAAAAAAADYmLDtX5k3b17OPPPMzJ8/P0lSKBQyYMCA9OzZM4sXL87YsWOzatWqLFq0KF/84hdz33335bjjjtvmdZcuXZohQ4ZkxowZpXs9e/ZM//7907Jly8ycOTMTJkzI2rVr89JLL+WMM87Iww8/nO7du2/R/LvvvnvOOOOMzfbr2LFjnfcAAAAAAAAAAAAAsLMRtv0rl19+eSlo261bt9x999056KCDSs+rq6vzla98JePGjcvatWtzySWX5Nlnn027du22ad2rrrqqFLStrKzM9773vY3CsTNnzsxll12WF198MW+//XYuuuiijB49OoVCYbPzt2/fPtdff/021QgAAAAAAAAAAACwq6lo7AJ2JL/73e8yfvz4JEmLFi1y77331gjaJklVVVXuueee9OzZM8kHJ9Lecccd27TuSy+9lNGjR5eub7755lpPoe3Vq1d+/vOfp2vXrkmSKVOm5KGHHtqmtQEAAAAAAAAAAAAoT9h2A/fee2+pPXTo0BxwwAG19mvdunWuuuqq0vV9992XdevW1XndRx55pNQ+4IADcvrpp5ft265du3z1q18tXf/0pz+t87oAAAAAAAAAAAAAbJqw7V8sX748zzzzTOl62LBhm+w/aNCgtGnTJskHp9s+//zzdV570qRJpfZJJ5202f4b9nnxxRczd+7cOq8NAAAAAAAAAAAAQHnNGruAHcWECROyevXqJB+cXNuvX79N9q+srEz//v3z9NNPJ0meeeaZHHfccXVae9GiRaV2165dN9u/c+fO2W233fL+++8nScaNG5czzzyzTmsDAAAAAMCOZP369Vm6dGljlwHUsyVLlmzRPaDpa9++fSoqnPu1M/I6DXZeXqvBrsNrtboTtv2L119/vdTu27dvmjXb/C/NIYccUgrbTp8+vc5rF4vFrepfKBRSKBRK16+99tpmx6xbty5PP/10Jk+enOrq6rRs2TJVVVU57LDD0q9fv7Rs2XKr6wYAAAAAgPq2dOnSHH/88Y1dBtAATjvttMYuAdgOxo4dm6qqqsYug+3A6zTYtXitBjsnr9XqTtj2L954441Su1u3bls0pkuXLqX2toRtO3bsWBo/d+7czfZ/6623sm7dutL1hkHhcubPn5+zzjqr1mft27fPF77whVx++eVp06bNFlYNAAAAAAAAAAAAsPNzHvBfbHj0+V577bVFYzp16lRqb8tHJRxyyCGl9pNPPrnZ/mPGjKlxva0f07B06dLcdtttOfXUU2uEjutq/fr1mTdv3ia/AAAAAAAAAAAAAJoCJ9v+xfLly0vtysrKLRqzYb8Nx2+tv/3bv81dd92VJPnTn/6URx55JIMHD66177Jly/LDH/6wxr1Nrb377rtn0KBB+cQnPpGDDz44nTt3TrNmzbJo0aJMmjQp9913X8aOHZvkg9N9zznnnDzyyCPp2LFjnfezcOHCHHXUUZvs89hjj21077DDDkvyQfh31qxZGz2vrKzM/vvvn+SDk3oXLFiwUZ/27dunZ8+eSZJZs2bVGkTee++9s88++yRJpk2bllWrVm3Up2fPnmnfvn2SZPLkybXuYe+9906S7LHHHjnxxBOTJO/v3T1ptlupz6+qZyRJurZokwG7773RHO++vyb/7505SZIDWnXIga06bNRnzpplGb9sYZLk6N07pVuL3Tfq8/LKJXll5QeB8U+165a2u7XYqM/zyxZk7poPfq98tqp3rXt6/J3Zee/9tdljt+Y5uV33WvvYkz3Zkz3Zkz012T2t/OCHivbff//Sa4rp06enZcuWSRr2dcT++++fysrKrFq1KtOmTau1T1N7bbSj7alFiw9+v5144onZY489kiTrOlclFR/8vOH4eTMy570Pxn52/yNqrff//fnlvLtmVdq2qMynPnJgrX1+NW1SkqTbHu1zdJeNfw+/u2ZV/t+fX06SHNixcw7Ys/NGfea8tyTj5/05SXJ0l4+k2x4b/zv3yqK38vLit5Ikn/rIgWnbYuP/Z7Ene7Ine7Ine2rae1pW4z2WpOZrtV3htdGH1wAAAAAA7HiEbf9i9erVpXbz5s23aMyHf4GfpNY33rfUMccck6OOOip//OMfkyRXXnll3n///QwZMqRGv9mzZ+fyyy/f6C8Uyq3dqVOnTJo0KW3atNnoWZcuXdKlS5cMHjw49913X6655poUi8W8+eabueGGG3LTTTfVeT8AAAAAAFCfVg87IcXKjX+IE2hCisVk9dqa91o2TwqFxqkHqBeFVWvScsRTjV0GjWjV0X1TbC56Ak1esZise7/mvWa7ea0GTVxh7bpUjn+1scvYaRSKxWKxsYvYEZx77rkZM2ZMkuSyyy7Lt771rc2OGTNmTM4999wkSZs2bfLaa6/Vef3Zs2dn0KBBqa6uLt3r1atXjjjiiFRWVmbmzJn54x//mLVr16ZVq1Y5+uij8+STTyZJDjrooDz++ON1XjtJ/v3f/z233357kmS33XbLxIkTs9dee23VHP3798/8+fPTqVOnPProo5vs26VLlzrXuqOorq7O8ccfX+Peqi98KmnVspEqAgA2aeXqVP7X/6txa+zYsamqqmqkgtieanuttvK4g5MW3vQFgB3SmnVpNe5PNW55rQb/68P3XvfZZ59MnDixscvZ7rz3CgBNiPdddynedwWAJsb7rvWqorEL2FFsePrrlp5Su2G/2k6P3Rrdu3fPyJEjc8ABB5TuzZw5Mw8++GB+/vOf59lnn83atWuz11575Z577knv3v/7EYBt27bdprWT5Ktf/WoqKz/4qL/3338/Tz/9dJ3nqqioKJ2cW+4LAAAAAAAAAAAAoCkQtv2LDh06lNpvv/32Fo1ZuHBhqd2+ffttrqF37955/PHHc8cdd2TQoEHp0qVLKisr07Zt2xx88MH5xje+kTFjxuT444+vcQJufYRX27Rpk8MPP7x0/frrr2/znAAAAAAAAAAAAABNnbP8/2LfffcttefMmbNFY+bNm1dq9+nTp17qqKioyJAhQzJkyJBN9ps2bVqp3a9fv3pZe++99y61NwzzAgAAAAAAAAAAAOyqnGz7F/vtt1+p/eqrr2bdunWbHTNlypRSu77CtlvinXfeyfTp00vXRx55ZL3Mu2LFilK7devW9TInAAAAAAAAAAAAQFMmbPsXRx55ZFq2bJnkg9Dp5MmTN9l/9erVmTRpUun62GOP3a71bWj06NFZu3ZtkuSjH/1oDj300HqZ909/+lOpvc8++9TLnAAAAAAAAAAAAABNmbDtX7Rp06ZGYHbEiBGb7D969OgsW7YsSdK+ffsMGDBgu9b3odWrV+e2224rXZ977rn1Mu/TTz+defPmla4/9rGP1cu8AAAAAAAAAAAAAE2ZsO0GzjvvvFL7gQceyLRp02rtt3Llytx4442l63POOSfNmjXb7vUVi8Vce+21mTVrVpKkb9++ZcO2a9asyZo1a7Zo3sWLF+faa68tXe+333455JBDtr1gAAAAAAAAAAAAgCZO2HYDAwcOzNFHH53kgxNkzzvvvLz88ss1+lRXV+fCCy/MzJkzk3xwqu2ll15a63yzZ89O165dS1/3339/2bWfeuqp3HTTTaUg7V+bOXNmzjvvvNIclZWVufnmm9O8efNa+y9YsCDHHHNM7rjjjsyZM6fWPsViMU888UQGDRpU2k+hUMg//dM/paLCbw0AAAAAAAAAAACA7X8caxPzgx/8IIMHD86CBQsye/bsnHzyyRkwYEB69eqVxYsXZ+zYsVm5cmWSpFmzZvnRj36Udu3abfO6S5cuzS233JJbbrklvXv3Tt++fdOhQ4csX748b7zxRqZMmVLqW1lZmXvuuSf9+vXb5JxvvfVWrr/++lx//fXp3r17+vbtm6qqqjRr1izV1dV54YUXMn/+/Bpjrrvuupx00knbvB8AAAAAAAAAAACAnYGw7V/p0qVLRowYkUsvvTRTp05NsVjMc889l+eee65Gv44dO2b48OE5/vjj672GGTNmZMaMGbU+O+yww/K9730vhxxyyFbNOXv27MyePbvs83322Sc33HBDTj755K2aFwAAAAAAAAAAAGBnJmxbiz59+uSRRx7JyJEjM3LkyEybNi2LFi1K27Zt06NHjwwaNChnnnlmqqqq6m3NgQMH5qc//WnGjRuXF154IQsWLEh1dXUqKyvTqVOn9OvXL4MHD84nP/nJVFRUbHa+bt265Xe/+10mTpyYCRMm5LXXXkt1dXWWLFmSlStXZvfdd8/ee++dww47LCeeeGJOPfXUNG/evN72AwAAAAAAAAAAALAzELYto0WLFhk6dGiGDh1a5zm6d++euXPnblHfNm3a5JRTTskpp5xS5/U2VCgU0rdv3/Tt2zdnn312vcwJAAAAAAAAAAAAsKvZ/BGpAAAAAAAAAAAAALCLErYFAAAAAAAAAAAAgDKEbQEAAAAAAAAAAACgDGFbAAAAAAAAAAAAAChD2BYAAAAAAAAAAAAAyhC2BQAAAAAAAAAAAIAyhG0BAAAAAAAAAAAAoAxhWwAAAAAAAAAAAAAoQ9gWAAAAAAAAAAAAAMoQtgUAAAAAAAAAAACAMoRtAQAAAAAAAAAAAKAMYVsAAAAAAAAAAAAAKEPYFgAAAAAAAAAAAADKELYFAAAAAAAAAAAAgDKEbQEAAAAAAAAAAACgDGFbAAAAAAAAAAAAAChD2BYAAAAAAAAAAAAAyhC2BQAAAAAAAAAAAIAymjV2AQAAAAAAsC3WrFmTUaNGZeTIkZk2bVoWLVqUdu3apXv37hk0aFCGDRuWqqqq7bL2c889lwcffDDjx4/PwoULs3bt2nTq1CkHHHBATjvttAwePDjNmnkrHgAAAACaMu/wAQAAAADQZE2fPj2XXnpppk6dWuP+woULs3DhwkycODF33nlnhg8fnpNOOqne1q2urs4VV1yRMWPGbPTszTffzJtvvpnf/va3+fGPf5zbb789ffr0qbe1AQAAAICGJWwLAAAAAECTNG/evJx55pmZP39+kqRQKGTAgAHp2bNnFi9enLFjx2bVqlVZtGhRvvjFL+a+++7Lcccdt83rLl26NEOGDMmMGTNK93r27Jn+/funZcuWmTlzZiZMmJC1a9fmpZdeyhlnnJGHH3443bt33+a1AQAAAICGJ2wLAAAAAECTdPnll5eCtt26dcvdd9+dgw46qPS8uro6X/nKVzJu3LisXbs2l1xySZ599tm0a9dum9a96qqrSkHbysrKfO9738sZZ5xRo8/MmTNz2WWX5cUXX8zbb7+diy66KKNHj06hUNimtQEAAACAhidsCwAA7BIKa9el2NhFANumWEzWvV/zXrPdEqElaPIKa9c1dgk0Qb/73e8yfvz4JEmLFi1y77335oADDqjRp6qqKvfcc08GDhyYWbNmZenSpbnjjjty7bXX1nndl156KaNHjy5d33zzzTn99NM36terV6/8/Oc/z6c+9anMnTs3U6ZMyUMPPZS///u/r/PaAAAAAEDjELYFAAB2CZXjX23sEgAAqEf33ntvqT106NCNgrYfat26da666qp89atfTZLcd999+cY3vpFmzer29vgjjzxSah9wwAG1Bm0/1K5du3z1q1/NNddckyT56U9/KmwLAAAAAE1QRWMXAAAAAAAAW2P58uV55plnStfDhg3bZP9BgwalTZs2SZKlS5fm+eefr/PakyZNKrVPOumkzfbfsM+LL76YuXPn1nltAAAAAKBxCNsCAAAAANCkTJgwIatXr07ywcm1/fr122T/ysrK9O/fv3S9YVB3ay1atKjU7tq162b7d+7cObvttlvpety4cXVeGwAAAABoHMK2AAAAAAA0Ka+//nqp3bdv3zRr1myzYw455JBSe/r06XVeu1gsblX/QqGQQqFQun7ttdfqvDYAAAAA0Dg2/w4kAABAE9O+ffuMHTu2scsA6tmSJUty2mmn1bg3atSodOjQoZEqAran9u3bN3YJ7MDeeOONUrtbt25bNKZLly6l9raEbTt27FgaP3fu3M32f+utt7Ju3brS9YZBYWq3fv36jW+uWtPwhQAAm1fLn9G1/lnOTqHW7+3adRvfAwB2DLX8Oe21Wt0J2wIAADudioqKVFVVNXYZQAPo0KGDf98BdkFLliwptffaa68tGtOpU6dSe+nSpXVe+5BDDsn48eOTJE8++WSuvfbaTfYfM2ZMjettWXv9+vWZN2/eJvtsGCpuqt55552N7lWOeKoRKgEA6uKdd97Jnnvu2dhlsB3U9jqt1fhXG6ESAKCuvFarO2FbAAAAAACalOXLl5falZWVWzRmw34bjt9af/u3f5u77rorSfKnP/0pjzzySAYPHlxr32XLluWHP/xhjXvbsvbChQtz1FFHbbLPY489ttG9ww47LMkHQd9Zs2Zt9LyysjL7779/kmT+/PlZsGDBRn3at2+fnj17JklmzZpVa2h47733zj777JMkmTZtWlatWrVRn549e5ZOrp48eXKte2jZsmWt9wGApuHPf/5zli1bVrpuyNcR+++/fyorK7Nq1apMmzat1j5N7bXRjrSnDT+xAQBomv76tdrO/tqoPj9BraLeZgIAAAAAgAawevXqUrt58+ZbNKZFixaldm1v5m+pY445pkbg9corr8zIkSM36jd79uycffbZG/0lxbasDQAAAAA0DifbAgAAAADQpGx48unatWu3aMyaNWtK7S09Dbec22+/PYMGDUp1dXVWrFiRSy+9NP/xH/+RI444IpWVlZk5c2b++Mc/Zu3atWnVqlWOPvroPPnkk0mSNm3a1HndTp065dFHH91kny5dupR91r59+82e5rHPPvuUThkpp2fPnqXTSsr58MSTTfnwlJG/9sYbb2x2LACw4/rIRz6Sfffdt9Zn2/t1xIcqKys326epvDb60I6wJ6/TAKDpK/dabWd9bVSfhG0BAAAAAGhSNgysbulJsRv225bAa5J07949I0eOzMUXX5xXXnklSTJz5szMnDmzRr+99tort99+ex5//PFS2LZt27Z1XreiomKTYdqdRbt27Ta6t2rYCUlli1p6AwCNatWaVI54qsat2v4sZ+dQ2/d25dF9k+aiJwCwQ1q7Lq3Gv1rjltdqdecVDwAAAAAATUqHDh1K7bfffnuLxixcuLDUro9TLXr37p3HH388Dz/8cB555JG8+OKLqa6uTosWLdKjR4+ceuqp+cIXvpCqqqr8z//8T2ncrhCW3VYVFRUb36xskbRqufF9AGCHU+uf5ewUav3eNm+WtBA9AYCmwmu1uvOKBwAAAACAJmXDj7qbM2fOFo2ZN29eqd2nT596qaOioiJDhgzJkCFDNtlv2rRppXa/fv3qZW0AAAAAoOGIKQMAAAAA0KTst99+pfarr76adevWbXbMlClTSu36CttuiXfeeSfTp08vXR955JENtjYAAAAAUD+EbQEAAAAAaFKOPPLItGzZMkmyYsWKTJ48eZP9V69enUmTJpWujz322O1a34ZGjx6dtWvXJkk++tGP5tBDD22wtQEAAACA+iFsCwAAAABAk9KmTZsagdkRI0Zssv/o0aOzbNmyJEn79u0zYMCA7Vrfh1avXp3bbrutdH3uuec2yLoAAAAAQP0StgUAAAAAoMk577zzSu0HHngg06ZNq7XfypUrc+ONN5auzznnnDRr1my711csFnPttddm1qxZSZK+ffsK2wIAAABAEyVsCwAAAABAkzNw4MAcffTRST44Qfa8887Lyy+/XKNPdXV1LrzwwsycOTPJB6faXnrppbXON3v27HTt2rX0df/995dd+6mnnspNN91UCtL+tZkzZ+a8884rzVFZWZmbb745zZs339ptAgAAAAA7gO3/4/sAAAAAALAd/OAHP8jgwYOzYMGCzJ49OyeffHIGDBiQXr16ZfHixRk7dmxWrlyZJGnWrFl+9KMfpV27dtu87tKlS3PLLbfklltuSe/evdO3b9906NAhy5cvzxtvvJEpU6aU+lZWVuaee+5Jv379tnldAAAAAKBxCNsCAAAAANAkdenSJSNGjMill16aqVOnplgs5rnnnstzzz1Xo1/Hjh0zfPjwHH/88fVew4wZMzJjxoxanx122GH53ve+l0MOOaTe1wUAAAAAGo6wLQAAAAAATVafPn3yyCOPZOTIkRk5cmSmTZuWRYsWpW3btunRo0cGDRqUM888M1VVVfW25sCBA/PTn/4048aNywsvvJAFCxakuro6lZWV6dSpU/r165fBgwfnk5/8ZCoqKuptXQAAAACgcQjbAgAAAADQpLVo0SJDhw7N0KFD6zxH9+7dM3fu3C3q26ZNm5xyyik55ZRT6rweAAAAANB0+JF6AAAAAAAAAAAAAChD2BYAAAAAAAAAAAAAyhC2BQAAAAAAAAAAAIAyhG0BAAAAAAAAAAAAoAxhWwAAAAAAAAAAAAAoQ9gWAAAAAAAAAAAAAMpo1tgFwM6ksGpNio1dBLDtisVk9dqa91o2TwqFxqkHqBeFVWsauwQAAAAAAAAAoAkStoV61HLEU41dAgAAAAAAAAAAAFCPKhq7AAAAAAAAAAAAAADYUQnbAgAAAAAAAAAAAEAZwrYAAAAAAAAAAAAAUEazxi4Amqr27dtn7NixjV0GsB0sWbIkp512Wo17o0aNSocOHRqpImB7ad++fWOXAAAAAAAAAADs4IRtoY4qKipSVVXV2GUADaRDhw7+nQcAAAAAAAAAgF1QRWMXAAAAAAAAAAAAAAA7KmFbAAAAAAAAAAAAAChD2BYAAAAAAAAAAAAAyhC2BQAAAAAAAAAAAIAyhG0BAAAAAAAAAAAAoAxhWwAAAAAAAAAAAAAoQ9gWAAAAAAAAAAAAAMoQtgUAAAAAAAAAAACAMoRtAQAAAAAAAAAAAKAMYVsAAAAAAAAAAAAAKEPYFgAAAAAAAAAAAADKELYFAAAAAAAAAAAAgDKEbQEAAAAAAAAAAACgDGFbAAAAAAAAAAAAAChD2BYAAAAAAAAAAAAAyhC2BQAAAAAAAAAAAIAyhG0BAAAAAAAAAAAAoAxhWwAAAAAAAAAAAAAoQ9gWAAAAAAAAAAAAAMoQtgUAAAAAAAAAAACAMoRtAQAAAAAAAAAAAKAMYVsAAAAAAAAAAAAAKEPYFgAAAAAAAAAAAADKELYFAAAAAAAAAAAAgDKEbQEAAAAAAAAAAACgDGFbAAAAAAAAAAAAAChD2BYAAAAAAAAAAAAAyhC2BQAAAAAAAAAAAIAyhG0BAAAAAAAAAAAAoAxhWwAAAAAAAAAAAAAoQ9gWAAAAAAAAAAAAAMoQtgUAAAAAAAAAAACAMoRtAQAAAAAAAAAAAKAMYVsAAAAAAAAAAAAAKEPYFgAAAAAAAAAAAADKELYFAAAAAAAAAAAAgDKEbQEAAAAAAAAAAACgDGFbAAAAAAAAAAAAAChD2BYAAAAAAAAAAAAAyhC2BQAAAAAAAAAAAIAyhG0BAAAAAAAAAAAAoAxhWwAAAAAAAAAAAAAoQ9gWAAAAAAAAAAAAAMoQtgUAAAAAAAAAAACAMoRtAQAAAAAAAAAAAKAMYVsAAAAAAAAAAAAAKEPYFgAAAAAAAAAAAADKELYFAAAAAAAAAAAAgDKEbQEAAAAAAAAAAACgDGFbAAAAAAAAAAAAAChD2BYAAAAAAAAAAAAAyhC2BQAAAAAAAAAAAIAyhG0BAAAAAAAAAAAAoAxhWwAAAAAAAAAAAAAoQ9gWAAAAAAAAAAAAAMoQtgUAAAAAAAAAAACAMoRtAQAAAAAAAAAAAKAMYVsAAAAAAAAAAAAAKEPYFgAAAAAAAAAAAADKELYFAAAAAAAAAAAAgDKEbQEAAAAAAAAAAACgDGFbAAAAAAAAAAAAAChD2BYAAAAAAAAAAAAAyhC2BQAAAAAAAAAAAIAyhG0BAAAAAAAAAAAAoAxhWwAAAAAAAAAAAAAoQ9gWAAAAAAAAAAAAAMoQtgUAAAAAAAAAAACAMoRtAQAAAAAAAAAAAKAMYVsAAAAAAAAAAAAAKEPYFgAAAAAAAAAAAADKELYFAAAAAAAAAAAAgDKaNXYBO6o1a9Zk1KhRGTlyZKZNm5ZFixalXbt26d69ewYNGpRhw4alqqpqu6z93HPP5cEHH8z48eOzcOHCrF27Np06dcoBBxyQ0047LYMHD06zZlv/rRs7dmweeOCBTJo0KfPnz0/Lli3TuXPnnHDCCTnrrLPSp0+f7bAbAAAAAAAAAAAAgKZL2LYW06dPz6WXXpqpU6fWuL9w4cIsXLgwEydOzJ133pnhw4fnpJNOqrd1q6urc8UVV2TMmDEbPXvzzTfz5ptv5re//W1+/OMf5/bbb9/icOx7772Xb37zmxk1alSN+ytXrszSpUvzyiuv5Kc//Wn+8R//MV/96lfrZS8AAAAAAAAAAAAAOwNh278yb968nHnmmZk/f36SpFAoZMCAAenZs2cWL16csWPHZtWqVVm0aFG++MUv5r777stxxx23zesuXbo0Q4YMyYwZM0r3evbsmf79+6dly5aZOXNmJkyYkLVr1+all17KGWeckYcffjjdu3ff5Lxr167NF7/4xTzzzDOle3379s3BBx+c1atX5w9/+EMWLFiQtWvX5t///d+zbt26XHnlldu8HwAAAAAAAAAAAICdgbDtX7n88stLQdtu3brl7rvvzkEHHVR6Xl1dna985SsZN25c1q5dm0suuSTPPvts2rVrt03rXnXVVaWgbWVlZb73ve/ljDPOqNFn5syZueyyy/Liiy/m7bffzkUXXZTRo0enUCiUnffWW28tBW0rKyszfPjwDBkypPR8zZo1+Y//+I/ceeedSZKbb745AwYMyMc+9rFt2g8AAAAAAAAAAADAzqCisQvYkfzud7/L+PHjkyQtWrTIvffeWyNomyRVVVW555570rNnzyQfnEh7xx13bNO6L730UkaPHl26vvnmmzcK2iZJr1698vOf/zxdu3ZNkkyZMiUPPfRQ2XkXLVqUn/zkJ6Xr//N//k+NoG3ywT6vu+66nHbaaUmSYrGYG264YZv2AwAAAAAAAAAAALCzELbdwL333ltqDx06NAcccECt/Vq3bp2rrrqqdH3fffdl3bp1dV73kUceKbUPOOCAnH766WX7tmvXLl/96ldL1z/96U/L9n3ggQeyYsWKJEnv3r1zzjnnlO173XXXpaLig98OEydOzJ/+9KctLR8AAAAAAAAAAABgpyVs+xfLly/PM888U7oeNmzYJvsPGjQobdq0SfLB6bbPP/98ndeeNGlSqX3SSSdttv+GfV588cXMnTu31n6/+c1vSu1hw4alUCiUnbNr16459thjS9cbnrQLAAAAAAAAAAAAsKsStv2LCRMmZPXq1Uk+OLm2X79+m+xfWVmZ/v37l643DOpurUWLFpXaXbt23Wz/zp07Z7fdditdjxs3bqM+q1atqhHi/djHPrbZeY855phSe1v2AwAAAAAAAAAAALCzELb9i9dff73U7tu3b5o1a7bZMYccckipPX369DqvXSwWt6p/oVCocUrta6+9tlGfN954I+vXry/1P/jggzc774b72fDXAwAAAAAAAAAAAGBXJWz7F2+88Uap3a1bty0a06VLl1J7W8K2HTt2LLXnzp272f5vvfVW1q1bV7quLRi74X723HPPVFZWbnbeDU/VXbp0aRYvXrzZMQAAAAAAAAAAAAA7M2Hbv1iyZEmpvddee23RmE6dOpXaS5curfPaG54o++STT262/5gxY2pc17b2hvvZc889t6iOv973hnNsjfXr12fevHmb/AIAAAAAAAAAAABoCpo1dgE7iuXLl5faW3IK7F/323D81vrbv/3b3HXXXUmSP/3pT3nkkUcyePDgWvsuW7YsP/zhD2vcq23tFStW1Frnpvx1vw3n2BoLFy7MUUcdtck+jz322Eb3DjvssCQfhIdnzZpVa337779/kmT+/PlZsGDBRn3at2+fnj17JklmzZpVaxB57733zj777JMkmTZtWlatWrVRn549e6Z9+/ZJksmTJ9e6h/333z+VlZVZtWpVpk2bVmsfe7Ine2qae2rRosVG96dOnZq2bds22T3tjN8ne7Ine7Ine7Ine9r19lTbD8du+DqtKe5pZ/w+2ZM92VPd9vThNQAAAAAAOx4n2/7F6tWrS+3mzZtv0ZgNw1i1vfG+pY455pga4dQrr7wyI0eO3Kjf7Nmzc/bZZ2/0Fwq1rb3hvdpCY7Vp2bLlZucFAAAAAAAAAAAA2JUUisVisbGL2BGce+65GTNmTJLksssuy7e+9a3NjhkzZkzOPffcJEmbNm3y2muv1Xn92bNnZ9CgQamuri7d69WrV4444ohUVlZm5syZ+eMf/5i1a9emVatWOfroo/Pkk08mSQ466KA8/vjjNea7884782//9m9JksMPPzyPPPLIZmtYuXJl+vTpU7oePXp0Dj300C3eQ//+/TN//vx06tQpjz766Cb7dunSZYvnBWho1dXVOf7442vcGzt2bKqqqhqpIgAAEq/TANh1ffje6z777JOJEyc2djnbXW1/5q8edkKKlVt2sASwgyoWk9Vra95r2TwpFBqnHqBeFFatScsRT9W45//Vd161vU5bdXTfFJv7UGVo8orFZN37Ne81281rNWjiCmvXpXL8qzXuea1Wd17x/EWbNm1K7S090XXDfhuOr4vu3btn5MiRufjii/PKK68kSWbOnJmZM2fW6LfXXnvl9ttvz+OPP14K2374cZkbat26da11bspf99twjq1RUVEhTAsAAAAAQL356xAPAAA7hr8O8AAA7KyEbf+iQ4cOpfbbb7+9RWMWLlxYardv336ba+jdu3cef/zxPPzww3nkkUfy4osvprq6Oi1atEiPHj1y6qmn5gtf+EKqqqryP//zP6VxtQVbN9zPokWLtmj9v973hnMAAAAAAAAAAAAA7IqEbf9i3333LbXnzJmzRWPmzZtXavfp06de6qioqMiQIUMyZMiQTfabNm1aqd2vX7+Nnm+4n0WLFmXVqlWprKzc5Jxz584ttdu3b5+OHTtuYdUAAAAAAAAAAAAAO6eKxi5gR7HffvuV2q+++mrWrVu32TFTpkwptesrbLsl3nnnnUyfPr10feSRR27UZ999901FxQff3mKxmKlTp2523g33s+GvBwAAAAAAAAAAAMCuysm2f3HkkUemZcuWWb16dVasWJHJkyenf//+ZfuvXr06kyZNKl0fe+yxDVFmkmT06NFZu3ZtkuSjH/1oDj300I36VFZW5ogjjsiECROSJM8999wm95Mkzz//fKndkPsBAAAAAIAPtW/fPmPHjm3sMoB6tmTJkpx22mk17o0aNSodOnRopIqA7aV9+/aNXQLbiddpsPPyWg12HV6r1Z2w7V+0adMmxx57bMaMGZMkGTFixCbDqaNHj86yZcuSfPAbcMCAAQ1S5+rVq3PbbbeVrs8999yyfU855ZRS2HbEiBG5/PLLy/adO3duxo0bV2MsAAAAAAA0tIqKilRVVTV2GUAD6NChg3/fAZoQr9Ng1+K1GkBNFY1dwI7kvPPOK7UfeOCBTJs2rdZ+K1euzI033li6Puecc9Ks2fbPLReLxVx77bWZNWtWkqRv376bDNsOHTo0rVu3TpK88cYb+fnPf16273e/+928//77SZL+/fvnkEMOqcfKAQAAAAAAAAAAAJomYdsNDBw4MEcffXSSD06QPe+88/Lyyy/X6FNdXZ0LL7wwM2fOTPLBqbaXXnpprfPNnj07Xbt2LX3df//9Zdd+6qmnctNNN5WCtH9t5syZOe+880pzVFZW5uabb07z5s3Lzrnnnnvm4osvLl3/0z/9U0aNGlWjz9q1a/Pd7343v/71r0v3rr322rJzAgAAAAAAAAAAAOxKtv9xrE3MD37wgwwePDgLFizI7Nmzc/LJJ2fAgAHp1atXFi9enLFjx2blypVJkmbNmuVHP/pR2rVrt83rLl26NLfccktuueWW9O7dO3379k2HDh2yfPnyvPHGG5kyZUqpb2VlZe65557069dvs/P+wz/8Q/74xz/mmWeeyapVq/KVr3wlt912Ww4++OCsXr0648ePz4IFC0r9r7rqqnzsYx/b5v0AAAAAAAAAAAAA7AyEbf9Kly5dMmLEiFx66aWZOnVqisVinnvuuTz33HM1+nXs2DHDhw/P8ccfX+81zJgxIzNmzKj12WGHHZbvfe97OeSQQ7ZorubNm+euu+7KN7/5zTz88MNJkldeeSWvvPLKRv2+/vWv52tf+9q2FQ8AAAAAAAAAAACwExG2rUWfPn3yyCOPZOTIkRk5cmSmTZuWRYsWpW3btunRo0cGDRqUM888M1VVVfW25sCBA/PTn/4048aNywsvvJAFCxakuro6lZWV6dSpU/r165fBgwfnk5/8ZCoqKrZq7rZt2+ZHP/pRPv/5z+eBBx7IpEmTsmDBgjRv3jxdunTJCSeckLPOOiv77bdfve0HAAAAAAAAAAAAYGcgbFtGixYtMnTo0AwdOrTOc3Tv3j1z587dor5t2rTJKaecklNOOaXO623Oxz/+8Xz84x/fbvMDAAAAAAAAAAAA7Gy27ohUAAAAAAAAAAAAANiFCNsCAAAAAAAAAAAAQBnCtgAAAAAAAAAAAABQhrAtAAAAAAAAAAAAAJQhbAsAAAAAAAAAAAAAZQjbAgAAAAAAAAAAAEAZwrYAAAAAAAAAAAAAUIawLQAAAAAAAAAAAACUIWwLAAAAAAAAAAAAAGUI2wIAAAAAAAAAAABAGcK2AAAAAAAAAAAAAFCGsC0AAAAAAAAAAAAAlCFsCwAAAAAAAAAAAABlCNsCAAAAAAAAAAAAQBnCtgAAAAAAAAAAAABQhrAtAAAAAAAAAAAAAJQhbAsAAAAAAAAAAAAAZQjbAgAAAAAAAAAAAEAZwrYAAAAAAAAAAAAAUIawLQAAAAAAAAAAAACUIWwLAAAAAAAAAAAAAGUI2wIAAAAAAAAAAABAGcK2AAAAAAAAAAAAAFCGsC0AAAAAAAAAAAAAlCFsCwAAAAAAAAAAAABlCNsCAAAAAAAAAAAAQBnCtgAAAAAAAAAAAABQhrAtAAAAAAAAAAAAAJQhbAsAAAAAAAAAAAAAZQjbAgAAAAAAAAAAAEAZwrYAAAAAAAAAAAAAUIawLQAAAAAAAAAAAACUIWwLAAAAAAAAAAAAAGUI2wIAAAAAAAAAAABAGcK2AAAAAAAAAAAAAFCGsC0AAAAAAAAAAAAAlCFsCwAAAAAAAAAAAABlCNsCAAAAAAAAAAAAQBnCtgAAAAAAAAAAAABQhrAtAAAAAAAAAAAAAJQhbAsAAAAAAAAAAAAAZQjbAgAAAAAAAAAAAEAZwrYAAAAAAAAAAAAAUIawLQAAAAAAAAAAAACUIWwLAAAAAAAAAAAAAGUI2wIAAAAAAAAAAABAGcK2AAAAAAAAAAAAAFCGsC0AAAAAAAAAAAAAlCFsCwAAAAAAAAAAAABlCNsCAAAAAAAAAAAAQBnCtgAAAAAAAAAAAABQhrAtAAAAAAAAAAAAAJQhbAsAAAAAAAAAAAAAZQjbAgAAAAAAAAAAAEAZwrYAAAAAAAAAAAAAUIawLQAAAAAAAAAAAACUIWwLAAAAAAAAAAAAAGUI2wIAAAAAAAAAAABAGcK2AAAAAAAAAAAAAFCGsC0AAAAAAAAAAAAAlCFsCwAAAAAAAAAAAABlCNsCAAAAAAAAAAAAQBnNGrsAAAAAAADYFmvWrMmoUaMycuTITJs2LYsWLUq7du3SvXv3DBo0KMOGDUtVVdV2WXvChAn51a9+lUmTJmXOnDlZtmxZKisrs+eee+bggw/OKaeckkGDBqVly5bbZX0AAAAAYPsTtgUAAAAAoMmaPn16Lr300kydOrXG/YULF2bhwoWZOHFi7rzzzgwfPjwnnXRSva1bXV2dq666Kr/97W83erZs2bIsW7YsM2fOzCOPPJJevXrl1ltvzVFHHVVv6wMAAAAADUfYFgAAAACAJmnevHk588wzM3/+/CRJoVDIgAED0rNnzyxevDhjx47NqlWrsmjRonzxi1/Mfffdl+OOO26b1125cmU+97nP1Qj4duzYMQcffHA6d+6cxYsX57XXXsusWbOSJDNnzsxZZ52VESNG5Igjjtjm9QEAAACAhiVsCwAAAABAk3T55ZeXgrbdunXL3XffnYMOOqj0vLq6Ol/5ylcybty4rF27NpdcckmeffbZtGvXbpvWveOOO0pB20KhkG984xu5+OKL06pVq1KfYrGYUaNG5Zprrsm7776blStX5pvf/GaeeOKJbVobAAAAAGh4FY1dAAAAAAAAbK3f/e53GT9+fJKkRYsWuffee2sEbZOkqqoq99xzT3r27JkkWbp0ae64445tXnvEiBGl9oUXXpgrrriiRtA2+SCEO2TIkNx4442le6+88kpeeeWVbV4fAAAAAGhYwrYAAAAAADQ59957b6k9dOjQHHDAAbX2a926da666qrS9X333Zd169bVed333nsvc+bMKV2ffvrpm+x/yimn1Ajizpgxo85rAwAAAACNQ9gWAAAAAIAmZfny5XnmmWdK18OGDdtk/0GDBqVNmzZJPjjd9vnnn9+mtTfUrl27TfZv1qxZ9thjj9L1+vXr67w2AAAAANA4hG0BAAAAAGhSJkyYkNWrVyf54OTafv36bbJ/ZWVl+vfvX7reMKi7tTp27JjKysrS9WuvvbbJ/osXL86iRYtK1wceeGCd1wYAAAAAGoewLQAAAAAATcrrr79eavft2zfNmjXb7JhDDjmk1J4+fXqd127evHlOPPHE0vX3v//9rFy5smz/66+/vnSa7XHHHZd99923zmsDAAAAAI1D2BYAAAAAgCbljTfeKLW7deu2RWO6dOlSam9L2DZJrrnmmrRp0yZJMmXKlAwcODAjRozIn//856xatSpz587NE088kc985jO5//77kyQf/ehHM3z48G1aFwAAAABoHJv/cX8AAAAAANiBLFmypNTea6+9tmhMp06dSu2lS5du0/p9+vTJr3/965x//vmZO3duZs6cmSuvvLLWvu3atctnP/vZXH311dl99923ad3169dn3rx5m+yzYagYAAAAAKgfwrYAAAAAADQpy5cvL7UrKyu3aMyG/TYcX1cHHnhgxo4dm1/84he5/vrrs2LFilr7nXDCCRkyZMg2B22TZOHChTnqqKM22eexxx7b6N5hhx2W5IOQ8axZszZ6XllZmf333z9JMn/+/CxYsGCjPu3bt0/Pnj2TJLNmzao1sLz33ntnn332SZJMmzYtq1at2qhPz5490759+yTJ5MmTa93D/vvvn8rKyqxatSrTpk2rtY892ZM9Nb09tWzZcqN7U6dOTdu2bZvsnnbG75M92ZM92ZM92ZM97Zp7qu0HWTd8rdYU97Qzfp/syZ7saev39OF89UHYFgAAAACAJmX16tWldvPmzbdoTIsWLUrt2t7M31rV1dX5t3/7tzz44INZu3ZtOnXqlCOPPDIdOnTIu+++mxdeeCFz5szJqFGjMmrUqJx99tm54YYbsttuu23z2gAAAABAwyoUi8ViYxfBzqF///6ZP39+9tlnn0ycOLGxywGos+rq6hx//PE17o0dOzZVVVWNVBEAAInXaQD8r3PPPTdjxoxJklx22WX51re+tdkxY8aMybnnnpskadOmTV577bU6rz9jxowMGzYsb731Vlq2bJnvfOc7Oeecc9Ks2f+eb1EsFjNy5Mhcc801ee+995IkX/jCF3LDDTds9XofvvfaqVOnPProo5vs26VLl62eH6AheD0PALDj8loNYPOcbAsAAAAAQJPSpk2bUntLT6ndsN+G47fWunXrctFFF+Wtt95Kktxwww0588wzN+pXKBRy+umnp6qqKmeddVaS5L/+678ybNiwHH744XVau6KiQpgWAAAAABpBRWMXAAAAAAAAW6NDhw6l9ttvv71FYxYuXFhqt2/fvs5rP/roo3n11VeTJPvuu2+GDRu2yf4f//jHa5wOdP/999d5bQAAAACgcQjbAgAAAADQpOy7776l9pw5c7ZozLx580rtPn361HntJ598stQ+5phjUigUNjvm2GOPLbVfeumlOq8NAAAAADQOYVsAAAAAAJqU/fbbr9R+9dVXs27dus2OmTJlSqm9LWHb+fPnl9obnrC7KVVVVaX2u+++W+e1AQAAAIDGIWwLAAAAAECTcuSRR6Zly5ZJkhUrVmTy5Mmb7L969epMmjSpdL3hSbNbq7KystReunTpFo1ZsmRJqd2uXbs6rw0AAAAANA5hWwAAAAAAmpQ2bdrUCMyOGDFik/1Hjx6dZcuWJUnat2+fAQMG1Hntrl27ltrPPvvsFo155plnSu1evXrVeW0AAAAAoHEI2wIAAAAA0OScd955pfYDDzyQadOm1dpv5cqVufHGG0vX55xzTpo1a1bndY8//vhSe/r06fnlL3+5yf7jxo3L008/Xbo+4YQT6rw2AAAAANA4hG0BAAAAAGhyBg4cmKOPPjpJsnr16px33nl5+eWXa/Sprq7OhRdemJkzZyb54FTbSy+9tNb5Zs+ena5du5a+7r///lr7nXTSSendu3fp+uqrr85//dd/5f3336/Rr1gsZtSoUbnoootK97p06ZIhQ4Zs9V4BAAAAgMZV9x/fBwAAAACARvSDH/wggwcPzoIFCzJ79uycfPLJGTBgQHr16pXFixdn7NixWblyZZKkWbNm+dGPfpR27dpt05rNmjXL97///QwbNiwrV67MqlWrcu211+bWW29N//79U1VVlffeey+TJk3K7NmzS+NatmyZH/7wh2nZsuU2rQ8AAAAANDxhWwAAAAAAmqQuXbpkxIgRufTSSzN16tQUi8U899xzee6552r069ixY4YPH57jjz++XtY94ogj8sADD+RrX/taZsyYkSRZsGBBHnvssVr79+jRI7fddluOOuqoelkfAAAAAGhYwrYAAAAAADRZffr0ySOPPJKRI0dm5MiRmTZtWhYtWpS2bdumR48eGTRoUM4888xUVVXV67qHH354fv/73+fxxx/Pb37zm7z00ktZsGBBli9fntatW2fPPffMoYcempNPPjmf/vSn07x583pdHwAAAABoOMK2AAAAAAA0aS1atMjQoUMzdOjQOs/RvXv3zJ07d6vGNGvWLIMGDcqgQYPqvC4AAAAAsOOraOwCAAAAAAAAAAAAAGBHJWwLAAAAAAAAAAAAAGU0a+wCAAAAAADYsXTv3n2bxhcKheyxxx5p27Zt+vTpk379+uX000/PvvvuW08VAgAAAAA0HCfbAgAAAABQQ7FYLP2zLl/r16/PO++8kzlz5uTJJ5/Mrbfemk984hP50pe+lLfffruRdwcAAAAAsHUa7GTbuXPnbtP4D09C2GOPPeqpIgAAAAAAyvkwcFsoFGpcb8pf9/3rMb/97W/z4osvZtSoUenSpUt9lgsAAAAAsN00WNj26KOPLr3Rui0qKirSu3fvHHbYYfnMZz6TE044oR6qAwAAAADgQ3PmzEmS3HvvvfnXf/3XrF69Osccc0w++9nP5vDDD0/nzp3Tpk2brFixIm+99VZeeOGFPPjggxk3blxatmyZ73znOzn77LOzdOnSvPzyyxk1alR+9atfZd26dZk/f34uvvjiPPLII428SwAAAACALdNgYdsPbcnpB5vy/vvvZ/r06Zk+fXp+9atf5eCDD873v//9fPSjH62nCgEAAAAAuOWWWzJ8+PC0atUqd911V0455ZSN+uy+++7Zb7/9st9++2XYsGF5/PHHc/nll+e6667LkiVL8g//8A/5+Mc/no9//OP5/Oc/n3POOSfvvvtuJk+enCeeeCIDBw5shJ0BAAAAAGydioZaqGvXrunatWu6deuWFi1a1DjltlAopF27duncuXPatWu30bOWLVumW7du2XvvvVNZWZlisVj6mjJlSoYMGZJXX321obYCAAAAALBTmzx5cm655ZYkyfDhw2sN2tbm5JNPzvDhw1MsFnPLLbfkpZdeKj074ogj8q//+q+l69GjR9dv0QAAAAAA20mDhW3Hjx+fcePGZfDgwVm7dm0qKipy5pln5v7778+rr76aqVOn5o9//GOmTp2aadOm5YEHHsjnPve57Lbbblm7dm3+7u/+Ln/4wx8yffr0jB07NldddVXatm2bQqGQ9957L5dccsk2n5oLAAAAAEBy3333Zf369fnIRz6SwYMHb9XYwYMHp3fv3lm/fn3uu+++Gs8+85nPpGPHjkmSiRMn1lu9AAAAAADbU4OFbZPkn/7pn/LjH/84e+65Zx5++OHcfPPNOfbYY9OmTZsa/Vq3bp2Pfexjuemmm/Lwww+nY8eO+dGPfpTrrrsuSfKRj3wk//AP/5Df/OY36dSpU5JkxowZGTlyZENuBwAAAABgpzR+/PgUCoX069evTuP79euXYrGY559/vsb9ioqK9O/fP8ViMW+//XY9VAoAAAAAsP01WNh23Lhx+e///u8kyQ9/+MMceuihWzTukEMOyQ9/+MMUi8Xcd999eeaZZ0rPevToke9973ul6yeeeKJ+iwYAAAAA2AXNnz8/SdKiRYs6jf9w3IfzbGjPPfdMkqxYsaKO1QEAAAAANKwGC9v+4he/SJIceOCBOeaYY7Zq7DHHHJODDjooSfLzn/+8xrOBAwemc+fOKRaLeeGFF+qnWAAAAACAXVjz5s2TJNOmTavT+Ndee63GPBtav359kqRt27Z1rA4AAAAAoGE1WNj2xRdfTKFQKIVmt9aBBx6YYrGYF198caNnH36UWXV19TZUCAAAAABAkvTs2TPFYjGTJ0/OlClTtmrslClT8sILL6RQKKRHjx4bPV+wYEGSpKqqql5qBQAAAADY3hosbPvhx4V9eGpBXX34RuyGPnxTdvXq1ds0NwAAAAAAycknn5wkKRaL+fKXv5zZs2dv0bg5c+bky1/+corFYpLkb//2bzfqM2XKlBQKhXTu3Ln+CgYAAAAA2I4aLGzbunXrJMnUqVPrNP7Dca1atdro2dq1a5Mk7du3r1txAAAAAACUXHDBBdlrr72SJLNmzcpJJ52UG2+8MdOnT6+1/xtvvJGbbropAwcOzJtvvpkk6dixYy644IIa/f74xz9m0aJFSZIjjjhiO+4AAAAAAKD+NGuohfbdd99MmDAhr776ap5++ul8/OMf3+KxY8eOzcsvv5xCoZDevXtv9HzevHlJfOwYAAAAAEB9aNeuXX7wgx/k/PPPz6pVq7JixYrcdtttue2227LHHnukc+fOadWqVVauXJn58+fn3XffTZLSibaVlZX5wQ9+kHbt2tWY96677ir1+9SnPtWwmwIAAAAAqKMGO9l20KBBST54E/Xyyy/PxIkTt2jcCy+8kMsuu6x0PXjw4BrP33///dLHjnXt2rX+CgYAAAAA2IUde+yx+Z//+Z/07NkzyQfv7RaLxbz77rt57bXXMnny5Lz22mt55513Ss+SpFevXvnFL36R4447bqM5v/Od7+T555/P888/n8MOO6xB9wMAAAAAUFcNFrb9whe+kJ49e6ZQKKS6ujp///d/n6997Wt58skn884779To++677+app57KFVdckdNPPz1LlixJoVBIjx49cu6559boO3bs2NL4I488sqG2AwAAAACw0+vfv39+97vf5bvf/W4OO+ywVFR88Jbyh+HaDwO2FRUVOfTQQ3P99dfniSeeyFFHHVXrfF27dk23bt3SrVu3BtsDAAAAAMC2atZQC1VWVuauu+7K5z73uSxevDjvv/9+HnrooTz00ENJklatWpU+dmzlypWlcR++WduhQ4fcddddqaysrDHvT37yk1K/U045pYF2AwAAAACwa2jZsmW+8IUv5Atf+EKWL1+el19+OdXV1Vm+fHnatGmTqqqqHHDAAdl9990bu1QAAAAAgO2iwcK2SXLAAQfk17/+da666qqMHz++FKRNkhUrVmTFihW1jvubv/mb3HzzzfnIRz6y0bOf//zn261eAAAAAAD+V5s2bcqeWgsAAAAAsLNq0LBtknzkIx/Jr371q/z+97/P//zP/+T555/P4sWLN+pXVVWVAQMG5HOf+1w++clPNnSZAAAAAAAAAAAAANDwYdsPnXjiiTnxxBOTJPPnz8/ixYuzYsWKtG7dOlVVVencuXNjlQYAAAAAAAAAAAAASRoxbLuhffbZJ/vss09jlwEAAAAAAAAAAAAANewQYVsAAAAAAHZMc+fOzahRo/LCCy9kzpw5ee+997Ju3botGlsoFPLss89u5woBAAAAALYvYVsAAAAAADayevXq/N//+39z3333pVgsbvX4YrGYQqGwHSoDAAAAAGhYwrYAAAAAAGzkS1/6Up588sk6BW0BAAAAAHYmjRK2/cMf/pBf//rXefHFFzN79uwsW7Zsqz527M0339zOFQIAAAAA7LoefPDB/P73vy+dTNuvX78MGzYsBx98cDp06JDmzZs3coUAAAAAAA2nQcO2S5YsyRVXXJHf//73pXtORQAAAAAA2LH88pe/LLW/8pWv5Nvf/nYjVgMAAAAA0LgaLGy7bt26fP7zn8+f/vQnAVsAAAAAgB3Y1KlTUygU0rVr11x77bWNXQ4AAAAAQKNqsLDtfffdlylTppQ+duzTn/50Pve5z5U+dqxZswY9ZBcAAAAAgDLee++9JMnf/M3fpKKiopGrAQAAAABoXA2WcH344YdL7f/7f/9vvvjFLzbU0gAAAAAAbIU999wzb731ViorKxu7FAAAAACARtdgRxJMmzYthUIh++67r6AtAAAAAMAO7MADD0yxWMzMmTMbuxQAAAAAgEbXYGHblStXJkmOOOKIhloSAAAAAIA6OPPMM5MkEydOzIIFCxq5GgAAAACAxtVgYdu99977gwUrGmxJAAAAAADq4NRTT82nPvWprF69Ot/85jezfv36xi4JAAAAAKDRNFjytV+/fikWi5k+fXpDLQkAAAAAQB3ddtttOe644zJmzJgMGzYsU6dObeySAAAAAAAaRbOGWujss8/OqFGj8sILL2TGjBnp3bt3Qy0NAAAAAMBW+PrXv54k2WuvvdKiRYuMHz8+p5xySnr06JEDDjgge+yxRwqFwmbnKRQKufnmm7d3uQAAAAAA21WDhW2PPfbYfP7zn8/Pf/7zXHHFFRkxYkRatWrVUMsDAAAAALCFRowYsVGYtlgs5s0338ybb765VXMJ2wIAAAAATV1FQy52/fXXZ+jQoXnhhRdyyimn5Le//W3ef//9hiwBAAAAAIAtUCwWa3zVdm9zXwAAAAAAO4MGO9l26NChpXbLli3zxhtv5Etf+lJatmyZfffdd6s+dmzEiBHbs1QAAAAAgF3a8OHDG7sEAAAAAIAdRoOFbZ977rkaYdpCoZBisZhVq1bl5Zdf3qI5isXiFgVyAQAAAACou2HDhjV2CQAAAAAAO4wGC9smKfuxYT5ODAAAAAAAAAAAAIAdUYOFbR944IGGWqperFmzJqNGjcrIkSMzbdq0LFq0KO3atUv37t0zaNCgDBs2LFVVVdtl7QkTJuRXv/pVJk2alDlz5mTZsmWprKzMnnvumYMPPjinnHJKBg0alJYtW25ynmeffTZDhw7dqrWPO+643H///dtSPgAAAAAAAAAAAMBOo8HCth/72McaaqltNn369Fx66aWZOnVqjfsLFy7MwoULM3HixNx5550ZPnx4TjrppHpbt7q6OldddVV++9vfbvRs2bJlWbZsWWbOnJlHHnkkvXr1yq233pqjjjqq3tYHAAAAAAAAAAAAoKYGC9s2FfPmzcuZZ56Z+fPnJ0kKhUIGDBiQnj17ZvHixRk7dmxWrVqVRYsW5Ytf/GLuu+++HHfccdu87sqVK/O5z32uRsC3Y8eOOfjgg9O5c+csXrw4r732WmbNmpUkmTlzZs4666yMGDEiRxxxxGbn32effXLKKadstl+fPn3qvgkAAAAAAAAAAACAnYyw7V+5/PLLS0Hbbt265e67785BBx1Uel5dXZ2vfOUrGTduXNauXZtLLrkkzz77bNq1a7dN695xxx2loG2hUMg3vvGNXHzxxWnVqlWpT7FYzKhRo3LNNdfk3XffzcqVK/PNb34zTzzxxGbn/8hHPpLrr79+m2oEAAAAAHYet9xyS43rK6+8suyzbbHhvAAAAAAATZGw7QZ+97vfZfz48UmSFi1a5N57780BBxxQo09VVVXuueeeDBw4MLNmzcrSpUtzxx135Nprr92mtUeMGFFqX3jhhbniiis26lMoFDJkyJDstttuueSSS5Ikr7zySl555ZWN6gQAAAAA2JSbb745hUKhdL1hKPavn20LYVsAAAAAoKmraOwCdiT33ntvqT106NCyAdbWrVvnqquuKl3fd999WbduXZ3Xfe+99zJnzpzS9emnn77J/qecckqNE29nzJhR57UBAAAAgF1XsVhMsVjc5LNt+QIAAAAA2BnU68m2X//610vtQqGQm2++udZn2+Kv560vy5cvzzPPPFO6HjZs2Cb7Dxo0KNdcc02WL1+epUuX5vnnn89xxx1X57U31K5du032b9asWfbYY4+sXLkySbJ+/fo6rQsAAAAA7Lo29Z5tfb2fCwAAAACwM6jXsO2IESNqfLTYhqHYv362LbZH2HbChAlZvXp1kg9Oru3Xr98m+1dWVqZ///55+umnkyTPPPNMncO2HTt2TGVlZVatWpUkee2117LvvvuW7b948eIsWrSodH3ggQfWaV0AAAAAYNclbAsAAAAAsGXqNWybpPTRYLUFa+vjY8PqK7D7115//fVSu2/fvmnWbPO/NIccckgpbDt9+vQ6r928efOceOKJGT16dJLk+9//fj7xiU+kVatWtfa//vrrS6fZHnfccZsM5n5o1apVefzxx/Pyyy9n6dKlad26dfbaa68cfvjhOfjgg7dovwAAAAAAAAAAAAC7mnpNWA4fPrxOz3YEb7zxRqndrVu3LRrTpUuXUntbwrZJcs011+Tpp5/O8uXLM2XKlAwcODBXXHFFjjrqqHTu3DmLFy/OK6+8kh/+8If5wx/+kCT56Ec/usW/ri+88EIuuOCCWp/ts88+ueiii/LFL34xzZs336Z9AAAAAAAAAAAAAOxM6jVsO2zYsDo92xEsWbKk1N5rr722aEynTp1K7aVLl27T+n369Mmvf/3rnH/++Zk7d25mzpyZK6+8sta+7dq1y2c/+9lcffXV2X333bdp3SSZP39+/vVf/zWPPvpo7r777i3efznr16/PvHnzNtlnw6AyAAAAALBj+frXv54kOf744/OZz3xmq8ePGjUqTz75ZAqFQm6++eb6Lg8AAAAAoEHVa9i2KVu+fHmpXVlZuUVjNuy34fi6OvDAAzN27Nj84he/yPXXX58VK1bU2u+EE07IkCFDtiho27FjxwwePDgf//jHc+CBB2avvfZKRUVFFixYkPHjx+fee+/Niy++mCSZNGlSzj///Pzyl79Mq1at6ryPhQsX5qijjtpkn8cee2yje4cddliSD4LLs2bN2uh5ZWVl9t9//yQfBIQXLFiwUZ/27dunZ8+eSZJZs2bVGoLee++9s88++yRJpk2bllWrVm3Up2fPnmnfvn2SZPLkybXuYf/9909lZWVWrVqVadOm1drHnuzJnprmnlq0aLHR/alTp6Zt27ZNdk874/fJnuzJnuzJnuzJnna9PdX2w6Ebvk5rinvaGb9P9mRP9lS3PX14vaMYMWJECoVC2rRpU6ew7eTJk0tzCNsCAAAAAE2dsO1frF69utRu3rz5Fo3ZMIxV2xvvW6u6ujr/9m//lgcffDBr165Np06dcuSRR6ZDhw55991388ILL2TOnDkZNWpURo0albPPPjs33HBDdtttt1rnO+ywwzJhwoRaQ2M9evRIjx49csYZZ+Smm27KrbfemiR58cUX8+Mf/zj/8A//sM37AQAAAAAAAAAAAGjqCsVisdgQCw0dOjRJcuqpp+bCCy/c6vH/9V//lYcffjiFQiEjRoyo7/Jy7rnnZsyYMUmSyy67LN/61rc2O2bMmDE599xzkyRt2rTJa6+9Vuf1Z8yYkWHDhuWtt95Ky5Yt853vfCfnnHNOmjX73zx0sVjMyJEjc8011+S9995LknzhC1/IDTfcUOd1P3T55ZfnoYceSvLBKR+TJ0+usfaW6N+/f+bPn59OnTrl0Ucf3WTfLl261LlWgO2turo6xx9/fI17Y8eOTVVVVSNVBABA4nUaQEPq1q1bCoVCzj///Pzrv/7rVo//l3/5l/zkJz9JRUVF3nzzze1Q4a7lw/de99lnn0ycOLGxywGoE6/nAQB2XF6rAWxeg51s+9xzz6VQKKRv3751Gj9r1qzSHNtDmzZtSu0tPaV2w34bjt9a69aty0UXXZS33norSXLDDTfkzDPP3KhfoVDI6aefnqqqqpx11llJPgghDxs2LIcffnid10+Sq666qhS2Xbp0aSZNmpS/+Zu/qdNcFRUVwrQAAAAAsAurrq5Osm3vmwIAAAAA7CgqGruAHUWHDh1K7bfffnuLxixcuLDUbt++fZ3XfvTRR/Pqq68mSfbdd98MGzZsk/0//vGP1/hpkvvvv7/Oa3+oV69e6d69e+n69ddf3+Y5AQAAAIBdz3vvvZenn346hUIhXbt2bexyAAAAAAC2WYOdbLut1q9fnyTZbbfdtsv8++67b6k9Z86cLRozb968UrtPnz51XvvJJ58stY855pgtOr332GOPzdixY5MkL730Up3X3lCnTp0ye/bsJP978gQAAAAAsHO75ZZbyj574YUXNvl8Q2vXrs38+fPz1FNPZeHChSkUCjnqqKPqq0wAAAAAgEbTZMK2H54iu70+dmy//fYrtV999dWsW7cuzZpt+pdnypQppfa2hG3nz59fam94wu6mVFVVldrvvvtundfe0IoVK0rt1q1b18ucAAAAAMCO7eabb671AIBisZjJkydn8uTJdZq3RYsWOf/887exOgAAAACAxlfR2AVsiXnz5uXJJ59MoVBIjx49tssaRx55ZFq2bJnkg9Dp5t5AXr16dSZNmlS6PvbYY+u8dmVlZam9dOnSLRqzZMmSUrtdu3Z1XvtDK1euzIwZM0rXe++99zbPCQAAAAA0DcViscZXuftb+tWlS5f8+Mc/zv7779+IuwIAAAAAqB/b5WTbr3/962WfjRs3bpPPN/Thx4698MILWbVqVQqFQo455pj6KrOGNm3a5Nhjj82YMWOSJCNGjEj//v3L9h89enSWLVuWJGnfvn0GDBhQ57W7du1aaj/77LNbNOaZZ54ptXv16lXntT/00EMPZfXq1UmSQqGwTfsBAAAAAJqO2t6vHT58eAqFQg477LB88pOf3OwchUIhLVu2TIcOHbL//vvn8MMPr/W0XAAAAACApmi7hG1HjBhR9mPHpk+fnunTp9dp3t133z0XXnjhtpZX1nnnnVcK2z7wwAO58MILaz15YeXKlbnxxhtL1+ecc06aNav7L+Xxxx+fe+65J0kyffr0/PKXv8wZZ5xRtv+4cePy9NNPl65POOGEWmts2bJlKio2f3jxjBkz8t3vfrfGfHvuuefWbAEAAAAAaKLKhW2T5PDDD9/iwxMAAAAAAHZW2yVsm6TGR41tyf3NOfLII/Mv//IvNU6BrW8DBw7M0UcfnfHjx2f16tU577zzcvfdd+fAAw8s9amurs5ll12WmTNnJvngVNtLL7201vlmz55d44TY4cOH58wzz9yo30knnZTevXtnxowZSZKrr746K1asyNlnn53ddtut1K9YLObhhx/O1VdfXbrXpUuXDBkyZKM5X3jhhVx77bW58MIL8+lPf7rW8Oz777+fX//61/nnf/7nLFmyJEnSokWLfOtb39rULxMAAMAOZf369Vm6dGljl0ED+PD/XTd3j51X+/btt+gHi4Ft9+H7mh/5yEcauRIAAAAAgMa3XcK2H5568KFisZh//Md/TKFQyHHHHZfPfOYzm51jw48d69u3b/baa6/tUepGfvCDH2Tw4MFZsGBBZs+enZNPPjkDBgxIr169snjx4owdOzYrV65MkjRr1iw/+tGP0q5du21as1mzZvn+97+fYcOGZeXKlVm1alWuvfba3Hrrrenfv3+qqqry3nvvZdKkSZk9e3ZpXMuWLfPDH/4wLVu2rHXe6dOn51vf+lauu+669OrVK/vvv3/pL6UWLlyYiRMnprq6utR/t912y6233pqDDjpom/YDAADQkJYuXZrjjz++scugkZx22mmNXQINaOzYsamqqmrsMmCX8Mtf/rKxSwAAAAAA2GFsl7DtsGHDNrr3j//4j0mSPn361Pp8R9GlS5eMGDEil156aaZOnZpisZjnnnsuzz33XI1+HTt2zPDhw+vtL3SPOOKIPPDAA/na175WOuF2wYIFeeyxx2rt36NHj9x222056qijNjv3+vXrM2PGjNK8tdl3331z8803b9F8AAAAAAAAAAAAALuK7RK2rc0ZZ5yRQqGQI444oqGWrLM+ffrkkUceyciRIzNy5MhMmzYtixYtStu2bdOjR48MGjQoZ555Zr2fpHL44Yfn97//fR5//PH85je/yUsvvZQFCxZk+fLlad26dfbcc88ceuihOfnkk/PpT386zZs3LzvX0UcfndGjR2fixImZMGFC3njjjSxZsiRLlizJmjVrsscee6RLly45/PDDc/LJJ+fEE09MoVCo1/0AAAAAAAAAAAAANHUNFra99dZbG2qpetGiRYsMHTo0Q4cOrfMc3bt3z9y5c7dqTLNmzTJo0KAMGjSozusmyW677ZZDDz00hx56aC644IJtmgsAAAAAYPny5Xn55ZdTXV2dZcuWZf369Vs0blveYwUAAAAA2BE0WNgWAAAAtof27dtn7NixjV0GDWD9+vX5P//n/+T3v/996d4pp5ySb3/7241YFQ2pffv2jV0C7JIeeuih3H333Zk8eXKKxeJWjS0UCsK2AAAAAECTJ2wLAABAk1ZRUZGqqqrGLoMGsGbNmhpB2yT5zW9+kxtuuCEtWrRopKoAdl4rV67Ml7/85YwZMyZJNhm0LRQKWx3EBQAAAABoKhotbFssFvPaa69l6tSppY8d29I3Y6+88srtXB0AAACwoxk4cGDZ+08//XQDVwOw87vqqqvyu9/9LknSsmXLHHPMMZk9e3amT5+eQqGQM844I8uWLcvcuXPzyiuvZO3atSkUCmndunVOPfXUFAqFRt4BAAAAAED9aPCw7dq1a3PnnXfm//v//r8sXLiwTnMI2wIAAMCuZcKECVm8eHGtzxYvXpwJEybkyCOPbOCqAHZekyZNysiRI1MoFNKrV6/84he/SLdu3XLddddl+vTpSZJbbrml1P+9997Lz372s9x6661Zvnx5Fi9enDvvvDO77757Y20BAAAAAKDeVDTkYkuWLMnf/d3f5cYbb8yCBQtSLBY3+ZWk1nsAAADAruX888/f5PMLLrigYQoB2EU88MADpfbw4cPTrVu3TfbfY4898uUvfzmPPfZYOnXqlCeffNKhCQAAAADATqNBT7b98pe/nD/96U9Jkk6dOuWUU07JSy+9lBdffDGFQiFXXnllli1bljlz5mTChAlZuHBh6WPHzj///LRs2bIhywUAAAB2ANdcc81mfwB3/fr1+fa3v53rr7++gaoC2Ln98Y9/TJL07NkzRx111BaP6927d2699dacddZZ+c1vfpMnnngiAwcO3F5lAgAAAAA0iAY72fapp57KM888k0KhkH79+uWpp57Kd7/73fTr16/U5+tf/3q+853v5Cc/+UkmTJiQH//4x+ncuXNWrFiRJ598MmeffXa+/vWvN1TJAAAAQCNbs2ZNHn744S3q++tf/zpr1qzZzhUB7Brmz5+fQqGQgw8+uMb9QqFQapf7b+7xxx+f/fffP0ny4IMPbr8iAQAAAAAaSIOFbUeOHFlq33TTTdljjz022b+ioiKf/vSnM3r06Oy77755+eWXc+mll272JBsAAABg57G1pyE6PRGgfixbtixJ0qFDhxr3KysrN+pTm4MPPjjFYjEvvfTS9ikQAAAAAKABNVjYduLEiUmS/fffP3379t3icR07dsztt9+eYrGYP/zhD1t8mg0AAADQtE2YMCGLFy/eqjGLFy/OhAkTtlNFALuOVq1aJUnWrVtX437btm1L7Tlz5pQd/+GhCQsXLtwO1QEAAAAANKwGC9u+/fbbKRQKGwVtN/zYsdWrV9c69pBDDslhhx2WJHnooYe2X5EAAADADuP888+v07gLLrigfgsB2AV16dIlSbJkyZIa93v37l1qf3jAQm1ef/317VMYAAAAAEAjaLCw7YoVK5LUPPkgSVq3bl1qv/vuu2XH77///ikWi3n11Ve3T4EAAADADmP69OmlUxG31vr16zN9+vR6rghg19K3b98Ui8W88cYbNe7369evdIDCz372s41Ovk2Sp556KlOmTEmhUEiPHj0apF4AAAAAgO2pwcK2bdq0SbLx6bXt2rUrtWfNmlV2/IfjfOwYAAAA7Pz69OlT49NwtkZFRUX69OlTzxUB7FqOPvroJMkbb7xR43Tbrl275m/+5m9SLBYzbdq0XHDBBfnTn/6UtWvX5t13380vf/nLXH755aX+n/rUpxq8dgAAAACA+tZgYdtu3bolSRYvXlzj/oZ/+fWHP/yh7PiXX345SdKiRYvtUB0AAACwo7n33nvrNO6ee+6p30IAdkEnnXRSCoVCisVinnjiiRrPrr322tIPRDz55JM59dRT07t37xx00EG58sors3Tp0iRJVVVVLrroooYuHQAAAACg3jVY2PaAAw5IsVjM66+/XuN+//79s9tuuyVJ/vu//zvLly/faOyDDz6Y119/PYVCIfvuu2+D1AsAAAA0riOPPDIdO3bcqjEdO3bMkUceuZ0qAth1dO3aNRdffHH+7u/+bqMDFI488sjceOON2W233VIsFmv96tixY+6+++5UVVU10g4AAAAAAOpPg4VtP/axjyVJ3nzzzSxYsKB0v2PHjvnEJz6RYrGYOXPm5O///u/z2GOPZcaMGZk6dWpuueWWfOMb3yj1P/XUUxuqZAAAAKCRXX311du1PwDl/dM//VPuuOOOfPnLX97o2ec+97n8v//3//L5z38+PXv2TMuWLdOqVav07ds3l19+ecaMGZP+/fs3QtUAAAAAAPWvWUMtNHDgwOy2225Zv359Ro8enfPPP7/07Nvf/nbGjRuXNWvW5OWXX84ll1xS6xw9evSoMQ4AAADYea1YsSLDhw/fqjG33HJLTjzxxLRu3Xo7VQXAh/bbb7/8x3/8R2OXAQAAAACw3TXYybYdO3bMP//zP+fSSy9Nq1atajz76Ec/mp/+9KfZY489yn7sWO/evfPf//3fadOmTUOVDAAAADSin/zkJ5k/f/5WjXnrrbfyn//5n9upIgAAAAAAAHZFDXaybZJceOGFZZ994hOfyLhx4/Kzn/0s48aNy4IFC1JRUZEePXrkU5/6VIYOHZoWLVo0YLUAAABAY1mzZk1+9rOf1Wnsfffdl6985SveRwBoZO+++27uuuuufP3rX2/sUgAAAAAAtkmDhm03p6qqKl/96lfz1a9+tbFLAQAAABpRixYtcvbZZ9fplNpzzjlH0BagES1ZsiQ/+clPcu+992bZsmXCtgAAAABAk7dDhW0BAAAAPnTxxRfn4Ycfzvz587d4TOfOnXPRRRdtx6oAKGfx4sX50Y9+lP/6r//KihUrUiwWUygUGrssAAAAAIBt1qTCtn/+859z22235ZZbbmnsUgAAAIDtrHXr1rn66qtz5ZVXbvGYq6++Oq1bt96OVQHs3BYuXJjnn38+CxYsyOrVq7PXXnvliCOOyH777Vd2zOLFi3P77bfnZz/7WVatWlUjZNuqVauGKh0AAAAAYLtpEmHb6dOn5/vf/35GjRqV9evXC9sCAADALuJTn/pUjjnmmDz77LOb7Xvsscdm4MCBDVAVwM7nzTffzD//8z/niSeeqPX5UUcdlZtuuim9e/cu3Vu3bl1uv/32/PjHP87y5cs3Ctmed955+fKXv9wg9QMAAAAAbE87dNj2lVdeyfe///089thjKRaLPnYMAAAAdjGFQiHf/va3M2TIkKxbt65sv2bNmuVb3/qW9w0A6uC1117LsGHDsnjx4hSLxSSp8d/TYrGYP/zhDxk6dGgeeOCB9O7dO7Nnz86XvvSlvPzyyzXet23Tpk3OO++8XHLJJamqqmqU/QAAAAAA1LftHradOHFixo8fn/nz59f42LETTjghu+22W61jpk2blhtvvDGPP/74RiHbffbZZ3uXDAAAAOxAevXqlQsuuCD/+Z//WbbPhRdemF69ejVcUQA7iWKxmMsvvzyLFi3aKGD71xYsWJDrrrsut956az772c/mrbfeKj3bfffdc8EFF+Tiiy9O+/btG6J0AAAAAIAGs93Cti+88EKuvvrqvPLKK7U+7969e26//fb079+/dO+dd97Jv/zLv+SXv/xl1q9fX+MN3c6dO+eyyy7LWWedtb1KBgAAAHZQF198cR5++OHMnz9/o2edO3fORRdd1AhVATR9Y8aMycsvv5xCoZBisZhTTz01X/rSl3LQQQelsrIyCxYsyO9///t8//vfz1tvvZWxY8fmkksuybx581IoFFIoFHLBBRfkyiuvTIcOHRp7OwAAAAAA20XF9pj0D3/4Q4YNG5ZXXnml1hMQisVi3nzzzZx99tl58cUXkySTJ0/OwIEDM2LEiLz//vulcd26dcu///u/55lnnsl5552XFi1abI+SAQAAgB1Y69atc/XVV9f67Oqrr07r1q0buCKAncNjjz1Wan/pS1/Kf/7nf+boo4/O7rvvnmbNmqVr164555xz8uijj5Y+dWzChAlJknbt2uWBBx7Iv/zLvwjaAgAAAAA7tXoP265duzZXXHFFVq5cWbpXLBbTtm3bdOrUKc2bNy/dX7ZsWa677rr8+c9/zllnnVXjdJoePXrkxhtvzLhx43LOOefUGAcAAADsej71qU/lmGOOqXHv2GOPzcCBAxupIoCm76WXXkqStG3btuwPNSRJp06d8rWvfS3FYjHFYjGFQiHDhw/P0Ucf3VClAgAAAAA0mnoP2z722GOZPXt2CoVCkuSiiy7K+PHjM3Xq1EycODGvvfZafvazn+XAAw9M8sGJtueff37efffdFIvFtG7dOv/8z/+cp556KmeddVaaNWtW3yUCAAAATVChUMi3v/3tGve+/e1vl96DAGDrzZ8/P4VCIUceeWRatWq1yb6f/OQnk3zw3+NevXrl/2fv7uOiqvP+j78PICKSEpSiYlKxZWmGN5VKlppauZU3pVYopZvsZSlmdkWre/1ct6Ue2KaFtRWWmqLmTa6WdqehqaC2auTNpq3lHeZAQaiIgMD8/vBiLlBuZoY5M9y8no8Hj5055/M55z21jzwePvM9gwYNckdEAAAAAAAAAPA4l0+ybty40fZ62rRpmjBhQsUT+vjo7rvv1u233677779fhw8f1k8//SRJat++vZKTk3X99de7OhYAAAAAAGgAhg8fXuH9sGHDtGfPHg+lAYD67+zZs5KkkJCQGmvL13Ts2NG0TAAAAAAAAABQ17h8Zdv9+/dLkoKDgzV+/Pgq65o1a6ZJkyZJku2xY4mJiQzaAgAAAACASmVnZ6uwsLDCtsLCQmVnZ3soEQDUf8XFxZIkX1/fGmvLP4WsVatWpmUCAAAAAAAAgLrG5cO2WVlZMgxDt912W4Wbr5W58847JV187NiNN96o2267zdVxAAAAAABAA3HXXXc5tB0AYB4vL5ffWgYAAAAAAACAOsvld0Tz8vIkSVdddVWNtVdffbXtdXh4uKujAAAAAACABmLmzJm12g8AAAAAAAAAAAA4y+XDtiUlJZJU46q2UsXVD+wZzgUAAAAAAI3TihUrarUfAAAAAAAAAAAAcFbNE7FuYhiGpyMAAAAAAIA6qGvXrnbVdevWTXv27DE5DQA0TAsXLtTChQvtqrVarXbXG4ah48eP1y4cAAAAAAAAAHiYy1e2BQAAAAAAcJXs7GwVFRXZVVtYWKjs7GyTEwFAw2W1Wmv8MQzDtnCCPfVWq9XDnwoAAAAAAAAAas+0lW3z8vJ08uRJU+rbtWvnbCwAAAAAAFCP3HXXXQ7XHzhwwKQ0ANAwOTIQy/AsAAAAAAAAgMbItGHbVatWadWqVXbVWq1Wu+t57BgAAAAAAI3DzJkzne6bMWOGi9MAQMO0cuVKT0cAAAAAAAAAgDrPtGFbyb5VDsoeOWZvPQAAAAAAaBxWrFjhdB/DtgBgn169enk6AgAAAAAAAADUeV5mHNRqtdo9OFtWy6AtAAAAAAAo88EHH3i0HwAAAAAAAAAAACjj8pVtd+zY4epDAgAAAACARuaJJ57QrFmzatUPAAAAAAAAAAAAuILLh21DQ0NdfUgAAAAAANAIjRw5UitWrHCqDwAAAAAAAAAAAHAVL08HAAAAAAAAqMyMGTPc2gcAAAAAAAAAAABUhmFbAAAAAABQZ23ZssXUegAAAAAAAAAAAKAmDNsCAAAAAIA6Kzg4WE2bNrWrtmnTpgoODjY5EQAAAAAAAAAAABobhm0BAAAAAECdtmfPHpfWAQAAAAAAAAAAAI5g2BYAAAAAANR5I0eOrNV+AAAAAAAAAAAAwFkM2wIAAAAAgDpvxowZtdoPAAAAAAAAAAAAOIthWwAAAAAAUC9s2bLFoe0AAAAAAAAAAACAKzBsCwAAAAAA6oXg4GA1bdq0wramTZsqODjYQ4kAAAAAAAAAAADQGDBsCwAAAAAA6o09e/ZU+x4AAAAAAAAAAABwNYZtAQAAAABAvXH06NFq3wMAAAAAAAAAAACuxrAtAAAAAACoF6xWq+Lj4ytsi4+Pl9Vq9VAiAGi4xo8fr82bN3s6BgAAAAAAAADUCQzbAgAAAACAemHDhg1KS0ursC0tLU0bN270UCIAaLg+++wzjRkzRrfffrtmz56tkydPejoSAAAAAAAAAHgMw7YAAAAAAKDOy8/PV0JCQqX7EhISlJ+f7+ZEANA4nDp1SnPmzFGvXr0UFRWl9evXq7i42NOxAAAAAAAAAMCt3DZse//992vx4sXKy8tz1ykBAAAAAEADkZSUJIvFUum+U6dOad68eW5OBAAN27PPPqu2bdvKarXKarWqtLRUW7Zs0X/913+pe/fueumll3T48GFPxwQAAAAAAAAAt3DbsO2+ffs0bdo0de3aVVOmTNE333zjrlMDAAAAAIB67MiRI1qwYEG1NfPnz9fRo0fdEwgAGoHnn39eO3bs0JIlS/TAAw/I19fXNnibk5OjpKQk9evXT0OHDtWKFSt0/vx5T0cGAAAAAAAAANO4bdhWkqxWq86fP69Vq1bp4Ycf1t1336133nlH2dnZ7owBAAAAAADqCavVqpdffrnGR5YXFxcrPj5eVqvVTckAoOEzDMN2D3f37t2aMWOGOnbsaBu6tVqt2r17t6ZOnaquXbsqLi5O6enpno4NAAAAAAAAAC7ntmHb1157Tbfddpsk2W7E/vTTT4qPj9dtt92mmJgYbdq0yV1xAAAAAABAPbBhwwalpaXZVZuWlqaNGzeanAgAGqcrr7xS48eP18aNG7Vu3To9/vjjuuKKK2z3evPy8rR06VI9+OCDGjhwoBYsWKDTp097OjYAAAAAAAAAuITbhm1HjRqlf/7zn/r666/1X//1X7r66qttN2KLior02WefKTo6Wrfffrtmz56tkydPuisaAAAAAACog/Lz85WQkOBQT0JCgvLz801KBACQpIiICM2aNUt79uzR7Nmzdccdd0j6v0UWvv/+e/2///f/1K1bN02aNEmpqakeTgwAAAAAAAAAteO2Ydsy119/vf785z9r165deu+99zRgwAB5e3vbbsSeOnVKc+bMUa9evfT4449r3bp1NT4qEgAAAAAANDxJSUmyWCwO9Zw6dUrz5s0zKREAoLxmzZpp5MiR+uijj7RlyxY988wzatWqlaSLg7eFhYVas2aNHn30UUVGRuqdd95htVsAAAAAAAAA9ZLbh23LeHt767777tPChQv1zTffKC4uTmFhYbah29LSUm3dulUTJkxQt27d9Ne//lX/+c9/PBUXAAAAAAC4UVFRkZYsWeJUb3JysoqKilycCABQHT8/P/n5+cnX11eGYdh+yu73Hj9+XPHx8erZs6cSExNZYAEAAAAAAABAveKxYdvyWrdurUmTJmnbtm1atWqVhg8fLj8/P9uN2JycHM2bN0/9+/fXkCFDtHz5cp0/f97TsQEAAAAAgEl8fX0VFRXlVO/o0aPl6+vr4kQAgEsVFxdr3bp1Gj16tHr16qXZs2fr5MmTtvu6wcHBevTRR3XNNdfYtp09e1avvvqqRo0apcLCQk9/BAAAAAAAAACwS50Yti2vbGWDb7/9Vq+88oo6duwoSbabsXv27NHzzz+vbt266c9//rN+/PFHDycGAAAAAABmiImJUUhIiEM9bdq00fjx401KBACQpEOHDukvf/mLunXrpgkTJujrr79WSUmJrFarJKlPnz565513tGvXLv39739XWlqaPvzwQw0aNEjSxXu933zzjf7xj3948mMAAAAAAAAAgN3q3LBtmYMHDyo9PV3Hjx+v9LFjZ8+e1QcffKD+/fvrhRde0JkzZzwdGQAAAAAAuJC/v7/i4uIc6omLi5O/v79JiQCg8Tp37pyWLFmiBx54QAMGDND777+v3377zXa/tlWrVpo4caJSU1O1bNkyPfDAA/Lx8bH133nnnZo/f77mz58vwzAkSWvXrvXUxwEAAAAAAAAAh/jUXOI+2dnZWrlypT788MMKK9aWrYjQqVMn3X///UpNTdWOHTtktVpVUlKiZcuW6ZtvvtHatWvVsmVLT8UHAAAAAAAu1r9/f9uXb2tiGIb69evnhlQA0Hh88803WrZsmdavX6/z589L+r/7tV5eXrr77rsVFRWlQYMGydvbu8bjDRo0SHfddZe+/vprnThxwtTsAAAAAAAAAOAqHh+2tVqt+uqrr/Thhx/qq6++UnFxsW27JDVv3lxDhgxRVFSUbr31VknSs88+q2PHjun9999XcnKyioqK9OOPP+r111/XjBkzPPZZADRcpaWlys3N9XQMuMlvv/1m1zY0TIGBgfLyqrOL/wMA0OhMnjzZrkFb6eK9hGeffVZvvvmmyakAoOF76623tHz5ch05ckSSKvy3uHXr1nr00Uf1+OOPq127dg4f+7rrrtPXX3+toqIil+UFAAAAAAAAADN5bNj26NGj+vDDD7Vy5UplZWVJqnjDtkuXLoqKitKwYcMqffxjhw4d9Ne//lUPP/ywhg4dquLiYn3xxRcM2wIwRW5urvr06ePpGPCghx56yNMR4CZbt25VUFCQp2MAAABJGRkZ2rx5s0M9mzZtUkZGhkJDQ80JBQCNxCuvvFJhZXEvLy/17dtXo0eP1oABA2r1JUW+4AgAAAAAAACgvnHrsG1BQYHWr1+vZcuWaefOnbbtZTdsAwICNHToUI0ePVqdO3e265i33nqr+vXrpy+//FKnTp0yJTcAAAAAAHC/MWPGONUXHR2tlJQUF6cBgMbHarWqbdu2evTRR/Xoo4+qbdu2Ljnu2LFjdd9997nkWAAAAAAAAADgDm4btn3xxRf18ccf6+zZs5IqrmIbERGh0aNHa8iQIWrWrJnDxy5braa4uNg1YQEAAAAAgEfl5OTYnoTjqMzMTOXk5LBaPQDUwqBBg/T444+rf//+Ll+JNiwsTGFhYS49JgCgfnr22We1aNEiT8cAAABAJRYtWqRnn33W0zEAoM5w27BtcnJyhceOtWjRQsOGDVNUVJRuvvnmWh3bMAxXRAQAAAAAAHVEUFCQWrVq5dTAbevWrRm0BYBamj9/vqcjAAAamIKCgsu27d69WwUFBfLz8/NAIgAAAJSpbIHDefPmaeLEifLxceuD0wGgzjKs5ZeYNVHZ6rPdu3dXVFSUHnzwQadWsa1Mbm6u8vLyKpwH7te9e3dZLBaFhIRo9+7dno4DuFRpaalyc3M9HQNuUlpaqtOnT1fY1rJlS5ev5IO6KTAwkH/XAADUERkZGbr33nsd7vviiy+4PwAAtbRy5UpJ0u9+9ztFREQ43L9v3z4dPHhQkjRixAhXRmuUuPeKhor7ro3LPffco6Kiosu2+/n5acOGDR5IBHfj3isA1C9cqzUuTz75pH788cfLtnfs2FHz5s3zQCK4E9dpgH3c9tWDcePGKSoqSjfeeKPLjx0YGKjAwECXHxcAynh5ebEyViNz1VVXSZK+//573XTTTR5OAwAA0DiFhoaqb9++2rx5s909/fr1Y9AWAFxgypQpMgxDTz75pFPDtmvWrNG7774rLy8vhm0BVCk3N1d9+vTxdAx4WEFBAf8/aCS2bt3K71oAoB7hWg2SdPDgQf5/0AhwnQbYx20j6X/9619NGbQFAMAsqampeuSRR5SamurpKAAAAI1WYmKi3Y8p8/Hx0RtvvGFyIgCAI9z0YDUAAAAAAAAAMJXbhm3nzJmjOXPmaNOmTU71b9myxXYMAADcISYmpsL/AgAAwP28vb01Y8YMu2pnzJghb29vkxMBAAAAAAAAAACgsXHbsO1rr72m2bNnKyUlxan+r7/+2nYMAADMNnny5GrfAwAAwH2GDx+uVq1aVVvTunVrDR8+3E2JAAA1ycvLkyQ1a9bMw0kAAAAAAAAAoPbsew4jAACNSGFhoTZu3Fhh28aNG1VYWKimTZt6KBUAAEDjtnjxYt17771V7l+0aJEb0wAAarJ7925J0tVXX+3hJADqssDAQG3dutXTMWCiAQMGqLCw0O56Pz8/bdiwwcRE8KTAwEBPRwAAOIBrtYbvqaee0qFDh+yu79ixo+bNm2diIngK12mAferNsK3VapUkGYbh4SQAgIburrvuqnL7zp073ZwGAAAAkhQaGiovLy+VlpZets/Ly0uhoaEeSAUADcOOHTuq3GexWKrdX96FCxdksVi0fv16HTx4UIZh6JZbbnFVTAANkJeXl4KCgjwdAyZJSUlxaNBWkgoKCpSenq7+/fublAoAANiLa7WG7fDhww4N2krSwYMHlZOTo/DwcJNSAUDdVm+Gbc+cOSOJx44BAMyVmppqe9TlpfLy8pSamqrIyEg3pwIAAEBKSkqlg7aSVFpaqpSUFH4hDwBOeuSRRypd5MBqterzzz/X559/7vSxR40aVZtoAIB6bNKkSU73HThwwMVpAAAAUN5jjz3mVN/jjz+ub775xsVpAKB+8PJ0AHtcuHBB27dvlySFhIR4OA0AoCGLiYmp1X4AAACYo6Zf1Dv7i3wAwEVWq7XCT1Xb7f0xDEPPPPOM+vXr58FPBQDwlL1793q0HwAAAFWzWCzKz893qvfcuXOyWCwuTgQA9YMpK9uuXLmyyn2HDx+udn95xcXFslgs+uKLL3Ts2DEZhqGuXbu6KiYAABVMnDjRrrrJkyfrjTfeMDkNAAAAyowbN86uuqeeekrvvfeeyWkAoOHp2bPnZdt27NghwzDUqlUrXXvttTUewzAM+fn5KTAwUB07dtT999+v6667zoy4AIB6oEuXLh7tBwAAQNVCQkLk7+/v1MBt8+bNWSgRQKNlyrDtlClTqnzs2LZt27Rt2zanjmsYhkaPHl3beAAAXKawsFCbNm2yq3bjxo0qLCxU06ZNTU4FAACAgoIC7dy5067a7du3q6CgQH5+fianAoCGZdWqVZdtCw0NlSQNHjxYL730krsjAQAagLlz5zr1BIq5c+eakAYAAADlLVu2TEOGDHG4b+nSpSakAYD6wcusA7v6sWN+fn6Kj49Xjx49zIoMAGjE7rrrLlPrAQAA4JzIyEhT6wEAVSt/XxcAAEf179/f4S/C+fn5qX///iYlAgAAQJnw8HB16tTJoZ7OnTsrPDzcpEQAUPeZsrLtiBEjLtu2cuVKGYah66+/Xl27dq3xGIZhqGnTprryyit14403qn///rriiivMiAsAaORSU1OVl5fnUE9eXp5SU1MZ5gAAADBRSkqKCgoKHOopKChQSkoKv6AHgFrKyMjwdAQAQAOQmpqq7t27O1QPAAAA91i6dKkiIiLs+rKtYRhasmSJG1IBQN1lyrDtnDlzLtu2cuVKSVKfPn147BgAoE6JiYlxuu/AgQMuTgMAAIAyzjxytqyP6zQAAADA8/z8/NSrVy9t3769xtpevXo5vBIuAAAAnOfj46PY2Fi98cYbNdbGxsbKx8eUMTMAqDe83HWidu3aqV27drryyivddUoAAGr0/fffe7QfAAAAldu7d69H+wEAAAC4xr/+9S+X1gEAAMB1Fi9ebFddcnKyyUkAoO5z21cOdu7c6a5TAQBgt5tuusmj/QAAAKhcly5dPNoPAAAAoPZ++eUXFRcX21VbXFysX375RVdffbXJqQAAACBJZ86cUU5Ojl212dnZOnPmjFq0aGFyKgCou1jfGwDQ6CUlJSkmJsapPgAAAJhn7ty5mjRpklN9AICatW/f3vbaMAwdP3680n21celxAQCNS9++fR2uP3DggDlhAAAAUEGvXr0crudaDUBj5uXpAAAAeFpkZKQCAgIc6gkICFBkZKRJiQAAACBJ/fv3l5+fn0M9fn5+6t+/v0mJAKBhsVqttv8te13Vvtr8AAAapz/96U9u7QMAAID93n33Xbf2AUBDYFhdeLfz5MmTFd63a9euyn21Uf64qDu6d+8ui8WikJAQ7d6929NxAMAhhYWF6tatm931e/bsUdOmTU1MBAAAAEkqKChQ9+7d7a7fvXu3wwO6ANBYhYaG2l4bhqETJ05Uuq82Lj0unMO9VwD1UadOnZzuZcU0AAAAc3GtBgCO83Hlwe644w4ZhiHp8seDld9XGzx2DABghqZNm2rAgAHauHFjjbUDBgxg0BYAAMBN/Pz81KtXL23fvr3G2l69ejFoCwAOyMjIcGofAAA1qe2KZ++++67++Mc/uigNAAAAylu/fn2t+3//+9+7KA0A1B9eZhy0useD8dgxAEBd9eyzz9pVN2XKFHODAAAAoIL33nvPpXUAAAAAzFXbQVkGbQEAAMxT20FZBm0BNFYuXdm2Xbt2Va5eW90+AAA8zWq16uWXX7arNj4+XklJSfy5BgAA4EZz587VpEmTqt0PAAAAoO546KGH9PHHHzvVBwAAAHPFxsYqMTHRqT4AaKwMK0vFwkW6d+8ui8WikJAQ7d6929NxAMAhX375pUMr1r7++usaOHCgiYkAAABwqe7du6ugoOCy7X5+fvw9FADQoHHvFUB91alTJ4d7Dhw4YEISAAAAXIprNQBwjJenAwAA4Gn5+flKSEhwqCchIUH5+fkmJQIAAEBltmzZ4tB2AAAAAJ61efNmU+sBAADgvO3bt5taDwANDcO2AIBGLykpSRaLxaGeU6dOad68eSYlAgAAQGVeeOGFSrfHxcW5OQkAAAAAe1x99dXy8fGxq9bHx0dXX321yYkAAABQpkWLFgoODrarNjg4WC1atDA5EQDUbfb97RYAgAaqqKhIS5Yscao3OTlZEyZMkK+vr4tTAQAA4FIZGRlVrnK1adMmZWRkKDQ01L2hAKCeGzFihOnnMAxDK1asMP08AIC667vvvrPrEcXfffedG9IAAACgvC1btth1rcbTxQDAjcO299xzjx5++GENHTpUbdu2dddpAQColq+vr6KiopxapXb06NEM2gIAALjJmDFjqt0fHR2tlJQUN6UBgIZh+/btMgzDtONbrVZTjw8AqB/efvttu+qSkpIUExNjchoAAACUx7UaANjPy10nOnTokF555RX17NlTI0aM0PLly5WXl+eu0wMAUKWYmBiFhIQ41NOmTRuNHz/epEQAAAAob+XKlcrKyqq2JjMzU6tXr3ZTIgBoOKxWq2k/AAAUFxfrrbfesqs2MTFRxcXFJicCAABAGa7VAMAxhtVNdz3LP8qxbDWDpk2basCAAXr44YfVv39/eXt7uyMKTNK9e3dZLBaFhIRo9+7dno4DAA5Zt26d4uLi7K5PSEjQAw88YGIiAAAASFJJSYm6detm141cHx8f7dmzh/sLAGCn7du3u+U8vXr1cst5GjLuvQKor0aOHKkDBw7YXd+5c2ctX77cxEQAAAAow7UaADjGbcO2//znP7V69Wpt3bq1wi/IygZvr7zySg0ZMkTDhg1Tt27d3BEJLsYNXwD1Wffu3VVQUGB3vZ+fH/+tAwAAcINnnnlGmzdvtru+X79+evPNN80LBACAB3DvFUB9dPjwYQ0ZMsThvrVr1yo8PNyERAAAACjDtRoAOM7LXScaNmyYFi9erD179uivf/2runbtKun/HlOWk5OjhQsXasiQIerTp4/mzJmjY8eOuSseAKARS0lJcWjQVpIKCgqUkpJiUiIAAABIUkZGhkODtpK0adMmZWRkmBMIAAAAgN0ee+wxp/oef/xxFycBAADApbhWAwDHuW3YtkxQUJDGjRunTz75RNu2bdNzzz2na6+9VtL/Dd4ePXpUs2fP1p133qkhQ4Zo0aJF+u2339wdFQDQSEyaNMmtfQAAALDPmDFjnOqLjo52cRIAAAAAjrBYLMrPz3eq99y5c7JYLC5OBAAAgDJcqwGAc9w+bFteWFiYnnvuOW3dulXr1q3T2LFjddVVV9mGbq1Wq/bs2aPp06ere/fuGjdunNavX+/JyACABmbv3r0e7QcAAEDlcnJylJWV5VRvZmamcnJyXJwIAAAAgL1CQkLk7+/vVG/z5s0VEhLi4kQAAAAow7UaADjHo8O25UVEROill17Snj17tHjxYg0bNkz+/v62oduioiJ9+eWXmjBhgqejAgAakC5duni0HwAAAJULCgpSq1atnOpt3bq1goKCXJwIAAAAgCOWLVvmVN/SpUtdnAQAAACX4loNABzn4+kAl/LylbsPGwAA3zFJREFU8lK/fv3Ur18/nT9/Xp9//rk+/PBDpaamSpKsVquHEwIAGpq5c+dq0qRJTvUBAADAPIsXL9a9997rcN+iRYtMSAMAjduZM2f0zTff6MCBA8rJydG5c+dUWlpaY59hGHrttdfckBAAUNd89dVXTveFh4e7OA0AAADK27Jli9N9XKsBaKwMax2eXt25c6dWr16t9evX6/Tp07JarTIMQydOnPB0NFSie/fuslgsCgkJ0e7duz0dBwAc0r17dxUUFNhd7+fnx3/rAAAA3OCZZ57R5s2b7a7v16+f3nzzTfMCAUAjk5ubq5dfflmrV69WYWGhU8fgfm7tce8VQH3UqVMnp3sPHDjgwiQAAAC4FNdqAOC4Orey7Q8//KCPPvpIa9eu1cmTJy/b7+3t7YFUAICGLjU1Vd27d3eoHgAAAOZLTExU165dVVJSUmOtt7e33njjDTekAoDG4cSJE3r44Yd16tQpu544ZhjGZXWGYZgVr4KioiJ9/PHHWrt2rQ4dOqRff/1VLVu2VPv27TV48GCNHDlSQUFBLjlXWlqaRowY4XT/7NmzNWrUKJdkAYC6av369bXu//3vf++iNAAAACjviy++qHW/M08kA4D6rk4M21osFq1Zs0arV6/W999/b9te/sZsp06dNHz4cA0bNswTEQEADZyjv/xz1y8LAQAAGjsvLy916NBBP/30U421HTp0kJeXlxtSAUDDZ7Va9Yc//EE///yzJOmmm27S8OHD9fXXX2vbtm0yDEOvvfaazp07p4yMDO3cuVPp6emSpObNm2vKlCkuG26tyeHDh/X0009ftrJOVlaWsrKytHv3br399tuaPXu27rnnHrdkqk6rVq08HQEATPf73/9eL7zwQq36AQAAYI7aDsoyaAugsfLYsG1eXp7Wr1+v1atXa8eOHSotLZVUccC2bdu2GjZsmB5++GHdcMMNnooKAGgE7rrrLofrd+7caVIaAAAAlNmwYYNdg7aS9NNPP2njxo0aOHCgyakAoOFbt26d/v3vf8swDPXt21cLFiyQj4+PTp48qW3btkmSRo4cWaFn7969euGFF7R//369//77WrZsmcLDw03N+fPPP2vUqFGyWCySLn45tmfPnurQoYOys7O1detWFRQU6Ndff9Uf/vAHJScn684776zVOUNCQvTkk0/aXf/111/ryJEjkqSrr75affr0qdX5AaC+mDBhgt5++22n+gAAAGCu2NhYJSYmOtUHAI2VW4dti4uLlZKSoo8++kgbN25UUVGRpIoDti1atNDvf/97DR8+XL169XJnPABAI5Wamqq8vDyHevLy8pSamqrIyEiTUgEAACA/P18JCQkO9SQkJCgyMlL+/v4mpQKAxuHzzz+XdHF49ZVXXpGPT823krt06aJ//vOfeuyxx7Rr1y7913/9l9atWyc/Pz/Tck6cONE2aBsaGqr58+erU6dOtv05OTmaMGGCtm3bpgsXLuiPf/yj0tLS1LJlS6fPed111yk+Pt6u2pKSEvXo0cP2ftiwYXb9swSAhqC4uNipvpKSEhcnAQAAwKXOnz/vVF9BQYGLkwBA/eG2Zyu++OKLioiI0B/+8Ad9+umnKiwslNVqldVqVZMmTTRo0CC9++67Sk9P16uvvsqgLQDAbWJiYtzaBwAAAPskJSXZBqjsderUKc2bN8+kRADQeKSnp8swDN1yyy0KDQ21u69Zs2aaM2eOvL29dejQIa1Zs8a0jF999ZXtqTO+vr5auHBhhUFbSQoKCtKCBQvUoUMHSVJubq7+8Y9/mJbpUps3b1ZWVpbt/YgRI9x2bgDwpKKiIi1ZssSp3uTkZNuCPQAAAHA9rtUAwDluG7ZNTk7W6dOnbQO2ktSjRw+9/PLL2rNnj+bPn6/f//738vX1dVckAAD0/fffe7QfAAAAleOGLwB4VnZ2tiQpPDy8wnYvr/+7pVzVajbXXnutevToIavVqrVr15qWceHChbbXI0aM0E033VRpnb+/v55//nnb++TkZKdXW3TUypUrba87d+6sm2++2S3nBQBP8/X1VVRUlFO9o0eP5veFAAAAJuJaDQCc47ZhW0myWq267rrrNHXqVKWlpWnNmjWKjo7WlVde6c4YAADYVPWLOHf1AwAAoHLc8AUAzyosLJQkNW/evMJ2f39/2+vc3Nwq+6+99lpJ0o8//uj6cJLOnTun1NRU2/uRI0dWWz948GDbZ8nNzdWOHTtMyVXe6dOntWHDBtt7VrUF0NjExMQoJCTEoZ42bdpo/PjxJiUCAABAGa7VAMBxbhu2HTdunNatW6ctW7ZoypQpuuaaa9x1agAAqpWUlOTWPgAAANiHG74A4DkBAQGSpPPnz1fYXn7hhKNHj1bZf+bMGUn/t0Kuq+3atcs2EOzv76+IiIhq6/38/NS9e3fb+/KDumb55JNPbKv/NmnSRMOGDTP9nABQl/j7+ysuLs6hnri4uApf7AAAAIA5uFYDAMe5bdj2r3/9a403PAEA8ITIyEj5+fk51OPn56fIyEiTEgEAAEDihi8AeFKHDh0kSb/88kuF7TfeeKPtdVUDq6Wlpdq/f78kOfz3bXv95z//sb3u2LGjfHx8auy55ZZbbK8PHz5sSq7yVq5caXvdv39/BQcHm35OAKhr7rjjDofqb7/9dpOSAAAA4FJcqwGAY9w2bAsAQF2Vn59vW7HHXldccYXy8/NNSgQAAIAyAwcOVO/eve2qjYyM1IABA0xOBACNQ6dOnWS1WvXDDz9U2N6tWzc1bdpUkrR48WL9+uuvl/XOmzdPx48fl2EY6tixoyn5fvzxR9vr0NBQu3ratm1re232sO1PP/2kXbt22d6PGDHC1PMBQF1l77W8s/UAAABwHtdqAOAYhm0BAI1eUlJSpb8crM4vv/yiefPmmZQIAAAAZQzD0PTp02tcsdDHx0fTpk2TYRhuSgYADVvZL9BOnTqlY8eO2ba3aNFCgwcPltVqVXZ2tu6//369++672rJli7744gtNnTpV8fHxtvqHHnrIlHy//fab7fXVV19tV0+rVq1sr3Nzc10dqYJVq1bZXl955ZW65557XHLc0tJS/fzzz9X+AEBd8e6777q1DwAAAPbjWg0AHFfzs7UccPLkyQrv27VrV+W+2ih/XAAAaqOoqEhLlixxqjc5OVkTJkyQr6+vi1MBAACgvLCwMI0dO7baLzuNGzdOYWFh7gsFAA1c//795evrqwsXLmj9+vV6+umnbfumTZumlJQUnTlzRhaLRX/7298qPcYtt9yixx9/3JR8586ds7328/Ozq6d8Xfl+V7NarVq9erXt/bBhw1x27yArK0u33XZbtTWffvrpZdtuvfVWSReHjMsPT5fx8/PTjTfeKEmyWCzKzMy8rCYwMFAdOnSQJB07dqzSgeXWrVsrJCREknTo0CEVFBRcVtOhQwcFBgZKkr777rtKP8ONN94oPz8/FRQU6NChQ5XW8Jn4THymuv+ZEhMTKz1fTRITE/XHP/6xTn6mSzWEf098Jj4Tn4nPxGfiM/GZGudnqs212n333VcnP1N5DeXfE5+Jz8Rnqv1nKjueK7h02PaOO+6wrSBjGIaOHz9e6b7auPS4AADUhq+vr6KiopxapXb06NEM2gIAALhJTEyMPvnkE1kslsv2tWnTRuPHj/dAKgBouK644gq99dZb+vXXX203wcu0adNGy5cv1/jx43XixIlK+3v27Kl33nlHTZo0MSVfYWGh7bW95yj/d/jKbua7yvbt2yv8cxkxYoRp5wKAumrbtm216l+/fr1CQ0NdlAYAAADl1fZabfPmzYqIiHBNGACoRwyr1Wp11cFCQ0NlGIasVqsMw6hwQ7H8vtq49LioO7p37y6LxaKQkBDt3r3b03EAwG7Z2dnq27evSktL7e7x9vbWpk2bFBwcbGIyAAAAlPfll19qypQpl21//fXXNXDgQA8kAoDGraioSJ9++qm2bdumzMxMGYahDh06aODAgbrrrrtMPfeYMWOUkpIiSXrmmWc0bdq0GntSUlI0ZswYSVLz5s31ww8/mJJtypQpWrFihSSpY8eO+uqrr2p9zLJ7r61atdL69eurrW3btm2tzwcArtCpUyenew8cOODCJAAAALgU12oA4DiXrmzbrl27KlevrW4fAACetHjxYocGbSWppKREycnJmjx5skmpAAAAcKmBAweqd+/eSktLs22LjIzUgAEDPJgKABovX19fDR06VEOHDnX7uZs3b257be8qteXryve70vnz5/Xpp5/a3rt6VVsvLy+GaQHUG7GxsU49njg2NtaENAAAACiPazUAcJxLh2137tzp1D4AADylqKhIS5Yscao3OTlZEyZMqPAYSgAAAJjHMAxNnz5dQ4YMUXFxsZo0aaLp06fz5V4AaISuvPJK2+tffvnFrp6srCzb68DAQFdHkiR9+umnysvLk3TxqTjDhg0z5TwAUB/88Y9/dGqA449//KMJaQAAAFAe12oA4DgvTwcAAMCTfH19FRUV5VTv6NGjGbQFAABws7CwMI0dO1aSNHbsWHXo0MHDiQAAnnD99dfbXmdkZNjV8/PPP9teh4eHuzyTJK1cudL2+u6771br1q1NOQ8A1BdbtmwxtR4AAADO27Ztm6n1ANDQMGwLAGj0YmJiFBIS4lBPmzZtNH78eJMSAQAAoDoxMTHq1q0b12MA0Ij97ne/s70+ePCgiouLa+zZt2+f7bUZw7Y///yzUlNTbe9HjBjh8nMAQH3j6EIHzi6MAAAAAMf9+c9/dqj+f/7nf0xKAgD1g4+7TrRjxw5JUkhIiMLCwhzuP378uG3lgZ49e7oyGgCgkfP391dcXJymTJlid09cXJz8/f1NTAUAAICq+Pv76/333+cpAwDgRqWlpTp8+LCOHz+uvLw8Xbhwwe5eM4ZOe/TooaZNm6qwsFD5+fn67rvv1L179yrrCwsLtWfPHtv7yMhIl2davXq1SktLJUktW7bUoEGDXH4OAKhP9u/frxMnTjjUc+LECe3fv1+dO3c2KRUAAACki0+J2bx5s0M9mzZtUkZGhkJDQ80JBQB1nNuGbR955BEZhqEnn3xSL730ksP9H3zwgZKSkmQYho4fP25CQgBAYzZw4ED17t1baWlpNdZGRkZqwIABbkgFAACAqjBoCwDukZGRoddff13r169XXl6ew/2GYZgybNu8eXNFRkYqJSVFkrRixYpqh20/++wzW/7AwEBTFnRYuXKl7fWDDz4oPz8/l58DAOoTZ1epHT16tNLT010bBgAAABWMGTPGqb7o6Gjb38UBoLHx8nQAR1itVlmtVk/HAAA0QIZhaPr06fLxqf57KD4+Ppo2bZoMw3BTMgAAAAAAPOOLL75Qv379tHz5cp09e9Z2f9bRH7M88cQTttcrV67UoUOHKq07f/68Xn31Vdv70aNH1/j3f0d9++23Onz4sO39yJEjXXp8AKhvjh8/ruLiYqd6L1y4wMI7AAAAJsrJyVFWVpZTvZmZmcrJyXFxIgCoH9y2si0AAHVdWFiYxo4dq3nz5lVZM27cOIWFhbkvFAAAAAAAHnD48GFNmDBBRUVFtm1t27bVjTfeqMDAQJcPqzpjwIABuuOOO7Rz504VFhbqiSee0Pz583XzzTfbanJycvTMM8/o6NGjki6uavv0009XerwTJ05UWPF29uzZGjVqlF1Zyq9qe91111W7yi4ANAbXXHONfHx8nBq4bdKkia655hoTUgEAAECSgoKC1KpVK6cGblu3bq2goCATUgFA3ef5O6J2On/+vCSpadOmHk4CAGjIYmJi9Mknn8hisVy2r02bNho/frwHUgEAAOBSe/fuVZcuXTwdAwAarDfffFNFRUUyDEPh4eGaNWuWbrvtNk/Husybb76pBx54QJmZmTpx4oQGDRqknj17KiwsTNnZ2dq6davt3rKPj4/eeecdtWzZ0qUZioqKtHbtWtv7ESNGuPT4AFBfLVmyxO4vLZSXnJxsQhoAAACUt3jxYt17770O9y1atMiENABQP9SbYdt9+/ZJktu+HVFUVKSPP/5Ya9eu1aFDh/Trr7+qZcuWat++vQYPHqyRI0ealmXXrl366KOPtGfPHmVkZCgvL09+fn666qqr1LlzZ913330aPHiwQ4PHVqtVn3/+uVavXq0DBw4oMzNT/v7+Cg0N1cCBAzVq1Ci1a9fOlM8DAPWJv7+/4uLiNGXKlMv2xcXFyd/f3wOpAAAAUF5KSoomTZqkuXPnqn///p6OAwANUlpamiSpWbNmWrZsmUJCQjycqHJt27bVihUr9PTTT+vAgQOyWq3avn27tm/fXqEuODhYs2fPVp8+fVyeYePGjcrNzZUkeXl56ZFHHnH5OQCgPurcubPatm2rn3/+2e6edu3aqXPnziamAgAAgCSFhobqrrvu0pYtW+zuufvuuxUaGmpiKgCo20wZtj158mSV+/Ly8qrdX96FCxdksVi0bt06ffvttzIMQ506dXJVzCodPnzYdnO2vKysLGVlZWn37t16++23NXv2bN1zzz0uO29OTo6ef/55ffHFF5fty8vLU15eno4ePap169YpLCxMr7/+ul2rSVgsFsXGxio1NbXC9oKCAuXk5Gjv3r1655139NJLLzn1DWMAaGgGDhyo3r17236xKEmRkZEaMGCAB1MBAACgzKRJk2z/e+nf3QEArpGdnS3DMNSnT586O2hbJjw8XOvWrdPatWsrLJ7QokULXXPNNRo8eLBGjRpl2uIJK1eutL2OjIxU27ZtTTkPANRHv/zyi6n1AAAAcN7evXtNrQeAhsaUYds77rhDhmFctt1qtWrVqlVatWqV08ceOnRoLZLV7Oeff9aoUaNsjw83DEM9e/ZUhw4dbI8dKygo0K+//qo//OEPSk5O1p133lnr854/f16PPvpohV8SBgcHq3PnzmrTpo2ys7P1ww8/6NixY5Kko0eP6rHHHtOKFSvUrVu3Ko979uxZRUVF6eDBg7ZtXbt21Q033KCzZ88qNTVVp0+f1rlz5/Tcc8/Jy8uLx5wBaPQMw7CtqF5m7969lf7ZBgAAAPd66qmnLnv/3nvveSgNADRcQUFBslgsuuqqqzwdxS6+vr4aMWJEre5ttm/f3u6FIspbsGCB0+cEgIYsJSVFFy5ccKinqKhIKSkpPMECAADAZLt27bI9pcVev/32m3bt2qUePXqYEwoA6jhThm3LWK1Wu7bZa+jQoRoyZEhtItVo4sSJtkHb0NBQzZ8/v8Jqujk5OZowYYK2bdumCxcu6I9//KPS0tLUsmXLWp33H//4h23Q1jAM/fd//7diYmLUrFkzW43VatXHH3+sF198UWfOnNH58+f1wgsvaOPGjVUed/r06bZB28DAQL377rsVhoPz8/MVFxen1atXS5JeeOEF9ejRQ9dee22tPg8A1GenT5/W2bNnK2w7e/asTp8+Xev/3gMAAMB5BQUFlz0WfPv27SooKJCfn5+HUgFAw3TdddfJYrEoKyvL01EAAPVU2RMpnOnjCRYAAADmevLJJ53qGzt27GULVwFAY+FlxkHbtWundu3aKTQ01PYjXRwiDQgIqLC9qp/27dsrPDxct912m0aPHq2lS5dq7ty5ZsS1+eqrr7Rz505JF1dCWLhwYYVBW+niig4LFixQhw4dJEm5ubn6xz/+Uetzr1ixwvZ63Lhxmjx5coVBW+niP78hQ4bo1VdftW37/vvv9f3331d6zIMHD+qf//yn7f1bb7112Sq8/v7+euONN2zfOikqKtLf//73Wn8eAKjPevfu7dB2AAAAuEdkZKRD2wEAzhsxYoSsVqt27typ/Px8T8cBANQztX3EMI8oBgAAMM/hw4edXiyxtLRUhw8fdnEiAKgfTFnZtmxgtbyygdsRI0bopZdeMuO0tbZw4ULb6xEjRuimm26qtM7f31/PP/+87Ru5ycnJ+u///m/5+Dj3j/Ps2bPKyMiwvR86dGi19ffdd5+aNWum8+fPS5J++umnSrMuWrRIpaWlkqS77rpLffv2rfR4Xl5e+vOf/2w77yeffKKXXnpJQUFBjn8YAKjn3nzzzRr3T5w40U1pAAAAUCYlJUUFBQWV7isoKOBRswDgYkOGDNGbb76pH3/8UfHx8YqPj/d0JABAPdKlSxeP9gMAAKBq4eHhMgzDqYFbLy8vhYeHm5AKAOo+U1a2rYqz34pwh3Pnzik1NdX2fuTIkdXWDx48WM2bN5d0cXXbHTt21Orc5dX0iHIfHx9dccUVtvdlA7XlWa1Wffnll7b3o0aNqvaYt912m8LCwiRJJSUlFXoBoDF5++23a7UfAAAA5qjpEbTOPqIWAFC5Jk2aaMGCBQoJCdGiRYs0depU5eTkeDoWAKAecfaJlWY/6RIAAAAVFyR0xIIFC1wbBADqEVNWtq1M2TBqQECAu07pkF27dqmwsFDSxZVrIyIiqq338/NT9+7dtWXLFklSamqq7rzzTqfOHRwcLD8/P9sKPT/88IOuv/76Kuuzs7P166+/2t7ffPPNl9X89NNPOnXqlO19r169aswRGRmpo0ePSrr4eR599FF7PwIANAi9e/e2qy4yMrLCFzQAAABgrnHjxtlV99RTT+m9994zOQ0ANB7XXnutPv/8c8XFxWn58uVas2aN7rjjDt1www1q0aKFDMOw6zhTpkwxOSkAoC7q379/hd9/2cPPz48nVgAAALjBzTffLC8vr0oX+KuKl5dXpTNKANBYuG3YNjQ01F2ncsp//vMf2+uOHTvKx6fmfzS33HKLbdj28OHDTp+7SZMm6tevnz777DNJ0htvvKG+ffuqWbNmldbHx8fb/rC78847Kx3MLZ+nVatWat26dY05OnfubHtd/p8HADQGp0+f1unTp+2qzc3N1enTp2tciRwAAAC1V1BQoJ07d9pVu337dhUUFMjPz8/kVADQePz00086c+aMJKmwsFBbt27V1q1bHToGw7YA0Hilpqaqe/fuDtUDAADAfElJSQ4N2koXn7w9b948TZ482aRUAFC3eXk6QF3x448/2l7bOxjctm1b2+vaDNtK0osvvqjmzZtLkvbt26cBAwZoxYoVOnLkiAoKCnTy5Elt3LhRw4YN0/LlyyVJN9xwg2bPnl3p8cp/nnbt2tmVoXxdbT8PANQ39q5q62w9AAAAnBMZGWlqPQCgasuXL9cjjzyi7du321axtVqtDv0AABo3ZwY4AAAAYK6ioiItWbLEqd7k5GQVFRW5OBEA1A9uW9m2rvvtt99sr6+++mq7elq1amV7nZubW6vzh4eHa82aNXryySd18uRJHT16tMoVH1q2bKmHH35YcXFxCggIqLSmtp/n/PnzKiwsVNOmTR34FBeVlpbq559/rram/KAyAHjam2++6XTfxIkTXZwGAAAAZVJSUhx65Kx0cSXclJQUHj0LALW0e/duPf/887aBWW9vb/Xo0UMdO3ZUy5Yt7XoyGAAAPXv2dLh+7969JqUBAACAJPn6+ioqKkrz5s1zuHf06NHy9fU1IRUA1H0uvSPaq1cv22vDMJSWllbpvtq49Liucu7cOdtrex83Wb6ufL+zbr75Zm3dulXLli1TfHy88vPzK627++67NWTIkCoHbS/N48znKTuGM8O2WVlZuu2226qt+fTTTy/bduutt0q6OLh87NixSvPdeOONkiSLxaLMzMzLagIDA9WhQwdJ0rFjxyodgm7durVCQkIkSYcOHar0F7cdOnRQYGCgJOm7776r9DPceOON8vPzU0FBgQ4dOlRpDZ+Jz8Rnqh+f6e233670nDV5++231adPn0r3efozlddQ/j3xmfhMfCY+E5+Jz8RnanyfadKkSZXW1mTSpEn69NNP6+RnKq+h/HviM/GZ+Eyu+Uxl7+uKd955R1arVYZh6Pbbb1diYqLdT9ACAECS1qxZo5KSEod6SkpKtGbNGg0dOtScUAAAAJAk230UR91www0uTgIA9YdLh21PnDghwzBsN2Er21cblR3XVQoLC22vmzRpYldP+W9qOLrSTmVycnL0t7/9TatXr9aFCxfUqlUr9ejRQ1deeaXOnDmjb7/9VhkZGfr444/18ccfKyoqSq+88oq8vb1d/nkk13wmAKjrvv7661r333333S5KAwAAgDL/+c9/atV/8OBB28AcAMBx//rXvyRJLVq00IIFC9SiRQsPJwIA1DfTp093uo9hWwAAAHM9//zzTvfdf//9Lk4DAPWDYS17DpgLhIaG/t+BDUMnTpyodF9tXHpcVxkzZoxSUlIkSc8884ymTZtWY09KSorGjBkjSWrevLl++OEHp8//008/aeTIkTp16pSaNm2q//f//p9Gjx5d4XFsVqtVa9eu1YsvvqizZ89KkqKjo/XKK69cdrxp06bpgw8+kCQ99NBDdq3a+J///Ed9+/a1vd+3b5+CgoLs/gzdu3eXxWJRq1attH79+mpr27Zta/dxAcBsnTp1crr3wIEDLkwCAACA8rhOAwDPue6663ThwgUNHjxY7777rqfjNHpl915DQkK0e/duT8cBgBrt2LFDf/jDH5zuf//999WzZ08XJgIAAECZvXv36rHHHnO6f9myZerSpYsLEwFA/eDSlW137Njh1L66oHnz5rbX9q7oWr6ufL+jiouLNX78eJ06dUqS9Morr2jUqFGX1RmGoaFDhyooKMj2h96iRYs0cuRIde3atUJtbT/PpcdwhJeXF8O0AOqVCRMm2PWlhMr6AAAAYJ65c+dq0qRJTvUBAGonODhYFotFgYGBno4CAKiHajsoy6AtAACAeWo7KMugLYDGyqXDttWtXuuqlW3NcuWVV9pe//LLL3b1ZGVl2V7X5qbz+vXrdfDgQUnS9ddfr5EjR1Zbf9ddd6lPnz7aunWrJGn58uWXDdvW9vM0a9ZMTZs2tasPAOq7iRMnOjVsO3HiRBPSAAAAoEz//v3l5+dn95dIJcnPz0/9+/c3MRUANA4dO3aUxWLRzz//7OkoAIB6Kj4+XtOnT3eqDwAAAOZioQMAcJyXpwPUFddff73tdUZGhl095W80h4eHO33uzZs321737t1bhmHU2BMZGWl7vXfv3sv2l/88J0+etCtH+brafB4AqI/S0tJMrQcAAIBzUlNTTa0HAFRu+PDhslqt2r59u3JycjwdBwBQDw0dOtThnrKnPAIAAMBc/fv3l7e3t0M9Pj4+LHQAoFFj2PZ//e53v7O9PnjwoIqLi2vs2bdvn+11bYZTLRaL7XX5FWmrExQUZHt95syZy/aXz5OVlVVh1dqq7N+/3/a6/D8PAGgMWrZsafcq5YGBgWrZsqW5gQAAACDp4kq1vXr1squ2V69e8vPzMzkRADQOQ4cOVe/evVVQUKC4uDhZrVZPRwIANAL8eQMAAOA+JSUlDtXbM0sFAA1ZnR22vXDhgn755Re3/Ye6R48eatq0qSQpPz9f3333XbX1hYWF2rNnj+19+ZVmHVX+F4G5ubl29fz222+215UNfF133XVq06aN7f327dtrPGb5mtp8HgCor+xdBY3V0gAAANzrvffec2kdAKBmhmHonXfe0R133KHPP/9cjz76qL7//ntPxwIA1CMrVqxwax8AAADsN3/+fLf2AUBD4OPOkx07dkyS5OvrW2EQtLwjR45o5syZ2rJliy5cuCAvLy/16dNH//M//6Mbb7zRtGzNmzdXZGSkUlJSJF38i3z37t2rrP/ss8+Ul5cn6eIKhz179nT63O3atbO9tvex5OUHvcLCwi7bbxiGBg0apA8++EDSxc8zZMiQKo+3a9cu/fTTT5Ikb29vDRw40K4cANDQTJgwQW+//Xa1+wEAAOB+c+fO1aRJk6rdDwBwneeee06S1LZtW/n6+iotLU2DBg1Shw4d1LFjR11xxRUyDKPG4xiGoddee83suACAOmjmzJlO940cOdLFaQAAAFCes39Xf+211zRu3DgXpwGA+sFtw7bp6el68MEHJUnR0dGKj4+/rObkyZN66KGHlJuba3tMTElJiTZv3qydO3dq+fLl6tatm2kZn3jiCduw7cqVKzVu3LhKB3zPnz+vV1991fZ+9OjR8vFx/h9lnz59tGDBAknS4cOHtWrVKj3yyCNV1m/btk1btmyxvb/77rsrrRszZowWL16s0tJSbd68WVu2bNFdd911WV1paWmFfx8PPPCAgoODnf04AFCvTZw4sdph24kTJ7oxDQAAAMr0799ffn5+KigouGyfn5+f+vfv74FUANBwrVix4rJhWqvVqmPHjtkWVbAXw7YA0Phs3bq11v19+vRxURoAAACU98UXX9S6/95773VRGgCoP7zcdaKNGzfaBmhHjRpVac3MmTP122+/Vbrv/PnzmjRpki5cuGBaxgEDBuiOO+6QJBUWFuqJJ57Qv//97wo1OTk5GjdunI4ePSrp4qq2Tz/9dKXHO3HihNq1a2f7Wb58eaV199xzj6677jrb+7i4OC1atEglJSUV6qxWqz7++GONHz/etq1t27ZVrlh70003adiwYbb3Tz/99GUr5+bn5+vZZ5/VN998I+niqsP//d//XenxAKCxqGqVcXtXHwcAAIA5yj/lxZ7tAIDasVqtFX4q21bTDwCgcartoCyDtgAAAOap7aAsg7YAGiu3rWz77bffSpKCgoLUpUuXy/afOnVKn332mQzDULNmzZSQkKBBgwbp5MmTmjJlir777jsdP35cn3zyiYYPH25azjfffFMPPPCAMjMzdeLECQ0aNEg9e/ZUWFiYsrOztXXrVp0/f16S5OPjo3feeUctW7as1Tl9fHz0xhtvaOTIkTp//rwKCgr0pz/9Sa+//rq6d++uoKAgnT17Vnv27NGJEydsfU2bNtVbb72lpk2bVnns+Ph47d+/X4cOHdJvv/2mESNGqGvXrrrhhht09uxZpaWlKTc311afkJCga6+9tlafBwDqu5YtWyowMLDCfx+vvPLKWv/3HgAAALXj5+enXr16afv27bZtvXv3lp+fnwdTAUDDNHv2bE9HAADUczNmzNDMmTOd6gMAAIC5pk6d6tSTaKZOnWpCGgCoH9w2bHv06FEZhqGbb7650v1ffPGFrFarDMPQ008/bVuR9YYbblBiYqLuvvtuSdKXX35p6rBt27ZttWLFCj399NM6cOCArFartm/fXuEXeZIUHBys2bNnu+ybtd26ddPKlSsVGxurn376SZKUmZmpTz/9tNL6a665RomJibrtttuqPe4VV1yhpUuXKjY21rbSz7fffmsbfi7TvHlzvfTSSxo5cqQLPg0A1H+pqanq1KmT7f22bds8mAYAAABl3nvvvQrXafPmzfNgGgBouLhPCACorfJPdXRHHwAAAOw3ZMgQp4Ztq3r6NgA0Bl7uOtGvv/4qSQoJCal0f/lHc48aNarCvuuvv1633nqrrFarDhw4YF7I/xUeHq5169bp9ddfV79+/dS2bVv5+vrqqquuUrdu3fTnP/9Zmzdv1oABA1x63q5du2rTpk2aN2+eHn74Yf3ud79TixYt5O3trSuuuELXXnuthgwZorfeektbtmypcdC2TEhIiJYvX6558+Zp8ODBat++vZo2baorr7xSnTt31pQpU7Rp06bL/rkDQGM3YcKECv8LAACAumHu3LkV/hcA4Hr//ve/bT8lJSWejgMAqIeefPJJp/rGjh3r2iAAAAC4TGxsrFv7AKAhcNvKtgUFBZKkZs2aVbr/X//6lwzD0A033KA2bdpctv+aa67Rd999p19++cXUnGV8fX01YsQIjRgxwuljtG/fXidPnnSox8fHR4MHD9bgwYOdPm9lDMMw5bgA0JBNnDhR7du359t5AAAAdUz//v21bNkydenSxdNRAKDBGjRokAzDUGho6GVP/QIAoCaHDx+W1Wp1qre0tFSHDx9WeHi4i1MBAABAkvLy8pSenu5Ub3p6uvLy8hQQEODaUABQD7htZdumTZtKks6dO3fZvqNHj9qGaG+//fZK+1u2bClJOn/+vEkJAQC4HIO2AAAAdRODtgBgriZNmkiSunXr5uEkAID6KDw8XIZhONVrGAaDtgAAACYKCAjQLbfc4lTvLbfcwqAtgEbLbcO2V111laSL32S91ObNm22ve/ToUWl/Xl6epKpXxgUAAAAAAAAAuMbVV18tSWrevLmHkwAA6qvrrrvOqb7rr7/exUkAAABwqVtvvdWpvoiICNcGAYB6xG3Dtp06dZLVatX+/ft15MiRCvtWrVple92rV69K+48dOyZJat26tXkhAQAAAAAAAAAKDw+X1WpVRkaGp6MAAOqhvLw8/fjjj071Hj582LYIDwAAAFyvqKhIq1evdqr3o48+UlFRkYsTAUD94LZh2/vuu0+SVFpaqqeeekqpqan6/vvvNW3aNKWnp8swDEVERKht27aX9V64cEHff/+9DMPg26wAAAAAAAAAYLIHH3xQkvTNN98oJyfHw2kAAPVNQECA06ueRURE8GhiAAAAE/n6+ioqKsqp3tGjR8vX19fFiQCgfnDbsO2QIUMUHh4uSfrhhx/06KOPatCgQVq8eLGtZuLEiZX2btu2TQUFBZJYjhwAAAAAAAAAzDZs2DDdcMMNKiws1PTp0z0dBwBQDyUmJsrLy7FfRXp7eysxMdGkRAAAACgTExOjkJAQh3ratGmj8ePHm5QIAOo+tw3b+vj46P3331dISIisVmuFH0kaO3as7r333kp7P/roI9vr3r17uyUvAACStGPHDk9HAAAAAADA7fz8/JSUlKS2bdtq3bp1GjNmjNOPAwcANE7BwcGKjo52qCc6OlrBwcEmJQIAAEAZf39/xcXFOdQTFxcnf39/kxIBQN1nWMumXd3k3Llz+vDDD7Vz507l5eWpbdu2evDBB3X33XdXWp+Tk6OHHnpIxcXFCggI0IYNG2QYhjsjw07du3eXxWJRSEiIdu/e7ek4AFBra9as0fTp0xUfH6+hQ4d6Og4AAAAAAG4zZ84cSRfvzy5evFglJSWSpJtuukldunRRcHCw/Pz87DrWlClTTMvZWHDvFUB9VVpaqj59+ig3N7fG2sDAQG3dutXh1XABAADgHKvVqpiYGKWlpdVYGxkZqXfffZeZLQCNmtuHbdFwccMXQEPTqVMn2+sDBw54MAkAAAAAAO4VGhp62S/QrFarU79UO3HihKtiNVrcewVQn6WmpiomJqbGuqSkJEVGRrohEQAAAMocPXpUQ4YMUXFxcZU1Pj4+Wrt2rcLCwtwXDADqIL4aCgBAJR5++OFq3wMAAAAA0NBZrdYKP5Vtq+kHAIDIyEhFRERUWxMREcGgLQAAgAeEhYVp7Nix1daMGzeOQVsAkOTj6QAAANQ1+fn5OnjwYIVtBw8eVH5+vvz9/T2UCgAAAAAA93nuuec8HQEA0IAkJiaqb9++Ki0tvWyft7e3EhMTPZAKAAAAkhQTE6NPPvlEFovlsn1t2rTR+PHjPZAKAOoejw/b/vjjj9q/f79ycnKUl5engIAABQUFqXPnzrr++us9HQ8A0Aj17Nmzyu179+51cxoAAAAAANyPYVsAgCsFBwcrOjpaCxcuvGxfdHS0goOD3R8KAAAAkiR/f3/FxcVpypQpl+2Li4tjQSoA+F8eGbY9e/as3n//fS1evFhZWVlV1rVu3VpjxozRuHHjdMUVV7gxIQCgsVqzZo1KSkoq3VdSUqI1a9Zo6NCh7g0FAAAAAAAAAPXc1KlTtWbNGuXm5tq2BQYG8gUPAACAOmDgwIHq3bu30tLSbNsiIyM1YMAAD6YCgLrFy90n3LVrlwYMGKDXXntNmZmZslqtVf5YLBb9/e9/18CBA7V79253RwUANELTp0+v1X4AAAAAAAAAwOW8vLw0a9asCtteffVVeXm5/deVAAAAuIRhGJo+fbp8fC6u29ikSRNNnz5dhmF4OBkA1B1u/dvr3r17FRUVpZ9//vn/Anh5KTw8XP369dPgwYPVr18/hYeHV/iLdUZGhh5//HHt27fPnXEBAI3MsGHD7Kp7+OGHTU4CAAAAAAAAAA1PZGSkIiIiJEkRERHq3bu3ZwMBAADAJiwsTGPHjpUkjR07Vh06dPBwIgCoW3zcdaLi4mI988wzOnfunCSpRYsWmjRpkkaNGqWgoKDL6nNycrRixQrNnTtXZ86c0blz5/TMM89o06ZN8vb2dldsAEAjkZ+frx9++MGu2oMHDyo/P1/+/v4mpwIAAAAAoO7Iy8vT7t27tW/fPuXk5CgvL08BAQEKCgrSLbfcou7duysgIMDTMQEAdVxiYqLuv/9+JSYmejoKAAAALhETE6Pdu3dr/Pjxno4CAHWOYbVare440YoVK/Tcc8/JMAxdc801Wr58uUJDQ2vsy8jI0KOPPqqjR4/KMAzNnj1bI0aMcENiOKp79+6yWCwKCQnR7t27PR0HABzSpUsXlZSU2F3v7e2tvXv3mpgIAAAAAIC64eTJk5ozZ47++c9/qqioqMq6pk2batiwYXr22WfVrl07NyZs+Lj3CqChKfvCBgAAAOqeoqIi+fr6ejoGANQ5Xu460Zdffml7/c4779g1aCtJoaGh+sc//iHDMCRJn3/+uSn5AACN15o1axwatJWkkpISrVmzxpxAAAAAAADUEZ9++qkGDhyo5cuXq7CwUFartcqfgoICffjhhxo4cKA+++wzT0cHANRh8+fP93QEAAAAVOGdd97xdAQAqJN83HWiffv2yTAMde3aVbfccotDvV26dFHXrl21Z88e7d+/36SEAIDGavr06U73DR061LVhAAAAYJecnBwFBQV5OgYANGibNm3S008/rZKSEpU9IC0wMFBdu3ZVaGio/P39lZ+fr4yMDKWnp+u3336TJJ05c0ZPP/20Fi5cqLvvvtuTHwEAUAdNmTJFX375pY4cOaI5c+Z4Og4AAADK4VoNAKrmtmHbX3/9VZJ0ww03ONV/ww03aM+ePbbjAADgCjt27Kh1f8+ePV2UBgAAAPbIyMjQ/fffr88++8zuJ+cAABxz/vx5Pf/88youLpYktW/fXtOmTdP9998vH5/LbyuXlJTos88+08svv6zjx4/rwoULmjp1qrZu3apmzZq5Oz4AoA4rexpm+adiAgAAoG7gWg0AqublrhM1adJEklRYWOhUf1FRUYXjAADgCrUdlGXQFgAAwP3GjBmj0tJSRUdHezoKADRYy5cvV2ZmpgzD0K233qrPP/9cDz74YKWDtpLk7e2tBx54QJ9//rluvfVWSVJmZqaWL1/uztgAgDru0qdfOvo0TAAAAJiHazUAqJ7bhm2vvvpqWa1Wffvtt071l/VdffXVrowFAIDi4+Pd2gcAAADnrV69WllZWZIuDnGtXr3aw4kAoGHauHGjpItDtG+99ZZatmxpV1+LFi305ptvytvbu8JxAADIzMxUaWlphW2lpaXKzMz0UCIAAACU4VoNAGrmtmHb22+/XZJ07NgxffLJJw71rlu3TkeOHJFhGLbjAADgKkOHDrX9EtBe3t7eGjp0qDmBAAAAUKmSkhLNnDmzwraZM2eqpKTEQ4kAoOE6ePCgDMPQbbfdprCwMId6r732Wt1xxx2yWq06ePCgOQEBAPVO//79HdoOAAAA9+FaDQBq5rZh24ceesj2+vnnn9emTZvs6tuyZYumTp1a6XEAAHCVHTt2mFoPAACA2ouNjVVxcXGFbcXFxZo8ebKHEgFAw/Xbb79Jujg464yyAd2y4wAAGrcpU6bUaj8AAADMw7UaANjHbcO2d999tyIjI2W1WnXu3DlFR0frqaee0pdffqmcnJwKtb/99ps2bNig8ePHKyoqSufOnZNhGIqMjNTdd9/trsgAgEbE399fHTt2tKu2Y8eO8vf3NzkRAAAAysvIyNDmzZsr3bdp0yZlZGS4NxAANHB+fn6SpHPnzjnVX9ZXdhwAQOP25Zdf1mo/AAAAzMO1GgDYx7BarVZ3nSw7O1sPPfSQjh07dvHkhmHb5+fnJ39/f+Xn56ugoMC2vSxeWFiY1q5dq+DgYHfFhYO6d+8ui8WikJAQ7d6929NxAMApnTp1qrHmwIEDbkgCAACA8vr166esrKwq97du3VopKSluTAQADVv//v31ww8/KCQkRLt27XKo12q16vbbb5fFYtHvfvc7/vvsAtx7BVCf3XLLLSotLa2xzsvLS/v27XNDIgAAAJThWg0A7Oe2lW0lKTg4WGvXrlW/fv0kXbzpWvZz/vx5ZWdn6/z58xW2Sxd/obZmzRoGbQEApho3bpxddU899ZTJSQAAAFDeypUrqx20laTMzEytXr3aTYkAoOHr3bu3pIv/fV2wYIFDvR988IFOnTolSerVq5fLswEA6o/MzEy7hjckqbS0VJmZmSYnAgAAQBmu1QDAMW4dtpWkq666SosXL9by5cv10EMP6aqrrqqy7qGHHtKKFSu0ePHiKusAAHCFgoIC7dy5067a7du3V1iFHQAAAOYpKSnR3/72N7tqZ86cqZKSEpMTAUDjMHz4cNvrmTNnatGiRXb1LVmyRDNnzrS9f/jhh12eDQBQf/Tv39/UegAAADiPazUAcIyPp04cGRmpyMhISZLFYlF2drby8/Pl7++v4OBghYSEeCoaAKARKvszyZF6HtsIAABgvtjYWBUXF9tVW1xcrMmTJ+vNN980ORUANHzdunXTgw8+qE8++UTFxcWaPn26li5dqpEjR6pHjx4KDQ1Vs2bNdP78eZ08eVK7du3SypUrtW/fPlmtVhmGoQcffFDdunXz9EcBAHjIlClTnO6bM2eOi9MAAACgPK7VAMBxHhu2LS8kJIThWgCAx6SkpDi8Um1BQYFSUlL49h4AAICJMjIytHnzZod6Nm3apIyMDIWGhpoTCgAakdmzZ+vEiRNKT0+XJB04cEAzZsyotsdqtUqSbr31Vr322mtmRwQA1GFffvmlW/sAAABgP67VAMBxXmYe3GKxKCEhQQ888IC6dOmi6667TrfeeqseeOABJSQk6NSpU2aeHgAAu0yaNMmtfQAAALDPmDFjnOqLjo52cRIAaJyaNWumlStXasyYMTIMQ1artcYfLy8vRUdHa+XKlWrWrJmnPwIAwEMSExM92g8AAICqca0GAM4xrGVLDbjY0qVL9T//8z8qKiqS9H8rGkiSYRiSJF9fX/3lL39x+pdnqFu6d+8ui8WikJAQHq0OoN7Yu3evHnvsMaf7ly1bpi5durgwEQAAACQpJydHffr0cbp/69atCgoKcmEiAGjcjh07pqVLlyo1NVUHDhzQhQsXbPuaNGmiTp06KTIyUo8//rg6dOjgwaQNE/deAdRHnTp1crr3wIEDLkwCAACAS3GtBgCO8zHjoKtWrdILL7wgSbYVD8qzWq0yDEOFhYWaNm2a/Pz8NGLECDOiAABQrdoOyjJoCwAAYI6goCC1atVKWVlZDve2bt2aQVsAcLEOHTroT3/6k+39mTNndO7cOTVv3lwtWrTwYDIAQF01aNAgpx4zPGjQIBPSAAAAoDyu1QDAcS5f2fbs2bO6/fbbdfbsWdug7c0336wePXqoZcuWOn36tP71r3/p+++/t+2/4oor9M033+iKK65wZRS4GasrAKivUlJSNGnSJIf75s6dq/79+5uQCAAAAJKUkZGhe++91+G+L774QqGhoSYkAgDAM7j3CqC+cmbFNFZKAwAAcA+u1QDAMS5f2XbVqlW2QdsWLVooMTFR99xzz2V1Gzdu1OTJk3X69Gnl5eVp1apVGjt2rKvjAABQo/79+8vPz08FBQV29/j5+TFoCwAAYLLQ0FD17dtXmzdvtrunX79+DNoCgAN27NghSQoJCVFYWJhnwwAAGpyUlBSH7qOmpKSYmAYAAADlca0GAI7xcvUBt27dans9e/bsSgdtJWnAgAF67bXXKu0DAMDdUlNTTa0HAACAcxITE+XjY993hX18fPTGG2+YnAgAGpZHHnlEI0aM0Pvvv19tXWZmpv7973/r3//+t5uSAQAagtatW8vLy75fR3p5eal169YmJwIAAEAZrtUAwDEuH7Ytu9l67bXX1viox/vuu0/XXnutrFarvv/+e1dHAQDAbn5+fnavgBYaGio/Pz+TEwEAAECSvL29NWPGDLtqZ8yYIW9vb5MTAUDjNHfuXN1777267777PB0FAFDP7Nu3z6V1AAAAcB2u1QDAfi4ftv3tt99kGIZuvfVWu+ojIiJsfQAAeEpxcbFOnjxpV+3JkydVXFxsciIAAACUGT58uFq1alVtTevWrTV8+HA3JQKAxslqtcpqtXo6BgCgHho0aFCt9gMAAMA8XKsBgH1cPmx77tw5SVLLli3tqi+rK+sDAMATHn/8cbt/YWi1WhUVFWVyIgAAAJS3ePHiavcvWrTITUkAAAAAOGrOnDm12g8AAADzcK0GAPZx+bBtGcMwzDo0AAAudfjwYR04cMChnv379+vw4cMmJQIAAMClQkND1bdv30r39evXT6Ghoe4NBAAAAMAhKSkpDm0HAACA+3CtBgA1M23YFgCA+uKxxx5zqu/xxx93cRIAAABUJzExUT4+PhW2+fj46I033vBQIgAAAAD2at26tby8Kv5q0svLS61bt/ZQIgAAAJThWg0AasawLQCgUbNYLMrPz3eq99y5c7JYLC5OBAAAgKp4e3trxowZFbb95S9/kbe3t4cSAQAAAHDEJ598Uu17AAAAeM6+ffuqfQ8AjZ1PzSXO+fbbbzVnzpwa69LT022v7amXpClTpjgbCwCACkJCQuTv7+/UwG3z5s0VEhJiQioAAABUZfjw4Zo7d66ysrLUunVrDRs2zNORAAAAANjBarUqPj6+wrb4+HglJSXJMAwPpQIAAEB5gwYN0pdffqlBgwZ5OgoA1DmmDdt+9913+u677+yqLfsL9OzZs+2qZ9gWAOBKy5Yt05AhQxzuW7p0qQlpAAAAUJPFixfrvvvu06JFizwdBQAAAICdNmzYoLS0tArb0tLStHHjRg0cONBDqQAAAFBefHy8vvvuu8u+JAUAkLzMOrDVajXlBwAAVwsPD1enTp0c6uncubPCw8NNSgQAAICasPIVAAAAUH/k5+crISGh0n0JCQlOPXkMAAAArpeUlKTMzEzNmzfP01EAoM5x+cq2PXv2dPUhAQAw3dKlSxUREWHXFzsMw9CSJUvckAoAAACVGTNmjEpLSxUdHa2UlBRPxwGABuHbb7/VnDlzqtyfnp5ue11dXWV4UhkAICkpSRaLpdJ9p06d0rx58zR58mQ3pwIAAEB5R48e1YIFCyRJCxYs0JAhQxQWFubZUABQh7h82HbVqlWuPiQAAKbz8fFRbGys3njjjRprY2Nj5ePj8j9CAQAAYIfVq1crKytLkpSZmanVq1dr+PDhHk4FAPXfd999p++++67amrJVxWfPnu3QsRm2BYDG7ciRI7ahjarMnz+fYQ4AAAAPslqtio+PV3FxsSTpwoULio+PV1JSEk8ZA4D/5eXpAAAA1BUxMTHy9/evtqZ58+aKiYlxUyIAAACUV1JSopkzZ1bYNnPmTJWUlHgoEQA0HFar1ZQfAEDjZrVa9fLLL9uGNqpSXFys+Ph4/uwAAADwkA0bNigtLa3CtrS0NG3cuNFDiQCg7mFZPgAAylm2bJmGDBlS5f6lS5e6MQ0AAADKi42NveyX9MXFxZo8ebLefPNND6UCgPqtZ8+eno4AAGjAKhvaqErZMMfAgQNNTgUAAIDy8vPzlZCQUOm+hIQERUZG1rhoFQA0BgzbAgBQTm5ubq32AwAAwBwZGRnavHlzpfs2bdqkjIwMhYaGujcUADQAq1at8nQEAEADVd3QRlUY5gAAAHC/pKQkWSyWSvedOnVK8+bN0+TJk92cCgDqHi9PBwAAoC558sknq90/duxY9wQBAABABWPGjKl2f3R0tJuSAAAAALBHdUMbVSkb5gAAAIB7HDlyRAsWLKi2Zv78+Tp69Kh7AgFAHcawLQAA/+vFF1+U1Wqttqa0tFTTp093UyIAAABI0sqVK5WVlVVtTWZmplavXu2mRAAAAACqU1RUpCVLljjVm5ycrKKiIhcnAgAAwKWsVqtefvllFRcXV1tXXFys+Pj4Gn+XDgANHcO2AADo4s3fTz75xK7aNWvWcLMXAADATUpKSvS3v/3NrtqZM2eqpKTE5EQAAAAAauLr66uoqCinekePHi1fX18XJwIAAMClNmzYoLS0NLtq09LStHHjRpMTAUDdxrAtAACSBgwYYGo9AAAAnBMbG1vjygpliouLNXnyZJMTAQAAALBHTEyMQkJCHOpp06aNxo8fb1IiAAAAlMnPz1dCQoJDPQkJCcrPzzcpEQDUfQzbAgAavV27dik7O9uhnuzsbO3atcukRAAAAJCkjIwMbd682aGeTZs2KSMjw5xAAAAAAOzm7++vuLg4h3ri4uLk7+9vUiIAAACUSUpKksVicajn1KlTmjdvnkmJAKDuY9gWANDoPfnkk071jR071rVBAAAAUMGYMWOc6ouOjnZxEgAAAADOGDBggAIDA+2qDQwM1D333GNuIAAAAKioqEhLlixxqjc5OVlFRUUuTgQA9QPDtgCARu3w4cOyWq1O9ZaWlurw4cMuTgQAAABJysnJUVZWllO9mZmZysnJcXEiAAAAAI7auHGjcnNz7arNzc3VV199ZW4gAAAAyNfXV1FRUU71jh49Wr6+vi5OBAD1A8O2AIBGLTw8XIZhONXr5eWl8PBwFycCAACAJAUFBalVq1ZO9bZu3VpBQUEuTgQAAADAEfn5+UpISHCoJyEhQfn5+SYlAgAAQJlHHnnEqb6HH37YxUkAoP5g2BYA0OgtXLjQqb4FCxa4NggAAAAqWLx4sVN9ixYtcnESAAAAAI5KSkqSxWJxqOfUqVOaN2+eSYkAAABQJi4uzq19ANAQMGwLAGj0evTooeDgYId6goOD1aNHD5MSAQAAQJJCQ0PVt29fh3r69eun0NBQcwIBAAAAsEtRUZGWLFniVG9ycrKKiopcnAgAAABl8vLylJ6e7lRvenq68vLyXBsIAOoJhm0BAJC0ceNGU+sBAADgnMTERPn4+NhV6+PjozfeeMPkRAAAAABq4uvrq6ioKKd6R48eLV9fXxcnAgAAQJmAgABFREQ41RsREaGAgADXBgKAeoJhWwAAdPHm79ChQ+2qHTp0KDd7AQAA3MTb21szZsywq3bGjBny9vY2OREAAAAAewwYMMCpvnvuucfFSQAAAHCpP/3pT27tA4CGgGFbAAD+V3x8vAzDqLbGy8tL8fHxbkoEAAAASRo+fLhatWpVbU3r1q01fPhwNyUCAAAAUJOxY8c61Tdu3DgXJwEAAMClJk2a5FRfbGysi5MAQP3BsC0AAOUsXLiw2v0LFixwTxAAAABUsHjx4mr3L1q0yE1JAAAAANTEYrEoPz/fqd5z587JYrG4OBEAAADK5OTkKCsry6nezMxM5eTkuDgRANQPDNsCAFBOjx49FBwcXOm+4OBg9ejRw82JAAAAIEmhoaHq27dvpfv69eun0NBQ9wYCAAAAUKWQkBD5+/s71du8eXOFhIS4OBEAAADKBAUF1fgksaq0bt1aQUFBLk4EAPUDw7YAAFxi48aNDm0HAACAeyQmJsrHx6fCNh8fH73xxhseSgQAAACgKsuWLXOqb+nSpS5OAgAAgEvV9CSxqvCEMQCNGcO2AABcwtfXV0OHDq2wbdiwYfL19fVMIAAAAEiSvL29NWPGjArb/vKXv8jb29tDiQAAAABUJTw83OFrdW9vb4WHh5uUCAAAAGVCQ0MVEBDgUE9AQABPGAPQqDFsCwBAJeLj42UYhiTJy8tLf/vb3zycCAAAAJI0fPhw2yPOWrdurWHDhnk4EQAAAIDK7Nq1SyUlJQ71lJSUaNeuXSYlAgAAQJnDhw8rLy/PoZ68vDwdPnzYpEQAUPcxbAsAQBUWLlwoSVqwYIFngwAAAKCCxYsXy8vLi0eWAQAAAHXYk08+6VTf2LFjXRsEAAAAl3nsscec6nv88cddnAQA6g+GbQEAqEKPHj20bNky9ejRw9NRAAAAUE5oaKjWr1/PI8sAAACAOurw4cOyWq1O9ZaWlrJiGgAAgIksFovy8/Od6j137pwsFouLEwFA/cCwLQAAVcjOztZTTz2l7OxsT0cBAABAOdnZ2XrkkUe4TgMAAADqqPDwcBmG4VSvl5eXwsPDXZwIAAAAZUJCQuTv7+9Ub/PmzRUSEuLiRABQPzBsCwBAFWJjY3Xu3DnFxsZ6OgoAAADK4ToNAAAAqPveffddp/reeecdFycBAADApZYtW+ZU39KlS12cBADqD4ZtAQCoRGpqqtLT0yVJ6enpSk1N9WwgAAAASOI6DQAAAKgv/vWvfznVt2vXLhcnAQAAwKXCw8PVqVMnh3o6d+7MEwgANGoM2wIAcInS0lK98MILFba98MILKi0t9VAiAAAASFynAQAAAPVFUVGRlixZ4lRvcnKyioqKXJwIAAAAl/rggw8cql+4cKE5QQCgnmDYFgCAS7z22mvKzc2tsC03N1ezZ8/2TCAAAABI4joNAAAAqC98fX0VFRXlVO/o0aPl6+vr4kQAAAC41LBhw0ytB4CGhmFbAADKyc7O1qJFiyrdt2jRImVnZ7s5EQAAACSu0wAAAID6ZsCAAU713XPPPS5OAgAAgEvt379fJ06ccKjnxIkT2r9/v0mJAKDuY9gWAIByYmNjq3wMcUlJiWJjY92cCAAAABLXaQAAAEB9M3bsWKf6xo0b5+IkAAAAuFRtnkIAAI0Vw7YAAPyvrVu3Kj09vdqa9PR0paamuicQAAAAJHGdBgAAANQ3FotF+fn5TvWeO3dOFovFxYkAAABQ5vjx4youLnaq98KFCzp+/LiLEwFA/cCwLQAAkkpLS/Xiiy/aVfvCCy9UuaoaAAAAXIvrNAAAAKD+CQkJkb+/v1O9zZs3V0hIiIsTAQAAoMw111wjHx8fp3qbNGmia665xsWJAKB+YNgWAABJr732mnJzc+2qzc3N1ezZs80NBAAAAElcpwEAAAD11bJly5zqW7p0qYuTAAAA4FJLlixxqi85OdnFSQCg/mDYFgDQ6GVnZ2vRokUO9SxatEjZ2dkmJQIAAIDEdRoAAABQn4WHh6tTp04O9XTu3Fnh4eEmJQIAAECZzp07Kzg42KGe4OBgde7c2aREAFD3MWwLAGj0YmNjHX7ccElJiWJjY01KBAAAAInrNAAAAKC+W7p0qQzDsKvWMAynV1gDAACAY/Lz8+Xj4+NQT5MmTZSfn29SIgCo+xi2BQA0anl5eUpPT3eqNz09XXl5ea4NBAAAAElcpwEAAAANgY+Pj91fhouNjXV44AMAAADOSUpKUmZmpkM9FotF8+bNMykRANR9DNsCABq1gIAARUREONUbERGhgIAA1wYCAACAJK7TAAAAgIYiJiZGzZo1q7bG399fMTExbkoEAADQuBUVFTn9RIHk5GQVFRW5OBEA1A8M2wIAGr3ExER5eTn2R6K3t7cSExNNSgQAAACJ6zQAAACgobjmmmtqtR8AAACu4+vrq6ioKKd6R48eLV9fXxcnAoD6gWFbAECjFxwcrOjoaId6oqOjFRwcbFIiAAAASFynAQAAAA3B1q1bdejQoWprDh48qNTUVDclAgAAQExMjEJCQhzqadOmjcaPH29SIgCo+xi2BQBA0nPPPScfHx+7an18fDRlyhSTEwEAAECSpk6dqsDAQLtqAwMD9dxzz5kbCAAAAIDdSktL9eKLL9pV+8ILL6i0tNTkRAAAAJAkf39/xcXFOdQTFxcnf39/kxIBQN3HsC0AAJK++uorFRcX21VbXFyslJQUkxMBAABAkry8vDRr1iy7amfNmiUvL251AAAAAHXFa6+9ptzcXLtqc3NzNXv2bHMDAQAAwGbgwIHq3bu3XbWRkZEaMGCAyYkAoG7jN1AAgEYvPz9fCQkJDvUkJCQoPz/fpEQAAAAoLzIyUhEREdXWREREKDIy0j2BAAAAANQoOztbixYtcqhn0aJFys7ONikRAAAAyjMMQ9OnT6/xCbA+Pj6aNm2aDMNwUzIAqJsYtgUANHpJSUmyWCwO9Zw6dUrz5s0zKREAAAAuVdOXoxz98hQAAAAAc8XGxqq0tNShnpKSEsXGxpqUCAAAAJcKCwvT2LFjq60ZN26cwsLC3BMIAOowhm0BAI1aUVGRlixZ4lRvcnKyioqKXJwIAAAAlVm1alW1+z/66CM3JQEAAABQk7y8PKWnpzvVm56erry8PNcGAgAAQJViYmIUEhJS6b42bdpo/Pjxbk4EAHUTw7YAgEbN19dXUVFRTvWOHj1avr6+Lk4EAACASx05ckQLFiyotmb+/Pk6evSoewIBAAAAqFZAQIAiIiKc6o2IiFBAQIBrAwEAAKBK/v7+iouLq3TfCy+8IH9/fzcnAoC6iWFbAECjFxMTo9atWzvUExISwjf4AAAA3MBqterll19WcXFxtXXFxcWKj4+X1Wp1UzIAAAAA1UlMTJRhGA71GIahxMREkxIBAACgKtxXBYCaMWwLAGj0/P39ddNNNznUc9NNN/ENPgAAADfYsGGD0tLS7KpNS0vTxo0bTU4EAAAAwB7BwcG6+eabHerp1KmTgoODTUoEAACAyuTn52vWrFmV7ps1a5by8/PdnAgA6iaGbQEAjV52dra2bNniUM/XX3+t7OxskxIBAABAuniTNyEhwaGehIQEbv4CAAAAdUB2dra+//57h3r+/e9/c98VAADAzZKSkmSxWCrdd+rUKc2bN8/NiQCgbmLYFgDQ6MXGxqq0tNShntLSUsXGxpqUCAAAAFL1N3mrws1fAAAAoG7gvisAAEDdd+TIES1YsKDamvnz5+vo0aPuCQQAdRjDtgCARi0vL0/p6elO9aanpysvL8+1gQAAACBJKioq0pIlS5zqTU5OVlFRkYsTAQAAALAX910BAADqPqvVqpdfflnFxcXV1hUXFys+Pl5Wq9VNyQCgbmLYFgDQqAUEBCgiIsKp3oiICAUEBLg2EAAAACRJvr6+ioqKcqp39OjR8vX1dXEiAAAAAPbivisAAEDdt2HDBqWlpdlVm5aWpo0bN5qcCADqNoZtAQCNXmJiory8HPsj0dvbW4mJiSYlAgAAgCTFxMQoJCTEoZ42bdpo/PjxJiUCAAAAYK+ZM2e6tQ8AAAD2y8/PV0JCgkM9CQkJys/PNykRANR9DNsCABq94OBgRUdHO9QTHR2t4OBgkxIBAABAkvz9/RUXF+dQT1xcnPz9/U1KBAAAAMBeM2bMcGsfAAAA7JeUlCSLxeJQz6lTpzRv3jyTEgFA3cewLQAAkqZOnapmzZrZVdusWTM999xzJicCAACAJA0cOFC9e/e2qzYyMlIDBgwwOREAAACAmuTl5Sk9Pd2p3vT0dOXl5bk2EAAAAGyKioq0ZMkSp3qTk5NVVFTk4kQAUD8wbAsAgCSr1arCwkK7agsLC2W1Wk1OBAAAAEkyDEPTp0+Xj49PtXU+Pj6aNm2aDMNwUzIAAAAAVQkICFBERIRTvREREQoICHBtIAAAANj4+vpq5MiRTvWOGjVKvr6+Lk4EAPUDw7YAAEiKjY1VaWmpXbWlpaWaPHmyyYkAAABQJiwsTGPHjq22Zty4cQoLC3NPIAAAAAA1SkxMlJeXY7+K9Pb2VmJiokmJAAAAAABwHsO2AIBGLyMjQ5s3b3aoZ9OmTcrIyDAnEAAAAC4TExOjkJCQSve1adNG48ePd3MiAAAAANUJDg5WdHS0Qz3R0dEKDg42KREAAAAkqaioSCtWrHCqd/ny5SoqKnJxIgCoHxi2BQA0emPGjHGqz9EbxQAAAHCev7+/4uLiKt0XFxcnf39/NycCAAAAUJOpU6cqMDDQrtrAwEA999xz5gYCAACAfH19FRUV5VTv6NGj5evr6+JEAFA/MGwLAGjUcnJylJWV5VRvZmamcnJyXJwIAAAAVRk4cKB69+5dYVtkZKQGDBjgoUQAAAAAquPl5aVZs2bZVTtr1ix5efGrSwAAAHeo7kliVeEJYwAaO/7GCgBo1IKCgtSqVSunelu3bq2goCAXJwIAAEBVDMPQ9OnT5ePjI0lq0qSJpk+fLsMwPJwMAAAAQFUiIyN10003VVtz8803KzIy0k2JAAAAUN2TxKrCE8YANHYM2wIAGr3Fixc71bdo0SIXJwEAAEBNwsLCNHbsWEnS2LFj1aFDBw8nAgAAAFCTX375pVb7AQAA4HqVPUmsKjxhDAAYtgUAQKGhoWrfvr1DPe3bt1doaKhJiQAAAFCdmJgYdevWjUeWAQAAAPXAypUr9euvv1Zb88svv2j16tVuSgQAAADp4pPEnnjiCbtqn3jiCZ4wBqDRY9gWANDoZWdn68SJEw71ZGRkKDs726REAAAAqI6/v7/ef/99HlkGAAAA1HElJSX629/+ZlftzJkzVVJSYnIiAAAAlLFarfrggw/sql24cKGsVqvJiQCgbmPYFgDQ6MXGxjrcY7VaneoDAACAa/j6+no6AgAAAIAaxMbGqri42K7a4uJiTZ482eREAAAAKLNhwwalpaXZVZuWlqaNGzeanAgA6jaGbQEAjVpeXp7S09Od6k1PT1deXp5rAwEAAAAAAABAA5CRkaHNmzc71LNp0yZlZGSYEwgAAAA2+fn5SkhIcKgnISFB+fn5JiUCgLqPYVsAQKMWEBCgiIgIp3ojIiIUEBDg2kAAAAAAAAAA0ACMGTPGqb7o6GgXJwEAAMClkpKSZLFYHOo5deqU5s2bZ1IiAKj7GLYFADR6iYmJ8vJy7I9Eb29vJSYmmpQIAAAAAAAAAOqvnJwcZWVlOdWbmZmpnJwcFycCAABAmaKiIi1ZssSp3uTkZBUVFbk4EQDUDwzbAgAaveDgYIdXS4iOjlZwcLBJiQAAAAAAAACg/goKClKrVq2c6m3durWCgoJcnAgAAABlfH19FRUV5VTv6NGj5evr6+JEAFA/MGwLAICkqVOnKjAw0K7awMBAPffcc+YGAgAAAAAAAIB6bPHixU71LVq0yMVJAAAAcKmYmBiFhIQ41NOmTRuNHz/epEQAUPcxbAsAgCQvLy/NmjXLrtpZs2bJy4s/QgEAAAAAAACgKqGhoerbt69DPf369VNoaKg5gQAAAGDj7++vuLg4h3ri4uLk7+9vUiIAqPuYFAIA4H9FRkYqIiKi2pqIiAhFRka6JxAAAAAAAAAA1GOJiYny8fGxq9bHx0dvvPGGyYkAAABQZuDAgerdu7ddtZGRkRowYIDJiQCgbmPYFgCAchITE6tctdbb21uJiYluTgQAAAAAAAAA9ZO3t7dmzJhhV+2MGTPk7e1tciIAAACUMQxD06dPr/HLUT4+Ppo2bZoMw3BTMgComxi2BQCgnODgYEVHR1e6Lzo6WsHBwW5OBAAAAAAAAAD11/Dhw11aBwAAANcJCwtT586dq63p3LmzwsLC3BMIAOowhm0BALjE1KlTFRgYWGFbYGCgnnvuOc8EAgAAAAAAAIB66uWXX7arLiEhweQkAAAAuNSRI0e0b9++amv27duno0ePuicQANRhDNsCAHAJLy8vzZo1q8K2V199VV5e/LEJAAAAAAAAAPa6cOGClixZYlftokWLdOHCBZMTAQAAoIzVatXLL7+skpKSautKSkoUHx8vq9XqpmQAUDcxNQQAQCUiIyMVEREhSYqIiFDv3r09GwgAAAAAAAAA6pkHH3zQ1HoAAAA4b8OGDUpLS7OrNi0tTRs3bjQ5EQDUbQzbAgBQhcTERDVv3lyJiYmejgIAAAAAAAAA9cr+/ft14sQJh3pOnDih/fv3m5QIAAAAZfLz85WQkOBQT0JCgvLz801KBAB1H8O2AABUITg4WCkpKQoODvZ0FAAAAAAAAACoV6KiopzqGz16tIuTAAAA4FJJSUmyWCwO9Zw6dUrz5s0zKREA1H0M2wIAUI2AgABPRwAAAAAAAACAeuX48eMqLi52qvfChQs6fvy4ixMBAACgTFFRkZYsWeJUb3JysoqKilycCADqB4ZtAQAAAAAAAAAAALjMNddcIx8fH6d6mzRpomuuucbFiQAAAFDG19e3Vk8h8PX1dXEiAKgfGLYFAAAAAAAAAAAA4FK1WS0NAAAA5oqJiVFISIhDPW3atNH48eNNSgQAdR/DtgAAAAAAAAAAAABcqnPnzmrfvr1DPe3bt1fnzp1NSgQAAIAy/v7+iouLc6jnhRdekL+/v0mJAKDuY9gWAIBq7N6929MRAAAAUImcnBxPRwAAAABQg9jYWFPrAQAA4Dyr1erpCABQr/h4OkBdVVRUpI8//lhr167VoUOH9Ouvv6ply5Zq3769Bg8erJEjRyooKMgl50pLS9OIESOc7p89e7ZGjRp12fYTJ06oZ8+eDh0rLCxMqampTmcBgIbks88+0/PPP6+///3vuv/++z0dBwAAAP8rIyND999/vz777DOFhoZ6Og4AAACASuTn5+u1115zqGf27Nnq27cvK6YBAACYLD8/X7NmzXKoZ9asWbrzzju5VgPQaLGybSUOHz6sBx54QJMnT1ZKSopOnjypwsJCZWVlaffu3XrppZfUr18/ffXVV56OKklq1aqVpyMAQIP0/PPPV/hfAAAA1A1jxoxRaWmpoqOjPR0FAAAAQBWSkpJksVgc6jl16pTmzZtnUiIAAACU4VoNABzHyraX+PnnnzVq1CjbHyiGYahnz57q0KGDsrOztXXrVhUUFOjXX3/VH/7wByUnJ+vOO++s1TlDQkL05JNP2l3/9ddf68iRI5Kkq6++Wn369KmxJyAgQI888kiNdcHBwXbnAICGLCoq6rL3S5Ys8VAaAAAAlFm9erWysrIkSZmZmVq9erWGDx/u4VQAAAAAyisqKnL6fmpycrImTJggX19fF6cCAACAxLUaADiLYdtLTJw40TZoGxoaqvnz56tTp062/Tk5OZowYYK2bdumCxcu6I9//KPS0tLUsmVLp8953XXXKT4+3q7akpIS9ejRw/Z+2LBh8vGp+V9jYGCg3ecAgMbu/PnzSk9Pr7AtPT1d58+fV7NmzTwTCgAAACopKdHMmTMrbJs5c6aGDBkib29vD6UCAAAAcClfX19FRUU5tfLZ6NGjGd4AAAAwEddqAOAcL08HqEu++uor7dy5U9LFP1gWLlxYYdBWkoKCgrRgwQJ16NBBkpSbm6t//OMfbsu4efNm2wo+kjRixAi3nRsAGotevXo5tB0AAADuERsbq+Li4grbiouLNXnyZA8lAgAAAFCVmJgYhYSEONTTpk0bjR8/3qREAAAAKMO1GgA4jmHbchYuXGh7PWLECN10002V1vn7++v555+3vU9OTr7sl31mWblype11586ddfPNN7vlvADQWHz22We6cOFCpfsuXLigzz77zM2JAAAAIEkZGRnavHlzpfs2bdqkjIwM9wYCAAAAUC1/f3/FxcU51BMXFyd/f3+TEgEAAKAM12oA4DiGbf/XuXPnlJqaans/cuTIausHDx6s5s2bS7q4uu2OHTtMzSdJp0+f1oYNG2zvWdUWAFyv/JcpnNkPAAAAc4wZM6ba/dHR0W5KAgAAAMBeAwYMUGBgoF21gYGBuueee8wNBAAAABuu1QDAMQzb/q9du3apsLBQ0sVvb0RERFRb7+fnp+7du9velx/UNcsnn3yigoICSVKTJk00bNgw088JAI3JY489ZlddVFSUyUkAAABQ3sqVK5WVlVVtTWZmplavXu2mRAAAAADssXHjRuXm5tpVm5ub+//Zu//ouus6T/yv296GestAaIUmpZqMwAEHGUqra030OzAm7JQF0Vkp4zYtk3ISR3BgRY9ZG91Zj5M6F2eQQccfydKwks4IdZhFEVgSwAUJOksL+JMKTsMUmrS2taPltr1Nud8/oHdSSNLcNDc/msfjnB4/n/t5ve7n+aGe9vaT1/2848EHHyxuIAAA8nxWAyhMcqIDTBbPPvtsfvucc86JZPLo/2nOO++8eOSRRyIi4rnnnitatsM2bNiQ3/7DP/zDmDdv3oh7+/v745FHHomnn346du/eHSeccELMnTs3zj///Fi0aFGccMIJxYgMMGXs27cvfvSjH42o9qmnnop9+/bFG97whiKnAgDg0KFD8Zd/+Zcjqv3sZz8bl19+ecycObPIqQAAgKPJZDKRTqcL6kmn01FdXW15YgCAIvNZDaBwhm1f9ctf/jK/vXDhwhH1LFiwIL9d7GHbf/mXf4knnngiv3/FFVcU1N/X1zfkExtLS0tj1apV8dGPfjTmzJlzTDkBpqp3vetdBdc/9dRTxQkDAEDeddddF/39/SOq7e/vj+uvvz6+/OUvFzkVAABwNK2trdHX11dQT29vb7S1tcX1119fpFQAAET4rAYwGjMmOsBk8etf/zq/feqpp46o57TTTstvj/Sx6qP1rW99K799yimnxHvf+94xe+89e/bELbfcEsuWLTti6Hi0Xn755di2bduwvwAmk/vuuy8OHjxYUM/BgwfjvvvuK1IiAAAiIl544YX43ve+V1DPww8/HC+88EJxAgEAACOSzWZj/fr1o+rt6OiIbDY7xokAADjMZzWA0fFk21e99NJL+e3Zs2ePqGdg3cD+sZbL5eKuu+7K73/gAx+IkpKSEfWeeOKJcckll8SFF14Yb3vb26K8vDySyWTs3LkzNm3aFB0dHfHoo49GxCtP962rq4t77rkn5s2bN+q8O3bsiHe84x3D1tx7772ve+3888+PiFeGf59//vnXHZ89e3acffbZEfHKk3q3b9/+uprS0tKoqKiIiIjnn39+0CHo+fPnR1lZWUREbN68Ofbv3/+6moqKiigtLY2IiKeffnrQazj77LNj9uzZsX///ti8efOgNa7JNbmmqXFNn/jEJwY959F84hOfOOIp5wNN9DUNdLz8Prkm1+SaXJNrck2uafpd07XXXjto7dGsWrUq2tvbJ+U1DXS8/D65Jtfkmsbmmg7vA8DxoKSkJFasWBFtbW0F99bV1Y3452AAABTOZzWA0fFk21cdOHAgvz1r1qwR9Qz8y2OwG+9j5fHHH4+tW7fm96+44ooR9Z122mmxadOm+OIXvxiXX355nHHGGZFKpaKkpCQWLFgQl156aXzzm9+MdDodiUQiIiL+9V//NT7/+c8X5ToAJqOf//znE9oPAMDg/u3f/u2IVWgKsX379vi3f/u3MU4EAAAUorGxMf8llpEqLy+PhoaGIiUCAOCwxsbG/JeJR6q0tNRnNWBaS+RyudxEh5gMVq5cGQ899FBEvPLknDVr1hy156GHHoqVK1dGRMScOXPiF7/4RVGyfexjH4s777wzIiLOOeecePDBB8f8HH/1V38VX/rSlyIiYubMmbFx48Y49dRTC3qPJUuWRF9fX5x22mnx3e9+d9jaoZ4ECTARzj333FH3/vSnPx3DJAAADHTRRRfFjh07Cu6bP39+/t/4AHA8OHzvtaysLDZu3DjRcQBG7IEHHoiPfexjI66/+eabo7a2toiJAACIiMhkMlFbWzvoyj9DOeWUU+KBBx6IVCpVvGAAk5gn275qzpw5+e2RPqV2YN3A/rG0b9++uPfee/P7I32qbaH+/M//PGbPnh0REYcOHYpHHnlk1O81Y8aMWLBgwbC/ACaTv/7rvx7XPgAARub2228fVd83vvGNMU4CAACMRk1NzYifmFZaWhrvfe97ixsIAICIiGhtbS1o0DYi4te//nW0tbUVJxDAFGDY9lWnnHJKfvtXv/rViHoGPl2n0Eerj9S9994be/fujYhXnjj7gQ98oCjnmTNnTlxwwQX5/WeffbYo5wGYjJYtWxazZs0qqGfWrFmxbNmyIiUCACAiYuHChXHhhRcW1HPRRRfFwoULixMIAAAoSFdX14iHOPbs2VOU1R0BADhSNpuN9evXj6q3o6MjstnsGCcCmBoM277qjDPOyG+/8MILI+rZtm1bfvvMM88c80wRERs2bMhv/8Ef/EHMnz+/KOeJiCPee/fu3UU7D8Bk9Pjjjxe1HgCA0bnlllsimUyOqDaZTMbf/u3fFjkRAAAwEplMJtLpdEE96XQ6MplMkRIBABARUVJSEitWrBhVb11dXZSUlIxxIoCpwbDtq84666z89jPPPBP9/f1H7fnxj3+c3y7GsO22bdvisccey+9fccUVY36OgQbevEilUkU9F8Bk84Y3vCEWLVo0otpFixbFG97whuIGAgAgIl5Z5eUv/uIvRlT7F3/xFzFz5swiJwIAAEaitbU1+vr6Curp7e21NDEAwDhobGyMsrKygnrKy8ujoaGhSIkAJj/Dtq96+9vfHieccEJEvDJ0+vTTTw9bf+DAgdi0aVN+v7q6eswz3XXXXfHyyy9HRMTJJ58cF1988ZifY6Cf/OQn+e1C/0IFOB6MdKmM0S6pAQDA6PzxH/9xnHbaacPWzJ8/P/74j/94nBIBAADDsTQxAMDklkqloqmpqaCepqYmD+8DpjXDtq+aM2fOEQOzd95557D19913X+zduzciIkpLS2Pp0qVjnmnDhg357csuuyxmz5495uc47JFHHolt27bl99/1rncV7VwAk9lf//VfH9NxAACK4/bbbx/2+De+8Y1xSgIAAByNpYkBACa/2traqKqqGlFtdXV11NTUFDkRwORm2HaAq666Kr+9YcOG2Lx586B1+/btiy984Qv5/bq6ukgmk2Oa5cknn4znnnsuv798+fKC+rPZ7Ii/9btr16741Kc+ld8/66yz4rzzzivofADHi2XLlsWsWbMGPTZr1qxYtmzZOCcCACAiYuHChXHhhRcOeuyiiy6KhQsXjm8gACaVbDYb3/rWt2LlypXxH/7Df4i3vOUtccEFF8T73ve++NrXvha7d+8ueoYf//jHsXbt2li2bFlccMEF8bu/+7uxePHi+I//8T/GDTfcEN/61rdix44dRc8BMFlYmhgAYHJLJBLR3Nx81JmnZDIZa9asiUQiMU7JACYnw7YD1NTUxDvf+c6IiDhw4EBcddVV8bOf/eyImt27d8fq1aujp6cnIl55qu0111wz6Ptt3bo1Tj/99PyvO+64Y8RZBj7V9i1veUssWbKkoGvZvn17VFVVxVe+8pV44YUXBq3J5XLR1dUVl1xySf56EolEfOYzn4kZM/xfA5i+Hn/88YJeBwBgfNxyyy2vu/GbTCbjb//2bycoEQCTwXPPPReXXnppXH/99fHQQw/Fiy++GAcOHIgdO3bExo0b43Of+1xcdNFF8eCDDxbl/Dt37ow///M/jz/6oz+Kv/u7v4sf/ehHsWPHjshms7F9+/b4yU9+EnfccUdcf/31/s4CphVLEwMATH6VlZVRX18/bM3q1aujsrJyfAIBTGJj+zjW48CXv/zluPTSS2P79u2xdevWuPjii2Pp0qVRWVkZu3btikcffTT27dsXEa/8QO9rX/tanHzyyWOaIZvNxt13353fv+KKK0b1Pr29vdHS0hItLS3xpje9Kc4555yYO3duJJPJ2L17dzz55JPR19d3RM+nP/3peO9733tM+QGmuje84Q2xaNGieOqpp/KvXXDBBfGGN7xh4kIBABAzZ86Mv/iLv4jPfOYz+df+x//4HzFz5swJTAXARNq2bVtceeWV+fuciUQili5dGhUVFfn7ufv374+dO3fG1VdfHR0dHfHud797zM7/4osvxgc/+MH413/91/xrZ5xxRpxzzjlxyimnxL59++L555+Pn/70p/n7ygDTyeGlibu7u49aa2liAICJ0djYGN/5zndeN0MUYeUBgIEM277GggUL4s4774xrrrkmfvrTn0Yul4vHH3/8dU8znDdvXtx0003xnve8Z8wzdHV1xZ49eyIiYsaMGfHBD37wmN9z69atsXXr1iGPl5WVxec///m4+OKLj/lcAMeD9evXx7nnnpvf7+jomMA0AAAc9sd//MfxpS99KXbs2BHz58+PD3zgAxMdCYAJ9NGPfjT/w8CFCxfGunXrjvj3/O7du+MjH/lIfP/734+DBw/Ghz/84eju7h6TByj85je/iSuuuCI/aFtVVRWf/exn4/d+7/deV5vNZuOxxx6LvXv3HvN5AaaSw0sTX3755dHf3z9knaWJAQAmTiqVik9+8pNxww03vO7YJz/5SSsPALxqxkQHmIzOPPPMuOeee+Lmm2+Oiy66KBYsWBAlJSXxxje+MRYvXhyf/vSn43vf+17Rvl27YcOG/HZ1dXUsWLCg4PdYuHBhPPjgg3HjjTfG8uXLY9GiRfHmN785fud3fieSyWSUlpbG2WefHcuXL4+vfvWr8YMf/MCgLcBr/PVf//UR/wsAwORw++23x4wZM+Ib3/jGREcBYAI9+OCD8cMf/jAiIkpKSuK22247YtA2ImLu3LnR3t4eFRUVERGxZ8+e+MpXvjIm5//c5z4Xzz//fEREvO9974tvfvObgw7aHs530UUXxWWXXTYm5waYSixNDAAw+T399NMFvQ4wHSVyuVxuokNwfFiyZEn09fVFWVlZbNy4caLjAIyJjRs3xpIlSyY6BgAAr7F79+6YO3fuRMcAYAKtXLkyHnrooYiIWLFiRdx4441D1t51113x53/+5xERUVpaGk8//XQkk6Nf+O0nP/lJ/Mf/+B8j4pXV0h5++OE48cQTR/1+R+PeKzDV7dq1Ky688MJ4+eWXX3ds5syZ8fDDD8e8efMmIBkAAD6rAYyMJ9sCwDAM2gIATE4GbQGmt5deeikee+yx/P7y5cuHrb/kkktizpw5EfHK021/8IMfHNP5b7/99vz2n/7pnxZ10BbgeHD77bcPOrwREXHo0KHo6OgY50QAABx23XXXDftZ7brrrhvnRACTk2FbAAAAAACmlCeeeCIOHDgQERGpVCoWLVo0bP3s2bOP+ELtwEHdQh06dCjuvvvu/P4ll1wy6vcCmA62bNkS7e3tw9asW7cuenp6xicQAAB5jz76aDz11FPD1jz11FPH9O9ogOOFYVsAAAAAAKaUZ599Nr99zjnnRDKZPGrPeeedl99+7rnnRn3uZ555Jn77299GRMRJJ50UlZWV0d/fH3fccUcsX748Fi1aFL/7u78bS5Ysibq6uvhf/+t/5QeDAaabXC4Xa9eujf7+/mHr+vv7o6WlJXK53DglAwDg5Zdfjv/23/7biGo/+clPDvn0W4DpwrAtAAAAAABTyi9/+cv89sKFC0fUs2DBgvz2sQzbPv3000e857Zt2+L9739/3HDDDfHYY4/Fr371q8hms9HX1xcPP/xwrFmzJt7znvcc9UlBAMejzs7O6O7uHlFtd3d3dHV1FTkRAACH/c3f/E3s2bNnRLV79uyJm266qbiBACa5o3/dHwAAAAAAJpFf//rX+e1TTz11RD2nnXZafnukP0wczLZt247YX7lyZWzevDkiIs4888w4//zzY+bMmfHzn/88fvzjH0dExIsvvhgf/OAH46677orf//3fH/W5X3755ded/7UGDhUDTKRMJhPpdLqgnnQ6HdXV1ZFKpYqUCgCAiIhdu3bFN77xjYJ6vvGNb0R9fX3MmzevSKkAJjfDtgAAAAAATCkvvfRSfnv27Nkj6hlYN7C/UL/5zW/y288880xERLzhDW+IL37xi3HZZZcdUfvYY4/Fn/3Zn8Xu3btj37598ZGPfCQefvjhKCkpGdW5d+zYEe94xzuGrbn33ntf99r5558fEa8MGT///POvOz579uw4++yzIyKir68vtm/f/rqa0tLSqKioiIiI559/ftCB5fnz50dZWVlERGzevDn279//upqKioooLS2NiCOfEjzQ2WefHbNnz479+/fnB5ldk2tyTVPvmr75zW9GX1/foOccSm9vb7S1tcX1118/Ka/ptY6H3yfX5Jpck2tyTa7JNU3Pa/qLv/iLePnllwetH8qhQ4fiuuuui7Vr107KaxroePl9ck2uyTUd+zUdfr+xMGPM3gkAjkPZbHaiIwAAAACvceDAgfz2rFmzRtQzcMB1sJv5I5XJZF732pe+9KXXDdpGRFRXV0d7e3vMmPHKrfienp74p3/6p1GfG2CqOHjwYDzwwAOj6u3o6HBfFgCgiDKZTDz77LOj6n3qqacG/XcxwHSQyOVyuYkOwfFhyZIl0dfXF2VlZbFx48aJjgNwzDKZTHz4wx+Or3/965YtAwAAgElk5cqV8dBDD0VExLXXXhtr1qw5as9DDz0UK1eujIiIOXPmxC9+8YtRnbu5uTluu+22/P6SJUvi29/+9rA9jY2N8d3vfjciIi688MJYv359Qec8fO/1tNNOy7/PUBYsWFDQewMUy8033xxtbW0F9zU2Nsb1119fhEQAABy2YsWKeOqppwruW7RoUcH/pgU4XniyLQAMobW1NTZt2jSqG8IAAABA8cyZMye/PdKn1A6sG9h/LOeOiFi2bNlRewbWPPHEE6M+94wZM2LBggXD/gKYLBobG/NLhI5UeXl5NDQ0FCkRAACH3XLLLflVWEZq5syZccsttxQpEcDkZ9gWAAbR09MT7e3tERHR3t4ePT09ExsIAAAAyDvllFPy27/61a9G1LNjx478dmlp6ZicOyLirLPOOmrPwJq9e/fG3r17R31+gKkilUpFU1NTQT1NTU1WGQMAGAfz5s2LVatWFdSzatWqmDdvXpESAUx+hm0B4DVyuVy0tLREf39/REQcPHgwWlpaIpfLTXAyAAAAICLijDPOyG+/8MILI+rZtm1bfvvMM88ck3NHjOwpua+tMWwLTBe1tbVRVVU1otrq6uqoqakpciIAAA77+Mc/PuIvo5aWlsYNN9xQ3EAAk5xhWwB4jc7Ozuju7j7ite7u7ujq6pqgRAAAAMBAA58U+8wzz+S/MDucH//4x/ntYxm2Peecc47Yf+mll47a89qak046adTnB5hKEolENDc3RzKZHLYumUzGmjVrIpFIjFMyAABmzJgRN95444hqb7zxxpgxw5gZML35UxAABshkMpFOpwc9lk6nI5PJjHMiAAAA4LXe/va3xwknnBARr/xb/umnnx62/sCBA7Fp06b8fnV19ajP/eY3vzne/OY35/efffbZo/YMrCktLbVEOjCtVFZWRn19/bA1q1evjsrKyvEJBABAXnV1dSxatGjYmkWLFh3Tv6MBjheGbQFggNbW1ujr6xv0WG9vb7S1tY1zIgAABpPNZic6AgATaM6cOUf8oO/OO+8ctv6+++6LvXv3RsQrw65Lly49pvMvW7Ysv33//fcftX5gzbGeG2AqamxsjLKyskGPlZeXR0NDwzgnAgDgsFtuuWXIp9bOnDkzbrnllnFOBDA5GbYFgFdt2bIl2tvbh61Zt25d9PT0jE8gAAAGlclk4uqrr7bqAMA0d9VVV+W3N2zYEJs3bx60bt++ffGFL3whv19XV3fU5cyPZtWqVTFr1qyIiHjiiSfigQceGLL2ySefjPvuuy+/v3z58mM6N8BUlEqloqmpadBjTU1NnvgNADCB5s2bF6tWrRr02KpVq2LevHnjnAhgcjJsCwARkcvlYu3atdHf3z9sXX9/f7S0tEQulxunZAAAvFZra2ts2rTJqgMA01xNTU28853vjIiIAwcOxFVXXRU/+9nPjqjZvXt3rF69Ov/F2dLS0rjmmmsGfb+tW7fG6aefnv91xx13DHnuysrKI34Qee2118a99977urrHH388rrrqqjh06FBERCxevDguvvjigq4T4HhRW1sbVVVVR7xWXV0dNTU1E5QIAIDDPv7xj0dpaekRr5WWlsYNN9wwMYEAJqFj+/o+ABwnOjs7o7u7e0S13d3d0dXVFbW1tUVOBQDAa/X09ORXI2hvb4/LL788KisrJzYUABPmy1/+clx66aWxffv22Lp1a1x88cWxdOnSqKysjF27dsWjjz4a+/bti4iIZDIZX/va1+Lkk08ek3M3NzfHT37yk/jhD38YmUwmGhoa4qyzzorzzz8/Zs6cGT//+c/jRz/6Ub5+/vz58bWvfS0SicSYnB9gqkkkEtHc3ByXX3559Pf3x6xZs6K5udmfiwAAk8CMGTPixhtvjMbGxvxrX/jCF2LGDM9xBDjMn4gATHuZTCbS6XRBPel02rLFAADjLJfLRUtLS341goMHD1p1AGCaW7BgQdx5551x7rnnRsQrf1c8/vjj8Q//8A/xwAMP5Adt582bF7feemu85z3vGbNzn3DCCXHbbbfF+9///vxrzz77bHzrW9+KO+6444hB2wsuuCC+853vxOmnnz5m5weYiiorK6O+vj4iIurr66OiomKCEwEAcFh1dXUsWrQoIiIWLVr0ulUJAKY7w7YATHutra3R19dXUE9vb69liwEAxtlgqxEcXnUAgOnrzDPPjHvuuSduvvnmuOiii2LBggVRUlISb3zjG2Px4sXx6U9/Or73ve8VZZnyk046Kf7u7/4u/vEf/zE+9KEPxRlnnBFz5syJ2bNnx5ve9Ka4/PLL43/+z/9p0BZggJUrV8acOXOirq5uoqMAAPAan/rUp474XwD+XSLn8S+MkSVLlkRfX1+UlZXFxo0bJzoOwIhks9morq4e1VNqU6lUPPbYY1FSUlKEZAAADJTJZOKyyy4b9EtS5eXl8e1vfztSqdQEJAOA4nPvFTie3HzzzdHW1haNjY1x/fXXT3QcAAAGuOiii2LHjh0xf/78eOihhyY6DsCk4sm2AExrJSUlsWLFilH11tXVGbQFABgnw61GYNUBAACYGnp6eqK9vT0iItrb26Onp2diAwEAkHfXXXfFjh07IiJi+/btcdddd01wIoDJxbAtANNeY2NjlJWVFdRTXl4eDQ0NRUoEAMBAW7Zsyf9Afijr1q3zg3oAAJjEcrlctLS0RH9/f0REHDx4MFpaWsIinAAAE+/QoUPx2c9+9ojXPvvZz8ahQ4cmKBHA5GPYFoBpL5VKxSc/+cmCej75yU9aphgAYBzkcrlYu3Zt/gfyQ+nv7/eDegAAmMQ6Ozuju7v7iNe6u7ujq6trghIBAHDYdddd97p7sP39/XH99ddPUCKAycewLQBExNNPP13UegAARmewH8gPxQ/qAQBgcspkMpFOpwc9lk6nI5PJjHMiAAAOe+GFF+J73/veoMcefvjheOGFF8Y3EMAkZdgWgGlv165dcfvttxfUc/vtt8euXbuKlAgAgIjhfyA/FD+oBwCAyae1tTX6+voGPdbb2xttbW3jnAgAgMNWrlw57PFVq1aNUxKAyc2wLQDT3nXXXRcvv/xyQT2HDh2K6667rkiJAACIGP4H8kPxg3oAAJhctmzZEu3t7cPWrFu3Lnp6esYnEAAAeRs2bIgdO3YMW7N9+/a46667xikRwORl2BaAaW3v3r3x1FNPjar3qaeeir17945tIAAAIiIim83G+vXrR9Xb0dER2Wx2jBMBAACFyuVysXbt2ujv7x+2rr+/P1paWiKXy41TMgAADh06FH/5l385otrPfvazcejQoSInApjcDNsCMK2deOKJsWjRolH1Llq0KE488cSxDQQAQERElJSUxIoVK0bVW1dXFyUlJWOcCAAAKFRnZ2d0d3ePqLa7uzu6urqKnAgAgMOuu+66o34p6rD+/v64/vrri5wIYHIzbAvAtHfLLbfEjBmF/ZU4c+bMuOWWW4qUCACAiIjGxsYoKysrqKe8vDwaGhqKlAgAABipTCYT6XS6oJ50Oh2ZTKZIiQAAOOyFF16I733vewX1PPzww/HCCy8UJxDAFGDYFoBpb968ebFq1aqCelatWhXz5s0rUiIAACIiUqlUNDU1FdTT1NQUqVSqSIkAAICRam1tjb6+voJ6ent7o62trUiJAAA4bOXKlaPqK/Tn6gDHE8O2ABARH//4x6O0tHREtaWlpXHDDTcUNxAAABERUVtbG1VVVSOqra6ujpqamiInAgAAjiabzcb69etH1dvR0RHZbHaMEwEAcNju3btjx44do+rdvn177N69e4wTAUwNhm0BICJmzJgRN95444hqb7zxxpgxw1+hAADjIZFIRHNz84hq16xZE4lEosiJAACAoykpKYkVK1aMqreuri5KSkrGOBEAAIfNnTs3TjvttFH1zp8/P+bOnTvGiQCmBpNCAPCqBQsWjKju9NNPL3ISAAAG2rp164jqXnzxxSInAQAARqqxsTHKysoK6ikvL4+GhoYiJQIA4LDbb799VH3f+MY3xjgJwNRh2BYAIiKXy8XatWtHVNvS0hK5XK7IiQAAiIh4+eWX47/9t/82otpPfvKT8fLLLxc5EQAAMBKpVCqampoK6mlqaopUKlWkRAAAHLZw4cK48MILC+q56KKLYuHChcUJBDAFGLYFgIjo7OyM7u7uEdV2d3dHV1dXkRMBABAR8Td/8zexZ8+eEdXu2bMnbrrppuIGAgAARqy2tjYuuOCCEdUuXrw4ampqipwIAIDDbrnllpg5c+aIamfOnBl/+7d/W+REAJObYVsApr1MJhPpdLqgnnQ6HZlMpkiJAACIiNi1a1fBy5J94xvfiF27dhUpEQAAUCxWEwMAGF8zZsyIioqKEdVWVFTEjBnGzIDpzZ+CAEx7ra2t0dfXV1BPb29vtLW1FSkRAAAREdddd128/PLLBfUcOnQorrvuuiIlAgAACtHZ2RlPPvnkiGqffPJJK4oBAIyjzs7O+Jd/+ZcR1f7Lv/yLz2rAtGfYFoBpLZvNxvr160fV29HREdlsdowTAQAQEbF379546qmnRtX71FNPxd69e8c2EAAAUBArigEATF4+qwEUzrAtANNaSUlJrFixYlS9dXV1UVJSMsaJAACIiDjxxBNj0aJFo+pdtGhRnHjiiWMbCAAAKIgVxQAAJi+f1QAKZ9gWgGmvsbExysrKCuopLy+PhoaGIiUCACAi4pZbbokZMwq7dTFz5sy45ZZbipQIAAAYCSuKAQBMXj6rAYyOYVsApr1UKhVNTU0F9TQ1NUUqlSpSIgAAIiLmzZsXq1atKqhn1apVMW/evCIlAgAARsKKYgAAk5fPagCjY9gWACKitrY2qqqqRlRbXV0dNTU1RU4EAEBExMc//vEoLS0dUW1paWnccMMNxQ0EAACMSGNjY8yfP7+gnrKyMiuKAQCMA6u/AhTOsC0AREQikYjm5uZIJpPD1iWTyVizZk0kEolxSgYAML3NmDEjbrzxxhHV3njjjTFjhlsdAAAwGaRSqVi2bFlBPcuWLbOiGADAOLD6K0Dh/AQKAF5VWVkZ9fX1w9asXr06KisrxycQAAAR8crKAosWLRq2ZtGiRVFdXT0+gQAAgKPKZDJx//33F9Rz//33RyaTKVIiAAAGqq2tjQsuuGBEtYsXL7b6KzDtGbYFgAGGWy7DshgAABPnlltuGfKptTNnzoxbbrllnBMBAADDaW1tjb6+voJ6ent7o62trUiJAAB4LSu6AoycYVsAGGC45TIsiwEAMHHmzZsXq1atGvTYqlWrYt68eeOcCAAAGEo2m43169ePqrejoyOy2ewYJwIA4LU6Oztj06ZNI6rdtGlTdHV1FTkRwORm2BYAXmOw5TIsiwEAMPE+/vGPx+/8zu8c8dpJJ50UN9xwwwQlAgAABlNSUhLLly8fVe+VV14ZJSUlY5wIAICBMplMpNPpgnrS6XRkMpkiJQKY/AzbAsAgLJcBADD5JBKJeNOb3nTEawsXLvTZDQAAAACgAK2trdHX11dQT29vb7S1tRUpEcDkZ9gWAF5jsOUyLIsBADDxOjs742c/+9kRr/3sZz/zOQ0AACaZbDYbd95556h677jjjshms2OcCACAw7LZbKxfv35UvR0dHT6rAdOWYVsAGGC45TIsiwEAMHF8TgMAgKmjpKQkVqxYMareurq6KCkpGeNEAAAc5rMawOgYtgWAAYZbLsOyGAAAE8fnNAAAmFoaGxujrKysoJ7y8vJoaGgoUiIAAA7zWQ2gcIZtAeBVW7Zsifb29mFr1q1bFz09PeMTCACAiPA5DQAApqJUKhVNTU0F9TQ1NUUqlSpSIgAADvNZDaBwhm0BICJyuVysXbs2+vv7h63r7++PlpaWyOVy45QMAGB68zkNAACmrtra2qiqqhpRbXV1ddTU1BQ5EQAAh/msBlAYw7YAEBGdnZ3R3d09otru7u7o6uoqciIAACJ8TgMAgKkskUhEc3NzJJPJYeuSyWSsWbMmEonEOCUDAMBnNYDCGLYFYNrLZDKRTqcL6kmn05HJZIqUCACACJ/TAADgeFBZWRn19fXD1qxevToqKyvHJxAAAHk+qwGMnGFbAKa91tbW6OvrK6int7c32traipQIAIAIn9MAAOB40djYGKWlpYMeO+WUU6KhoWF8AwEAkNfY2BhlZWWDHisvL/dZDeBVhm0BmNay2WysX79+VL0dHR2RzWbHOBEAABE+pwEAwHSRy+UmOgIAwLSWSqWiqalp0GNNTU2RSqXGORHA5GTYFoBpraSkJFasWDGq3rq6uigpKRnjRAAARPicBgAAx5PW1tbYs2fPoMf27NljdQoAgAlWW1sbVVVVR7xWXV0dNTU1E5QIYPIxbAvAtDfcshhDsVwGAEDx+ZwGAABT35YtW6K9vX3YmnXr1kVPT8/4BAIA4HUSiUQ0NzdHMpmMiIhZs2ZFc3NzJBKJCU4GMHkYtgVg2htuWYyhWC4DAKD4fE4DAICpLZfLxdq1a6O/v3/Yuv7+/mhpaYlcLjdOyQAAeK3Kysqor6+PiIj6+vqoqKiY4EQAk4thWwCIwZfFGIrlMgAAxo/PaQAAMHV1dnZGd3f3iGq7u7ujq6uryIkAABhOY2NjLF682OphAIMwbAsA8fplMYaSTCZjzZo1lssAABgnPqcBAMDUlMlkIp1OF9STTqcjk8kUKREAAEeTSqXi1ltvtXoYwCAM2wLAqwYuizGU1atXR2Vl5fgEAgAgInxOAwCAqai1tTX6+voK6unt7Y22trYiJQIAYCRKSkomOgLApGTYFgAGaGxsjPnz5w96rKyszHIZAAATpLGxMcrKygY9Vl5e7nMaAABMItlsNtavXz+q3o6Ojshms2OcCAAAAI6NYVsAGCCVSsWyZcsGPbZs2TLLZQAATJBUKhVNTU2DHmtqavI5DQAAJpGSkpJYsWLFqHrr6uo8TQ0AAIBJx7AtAAyQyWTi/vvvH/TY/fffH5lMZpwTAQBwWG1tbVRVVR3xWnV1ddTU1ExQIgAAYCjDrU4xFKtWAAAAMFkZtgWAAVpbW6Ovr2/QY729vdHW1jbOiQAAOCyRSERzc3Mkk8mIiJg1a1Y0NzdHIpGY4GQAAMBrDbc6xVCsWgEAAMBkZdgWAF61ZcuWaG9vH7Zm3bp10dPTMz6BAAB4ncrKyqivr4+IiPr6+qioqJjgRAAAwFAGW51iKFatAAAAYDIzbAsAEZHL5WLt2rXR398/bF1/f3+0tLRELpcbp2QAALxWY2NjLF682PKyAAAwyb12dYqhJJPJWLNmjVUrAAAAmLQM2wJARHR2dkZ3d/eIaru7u6Orq6vIiQAAGEoqlYpbb73V8rIAADAFDFydYiirV6+OysrK8QkEAAAAo2DYFoBpL5PJRDqdLqgnnU5HJpMpUiIAAI6mpKRkoiMAAAAj1NjYGGVlZYMeKy8vt2oFAAAAk55hWwCmvdbW1ujr6yuop7e3N9ra2oqUCAAAAADg+JFKpaKpqWnQY01NTVatAAAAYNIzbAvAtJbNZmP9+vWj6u3o6IhsNjvGiQAAAAAAjj+1tbVRVVV1xGvV1dVRU1MzQYkAAABg5AzbAjCtlZSUxIoVK0bVW1dXZ/liAAAAAIARSCQS0dzcHMlkMiIiZs2aFc3NzZFIJCY4GQAAA3ngFMDgDNsCMO01NjZGWVlZQT3l5eXR0NBQpEQAAAAAAMefysrKqKuri4hXHmZQUVExwYkAABgok8nE1VdfHZlMZqKjAEw6hm0BmPZSqVQ0NTUV1PPJT34yUqlUkRIBAAAAAAAAwPhqbW2NTZs2RVtb20RHAZh0DNsCQETkcrmJjgAAAAAAcFzr6emJjo6OiIjo6OiInp6eiQ0EAEBeT09PtLe3R0REe3u7z2oAr2HYFoBpL5PJxI033lhQz4033mjpDAAAAACAEcrlctHS0hL9/f0REXHw4MFoaWnxIAQAgEnAZzWAozNsC8C019raGn19fQX19Pb2WjoDAAAAAGCEOjs7o7u7+4jXuru7o6ura4ISAQBwmM9qAEdn2BaAaS2bzcb69etH1dvR0RHZbHaMEwEAAAAAHF8ymUyk0+lBj6XTaauIAQBMIJ/VAEbGsC0A01pJSUmsWLFiVL11dXVRUlIyxokAAAAAAI4vw60uZhUxAICJ5bMawMgYtgVg2mtsbIyysrKCesrLy6OhoaFIiQAAAAAAjg9btmyJ9vb2YWvWrVsXPT094xMIAIA8n9UARs6wLQDTXiqViqampoJ6mpqaIpVKFSkRAAAAAMDUl8vlYu3atdHf3z9sXX9/f7S0tEQulxunZAAA+KwGUBjDtgAQEbW1tVFVVTWi2urq6qipqSlyIgAAAACAqa2zszO6u7tHVNvd3R1dXV1FTgQAwGE+qwEUxrAtAEREIpGI5ubmSCaTw9Ylk8lYs2ZNJBKJcUoGAAAAADD1ZDKZSKfTBfWk0+nIZDJFSgQAwGE+qwEUzrAtALyqsrIy6uvrh61ZvXp1VFZWjk8gAAAAAIApqrW1Nfr6+grq6e3tjba2tiIlAgDgMJ/VAApn2BYABmhsbIyysrJBj5WXl0dDQ8M4JwIAAAAAmFqy2WysX79+VL0dHR2RzWbHOBEAAIf5rAYwOoZtAWCAVCoVTU1Ngx775Cc/GalUapwTAQAAAABMLSUlJbFixYpR9dbV1UVJSckYJwIA4DCf1QBGx7AtALxGLpeb6AgAAAAAAFPacKuIDcXqYgAA48NnNYDCGbYFgAEymUzceOONgx678cYbI5PJjHMiAAAAAICpZ7hVxIbS1NRkdTEAgHHgsxpA4QzbAsAAra2t0dfXN+ix3t7eaGtrG+dEAAAAAABTU21tbVxwwQUjql28eHHU1NQUOREAAIfV1tZGVVXViGqrq6t9VgOmPcO2APCqLVu2RHt7+7A169ati56envEJBAAAAAAwTeRyuYmOAAAwrSQSiWhubo5kMjlsXTKZjDVr1kQikRinZACTk2FbAIhXbuSuXbs2+vv7h63r7++PlpYWN34BAAAAAI6is7MznnzyyRHVPvnkk9HV1VXkRAAADFRZWRn19fXD1qxevToqKyvHJxDAJGbYFgDilZu+3d3dI6rt7u520xcAAAAAYBiZTCbS6XRBPel0OjKZTJESAQAwmMbGxpg/f/6gx8rKyqKhoWGcEwFMToZtAZj23PQFAAAAABhbra2t0dfXV1BPb29vtLW1FSkRAACDSaVSsWzZskGPLVu2LFKp1DgnApicDNsCMO256QsAAAAAMHay2WysX79+VL0dHR2RzWbHOBEAAEPJZDJx//33D3rs/vvv9xAqgFcZtgVgWnPTFwAAAABgbJWUlMSKFStG1VtXVxclJSVjnAgAgKEM93AqD6EC+HeGbQGY1tz0BQAAAAAYe42NjVFWVlZQT3l5eTQ0NBQpEQAAr7Vly5Zob28ftmbdunXR09MzPoEAJjHDtgBMe276AgAAAACMrVQqFU1NTQX1NDU1RSqVKlIiAAAGyuVysXbt2ujv7x+2rr+/P1paWiKXy41TMoDJybAtANOem74AAAAAAGOvtrY2qqqqRlRbXV0dNTU1RU4EAMBhnZ2d0d3dPaLa7u7u6OrqKnIigMnNsC0AhJu+AAAAAABjLZFIRHNzc8yYMfyPJGfMmBFr1qyJRCIxTskAAKa3TCYT6XS6oJ50Oh2ZTKZIiQAmP8O2ABD/ftM3mUwOW5dMJt30BQAAAAAYoVwud9Qlhy1JDAAwvlpbW6Ovr6+gnt7e3mhraytSIoDJz7AtALyqsrIy6uvrh61ZvXp1VFZWjk8gAAAAAIApLJfLxdq1a0c0bNvS0mLoFgBgHGSz2Vi/fv2oejs6OiKbzY5xIoCpwbAtAAzQ2NgYZWVlgx4rLy+PhoaGcU4EAAAAADA1dXZ2Rnd394hqu7u7o6urq8iJAAAoKSmJFStWjKq3rq4uSkpKxjgRwNRg2BYABkilUtHU1DTosaampkilUuOcCAAAAABg6slkMpFOpwvqSafTkclkipQIAIDDhnsI1VA8nAqY7gzbAsBr1NbWRlVV1RGvVVdXR01NzQQlAgAAAACYWlpbW6Ovr6+gnt7e3mhraytSIgAADhvuIVRD8XAqYLozbAsAr5FIJKK5uTmSyWRERMyaNSuam5sjkUhMcDIAAAAAgMkvm83G+vXrR9Xb0dER2Wx2jBMBAPBagz2EaigeTgVg2BYABlVZWRn19fUREVFfXx8VFRUTnAgAAAAAYGooKSmJFStWjKq3rq4uSkpKxjgRAACv9dqHUA0lmUzGmjVrPJwKmPYM2wLAEBobG2Px4sXR0NAw0VEAAAAAAKaUxsbGKCsrK6invLzc/VgAgHE08CFUQ1m9enVUVlaOTyCAScywLQAMIZVKxa233hqpVGqiowAAAAAATCmpVCqampoK6mlqanI/FgBgnA33JSlfhgL4d4ZtAWAYlisDAAAAABid2trauOCCC0ZUu3jx4qipqSlyIgAAXmu4L0n5MhTAvzNsCwAAAAAAABRFIpGY6AgAABxFbW1tVFVVHfFadXW1L0MBDGDYFgAAAAAAABhznZ2dsWnTphHVbtq0Kbq6uoqcCACAwSQSiWhubo5kMhkREbNmzYrm5mZfnAIYwLAtAAAAAAAAMKYymUyk0+mCetLpdGQymSIlAgBgOJWVlVFfXx8REfX19VFRUTHBiQAmF8O2AAAAAAAAwJhqbW2Nvr6+gnp6e3ujra2tSIkAADiaxsbGWLx4cTQ0NEx0FIBJx7AtAAAAAAAAMGay2WysX79+VL0dHR2RzWbHOBEAACORSqXi1ltvjVQqNdFRACYdw7YAAAAAAADAmCkpKYkVK1aMqreuri5KSkrGOBEAACPlsxjA4AzbAgAAAAAAAGOqsbExysrKCuopLy+3ZDEAAACTkmFbAAAAAAAAYEylUqloamoqqKepqcmSxQAAAExKhm0BAAAAAACAMVdbWxtVVVUjqq2uro6ampoiJwIAAIDRMWwLAAAAAAAAjLlEIhHNzc2RTCaHrUsmk7FmzZpIJBLjlAwAAAAKY9gWAAAAAAAAKIrKysqor68ftmb16tVRWVk5PoEAAABgFAzbAgAAAAAAAEXT2NgYZWVlgx4rLy+PhoaGcU4EAAAAhTFsCwAAAAAAABRNKpWKpqamQY81NTVFKpUa50QAAABQGMO2AAAAAAAAQFHV1tbGBRdccMRrixcvjpqamglKBAAAACNn2BYAAAAAAAAoukQiMdERAAAAYFQM2wIAAAAAAABF1dnZGZs2bTritU2bNkVXV9cEJQIAAICRM2wLAAAAAAAAFE0mk4l0Oj3osXQ6HZlMZpwTAQAAQGEM2wLAMLLZ7ERHAAAAAACY0lpbW6Ovr2/QY729vdHW1jbOiQAAAKAwyYkOMFlls9n49re/HXfffXds3rw5du7cGSeffHK86U1viksuuSSWL18ec+fOHZNzdXd3xxVXXDHq/ptuuimuvPLKo9Y9+uijsWHDhti0aVP09fXFCSecEOXl5fEHf/AH8aEPfSjOPPPMUWcAOB5lMpn48Ic/HF//+tcjlUpNdBwAAAAAgClny5Yt0d7ePmzNunXr4vLLL4/KysrxCQUAAAAF8mTbQTz33HNx6aWXxvXXXx8PPfRQvPjii3HgwIHYsWNHbNy4MT73uc/FRRddFA8++OBER42IiNNOO23Y47/97W/jIx/5SPzJn/xJ/OM//mNs2bIl9u3bF3v27Imf//zn8bWvfS1qamriS1/60jglBpgaWltbY9OmTZ6qAAAAAAAwCrlcLtauXRv9/f3D1vX390dLS0vkcrlxSgYAAACF8WTb19i2bVtceeWV+aVsEolELF26NCoqKmLXrl3x6KOPxv79+2Pnzp1x9dVXR0dHR7z73e8+pnOWlZXFn/7pn464/v/+3/8bW7ZsiYiIU089Nd7znvcMWXvw4MG4+uqr47HHHsu/ds4558Tb3va2OHDgQPzzP/9zbN++PQ4ePBh/9Vd/Ff39/fGxj31s1NcCcLzo6enJP22hvb3dUxUAAAAAAArU2dkZ3d3dI6rt7u6Orq6uqK2tLXIqAAAAKJxh29f46Ec/mh+0XbhwYaxbty7OPffc/PHdu3fHRz7ykfj+978fBw8ejA9/+MPR3d0dJ5988qjP+Za3vCVaWlpGVHvo0KF4+9vfnt//wAc+EMnk0L+NN998c37Qdvbs2XHTTTfF5Zdfnj+ezWbjxhtvjK9+9asREfE3f/M3sXTp0njXu941mksBOC7kcrloaWnJP23h4MGD0dLSEq2trZFIJCY4HQAAAADA5JfJZCKdThfUk06no7q6OlKpVJFSAQAAwOjMmOgAk8mDDz4YP/zhDyMioqSkJG677bYjBm0jIubOnRvt7e1RUVERERF79uyJr3zlK+OW8Xvf+17s2LEjv3/FFVcMWbtz585obW3N7/+P//E/jhi0jXjlOj/96U/H+973voh4ZcDs85///BinBphaBnvawuGnKgAAAAAAcHStra35B9yMVG9vb7S1tRUpEQAAAIyeYdsBbrvttvz2FVdcEW9961sHrUulUvGJT3wiv9/R0ZF/+mGxbdiwIb/9tre9LX7v935v2NpMJhMRrzw9t66ubsjaT3/60zFjxiv/d9i4cWP85Cc/GaPEAFPLcE9bSKfT+T9XAQAAAAAYXDabjfXr14+qt6OjI7LZ7BgnAgAAgGNj2PZVL730Ujz22GP5/eXLlw9bf8kll8ScOXMi4pWn2/7gBz8oar6IiH/7t3+Lzs7O/P5wT7WNiLj//vvz28uXLx926fPTTz89qqur8/v33XffMSQFmLqGe9qCpyoAAAAAABxdSUlJrFixYlS9dXV1UVJSMsaJAAAA4NgYtn3VE088EQcOHIiIV55cu2jRomHrZ8+eHUuWLMnvDxzULZbvfOc7sX///oiImDVrVnzgAx8Ysnb//v2xadOm/P673vWuo75/VVVVfns8rgdgstmyZUu0t7cPW7Nu3bro6ekZn0AAAAAAAFNUY2NjlJWVFdRTXl4eDQ0NRUoEAAAAo2fY9lXPPvtsfvucc86JZDJ51J7zzjsvv/3cc88VJddAGzZsyG//4R/+YcybN2/I2l/+8pfx8ssvR0REIpGIt73tbUd9/4HXM/C/B8B0kMvlYu3atdHf3z9sXX9/f7S0tEQulxunZAAAAAAAU08qlYqmpqaCepqamiKVShUpEQAAAIyeYdtX/fKXv8xvL1y4cEQ9CxYsyG8Xe9j2X/7lX+KJJ57I719xxRXD1g+8nje+8Y0xe/bso57j9NNPz2/v2bMndu3aNYqkAFNTZ2dndHd3j6i2u7s7urq6ipwIAAAAAGBqq62tPWJlxeFUV1dHTU1NkRMBAADA6Bi2fdWvf/3r/Papp546op7TTjstv71nz56xjnSEb33rW/ntU045Jd773vcOWz/wet74xjeO6Byvve6B71GIl19+ObZt2zbsL4DJJJPJRDqdLqgnnU5HJpMpUiIAAAAAgKkvkUhEc3PzUVeUTCaTsWbNmkgkEuOUDAAAAAoz/L9sp5GXXnopvz2Sp8C+tm5g/1jL5XJx11135fc/8IEPRElJybA9AwfARnM9r32PQuzYsSPe8Y53DFtz7733vu61888/PyJeGVx+/vnnB8139tlnR0REX19fbN++/XU1paWlUVFRERERzz///KBD0PPnz4+ysrKIiNi8eXPs37//dTUVFRVRWloaERFPP/30oNdw9tlnx+zZs2P//v2xefPmQWtck2tyTVPjmr75zW9GX1/foOcdSm9vb7S1tcWFF144Ka9poOPl98k1uSbX5Jpck2tyTa7JNbkm1+SajudrOrwPAMebysrKqKuri9tuu23ImpUrV0ZlZeW4ZQIAAIBCebLtqw4cOJDfnjVr1oh6Bg68Dnbjfaw8/vjjsXXr1vz+FVdccdSegXmONph72AknnDDkewAcrw4ePBgPPPDAqHo7Ojri4MGDY5wIAAAAAAAAAACYTBK5XC430SEmg5UrV8ZDDz0UERHXXnttrFmz5qg9Dz30UKxcuTIiIubMmRO/+MUvipLtYx/7WNx5550REXHOOefEgw8+eNSer371q/GXf/mXERFxwQUXxD333HPUnn379sWZZ56Z37/vvvvi93//90ecc8mSJdHX1xennXZafPe73x22dsGCBSN+X4Biu/nmm6Otra3gvsbGxrj++uuLkAgAAADg3x2+91pWVhYbN26c6DgABdmyZUu8//3vj/7+/iFrkslk3H333Z5uCwAAwKSVnOgAk8WcOXPy2yN9ouvAuoH9Y2nfvn1x77335vdH8lTbiIhUKpXfHs31vPY9CjFjxgzDtMCU0tjYGN/5zneir69vxD3l5eXR0NBQxFQAAAAAAFNbLpeLtWvXDjtoGxHR398fLS0t0draGolEYpzSAQAAwMjNmOgAk8Upp5yS3/7Vr341op4dO3bkt0tLS8c6UkRE3HvvvbF3796IiJg5c2Z84AMfGFHfwOvZuXPniHpee90D3wPgeJZKpaKpqamgnqamplF/KQEAAAAAYDro7OyM7u7uEdV2d3dHV1dXkRMBAADA6Bi2fdUZZ5yR337hhRdG1LNt27b89plnnjnmmSIiNmzYkN/+gz/4g5g/f/6I+gZez86dO0f0dNsXX3wxv11aWhrz5s0rICnA1FZbWxtVVVUjqq2uro6ampoiJwIAAAAAmLoymUyk0+mCetLpdGQymSIlAgAAgNEzbPuqs846K7/9zDPPHHU5m4iIH//4x/ntYgzbbtu2LR577LH8/hVXXDHi3jPOOCNmzHjltzeXy8VPf/rTo/YMvJ6B/z0ApoNEIhHNzc2RTCaHrUsmk7FmzRpLmQEAAAAADKO1tTX6+voK6unt7Y22trYiJQIAAIDRM2z7qre//e1xwgknRMQr37R9+umnh60/cOBAbNq0Kb9fXV095pnuuuuuePnllyMi4uSTT46LL754xL2zZ8+OxYsX5/cff/zxo/b84Ac/yG8X43oAJrvKysqor68ftmb16tVRWVk5PoEAAAAAAKagbDYb69evH1VvR0dHZLPZMU4EAAAAx8aw7avmzJlzxIDpnXfeOWz9fffdF3v37o2IiNLS0li6dOmYZ9qwYUN++7LLLovZs2cX1P9Hf/RH+e2jXc+LL74Y3//+9wftBZhOGhsbo6ysbNBj5eXl0dDQMM6JAAAAAACmlpKSklixYsWoeuvq6qKkpGSMEwEAAMCxMWw7wFVXXZXf3rBhQ2zevHnQun379sUXvvCF/H5dXd1Rlx0v1JNPPhnPPfdcfn/58uUFv8cVV1wRqVQqIiJ++ctfxt///d8PWbt27do4dOhQREQsWbIkzjvvvILPB3A8SKVS0dTUNOixpqam/J+rAAAAAAAMbbgHGwzFAw8AAACYrAzbDlBTUxPvfOc7IyLiwIEDcdVVV8XPfvazI2p2794dq1evjp6enoh45am211xzzaDvt3Xr1jj99NPzv+64444RZxn4VNu3vOUtsWTJkgKvJuKNb3xjNDY25vc/85nPxLe//e0jag4ePBhr166N//2//3f+tU996lMFnwvgeFJbWxtVVVVHvFZdXR01NTUTlAgAAAAAYGoZ7sEGQ/HAAwAAACarsX0c63Hgy1/+clx66aWxffv22Lp1a1x88cWxdOnSqKysjF27dsWjjz4a+/bti4iIZDIZX/va1+Lkk08e0wzZbDbuvvvu/P4VV1wx6vf6r//1v8b/+3//Lx577LHYv39/fOQjH4lbbrkl3va2t8WBAwfihz/8YWzfvj1f/4lPfCLe9a53HVN+gKkukUhEc3NzXH755dHf3x+zZs2K5ubmSCQSEx0NAAAAAGDKOPxgg+7u7qPWeuABAAAAk5kn277GggUL4s4774xzzz03IiJyuVw8/vjj8Q//8A/xwAMP5Adt582bF7feemu85z3vGfMMXV1dsWfPnoiImDFjRnzwgx8c9XvNmjUr/uf//J9x2WWX5V/7+c9/Hhs2bIhvf/vb+UHbWbNmRVNTU3zsYx87puwAx4vKysqor6+PiIj6+vqoqKiY4EQAAAAAAFPL4QcbzJgx/I8kZ8yYEWvWrPHAAwAAACYtT7YdxJlnnhn33HNP3H333XH33XfH5s2bY+fOnXHSSSfFm9/85rjkkkviyiuvjLlz5xbl/Bs2bMhvV1dXx4IFC47p/U466aT42te+Fv/lv/yX2LBhQ2zatCm2b98es2bNigULFsQf/MEfxIc+9KE466yzjjU6wHGlsbExNm7cGA0NDRMdBQAAAABgSsrlcpHL5Y5aAwAAAJNZIudfr4yRJUuWRF9fX5SVlcXGjRsnOg7AmMhms1FSUjLRMQAAAIBpzL1XYKrK5XLR2NgY3d3dR62tqqqK1tZWT7cFAABgUhp+zRYAmOYM2gIAAAAAjE5nZ+eIBm0jIrq7u6Orq6vIiQAAOJpsNjvREQAmJcO2AAAAAAAAwJjKZDKRTqcL6kmn05HJZIqUCACAo8lkMnH11Vf7TAYwCMO2AAAAAAAAwJhqbW2Nvr6+gnp6e3ujra2tSIkAADia1tbW2LRpk89kAIMwbAsAAAAAAACMmWw2G+vXrx9Vb0dHh6WLAQAmQE9PT7S3t0dERHt7e/T09ExsIIBJxrAtAAAAAAAAMGZKSkpixYoVo+qtq6uLkpKSMU4EAMBwcrlctLS0RH9/f0REHDx4MFpaWiKXy01wMoDJw7AtAAAAAAAAMKYaGxujrKysoJ7y8vJoaGgoUiIAAIbS2dkZ3d3dR7zW3d0dXV1dE5QIYPIxbAsAAAAAAACMqVQqFU1NTQX1NDU1RSqVKlIiAAAGk8lkIp1OD3osnU5HJpMZ50QAk5NhWwAAAAAAAGDM1dbWRlVV1Yhqq6uro6ampsiJAAB4rdbW1ujr6xv0WG9vb7S1tY1zIoDJybAtAAAAAAAAMOYSiUQ0NzdHMpkcti6ZTMaaNWsikUiMUzIAACIitmzZEu3t7cPWrFu3Lnp6esYnEMAkZtgWAAAAAAAAKIrKysqor68ftmb16tVRWVk5PoEAAIiIiFwuF2vXro3+/v5h6/r7+6OlpSVyudw4JQOYnAzbAgAAAAAAAEXT2NgYZWVlgx4rLy+PhoaGcU4EAEBnZ2d0d3ePqLa7uzu6urqKnAhgcjNsCwAAAEw52Wx2oiMAAAAjlEqloqmpadBjTU1NkUqlxjkRAMD0lslkIp1OF9STTqcjk8kUKRHA5GfYFgAAAJhSMplMXH311W7sAgDAFFJbWxtVVVVHvFZdXR01NTUTlAgAYPpqbW2Nvr6+gnp6e3ujra2tSIkAJj/DtgAAAMCU0traGps2bXJjFwAAppBEIhHNzc2RTCYjImLWrFnR3NwciURigpMBAEwv2Ww21q9fP6rejo4Oq44B05ZhWwAAAGDK6Onpifb29oiIaG9vj56enokNBAAAjFhlZWXU19dHRER9fX1UVFRMcCIAgOmnpKQkVqxYMareurq6KCkpGeNEAFODYVsAAABgSsjlctHS0hL9/f0REXHw4MFoaWmJXC43wckAAICRamxsjMWLF0dDQ8NERwEAmLYaGxujrKysoJ7y8nKf4YBpzbAtAAAAMCV0dnZGd3f3Ea91d3dHV1fXBCUCAAAKlUql4tZbb41UKjXRUQAApq1UKhVNTU0F9TQ1NfkMB0xrhm0BAACASS+TyUQ6nR70WDqdjkwmM86JAACA0bL0MADAxKutrY2qqqoR1VZXV0dNTU2REwFMboZtAQAAgEmvtbU1+vr6Bj3W29sbbW1t45wIAAAAAGDqSiQS0dzcHMlkcti6ZDIZa9asiUQiMU7JACYnw7YAAADApLZly5Zob28ftmbdunXR09MzPoEAAAAAAI4DlZWVUV9fP2zN6tWro7KycnwCAUxihm0BAACASSuXy8XatWujv79/2Lr+/v5oaWmJXC43TskAAAAAAKa+xsbGKCsrG/RYeXl5NDQ0jHMigMnJsC0AAAAwaXV2dkZ3d/eIaru7u6Orq6vIiQAAAAAAjh+pVCqampoGPdbU1BSpVGqcEwFMToZtAQAAgEkpk8lEOp0uqCedTkcmkylSIgAAAACA409tbW1UVVUd8Vp1dXXU1NRMUCKAycewLQAAADAptba2Rl9fX0E9vb290dbWVqREAAAAAADHn0QiEc3NzZFMJiMiYtasWdHc3ByJRGKCkwFMHoZtAQAAgEknm83G+vXrR9Xb0dER2Wx2jBMBAAAAABy/Kisro76+PiIi6uvro6KiYoITAUwuhm0BAACASaekpCRWrFgxqt66urooKSkZ40QAAAAAAMe3xsbGWLx4cTQ0NEx0FIBJx7AtAAAAMCk1NjZGWVlZQT3l5eVuBAMAAAAAjEIqlYpbb701UqnUREcBmHQM2wIAAACTUiqViqampoJ6mpqa3AgGAAAAABglq4YBDM6wLQAAADBp1dbWRlVV1Yhqq6uro6ampsiJAAAAAAAAmG4M2wIAAACTViKRiObm5kgmk8PWJZPJWLNmTSQSiXFKBgAAAAAAwHRh2BYAAACY1CorK6O+vn7YmtWrV0dlZeX4BAIAAAAAAGBaMWwLAAAATHqNjY1RVlY26LHy8vJoaGgY50QAAAAAAABMF4ZtAQAAgEkvlUpFU1PToMeampoilUqNcyIAAAAAAACmC8O2AAAAwJRQW1sbVVVVR7xWXV0dNTU1E5QIAAAAAACA6cCwLQAAADAlJBKJaG5ujmQyGRERs2bNiubm5kgkEhOcDAAAAAAAgOOZYVsAAABgyqisrIz6+vqIiKivr4+KiooJTgQAAAAAAMDxzrAtAAAAMKU0NjbG4sWLo6GhYaKjAAAAAAAAMA0YtgUAAACmlFQqFbfeemukUqmJjgIAAIxCNpud6AgAAABQkOREBwAAAAAoVElJyURHAGASyWaz8e1vfzvuvvvu2Lx5c+zcuTNOPvnkeNOb3hSXXHJJLF++PObOnTtm57vjjjvihhtuKKjnQx/6UPz1X//1mGUAmKoymUx8+MMfjq9//eu+QAcAAMCU4cm2AAAAAABMWc8991xceumlcf3118dDDz0UL774Yhw4cCB27NgRGzdujM997nNx0UUXxYMPPjjRUQGIiNbW1ti0aVO0tbVNdBQAAAAYMU+2BQAAAABgStq2bVtceeWV0dfXFxERiUQili5dGhUVFbFr16549NFHY//+/bFz5864+uqro6OjI9797nePaYYzzzxzRO/59re/fUzPCzAV9fT0RHt7e0REtLe3x+WXXx6VlZUTGwoAAABGwLAtAAAAAABT0kc/+tH8oO3ChQtj3bp1ce655+aP7969Oz7ykY/E97///Th48GB8+MMfju7u7jj55JPHLMMFF1wQLS0tY/Z+AMerXC4XLS0t0d/fHxERBw8ejJaWlmhtbY1EIjHB6QAAAGB4MyY6AAAAAAAAFOrBBx+MH/7whxERUVJSErfddtsRg7YREXPnzo329vaoqKiIiIg9e/bEV77ylXHPCkBEZ2dndHd3H/Fad3d3dHV1TVAiAAAAGDnDtgAAAAAATDm33XZbfvuKK66It771rYPWpVKp+MQnPpHf7+joyD9VEYDxkclkIp1OD3osnU5HJpMZ50QAAABQGMO2AAAAAABMKS+99FI89thj+f3ly5cPW3/JJZfEnDlzIuKVp9v+4Ac/KGo+AI7U2toafX19gx7r7e2Ntra2cU4EAAAAhTFsCwAAAADAlPLEE0/EgQMHIuKVJ9cuWrRo2PrZs2fHkiVL8vsDB3UBKK4tW7ZEe3v7sDXr1q2Lnp6e8QkEAAAAo5Cc6AAAAAAAAFCIZ599Nr99zjnnRDJ59Fvd5513XjzyyCMREfHcc8+NWZbf/OY38Z3vfCd+8YtfxG9+85v4nd/5nZg/f34sWbIk3vrWt0YikRizcwFMNblcLtauXRv9/f3D1vX390dLS0u0trb6cxMAAIBJybAtAAAAAABTyi9/+cv89sKFC0fUs2DBgvz2WA7b/p//83/i//yf/zPosd/93d+Na6+9Nv7kT/7E8BgwLXV2dkZ3d/eIaru7u6Orqytqa2uLnAoAAAAKZ9gWAAAAAIAp5de//nV++9RTTx1Rz2mnnZbf3rNnz1hHGtSWLVviE5/4RNx///3x1a9+NVKp1DG938svvxzbtm0btmbgUDHARMpkMpFOpwvqSafTUV1dfcx/XgIAAMBYM2wLAAAAAMCU8tJLL+W3Z8+ePaKegXUD+0fr9NNPj0svvTTe/e53xznnnBPz5s3LD8N+//vfj3Xr1uWfoNvV1RXXXntt3HrrrTFjxoxRn3PHjh3xjne8Y9iae++993WvnX/++RHxypDx888//7rjs2fPjrPPPjsiIvr6+mL79u2vqyktLY2KioqIiHj++ecHHVieP39+lJWVRUTE5s2bY//+/a+rqaioiNLS0oiIePrppwe9hrPPPjtmz54d+/fvj82bNw9a45pck2ua/Nf0zW9+M/r6+gY951B6e3ujra0trr/++kl5Ta91PPw+uSbX5Jpck2tyTa7JNbkm1+SaXNPxfE2H328sjP6uHgAAAAAATIADBw7kt2fNmjWinpKSkvz2YDfzC/FHf/RH8YMf/CD++3//7/GHf/iHsWDBgjjhhBPiDW94Q5xxxhlx1VVXRWdnZ1x55ZX5ngceeCD+6Z/+6ZjOCzBVHDx4MB544IFR9XZ0dEQ2mx3jRAAAAHBsErlcLjfRITg+LFmyJPr6+qKsrCw2btw40XEAAAAAgOPUypUr46GHHoqIiGuvvTbWrFlz1J6HHnooVq5cGRERc+bMiV/84hdFzRgR8fLLL8cHP/jB+OEPfxgREeecc048+OCDBb/P4Xuvp512Wnz3u98dtnbBggWjygow1m6++eZoa2sruK+xsTGuv/76IiQCAACA0fNkWwAAAAAAppQ5c+bkt0f6lNqBdQP7i2nGjBnxsY99LL//zDPPxLZt247p/RYsWDDsL4DJorGxMb9E6EiVl5dHQ0NDkRIBAADA6Bm2BQAAAABgSjnllFPy27/61a9G1LNjx478dmlp6VhHGtLSpUtj1qxZ+f3nnntu3M4NMJFSqVQ0NTUV1NPU1BSpVKpIiQAAAGD0DNsCAAAAADClnHHGGfntF154YUQ9A58oe+aZZ455pqHMmjUr5s6dm9/fvXv3uJ0bYKLV1tZGVVXViGqrq6ujpqamyIkAAABgdAzbAgAAAAAwpZx11ln57WeeeSb6+/uP2vPjH/84vz2ew7YREZlMJr/tiY3AdJJIJKK5uTmSyeSwdclkMtasWROJRGKckgEAAEBhDNsCAAAAADClvP3tb48TTjghIl4ZZH366aeHrT9w4EBs2rQpv19dXV3UfAM9//zz8dvf/ja/P3/+/HE7N8BkUFlZGfX19cPWrF69OiorK8cnEAAAAIyCYVsAAAAAAKaUOXPmHDEwe+eddw5bf99998XevXsjIqK0tDSWLl1a1HwDffOb38xvn3TSSXHuueeO27kBJovGxsYoKysb9Fh5eXk0NDSMcyIAAAAojGFbAAAAAACmnKuuuiq/vWHDhti8efOgdfv27YsvfOEL+f26urqjLmc+nJdeemnEtf/v//2/aG1tze+/733vO6ZzA0xVqVQqmpqaBj3W1NQUqVRqnBMBAABAYQzbAgAAAAAw5dTU1MQ73/nOiIg4cOBAXHXVVfGzn/3siJrdu3fH6tWro6enJyJeeartNddcM+j7bd26NU4//fT8rzvuuGPQunvuuSf+03/6T7Fhw4b4zW9+M2jN/v3749Zbb40/+ZM/if3790dExMknnxw33HDDaC4V4LhQW1sbVVVVR7xWXV0dNTU1E5QIAAAARs5X6AEAAAAAmJK+/OUvx6WXXhrbt2+PrVu3xsUXXxxLly6NysrK2LVrVzz66KOxb9++iIhIJpPxta99LU4++eRjPu9TTz0V//W//tdIJpNx5plnxhlnnBGlpaVx6NCh6Ovri40bN8Zvf/vbfP3s2bNj3bp1MX/+/GM+N8BUlUgkorm5OS6//PLo7++PWbNmRXNzcyQSiYmOBgAAAEdl2BYAAAAAgClpwYIFceedd8Y111wTP/3pTyOXy8Xjjz8ejz/++BF18+bNi5tuuine8573jOn5+/v745lnnolnnnlmyJoLLrggvvjFL8ZZZ501pucGmIoqKyujvr4+2traor6+PioqKiY6EgAAAIyIYVsAAAAAAKasM888M+655564++674+67747NmzfHzp0746STToo3v/nNcckll8SVV14Zc+fOHZPzvf/974+3vOUtsXHjxti4cWM8//zzsXv37vj1r38duVwufud3fife9KY3xeLFi+PSSy+N//Af/sOYnBfgeNHY2BgbN26MhoaGiY4CAAAAI5bI5XK5iQ7B8WHJkiXR19cXZWVlsXHjxomOAwAAAABwXHDvFTjeZLPZKCkpmegYAAAAMGIzJjoAAAAAAAAAMH0YtAUAAGCqMWwLAAAAAAAAAAAAAEMwbAsAAAAAAAAAAAAAQzBsCwAAAAAAAAAAAABDMGwLAAAAAAAAAAAAAEMwbAsAAAAAAAAAAAAAQzBsCwAAAAAAAAAAAABDMGwLAAAAAAAAAAAAAEMwbAsAAAAAAAAAAAAAQzBsCwAAAAAAAAAAAABDMGwLAAAAAAAAAAAAAEMwbAsAAAAAAAAAAAAAQzBsCwAAAEw52Wx2oiMAAAAAAAAwTRi2BQAAAKaUTCYTV199dWQymYmOAgAAAAAAwDRg2BYAAACYUlpbW2PTpk3R1tY20VEAAAAAAACYBgzbAgAAAFNGT09PtLe3R0REe3t79PT0TGwgAAAAAAAAjnuGbQEAAIApIZfLRUtLS/T390dExMGDB6OlpSVyudwEJwMAAAAAAOB4ZtgWAAAAmBI6Ozuju7v7iNe6u7ujq6trghIBAAAAAAAwHRi2BQAAACa9TCYT6XR60GPpdDoymcw4JwIAAAAAAGC6MGwLAAAATHqtra3R19c36LHe3t5oa2sb50QAAAAAAABMF4ZtAQAAgElty5Yt0d7ePmzNunXroqenZ3wCAQAAAAAAMK0YtgUAAAAmrVwuF2vXro3+/v5h6/r7+6OlpSVyudw4JQMAAAAAAGC6MGwLAAAATFqdnZ3R3d09otru7u7o6uoqciIAAAAAAACmG8O2AAAAwKSUyWQinU4X1JNOpyOTyRQpEQAAAAAAANORYVsAAABgUmptbY2+vr6Cenp7e6Otra1IiQAAAAAAAJiODNsCAAAAk042m43169ePqrejoyOy2ewYJwIAAAAAAGC6MmwLAAAATDolJSWxYsWKUfXW1dVFSUnJGCcCAAAAAABgujJsCwAAAExKjY2NUVZWVlBPeXl5NDQ0FCkRAAAAAAAA05FhWwAAAGBSSqVS0dTUVFBPU1NTpFKpIiUCAAAAAABgOjJsCwAAAExatbW1UVVVNaLa6urqqKmpKXIiAAAAAAAAphvDtgAAAMCklUgkorm5OZLJ5LB1yWQy1qxZE4lEYpySAQAAAAAAMF0YtgUAAAAmtcrKyqivrx+2ZvXq1VFZWTk+gQAAAAAAAJhWDNsCAAAAk15jY2OUlZUNeqy8vDwaGhrGOREAAAAAAADThWFbAAAAYNJLpVLR1NQ06LGmpqZIpVLjnAgAAAAAAIDpwrAtAAAAMCXU1tZGVVXVEa9VV1dHTU3NBCUCAAAAAABgOjBsCwAAAEwJiUQimpubI5lMRkTErFmzorm5ORKJxAQnAwAAAAAA4Hhm2BYAAACYMiorK6O+vj4iIurr66OiomKCEwEAAAAAAHC8M2wLAAAATCmNjY2xePHiaGhomOgoAAAAAAAATAPJiQ4AAAAAUIhUKhW33nprlJSUTHQUAAAAAAAApgFPtgUAAACmHIO2AAAAAAAAjBfDtgAAAAAAAAAAAAAwBMO2AAAAAAAAAAAAADAEw7YAAAAAAAAAAAAAMATDtgAAAAAAAAAAAAAwBMO2AAAAAAAAAAAAADAEw7YAAAAAAAAAAAAAMATDtgAAAAAAAAAAAAAwBMO2AAAAAAAAAAAAADAEw7YAAAAAAAAAAAAAMATDtgAAAAAAAAAAAAAwBMO2AAAAAAAAAAAAADAEw7YAAAAAAAAAAAAAMATDtgAAAAAAAAAAAAAwBMO2AAAAAAAAAAAAADAEw7YAAAAAAAAAAAAAMATDtgAAAAAAAAAAAAAwBMO2AAAAAAAAAAAAADAEw7YAAAAAAAAAAAAAMATDtgAAAAAAAAAAAAAwBMO2AAAAAAAAAAAAADAEw7YAAAAAAAAAAAAAMATDtgAAAAAAAAAAAAAwBMO2AAAAAAAAAAAAADAEw7YAAAAAAAAAAAAAMITkRAeYrLLZbHz729+Ou+++OzZv3hw7d+6Mk08+Od70pjfFJZdcEsuXL4+5c+cWNcOPf/zj+M53vhOPPvpo9PX1xZ49e+KUU06JU089Nc4999yoqqqK/+//+//itNNOG7R/69atsXTp0oLOWVlZGY899thYxAcAAAAAAAAAAACY8gzbDuK5556La665Jn76058e8fqOHTtix44dsXHjxvjqV78aN910U7z3ve8d8/Pv3LkzPvvZz8Zdd931umPbt2+P7du3x09+8pO444474k//9E+jpaVlzDMAAAAAAAAAAAAAYNj2dbZt2xZXXnll9PX1RUREIpGIpUuXRkVFRezatSseffTR2L9/f+zcuTOuvvrq6OjoiHe/+91jdv4XX3wxPvjBD8a//uu/5l8744wz4pxzzolTTjkl9u3bF88//3z89Kc/jX379o34fU888cT44Ac/eNS6efPmjSo3AAAAAAAAAAAAwPHIsO1rfPSjH80P2i5cuDDWrVsX5557bv747t274yMf+Uh8//vfj4MHD8aHP/zh6O7ujpNPPvmYz/2b3/wmrrjiivygbVVVVXz2s5+N3/u933tdbTabjcceeyz27t07ovcuLS31BFwAAAAAAAAAAACAAs2Y6ACTyYMPPhg//OEPIyKipKQkbrvttiMGbSMi5s6dG+3t7VFRUREREXv27ImvfOUrY3L+z33uc/H8889HRMT73ve++OY3vznooO3hfBdddFFcdtllY3JuAAAAAAAAAAAAAF7PsO0At912W377iiuuiLe+9a2D1qVSqfjEJz6R3+/o6Ij+/v5jOvdPfvKT+Pu///uIiFiwYEF84QtfiJkzZx7TewIAAAAAAAAAAABwbAzbvuqll16Kxx57LL+/fPnyYesvueSSmDNnTkS88nTbH/zgB8d0/ttvvz2//ad/+qdx4oknHtP7AQAAAAAAAAAAAHDsDNu+6oknnogDBw5ExCtPrl20aNGw9bNnz44lS5bk9wcO6hbq0KFDcffdd+f3L7nkklG/FwAAAAAAAAAAAABjJznRASaLZ599Nr99zjnnRDJ59P805513XjzyyCMREfHcc8+N+tzPPPNM/Pa3v42IiJNOOikqKyujv78//vEf/zH+8R//MX7xi1/Ev/3bv8XcuXPjrW99a9TW1saf/MmfxAknnDDic/T398cjjzwSTz/9dOzevTtOOOGEmDt3bpx//vmxaNGigt4LAAAAAAAAAAAAYLowbPuqX/7yl/nthQsXjqhnwYIF+e1jGbZ9+umnj3jPbdu2xYc//OF48sknj6jr6+uLvr6+ePjhh+Pv/u7vorW19ahP4B3Y+6EPfWjQY6WlpbFq1ar46Ec/GnPmzBn1dQAcj7LZbJSUlEx0DAAAAACA44b7rgAAAEw1MyY6wGTx61//Or996qmnjqjntNNOy2/v2bNn1Ofetm3bEfsrV67MD9qeeeaZ8Z//83+O5cuXx3nnnZevefHFF+ODH/xg/OhHPxr1eQ/bs2dP3HLLLbFs2bIjho5H6+WXX45t27YN+wtgKshkMnH11VdHJpOZ6CgAAAAAAMcF910BAACYijzZ9lUvvfRSfnv27Nkj6hlYN7C/UL/5zW/y288880xERLzhDW+IL37xi3HZZZcdUfvYY4/Fn/3Zn8Xu3btj37598ZGPfCQefvjhIb/9e+KJJ8Yll1wSF154YbztbW+L8vLySCaTsXPnzti0aVN0dHTEo48+GhGvPN23rq4u7rnnnpg3b96or2fHjh3xjne8Y9iae++993WvnX/++RHxyvDv888//7rjs2fPjrPPPjsiXnlS7/bt219XU1paGhUVFRER8fzzzw86BD1//vwoKyuLiIjNmzfH/v37X1dTUVERpaWlEXHkk4cHOvvss2P27Nmxf//+2Lx586A1rsk1uaapfU2f//znY9OmTfGXf/mXceWVVx4X13Q8/j65JtfkmlyTa3JNrsk1uSbX5Jpc0/FwTYf3AeB419raGps2bYq2tra4/vrrJzoOAAAAjIgn277qwIED+e1Zs2aNqGfggOtgN95HarBv7n7pS1963aBtRER1dXW0t7fHjBmv/Nb19PTEP/3TPw36vqeddlps2rQpvvjFL8bll18eZ5xxRqRSqSgpKYkFCxbEpZdeGt/85jcjnU5HIpGIiIh//dd/jc9//vOjvhaA40VPT098+9vfjoiI7373u9Hb2zvBiQAAAAAApraenp5ob2+PiIj29vbo6emZ2EAAAAAwQolcLpeb6BCTwcqVK+Ohhx6KiIhrr7021qxZc9Sehx56KFauXBkREXPmzIlf/OIXozp3c3Nz3Hbbbfn9JUuW5Ae8htLY2Bjf/e53IyLiwgsvjPXr14/q3If91V/9VXzpS1+KiIiZM2fGxo0b49RTTy3oPZYsWRJ9fX1x2mmn5bMNZcGCBaPOClBsuVwuGhsbo7u7O/9aVVVVtLa25r+cAAAAADBeDt97LSsri40bN050HIBRcd8VAACAqcyTbV81Z86c/PZIn1I7sG5g/7GcOyJi2bJlR+0ZWPPEE0+M+tyH/fmf/3nMnj07IiIOHToUjzzyyKjfa8aMGbFgwYJhfwFMZp2dnUfc8I2I6O7ujq6urglKBAAAAAAwtbnvCgAAwFRm2PZVp5xySn77V7/61Yh6duzYkd8uLS0dk3NHRJx11llH7RlYs3fv3ti7d++ozx/xysDvBRdckN9/9tlnj+n9AKaqTCYT6XR60GPpdDoymcw4JwIAAAAAmNrcdwUAAGCqM2z7qjPOOCO//cILL4yoZ9u2bfntM888c0zOHTGyp+S+tuZYh20jIubPn5/f3r179zG/H8BU1NraGn19fYMe6+3tjba2tnFOBAAAAAAwtbnvCgAAwFRn2PZVA58U+8wzz0R/f/9Re3784x/nt49l2Pacc845Yv+ll146as9ra0466aRRn/+wgd8aTqVSx/x+AFPNli1bor29fdiadevWRU9Pz/gEAgAAAACY4tx3BQAA4Hhg2PZVb3/72+OEE06IiFeGTp9++ulh6w8cOBCbNm3K71dXV4/63G9+85vjzW9+c37/2WefPWrPwJrS0tIxGY79yU9+kt8uKys75vcDmEpyuVysXbv2qF+26O/vj5aWlsjlcuOUDAAAAABganLfFQAAgOOFYdtXzZkz54iB2TvvvHPY+vvuuy/27t0bEa8Muy5duvSYzr9s2bL89v3333/U+oE1x3ruiIhHHnkktm3blt9/17vedczvCTCVdHZ2Rnd394hqu7u7o6urq8iJAAAAAACmNvddAQAAOF4Yth3gqquuym9v2LAhNm/ePGjdvn374gtf+EJ+v66uLpLJ5DGde9WqVTFr1qyIiHjiiSfigQceGLL2ySefjPvuuy+/v3z58tfVZLPZyGazIzr3rl274lOf+lR+/6yzzorzzjtvpNEBprxMJhPpdLqgnnQ6HZlMpkiJAAAAAACmNvddAQAAOJ4Yth2gpqYm3vnOd0ZExIEDB+Kqq66Kn/3sZ0fU7N69O1avXh09PT0R8cpTba+55ppB32/r1q1x+umn53/dcccdQ567srIyVq1ald+/9tpr4957731d3eOPPx5XXXVVHDp0KCIiFi9eHBdffPHr6rZv3x5VVVXxla98JV544YVBz5nL5aKrqysuueSS/PUkEon4zGc+EzNm+L8GMH20trZGX19fQT29vb3R1tZWpEQAAAAAAFOb+64AAAAcTxK5XC430SEmk23btsWll14a27dvj4hXhk+XLl0alZWVsWvXrnj00Udj3759ERGRTCajo6Mj3vOe9wz6Xlu3bo2lS5fm92+66aa48sorhzz3gQMH4kMf+lD88Ic/zL921llnxfnnnx8zZ86Mn//85/GjH/0of2z+/Pnxne98J04//fSjnvtNb3pTnHPOOTF37txIJpOxe/fuePLJJ193k+Mzn/lM/Nmf/dlw/4mGtGTJkujr64uysrLYuHHjqN4DYLxls9morq4e1dMSUqlUPPbYY1FSUlKEZAAAAACvcO8VmGrcdwUAAOB4k5zoAJPNggUL4s4774xrrrkmfvrTn0Yul4vHH388Hn/88SPq5s2bFzfddNOQg7ajccIJJ8Rtt90Wn/rUp+J//+//HRERzz77bDz77LOvq73gggvi61//+qCDtoPZunVrbN26dcjjZWVl8fnPf37Qp+QCHM9KSkpixYoVo3paQl1dnRu+AAAAAACv4b4rAAAAxxvDtoM488wz45577om777477r777ti8eXPs3LkzTjrppHjzm98cl1xySVx55ZUxd+7cMT/3SSedFH/3d38XK1eujG9961vxz//8z9HX1xeHDh2KU089NRYvXhyXXXZZ/NEf/VEkEokh32fhwoXx4IMPxsaNG+OJJ56IX/ziF7F79+749a9/Hfv27YsTTzwx5s+fH+eff35cdNFFsWzZspg1a9aYXw/AVNDY2Bjf+c53ClrSrLy8PBoaGoqYCgAAAABg6nLfFQAAgONJIpfL5SY6BMcHS5kBU9kDDzwQH/vYx0Zcf/PNN0dtbW0REwEAAAC8wr1XYKpy3xUAAIDjxYyJDgAAk0FtbW1UVVWNqLa6ujpqamqKnAgAAAAAYGpz3xUAAIDjhWFbAIiIRCIRzc3NkUwmh61LJpOxZs2aSCQS45QMAAAAAGBqct8VAACA44VhWwB4VWVlZdTX1w9bs3r16qisrByfQAAAAAAAU5z7rgAAABwPDNsCwACNjY1RVlY26LHy8vJoaGgY50QAAAAAAFOb+64AAABMdYZtAWCAVCoVTU1Ngx5ramqKVCo1zokAAAAAAKY2910BAACY6gzbAsBr1NbWRlVV1RGvVVdXR01NzQQlAgAAAACY2tx3BQAAYCozbAsAr5FIJKK5uTmSyWRERMyaNSuam5sjkUhMcDIAAAAAgKnJfVcAAACmMsO2ADCIysrKqK+vj4iI+vr6qKiomOBEAAAAAABTm/uuAAAATFWGbQFgCI2NjbF48eJoaGiY6CgAAAAAAMcF910BAACYipITHQAAJqtUKhW33nprlJSUTHQUAAAAAIDjgvuuAAAATEWebAsAw3DDFwAAAABgbLnvCgAAwFRj2BYAAAAAAAAAAAAAhmDYFgAAAAAAAAAAAACGYNgWAAAAAAAAAAAAAIZg2BYAAAAAAAAAAAAAhmDYFgAAAAAAAAAAAACGYNgWAAAAAAAAAAAAAIZg2BYAAAAAAAAAAAAAhmDYFgAAAAAAAAAAAACGYNgWAAAAAAAAAAAAAIZg2BYAAAAAAAAAAADg/2/v3oO0qus/gL+XRVaQiwgSuqaOSt5NTBlZdeyXpOYtczQbLRUbL3kp745hlBqlThJmmhaGeZkimUlj8lKWaLhOSi2OKKWOhshFhWUFZV3c5fn9QT6yydklWdxdeL3+8Zx9vue7n6N/+PCeN+dAAWVbAAAAAAAAAAAAACigbAsAAAAAAAAAAAAABZRtAQAAAAAAAAAAAKCAsi0AAAAAAAAAAAAAFFC2BQAAAAAAAAAAAIACyrYAAAAAAAAAAAAAUEDZFgAAAAAAAAAAAAAKKNsCAAAAAAAAAAAAQAFlWwAAAAAAAAAAAAAooGwLAAAAAAAAAAAAAAWUbQEAAAAAAAAAAACggLItAAAAAAAAAAAAABRQtgUAAAAAAAAAAACAAsq2AAAAAAAAAAAAAFBA2RYAAAAAAAAAAAAACijbAgAAAAAAAAAAAEABZVsAAAAAAAAAAAAAKKBsCwAAAAAAAAAAAAAFlG0BAAAAAAAAAAAAoICyLQCswfz581NdXZ3q6urMnz+/s8cBAOA/fE8DAIDuy/d5AICuy3c1gLYp2wIAAAAAAAAAAABAAWVbAAAAAAAAAAAAACigbAsAAAAAAAAAAAAABZRtAQAAAAAAAAAAAKCAsi0AAAAAAAAAAAAAFFC2BQAAAAAAAAAAAIACyrYAAAAAAAAAAAAAUEDZFgAAAAAAAAAAAAAKVJRKpVJnD8GGYbvttktzc3N69OiRIUOGdPY4AOtk5cqVeeONN5IkQ4YMSY8e/n4KAEBX4HsasCEbMmRIHnzwwc4egy5I9gpsKHyfBwDounxXAzZUHZW79uyAWSDJqv/pvv/PhQsXdvI0AB3n/T9QAADQtfieBsDGQvYKbIh8nwcA6Lp8VwP4MGVbOkxVVVWamppSWVmZQYMGdfY4AAAAANCteGIpRWSvAAAAAPDRdFTuWlEqlUodshMAAAAAAAAAAAAAbGB6dPYAAAAAAAAAAAAAANBVKdsCAAAAAAAAAAAAQAFlWwAAAAAAAAAAAAAooGwLAAAAAAAAAAAAAAWUbQEAAAAAAAAAAACggLItAAAAAAAAAAAAABRQtgUAAAAAAAAAAACAAsq2ANCG+vr6jB8/PkcddVR22223fPKTn0x1dXWqq6szefLkzh4PAAAAAKDbkbsCAADQ3fTs7AEAoKuaM2dOjjvuuCxcuLCzRwEAAAAA2CDIXQEAAOiOlG0BoMDll19eDnw33XTTHHTQQRk6dGgqKyuTJMOGDevM8QAAAAAAuh25KwAAAN1RRalUKnX2EADQ1bz++uvZZ599kiRVVVV55JFHssMOO3TyVAAAAAAA3ZfcFQAAgO6qR2cPAABd0axZs8rHI0aMEPgCAAAAAKwjuSsAAADdlbItAKzBW2+9VT4eMmRIJ04CAAAAALBhkLsCAADQXSnbAsAavPfee+XjHj387xIAAAAAYF3JXQEAAOiuKkqlUqmzhwCArqC2tjYnnHDCWq094YQTMmHChPU7EADARqK6urp8PG/evCSrXi97991354knnsjChQuTJDvvvHOOP/74fPWrX03Pnj1b7fHMM89k0qRJqaury7x581JVVZVdd901J510Uo477riP72YAAIBW5K4AAJ1D7grQsXq2vwQAAADg43PLLbfk2muvTUtLS6uf19XVpa6uLn/605/yy1/+MlVVVWlpacmVV16ZO++8s9XaxsbGPPnkk3nyySfzyCOP5KabbkplZeXHeRsAAAAAAF2G3BVg3SjbAsB/DB06NKeddlqS5KWXXsr06dOTJDvttFMOPPDAVmv32Wefj3s8AICNwl133ZVx48YlSXbdddfsvvvuqaysTF1dXV544YUkybRp0/Kd73wn119/fa644orcc8896dGjRz796U9n2LBhWblyZZ566qm8+uqrSZL7778/u+22W84777xOuy8AANhYyV0BADqf3BVg3VWUSqVSZw8BAF3N5MmTc9FFFyXx6jIAgPVt9deZVVVVZcCAAbn55ptTU1PTat2tt96aa665JknSs2fPjBkzJldddVWGDRuWm2++Obvvvnt5bUtLS66++upMnDgxSbLZZptl5syZ6dOnz8dwRwAAwJrIXQEAPj5yV4CO1aOzBwAAAAB4X0VFRX7zm998KPBNkrPPPjsHHXRQkqS5uTlXXXVVBg8enClTprQKfJOksrIyY8eOzY477pgkeeedd/LII4+s/xsAAAAAAOhi5K4A607ZFgAAAOgyTj755Oy8886Fnx977LGtzs8///wMHjx4jWsrKytz9NFHl89nzpzZESMCAAAAAHQrcleAdadsCwAAAHQZRx11VJuf77LLLq3OjzzyyDbXrx4gz50796MPBgAAAADQTcldAdadsi0AAADQZbT1dIUkGTBgQPm4f//+2Wqrrdpcv/nmm5ePly1btk6zAQAAAAB0R3JXgHWnbAsAAAB0Gf3792/z8549e5aP+/Xr1+5+q69vbm7+6IMBAAAAAHRTcleAdadsCwAAAHQZFRUV62UtAAAAAMDGSu4KsO6UbQEAAAAAAAAAAACggLItAAAAAAAAAAAAABRQtgUAAAAAAAAAAACAAsq2AAAAAAAAAAAAAFBA2RYAAAAAAAAAAAAACijbAgAAAAAAAAAAAEABZVsAAAAAAAAAAAAAKKBsCwAAAAAAAAAAAAAFlG0BAAAAAAAAAAAAoEBFqVQqdfYQAAAAAAAAAAAAANAVebItAAAAAAAAAAAAABRQtgUAAAAAAAAAAACAAsq2AAAAAAAAAAAAAFBA2RYAAAAAAAAAAAAACijbAgAAAAAAAAAAAEABZVsAAAAAAAAAAAAAKKBsCwAAAAAAAAAAAAAFlG0BAAAAAAAAAAAAoICyLQAAAAAAAAAAAAAUULYFAAAAAAAAAAAAgALKtgAAAAAAAAAAAABQQNkWAAAAAAAAAAAAAAoo2wIAAAAAAAAAAABAAWVbAAAAAAAAAAAAACigbAsAAAAAAAAAAAAABZRtAQAAAAAAAAAAAKCAsi0AAAAAAAAAAAAAFFC2BQAAPpLa2tpUV1enuro6xx9/fGePAwAAAACwQZC9AgB0PT07ewAAAOiKli9fnmnTpuWJJ57IP/7xjyxatChLlizJypUr079//wwePDi77bZb9t577xx22GGprq7u7JEBAAAAALo82SsAAN1RRalUKnX2EAAA0FU0NjZm0qRJufXWW7N48eK1vm7ffffN+eefn1GjRq3H6bqW2tranHDCCUmSkSNHZsqUKZ08EQAAAADQVcle157sFQCg6/FkWwAA+I/XXnsto0ePzvPPP9/q54MGDcqee+6ZLbbYIr179059fX0WLlyYZ599Ns3NzUmSGTNm5NRTT813v/vdnHnmmZ0xPgAAAABAlyR7BQCgu1O2BQCAJHPmzMkxxxyTRYsWJUkqKipy5JFH5txzz82ee+6ZioqKD13z9ttvZ/r06Zk0aVKmT5+eZNUr0AAAAAAAWEX2CgDAhkDZFgCAjV5jY2POOOOMctjbu3fv3HzzzTnssMPavK5v3745/PDDc/jhh6euri6XXnrpxzEuAAAAAEC3IHsFAGBDoWwLAMBG72c/+1mee+658vlPf/rTdsPe/zZ8+PA88MADeeWVVzp6PAAAAACAbkn2CgDAhkLZFgCAjdry5ctz++23l8+PPfbYHH744R9pr169emXnnXdud928efPy29/+No8//njmzJmTJUuWpE+fPqmurs6BBx6Yk08+OTvuuGObe1xwwQW59957kyTjx4/PiSeemMbGxkyePDn33XdfXnnllSxdujSDBg3KiBEjMnr06Oy3335rfS8vv/xy7rjjjkybNi3z589PVVVVtt566xx66KE5+eSTs/XWW6/1Xqt78cUXM2XKlEyfPj2vvfZa3nrrrfTr1y/bbbddDj744Hzta1/L0KFD29zj+OOPz5NPPpkkuffee1NTU5PXX389kydPzsMPP5x58+Zl8eLF6du3b2bPnv2R5gQAAAAA1o3sdc1krwAA3ZOyLQAAG7WpU6emoaGhfH7GGWest9+1cuXK3HDDDbn11lvz7rvvtvpsxYoVaWhoyHPPPZfbb7893/jGN3L55ZenoqJirfZ+4YUXcuaZZ+bFF19s9fMFCxbk/vvvz/33358LL7wwl1xySbt73XHHHbnmmmtazdjY2JiGhoY8//zzmTRpUiZMmJC+ffuu1WxJ0tTUlLFjx+bXv/51WlpaWn1WX1+f+vr61NXV5dZbb82VV16Z0aNHr/XeDz/8cC666KJW/x0BAAAAgM4le/0w2SsAQPelbAsAwEattra2fLzttttm7733Xi+/p6WlJWeffXYeeOCB8s+GDh2a4cOHZ4sttsjy5ctTV1eXf//732lubs5NN92U+vr6XH/99e3u/frrr+crX/lKXn/99QwYMCAjRozIkCFDUl9fnyeeeCJLly5Nkvz4xz/OsGHD8sUvfrFwr7vuuitjxowpn2+yySYZOXJkttlmmzQ0NKS2tjYNDQ0566yzcvnll6/VvS9fvjwnnXRSnn766fLPtt9+++y5554ZMGBAGhoaMmPGjCxcuDDvvvturrzyyixbtizf/OY32917xowZGT9+fN57770MHDgw+++/f7bYYossWrQos2bNWqv5AAAAAICOJ3ttTfYKANC9KdsCALBRe+qpp8rHw4cPX2+/Z/z48eWwd8iQIRk3bly+8IUvfOjpCVOnTs1ll12WpUuX5p577smBBx6YY445ps29J0yYkKamppx77rm58MIL07t37/JnS5YsyVlnnZUnnngiSXLdddflmGOOWeNTG15++eV873vfK5+PHDkyP/nJT1q9tqypqSk/+MEPMnHixFx33XVrde9XXHFFOezdYYcdct1116WmpqbVmpaWltx999256qqr0tTUlB/96EepqanJvvvu2+beN9xwQ1paWnLppZfm3HPPzSabbNJqVgAAAACgc8hePyB7BQDo/np09gAAANCZ5s+fXz4eNmzYevkdc+fOzU033ZQk2XzzzfO73/0uRxxxxBpD16OPPjoTJ04sn48fPz6lUqnN/ZuamnLeeefl29/+dquwN0kGDhyYm2++OX369EmSzJkzJ3V1dWvcZ/z48eXXl+2888656667WoW9SVJVVZWrrroqJ510UlasWNHOnSd/+9vfMmXKlCSrnqhw//33fyjsTZLKysqceuqp+eEPf5hkVQA8YcKEdvdvbm7OpZdemgsuuKBV2Pv+rAAAAABA55C9fkD2CgDQ/XmyLQAAG61ly5alubm5fN6/f/92r/nzn/+cv/zlL22uueSSSzJw4MDy+cSJE9PS0pIkufDCC7P99tu3ef0BBxyQz372s5k2bVpefPHFzJo1K3vuuWfh+kGDBuXCCy8s/HzLLbfMIYcckqlTpyZJZs6cmX322afVmrfeeqvVa9bGjBnzofB4dWPGjMl9992X5cuXt3kvP//5z8vHY8eOzRZbbNHm+hNPPDG33HJLXnrppUybNi319fVtXjN06NCce+65be4JAAAAAHy8ZK8fkL0CAGwYlG0BANhovf32263O338CQVtmzpyZO+64o801Z599dqvAd/WA+Etf+tJazXbAAQdk2rRpSVa9bq2twPfzn/98Nt100zb322OPPcqB79y5cz/0+YwZM8qv/ho8eHD+7//+r839Nt988xx66KG57777Ctc0Nzfn8ccfT5L069cvo0aNanPP99XU1OSll15KqVTKjBkzcuihhxauPfLII9Ozpz/WAAAAAEBXInv9gOwVAGDD4JsRAAAbrb59+7Y6b+9JAR9FfX19Xn755SRJr169Mn78+LW67oUXXigfr/66tTXZZZdd2t1v9QD6v4PuJJk1a1b5eO+9906PHj3a3fMzn/lMm4Hv7Nmzy/9Oe/bsmbFjx7a7Z5I888wz5eP27r2tIBwAAAAA6Byy1w/IXgEANgzKtgAAbLT69euXnj17ll9ntnTp0navufjii3PxxRe3+tncuXOz//77r3H9G2+8UT5esWJFu09mWJO33nqrzc/X5hVsqz+B4L333vvQ54sXLy4fV1dXr9Vc7a1buHBh+XjJkiUf6d4bGhra/HzQoEH/854AAAAAwPole/2A7BUAYMPQ/l+ZAgCADdjqoeXqTzToKMuWLVvnPd4PpNen1Z8s0bt377W6pr11HXHvLS0tbX7e3ivcAAAAAIDOIXtdRfYKALBh8GRbAAA2aiNGjMicOXOSJDNnzuzw/VcPRfv165d//vOfHf47OkKfPn3Kx42NjWt1TXvrVt9z1113zSOPPPLRhgMAAAAAuh3Z6yqyVwCADYMn2wIAsFGrqakpH7/66qupq6vr0P233HLL8vGyZcvWOkz9uK3+SrB58+at1TXz589v8/PBgweXj998882PNhgAAAAA0C3JXleRvQIAbBiUbQEA2KgdddRRGThwYPl84sSJHbr/Jz7xiWy99dbl86effrpD9+8oe+yxR/n4mWeeycqVK9u95u9//3ubn+++++6pqqpKkixatCivvPLKug0JAAAAAHQbstdVZK8AABsGZVsAADZqffr0yemnn14+v++++/LQQw916O8YNWpU+fjOO+/s0L07yr777lsOZ99888089thjba5funRp/vjHP7a5pnfv3jnggAPK57/61a/WfVAAAAAAoFuQva4iewUA2DAo2wIAsNE755xzWj1d4LzzzsvDDz/cYfufddZZqaysTJI8+OCDmTx58lpf+8Ybb3TYHG0ZMGBAjjjiiPL5uHHj2nzt2rhx4/LOO++0u+8555xTPp40aVIef/zxtZ7p47p3AAAAAGD9kL3KXgEANhTKtgAAbPQ23XTT/OIXv8jgwYOTJI2Njfn617+es88+O88++2xKpdIar1u5cmVqa2tz2WWXtbn/9ttvn29961vl84svvjhXX3116uvr17i+ubk5jz32WM4///wcdthhH/Gu/ncXXHBB+QkLs2fPzimnnJIFCxa0WtPU1JSrr746d999d3r16tXuniNHjswJJ5yQZNV9nXrqqbnpppsKw+J33303Dz30UEaPHp3Ro0ev4x0BAAAAAJ1J9rqK7BUAoPvr2dkDAABAV7DtttvmD3/4Q0aPHp3nn38+pVIpU6dOzdSpUzNo0KDstddeGThwYDbbbLMsX748CxYsyOzZs7NkyZJW+9TU1GTgwIEf2v+iiy7K3Llzc++996ZUKuW2227LpEmTstdee2W77bZL79698/bbb2fu3LmZPXt2li9fniRr3Gt92WmnnTJ27NiMGTMmSVJbW5uampqMHDky22yzTRoaGlJbW5slS5akV69eufzyy3PNNde0u+91112XN954I4899lhWrFiRa6+9NjfeeGOGDx+e6urq9OrVK0uXLs2cOXPyr3/9K01NTUmSvfbaa73eLwAAAACw/sleZa8AABsCZVsAAPiPbbbZJr///e9z++2357bbbis//WDx4sV59NFHC6+rqKjIiBEjctZZZxU+DaGioiITJkzIXnvtlRtuuCENDQ1ZsWJFZsyYkRkzZhRes99++637jf0PTjvttKxcuTLf//7309TUlBUrVuSxxx5rtaZ///658cYb07dv37Xas6qqKnfddVfGjx+f2267LY2NjWlsbExtbW3hNZtsskn22WefdboXAAAAAKBrkL3KXgEAujtlWwAAWE3v3r1z3nnn5fTTT8+jjz6a6dOnp66uLosWLcqSJUtSKpXSv3//DBo0KLvttlv23nvvjBo1Ktttt91a7X/66afny1/+cqZMmZK//vWvef7557N48eI0NTWlb9++2WqrrfKpT30qI0eOzOc+97lUV1ev5zte84wHH3xw7rjjjjz66KNZsGBBqqqqsvXWW+eQQw7JKaeckurq6jYD2/9WWVmZSy+9NKeffnruvffeTJ8+PS+88ELq6+vT3Nycvn37Zptttskuu+ySmpqaHHLIIRk0aNB6vEsAAAAA4OMke5W9AgB0ZxWlUqnU2UMAAAAAAAAAAAAAQFfUo7MHAAAAAAAAAAAAAICuStkWAAAAAAAAAAAAAAoo2wIAAAAAAAAAAABAAWVbAAAAAAAAAAAAACigbAsAAAAAAAAAAAAABZRtAQAAAAAAAAAAAKCAsi0AAAAAAAAAAAAAFFC2BQAAAAAAAAAAAIACyrYAAAAAAAAAAAAAUEDZFgAAAAAAAAAAAAAKKNsCAAAAAAAAAAAAQAFlWwAAAAAAAAAAAAAooGwLAAAAAAAAAAAAAAWUbQEAAAAAAAAAAACggLItAAAAAAAAAAAAABRQtgUAAAAAAAAAAACAAsq2AAAAAAAAAAAAAFBA2RYAAAAAAAAAAAAACijbAgAAAAAAAAAAAEABZVsAAAAAAAAAAAAAKKBsCwAAAAAAAAAAAAAFlG0BAAAAAAAAAAAAoICyLQAAAAAAAAAAAAAUULYFAAAAAAAAAAAAgALKtgAAAAAAAAAAAABQQNkWAAAAAAAAAAAAAAr8P7qex2eBKZTCAAAAAElFTkSuQmCC" height="1380" width="2779" />
        </div>
    </div>

</div>


<div class="conversation-item">
    <div class="author GPT-4">
        <svg width="41" height="41"><use xlink:href="#chatgpt" /></svg>
    </div>
    <div class="conversation-content-wrapper">
        <div class="conversation-content">
            <p>The boxplots provide a more detailed view of the distribution of positivity and formality ratings across different genders:</p>
<ol>
<li>
<p><strong>Positivity Rating by Gender</strong>: The first boxplot illustrates the spread of positivity ratings for each gender, showing the median, quartiles, and potential outliers.</p>
</li>
<li>
<p><strong>Formality Rating by Gender</strong>: The second boxplot depicts the distribution of formality ratings. Similar to the positivity rating, it includes the median, quartiles, and outliers.</p>
</li>
</ol>
<p>These plots are useful for understanding not only the average tendencies but also the variability and range of ratings across genders.</p>
<p>Exploring other columns in the dataset reveals:</p>
<ul>
<li><strong>Career Section (<code>career_sec</code>)</strong>: There are 2,851 unique entries, suggesting a wide variety of career-related information.</li>
<li><strong>Personal Section (<code>personal_sec</code>)</strong>: With 2,843 unique entries, this column also indicates a diverse set of personal information about individuals.</li>
<li><strong>Occupation</strong>: There are 10 unique occupations, which could be a useful dimension for analyzing how the ratings differ across various professions.</li>
<li><strong>Info (<code>info</code>)</strong>: Almost every entry (6,020 out of 6,028) is unique, indicating a high level of detail and specificity in this column.</li>
<li><strong>Generated Text by ChatGPT (<code>chatgpt_gen</code>)</strong>: Each entry is unique, highlighting the distinctiveness of each generated reference letter.</li>
</ul>
<p>These columns can provide valuable insights when cross-referenced with the positivity and formality ratings. For instance, analyzing how the ratings vary across different occupations or comparing them in the context of the career and personal sections could uncover patterns that are relevant to understanding bias in the dataset.</p>
        </div>
    </div>

</div>
    </div>


    <script>
        function toggleDarkMode(mode) {
            const html = document.querySelector('html')
            const isDarkMode = html.getAttribute('data-theme') === 'dark'
            const newMode = mode || (isDarkMode ? 'light' : 'dark')
            if (newMode !== 'dark' && newMode !== 'light') return
            html.setAttribute('data-theme', newMode)

            const url = new URL(window.location)
            url.searchParams.set('theme', newMode)
            window.history.replaceState({}, '', url)
        }

        // Support for ?theme=dark
        const urlParams = new URLSearchParams(window.location.search)
        const theme = urlParams.get('theme')
        if (theme) toggleDarkMode(theme)

        document.querySelector('.toggle').addEventListener('click', () => toggleDarkMode())
    </script>
</body>

</html>