epstein-files-visualizations/index.html at mainline · SvetimFM/epstein-files-visualizations · GitHub

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<!DOCTYPE html>
<html>
<head>
    <title>Epstein Files: Entity Analysis</title>
    <meta charset="UTF-8">
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    <meta property="og:title" content="Epstein Files: Entity Analysis">
    <meta property="og:description" content="Interactive visualizations of 68,798 documents from the House Oversight Epstein Files. Explore entity networks, financial records, timeline events, and location data.">
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    <meta property="og:url" content="https://svetimfm.github.io/epstein-files-visualizations/">
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    <meta name="twitter:description" content="Interactive visualizations of 68,798 documents from House Oversight Epstein Files. NER extraction via Claude 3 Haiku.">
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<body>
    <h1>Epstein Files: Entity Analysis</h1>
    <p class="subtitle">Comprehensive NER extraction from 68,798 document chunks</p>

    <div class="stats">
        <div class="stat">
            <div class="stat-value">68,798</div>
            <div class="stat-label">Documents Processed</div>
        </div>
        <div class="stat">
            <div class="stat-value">10,004</div>
            <div class="stat-label">Connections Found</div>
        </div>
        <div class="stat">
            <div class="stat-value">16,169</div>
            <div class="stat-label">Financial Records</div>
        </div>
        <div class="stat">
            <div class="stat-value">24,712</div>
            <div class="stat-label">Timeline Events</div>
        </div>
    </div>

    <div class="cards">
        <div class="card">
            <h3>Entity Explorer</h3>
            <p>Search and filter extracted entities. Browse persons, organizations, and locations with source citations. Note: entity counts include noise from NER extraction.</p>
            <a href="entity_explorer.html">Explore Entities →</a>
        </div>

        <div class="card">
            <h3>Entity Network</h3>
            <p>Interactive force-directed graph showing relationships between top entities. Drag nodes, zoom, and search.</p>
            <a href="network.html">View Network →</a>
        </div>

        <div class="card">
            <h3>Event Timeline</h3>
            <p>Chronologically sorted events (1990-2025) with participants and source documents. Dates parsed from multiple formats.</p>
            <a href="timeline.html">View Timeline →</a>
        </div>

        <div class="card">
            <h3>Financial Records</h3>
            <p>Searchable table of 16,169 financial transactions with amounts, parties, and purposes.</p>
            <a href="financial.html">View Financial →</a>
        </div>

        <div class="card">
            <h3>Location Map</h3>
            <p>Interactive world map showing geographic references in documents. Click markers to see source documents.</p>
            <a href="map.html">View Map →</a>
        </div>

        <div class="card">
            <h3>Embedding Clusters</h3>
            <p>UMAP visualization of document embeddings showing semantic similarity clusters across all 69,290 documents.</p>
            <a href="epstein_embedding_clusters.html">View Clusters →</a>
        </div>

        <div class="card">
            <h3>Document Distribution</h3>
            <p>Breakdown of document types and volumes across the corpus.</p>
            <a href="epstein_doc_distribution.html">View Distribution →</a>
        </div>
    </div>

    <div class="methodology">
        <h2>Methodology</h2>
        <p><strong>Source:</strong> House Oversight Committee Epstein Files Release (November 2025)</p>
        <p><strong>Processing:</strong> LLM-based Named Entity Recognition using Claude 3 Haiku via AWS Bedrock</p>
        <p><strong>Extraction:</strong> Structured extraction of persons, organizations, locations, dates, financial records, and relationships</p>
        <p><strong>Deduplication:</strong> Fuzzy string matching with blocking optimization (85% similarity threshold)</p>
        <p><strong>Victim Protection:</strong> Known victim names redacted from public outputs</p>
        <p><a href="METHODOLOGY.md" style="color:#3498db;">Full methodology documentation →</a></p>
    </div>

    <footer>
        <p>Generated November 2025 | NER: Claude 3 Haiku via AWS Bedrock</p>
        <p><a href="https://github.com/SvetimFM/epstein-files-visualizations" style="color:#3498db;">GitHub Repository</a></p>
    </footer>
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