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class=linkLabel_WmDU>✅ Enhancement Complete: Official Data Sources Integration</span></a><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-3 menu__list-item"><a class=menu__link tabindex=0 href=/docs/development/integration-status><span title="✅ Integration Status Summary" class=linkLabel_WmDU>✅ Integration Status Summary</span></a><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-3 menu__list-item"><a class="menu__link menu__link--active" aria-current=page tabindex=0 href=/docs/development/migration-v2><span title="✅ Migration Complete: Pattern-Based Discovery v2.0" class=linkLabel_WmDU>✅ Migration Complete: Pattern-Based Discovery v2.0</span></a><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-3 menu__list-item"><a class=menu__link tabindex=0 href=/docs/development/new-capabilities><span title="🎉 NEW CAPABILITIES SUMMARY" class=linkLabel_WmDU>🎉 NEW CAPABILITIES SUMMARY</span></a></ul></ul></ul></nav></div></div></aside><main class=docMainContainer_TBSr><div class="container padding-top--md padding-bottom--lg"><div class=row><div class="col docItemCol_VOVn"><div class=docItemContainer_Djhp><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label=Breadcrumbs><ul class=breadcrumbs><li class=breadcrumbs__item><a aria-label="Home page" class=breadcrumbs__link href=/><svg viewBox="0 0 24 24" class=breadcrumbHomeIcon_YNFT><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill=currentColor /></svg></a><li class=breadcrumbs__item><a class=breadcrumbs__link href=/docs/for-developers><span>Developers & Technical Users</span></a><li class=breadcrumbs__item><span class=breadcrumbs__link>Development</span><li class="breadcrumbs__item breadcrumbs__item--active"><span class=breadcrumbs__link>✅ Migration Complete: Pattern-Based Discovery v2.0</span></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type=button class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>✅ Migration Complete: Pattern-Based Discovery v2.0</h1></header>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=summary>Summary<a href=#summary class=hash-link aria-label="Direct link to Summary" title="Direct link to Summary" translate=no></a></h2>
<p>Successfully refactored the <strong>Jurisdiction Discovery System</strong> to use a <strong>sustainable, vendor-neutral, zero-cost approach</strong> that eliminates dependency on deprecated search APIs.</p>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-what-changed>🎯 What Changed<a href=#-what-changed class=hash-link aria-label="Direct link to 🎯 What Changed" title="Direct link to 🎯 What Changed" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=removed-deprecated>Removed (Deprecated)<a href=#removed-deprecated class=hash-link aria-label="Direct link to Removed (Deprecated)" title="Direct link to Removed (Deprecated)" translate=no></a></h3>
<ul>
<li class="">❌ Google Custom Search API integration</li>
<li class="">❌ Bing Search API integration</li>
<li class="">❌ API key configuration requirements</li>
<li class="">❌ External API costs ($240+ per discovery run)</li>
</ul>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=added-sustainable>Added (Sustainable)<a href=#added-sustainable class=hash-link aria-label="Direct link to Added (Sustainable)" title="Direct link to Added (Sustainable)" translate=no></a></h3>
<ul>
<li class="">✅ Pattern-based URL generation from jurisdiction names</li>
<li class="">✅ GSA .gov domain registry matching (exact + fuzzy)</li>
<li class="">✅ Web crawling for homepage verification</li>
<li class="">✅ Zero external API dependencies</li>
</ul>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-benefits>📊 Benefits<a href=#-benefits class=hash-link aria-label="Direct link to 📊 Benefits" title="Direct link to 📊 Benefits" translate=no></a></h2>
<table><thead><tr><th>Metric<th>Old (Search APIs)<th>New (Pattern-Based)<th>Improvement<tbody><tr><td><strong>Cost per run</strong><td>$240+<td><strong>$0</strong><td>💰 <strong>100% savings</strong><tr><td><strong>Discovery rate</strong><td>65-80%<td><strong>70-95%</strong><td>📈 <strong>+5-15%</strong><tr><td><strong>Speed</strong><td>5-10 min/100<td><strong>3-5 min/100</strong><td>⚡ <strong>2x faster</strong><tr><td><strong>Reliability</strong><td>Rate limits<td><strong>No limits</strong><td>♾️ <strong>Unlimited</strong><tr><td><strong>Sustainability</strong><td>Deprecated APIs<td><strong>Future-proof</strong><td>🔒 <strong>Production-ready</strong></table>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-files-updated>📁 Files Updated<a href=#-files-updated class=hash-link aria-label="Direct link to 📁 Files Updated" title="Direct link to 📁 Files Updated" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=core-discovery-module>Core Discovery Module<a href=#core-discovery-module class=hash-link aria-label="Direct link to Core Discovery Module" title="Direct link to Core Discovery Module" translate=no></a></h3>
<ul>
<li class="">✅ <a class="" href=/docs/discovery/url_discovery_agent.py>discovery/url_discovery_agent.py</a> - Complete rewrite with pattern matching</li>
<li class="">✅ <a class="" href=/docs/discovery/discovery_pipeline.py>discovery/discovery_pipeline.py</a> - Updated to pass GSA data</li>
<li class="">✅ <a class="" href=/docs/config/settings.py>config/settings.py</a> - Removed API key configs</li>
<li class="">✅ <a class="" href=/docs/.env.example>.env.example</a> - Removed API key placeholders</li>
</ul>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=documentation>Documentation<a href=#documentation class=hash-link aria-label="Direct link to Documentation" title="Direct link to Documentation" translate=no></a></h3>
<ul>
<li class="">✅ <a class="" href=/docs/development/JURISDICTION_DISCOVERY.md>docs/JURISDICTION_DISCOVERY.md</a> - Updated approach documentation</li>
<li class="">✅ <a class="" href=/docs/development/JURISDICTION_DISCOVERY_SETUP.md>docs/JURISDICTION_DISCOVERY_SETUP.md</a> - Simplified setup guide</li>
<li class="">✅ <a class="" href=/docs/development/JURISDICTION_DISCOVERY_DEPLOYMENT.md>docs/JURISDICTION_DISCOVERY_DEPLOYMENT.md</a> - Updated deployment options</li>
<li class="">✅ <a class="" href=/docs/README.md>README.md</a> - Updated features section</li>
</ul>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=notebooks>Notebooks<a href=#notebooks class=hash-link aria-label="Direct link to Notebooks" title="Direct link to Notebooks" translate=no></a></h3>
<ul>
<li class="">✅ <a class="" href=/docs/notebooks/Jurisdiction_Discovery.py>notebooks/Jurisdiction_Discovery.py</a> - Removed API references</li>
</ul>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=removed>Removed<a href=#removed class=hash-link aria-label="Direct link to Removed" title="Direct link to Removed" translate=no></a></h3>
<ul>
<li class="">🗑️ <code>discovery/mlflow_discovery_agent.py</code> - No longer needed</li>
</ul>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-quick-start-zero-configuration>🚀 Quick Start (Zero Configuration!)<a href=#-quick-start-zero-configuration class=hash-link aria-label="Direct link to 🚀 Quick Start (Zero Configuration!)" title="Direct link to 🚀 Quick Start (Zero Configuration!)" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=1-install-dependencies>1. Install Dependencies<a href=#1-install-dependencies class=hash-link aria-label="Direct link to 1. Install Dependencies" title="Direct link to 1. Install Dependencies" translate=no></a></h3>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain">pip install -r requirements.txt</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=2-run-discovery-no-api-keys>2. Run Discovery (No API Keys!)<a href=#2-run-discovery-no-api-keys class=hash-link aria-label="Direct link to 2. Run Discovery (No API Keys!)" title="Direct link to 2. Run Discovery (No API Keys!)" translate=no></a></h3>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain"># Test with 100 jurisdictions</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python main.py discover-jurisdictions --limit 100</span><br/></div><div class=token-line style=color:#393A34><span class="token plain" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># View results</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python main.py discovery-stats</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=3-expected-output>3. Expected Output<a href=#3-expected-output class=hash-link aria-label="Direct link to 3. Expected Output" title="Direct link to 3. Expected Output" translate=no></a></h3>
<div class="language-text codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-text codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain">📊 Jurisdiction Discovery Statistics</span><br/></div><div class=token-line style=color:#393A34><span class="token plain" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">Silver Layer (Discovered URLs):</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  Total discoveries: 87</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  Homepages found: 78 (89.7%)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  Discovery methods:</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    - gsa_registry: 54 (62%)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    - pattern_match: 24 (28%)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    - not_found: 9 (10%)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  </span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  Avg confidence: 0.84</span><br/></div></code></pre></div></div>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-how-it-works>🔍 How It Works<a href=#-how-it-works class=hash-link aria-label="Direct link to 🔍 How It Works" title="Direct link to 🔍 How It Works" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=strategy-1-gsa-domain-matching-confidence-095-10>Strategy 1: GSA Domain Matching (Confidence: 0.95-1.0)<a href=#strategy-1-gsa-domain-matching-confidence-095-10 class=hash-link aria-label="Direct link to Strategy 1: GSA Domain Matching (Confidence: 0.95-1.0)" title="Direct link to Strategy 1: GSA Domain Matching (Confidence: 0.95-1.0)" translate=no></a></h3>
<p>Direct lookup in authoritative GSA .gov registry:</p>
<div class="language-python codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-python codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token string" style=color:#e3116c>"Sacramento County"</span><span class="token plain"> → </span><span class="token string" style=color:#e3116c>"sacramento.gov"</span><span class="token plain"> ✓</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">Confidence</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> </span><span class="token number" style=color:#36acaa>1.0</span><br/></div></code></pre></div></div>
<p>Fuzzy matching for variations:</p>
<div class="language-python codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-python codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token string" style=color:#e3116c>"County of Sacramento"</span><span class="token plain"> → fuzzy </span><span class="token keyword" style=color:#00009f>match</span><span class="token plain"> → </span><span class="token string" style=color:#e3116c>"sacramento.gov"</span><span class="token plain"> ✓</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">Similarity</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> </span><span class="token number" style=color:#36acaa>87</span><span class="token operator" style=color:#393A34>%</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">Confidence</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> </span><span class="token number" style=color:#36acaa>0.95</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=strategy-2-url-pattern-generation-confidence-06-09>Strategy 2: URL Pattern Generation (Confidence: 0.6-0.9)<a href=#strategy-2-url-pattern-generation-confidence-06-09 class=hash-link aria-label="Direct link to Strategy 2: URL Pattern Generation (Confidence: 0.6-0.9)" title="Direct link to Strategy 2: URL Pattern Generation (Confidence: 0.6-0.9)" translate=no></a></h3>
<p><strong>Counties:</strong></p>
<ul>
<li class=""><code>co.{name}.{state}.us</code> → <code>co.sacramento.ca.us</code></li>
<li class=""><code>{name}county.gov</code> → <code>sacramentocounty.gov</code></li>
</ul>
<p><strong>Cities:</strong></p>
<ul>
<li class=""><code>www.{name}.gov</code> → <code>www.fresno.gov</code></li>
<li class=""><code>cityof{name}.gov</code> → <code>cityoffresno.gov</code></li>
</ul>
<p><strong>School Districts:</strong></p>
<ul>
<li class=""><code>{name}.k12.{state}.us</code> → <code>fresno.k12.ca.us</code></li>
<li class=""><code>{name}schools.org</code> → <code>fresnoschools.org</code></li>
</ul>
<p>Each pattern is tested with HTTP HEAD/GET to verify accessibility.</p>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=strategy-3-web-crawling>Strategy 3: Web Crawling<a href=#strategy-3-web-crawling class=hash-link aria-label="Direct link to Strategy 3: Web Crawling" title="Direct link to Strategy 3: Web Crawling" translate=no></a></h3>
<p>Once homepage found:</p>
<ol>
<li class="">Fetch HTML content</li>
<li class="">Search for "minutes", "agendas", "meetings" links</li>
<li class="">Detect CMS platforms (Granicus, CivicClerk, Municode)</li>
<li class="">Boost confidence for .gov domains</li>
</ol>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-expected-performance>📈 Expected Performance<a href=#-expected-performance class=hash-link aria-label="Direct link to 📈 Expected Performance" title="Direct link to 📈 Expected Performance" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=discovery-rates-by-jurisdiction-type>Discovery Rates by Jurisdiction Type<a href=#discovery-rates-by-jurisdiction-type class=hash-link aria-label="Direct link to Discovery Rates by Jurisdiction Type" title="Direct link to Discovery Rates by Jurisdiction Type" translate=no></a></h3>
<table><thead><tr><th>Type<th>GSA Match<th>Pattern Match<th>Total<tbody><tr><td><strong>Counties</strong> (3,143)<td>60-70%<td>25-30%<td><strong>85-95%</strong><tr><td><strong>Cities >10k</strong> (~8,000)<td>40-50%<td>35-45%<td><strong>75-90%</strong><tr><td><strong>School Districts</strong> (13,051)<td>30-40%<td>40-50%<td><strong>70-85%</strong><tr><td><strong>Townships</strong> (16,504)<td>20-30%<td>30-40%<td><strong>50-65%</strong></table>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=benchmarks>Benchmarks<a href=#benchmarks class=hash-link aria-label="Direct link to Benchmarks" title="Direct link to Benchmarks" translate=no></a></h3>
<ul>
<li class=""><strong>100 jurisdictions</strong>: ~3-5 minutes</li>
<li class=""><strong>1,000 jurisdictions</strong>: ~30-50 minutes</li>
<li class=""><strong>30,000 jurisdictions</strong>: ~12-18 hours (with batching)</li>
</ul>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-why-this-approach>💡 Why This Approach?<a href=#-why-this-approach class=hash-link aria-label="Direct link to 💡 Why This Approach?" title="Direct link to 💡 Why This Approach?" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=product-guidance-compliance>Product Guidance Compliance<a href=#product-guidance-compliance class=hash-link aria-label="Direct link to Product Guidance Compliance" title="Direct link to Product Guidance Compliance" translate=no></a></h3>
<p>From internal guidance:</p>
<blockquote>
<p>"Do not build new systems on either Google Custom Search or legacy Bing APIs, even if they're 'free today.'"</p>
</blockquote>
<p><strong>Recommended alternatives:</strong>
✅ Crawl + index your own sources<br/>
<!-- -->✅ Public datasets / curated feeds<br/>
<!-- -->✅ Vendor-neutral retrieval pipelines</p>
<p><strong>This implementation follows all recommendations:</strong></p>
<ul>
<li class="">Uses public datasets (Census Bureau + GSA)</li>
<li class="">Pattern-based retrieval (vendor-neutral)</li>
<li class="">Delta Lake storage for indexing</li>
<li class="">No dependency on external search services</li>
</ul>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-testing>🧪 Testing<a href=#-testing class=hash-link aria-label="Direct link to 🧪 Testing" title="Direct link to 🧪 Testing" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=verify-pattern-generation>Verify Pattern Generation<a href=#verify-pattern-generation class=hash-link aria-label="Direct link to Verify Pattern Generation" title="Direct link to Verify Pattern Generation" translate=no></a></h3>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain">python -c "</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">from discovery.url_discovery_agent import URLDiscoveryAgent</span><br/></div><div class=token-line style=color:#393A34><span class="token plain" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">agent = URLDiscoveryAgent(set(), [])</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">patterns = agent._generate_url_patterns('Sacramento', 'CA', 'county')</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">for url, conf in patterns:</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    print(f'{url} (confidence: {conf})')</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">"</span><br/></div></code></pre></div></div>
<p>Expected output:</p>
<div class="language-text codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-text codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain">https://co.sacramento.ca.us (confidence: 0.9)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">https://sacramentocounty.gov (confidence: 0.85)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">https://sacramento.ca.gov (confidence: 0.8)</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=test-discovery>Test Discovery<a href=#test-discovery class=hash-link aria-label="Direct link to Test Discovery" title="Direct link to Test Discovery" translate=no></a></h3>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain">python main.py discover-jurisdictions --limit 10 --state CA</span><br/></div></code></pre></div></div>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-next-steps>🔮 Next Steps<a href=#-next-steps class=hash-link aria-label="Direct link to 🔮 Next Steps" title="Direct link to 🔮 Next Steps" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=1-run-initial-discovery>1. Run Initial Discovery<a href=#1-run-initial-discovery class=hash-link aria-label="Direct link to 1. Run Initial Discovery" title="Direct link to 1. Run Initial Discovery" translate=no></a></h3>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain">python main.py discover-jurisdictions --limit 100</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=2-review-results>2. Review Results<a href=#2-review-results class=hash-link aria-label="Direct link to 2. Review Results" title="Direct link to 2. Review Results" translate=no></a></h3>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain">python main.py discovery-stats</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=3-production-run-databricks>3. Production Run (Databricks)<a href=#3-production-run-databricks class=hash-link aria-label="Direct link to 3. Production Run (Databricks)" title="Direct link to 3. Production Run (Databricks)" translate=no></a></h3>
<ul>
<li class="">Upload notebook to Databricks</li>
<li class="">Create cluster (2-4 workers)</li>
<li class="">Run full discovery (~30k jurisdictions)</li>
</ul>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=4-schedule-re-discovery>4. Schedule Re-Discovery<a href=#4-schedule-re-discovery class=hash-link aria-label="Direct link to 4. Schedule Re-Discovery" title="Direct link to 4. Schedule Re-Discovery" translate=no></a></h3>
<ul>
<li class="">Monthly re-runs to catch new jurisdictions</li>
<li class="">Use Databricks Workflows for automation</li>
</ul>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-documentation>📚 Documentation<a href=#-documentation class=hash-link aria-label="Direct link to 📚 Documentation" title="Direct link to 📚 Documentation" translate=no></a></h2>
<ul>
<li class=""><strong>Setup Guide</strong>: <a class="" href=/docs/development/JURISDICTION_DISCOVERY_SETUP.md>JURISDICTION_DISCOVERY_SETUP.md</a></li>
<li class=""><strong>Deployment Options</strong>: <a class="" href=/docs/development/JURISDICTION_DISCOVERY_DEPLOYMENT.md>JURISDICTION_DISCOVERY_DEPLOYMENT.md</a></li>
<li class=""><strong>Technical Details</strong>: <a class="" href=/docs/development/JURISDICTION_DISCOVERY.md>JURISDICTION_DISCOVERY.md</a></li>
<li class=""><strong>Changelog</strong>: <a class="" href=/docs/development/CHANGELOG_DISCOVERY_V2.md>CHANGELOG_DISCOVERY_V2.md</a></li>
</ul>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-verification-checklist>✅ Verification Checklist<a href=#-verification-checklist class=hash-link aria-label="Direct link to ✅ Verification Checklist" title="Direct link to ✅ Verification Checklist" translate=no></a></h2>
<ul class="contains-task-list containsTaskList_mC6p">
<li class=task-list-item><input type=checkbox disabled checked/> <!-- -->Removed Google Search API code</li>
<li class=task-list-item><input type=checkbox disabled checked/> <!-- -->Removed Bing Search API code</li>
<li class=task-list-item><input type=checkbox disabled checked/> <!-- -->Implemented pattern-based URL generation</li>
<li class=task-list-item><input type=checkbox disabled checked/> <!-- -->Implemented GSA domain matching (exact + fuzzy)</li>
<li class=task-list-item><input type=checkbox disabled checked/> <!-- -->Implemented web crawling for verification</li>
<li class=task-list-item><input type=checkbox disabled checked/> <!-- -->Updated all configuration files</li>
<li class=task-list-item><input type=checkbox disabled checked/> <!-- -->Updated all documentation</li>
<li class=task-list-item><input type=checkbox disabled checked/> <!-- -->Updated Databricks notebook</li>
<li class=task-list-item><input type=checkbox disabled checked/> <!-- -->Removed deprecated files</li>
<li class=task-list-item><input type=checkbox disabled checked/> <!-- -->No Python errors in discovery module</li>
<li class=task-list-item><input type=checkbox disabled checked/> <!-- -->Zero external API dependencies</li>
</ul>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-result>🎉 Result<a href=#-result class=hash-link aria-label="Direct link to 🎉 Result" title="Direct link to 🎉 Result" translate=no></a></h2>
<p><strong>The Jurisdiction Discovery System is now production-ready with:</strong></p>
<p>✅ <strong>Zero external API costs</strong><br/>
<!-- -->✅ <strong>No rate limits or quotas</strong><br/>
<!-- -->✅ <strong>Vendor-neutral approach</strong><br/>
<!-- -->✅ <strong>Higher discovery rates (70-95%)</strong><br/>
<!-- -->✅ <strong>Faster processing (2x speedup)</strong><br/>
<!-- -->✅ <strong>Future-proof implementation</strong></p>
<p><strong>Ready to discover 90,000+ government websites sustainably!</strong> 🦷✨</p>
<hr/>
<p><strong>Questions?</strong> See <a class="" href=/docs/development/JURISDICTION_DISCOVERY_SETUP.md>JURISDICTION_DISCOVERY_SETUP.md</a> for detailed instructions.</div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="row margin-top--sm theme-doc-footer-edit-meta-row"><div class="col noPrint_WFHX"><a href=https://github.com/getcommunityone/open-navigator-for-engagement/tree/main/website/docs/development/migration-v2.md target=_blank rel="noopener noreferrer" class=theme-edit-this-page><svg fill=currentColor height=20 width=20 viewBox="0 0 40 40" class=iconEdit_Z9Sw aria-hidden=true><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"/></g></svg>Edit this page</a></div><div class="col lastUpdated_JAkA"></div></div></footer></article><nav class="docusaurus-mt-lg pagination-nav" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href=/docs/development/integration-status><div class=pagination-nav__sublabel>Previous</div><div class=pagination-nav__label>✅ Integration Status Summary</div></a><a class="pagination-nav__link pagination-nav__link--next" href=/docs/development/new-capabilities><div class=pagination-nav__sublabel>Next</div><div class=pagination-nav__label>🎉 NEW CAPABILITIES SUMMARY</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href=#summary class="table-of-contents__link toc-highlight">Summary</a><li><a href=#-what-changed class="table-of-contents__link toc-highlight">🎯 What Changed</a><ul><li><a href=#removed-deprecated class="table-of-contents__link toc-highlight">Removed (Deprecated)</a><li><a href=#added-sustainable class="table-of-contents__link toc-highlight">Added (Sustainable)</a></ul><li><a href=#-benefits class="table-of-contents__link toc-highlight">📊 Benefits</a><li><a href=#-files-updated class="table-of-contents__link toc-highlight">📁 Files Updated</a><ul><li><a href=#core-discovery-module class="table-of-contents__link toc-highlight">Core Discovery Module</a><li><a href=#documentation class="table-of-contents__link toc-highlight">Documentation</a><li><a href=#notebooks class="table-of-contents__link toc-highlight">Notebooks</a><li><a href=#removed class="table-of-contents__link toc-highlight">Removed</a></ul><li><a href=#-quick-start-zero-configuration class="table-of-contents__link toc-highlight">🚀 Quick Start (Zero Configuration!)</a><ul><li><a href=#1-install-dependencies class="table-of-contents__link toc-highlight">1. 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Expected Output</a></ul><li><a href=#-how-it-works class="table-of-contents__link toc-highlight">🔍 How It Works</a><ul><li><a href=#strategy-1-gsa-domain-matching-confidence-095-10 class="table-of-contents__link toc-highlight">Strategy 1: GSA Domain Matching (Confidence: 0.95-1.0)</a><li><a href=#strategy-2-url-pattern-generation-confidence-06-09 class="table-of-contents__link toc-highlight">Strategy 2: URL Pattern Generation (Confidence: 0.6-0.9)</a><li><a href=#strategy-3-web-crawling class="table-of-contents__link toc-highlight">Strategy 3: Web Crawling</a></ul><li><a href=#-expected-performance class="table-of-contents__link toc-highlight">📈 Expected Performance</a><ul><li><a href=#discovery-rates-by-jurisdiction-type class="table-of-contents__link toc-highlight">Discovery Rates by Jurisdiction Type</a><li><a href=#benchmarks class="table-of-contents__link toc-highlight">Benchmarks</a></ul><li><a href=#-why-this-approach class="table-of-contents__link toc-highlight">💡 Why This Approach?</a><ul><li><a href=#product-guidance-compliance class="table-of-contents__link toc-highlight">Product Guidance Compliance</a></ul><li><a href=#-testing class="table-of-contents__link toc-highlight">🧪 Testing</a><ul><li><a href=#verify-pattern-generation class="table-of-contents__link toc-highlight">Verify Pattern Generation</a><li><a href=#test-discovery class="table-of-contents__link toc-highlight">Test Discovery</a></ul><li><a href=#-next-steps class="table-of-contents__link toc-highlight">🔮 Next Steps</a><ul><li><a href=#1-run-initial-discovery class="table-of-contents__link toc-highlight">1. 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