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Official Data Sources Integration" 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 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>✅ Enhancement Complete: Official Data Sources Integration</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>✅ Enhancement Complete: Official Data Sources Integration</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>Enhanced the <strong>Jurisdiction Discovery System</strong> with <strong>official, free, public datasets</strong> as recommended by professional data engineering best practices.</p> | |
| <hr/> | |
| <h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-what-was-added>🎯 What Was Added<a href=#-what-was-added class=hash-link aria-label="Direct link to 🎯 What Was Added" title="Direct link to 🎯 What Was Added" translate=no></a></h2> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=new-data-source-nces-common-core-of-data-ccd>New Data Source: NCES Common Core of Data (CCD)<a href=#new-data-source-nces-common-core-of-data-ccd class=hash-link aria-label="Direct link to New Data Source: NCES Common Core of Data (CCD)" title="Direct link to New Data Source: NCES Common Core of Data (CCD)" translate=no></a></h3> | |
| <p><strong>Added Module:</strong> <a class="" href=/docs/discovery/nces_ingestion.py>discovery/nces_ingestion.py</a></p> | |
| <p><strong>Provides:</strong></p> | |
| <ul> | |
| <li class="">13,000+ school district records</li> | |
| <li class="">Physical addresses and phone numbers</li> | |
| <li class=""><strong>Website URLs</strong> (when available in NCES data!)</li> | |
| <li class="">Enrollment and demographic data</li> | |
| <li class="">NCES IDs for standardized identification</li> | |
| </ul> | |
| <p><strong>Why Added:</strong></p> | |
| <blockquote> | |
| <p>"Since one of your goals is tracking school dental screenings, you need a dedicated list of school board domains, as these are often separate from city governments."</p> | |
| </blockquote> | |
| <p><strong>Usage:</strong></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 keyword" style=color:#00009f>from</span><span class="token plain"> discovery</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">nces_ingestion </span><span class="token keyword" style=color:#00009f>import</span><span class="token plain"> NCESSchoolDistrictIngestion</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">nces </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> NCESSchoolDistrictIngestion</span><span class="token punctuation" style=color:#393A34>(</span><span class="token punctuation" style=color:#393A34>)</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">districts_df </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> </span><span class="token keyword" style=color:#00009f>await</span><span class="token plain"> nces</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">ingest_school_districts</span><span class="token punctuation" style=color:#393A34>(</span><span class="token punctuation" style=color:#393A34>)</span><br/></div></code></pre></div></div> | |
| <hr/> | |
| <h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-complete-data-source-lineup>📊 Complete Data Source Lineup<a href=#-complete-data-source-lineup class=hash-link aria-label="Direct link to 📊 Complete Data Source Lineup" title="Direct link to 📊 Complete Data Source Lineup" translate=no></a></h2> | |
| <table><thead><tr><th>Source<th>Coverage<th>Cost<th>Update Frequency<tbody><tr><td><strong>CISA .gov Domains</strong><td>15,000+ domains<td>$0<td>Daily<tr><td><strong>Census Bureau GID</strong><td>90,735 jurisdictions<td>$0<td>Annual<tr><td><strong>NCES CCD</strong><td>13,000+ school districts<td>$0<td>Annual</table> | |
| <p><strong>Total API costs: $0</strong> 🎉</p> | |
| <hr/> | |
| <h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-files-createdupdated>📁 Files Created/Updated<a href=#-files-createdupdated class=hash-link aria-label="Direct link to 📁 Files Created/Updated" title="Direct link to 📁 Files Created/Updated" translate=no></a></h2> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=new-files>New Files<a href=#new-files class=hash-link aria-label="Direct link to New Files" title="Direct link to New Files" translate=no></a></h3> | |
| <ul> | |
| <li class="">✅ <a class="" href=/docs/discovery/nces_ingestion.py>discovery/nces_ingestion.py</a> - NCES data ingestion module (~250 lines)</li> | |
| <li class="">✅ <a class="" href=/docs/development/DATA_SOURCES.md>docs/DATA_SOURCES.md</a> - Complete data source documentation</li> | |
| </ul> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=updated-files>Updated Files<a href=#updated-files class=hash-link aria-label="Direct link to Updated Files" title="Direct link to Updated Files" translate=no></a></h3> | |
| <ul> | |
| <li class="">✅ <a class="" href=/docs/discovery/__init__.py>discovery/<strong>init</strong>.py</a> - Added NCES to imports</li> | |
| <li class="">✅ <a class="" href=/docs/README.md>README.md</a> - Updated with all three official sources</li> | |
| <li class="">✅ <a class="" href=/docs/development/JURISDICTION_DISCOVERY.md>docs/JURISDICTION_DISCOVERY.md</a> - Enhanced data sources section</li> | |
| </ul> | |
| <hr/> | |
| <h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=️-official-data-sources-as-recommended>🏛️ Official Data Sources (As Recommended)<a href=#️-official-data-sources-as-recommended class=hash-link aria-label="Direct link to 🏛️ Official Data Sources (As Recommended)" title="Direct link to 🏛️ Official Data Sources (As Recommended)" translate=no></a></h2> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=1-cisa-gov-domain-master-list->1. CISA .gov Domain Master List ⭐<a href=#1-cisa-gov-domain-master-list- class=hash-link aria-label="Direct link to 1. CISA .gov Domain Master List ⭐" title="Direct link to 1. CISA .gov Domain Master List ⭐" translate=no></a></h3> | |
| <p><strong>URL:</strong> <a href=https://github.com/cisagov/dotgov-data target=_blank rel="noopener noreferrer" class="">https://github.com/cisagov/dotgov-data</a><br/> | |
| <strong>Maintained By:</strong> Cybersecurity and Infrastructure Security Agency</p> | |
| <p><strong>Why:</strong></p> | |
| <blockquote> | |
| <p>"The most authoritative source for government URLs is CISA. They maintain a daily-updated repository of every registered .gov domain."</p> | |
| </blockquote> | |
| <p><strong>Implementation:</strong> ✅ Already using in <a class="" href=/docs/discovery/gsa_domains.py>gsa_domains.py</a></p> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=2-census-bureau-government-integrated-directory-gid>2. Census Bureau Government Integrated Directory (GID)<a href=#2-census-bureau-government-integrated-directory-gid class=hash-link aria-label="Direct link to 2. Census Bureau Government Integrated Directory (GID)" title="Direct link to 2. Census Bureau Government Integrated Directory (GID)" translate=no></a></h3> | |
| <p><strong>URL:</strong> <a href=https://www.census.gov/programs-surveys/gus.html target=_blank rel="noopener noreferrer" class="">https://www.census.gov/programs-surveys/gus.html</a><br/> | |
| <strong>Maintained By:</strong> U.S. Census Bureau</p> | |
| <p><strong>Why:</strong></p> | |
| <blockquote> | |
| <p>"The Census Bureau GID provides a list of all 90,000+ legal government units. You can join this against the CISA list to find 'missing' URLs."</p> | |
| </blockquote> | |
| <p><strong>Implementation:</strong> ✅ Already using in <a class="" href=/docs/discovery/census_ingestion.py>census_ingestion.py</a></p> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=3-nces-common-core-of-data-ccd--new>3. NCES Common Core of Data (CCD) ⭐ <strong>NEW</strong><a href=#3-nces-common-core-of-data-ccd--new class=hash-link aria-label="Direct link to 3-nces-common-core-of-data-ccd--new" title="Direct link to 3-nces-common-core-of-data-ccd--new" translate=no></a></h3> | |
| <p><strong>URL:</strong> <a href=https://nces.ed.gov/ccd/ target=_blank rel="noopener noreferrer" class="">https://nces.ed.gov/ccd/</a><br/> | |
| <strong>Maintained By:</strong> National Center for Education Statistics</p> | |
| <p><strong>Why:</strong></p> | |
| <blockquote> | |
| <p>"You need a dedicated list of school board domains, as these are often separate from city governments."</p> | |
| </blockquote> | |
| <p><strong>Implementation:</strong> ✅ <strong>Newly added</strong> in <a class="" href=/docs/discovery/nces_ingestion.py>nces_ingestion.py</a></p> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=4-future-enhancement-state-and-local-government-on-the-net>4. Future Enhancement: State and Local Government on the Net<a href=#4-future-enhancement-state-and-local-government-on-the-net class=hash-link aria-label="Direct link to 4. Future Enhancement: State and Local Government on the Net" title="Direct link to 4. Future Enhancement: State and Local Government on the Net" translate=no></a></h3> | |
| <p><strong>URL:</strong> <a href=https://www.statelocalgov.net/ target=_blank rel="noopener noreferrer" class="">https://www.statelocalgov.net/</a><br/> | |
| <strong>Purpose:</strong> Directory of non-.gov government sites</p> | |
| <p><strong>Status:</strong> 📝 Documented as future enhancement<br/> | |
| <strong>Use Case:</strong> Fallback for municipalities using .org, .net, .us domains</p> | |
| <hr/> | |
| <h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-enhanced-coverage>🔍 Enhanced Coverage<a href=#-enhanced-coverage class=hash-link aria-label="Direct link to 🔍 Enhanced Coverage" title="Direct link to 🔍 Enhanced Coverage" translate=no></a></h2> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=non-gov-domain-support>Non-.gov Domain Support<a href=#non-gov-domain-support class=hash-link aria-label="Direct link to Non-.gov Domain Support" title="Direct link to Non-.gov Domain Support" translate=no></a></h3> | |
| <p>Our URL patterns already cover non-.gov domains:</p> | |
| <p><strong>Counties:</strong></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>"sacramentocounty.org"</span><span class="token plain"> </span><span class="token comment" style=color:#999988;font-style:italic># confidence: 0.6</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token string" style=color:#e3116c>"sacramento.ca.us"</span><span class="token plain"> </span><span class="token comment" style=color:#999988;font-style:italic># confidence: 0.7</span><br/></div></code></pre></div></div> | |
| <p><strong>Cities:</strong></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>"cityname.us"</span><span class="token plain"> </span><span class="token comment" style=color:#999988;font-style:italic># confidence: 0.7</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token string" style=color:#e3116c>"cityname.org"</span><span class="token plain"> </span><span class="token comment" style=color:#999988;font-style:italic># confidence: 0.6</span><br/></div></code></pre></div></div> | |
| <p><strong>School Districts:</strong></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>"districtschools.net"</span><span class="token plain"> </span><span class="token comment" style=color:#999988;font-style:italic># confidence: 0.75</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token string" style=color:#e3116c>"districtschools.org"</span><span class="token plain"> </span><span class="token comment" style=color:#999988;font-style:italic># confidence: 0.8</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token string" style=color:#e3116c>"district.k12.state.us"</span><span class="token plain"> </span><span class="token comment" style=color:#999988;font-style:italic># confidence: 0.85</span><br/></div></code></pre></div></div> | |
| <hr/> | |
| <h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-scraping-strategy-your-guidance>📋 Scraping Strategy (Your Guidance)<a href=#-scraping-strategy-your-guidance class=hash-link aria-label="Direct link to 📋 Scraping Strategy (Your Guidance)" title="Direct link to 📋 Scraping Strategy (Your Guidance)" translate=no></a></h2> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=step-1-ingest-bronze-layer>Step 1: Ingest (Bronze Layer)<a href=#step-1-ingest-bronze-layer class=hash-link aria-label="Direct link to Step 1: Ingest (Bronze Layer)" title="Direct link to Step 1: Ingest (Bronze Layer)" 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> | |
| <p><strong>Pulls:</strong></p> | |
| <ul> | |
| <li class="">✅ CISA <code>current-full.csv</code> → <code>bronze/gov_domains</code></li> | |
| <li class="">✅ Census Bureau GID CSVs → <code>bronze/jurisdictions/*</code></li> | |
| <li class="">✅ NCES CCD → <code>bronze/nces_school_districts</code> 🆕</li> | |
| </ul> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=step-2-filter-silver-layer>Step 2: Filter (Silver Layer)<a href=#step-2-filter-silver-layer class=hash-link aria-label="Direct link to Step 2: Filter (Silver Layer)" title="Direct link to Step 2: Filter (Silver Layer)" translate=no></a></h3> | |
| <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 comment" style=color:#999988;font-style:italic># Filter for local governments</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">local_govs </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> df</span><span class="token punctuation" style=color:#393A34>.</span><span class="token builtin">filter</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> col</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string" style=color:#e3116c>"Domain Type"</span><span class="token punctuation" style=color:#393A34>)</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">isin</span><span class="token punctuation" style=color:#393A34>(</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>"City"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"County"</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"School District"</span><span class="token punctuation" style=color:#393A34>]</span><span class="token punctuation" style=color:#393A34>)</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token punctuation" style=color:#393A34>)</span><br/></div></code></pre></div></div> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=step-3-crawl>Step 3: Crawl<a href=#step-3-crawl class=hash-link aria-label="Direct link to Step 3: Crawl" title="Direct link to Step 3: Crawl" 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 scrape-batch --source discovered --limit 50</span><br/></div></code></pre></div></div> | |
| <p><strong>Points Scrapy agents at:</strong></p> | |
| <ul> | |
| <li class="">URLs from CISA registry</li> | |
| <li class="">URLs from pattern matching</li> | |
| <li class="">URLs from NCES data (when available) 🆕</li> | |
| </ul> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=step-4-keyword-hunt>Step 4: Keyword Hunt<a href=#step-4-keyword-hunt class=hash-link aria-label="Direct link to Step 4: Keyword Hunt" title="Direct link to Step 4: Keyword Hunt" translate=no></a></h3> | |
| <p><strong>Agent searches for:</strong></p> | |
| <ul> | |
| <li class="">"Minutes" pages</li> | |
| <li class="">"Agendas" pages</li> | |
| <li class="">"Meetings" pages</li> | |
| <li class="">"Water" + "Fluoride" content 🦷</li> | |
| </ul> | |
| <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-install-dependencies-if-needed>1. Install Dependencies (if needed)<a href=#1-install-dependencies-if-needed class=hash-link aria-label="Direct link to 1. Install Dependencies (if needed)" title="Direct link to 1. Install Dependencies (if needed)" 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-test-nces-integration>2. Test NCES Integration<a href=#2-test-nces-integration class=hash-link aria-label="Direct link to 2. Test NCES Integration" title="Direct link to 2. Test NCES Integration" 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.nces_ingestion import NCESSchoolDistrictIngestion</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">print('✅ NCES module ready')</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">"</span><br/></div></code></pre></div></div> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=3-run-discovery-with-all-sources>3. Run Discovery with All Sources<a href=#3-run-discovery-with-all-sources class=hash-link aria-label="Direct link to 3. Run Discovery with All Sources" title="Direct link to 3. Run Discovery with All Sources" 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 run</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=4-full-production-run>4. Full Production Run<a href=#4-full-production-run class=hash-link aria-label="Direct link to 4. Full Production Run" title="Direct link to 4. Full Production Run" translate=no></a></h3> | |
| <p>Use Databricks notebook with all three data sources integrated.</p> | |
| <hr/> | |
| <h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-cost-analysis>💰 Cost Analysis<a href=#-cost-analysis class=hash-link aria-label="Direct link to 💰 Cost Analysis" title="Direct link to 💰 Cost Analysis" translate=no></a></h2> | |
| <p><strong>Before (Deprecated Approach):</strong></p> | |
| <ul> | |
| <li class="">Google Custom Search API: ~$150 per discovery run</li> | |
| <li class="">Bing Search API: ~$90 per discovery run</li> | |
| <li class=""><strong>Total: $240+</strong></li> | |
| </ul> | |
| <p><strong>After (Official Sources):</strong></p> | |
| <ul> | |
| <li class="">CISA .gov domains: <strong>$0</strong></li> | |
| <li class="">Census Bureau GID: <strong>$0</strong></li> | |
| <li class="">NCES CCD: <strong>$0</strong></li> | |
| <li class="">Pattern matching: <strong>$0</strong></li> | |
| <li class=""><strong>Total: $0</strong> 🎉</li> | |
| </ul> | |
| <p><strong>Savings: $240+ per discovery run</strong> ✅</p> | |
| <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>Data Sources:</strong> <a class="" href=/docs/development/DATA_SOURCES.md>DATA_SOURCES.md</a> - Complete documentation of all official sources</li> | |
| <li class=""><strong>Discovery Guide:</strong> <a class="" href=/docs/development/JURISDICTION_DISCOVERY.md>JURISDICTION_DISCOVERY.md</a> - Technical details</li> | |
| <li class=""><strong>Setup Guide:</strong> <a class="" href=/docs/development/JURISDICTION_DISCOVERY_SETUP.md>JURISDICTION_DISCOVERY_SETUP.md</a> - Quick start</li> | |
| <li class=""><strong>Deployment:</strong> <a class="" href=/docs/development/JURISDICTION_DISCOVERY_DEPLOYMENT.md>JURISDICTION_DISCOVERY_DEPLOYMENT.md</a> - Production deployment</li> | |
| </ul> | |
| <hr/> | |
| <h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-verification>✅ Verification<a href=#-verification class=hash-link aria-label="Direct link to ✅ Verification" title="Direct link to ✅ Verification" translate=no></a></h2> | |
| <p>All official data sources now integrated:</p> | |
| <ul class="contains-task-list containsTaskList_mC6p"> | |
| <li class=task-list-item><input type=checkbox disabled checked/> <!-- -->CISA .gov Domain Master List (cisagov/dotgov-data)</li> | |
| <li class=task-list-item><input type=checkbox disabled checked/> <!-- -->Census Bureau GID (90,735 jurisdictions)</li> | |
| <li class=task-list-item><input type=checkbox disabled checked/> <!-- -->NCES Common Core of Data (13,000+ school districts)</li> | |
| <li class=task-list-item><input type=checkbox disabled checked/> <!-- -->Non-.gov domain patterns (.org, .net, .us)</li> | |
| <li class=task-list-item><input type=checkbox disabled checked/> <!-- -->Complete documentation of sources</li> | |
| <li class=task-list-item><input type=checkbox disabled checked/> <!-- -->Zero external API costs</li> | |
| </ul> | |
| <hr/> | |
| <h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-credits>🙏 Credits<a href=#-credits class=hash-link aria-label="Direct link to 🙏 Credits" title="Direct link to 🙏 Credits" translate=no></a></h2> | |
| <p><strong>Thank you for the excellent guidance on official data sources!</strong></p> | |
| <p>This system now uses <strong>exactly the sources recommended by professional data engineers</strong> to map the U.S. government landscape:</p> | |
| <p>✅ CISA - Most authoritative for .gov domains<br/> | |
| <!-- -->✅ Census Bureau - Complete government unit list<br/> | |
| <!-- -->✅ NCES - Dedicated school district data<br/> | |
| <!-- -->✅ Pattern Matching - Vendor-neutral URL discovery</p> | |
| <p><strong>The "Finder & Fixer" is now powered entirely by official, free, public datasets!</strong> 🦷✨</p> | |
| <hr/> | |
| <p><strong>Ready to discover 90,000+ government websites using authoritative sources with $0 in API costs!</strong> 🚀</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/enhancements.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/changelog><div class=pagination-nav__sublabel>Previous</div><div class=pagination-nav__label>Changelog - Jurisdiction Discovery System</div></a><a class="pagination-nav__link pagination-nav__link--next" href=/docs/development/integration-status><div class=pagination-nav__sublabel>Next</div><div class=pagination-nav__label>✅ Integration Status 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-was-added class="table-of-contents__link toc-highlight">🎯 What Was Added</a><ul><li><a href=#new-data-source-nces-common-core-of-data-ccd class="table-of-contents__link toc-highlight">New Data Source: NCES Common Core of Data (CCD)</a></ul><li><a href=#-complete-data-source-lineup class="table-of-contents__link toc-highlight">📊 Complete Data Source Lineup</a><li><a href=#-files-createdupdated class="table-of-contents__link toc-highlight">📁 Files Created/Updated</a><ul><li><a href=#new-files class="table-of-contents__link toc-highlight">New Files</a><li><a href=#updated-files class="table-of-contents__link toc-highlight">Updated Files</a></ul><li><a href=#️-official-data-sources-as-recommended class="table-of-contents__link toc-highlight">🏛️ Official Data Sources (As Recommended)</a><ul><li><a href=#1-cisa-gov-domain-master-list- class="table-of-contents__link toc-highlight">1. 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