Spaces:
Running on CPU Upgrade
Running on CPU Upgrade
| <html lang=en dir=ltr class="docs-wrapper plugin-docs plugin-id-default docs-version-current docs-doc-page docs-doc-id-development/migration-v2" data-has-hydrated=false><head><meta charset=UTF-8><meta name=generator content="Docusaurus v3.10.0"><title data-rh=true>✅ Migration Complete: Pattern-Based Discovery v2.0 | Open Navigator</title><meta data-rh=true name=viewport content="width=device-width, initial-scale=1.0"/><meta data-rh=true property=og:image content=https://www.communityone.com/img/docusaurus-social-card.jpg /><meta data-rh=true name=twitter:image content=https://www.communityone.com/img/docusaurus-social-card.jpg /><meta data-rh=true property=og:url content=https://www.communityone.com/docs/development/migration-v2 /><meta data-rh=true property=og:locale content=en /><meta data-rh=true name=docusaurus_locale content=en /><meta data-rh=true name=docsearch:language content=en /><meta data-rh=true name=keywords content="civic engagement, policy tracking, meeting minutes, nonprofit tracking, municipal government, advocacy, open data, local government"/><meta data-rh=true property=og:type content=website /><meta data-rh=true property=og:site_name content="Open Navigator"/><meta data-rh=true name=twitter:card content=summary_large_image /><meta data-rh=true name=docusaurus_version content=current /><meta data-rh=true name=docusaurus_tag content=docs-default-current /><meta data-rh=true name=docsearch:version content=current /><meta data-rh=true name=docsearch:docusaurus_tag content=docs-default-current /><meta data-rh=true property=og:title content="✅ Migration Complete: Pattern-Based Discovery v2.0 | Open Navigator"/><meta data-rh=true name=description content=Summary /><meta data-rh=true property=og:description content=Summary /><link data-rh=true rel=icon href=/img/favicon.ico /><link data-rh=true rel=canonical href=https://www.communityone.com/docs/development/migration-v2 /><link data-rh=true rel=alternate href=https://www.communityone.com/docs/development/migration-v2 hreflang=en /><link data-rh=true rel=alternate href=https://www.communityone.com/docs/development/migration-v2 hreflang=x-default /><script data-rh=true type=application/ld+json>{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","item":"https://www.communityone.com/docs/for-developers","name":"Developers & Technical Users","position":1},{"@type":"ListItem","item":"https://www.communityone.com/docs/development/migration-v2","name":"✅ Migration Complete: Pattern-Based Discovery v2.0","position":2}]}</script><link rel=alternate type=application/rss+xml href=/blog/rss.xml title="Open Navigator RSS Feed"><link rel=alternate type=application/atom+xml href=/blog/atom.xml title="Open Navigator Atom Feed"><link rel=preconnect href=https://www.google-analytics.com><link rel=preconnect href=https://www.googletagmanager.com><script async src="https://www.googletagmanager.com/gtag/js?id=G-5EQV815915"></script><script>function gtag(){dataLayer.push(arguments)}window.dataLayer=window.dataLayer||[],gtag("js",new Date),gtag("config","G-5EQV815915",{anonymize_ip:!0})</script><link rel=stylesheet href=/assets/css/styles.c89d6b2d.css /><script src=/assets/js/runtime~main.c8fa085e.js defer></script><script src=/assets/js/main.6e24e536.js defer></script></head><body><svg style="display: none;"><defs> | |
| <symbol id=theme-svg-external-link viewBox="0 0 24 24"><path fill=currentColor d="M21 13v10h-21v-19h12v2h-10v15h17v-8h2zm3-12h-10.988l4.035 4-6.977 7.07 2.828 2.828 6.977-7.07 4.125 4.172v-11z"/></symbol> | |
| </defs></svg> | |
| <script>!function(){var t=function(){try{return new URLSearchParams(window.location.search).get("docusaurus-theme")}catch(t){}}()||function(){try{return window.localStorage.getItem("theme-7e9")}catch(t){}}();document.documentElement.setAttribute("data-theme",t||(window.matchMedia("(prefers-color-scheme: dark)").matches?"dark":"light")),document.documentElement.setAttribute("data-theme-choice",t||"system")}(),function(){try{for(var[t,e]of new URLSearchParams(window.location.search).entries())if(t.startsWith("docusaurus-data-")){var a=t.replace("docusaurus-data-","data-");document.documentElement.setAttribute(a,e)}}catch(t){}}()</script><div id=__docusaurus><link rel=preload as=image href=/img/communityone_logo.svg /><script type=application/ld+json>{"@context":"https://schema.org","@type":"Organization","address":{"@type":"PostalAddress","addressCountry":"US","addressLocality":"Tuscaloosa","addressRegion":"AL","postalCode":"35406","streetAddress":"5617 Lakeridge Court"},"contactPoint":{"@type":"ContactPoint","availableLanguage":["English"],"contactType":"Customer Service","email":"johnbowyer@communityone.com"},"description":"Track 90,000+ jurisdictions, 1.8M nonprofits, and analyze meeting minutes with AI. The open path to everything local.","email":"johnbowyer@communityone.com","legalName":"CommunityOne","logo":"https://www.communityone.com/img/communityone_logo.svg","name":"CommunityOne","sameAs":["https://www.facebook.com/communityone","https://www.instagram.com/communityone","https://twitter.com/communityone","https://www.linkedin.com/company/communityone","https://www.youtube.com/@communityone","https://discord.gg/communityone","https://github.com/getcommunityone/open-navigator"],"url":"https://www.communityone.com"}</script><script type=application/ld+json>{"@context":"https://schema.org","@type":"WebSite","alternateName":"CommunityOne Open Navigator","description":"AI-powered civic engagement platform tracking jurisdictions, nonprofits, and government meetings","name":"Open Navigator","potentialAction":{"@type":"SearchAction","query-input":"required name=search_term_string","target":{"@type":"EntryPoint","urlTemplate":"https://www.communityone.com/search?q={search_term_string}"}},"url":"https://www.communityone.com"}</script><script type=application/ld+json>{"@context":"https://schema.org","@type":"SoftwareApplication","aggregateRating":{"@type":"AggregateRating","ratingCount":"1","ratingValue":"5"},"applicationCategory":"BusinessApplication","description":"Track 90,000+ jurisdictions, 1.8M nonprofits, and analyze meeting minutes with AI","featureList":["Track 90,000+ jurisdictions","Monitor 1.8M nonprofits","Analyze meeting minutes","Legislative bill tracking","Campaign finance data"],"name":"Open Navigator","offers":{"@type":"Offer","price":"0","priceCurrency":"USD"},"operatingSystem":"Web","screenshot":"https://www.communityone.com/img/docusaurus-social-card.jpg","softwareVersion":"1.0.0"}</script><div role=region aria-label="Skip to main content"><a class=skipToContent_fXgn href=#__docusaurus_skipToContent_fallback>Skip to main content</a></div><nav aria-label=Main class="theme-layout-navbar navbar navbar--fixed-top"><div class=navbar__inner><div class="theme-layout-navbar-left navbar__items"><button aria-label="Toggle navigation bar" aria-expanded=false class="navbar__toggle clean-btn" type=button><svg width=30 height=30 viewBox="0 0 30 30" aria-hidden=true><path stroke=currentColor stroke-linecap=round stroke-miterlimit=10 stroke-width=2 d="M4 7h22M4 15h22M4 23h22"/></svg></button><a href=https://www.communityone.com target=_self rel="noopener noreferrer" class=navbar__brand><div class=navbar__logo><img src=/img/communityone_logo.svg alt="CommunityOne Logo" class="themedComponent_mlkZ themedComponent--light_NVdE"/><img src=/img/communityone_logo.svg alt="CommunityOne Logo" class="themedComponent_mlkZ themedComponent--dark_xIcU"/></div><b class="navbar__title text--truncate">Open Navigator Home</b></a><a class="navbar__item navbar__link" href=/docs/intro>Getting Started</a><a class="navbar__item navbar__link" href=/docs/for-families>Families & Individuals</a><a class="navbar__item navbar__link" href=/docs/for-advocates>Policy Makers</a><a class="navbar__item navbar__link" href=/docs/for-developers>Developers</a><a class="navbar__item navbar__link" href=/docs/data-sources/citations>Data and Terms</a><a class="navbar__item navbar__link" href=/blog>Blog</a></div><div class="theme-layout-navbar-right navbar__items navbar__items--right"><a href=https://github.com/getcommunityone/open-navigator-for-engagement target=_blank rel="noopener noreferrer" class="navbar__item navbar__link">GitHub<svg width=13.5 height=13.5 aria-label="(opens in new tab)" class=iconExternalLink_nPIU><use href=#theme-svg-external-link /></svg></a><div class="toggle_vylO colorModeToggle_DEke"><button class="clean-btn toggleButton_gllP toggleButtonDisabled_aARS" type=button disabled title="system mode" aria-label="Switch between dark and light mode (currently system mode)"><svg viewBox="0 0 24 24" width=24 height=24 aria-hidden=true class="toggleIcon_g3eP lightToggleIcon_pyhR"><path fill=currentColor d="M12,9c1.65,0,3,1.35,3,3s-1.35,3-3,3s-3-1.35-3-3S10.35,9,12,9 M12,7c-2.76,0-5,2.24-5,5s2.24,5,5,5s5-2.24,5-5 S14.76,7,12,7L12,7z M2,13l2,0c0.55,0,1-0.45,1-1s-0.45-1-1-1l-2,0c-0.55,0-1,0.45-1,1S1.45,13,2,13z M20,13l2,0c0.55,0,1-0.45,1-1 s-0.45-1-1-1l-2,0c-0.55,0-1,0.45-1,1S19.45,13,20,13z M11,2v2c0,0.55,0.45,1,1,1s1-0.45,1-1V2c0-0.55-0.45-1-1-1S11,1.45,11,2z M11,20v2c0,0.55,0.45,1,1,1s1-0.45,1-1v-2c0-0.55-0.45-1-1-1C11.45,19,11,19.45,11,20z M5.99,4.58c-0.39-0.39-1.03-0.39-1.41,0 c-0.39,0.39-0.39,1.03,0,1.41l1.06,1.06c0.39,0.39,1.03,0.39,1.41,0s0.39-1.03,0-1.41L5.99,4.58z M18.36,16.95 c-0.39-0.39-1.03-0.39-1.41,0c-0.39,0.39-0.39,1.03,0,1.41l1.06,1.06c0.39,0.39,1.03,0.39,1.41,0c0.39-0.39,0.39-1.03,0-1.41 L18.36,16.95z M19.42,5.99c0.39-0.39,0.39-1.03,0-1.41c-0.39-0.39-1.03-0.39-1.41,0l-1.06,1.06c-0.39,0.39-0.39,1.03,0,1.41 s1.03,0.39,1.41,0L19.42,5.99z M7.05,18.36c0.39-0.39,0.39-1.03,0-1.41c-0.39-0.39-1.03-0.39-1.41,0l-1.06,1.06 c-0.39,0.39-0.39,1.03,0,1.41s1.03,0.39,1.41,0L7.05,18.36z"/></svg><svg viewBox="0 0 24 24" width=24 height=24 aria-hidden=true class="toggleIcon_g3eP darkToggleIcon_wfgR"><path fill=currentColor d="M9.37,5.51C9.19,6.15,9.1,6.82,9.1,7.5c0,4.08,3.32,7.4,7.4,7.4c0.68,0,1.35-0.09,1.99-0.27C17.45,17.19,14.93,19,12,19 c-3.86,0-7-3.14-7-7C5,9.07,6.81,6.55,9.37,5.51z M12,3c-4.97,0-9,4.03-9,9s4.03,9,9,9s9-4.03,9-9c0-0.46-0.04-0.92-0.1-1.36 c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"/></svg><svg viewBox="0 0 24 24" width=24 height=24 aria-hidden=true class="toggleIcon_g3eP systemToggleIcon_QzmC"><path fill=currentColor d="m12 21c4.971 0 9-4.029 9-9s-4.029-9-9-9-9 4.029-9 9 4.029 9 9 9zm4.95-13.95c1.313 1.313 2.05 3.093 2.05 4.95s-0.738 3.637-2.05 4.95c-1.313 1.313-3.093 2.05-4.95 2.05v-14c1.857 0 3.637 0.737 4.95 2.05z"/></svg></button></div><div class=navbarSearchContainer_Bca1></div></div></div><div role=presentation class=navbar-sidebar__backdrop></div></nav><div id=__docusaurus_skipToContent_fallback class="theme-layout-main main-wrapper mainWrapper_z2l0"><div class=docsWrapper_hBAB><button aria-label="Scroll back to top" class="clean-btn theme-back-to-top-button backToTopButton_sjWU" type=button></button><div class=docRoot_UBD9><aside class="theme-doc-sidebar-container docSidebarContainer_YfHR"><div class=sidebarViewport_aRkj><div class=sidebar_njMd><nav aria-label="Docs sidebar" class="menu thin-scrollbar menu_SIkG"><ul class="theme-doc-sidebar-menu menu__list"><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item"><div class=menu__list-item-collapsible><a class="categoryLink_byQd menu__link menu__link--sublist menu__link--sublist-caret" role=button aria-expanded=true href=/docs/intro><span title="Getting Started" class=categoryLinkLabel_W154>Getting Started</span></a></div><ul class=menu__list><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class=menu__link tabindex=0 href=/docs/intro><span title=Introduction class=linkLabel_WmDU>Introduction</span></a><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class=menu__link tabindex=0 href=/docs/open-navigator><span title="Open Navigator" class=linkLabel_WmDU>Open Navigator</span></a></ul><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item"><div class=menu__list-item-collapsible><a class="categoryLink_byQd menu__link menu__link--sublist" href=/docs/for-families><span title="Families & Individuals" class=categoryLinkLabel_W154>Families & Individuals</span></a><button aria-label="Collapse sidebar category 'Families & Individuals'" aria-expanded=true type=button class="clean-btn menu__caret"></button></div><ul class=menu__list><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-2 menu__list-item menu__list-item--collapsed"><div class=menu__list-item-collapsible><a class="categoryLink_byQd menu__link menu__link--sublist menu__link--sublist-caret" role=button aria-expanded=false tabindex=0 href=/docs/families/community-events><span title="Resources for Families" class=categoryLinkLabel_W154>Resources for Families</span></a></div><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class=menu__link tabindex=0 href=/docs/open-navigator><span title="Getting Started with Open Navigator" class=linkLabel_WmDU>Getting Started with Open Navigator</span></a><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class=menu__link tabindex=0 href=/docs/data-sources/citations><span title="Data and Citations" class=linkLabel_WmDU>Data and Citations</span></a></ul><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item"><div class=menu__list-item-collapsible><a class="categoryLink_byQd menu__link menu__link--sublist" href=/docs/for-advocates><span title="Policy Makers & Advocates" class=categoryLinkLabel_W154>Policy Makers & Advocates</span></a><button aria-label="Collapse sidebar category 'Policy Makers & Advocates'" aria-expanded=true type=button class="clean-btn menu__caret"></button></div><ul class=menu__list><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-2 menu__list-item menu__list-item--collapsed"><div class=menu__list-item-collapsible><a class="categoryLink_byQd menu__link menu__link--sublist menu__link--sublist-caret" role=button aria-expanded=false tabindex=0 href=/docs/data-sources/overview><span title="Understanding the Data" class=categoryLinkLabel_W154>Understanding the Data</span></a></div><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-2 menu__list-item menu__list-item--collapsed"><div class=menu__list-item-collapsible><a class="categoryLink_byQd menu__link menu__link--sublist menu__link--sublist-caret" role=button aria-expanded=false tabindex=0 href=/docs/guides/political-economy><span title="Analysis & Strategy" class=categoryLinkLabel_W154>Analysis & Strategy</span></a></div><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-2 menu__list-item menu__list-item--collapsed"><div class=menu__list-item-collapsible><a class="categoryLink_byQd menu__link menu__link--sublist menu__link--sublist-caret" role=button aria-expanded=false tabindex=0 href=/docs/case-studies/tuscaloosa-complete><span title="Real-World Examples" class=categoryLinkLabel_W154>Real-World Examples</span></a></div></ul><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item"><div class=menu__list-item-collapsible><a class="categoryLink_byQd menu__link menu__link--sublist menu__link--active" href=/docs/for-developers><span title="Developers & Technical Users" class=categoryLinkLabel_W154>Developers & Technical Users</span></a><button aria-label="Collapse sidebar category 'Developers & Technical Users'" aria-expanded=true type=button class="clean-btn menu__caret"></button></div><ul class=menu__list><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-2 menu__list-item menu__list-item--collapsed"><div class=menu__list-item-collapsible><a class="categoryLink_byQd menu__link menu__link--sublist menu__link--sublist-caret" role=button aria-expanded=false tabindex=0 href=/docs/quickstart><span title="Setup & Installation" class=categoryLinkLabel_W154>Setup & Installation</span></a></div><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-2 menu__list-item menu__list-item--collapsed"><div class=menu__list-item-collapsible><a class="categoryLink_byQd menu__link menu__link--sublist menu__link--sublist-caret" role=button aria-expanded=false tabindex=0 href=/docs/data-sources/citations><span title="Data Sources (Technical)" class=categoryLinkLabel_W154>Data Sources (Technical)</span></a></div><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-2 menu__list-item menu__list-item--collapsed"><div class=menu__list-item-collapsible><a class="categoryLink_byQd menu__link menu__link--sublist menu__link--sublist-caret" role=button aria-expanded=false tabindex=0 href=/docs/guides/jurisdiction-setup><span title="How-To Guides" class=categoryLinkLabel_W154>How-To Guides</span></a></div><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-2 menu__list-item menu__list-item--collapsed"><div class=menu__list-item-collapsible><a class="categoryLink_byQd menu__link menu__link--sublist menu__link--sublist-caret" role=button aria-expanded=false tabindex=0 href=/docs/integrations/mcp-server><span title=Integrations class=categoryLinkLabel_W154>Integrations</span></a></div><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-2 menu__list-item menu__list-item--collapsed"><div class=menu__list-item-collapsible><a class="categoryLink_byQd menu__link menu__link--sublist menu__link--sublist-caret" role=button aria-expanded=false tabindex=0 href=/docs/deployment/databricks-apps><span title=Deployment class=categoryLinkLabel_W154>Deployment</span></a></div><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-2 menu__list-item"><div class=menu__list-item-collapsible><a class="categoryLink_byQd menu__link menu__link--sublist menu__link--sublist-caret menu__link--active" role=button aria-expanded=true tabindex=0 href=/docs/development/database-setup><span title=Development class=categoryLinkLabel_W154>Development</span></a></div><ul class=menu__list><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/database-setup><span title="Database Setup & Stats Verification" class=linkLabel_WmDU>Database Setup & Stats Verification</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/events-naming-migration><span title="File Migration to Events Naming Convention" class=linkLabel_WmDU>File Migration to Events Naming Convention</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/adding-data-sources><span title="Adding New Data Sources" class=linkLabel_WmDU>Adding New Data Sources</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/api-logging-errors><span title="API Logging & Error Handling Implementation" class=linkLabel_WmDU>API Logging & Error Handling Implementation</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/openstates-integration><span title="OpenStates Integration & Contribution Opportunities" class=linkLabel_WmDU>OpenStates Integration & Contribution Opportunities</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/real-time-statistics><span title="Real-Time Statistics with Geographic Filtering" class=linkLabel_WmDU>Real-Time Statistics with Geographic Filtering</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/schema-migration-summary><span title="Schema Migration Summary" class=linkLabel_WmDU>Schema Migration 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/terminal-corruption-prevention><span title="Terminal Corruption Prevention" class=linkLabel_WmDU>Terminal Corruption Prevention</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/county-data-status><span title="County Search and Aggregation - Status Summary" class=linkLabel_WmDU>County Search and Aggregation - 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/intel-optimization><span title="DuckDB + Intel Arc Optimization" class=linkLabel_WmDU>DuckDB + Intel Arc Optimization</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/dashboard-redesign><span title="React Dashboard Redesign Summary" class=linkLabel_WmDU>React Dashboard Redesign 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/docs-migration><span title="Documentation Migration Summary" class=linkLabel_WmDU>Documentation Migration 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/port-guide><span title="🚨 CRITICAL: Which Port to Use?" class=linkLabel_WmDU>🚨 CRITICAL: Which Port to Use?</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/react-refactoring><span title="React + FastAPI Databricks App Refactoring" class=linkLabel_WmDU>React + FastAPI Databricks App Refactoring</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/readme-migration><span title="README Migration Summary" class=linkLabel_WmDU>README Migration 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/refactoring-summary><span title="✨ React + FastAPI Databricks App - Complete Refactoring Summary" class=linkLabel_WmDU>✨ React + FastAPI Databricks App - Complete Refactoring 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/changelog><span title="Changelog - Jurisdiction Discovery System" class=linkLabel_WmDU>Changelog - Jurisdiction Discovery System</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/enhancements><span title="✅ Enhancement Complete: 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 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. Install Dependencies</a><li><a href=#2-run-discovery-no-api-keys class="table-of-contents__link toc-highlight">2. Run Discovery (No API Keys!)</a><li><a href=#3-expected-output class="table-of-contents__link toc-highlight">3. 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. Run Initial Discovery</a><li><a href=#2-review-results class="table-of-contents__link toc-highlight">2. Review Results</a><li><a href=#3-production-run-databricks class="table-of-contents__link toc-highlight">3. Production Run (Databricks)</a><li><a href=#4-schedule-re-discovery class="table-of-contents__link toc-highlight">4. Schedule Re-Discovery</a></ul><li><a href=#-documentation class="table-of-contents__link toc-highlight">📚 Documentation</a><li><a href=#-verification-checklist class="table-of-contents__link toc-highlight">✅ Verification Checklist</a><li><a href=#-result class="table-of-contents__link toc-highlight">🎉 Result</a></ul></div></div></div></div></main></div></div></div><footer class="theme-layout-footer footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="theme-layout-footer-column col footer__col"><div class=footer__title>Documentation</div><ul class="footer__items clean-list"><li class=footer__item><a class=footer__link-item href=/docs/intro>Getting Started</a><li class=footer__item><a class=footer__link-item href=/docs/data-sources/citations>Citations & Data Sources</a><li class=footer__item><a class=footer__link-item href=/docs/data-sources/overview>Data Sources</a><li class=footer__item><a class=footer__link-item href=/docs/for-developers>For Developers</a></ul></div><div class="theme-layout-footer-column col footer__col"><div class=footer__title>Resources</div><ul class="footer__items clean-list"><li class=footer__item><a href=https://www.communityone.com target=_blank rel="noopener noreferrer" class=footer__link-item>Launch Open Navigator<svg width=13.5 height=13.5 aria-label="(opens in new tab)" class=iconExternalLink_nPIU><use href=#theme-svg-external-link /></svg></a><li class=footer__item><a href=https://github.com/getcommunityone/open-navigator-for-engagement target=_blank rel="noopener noreferrer" class=footer__link-item>GitHub<svg width=13.5 height=13.5 aria-label="(opens in new tab)" class=iconExternalLink_nPIU><use href=#theme-svg-external-link /></svg></a><li class=footer__item><a href=https://www.groundvue.org/ target=_blank rel="noopener noreferrer" class=footer__link-item>GroundVue (Partner)<svg width=13.5 height=13.5 aria-label="(opens in new tab)" class=iconExternalLink_nPIU><use href=#theme-svg-external-link /></svg></a></ul></div><div class="theme-layout-footer-column col footer__col"><div class=footer__title>Community</div><ul class="footer__items clean-list"><li class=footer__item><a href=https://www.instagram.com/getcommunityone/ target=_blank rel="noopener noreferrer" class=footer__link-item>Instagram<svg width=13.5 height=13.5 aria-label="(opens in new tab)" class=iconExternalLink_nPIU><use href=#theme-svg-external-link /></svg></a><li class=footer__item><a href=https://www.facebook.com/getcommunityone target=_blank rel="noopener noreferrer" class=footer__link-item>Facebook<svg width=13.5 height=13.5 aria-label="(opens in new tab)" class=iconExternalLink_nPIU><use href=#theme-svg-external-link /></svg></a><li class=footer__item><a href=https://x.com/getcommunityone/ target=_blank rel="noopener noreferrer" class=footer__link-item>X (Twitter)<svg width=13.5 height=13.5 aria-label="(opens in new tab)" class=iconExternalLink_nPIU><use href=#theme-svg-external-link /></svg></a><li class=footer__item><a href=https://www.linkedin.com/company/getcommunityone target=_blank rel="noopener noreferrer" class=footer__link-item>LinkedIn<svg width=13.5 height=13.5 aria-label="(opens in new tab)" class=iconExternalLink_nPIU><use href=#theme-svg-external-link /></svg></a><li class=footer__item><a href=https://www.youtube.com/@getcommunityone target=_blank rel="noopener noreferrer" class=footer__link-item>YouTube<svg width=13.5 height=13.5 aria-label="(opens in new tab)" class=iconExternalLink_nPIU><use href=#theme-svg-external-link /></svg></a><li class=footer__item><a href=https://discord.gg/uH6Dytek target=_blank rel="noopener noreferrer" class=footer__link-item>Discord<svg width=13.5 height=13.5 aria-label="(opens in new tab)" class=iconExternalLink_nPIU><use href=#theme-svg-external-link /></svg></a></ul></div><div class="theme-layout-footer-column col footer__col"><div class=footer__title>Legal</div><ul class="footer__items clean-list"><li class=footer__item><a class=footer__link-item href=/docs/legal/privacy-policy>Privacy Policy</a><li class=footer__item><a class=footer__link-item href=/docs/legal/terms-of-service>Terms of Service</a><li class=footer__item><a class=footer__link-item href=/docs/legal/data-provider-terms>Data Provider Terms</a></ul></div><div class="theme-layout-footer-column col footer__col"><div class=footer__title>More</div><ul class="footer__items clean-list"><li class=footer__item><a class=footer__link-item href=/blog>Blog</a><li class=footer__item><a href=https://github.com/getcommunityone/open-navigator-for-engagement/blob/main/LICENSE target=_blank rel="noopener noreferrer" class=footer__link-item>License (MIT)<svg width=13.5 height=13.5 aria-label="(opens in new tab)" class=iconExternalLink_nPIU><use href=#theme-svg-external-link /></svg></a></ul></div></div><div class="footer__bottom text--center"><div class=footer__copyright>Copyright © 2026 Community One. Built with Docusaurus.</div></div></div></footer></div></body> |