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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>Deployment</span><li class="breadcrumbs__item breadcrumbs__item--active"><span class=breadcrumbs__link>🚀 RUNNING DISCOVERY FOR ALL U.S. CITIES AND COUNTIES</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>🚀 RUNNING DISCOVERY FOR ALL U.S. CITIES AND COUNTIES</h1></header>
<p><strong>Automated discovery pipeline for 22,000+ jurisdictions nationwide</strong></p>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-scale>📊 SCALE<a href=#-scale class=hash-link aria-label="Direct link to 📊 SCALE" title="Direct link to 📊 SCALE" translate=no></a></h2>
<p><strong>Target Coverage:</strong></p>
<ul>
<li class=""><strong>3,143 U.S. Counties</strong> (from NACo database)</li>
<li class=""><strong>19,000+ Cities</strong> (from U.S. Census Bureau)</li>
<li class=""><strong>Total: ~22,000 jurisdictions</strong></li>
</ul>
<p><strong>What Gets Discovered Per Jurisdiction:</strong></p>
<ol>
<li class="">Official government website(s)</li>
<li class="">YouTube channels (with subscriber/video counts)</li>
<li class="">Vimeo and other video platforms</li>
<li class="">Meeting platforms (Legistar, SuiteOne, Granicus, etc.)</li>
<li class="">Social media accounts (Facebook, Twitter)</li>
<li class="">Agenda portals and document systems</li>
<li class="">Historical coverage depth</li>
</ol>
<p><strong>Output:</strong></p>
<ul>
<li class="">JSON with complete details</li>
<li class="">CSV summary for analysis</li>
<li class="">Completeness scores (0-100%)</li>
</ul>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-quick-start>🏃 QUICK START<a href=#-quick-start class=hash-link aria-label="Direct link to 🏃 QUICK START" title="Direct link to 🏃 QUICK START" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=1-test-with-a-single-state-alabama>1. Test with a Single State (Alabama)<a href=#1-test-with-a-single-state-alabama class=hash-link aria-label="Direct link to 1. Test with a Single State (Alabama)" title="Direct link to 1. Test with a Single State (Alabama)" 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">cd /home/developer/projects/open-navigator</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"># Activate environment</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">source venv/bin/activate</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"># Run discovery for all Alabama cities/counties</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python discovery/comprehensive_discovery_pipeline.py --state AL</span><br/></div></code></pre></div></div>
<p><strong>Expected Output:</strong></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">Starting batch discovery for 67 jurisdictions (Alabama counties)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">Discovering: Birmingham, AL (city)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  Step 1/6: Finding website</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  Step 2/6: Finding YouTube channels</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">✓ Birmingham: 85% complete</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">✓ Mobile: 72% complete</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">✓ Tuscaloosa: 90% complete</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">DISCOVERY COMPLETE!</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">Total jurisdictions: 67</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">Successful: 65 (97%)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">Average completeness: 78%</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=2-top-100-us-cities>2. Top 100 U.S. Cities<a href=#2-top-100-us-cities class=hash-link aria-label="Direct link to 2. Top 100 U.S. Cities" title="Direct link to 2. Top 100 U.S. Cities" 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"># Discover data for top 100 cities by population</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python discovery/comprehensive_discovery_pipeline.py --top 100</span><br/></div></code></pre></div></div>
<p><strong>Use Case:</strong> Get started quickly with major cities</p>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=3-all-jurisdictions-full-national-scale>3. All Jurisdictions (Full National Scale)<a href=#3-all-jurisdictions-full-national-scale class=hash-link aria-label="Direct link to 3. All Jurisdictions (Full National Scale)" title="Direct link to 3. All Jurisdictions (Full National Scale)" 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"># Process ALL 22,000+ jurisdictions</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python discovery/comprehensive_discovery_pipeline.py --all</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"># WARNING: This will take 24-48 hours!</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># Recommend running on server/cloud instance</span><br/></div></code></pre></div></div>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=️-configuration-options>⚙️ CONFIGURATION OPTIONS<a href=#️-configuration-options class=hash-link aria-label="Direct link to ⚙️ CONFIGURATION OPTIONS" title="Direct link to ⚙️ CONFIGURATION OPTIONS" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=rate-limiting>Rate Limiting<a href=#rate-limiting class=hash-link aria-label="Direct link to Rate Limiting" title="Direct link to Rate Limiting" 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"># Control concurrent requests (prevent rate limiting)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python discovery/comprehensive_discovery_pipeline.py \</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    --max-concurrent 5 \</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    --state CA</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"># Default: 10 concurrent (safe for most networks)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># Lower to 5 for slower connections</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># Increase to 20 if you have fast connection + server</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=youtube-api-key-recommended>YouTube API Key (Recommended)<a href=#youtube-api-key-recommended class=hash-link aria-label="Direct link to YouTube API Key (Recommended)" title="Direct link to YouTube API Key (Recommended)" 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"># Get free API key: https://console.cloud.google.com/</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"># Set environment variable</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">export YOUTUBE_API_KEY="AIza..."</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"># Or pass directly</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python discovery/comprehensive_discovery_pipeline.py \</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    --youtube-api-key "AIza..." \</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    --state AL</span><br/></div></code></pre></div></div>
<p><strong>Why Use API Key:</strong></p>
<ul>
<li class="">✅ Accurate video counts</li>
<li class="">✅ Exact subscriber numbers</li>
<li class="">✅ View counts, upload dates</li>
<li class="">✅ Channel verification status</li>
<li class="">🆓 FREE (10,000 units/day = ~3,000 channels)</li>
</ul>
<p><strong>Without API Key:</strong></p>
<ul>
<li class="">⚠️ HTML scraping (less accurate)</li>
<li class="">⚠️ Approximate statistics</li>
<li class="">✅ Still finds all channels</li>
</ul>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-output-files>📁 OUTPUT FILES<a href=#-output-files class=hash-link aria-label="Direct link to 📁 OUTPUT FILES" title="Direct link to 📁 OUTPUT FILES" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=file-locations>File Locations<a href=#file-locations class=hash-link aria-label="Direct link to File Locations" title="Direct link to File Locations" 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">data/bronze/discovered_sources/</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">├── discovery_results_batch_100_20260422_143022.json    # Detailed results</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">├── discovery_results_final_20260422_150145.json        # Final complete</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">├── discovery_summary_batch_100_20260422_143022.csv     # Summary table</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">└── discovery_summary_final_20260422_150145.csv         # Final summary</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=json-structure-detailed>JSON Structure (Detailed)<a href=#json-structure-detailed class=hash-link aria-label="Direct link to JSON Structure (Detailed)" title="Direct link to JSON Structure (Detailed)" translate=no></a></h3>
<div class="language-json codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-json codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><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 property" style=color:#36acaa>"jurisdiction"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </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 property" style=color:#36acaa>"name"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"Tuscaloosa"</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 property" style=color:#36acaa>"state_code"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"AL"</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 property" style=color:#36acaa>"type"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"city"</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 property" style=color:#36acaa>"population"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token number" style=color:#36acaa>99600</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><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 property" style=color:#36acaa>"discovery_timestamp"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"2026-04-22T14:30:00"</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 property" style=color:#36acaa>"websites"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </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><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">      </span><span class="token property" style=color:#36acaa>"url"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"https://www.tuscaloosa.com"</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 property" style=color:#36acaa>"final_url"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"https://www.tuscaloosa.com/"</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 property" style=color:#36acaa>"status"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"active"</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 property" style=color:#36acaa>"discovery_method"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"pattern_match"</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><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><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 property" style=color:#36acaa>"youtube_channels"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </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><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">      </span><span class="token property" style=color:#36acaa>"channel_url"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"https://www.youtube.com/@TuscaloosaCityAL"</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 property" style=color:#36acaa>"channel_id"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"UCxxx"</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 property" style=color:#36acaa>"channel_title"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"City of Tuscaloosa"</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 property" style=color:#36acaa>"video_count"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token number" style=color:#36acaa>245</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 property" style=color:#36acaa>"subscriber_count"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token number" style=color:#36acaa>382</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 property" style=color:#36acaa>"view_count"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token number" style=color:#36acaa>50000</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 property" style=color:#36acaa>"discovery_method"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"pattern_match"</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><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><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 property" style=color:#36acaa>"meeting_platforms"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </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><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">      </span><span class="token property" style=color:#36acaa>"type"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"suiteone"</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 property" style=color:#36acaa>"url"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"https://tuscaloosaal.suiteonemedia.com"</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 property" style=color:#36acaa>"method"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"url_test"</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><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><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 property" style=color:#36acaa>"agenda_portals"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </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><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">      </span><span class="token property" style=color:#36acaa>"url"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"https://tuscaloosaal.suiteonemedia.com/Web/Home.aspx"</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 property" style=color:#36acaa>"link_text"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"agendas and synopses"</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 property" style=color:#36acaa>"discovery_method"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"homepage_scrape"</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><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><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 property" style=color:#36acaa>"social_media"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </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 property" style=color:#36acaa>"facebook"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>"https://www.facebook.com/163854056994765"</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 property" style=color:#36acaa>"twitter"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>"https://x.com/tuscaloosacity"</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 property" style=color:#36acaa>"vimeo"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>"https://vimeo.com/tuscaloosacity"</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><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 property" style=color:#36acaa>"completeness_score"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token number" style=color:#36acaa>0.90</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 property" style=color:#36acaa>"status"</span><span class="token operator" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"success"</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=csv-structure-summary>CSV Structure (Summary)<a href=#csv-structure-summary class=hash-link aria-label="Direct link to CSV Structure (Summary)" title="Direct link to CSV Structure (Summary)" translate=no></a></h3>
<div class="language-csv codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-csv 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">name,state,type,population,website,youtube_channels,meeting_platforms,agenda_portals,completeness,status</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">Tuscaloosa,AL,city,99600,https://www.tuscaloosa.com,2,1,1,0.90,success</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">Birmingham,AL,city,200733,https://www.birminghamal.gov,1,1,0,0.75,success</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">Mobile,AL,city,187041,https://www.cityofmobile.org,1,2,1,0.85,success</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">...</span><br/></div></code></pre></div></div>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-example-alabama-discovery>📊 EXAMPLE: Alabama Discovery<a href=#-example-alabama-discovery class=hash-link aria-label="Direct link to 📊 EXAMPLE: Alabama Discovery" title="Direct link to 📊 EXAMPLE: Alabama Discovery" translate=no></a></h2>
<p>Let's run discovery for all Alabama jurisdictions and analyze results:</p>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=step-1-run-discovery>Step 1: Run Discovery<a href=#step-1-run-discovery class=hash-link aria-label="Direct link to Step 1: Run Discovery" title="Direct link to Step 1: Run 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">source venv/bin/activate</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"># Discover all Alabama cities and counties</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python discovery/comprehensive_discovery_pipeline.py --state AL \</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    --youtube-api-key "$YOUTUBE_API_KEY"</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=step-2-analyze-results>Step 2: Analyze Results<a href=#step-2-analyze-results class=hash-link aria-label="Direct link to Step 2: Analyze Results" title="Direct link to Step 2: Analyze Results" 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 keyword" style=color:#00009f>import</span><span class="token plain"> pandas </span><span class="token keyword" style=color:#00009f>as</span><span class="token plain"> pd</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"></span><span class="token comment" style=color:#999988;font-style:italic># Load results</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">df </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> pd</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">read_csv</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string" style=color:#e3116c>'data/bronze/discovered_sources/discovery_summary_final_20260422.csv'</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" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token comment" style=color:#999988;font-style:italic># Alabama statistics</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">al_data </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 plain">df</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'state'</span><span class="token punctuation" style=color:#393A34>]</span><span class="token plain"> </span><span class="token operator" style=color:#393A34>==</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>'AL'</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" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token keyword" style=color:#00009f>print</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string-interpolation string" style=color:#e3116c>f"Alabama Jurisdictions: </span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>{</span><span class="token string-interpolation interpolation builtin">len</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>(</span><span class="token string-interpolation interpolation">al_data</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>)</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>}</span><span class="token string-interpolation string" style=color:#e3116c>"</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 keyword" style=color:#00009f>print</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string-interpolation string" style=color:#e3116c>f"With websites: </span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>{</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>(</span><span class="token string-interpolation interpolation">al_data</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>[</span><span class="token string-interpolation interpolation string" style=color:#e3116c>'website'</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>]</span><span class="token string-interpolation interpolation"> </span><span class="token string-interpolation interpolation operator" style=color:#393A34>!=</span><span class="token string-interpolation interpolation"> </span><span class="token string-interpolation interpolation string" style=color:#e3116c>''</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>)</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>.</span><span class="token string-interpolation interpolation builtin">sum</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>(</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>)</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>}</span><span class="token string-interpolation string" style=color:#e3116c>"</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 keyword" style=color:#00009f>print</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string-interpolation string" style=color:#e3116c>f"With YouTube: </span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>{</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>(</span><span class="token string-interpolation interpolation">al_data</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>[</span><span class="token string-interpolation interpolation string" style=color:#e3116c>'youtube_channels'</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>]</span><span class="token string-interpolation interpolation"> </span><span class="token string-interpolation interpolation operator" style=color:#393A34>></span><span class="token string-interpolation interpolation"> </span><span class="token string-interpolation interpolation number" style=color:#36acaa>0</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>)</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>.</span><span class="token string-interpolation interpolation builtin">sum</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>(</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>)</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>}</span><span class="token string-interpolation string" style=color:#e3116c>"</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 keyword" style=color:#00009f>print</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string-interpolation string" style=color:#e3116c>f"With agendas: </span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>{</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>(</span><span class="token string-interpolation interpolation">al_data</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>[</span><span class="token string-interpolation interpolation string" style=color:#e3116c>'agenda_portals'</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>]</span><span class="token string-interpolation interpolation"> </span><span class="token string-interpolation interpolation operator" style=color:#393A34>></span><span class="token string-interpolation interpolation"> </span><span class="token string-interpolation interpolation number" style=color:#36acaa>0</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>)</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>.</span><span class="token string-interpolation interpolation builtin">sum</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>(</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>)</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>}</span><span class="token string-interpolation string" style=color:#e3116c>"</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 keyword" style=color:#00009f>print</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string-interpolation string" style=color:#e3116c>f"Average completeness: </span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>{</span><span class="token string-interpolation interpolation">al_data</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>[</span><span class="token string-interpolation interpolation string" style=color:#e3116c>'completeness'</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>]</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>.</span><span class="token string-interpolation interpolation">mean</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>(</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>)</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>:</span><span class="token string-interpolation interpolation format-spec">.1%</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>}</span><span class="token string-interpolation string" style=color:#e3116c>"</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" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token comment" style=color:#999988;font-style:italic># Top performing cities</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">top_al </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> al_data</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">nlargest</span><span class="token punctuation" style=color:#393A34>(</span><span class="token number" style=color:#36acaa>10</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>'completeness'</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 keyword" style=color:#00009f>print</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string" style=color:#e3116c>"\nTop 10 Alabama cities by data completeness:"</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 keyword" style=color:#00009f>print</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">top_al</span><span class="token punctuation" style=color:#393A34>[</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'name'</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>'youtube_channels'</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>'meeting_platforms'</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>'completeness'</span><span class="token punctuation" style=color:#393A34>]</span><span class="token punctuation" style=color:#393A34>]</span><span class="token punctuation" style=color:#393A34>)</span><br/></div></code></pre></div></div>
<p><strong>Expected Output:</strong></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">Alabama Jurisdictions: 67</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">With websites: 64 (96%)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">With YouTube: 18 (27%)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">With agendas: 42 (63%)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">Average completeness: 71%</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">Top 10 Alabama cities by data completeness:</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">           name  youtube_channels  meeting_platforms  completeness</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">0    Tuscaloosa                 2                  1          0.90</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">1    Birmingham                 1                  1          0.85</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">2        Mobile                 1                  2          0.85</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">3    Montgomery                 1                  1          0.80</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">...</span><br/></div></code></pre></div></div>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-recommended-strategy>🎯 RECOMMENDED STRATEGY<a href=#-recommended-strategy class=hash-link aria-label="Direct link to 🎯 RECOMMENDED STRATEGY" title="Direct link to 🎯 RECOMMENDED STRATEGY" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=phase-1-test-1-day>Phase 1: Test (1 Day)<a href=#phase-1-test-1-day class=hash-link aria-label="Direct link to Phase 1: Test (1 Day)" title="Direct link to Phase 1: Test (1 Day)" 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 your home state</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python discovery/comprehensive_discovery_pipeline.py --state AL</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"># Review results, adjust parameters</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># Check completeness scores</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=phase-2-major-cities-1-week>Phase 2: Major Cities (1 Week)<a href=#phase-2-major-cities-1-week class=hash-link aria-label="Direct link to Phase 2: Major Cities (1 Week)" title="Direct link to Phase 2: Major Cities (1 Week)" 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"># Top 100 cities (80% of population)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python discovery/comprehensive_discovery_pipeline.py --top 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"># Top 500 cities</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python discovery/comprehensive_discovery_pipeline.py --top 500</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=phase-3-regional-1-month>Phase 3: Regional (1 Month)<a href=#phase-3-regional-1-month class=hash-link aria-label="Direct link to Phase 3: Regional (1 Month)" title="Direct link to Phase 3: Regional (1 Month)" 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"># Process by region to distribute load</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># South</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python discovery/comprehensive_discovery_pipeline.py --states AL,GA,FL,SC,NC</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"># Midwest  </span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python discovery/comprehensive_discovery_pipeline.py --states IL,IN,OH,MI,WI</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"># West</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python discovery/comprehensive_discovery_pipeline.py --states CA,WA,OR,AZ,NV</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"># Northeast</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python discovery/comprehensive_discovery_pipeline.py --states NY,NJ,PA,MA,CT</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=phase-4-complete-national-1-2-months>Phase 4: Complete National (1-2 Months)<a href=#phase-4-complete-national-1-2-months class=hash-link aria-label="Direct link to Phase 4: Complete National (1-2 Months)" title="Direct link to Phase 4: Complete National (1-2 Months)" 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"># Full 22,000+ jurisdictions</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python discovery/comprehensive_discovery_pipeline.py --all</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"># Run on cloud server (AWS, GCP, Azure)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># Estimated time: 24-48 hours</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># Cost: ~$20-50 (if using cloud compute)</span><br/></div></code></pre></div></div>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-performance-optimization>⚡ PERFORMANCE OPTIMIZATION<a href=#-performance-optimization class=hash-link aria-label="Direct link to ⚡ PERFORMANCE OPTIMIZATION" title="Direct link to ⚡ PERFORMANCE OPTIMIZATION" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=for-faster-discovery>For Faster Discovery<a href=#for-faster-discovery class=hash-link aria-label="Direct link to For Faster Discovery" title="Direct link to For Faster Discovery" translate=no></a></h3>
<p><strong>1. Use Cloud Server</strong></p>
<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"># AWS EC2 t3.medium or larger</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># Better network = faster requests</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># Can increase --max-concurrent to 20-50</span><br/></div></code></pre></div></div>
<p><strong>2. Parallel State Processing</strong></p>
<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"># Run multiple states in parallel on different terminals</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"># Terminal 1</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python discovery/comprehensive_discovery_pipeline.py --state AL</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"># Terminal 2</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python discovery/comprehensive_discovery_pipeline.py --state GA</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"># Terminal 3</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python discovery/comprehensive_discovery_pipeline.py --state FL</span><br/></div></code></pre></div></div>
<p><strong>3. YouTube API Key</strong></p>
<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"># ALWAYS use API key for accuracy + speed</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">export YOUTUBE_API_KEY="your-key-here"</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"># Without key: 2-3 requests per channel (slower)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># With key: 1 request per channel (faster + accurate)</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=for-reliability>For Reliability<a href=#for-reliability class=hash-link aria-label="Direct link to For Reliability" title="Direct link to For Reliability" translate=no></a></h3>
<p><strong>1. Auto-Resume</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 comment" style=color:#999988;font-style:italic># The pipeline saves every 100 jurisdictions</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token comment" style=color:#999988;font-style:italic># If it crashes, you can resume from last save</span><span class="token plain"></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"></span><span class="token comment" style=color:#999988;font-style:italic># Manual resume:</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">completed_ids </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> load_completed_from_csv</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string" style=color:#e3116c>'discovery_summary_batch_100.csv'</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">remaining </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>[</span><span class="token plain">j </span><span class="token keyword" style=color:#00009f>for</span><span class="token plain"> j </span><span class="token keyword" style=color:#00009f>in</span><span class="token plain"> jurisdictions </span><span class="token keyword" style=color:#00009f>if</span><span class="token plain"> j</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'id'</span><span class="token punctuation" style=color:#393A34>]</span><span class="token plain"> </span><span class="token keyword" style=color:#00009f>not</span><span class="token plain"> </span><span class="token keyword" style=color:#00009f>in</span><span class="token plain"> completed_ids</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">pipeline</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">discover_batch</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">remaining</span><span class="token punctuation" style=color:#393A34>)</span><br/></div></code></pre></div></div>
<p><strong>2. Error Handling</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 comment" style=color:#999988;font-style:italic># Failed jurisdictions are marked status='error'</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token comment" style=color:#999988;font-style:italic># Re-run just the failures:</span><span class="token plain"></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">df </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> pd</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">read_csv</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string" style=color:#e3116c>'discovery_summary_final.csv'</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">failures </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 plain">df</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'status'</span><span class="token punctuation" style=color:#393A34>]</span><span class="token plain"> </span><span class="token operator" style=color:#393A34>==</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>'error'</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" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token comment" style=color:#999988;font-style:italic># Extract jurisdiction info and retry</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">retry_list </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> failures</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">to_dict</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string" style=color:#e3116c>'records'</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">pipeline</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">discover_batch</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">retry_list</span><span class="token punctuation" style=color:#393A34>)</span><br/></div></code></pre></div></div>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-expected-results-national-scale>📈 EXPECTED RESULTS (National Scale)<a href=#-expected-results-national-scale class=hash-link aria-label="Direct link to 📈 EXPECTED RESULTS (National Scale)" title="Direct link to 📈 EXPECTED RESULTS (National Scale)" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=coverage-estimates>Coverage Estimates<a href=#coverage-estimates class=hash-link aria-label="Direct link to Coverage Estimates" title="Direct link to Coverage Estimates" translate=no></a></h3>
<p><strong>Websites:</strong> 85-90% (17,000-19,000)</p>
<ul>
<li class="">Most cities have websites</li>
<li class="">Some very small towns may not</li>
</ul>
<p><strong>YouTube Channels:</strong> 20-30% (4,000-6,000)</p>
<ul>
<li class="">Larger cities more likely</li>
<li class="">Growing trend (30%+ for cities >50k pop)</li>
</ul>
<p><strong>Meeting Platforms:</strong></p>
<ul>
<li class=""><strong>Legistar:</strong> 15-20% (~3,000-4,000)</li>
<li class=""><strong>SuiteOne:</strong> 5-10% (~1,000-2,000)</li>
<li class=""><strong>Granicus:</strong> 10-15% (~2,000-3,000)</li>
<li class=""><strong>Other/Custom:</strong> 30-40% (~6,000-8,000)</li>
</ul>
<p><strong>Agenda Portals:</strong> 60-70% (13,000-15,000)</p>
<ul>
<li class="">Required by law in most states</li>
<li class="">Varying levels of digitization</li>
</ul>
<p><strong>Social Media:</strong> 70-80% (15,000-18,000)</p>
<ul>
<li class="">Facebook most common</li>
<li class="">Twitter second</li>
<li class="">LinkedIn, Instagram less common for gov</li>
</ul>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=completeness-by-jurisdiction-size>Completeness by Jurisdiction Size<a href=#completeness-by-jurisdiction-size class=hash-link aria-label="Direct link to Completeness by Jurisdiction Size" title="Direct link to Completeness by Jurisdiction Size" translate=no></a></h3>
<table><thead><tr><th>Population<th>Avg Completeness<th>YouTube<th>Agendas<tbody><tr><td>1M+<td>95%<td>90%<td>95%<tr><td>500k-1M<td>90%<td>75%<td>90%<tr><td>100k-500k<td>85%<td>50%<td>85%<tr><td>50k-100k<td>75%<td>30%<td>75%<tr><td>10k-50k<td>65%<td>15%<td>65%<tr><td>&lt;10k<td>50%<td>5%<td>50%</table>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-next-steps-after-discovery>🔍 NEXT STEPS AFTER DISCOVERY<a href=#-next-steps-after-discovery class=hash-link aria-label="Direct link to 🔍 NEXT STEPS AFTER DISCOVERY" title="Direct link to 🔍 NEXT STEPS AFTER DISCOVERY" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=1-analyze-results>1. Analyze Results<a href=#1-analyze-results class=hash-link aria-label="Direct link to 1. Analyze Results" title="Direct link to 1. Analyze Results" 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># Load all results</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">df </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> pd</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">read_csv</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string" style=color:#e3116c>'discovery_summary_final.csv'</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" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token comment" style=color:#999988;font-style:italic># Find best sources for oral health research</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">high_quality </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 plain">df</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'completeness'</span><span class="token punctuation" style=color:#393A34>]</span><span class="token plain"> </span><span class="token operator" style=color:#393A34>></span><span class="token plain"> </span><span class="token number" style=color:#36acaa>0.8</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" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token comment" style=color:#999988;font-style:italic># Prioritize by population + data quality</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">df</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'priority_score'</span><span class="token punctuation" style=color:#393A34>]</span><span class="token plain"> </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 string" style=color:#e3116c>'population'</span><span class="token punctuation" style=color:#393A34>]</span><span class="token plain"> </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 string" style=color:#e3116c>'completeness'</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">top_targets </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 plain">nlargest</span><span class="token punctuation" style=color:#393A34>(</span><span class="token number" style=color:#36acaa>100</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>'priority_score'</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" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token keyword" style=color:#00009f>print</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string" style=color:#e3116c>"Top 100 jurisdictions for analysis:"</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 keyword" style=color:#00009f>print</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">top_targets</span><span class="token punctuation" style=color:#393A34>[</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'name'</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>'state'</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>'population'</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>'completeness'</span><span class="token punctuation" style=color:#393A34>]</span><span class="token punctuation" style=color:#393A34>]</span><span class="token punctuation" style=color:#393A34>)</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=2-begin-content-scraping>2. Begin Content Scraping<a href=#2-begin-content-scraping class=hash-link aria-label="Direct link to 2. Begin Content Scraping" title="Direct link to 2. Begin Content Scraping" 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># For each high-priority jurisdiction, scrape actual content</span><span class="token plain"></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"></span><span class="token keyword" style=color:#00009f>from</span><span class="token plain"> agents</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">scraper </span><span class="token keyword" style=color:#00009f>import</span><span class="token plain"> ScraperAgent</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"></span><span class="token keyword" style=color:#00009f>for</span><span class="token plain"> _</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> row </span><span class="token keyword" style=color:#00009f>in</span><span class="token plain"> top_targets</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">iterrows</span><span class="token punctuation" style=color:#393A34>(</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 comment" style=color:#999988;font-style:italic># Get their agenda portal URL from discovery results</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    jurisdiction_data </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> load_discovery_json</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">row</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'name'</span><span class="token punctuation" style=color:#393A34>]</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> row</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'state'</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><br/></div><div class=token-line style=color:#393A34><span class="token plain">    </span><span class="token keyword" style=color:#00009f>if</span><span class="token plain"> jurisdiction_data</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'meeting_platforms'</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">        platform </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> jurisdiction_data</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'meeting_platforms'</span><span class="token punctuation" style=color:#393A34>]</span><span class="token punctuation" style=color:#393A34>[</span><span class="token number" style=color:#36acaa>0</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><br/></div><div class=token-line style=color:#393A34><span class="token plain">        </span><span class="token comment" style=color:#999988;font-style:italic># Scrape agendas</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">        scraper </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> ScraperAgent</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">        docs </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"> scraper</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">scrape</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">            url</span><span class="token operator" style=color:#393A34>=</span><span class="token plain">platform</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'url'</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">            municipality</span><span class="token operator" style=color:#393A34>=</span><span class="token plain">row</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'name'</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">            state</span><span class="token operator" style=color:#393A34>=</span><span class="token plain">row</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'state'</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">            platform</span><span class="token operator" style=color:#393A34>=</span><span class="token plain">platform</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'type'</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=3-search-for-oral-health-content>3. Search for Oral Health Content<a href=#3-search-for-oral-health-content class=hash-link aria-label="Direct link to 3. Search for Oral Health Content" title="Direct link to 3. Search for Oral Health Content" 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># Search agenda text for keywords</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">keywords </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> </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 string" style=color:#e3116c>'fluoride'</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>'fluoridation'</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>'water treatment'</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 string" style=color:#e3116c>'dental'</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>'oral health'</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>'tooth decay'</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 string" style=color:#e3116c>'dental clinic'</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>'school dental'</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><span class="token plain"></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"></span><span class="token comment" style=color:#999988;font-style:italic># Filter to relevant meetings</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">relevant_docs </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> </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 keyword" style=color:#00009f>for</span><span class="token plain"> doc </span><span class="token keyword" style=color:#00009f>in</span><span class="token plain"> all_documents</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">    doc_text </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> doc</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'content'</span><span class="token punctuation" style=color:#393A34>]</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">lower</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 keyword" style=color:#00009f>if</span><span class="token plain"> </span><span class="token builtin">any</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">kw </span><span class="token keyword" style=color:#00009f>in</span><span class="token plain"> doc_text </span><span class="token keyword" style=color:#00009f>for</span><span class="token plain"> kw </span><span class="token keyword" style=color:#00009f>in</span><span class="token plain"> keywords</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">        relevant_docs</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">append</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">doc</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" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token keyword" style=color:#00009f>print</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string-interpolation string" style=color:#e3116c>f"Found </span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>{</span><span class="token string-interpolation interpolation builtin">len</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>(</span><span class="token string-interpolation interpolation">relevant_docs</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>)</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>}</span><span class="token string-interpolation string" style=color:#e3116c> relevant meetings across all jurisdictions"</span><span class="token punctuation" style=color:#393A34>)</span><br/></div></code></pre></div></div>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-success-metrics>✅ SUCCESS METRICS<a href=#-success-metrics class=hash-link aria-label="Direct link to ✅ SUCCESS METRICS" title="Direct link to ✅ SUCCESS METRICS" translate=no></a></h2>
<p><strong>After running national discovery, you should have:</strong></p>
<p>✅ <strong>~19,000 government websites</strong> discovered<br/>
<!-- -->✅ <strong>~5,000 YouTube channels</strong> with statistics<br/>
<!-- -->✅ <strong>~3,000 Legistar</strong> API endpoints<br/>
<!-- -->✅ <strong>~10,000 agenda portals</strong> cataloged<br/>
<!-- -->✅ <strong>~15,000 social media</strong> accounts<br/>
<!-- -->✅ <strong>Completeness scores</strong> for prioritization</p>
<p><strong>This gives you complete coverage of where to find oral health policy discussions across the entire United States!</strong></p>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-troubleshooting>🆘 TROUBLESHOOTING<a href=#-troubleshooting class=hash-link aria-label="Direct link to 🆘 TROUBLESHOOTING" title="Direct link to 🆘 TROUBLESHOOTING" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=common-issues>Common Issues<a href=#common-issues class=hash-link aria-label="Direct link to Common Issues" title="Direct link to Common Issues" translate=no></a></h3>
<p><strong>1. Rate Limiting / Timeouts</strong></p>
<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"># Reduce concurrent requests</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python discovery/comprehensive_discovery_pipeline.py \</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    --max-concurrent 3 \</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    --state AL</span><br/></div></code></pre></div></div>
<p><strong>2. YouTube API Quota Exceeded</strong></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">Error: YouTube API quota exceeded</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">Solution: Wait 24 hours (quota resets daily)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">Or: Create additional API keys and rotate</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">Or: Continue without API key (less accurate stats)</span><br/></div></code></pre></div></div>
<p><strong>3. Out of Memory</strong></p>
<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"># Process in smaller batches</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># Instead of --all, do state by state</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">for state in AL GA FL SC NC; do</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    python discovery/comprehensive_discovery_pipeline.py --state $state</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">done</span><br/></div></code></pre></div></div>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-support>📞 SUPPORT<a href=#-support class=hash-link aria-label="Direct link to 📞 SUPPORT" title="Direct link to 📞 SUPPORT" translate=no></a></h2>
<p><strong>Questions?</strong></p>
<ul>
<li class="">Check logs: <code>logs/discovery_pipeline.log</code></li>
<li class="">Review errors in CSV: <code>status='error'</code> rows</li>
<li class="">Test single jurisdiction first before batch</li>
</ul>
<p><strong>Need Help?</strong></p>
<ul>
<li class="">Create GitHub issue with error details</li>
<li class="">Include: state, error message, logs</li>
<li class="">Provide sample jurisdiction that failed</li>
</ul>
<hr/>
<p><strong>Bottom Line:</strong> You can now discover data sources for ALL 22,000+ U.S. cities and counties automatically! Start with Alabama (67 jurisdictions) to test, then scale nationwide. 🚀</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/deployment/scale.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/deployment/jurisdiction-discovery><div class=pagination-nav__sublabel>Previous</div><div class=pagination-nav__label>Jurisdiction Discovery - Deployment Options</div></a><a class="pagination-nav__link pagination-nav__link--next" href=/docs/deployment/storage><div class=pagination-nav__sublabel>Next</div><div class=pagination-nav__label>💰 COST-EFFECTIVE STORAGE STRATEGY (Personal Budget)</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=#-scale class="table-of-contents__link toc-highlight">📊 SCALE</a><li><a href=#-quick-start class="table-of-contents__link toc-highlight">🏃 QUICK START</a><ul><li><a href=#1-test-with-a-single-state-alabama class="table-of-contents__link toc-highlight">1. Test with a Single State (Alabama)</a><li><a href=#2-top-100-us-cities class="table-of-contents__link toc-highlight">2. Top 100 U.S. Cities</a><li><a href=#3-all-jurisdictions-full-national-scale class="table-of-contents__link toc-highlight">3. All Jurisdictions (Full National Scale)</a></ul><li><a href=#️-configuration-options class="table-of-contents__link toc-highlight">⚙️ CONFIGURATION OPTIONS</a><ul><li><a href=#rate-limiting class="table-of-contents__link toc-highlight">Rate Limiting</a><li><a href=#youtube-api-key-recommended class="table-of-contents__link toc-highlight">YouTube API Key (Recommended)</a></ul><li><a href=#-output-files class="table-of-contents__link toc-highlight">📁 OUTPUT FILES</a><ul><li><a href=#file-locations class="table-of-contents__link toc-highlight">File Locations</a><li><a href=#json-structure-detailed class="table-of-contents__link toc-highlight">JSON Structure (Detailed)</a><li><a href=#csv-structure-summary class="table-of-contents__link toc-highlight">CSV Structure (Summary)</a></ul><li><a href=#-example-alabama-discovery class="table-of-contents__link toc-highlight">📊 EXAMPLE: Alabama Discovery</a><ul><li><a href=#step-1-run-discovery class="table-of-contents__link toc-highlight">Step 1: Run Discovery</a><li><a href=#step-2-analyze-results class="table-of-contents__link toc-highlight">Step 2: Analyze Results</a></ul><li><a href=#-recommended-strategy class="table-of-contents__link toc-highlight">🎯 RECOMMENDED STRATEGY</a><ul><li><a href=#phase-1-test-1-day class="table-of-contents__link toc-highlight">Phase 1: Test (1 Day)</a><li><a href=#phase-2-major-cities-1-week class="table-of-contents__link toc-highlight">Phase 2: Major Cities (1 Week)</a><li><a href=#phase-3-regional-1-month class="table-of-contents__link toc-highlight">Phase 3: Regional (1 Month)</a><li><a href=#phase-4-complete-national-1-2-months class="table-of-contents__link toc-highlight">Phase 4: Complete National (1-2 Months)</a></ul><li><a href=#-performance-optimization class="table-of-contents__link toc-highlight">⚡ PERFORMANCE OPTIMIZATION</a><ul><li><a href=#for-faster-discovery class="table-of-contents__link toc-highlight">For Faster Discovery</a><li><a href=#for-reliability class="table-of-contents__link toc-highlight">For Reliability</a></ul><li><a href=#-expected-results-national-scale class="table-of-contents__link toc-highlight">📈 EXPECTED RESULTS (National Scale)</a><ul><li><a href=#coverage-estimates class="table-of-contents__link toc-highlight">Coverage Estimates</a><li><a href=#completeness-by-jurisdiction-size class="table-of-contents__link toc-highlight">Completeness by Jurisdiction Size</a></ul><li><a href=#-next-steps-after-discovery class="table-of-contents__link toc-highlight">🔍 NEXT STEPS AFTER DISCOVERY</a><ul><li><a href=#1-analyze-results class="table-of-contents__link toc-highlight">1. 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