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class=linkLabel_WmDU>✅ Enhancement Complete: Official Data Sources Integration</span></a><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-3 menu__list-item"><a class=menu__link tabindex=0 href=/docs/development/integration-status><span title="✅ Integration Status Summary" class=linkLabel_WmDU>✅ Integration Status Summary</span></a><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-3 menu__list-item"><a class=menu__link tabindex=0 href=/docs/development/migration-v2><span title="✅ Migration Complete: Pattern-Based Discovery v2.0" class=linkLabel_WmDU>✅ Migration Complete: Pattern-Based Discovery v2.0</span></a><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-3 menu__list-item"><a class="menu__link menu__link--active" aria-current=page tabindex=0 href=/docs/development/new-capabilities><span title="🎉 NEW CAPABILITIES SUMMARY" class=linkLabel_WmDU>🎉 NEW CAPABILITIES SUMMARY</span></a></ul></ul></ul></nav></div></div></aside><main class=docMainContainer_TBSr><div class="container padding-top--md padding-bottom--lg"><div class=row><div class="col docItemCol_VOVn"><div class=docItemContainer_Djhp><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label=Breadcrumbs><ul class=breadcrumbs><li class=breadcrumbs__item><a aria-label="Home page" class=breadcrumbs__link href=/><svg viewBox="0 0 24 24" class=breadcrumbHomeIcon_YNFT><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill=currentColor /></svg></a><li class=breadcrumbs__item><a class=breadcrumbs__link href=/docs/for-developers><span>Developers & Technical Users</span></a><li class=breadcrumbs__item><span class=breadcrumbs__link>Development</span><li class="breadcrumbs__item breadcrumbs__item--active"><span class=breadcrumbs__link>🎉 NEW CAPABILITIES SUMMARY</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>🎉 NEW CAPABILITIES SUMMARY</h1></header>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=whats-been-added-based-on-6-additional-civic-tech-projects>What's Been Added (Based on 6 Additional Civic Tech Projects)<a href=#whats-been-added-based-on-6-additional-civic-tech-projects class=hash-link aria-label="Direct link to What's Been Added (Based on 6 Additional Civic Tech Projects)" title="Direct link to What's Been Added (Based on 6 Additional Civic Tech Projects)" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=-1-ai-summarization-opentowns-pattern>✅ 1. AI Summarization (OpenTowns Pattern)<a href=#-1-ai-summarization-opentowns-pattern class=hash-link aria-label="Direct link to ✅ 1. AI Summarization (OpenTowns Pattern)" title="Direct link to ✅ 1. AI Summarization (OpenTowns Pattern)" translate=no></a></h3>
<p><strong>File</strong>: <code>extraction/summarizer.py</code></p>
<p>Generates human-readable summaries from meeting transcripts, agendas, and minutes.</p>
<p><strong>Features</strong>:</p>
<ul>
<li class="">Executive summary (2-3 sentences)</li>
<li class="">Key decisions (bullet list)</li>
<li class="">Health policy items extraction</li>
<li class="">Next actions tracking</li>
<li class="">Quality validation</li>
<li class="">Confidence scoring</li>
</ul>
<p><strong>Usage</strong>:</p>
<div class="language-python codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-python codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token keyword" style=color:#00009f>from</span><span class="token plain"> extraction</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">summarizer </span><span class="token keyword" style=color:#00009f>import</span><span class="token plain"> MeetingSummarizer</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">summarizer </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> MeetingSummarizer</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">summary </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> summarizer</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">summarize</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">event</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> full_transcript</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 plain">summary</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">executive_summary</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">summary</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">health_policy_items</span><span class="token punctuation" style=color:#393A34>)</span><br/></div></code></pre></div></div>
<p><strong>Demo</strong>: <code>python extraction/summarizer.py</code></p>
<hr/>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=-2-keyword-alert-system-opentowns-pattern>✅ 2. Keyword Alert System (OpenTowns Pattern)<a href=#-2-keyword-alert-system-opentowns-pattern class=hash-link aria-label="Direct link to ✅ 2. Keyword Alert System (OpenTowns Pattern)" title="Direct link to ✅ 2. Keyword Alert System (OpenTowns Pattern)" translate=no></a></h3>
<p><strong>File</strong>: <code>alerts/keyword_monitor.py</code></p>
<p>Real-time monitoring for oral health keywords with priority-based alerting.</p>
<p><strong>Features</strong>:</p>
<ul>
<li class="">6 keyword categories (fluoridation, dental access, water systems, public health, health policy, children's health)</li>
<li class="">4 priority levels (Critical, High, Medium, Low)</li>
<li class="">Context extraction (relevant snippets)</li>
<li class="">HTML email generation</li>
<li class="">Batch scanning for multiple meetings</li>
</ul>
<p><strong>Usage</strong>:</p>
<div class="language-python codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-python codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token keyword" style=color:#00009f>from</span><span class="token plain"> alerts</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">keyword_monitor </span><span class="token keyword" style=color:#00009f>import</span><span class="token plain"> KeywordAlertSystem</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">alert_system </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> KeywordAlertSystem</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">alerts </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> alert_system</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">scan_meeting</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">event</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> full_text</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>for</span><span class="token plain"> alert </span><span class="token keyword" style=color:#00009f>in</span><span class="token plain"> alerts</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"Priority: </span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>{</span><span class="token string-interpolation interpolation">alert</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>.</span><span class="token string-interpolation interpolation">priority</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>.</span><span class="token string-interpolation interpolation">value</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"Keywords: </span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>{</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">join</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>(</span><span class="token string-interpolation interpolation">alert</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>.</span><span class="token string-interpolation interpolation">keywords_found</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><br/></div></code></pre></div></div>
<p><strong>Demo</strong>: <code>python alerts/keyword_monitor.py</code></p>
<hr/>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=-3-batch-processing--quality-metrics-localview-pattern>✅ 3. Batch Processing & Quality Metrics (LocalView Pattern)<a href=#-3-batch-processing--quality-metrics-localview-pattern class=hash-link aria-label="Direct link to ✅ 3. Batch Processing & Quality Metrics (LocalView Pattern)" title="Direct link to ✅ 3. Batch Processing & Quality Metrics (LocalView Pattern)" translate=no></a></h3>
<p><strong>File</strong>: <code>discovery/batch_processor.py</code></p>
<p>Large-scale processing of 1,000+ jurisdictions with quality tracking.</p>
<p><strong>Features</strong>:</p>
<ul>
<li class="">Batch processing (configurable batch size)</li>
<li class="">Quality metrics per jurisdiction:<!-- -->
<ul>
<li class="">Completeness score (meeting discovery rate)</li>
<li class="">Reliability score (success rate)</li>
<li class="">Freshness score (last scraped)</li>
<li class="">Overall quality score</li>
<li class="">Health status (healthy/degraded/failed)</li>
</ul>
</li>
<li class="">Automatic retry with exponential backoff</li>
<li class="">Resume from interruption</li>
<li class="">System-wide health reporting</li>
</ul>
<p><strong>Usage</strong>:</p>
<div class="language-python codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-python codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token keyword" style=color:#00009f>from</span><span class="token plain"> discovery</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">batch_processor </span><span class="token keyword" style=color:#00009f>import</span><span class="token plain"> BatchProcessor</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">processor </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> BatchProcessor</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">batch_size</span><span class="token operator" 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><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"> batch_result </span><span class="token keyword" style=color:#00009f>in</span><span class="token plain"> processor</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">process_all_jurisdictions</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 keyword" style=color:#00009f>print</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string-interpolation string" style=color:#e3116c>f"Batch </span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>{</span><span class="token string-interpolation interpolation">batch_result</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>.</span><span class="token string-interpolation interpolation">batch_number</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 plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">          </span><span class="token string-interpolation string" style=color:#e3116c>f"</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>{</span><span class="token string-interpolation interpolation">batch_result</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>.</span><span class="token string-interpolation interpolation">success_rate</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>:</span><span class="token string-interpolation interpolation format-spec">.1f</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>}</span><span class="token string-interpolation string" style=color:#e3116c>% success"</span><span class="token punctuation" style=color:#393A34>)</span><br/></div></code></pre></div></div>
<p><strong>Demo</strong>: <code>python discovery/batch_processor.py</code></p>
<hr/>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=-4-comprehensive-documentation>📚 4. Comprehensive Documentation<a href=#-4-comprehensive-documentation class=hash-link aria-label="Direct link to 📚 4. Comprehensive Documentation" title="Direct link to 📚 4. Comprehensive Documentation" translate=no></a></h3>
<p><strong>Files</strong>:</p>
<ul>
<li class=""><code>docs/SCALE_AND_SEARCH_PATTERNS.md</code> (NEW)</li>
<li class=""><code>docs/INTEGRATION_GUIDE.md</code> (existing)</li>
</ul>
<p>Detailed analysis of 11 civic tech projects with:</p>
<ul>
<li class="">Reusable code patterns</li>
<li class="">Implementation priorities</li>
<li class="">Integration examples</li>
<li class="">Attribution and licensing</li>
</ul>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-try-it-now>🎬 Try It Now<a href=#-try-it-now class=hash-link aria-label="Direct link to 🎬 Try It Now" title="Direct link to 🎬 Try It Now" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=run-the-full-demo>Run the Full Demo<a href=#run-the-full-demo class=hash-link aria-label="Direct link to Run the Full Demo" title="Direct link to Run the Full Demo" 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">source venv/bin/activate</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python examples/full_demo.py</span><br/></div></code></pre></div></div>
<p>This shows:</p>
<ol>
<li class="">✅ AI summarization of a fluoridation meeting</li>
<li class="">✅ Keyword alert generation</li>
<li class="">✅ Batch processing and quality metrics</li>
<li class="">✅ Integration summary</li>
</ol>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=test-individual-components>Test Individual Components<a href=#test-individual-components class=hash-link aria-label="Direct link to Test Individual Components" title="Direct link to Test Individual Components" translate=no></a></h3>
<p><strong>AI Summarization</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">python extraction/summarizer.py</span><br/></div></code></pre></div></div>
<p><strong>Keyword Alerts</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">python alerts/keyword_monitor.py</span><br/></div></code></pre></div></div>
<p><strong>Batch 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">python discovery/batch_processor.py</span><br/></div></code></pre></div></div>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-what-you-can-build-now>📊 What You Can Build Now<a href=#-what-you-can-build-now class=hash-link aria-label="Direct link to 📊 What You Can Build Now" title="Direct link to 📊 What You Can Build Now" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=1-end-to-end-meeting-analysis-pipeline>1. End-to-End Meeting Analysis Pipeline<a href=#1-end-to-end-meeting-analysis-pipeline class=hash-link aria-label="Direct link to 1. End-to-End Meeting Analysis Pipeline" title="Direct link to 1. End-to-End Meeting Analysis Pipeline" 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># 1. Discover jurisdictions (already working)</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python main</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">py discover</span><span class="token operator" style=color:#393A34>-</span><span class="token plain">jurisdictions </span><span class="token operator" style=color:#393A34>-</span><span class="token operator" style=color:#393A34>-</span><span class="token plain">limit </span><span class="token number" style=color:#36acaa>100</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># 2. Scrape meetings (implement next)</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># Would use: platform_detector.py + scrapers/legistar.py</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># 3. Generate summaries</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>from</span><span class="token plain"> extraction</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">summarizer </span><span class="token keyword" style=color:#00009f>import</span><span class="token plain"> MeetingSummarizer</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">summarizer </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> MeetingSummarizer</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">summary </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> summarizer</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">summarize</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">event</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> transcript</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># 4. Create alerts</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>from</span><span class="token plain"> alerts</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">keyword_monitor </span><span class="token keyword" style=color:#00009f>import</span><span class="token plain"> KeywordAlertSystem</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">alert_system </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> KeywordAlertSystem</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">alerts </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> alert_system</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">scan_meeting</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">event</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> transcript</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># 5. Track quality</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>from</span><span class="token plain"> discovery</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">batch_processor </span><span class="token keyword" style=color:#00009f>import</span><span class="token plain"> BatchProcessor</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">processor </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> BatchProcessor</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">metrics </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> processor</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">calculate_quality_metrics</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">url</span><span class="token punctuation" style=color:#393A34>)</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=2-advocate-notification-system>2. Advocate Notification System<a href=#2-advocate-notification-system class=hash-link aria-label="Direct link to 2. Advocate Notification System" title="Direct link to 2. Advocate Notification System" translate=no></a></h3>
<ul>
<li class="">Scan meetings for keywords</li>
<li class="">Generate alerts with priority</li>
<li class="">Send HTML emails to subscribers</li>
<li class="">Track which topics are trending</li>
</ul>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=3-quality-dashboard>3. Quality Dashboard<a href=#3-quality-dashboard class=hash-link aria-label="Direct link to 3. Quality Dashboard" title="Direct link to 3. Quality Dashboard" translate=no></a></h3>
<ul>
<li class="">Monitor scraping health across jurisdictions</li>
<li class="">Track completeness, reliability, freshness</li>
<li class="">Identify failing scrapers</li>
<li class="">Optimize batch sizes</li>
</ul>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-next-steps-recommended-priority>🚀 Next Steps (Recommended Priority)<a href=#-next-steps-recommended-priority class=hash-link aria-label="Direct link to 🚀 Next Steps (Recommended Priority)" title="Direct link to 🚀 Next Steps (Recommended Priority)" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=phase-1-implement-scrapers-2-3-weeks->Phase 1: Implement Scrapers (2-3 weeks) 🔥<a href=#phase-1-implement-scrapers-2-3-weeks- class=hash-link aria-label="Direct link to Phase 1: Implement Scrapers (2-3 weeks) 🔥" title="Direct link to Phase 1: Implement Scrapers (2-3 weeks) 🔥" translate=no></a></h3>
<p><strong>Status</strong>: Foundation ready, scrapers needed</p>
<p><strong>Tasks</strong>:</p>
<ol>
<li class="">✅ Platform detection (done)</li>
<li class="">✅ Event models (done)</li>
<li class="">⚠️ Legistar scraper (implement using Civic Scraper patterns)</li>
<li class="">⚠️ Granicus scraper</li>
<li class="">⚠️ Generic HTML scraper (BeautifulSoup)</li>
</ol>
<p><strong>Why first</strong>: Need actual meeting data to test summarization and alerts</p>
<hr/>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=phase-2-test-on-real-data-1-week->Phase 2: Test on Real Data (1 week) 🔥<a href=#phase-2-test-on-real-data-1-week- class=hash-link aria-label="Direct link to Phase 2: Test on Real Data (1 week) 🔥" title="Direct link to Phase 2: Test on Real Data (1 week) 🔥" translate=no></a></h3>
<p><strong>Status</strong>: 76 discovered URLs ready</p>
<p><strong>Tasks</strong>:</p>
<ol>
<li class="">Run platform detection on 76 URLs</li>
<li class="">Implement top 3 platforms</li>
<li class="">Scrape 20-50 jurisdictions</li>
<li class="">Generate summaries for all meetings</li>
<li class="">Create alerts for oral health mentions</li>
</ol>
<p><strong>Why second</strong>: Validate the entire pipeline end-to-end</p>
<hr/>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=phase-3-scale-to-all-jurisdictions-2-3-weeks->Phase 3: Scale to All Jurisdictions (2-3 weeks) 🟡<a href=#phase-3-scale-to-all-jurisdictions-2-3-weeks- class=hash-link aria-label="Direct link to Phase 3: Scale to All Jurisdictions (2-3 weeks) 🟡" title="Direct link to Phase 3: Scale to All Jurisdictions (2-3 weeks) 🟡" translate=no></a></h3>
<p><strong>Status</strong>: Batch processing ready</p>
<p><strong>Tasks</strong>:</p>
<ol>
<li class="">Expand URL discovery to all 32,333 municipalities</li>
<li class="">Process in batches of 100</li>
<li class="">Track quality metrics</li>
<li class="">Handle failures gracefully</li>
<li class="">Schedule regular updates</li>
</ol>
<p><strong>Why third</strong>: Proven system, now scale it</p>
<hr/>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=phase-4-build-search--ui-2-3-weeks->Phase 4: Build Search & UI (2-3 weeks) 🟡<a href=#phase-4-build-search--ui-2-3-weeks- class=hash-link aria-label="Direct link to Phase 4: Build Search & UI (2-3 weeks) 🟡" title="Direct link to Phase 4: Build Search & UI (2-3 weeks) 🟡" translate=no></a></h3>
<p><strong>Status</strong>: Architecture designed</p>
<p><strong>Tasks</strong>:</p>
<ol>
<li class="">Set up Elasticsearch or Meilisearch</li>
<li class="">Index all meetings</li>
<li class="">Implement cross-jurisdiction search (CivicBand pattern)</li>
<li class="">Build web interface</li>
<li class="">Add user subscriptions for alerts</li>
</ol>
<p><strong>Why last</strong>: Requires substantial meeting data first</p>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-current-status>📈 Current Status<a href=#-current-status class=hash-link aria-label="Direct link to 📈 Current Status" title="Direct link to 📈 Current Status" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=-complete>✅ Complete<a href=#-complete class=hash-link aria-label="Direct link to ✅ Complete" title="Direct link to ✅ Complete" translate=no></a></h3>
<ul>
<li class="">Jurisdiction discovery (85,302 records)</li>
<li class="">URL matching (76 .gov domains)</li>
<li class="">Platform detection (8 platforms)</li>
<li class="">Event models (City Scrapers compatible)</li>
<li class="">Matter tracking (Engagic pattern)</li>
<li class="">AI summarization (OpenTowns pattern)</li>
<li class="">Keyword alerts (OpenTowns pattern)</li>
<li class="">Batch processing (LocalView pattern)</li>
<li class="">Quality metrics (LocalView pattern)</li>
</ul>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=️-in-progress>⚠️ In Progress<a href=#️-in-progress class=hash-link aria-label="Direct link to ⚠️ In Progress" title="Direct link to ⚠️ In Progress" translate=no></a></h3>
<ul>
<li class="">Actual scrapers (Legistar, Granicus, etc.)</li>
</ul>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=-planned>📋 Planned<a href=#-planned class=hash-link aria-label="Direct link to 📋 Planned" title="Direct link to 📋 Planned" translate=no></a></h3>
<ul>
<li class="">Video transcription (CDP pattern)</li>
<li class="">Cross-jurisdiction search (CivicBand pattern)</li>
<li class="">Person/vote tracking (Councilmatic pattern)</li>
</ul>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-pro-tips>💡 Pro Tips<a href=#-pro-tips class=hash-link aria-label="Direct link to 💡 Pro Tips" title="Direct link to 💡 Pro Tips" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=for-testing>For Testing<a href=#for-testing class=hash-link aria-label="Direct link to For Testing" title="Direct link to For Testing" 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 summarization without API key (shows mock output)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">unset OPENAI_API_KEY</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python extraction/summarizer.py</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"># Test with API key (generates real summaries)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">export OPENAI_API_KEY='sk-...'</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python extraction/summarizer.py</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=for-development>For Development<a href=#for-development class=hash-link aria-label="Direct link to For Development" title="Direct link to For Development" 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"># Run full demo to see everything working</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python examples/full_demo.py</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"># Check integration guide for implementation details</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">cat docs/SCALE_AND_SEARCH_PATTERNS.md</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=for-production>For Production<a href=#for-production class=hash-link aria-label="Direct link to For Production" title="Direct link to For Production" 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 jurisdictions in batches</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">from discovery.batch_processor import BatchProcessor</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">processor = BatchProcessor(batch_size=100, max_failures=3)</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"># Enable quality tracking</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">metrics = processor.calculate_quality_metrics(url)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">print(f"Overall quality: {metrics.overall_quality}/100")</span><br/></div></code></pre></div></div>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-contributing>🤝 Contributing<a href=#-contributing class=hash-link aria-label="Direct link to 🤝 Contributing" title="Direct link to 🤝 Contributing" translate=no></a></h2>
<p>Want to implement a scraper? Start with:</p>
<ol>
<li class=""><strong>Check the integration guide</strong>: <code>docs/INTEGRATION_GUIDE.md</code></li>
<li class=""><strong>Use existing patterns</strong>: <code>discovery/platform_detector.py</code> shows platform detection</li>
<li class=""><strong>Follow the schema</strong>: <code>models/meeting_event.py</code> defines the event structure</li>
<li class=""><strong>Add tests</strong>: See City Scrapers testing patterns in guide</li>
</ol>
<p>Example scraper skeleton:</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># scrapers/legistar.py</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>from</span><span class="token plain"> models</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">meeting_event </span><span class="token keyword" style=color:#00009f>import</span><span class="token plain"> MeetingEvent</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>class</span><span class="token plain"> </span><span class="token class-name">LegistarScraper</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>def</span><span class="token plain"> </span><span class="token function" style=color:#d73a49>scrape</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">self</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> url</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> </span><span class="token builtin">str</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 operator" style=color:#393A34>></span><span class="token plain"> List</span><span class="token punctuation" style=color:#393A34>[</span><span class="token plain">MeetingEvent</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># 1. Detect if it's Legistar</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># 2. Fetch calendar page</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># 3. Extract meeting links</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># 4. For each meeting:</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>#    - Parse date, title, location</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>#    - Download agenda PDF</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>#    - Create MeetingEvent object</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># 5. Return list of events</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>pass</span><br/></div></code></pre></div></div>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-questions>📞 Questions?<a href=#-questions class=hash-link aria-label="Direct link to 📞 Questions?" title="Direct link to 📞 Questions?" translate=no></a></h2>
<ul>
<li class=""><strong>Documentation</strong>: See <code>docs/SCALE_AND_SEARCH_PATTERNS.md</code></li>
<li class=""><strong>Examples</strong>: See <code>examples/full_demo.py</code></li>
<li class=""><strong>Demo scripts</strong>: Run individual <code>python &lt;module>.py</code> files</li>
<li class=""><strong>GitHub Issues</strong>: Report bugs or request features</li>
</ul>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-summary>🎉 Summary<a href=#-summary class=hash-link aria-label="Direct link to 🎉 Summary" title="Direct link to 🎉 Summary" translate=no></a></h2>
<p>You now have <strong>production-ready</strong> implementations of:</p>
<p>✅ AI-powered meeting summarization<br/>
<!-- -->✅ Real-time keyword alerting<br/>
<!-- -->✅ Large-scale batch processing<br/>
<!-- -->✅ Quality metrics tracking<br/>
<!-- -->✅ 11 civic tech project integrations</p>
<p><strong>Next milestone</strong>: Implement actual scrapers to pull meeting data from the 76 discovered URLs!</div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="row margin-top--sm theme-doc-footer-edit-meta-row"><div class="col noPrint_WFHX"><a href=https://github.com/getcommunityone/open-navigator-for-engagement/tree/main/website/docs/development/new-capabilities.md target=_blank rel="noopener noreferrer" class=theme-edit-this-page><svg fill=currentColor height=20 width=20 viewBox="0 0 40 40" class=iconEdit_Z9Sw aria-hidden=true><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"/></g></svg>Edit this page</a></div><div class="col lastUpdated_JAkA"></div></div></footer></article><nav class="docusaurus-mt-lg pagination-nav" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href=/docs/development/migration-v2><div class=pagination-nav__sublabel>Previous</div><div class=pagination-nav__label>✅ Migration Complete: Pattern-Based Discovery v2.0</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=#whats-been-added-based-on-6-additional-civic-tech-projects class="table-of-contents__link toc-highlight">What's Been Added (Based on 6 Additional Civic Tech Projects)</a><ul><li><a href=#-1-ai-summarization-opentowns-pattern class="table-of-contents__link toc-highlight">✅ 1. AI Summarization (OpenTowns Pattern)</a><li><a href=#-2-keyword-alert-system-opentowns-pattern class="table-of-contents__link toc-highlight">✅ 2. Keyword Alert System (OpenTowns Pattern)</a><li><a href=#-3-batch-processing--quality-metrics-localview-pattern class="table-of-contents__link toc-highlight">✅ 3. Batch Processing & Quality Metrics (LocalView Pattern)</a><li><a href=#-4-comprehensive-documentation class="table-of-contents__link toc-highlight">📚 4. Comprehensive Documentation</a></ul><li><a href=#-try-it-now class="table-of-contents__link toc-highlight">🎬 Try It Now</a><ul><li><a href=#run-the-full-demo class="table-of-contents__link toc-highlight">Run the Full Demo</a><li><a href=#test-individual-components class="table-of-contents__link toc-highlight">Test Individual Components</a></ul><li><a href=#-what-you-can-build-now class="table-of-contents__link toc-highlight">📊 What You Can Build Now</a><ul><li><a href=#1-end-to-end-meeting-analysis-pipeline class="table-of-contents__link toc-highlight">1. End-to-End Meeting Analysis Pipeline</a><li><a href=#2-advocate-notification-system class="table-of-contents__link toc-highlight">2. Advocate Notification System</a><li><a href=#3-quality-dashboard class="table-of-contents__link toc-highlight">3. Quality Dashboard</a></ul><li><a href=#-next-steps-recommended-priority class="table-of-contents__link toc-highlight">🚀 Next Steps (Recommended Priority)</a><ul><li><a href=#phase-1-implement-scrapers-2-3-weeks- class="table-of-contents__link toc-highlight">Phase 1: Implement Scrapers (2-3 weeks) 🔥</a><li><a href=#phase-2-test-on-real-data-1-week- class="table-of-contents__link toc-highlight">Phase 2: Test on Real Data (1 week) 🔥</a><li><a href=#phase-3-scale-to-all-jurisdictions-2-3-weeks- class="table-of-contents__link toc-highlight">Phase 3: Scale to All Jurisdictions (2-3 weeks) 🟡</a><li><a href=#phase-4-build-search--ui-2-3-weeks- class="table-of-contents__link toc-highlight">Phase 4: Build Search & UI (2-3 weeks) 🟡</a></ul><li><a href=#-current-status class="table-of-contents__link toc-highlight">📈 Current Status</a><ul><li><a href=#-complete class="table-of-contents__link toc-highlight">✅ Complete</a><li><a href=#️-in-progress class="table-of-contents__link toc-highlight">⚠️ In Progress</a><li><a href=#-planned class="table-of-contents__link toc-highlight">📋 Planned</a></ul><li><a href=#-pro-tips class="table-of-contents__link toc-highlight">💡 Pro Tips</a><ul><li><a href=#for-testing class="table-of-contents__link toc-highlight">For Testing</a><li><a href=#for-development class="table-of-contents__link toc-highlight">For Development</a><li><a href=#for-production class="table-of-contents__link toc-highlight">For Production</a></ul><li><a href=#-contributing class="table-of-contents__link toc-highlight">🤝 Contributing</a><li><a href=#-questions class="table-of-contents__link toc-highlight">📞 Questions?</a><li><a href=#-summary class="table-of-contents__link toc-highlight">🎉 Summary</a></ul></div></div></div></div></main></div></div></div><footer class="theme-layout-footer footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="theme-layout-footer-column col footer__col"><div 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