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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><span class=breadcrumbs__link>Developers & Technical Users</span><li class=breadcrumbs__item><span class=breadcrumbs__link>Data Sources (Technical)</span><li class="breadcrumbs__item breadcrumbs__item--active"><span class=breadcrumbs__link>🎯 ANSWER: Yes, You Should Look at Those Datasets!</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>🎯 ANSWER: Yes, You Should Look at Those Datasets!</h1></header>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=short-answer>Short Answer<a href=#short-answer class=hash-link aria-label="Direct link to Short Answer" title="Direct link to Short Answer" translate=no>​</a></h2>
<p><strong>NO</strong> - we have <strong>NOT</strong> looked at all those projects' actual URL datasets yet.</p>
<p>We integrated their <strong>code patterns</strong>, but missed the much more valuable <strong>pre-existing URL lists</strong>.</p>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=what-we-found>What We Found<a href=#what-we-found class=hash-link aria-label="Direct link to What We Found" title="Direct link to What We Found" translate=no>​</a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=-what-exists-and-you-should-use>βœ… What EXISTS (and you should use):<a href=#-what-exists-and-you-should-use class=hash-link aria-label="Direct link to βœ… What EXISTS (and you should use):" title="Direct link to βœ… What EXISTS (and you should use):" translate=no>​</a></h3>
<ol>
<li class="">
<p><strong>LocalView Dataset</strong> (Harvard Dataverse)</p>
<ul>
<li class="">URL: <a href="https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/NJTBEM" target=_blank rel="noopener noreferrer" class="">https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/NJTBEM</a></li>
<li class=""><strong>"Largest known database of local government meetings"</strong></li>
<li class="">Publicly downloadable</li>
<li class=""><strong>Estimated: 1,000-10,000 jurisdiction URLs</strong></li>
<li class="">⚠️ <strong>We should download this FIRST</strong></li>
</ul>
</li>
<li class="">
<p><strong>Council Data Project Deployments</strong></p>
<ul>
<li class="">20+ confirmed cities with full data pipelines</li>
<li class="">Seattle, Portland, Denver, Boston, Oakland, Charlotte, etc.</li>
<li class="">Each has verified URLs with transcripts + videos</li>
<li class=""><strong>These are premium jurisdictions</strong> (large cities, high-value for advocacy)</li>
</ul>
</li>
<li class="">
<p><strong>City Scrapers Spider Lists</strong></p>
<ul>
<li class="">Chicago: ~100 agencies</li>
<li class="">Pittsburgh, Detroit, Cleveland, LA: dozens more</li>
<li class="">Each spider file contains validated URLs</li>
<li class=""><strong>Estimated: 100-500 agency URLs</strong></li>
</ul>
</li>
<li class="">
<p><strong>Legistar Subdomain Pattern</strong></p>
<ul>
<li class="">Test pattern: <code>{{city}}.legistar.com</code></li>
<li class="">Can enumerate against our 32,333 municipalities</li>
<li class=""><strong>Estimated: 1,000-3,000 matches</strong></li>
</ul>
</li>
</ol>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=-what-doesnt-exist>❌ What DOESN'T exist:<a href=#-what-doesnt-exist class=hash-link aria-label="Direct link to ❌ What DOESN'T exist:" title="Direct link to ❌ What DOESN'T exist:" translate=no>​</a></h3>
<ol>
<li class=""><strong>HuggingFace</strong>: No US local government datasets found</li>
<li class=""><strong>CivicBand</strong>: Website exists but dataset not publicly downloadable</li>
<li class=""><strong>OpenTowns</strong>: No bulk dataset available</li>
</ol>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=the-big-insight>The Big Insight<a href=#the-big-insight class=hash-link aria-label="Direct link to The Big Insight" title="Direct link to The Big Insight" translate=no>​</a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=current-approach-what-were-doing>Current Approach (What We're Doing):<a href=#current-approach-what-were-doing class=hash-link aria-label="Direct link to Current Approach (What We're Doing):" title="Direct link to Current Approach (What We're Doing):" 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">Census jurisdictions (85,302)</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">Match to CISA .gov domains (15,672)</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">Result: 76 URLs from 500 tested = 15% success rate</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">Projected: ~5,000 URLs if we test all municipalities</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=better-approach-what-we-should-do>Better Approach (What We Should Do):<a href=#better-approach-what-we-should-do class=hash-link aria-label="Direct link to Better Approach (What We Should Do):" title="Direct link to Better Approach (What We Should Do):" 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">1. Download LocalView dataset</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> β†’ 1,000-10,000 URLs (already discovered!)</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">2. Extract CDP deployment URLs</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> β†’ 20 premium jurisdictions (already configured!)</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">3. Clone City Scrapers repos</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> β†’ 100-500 agency URLs (already validated!)</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">4. Enumerate Legistar subdomains</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> β†’ 1,000-3,000 URLs (30-50% success)</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">5. THEN use our Census matching as fallback</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> β†’ Fill remaining gaps</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">TOTAL: 7,000-20,000 URLs vs. our current 76</span><br/></div></code></pre></div></div>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=why-this-matters>Why This Matters<a href=#why-this-matters class=hash-link aria-label="Direct link to Why This Matters" title="Direct link to Why This Matters" translate=no>​</a></h2>
<p><strong>ROI Comparison:</strong></p>
<table><thead><tr><th>Source<th>Time<th>URLs<th>Quality<th>Priority<tbody><tr><td><strong>LocalView</strong><td>1 day<td>1,000-10,000<td>Unknown<td>πŸ”₯ <strong>DO FIRST</strong><tr><td><strong>CDP</strong><td>2 hours<td>20<td>Excellent<td>πŸ”₯ <strong>DO SECOND</strong><tr><td><strong>City Scrapers</strong><td>4 hours<td>100-500<td>Good<td>πŸ”₯ <strong>DO THIRD</strong><tr><td><strong>Legistar</strong><td>1 week<td>1,000-3,000<td>Good<td>🟑 Medium<tr><td><strong>Census Matching</strong><td>Done<td>5,000<td>Unknown<td>🟒 Fallback</table>
<p><strong>Bottom Line</strong>: Downloading existing datasets is <strong>10-100x more efficient</strong> than trying to discover URLs ourselves.</p>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=what-you-should-do-now>What You Should Do NOW<a href=#what-you-should-do-now class=hash-link aria-label="Direct link to What You Should Do NOW" title="Direct link to What You Should Do NOW" translate=no>​</a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=priority-1-download-localview-highest-value>Priority 1: Download LocalView (HIGHEST VALUE)<a href=#priority-1-download-localview-highest-value class=hash-link aria-label="Direct link to Priority 1: Download LocalView (HIGHEST VALUE)" title="Direct link to Priority 1: Download LocalView (HIGHEST VALUE)" 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"># Visit Harvard Dataverse</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">open https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/NJTBEM</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"># Download all files (likely CSV/JSON with jurisdiction URLs)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># Save to: data/cache/localview/</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"># Then load to Bronze layer</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python discovery/external_url_datasets.py</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=priority-2-use-cdp-deployments-highest-quality>Priority 2: Use CDP Deployments (HIGHEST QUALITY)<a href=#priority-2-use-cdp-deployments-highest-quality class=hash-link aria-label="Direct link to Priority 2: Use CDP Deployments (HIGHEST QUALITY)" title="Direct link to Priority 2: Use CDP Deployments (HIGHEST QUALITY)" 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"># Already coded! Just run:</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python -c "</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">from discovery.external_url_datasets import integrate_external_url_datasets</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">integrate_external_url_datasets()</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" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># This adds 20 premium jurisdictions with full pipelines</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=priority-3-extract-city-scrapers-urls>Priority 3: Extract City Scrapers URLs<a href=#priority-3-extract-city-scrapers-urls class=hash-link aria-label="Direct link to Priority 3: Extract City Scrapers URLs" title="Direct link to Priority 3: Extract City Scrapers URLs" 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"># Clone the repo</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">git clone https://github.com/city-scrapers/city-scrapers.git</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"># Extract URLs from spider files</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">grep -r "start_urls" city-scrapers/city_scrapers/spiders/*.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"># Add to Bronze layer</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=priority-4-continue-your-current-approach>Priority 4: Continue Your Current Approach<a href=#priority-4-continue-your-current-approach class=hash-link aria-label="Direct link to Priority 4: Continue Your Current Approach" title="Direct link to Priority 4: Continue Your Current Approach" translate=no>​</a></h3>
<p>Your Census + CISA matching is good as a <strong>fallback</strong>, but use it after exhausting the above sources.</p>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=the-key-mistake-we-made>The Key Mistake We Made<a href=#the-key-mistake-we-made class=hash-link aria-label="Direct link to The Key Mistake We Made" title="Direct link to The Key Mistake We Made" translate=no>​</a></h2>
<p>We asked: <strong>"How can we integrate their code patterns?"</strong></p>
<p>We should have asked: <strong>"What URL datasets have they already created?"</strong></p>
<p>The civic tech community has spent years discovering and validating URLs. We should <strong>reuse their datasets</strong>, not just their code!</p>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=updated-architecture>Updated Architecture<a href=#updated-architecture class=hash-link aria-label="Direct link to Updated Architecture" title="Direct link to Updated Architecture" translate=no>​</a></h2>
<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">β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β”‚ BRONZE LAYER β”‚</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β”‚ β”‚</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β”‚ βœ… census_jurisdictions 85,302 records β”‚</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β”‚ βœ… gsa_domains 15,672 records β”‚</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β”‚ βœ… cdp_deployments 20 records πŸ†• β”‚</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β”‚ πŸ”œ localview_jurisdictions 1,000-10,000 records πŸ†• β”‚</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β”‚ πŸ”œ city_scrapers_agencies 100-500 records πŸ†• β”‚</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β”‚ πŸ”œ legistar_urls 1,000-3,000 records πŸ†• β”‚</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β”‚ β”‚</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜</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">β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β”‚ SILVER LAYER β”‚</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β”‚ β”‚</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β”‚ Merge all URL sources: β”‚</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β”‚ β€’ CDP (highest priority - excellent quality) β”‚</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β”‚ β€’ LocalView (high volume) β”‚</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β”‚ β€’ City Scrapers (validated) β”‚</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β”‚ β€’ Legistar (standardized platform) β”‚</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β”‚ β€’ Census matching (fallback) β”‚</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β”‚ β”‚</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β”‚ Deduplicate by jurisdiction + URL β”‚</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β”‚ Add platform detection β”‚</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β”‚ Score by priority β”‚</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β”‚ β”‚</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β”‚ Result: 7,000-20,000 unique URLs β”‚</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β”‚ β”‚</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜</span><br/></div></code></pre></div></div>
<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>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=what-you-asked>What You Asked:<a href=#what-you-asked class=hash-link aria-label="Direct link to What You Asked:" title="Direct link to What You Asked:" translate=no>​</a></h3>
<blockquote>
<p>"Have I looked at all of those projects and datasources including datasource on huggingface to determine the optimal set of urls to scraped?"</p>
</blockquote>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=answer>Answer:<a href=#answer class=hash-link aria-label="Direct link to Answer:" title="Direct link to Answer:" translate=no>​</a></h3>
<p><strong>No, but you should!</strong> Specifically:</p>
<ol>
<li class="">βœ… <strong>Do download</strong>: LocalView dataset (1,000-10,000 URLs)</li>
<li class="">βœ… <strong>Do extract</strong>: CDP deployment URLs (20 cities)</li>
<li class="">βœ… <strong>Do clone</strong>: City Scrapers for agency URLs (100-500)</li>
<li class="">βœ… <strong>Do enumerate</strong>: Legistar subdomains (1,000-3,000)</li>
<li class="">❌ <strong>Skip</strong>: HuggingFace (no relevant datasets found)</li>
<li class="">⚠️ <strong>Keep</strong>: Your Census matching as fallback</li>
</ol>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=expected-outcome>Expected Outcome:<a href=#expected-outcome class=hash-link aria-label="Direct link to Expected Outcome:" title="Direct link to Expected Outcome:" translate=no>​</a></h3>
<ul>
<li class=""><strong>Before</strong>: 76 URLs (from manual matching)</li>
<li class=""><strong>After</strong>: 7,000-20,000 URLs (from existing datasets + matching)</li>
<li class=""><strong>Improvement</strong>: 100x more coverage!</li>
</ul>
<hr/>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=implementation-status>Implementation Status<a href=#implementation-status class=hash-link aria-label="Direct link to Implementation Status" title="Direct link to Implementation Status" translate=no>​</a></h2>
<p>βœ… <strong>Created</strong>: <code>discovery/external_url_datasets.py</code> - Integration code<br/>
<!-- -->βœ… <strong>Documented</strong>: <code>docs/URL_DATASETS_CONFIRMED.md</code> - Full analysis<br/>
<!-- -->⚠️ <strong>TODO</strong>: Download LocalView dataset (manual, requires browser)<br/>
<!-- -->⚠️ <strong>TODO</strong>: Run integration script to load CDP URLs</p>
<hr/>
<p><strong>You were absolutely right to ask this question.</strong> Using existing datasets is the smart approach! 🎯</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/data-sources/url-datasets.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/data-sources/huggingface-datasets><div class=pagination-nav__sublabel>Previous</div><div class=pagination-nav__label>βœ… Confirmed: HuggingFace Datasets That WILL Help</div></a><a class="pagination-nav__link pagination-nav__link--next" href=/docs/data-sources/youtube-discovery><div class=pagination-nav__sublabel>Next</div><div class=pagination-nav__label>YouTube Channel Discovery - Issues & Solutions</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=#short-answer class="table-of-contents__link toc-highlight">Short Answer</a><li><a href=#what-we-found class="table-of-contents__link toc-highlight">What We Found</a><ul><li><a href=#-what-exists-and-you-should-use class="table-of-contents__link toc-highlight">βœ… What EXISTS (and you should use):</a><li><a href=#-what-doesnt-exist class="table-of-contents__link toc-highlight">❌ What DOESN'T exist:</a></ul><li><a href=#the-big-insight class="table-of-contents__link toc-highlight">The Big Insight</a><ul><li><a href=#current-approach-what-were-doing class="table-of-contents__link toc-highlight">Current Approach (What We're Doing):</a><li><a href=#better-approach-what-we-should-do class="table-of-contents__link toc-highlight">Better Approach (What We Should Do):</a></ul><li><a href=#why-this-matters class="table-of-contents__link toc-highlight">Why This Matters</a><li><a href=#what-you-should-do-now class="table-of-contents__link toc-highlight">What You Should Do NOW</a><ul><li><a href=#priority-1-download-localview-highest-value class="table-of-contents__link toc-highlight">Priority 1: Download LocalView (HIGHEST VALUE)</a><li><a href=#priority-2-use-cdp-deployments-highest-quality class="table-of-contents__link toc-highlight">Priority 2: Use CDP Deployments (HIGHEST QUALITY)</a><li><a href=#priority-3-extract-city-scrapers-urls class="table-of-contents__link toc-highlight">Priority 3: Extract City Scrapers URLs</a><li><a href=#priority-4-continue-your-current-approach class="table-of-contents__link toc-highlight">Priority 4: Continue Your Current Approach</a></ul><li><a href=#the-key-mistake-we-made class="table-of-contents__link toc-highlight">The Key Mistake We Made</a><li><a href=#updated-architecture class="table-of-contents__link toc-highlight">Updated Architecture</a><li><a href=#summary class="table-of-contents__link toc-highlight">Summary</a><ul><li><a href=#what-you-asked class="table-of-contents__link toc-highlight">What You Asked:</a><li><a href=#answer class="table-of-contents__link toc-highlight">Answer:</a><li><a href=#expected-outcome class="table-of-contents__link toc-highlight">Expected Outcome:</a></ul><li><a href=#implementation-status class="table-of-contents__link toc-highlight">Implementation Status</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 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