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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>✅ Confirmed: HuggingFace Datasets That WILL Help</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>✅ Confirmed: HuggingFace Datasets That WILL Help</h1></header> | |
| <h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=quick-answer-yes-2-of-4-will-help-significantly>Quick Answer: YES, 2 of 4 will help significantly!<a href=#quick-answer-yes-2-of-4-will-help-significantly class=hash-link aria-label="Direct link to Quick Answer: YES, 2 of 4 will help significantly!" title="Direct link to Quick Answer: YES, 2 of 4 will help significantly!" translate=no></a></h2> | |
| <table><thead><tr><th>Dataset<th>Status<th>Usefulness<th>Priority<tbody><tr><td><strong>MeetingBank</strong><td>✅ <strong>READY TO USE</strong><td>🔥 <strong>VERY HIGH</strong><td><strong>USE IMMEDIATELY</strong><tr><td><strong>LocalView</strong><td>✅ Already covered<td>HIGH<td>Download from Harvard<tr><td><strong>Council Data Project</strong><td>✅ Already covered<td>HIGH<td>Already integrated<tr><td><strong>CivicBand</strong><td>⚠️ Limited access<td>MEDIUM<td>Scrape municipality list</table> | |
| <hr/> | |
| <h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=1-meetingbank--new-use-this>1. MeetingBank 🔥 (NEW! USE THIS!)<a href=#1-meetingbank--new-use-this class=hash-link aria-label="Direct link to 1. MeetingBank 🔥 (NEW! USE THIS!)" title="Direct link to 1. MeetingBank 🔥 (NEW! USE THIS!)" translate=no></a></h2> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=what-it-is>What It Is:<a href=#what-it-is class=hash-link aria-label="Direct link to What It Is:" title="Direct link to What It Is:" translate=no></a></h3> | |
| <p><strong>A benchmark dataset from 6 major U.S. cities specifically designed for meeting summarization</strong></p> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=urls>URLs:<a href=#urls class=hash-link aria-label="Direct link to URLs:" title="Direct link to URLs:" translate=no></a></h3> | |
| <ul> | |
| <li class=""><strong>HuggingFace (text)</strong>: <a href=https://huggingface.co/datasets/huuuyeah/meetingbank target=_blank rel="noopener noreferrer" class="">https://huggingface.co/datasets/huuuyeah/meetingbank</a></li> | |
| <li class=""><strong>HuggingFace (audio)</strong>: <a href=https://huggingface.co/datasets/huuuyeah/MeetingBank_Audio target=_blank rel="noopener noreferrer" class="">https://huggingface.co/datasets/huuuyeah/MeetingBank_Audio</a></li> | |
| <li class=""><strong>Zenodo (all files)</strong>: <a href=https://zenodo.org/record/7989108 target=_blank rel="noopener noreferrer" class="">https://zenodo.org/record/7989108</a></li> | |
| <li class=""><strong>Archive.org (videos)</strong>:<!-- --> | |
| <ul> | |
| <li class=""><a href=https://archive.org/details/meetingbank-alameda target=_blank rel="noopener noreferrer" class="">https://archive.org/details/meetingbank-alameda</a></li> | |
| <li class=""><a href=https://archive.org/details/meetingbank-boston target=_blank rel="noopener noreferrer" class="">https://archive.org/details/meetingbank-boston</a></li> | |
| <li class=""><a href=https://archive.org/details/meetingbank-denver target=_blank rel="noopener noreferrer" class="">https://archive.org/details/meetingbank-denver</a></li> | |
| <li class=""><a href=https://archive.org/details/meetingbank-long-beach target=_blank rel="noopener noreferrer" class="">https://archive.org/details/meetingbank-long-beach</a></li> | |
| <li class=""><a href=https://archive.org/details/meetingbank-king-county target=_blank rel="noopener noreferrer" class="">https://archive.org/details/meetingbank-king-county</a></li> | |
| <li class=""><a href=https://archive.org/details/meetingbank-seattle target=_blank rel="noopener noreferrer" class="">https://archive.org/details/meetingbank-seattle</a></li> | |
| </ul> | |
| </li> | |
| </ul> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=what-you-get>What You Get:<a href=#what-you-get class=hash-link aria-label="Direct link to What You Get:" title="Direct link to What You Get:" translate=no></a></h3> | |
| <p>✅ <strong>1,366 city council meetings</strong> from 6 cities:</p> | |
| <ul> | |
| <li class="">Alameda, CA</li> | |
| <li class="">Boston, MA</li> | |
| <li class="">Denver, CO</li> | |
| <li class="">King County, WA</li> | |
| <li class="">Long Beach, CA</li> | |
| <li class="">Seattle, WA</li> | |
| </ul> | |
| <p>✅ <strong>3,579 hours of video</strong></p> | |
| <p>✅ <strong>Full transcripts</strong> (average 28,000 tokens per meeting)</p> | |
| <p>✅ <strong>PDF meeting minutes & agendas</strong></p> | |
| <p>✅ <strong>Human-written summaries</strong> (ground truth for evaluation)</p> | |
| <p>✅ <strong>Machine-generated summaries</strong> (from 6 different systems)</p> | |
| <p>✅ <strong>6,892 segment-level summarization instances</strong> for training</p> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=why-this-is-perfect-for-your-project>Why This Is PERFECT for Your Project:<a href=#why-this-is-perfect-for-your-project class=hash-link aria-label="Direct link to Why This Is PERFECT for Your Project:" title="Direct link to Why This Is PERFECT for Your Project:" translate=no></a></h3> | |
| <ol> | |
| <li class=""> | |
| <p><strong>Immediate prototyping</strong>: Download from HuggingFace in 5 minutes</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"> datasets </span><span class="token keyword" style=color:#00009f>import</span><span class="token plain"> load_dataset</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">meetingbank </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> load_dataset</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string" style=color:#e3116c>"huuuyeah/meetingbank"</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"> instance </span><span class="token keyword" style=color:#00009f>in</span><span class="token plain"> meetingbank</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'train'</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 plain">instance</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 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">instance</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'summary'</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 plain">instance</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'transcript'</span><span class="token punctuation" style=color:#393A34>]</span><span class="token punctuation" style=color:#393A34>)</span><br/></div></code></pre></div></div> | |
| </li> | |
| <li class=""> | |
| <p><strong>Quality validation</strong>: Compare your AI summarization against human-written summaries</p> | |
| </li> | |
| <li class=""> | |
| <p><strong>URL discovery</strong>: Each meeting has source URLs to city websites</p> | |
| </li> | |
| <li class=""> | |
| <p><strong>Benchmark your oral health keyword detection</strong>: Test against 1,366 real transcripts</p> | |
| </li> | |
| <li class=""> | |
| <p><strong>Training data</strong>: If you want to fine-tune models for oral health policy</p> | |
| </li> | |
| </ol> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=paper>Paper:<a href=#paper class=hash-link aria-label="Direct link to Paper:" title="Direct link to Paper:" translate=no></a></h3> | |
| <p>"MeetingBank: A Benchmark Dataset for Meeting Summarization"<br/> | |
| <!-- -->ACL 2023 (Association for Computational Linguistics)<br/> | |
| <a href=https://arxiv.org/abs/2305.17529 target=_blank rel="noopener noreferrer" class="">https://arxiv.org/abs/2305.17529</a></p> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=-action-plan>🎯 ACTION PLAN:<a href=#-action-plan class=hash-link aria-label="Direct link to 🎯 ACTION PLAN:" title="Direct link to 🎯 ACTION PLAN:" 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"># 1. Install HuggingFace datasets</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">pip install datasets</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"># 2. Download MeetingBank</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 datasets import load_dataset</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">meetingbank = load_dataset('huuuyeah/meetingbank')</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">print(f'Loaded {len(meetingbank['train'])} training instances')</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"># 3. Create discovery/meetingbank_ingestion.py</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># - Parse meetings</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># - Extract URLs</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># - Load to Bronze layer</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># - Run keyword detection on transcripts</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># - Evaluate against human summaries</span><br/></div></code></pre></div></div> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=expected-roi>Expected ROI:<a href=#expected-roi class=hash-link aria-label="Direct link to Expected ROI:" title="Direct link to Expected ROI:" translate=no></a></h3> | |
| <ul> | |
| <li class=""><strong>Time</strong>: 2 hours to integrate</li> | |
| <li class=""><strong>Value</strong>: 1,366 meetings with transcripts + summaries + URLs</li> | |
| <li class=""><strong>Quality</strong>: Academic benchmark (peer-reviewed, ACL published)</li> | |
| <li class=""><strong>Coverage</strong>: 6 major cities (all large, high-value for advocacy)</li> | |
| </ul> | |
| <hr/> | |
| <h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=2-localview--already-covered>2. LocalView ✅ (Already Covered)<a href=#2-localview--already-covered class=hash-link aria-label="Direct link to 2. LocalView ✅ (Already Covered)" title="Direct link to 2. LocalView ✅ (Already Covered)" translate=no></a></h2> | |
| <p><strong>Status</strong>: Already identified in previous investigation<br/> | |
| <strong>Location</strong>: Harvard Dataverse (doi:10.7910/DVN/NJTBEM)<br/> | |
| <strong>Coverage</strong>: 1,000-10,000 jurisdictions<br/> | |
| <strong>Action</strong>: Download from Harvard (already documented)</p> | |
| <hr/> | |
| <h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=3-council-data-project--already-covered>3. Council Data Project ✅ (Already Covered)<a href=#3-council-data-project--already-covered class=hash-link aria-label="Direct link to 3. Council Data Project ✅ (Already Covered)" title="Direct link to 3. Council Data Project ✅ (Already Covered)" translate=no></a></h2> | |
| <p><strong>Status</strong>: Already integrated in <a class="" href=/docs/discovery/external_url_datasets.py><code>external_url_datasets.py</code></a><br/> | |
| <strong>Coverage</strong>: 20+ cities with full pipelines<br/> | |
| <strong>Action</strong>: Already coded, just run the script</p> | |
| <hr/> | |
| <h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=4-civicband-️-limited-usefulness>4. CivicBand ⚠️ (Limited Usefulness)<a href=#4-civicband-️-limited-usefulness class=hash-link aria-label="Direct link to 4. CivicBand ⚠️ (Limited Usefulness)" title="Direct link to 4. CivicBand ⚠️ (Limited Usefulness)" translate=no></a></h2> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=what-it-is-1>What It Is:<a href=#what-it-is-1 class=hash-link aria-label="Direct link to What It Is:" title="Direct link to What It Is:" translate=no></a></h3> | |
| <p>"Largest public collection of civic meeting and election finance data"<br/> | |
| <!-- -->Website: <a href=https://civic.band/ target=_blank rel="noopener noreferrer" class="">https://civic.band/</a></p> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=what-exists>What Exists:<a href=#what-exists class=hash-link aria-label="Direct link to What Exists:" title="Direct link to What Exists:" translate=no></a></h3> | |
| <p>✅ <strong>1,031 municipalities tracked</strong><br/> | |
| <!-- -->✅ Millions of pages scraped (meeting minutes, agendas)<br/> | |
| <!-- -->✅ Search interface available<br/> | |
| <!-- -->✅ Publicly browsable</p> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=the-problem>The Problem:<a href=#the-problem class=hash-link aria-label="Direct link to The Problem:" title="Direct link to The Problem:" translate=no></a></h3> | |
| <p>❌ <strong>"Dataset access is via their platform; raw dumps require coordination"</strong></p> | |
| <ul> | |
| <li class="">Can't directly download bulk URL list</li> | |
| <li class="">Would need to contact founder (Philip James: <a href=mailto:hello@civic.band target=_blank rel="noopener noreferrer" class="">hello@civic.band</a>)</li> | |
| <li class="">Or scrape the municipality list from their website</li> | |
| </ul> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=what-you-can-get>What You CAN Get:<a href=#what-you-can-get class=hash-link aria-label="Direct link to What You CAN Get:" title="Direct link to What You CAN Get:" translate=no></a></h3> | |
| <p>The list of 1,031 municipalities is publicly visible on their site. You could:</p> | |
| <ol> | |
| <li class=""><strong>Scrape the municipality list</strong> (city names + states)</li> | |
| <li class=""><strong>Match against your Census data</strong> to get FIPS codes</li> | |
| <li class=""><strong>Use as verification</strong> (these 1,031 are confirmed to have meeting data)</li> | |
| </ol> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=limited-value-because>Limited Value Because:<a href=#limited-value-because class=hash-link aria-label="Direct link to Limited Value Because:" title="Direct link to Limited Value Because:" translate=no></a></h3> | |
| <ul> | |
| <li class="">Can't get direct URLs (need to coordinate with founder)</li> | |
| <li class="">Already have larger coverage from LocalView (1,000-10,000 jurisdictions)</li> | |
| <li class="">Already have premium coverage from CDP (20 cities)</li> | |
| <li class="">CivicBand's main value is their <em>content</em> (scraped minutes), not URLs</li> | |
| </ul> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=possible-action>Possible Action:<a href=#possible-action class=hash-link aria-label="Direct link to Possible Action:" title="Direct link to Possible Action:" 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># Scrape CivicBand's municipality list</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>import</span><span class="token plain"> requests</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"> bs4 </span><span class="token keyword" style=color:#00009f>import</span><span class="token plain"> BeautifulSoup</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">response </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> requests</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">get</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string" style=color:#e3116c>"https://civic.band/"</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">soup </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> BeautifulSoup</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">response</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">text</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>'html.parser'</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># Parse the table of municipalities</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># Match against Census data</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># Use as validation list</span><br/></div></code></pre></div></div> | |
| <p><strong>Estimated value</strong>: MEDIUM (validation only, not bulk URLs)</p> | |
| <hr/> | |
| <h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-revised-priority-ranking>📊 Revised Priority Ranking<a href=#-revised-priority-ranking class=hash-link aria-label="Direct link to 📊 Revised Priority Ranking" title="Direct link to 📊 Revised Priority Ranking" translate=no></a></h2> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=immediate-do-this-week>IMMEDIATE (Do This Week):<a href=#immediate-do-this-week class=hash-link aria-label="Direct link to IMMEDIATE (Do This Week):" title="Direct link to IMMEDIATE (Do This Week):" translate=no></a></h3> | |
| <ol> | |
| <li class="">🔥 <strong>Download MeetingBank</strong> (2 hours)<!-- --> | |
| <ul> | |
| <li class="">HuggingFace dataset ready to use</li> | |
| <li class="">1,366 meetings with transcripts, summaries, URLs</li> | |
| <li class="">Perfect for prototyping and evaluation</li> | |
| </ul> | |
| </li> | |
| </ol> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=high-priority-do-this-month>HIGH PRIORITY (Do This Month):<a href=#high-priority-do-this-month class=hash-link aria-label="Direct link to HIGH PRIORITY (Do This Month):" title="Direct link to HIGH PRIORITY (Do This Month):" translate=no></a></h3> | |
| <ol start=2> | |
| <li class=""> | |
| <p>✅ <strong>Download LocalView</strong> (1 day)</p> | |
| <ul> | |
| <li class="">Harvard Dataverse</li> | |
| <li class="">1,000-10,000 jurisdictions</li> | |
| </ul> | |
| </li> | |
| <li class=""> | |
| <p>✅ <strong>Run CDP integration</strong> (2 hours)</p> | |
| <ul> | |
| <li class="">Already coded</li> | |
| <li class="">20 premium cities</li> | |
| </ul> | |
| </li> | |
| </ol> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=medium-priority-optional>MEDIUM PRIORITY (Optional):<a href=#medium-priority-optional class=hash-link aria-label="Direct link to MEDIUM PRIORITY (Optional):" title="Direct link to MEDIUM PRIORITY (Optional):" translate=no></a></h3> | |
| <ol start=4> | |
| <li class="">⚠️ <strong>Scrape CivicBand list</strong> (4 hours)<!-- --> | |
| <ul> | |
| <li class="">1,031 municipality names</li> | |
| <li class="">Use for validation</li> | |
| <li class="">Or contact founder for bulk access</li> | |
| </ul> | |
| </li> | |
| </ol> | |
| <hr/> | |
| <h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-updated-integration-code>🎯 Updated Integration Code<a href=#-updated-integration-code class=hash-link aria-label="Direct link to 🎯 Updated Integration Code" title="Direct link to 🎯 Updated Integration Code" translate=no></a></h2> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=add-meetingbank-to-your-pipeline>Add MeetingBank to your pipeline:<a href=#add-meetingbank-to-your-pipeline class=hash-link aria-label="Direct link to Add MeetingBank to your pipeline:" title="Direct link to Add MeetingBank to your 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># discovery/meetingbank_ingestion.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 keyword" style=color:#00009f>from</span><span class="token plain"> datasets </span><span class="token keyword" style=color:#00009f>import</span><span class="token plain"> load_dataset</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"> pyspark</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">sql </span><span class="token keyword" style=color:#00009f>import</span><span class="token plain"> SparkSession</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"> loguru </span><span class="token keyword" style=color:#00009f>import</span><span class="token plain"> logger</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>def</span><span class="token plain"> </span><span class="token function" style=color:#d73a49>load_meetingbank_to_bronze</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">spark</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> SparkSession</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"> </span><span class="token builtin">dict</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 triple-quoted-string string" style=color:#e3116c>"""</span><br/></div><div class=token-line style=color:#393A34><span class="token triple-quoted-string string" style=color:#e3116c> Load MeetingBank dataset to Bronze layer.</span><br/></div><div class=token-line style=color:#393A34><span class="token triple-quoted-string string" style=color:#e3116c> </span><br/></div><div class=token-line style=color:#393A34><span class="token triple-quoted-string string" style=color:#e3116c> MeetingBank contains 1,366 city council meetings from 6 major cities</span><br/></div><div class=token-line style=color:#393A34><span class="token triple-quoted-string string" style=color:#e3116c> with full transcripts, summaries, and source URLs.</span><br/></div><div class=token-line style=color:#393A34><span class="token triple-quoted-string string" style=color:#e3116c> """</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> logger</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">info</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string" style=color:#e3116c>"Loading MeetingBank dataset from HuggingFace"</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># Download from HuggingFace</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> meetingbank </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> load_dataset</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string" style=color:#e3116c>"huuuyeah/meetingbank"</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"> meetings </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><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"> split </span><span class="token keyword" style=color:#00009f>in</span><span class="token plain"> </span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'train'</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>'validation'</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>'test'</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"> instance </span><span class="token keyword" style=color:#00009f>in</span><span class="token plain"> meetingbank</span><span class="token punctuation" style=color:#393A34>[</span><span class="token plain">split</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"> meetings</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 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>"meeting_id"</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> instance</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 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>"jurisdiction_name"</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> instance</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">get</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string" style=color:#e3116c>'city'</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>'Unknown'</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 string" style=color:#e3116c>"state_code"</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> instance</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">get</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 string" style=color:#e3116c>'Unknown'</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 string" style=color:#e3116c>"transcript"</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> instance</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'transcript'</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 string" style=color:#e3116c>"summary_human"</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> instance</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'summary'</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 string" style=color:#e3116c>"source_url"</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> instance</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">get</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 plain"> </span><span class="token string" style=color:#e3116c>''</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 string" style=color:#e3116c>"date"</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> instance</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">get</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string" style=color:#e3116c>'date'</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>''</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 string" style=color:#e3116c>"has_transcript"</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> </span><span class="token boolean" style=color:#36acaa>True</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>"has_summary"</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> </span><span class="token boolean" style=color:#36acaa>True</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>"has_url"</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> </span><span class="token builtin">bool</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">instance</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">get</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 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>"transcript_length"</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> </span><span class="token builtin">len</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">instance</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'transcript'</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 string" style=color:#e3116c>"source"</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"meetingbank"</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><br/></div><div class=token-line style=color:#393A34><span class="token plain"> </span><span class="token comment" style=color:#999988;font-style:italic># Convert to DataFrame</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"> spark</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">createDataFrame</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">meetings</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># Write to Bronze layer</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> output_path </span><span class="token operator" style=color:#393A34>=</span><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">settings</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>.</span><span class="token string-interpolation interpolation">delta_lake_path</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>}</span><span class="token string-interpolation string" style=color:#e3116c>/bronze/meetingbank_meetings"</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 plain">write \</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 builtin">format</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string" style=color:#e3116c>"delta"</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">mode</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string" style=color:#e3116c>"overwrite"</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">save</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">output_path</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"> logger</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">info</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string-interpolation string" style=color:#e3116c>f"✅ Loaded </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">meetings</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> meetings from MeetingBank"</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>return</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>"total_meetings"</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> </span><span class="token builtin">len</span><span class="token punctuation" style=color:#393A34>(</span><span class="token plain">meetings</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 string" style=color:#e3116c>"cities"</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> </span><span class="token number" style=color:#36acaa>6</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>"source"</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>"meetingbank"</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=test-your-keyword-detection>Test your keyword detection:<a href=#test-your-keyword-detection class=hash-link aria-label="Direct link to Test your keyword detection:" title="Direct link to Test your keyword detection:" 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># Test keyword detection on MeetingBank transcripts</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"> datasets </span><span class="token keyword" style=color:#00009f>import</span><span class="token plain"> load_dataset</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" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">meetingbank </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> load_dataset</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string" style=color:#e3116c>"huuuyeah/meetingbank"</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">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" 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># Test on first 10 meetings</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"> instance </span><span class="token keyword" style=color:#00009f>in</span><span class="token plain"> meetingbank</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'train'</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 number" style=color:#36acaa>10</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"> matches </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">_find_keywords_in_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"> instance</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'transcript'</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"> alert_system</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">KEYWORD_CATEGORIES</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><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"> matches</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"Meeting </span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>{</span><span class="token string-interpolation interpolation">instance</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>[</span><span class="token string-interpolation interpolation string" style=color:#e3116c>'id'</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 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">matches</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> oral health keywords found"</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"> </span><span class="token keyword" style=color:#00009f>match</span><span class="token plain"> </span><span class="token keyword" style=color:#00009f>in</span><span class="token plain"> matches</span><span class="token punctuation" style=color:#393A34>[</span><span class="token punctuation" style=color:#393A34>:</span><span class="token number" style=color:#36acaa>3</span><span class="token punctuation" style=color:#393A34>]</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> </span><span class="token comment" style=color:#999988;font-style:italic># Show first 3</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" - </span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>{</span><span class="token string-interpolation interpolation keyword" style=color:#00009f>match</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>.</span><span class="token string-interpolation interpolation">keyword</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 string-interpolation interpolation punctuation" style=color:#393A34>{</span><span class="token string-interpolation interpolation keyword" style=color:#00009f>match</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>.</span><span class="token string-interpolation interpolation">category</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> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=evaluate-your-ai-summarization>Evaluate your AI summarization:<a href=#evaluate-your-ai-summarization class=hash-link aria-label="Direct link to Evaluate your AI summarization:" title="Direct link to Evaluate your AI summarization:" 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># Compare your summaries against human-written ground truth</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"></span><span class="token keyword" style=color:#00009f>from</span><span class="token plain"> datasets </span><span class="token keyword" style=color:#00009f>import</span><span class="token plain"> load_dataset</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">meetingbank </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> load_dataset</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string" style=color:#e3116c>"huuuyeah/meetingbank"</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"> instance </span><span class="token keyword" style=color:#00009f>in</span><span class="token plain"> meetingbank</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'test'</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 number" style=color:#36acaa>10</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># Generate your summary</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> your_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"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> event</span><span class="token operator" style=color:#393A34>=</span><span class="token boolean" style=color:#36acaa>None</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> </span><span class="token comment" style=color:#999988;font-style:italic># Create MeetingEvent from instance</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> full_text</span><span class="token operator" style=color:#393A34>=</span><span class="token plain">instance</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'transcript'</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"> focus_on_health</span><span class="token operator" style=color:#393A34>=</span><span class="token boolean" style=color:#36acaa>False</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><br/></div><div class=token-line style=color:#393A34><span class="token plain"> </span><span class="token comment" style=color:#999988;font-style:italic># Compare against human summary</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"> human_summary </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> instance</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'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><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"Meeting: </span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>{</span><span class="token string-interpolation interpolation">instance</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>[</span><span class="token string-interpolation interpolation string" style=color:#e3116c>'id'</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"Your summary: </span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>{</span><span class="token string-interpolation interpolation">your_summary</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>.</span><span class="token string-interpolation interpolation">executive_summary</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"Human summary: </span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>{</span><span class="token string-interpolation interpolation">human_summary</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"Quality: </span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>{</span><span class="token string-interpolation interpolation">your_summary</span><span class="token string-interpolation interpolation punctuation" style=color:#393A34>.</span><span class="token string-interpolation interpolation">confidence_score</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 punctuation" style=color:#393A34>)</span><br/></div></code></pre></div></div> | |
| <hr/> | |
| <h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-expected-outcomes>📈 Expected Outcomes<a href=#-expected-outcomes class=hash-link aria-label="Direct link to 📈 Expected Outcomes" title="Direct link to 📈 Expected Outcomes" translate=no></a></h2> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=before-meetingbank>Before MeetingBank:<a href=#before-meetingbank class=hash-link aria-label="Direct link to Before MeetingBank:" title="Direct link to Before MeetingBank:" translate=no></a></h3> | |
| <ul> | |
| <li class="">76 URLs discovered (15% match rate)</li> | |
| <li class="">No evaluation benchmark</li> | |
| <li class="">No ground truth for summarization</li> | |
| </ul> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=after-meetingbank>After MeetingBank:<a href=#after-meetingbank class=hash-link aria-label="Direct link to After MeetingBank:" title="Direct link to After MeetingBank:" translate=no></a></h3> | |
| <ul> | |
| <li class=""><strong>+1,366 meetings</strong> with transcripts</li> | |
| <li class=""><strong>+6 major cities</strong> with verified URLs</li> | |
| <li class=""><strong>Academic benchmark</strong> for evaluation</li> | |
| <li class=""><strong>Human summaries</strong> for quality validation</li> | |
| <li class=""><strong>Total meetings</strong>: 1,366 ready to analyze immediately</li> | |
| </ul> | |
| <hr/> | |
| <h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-final-recommendation>🚀 Final Recommendation<a href=#-final-recommendation class=hash-link aria-label="Direct link to 🚀 Final Recommendation" title="Direct link to 🚀 Final Recommendation" translate=no></a></h2> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=do-this-first-2-hours>DO THIS FIRST (2 hours):<a href=#do-this-first-2-hours class=hash-link aria-label="Direct link to DO THIS FIRST (2 hours):" title="Direct link to DO THIS FIRST (2 hours):" 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"># 1. Install HuggingFace datasets</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">pip install datasets</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"># 2. Download MeetingBank</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 datasets import load_dataset</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">meetingbank = load_dataset('huuuyeah/meetingbank')</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">print(f'✅ Downloaded {len(meetingbank[\"train\"])} meetings')</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"># 3. Create integration script</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># See code example above</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"># 4. Test your keyword detection</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># See test code above</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"># 5. Evaluate your summarization</span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># See evaluation code above</span><br/></div></code></pre></div></div> | |
| <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=expected-result>Expected Result:<a href=#expected-result class=hash-link aria-label="Direct link to Expected Result:" title="Direct link to Expected Result:" translate=no></a></h3> | |
| <ul> | |
| <li class=""><strong>Immediate access</strong> to 1,366 meetings</li> | |
| <li class=""><strong>6 major cities</strong> for prototyping</li> | |
| <li class=""><strong>Academic quality</strong> benchmark</li> | |
| <li class=""><strong>Proven ROI</strong>: Published in top NLP conference (ACL 2023)</li> | |
| </ul> | |
| <hr/> | |
| <h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=summary-table>Summary Table<a href=#summary-table class=hash-link aria-label="Direct link to Summary Table" title="Direct link to Summary Table" translate=no></a></h2> | |
| <table><thead><tr><th>Dataset<th>Available?<th>Download Time<th>Meetings<th>Usefulness<tbody><tr><td><strong>MeetingBank</strong><td>✅ <strong>YES</strong> (HuggingFace)<td><strong>5 minutes</strong><td><strong>1,366</strong><td>🔥 <strong>VERY HIGH</strong><tr><td><strong>LocalView</strong><td>✅ YES (Harvard)<td>1 day<td>1,000-10,000<td>🔥 VERY HIGH<tr><td><strong>CDP</strong><td>✅ YES (already coded)<td>2 hours<td>20 cities<td>🔥 HIGH<tr><td><strong>CivicBand</strong><td>⚠️ PARTIAL (need coordination)<td>4 hours<td>1,031 list<td>🟡 MEDIUM</table> | |
| <p><strong>Bottom line</strong>: MeetingBank is the fastest win! Download it today and start testing your summarization and keyword detection on real city council meeting transcripts.</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/huggingface-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/census-data><div class=pagination-nav__sublabel>Previous</div><div class=pagination-nav__label>Census Bureau Data URL Fix</div></a><a class="pagination-nav__link pagination-nav__link--next" href=/docs/data-sources/url-datasets><div class=pagination-nav__sublabel>Next</div><div class=pagination-nav__label>🎯 ANSWER: Yes, You Should Look at Those Datasets!</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=#quick-answer-yes-2-of-4-will-help-significantly class="table-of-contents__link toc-highlight">Quick Answer: YES, 2 of 4 will help significantly!</a><li><a href=#1-meetingbank--new-use-this class="table-of-contents__link toc-highlight">1. MeetingBank 🔥 (NEW! USE THIS!)</a><ul><li><a href=#what-it-is class="table-of-contents__link toc-highlight">What It Is:</a><li><a href=#urls class="table-of-contents__link toc-highlight">URLs:</a><li><a href=#what-you-get class="table-of-contents__link toc-highlight">What You Get:</a><li><a href=#why-this-is-perfect-for-your-project class="table-of-contents__link toc-highlight">Why This Is PERFECT for Your Project:</a><li><a href=#paper class="table-of-contents__link toc-highlight">Paper:</a><li><a href=#-action-plan class="table-of-contents__link toc-highlight">🎯 ACTION PLAN:</a><li><a href=#expected-roi class="table-of-contents__link toc-highlight">Expected ROI:</a></ul><li><a href=#2-localview--already-covered class="table-of-contents__link toc-highlight">2. LocalView ✅ (Already Covered)</a><li><a href=#3-council-data-project--already-covered class="table-of-contents__link toc-highlight">3. Council Data Project ✅ (Already Covered)</a><li><a href=#4-civicband-️-limited-usefulness class="table-of-contents__link toc-highlight">4. CivicBand ⚠️ (Limited Usefulness)</a><ul><li><a href=#what-it-is-1 class="table-of-contents__link toc-highlight">What It Is:</a><li><a href=#what-exists class="table-of-contents__link toc-highlight">What Exists:</a><li><a href=#the-problem class="table-of-contents__link toc-highlight">The Problem:</a><li><a href=#what-you-can-get class="table-of-contents__link toc-highlight">What You CAN Get:</a><li><a href=#limited-value-because class="table-of-contents__link toc-highlight">Limited Value Because:</a><li><a href=#possible-action class="table-of-contents__link toc-highlight">Possible Action:</a></ul><li><a href=#-revised-priority-ranking class="table-of-contents__link toc-highlight">📊 Revised Priority Ranking</a><ul><li><a href=#immediate-do-this-week class="table-of-contents__link toc-highlight">IMMEDIATE (Do This Week):</a><li><a href=#high-priority-do-this-month class="table-of-contents__link toc-highlight">HIGH PRIORITY (Do This Month):</a><li><a href=#medium-priority-optional class="table-of-contents__link toc-highlight">MEDIUM PRIORITY (Optional):</a></ul><li><a href=#-updated-integration-code class="table-of-contents__link toc-highlight">🎯 Updated Integration Code</a><ul><li><a href=#add-meetingbank-to-your-pipeline class="table-of-contents__link toc-highlight">Add MeetingBank to your pipeline:</a><li><a href=#test-your-keyword-detection class="table-of-contents__link toc-highlight">Test your keyword detection:</a><li><a href=#evaluate-your-ai-summarization class="table-of-contents__link toc-highlight">Evaluate your AI summarization:</a></ul><li><a href=#-expected-outcomes class="table-of-contents__link toc-highlight">📈 Expected Outcomes</a><ul><li><a href=#before-meetingbank class="table-of-contents__link toc-highlight">Before MeetingBank:</a><li><a href=#after-meetingbank class="table-of-contents__link toc-highlight">After MeetingBank:</a></ul><li><a href=#-final-recommendation class="table-of-contents__link toc-highlight">🚀 Final Recommendation</a><ul><li><a href=#do-this-first-2-hours class="table-of-contents__link toc-highlight">DO THIS FIRST (2 hours):</a><li><a href=#expected-result class="table-of-contents__link toc-highlight">Expected Result:</a></ul><li><a href=#summary-table class="table-of-contents__link toc-highlight">Summary Table</a></ul></div></div></div></div></main></div></div></div><footer class="theme-layout-footer footer footer--dark"><div class="container container-fluid"><div class="row footer__links"><div class="theme-layout-footer-column col footer__col"><div class=footer__title>Documentation</div><ul class="footer__items clean-list"><li class=footer__item><a class=footer__link-item href=/docs/intro>Getting Started</a><li class=footer__item><a class=footer__link-item href=/docs/data-sources/citations>Citations & Data Sources</a><li class=footer__item><a class=footer__link-item href=/docs/data-sources/overview>Data Sources</a><li class=footer__item><a class=footer__link-item 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