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24 24" class=breadcrumbHomeIcon_YNFT><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill=currentColor /></svg></a><li class=breadcrumbs__item><a class=breadcrumbs__link href=/docs/for-developers><span>Developers & Technical Users</span></a><li class=breadcrumbs__item><span class=breadcrumbs__link>Integrations</span><li class="breadcrumbs__item breadcrumbs__item--active"><span class=breadcrumbs__link>FEC Campaign Finance Integration - Implementation Summary</span></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type=button class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>FEC Campaign Finance Integration - Implementation Summary</h1></header>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-what-was-added>✅ What Was Added<a href=#-what-was-added class=hash-link aria-label="Direct link to ✅ What Was Added" title="Direct link to ✅ What Was Added" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=1-pipeline-module>1. Pipeline Module<a href=#1-pipeline-module class=hash-link aria-label="Direct link to 1. Pipeline Module" title="Direct link to 1. Pipeline Module" translate=no></a></h3>
<p><strong>File:</strong> <a class="" href=/docs/pipeline/create_campaigns_gold_tables.py><code>pipeline/create_campaigns_gold_tables.py</code></a></p>
<p>Creates 4 campaign finance gold tables per state:</p>
<ul>
<li class=""><code>campaigns_candidates.parquet</code> - Federal candidates (House, Senate, President)</li>
<li class=""><code>campaigns_committees.parquet</code> - PACs and campaign committees</li>
<li class=""><code>campaigns_contributions.parquet</code> - Individual contributions $200+</li>
<li class=""><code>campaigns_nonprofit_donors.parquet</code> - Nonprofit leadership political giving analysis</li>
</ul>
<p><strong>Key Features:</strong></p>
<ul>
<li class="">State-specific data extraction</li>
<li class="">Links to nonprofits via employer matching</li>
<li class="">Links to nonprofit officers via name matching</li>
<li class="">Configurable contribution limits and cycle years</li>
</ul>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=2-example-demo-script>2. Example Demo Script<a href=#2-example-demo-script class=hash-link aria-label="Direct link to 2. Example Demo Script" title="Direct link to 2. Example Demo Script" translate=no></a></h3>
<p><strong>File:</strong> <a class="" href=/docs/examples/demo_fec_integration.py><code>examples/demo_fec_integration.py</code></a></p>
<p>Interactive demonstration of FEC API capabilities:</p>
<ul>
<li class="">Search for candidates in a state</li>
<li class="">Find contributions from specific employers</li>
<li class="">Track nonprofit leadership donations</li>
<li class="">Create gold tables for integration</li>
</ul>
<p><strong>Usage:</strong></p>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain"># Basic demo</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python examples/demo_fec_integration.py --state MA</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"># Search specific employer</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python examples/demo_fec_integration.py --state MA --employer "Community Health"</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"># Create gold tables</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python examples/demo_fec_integration.py --state MA --create-gold-tables</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=3-comprehensive-documentation>3. Comprehensive Documentation<a href=#3-comprehensive-documentation class=hash-link aria-label="Direct link to 3. Comprehensive Documentation" title="Direct link to 3. Comprehensive Documentation" translate=no></a></h3>
<p><strong>File:</strong> <a class="" href=/docs/website/docs/integrations/fec-campaign-finance.md><code>website/docs/integrations/fec-campaign-finance.md</code></a></p>
<p>Complete integration guide including:</p>
<ul>
<li class="">API access setup (get free key from api.data.gov)</li>
<li class="">Gold table schemas</li>
<li class="">Use case examples</li>
<li class="">Data model integration</li>
<li class="">Advanced usage patterns</li>
<li class="">Best practices</li>
</ul>
<p><strong>Complements existing file:</strong> <a class="" href=/docs/website/docs/integrations/fec-political-contributions.md><code>website/docs/integrations/fec-political-contributions.md</code></a></p>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-integration-with-existing-data-model>🔄 Integration with Existing Data Model<a href=#-integration-with-existing-data-model class=hash-link aria-label="Direct link to 🔄 Integration with Existing Data Model" title="Direct link to 🔄 Integration with Existing Data Model" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=data-linkages>Data Linkages<a href=#data-linkages class=hash-link aria-label="Direct link to Data Linkages" title="Direct link to Data Linkages" translate=no></a></h3>
<p>The FEC integration connects to existing gold tables:</p>
<div class="language-text codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-text codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token plain">campaigns_contributions.parquet</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    ├─► contributor_employer  ───────► nonprofits_organizations.organization_name</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    └─► contributor_name      ───────► contacts_nonprofit_officers.officer_name</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">campaigns_nonprofit_donors.parquet (Analysis Table)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    ├─► ein                   ───────► nonprofits_organizations.ein</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    ├─► organization_name     ───────► nonprofits_organizations.organization_name</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    └─► contributor_name      ───────► contacts_nonprofit_officers.officer_name</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">campaigns_candidates.parquet</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    └─► state                 ───────► State-partitioned data structure</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">campaigns_committees.parquet</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">    └─► state                 ───────► State-partitioned data structure</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=use-cases-enabled>Use Cases Enabled<a href=#use-cases-enabled class=hash-link aria-label="Direct link to Use Cases Enabled" title="Direct link to Use Cases Enabled" translate=no></a></h3>
<ol>
<li class="">
<p><strong>Track Political Influence on Grant Awards</strong></p>
<div class="language-python codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-python codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token comment" style=color:#999988;font-style:italic># Load data</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">contributions </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> pd</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">read_parquet</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string" style=color:#e3116c>'data/gold/states/MA/campaigns_contributions.parquet'</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">grants </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> pd</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">read_parquet</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string" style=color:#e3116c>'data/gold/states/MA/grants_revenue_sources.parquet'</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># Analyze correlation between political giving and grant receipt</span><br/></div></code></pre></div></div>
</li>
<li class="">
<p><strong>Identify Politically Active Nonprofit Leaders</strong></p>
<div class="language-python codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-python codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token comment" style=color:#999988;font-style:italic># Load nonprofit donor analysis</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">donors </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> pd</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">read_parquet</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string" style=color:#e3116c>'data/gold/states/MA/campaigns_nonprofit_donors.parquet'</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># See which nonprofit officers donate politically</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">donors</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">groupby</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string" style=color:#e3116c>'organization_name'</span><span class="token punctuation" style=color:#393A34>)</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'contribution_amount'</span><span class="token punctuation" style=color:#393A34>]</span><span class="token punctuation" style=color:#393A34>.</span><span class="token builtin">sum</span><span class="token punctuation" style=color:#393A34>(</span><span class="token punctuation" style=color:#393A34>)</span><span class="token punctuation" style=color:#393A34>)</span><br/></div></code></pre></div></div>
</li>
<li class="">
<p><strong>Map Donor Networks in Healthcare Policy</strong></p>
<div class="language-python codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-python codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token comment" style=color:#999988;font-style:italic># Find health sector political contributions</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">health_contribs </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> contributions</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">    contributions</span><span class="token punctuation" style=color:#393A34>[</span><span class="token string" style=color:#e3116c>'contributor_employer'</span><span class="token punctuation" style=color:#393A34>]</span><span class="token punctuation" style=color:#393A34>.</span><span class="token builtin">str</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">contains</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string" style=color:#e3116c>'Health'</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> </span><span class="token keyword" style=color:#00009f>case</span><span class="token operator" style=color:#393A34>=</span><span class="token boolean" style=color:#36acaa>False</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> na</span><span class="token operator" style=color:#393A34>=</span><span class="token boolean" style=color:#36acaa>False</span><span class="token punctuation" style=color:#393A34>)</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token punctuation" style=color:#393A34>]</span><br/></div></code></pre></div></div>
</li>
</ol>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-directory-structure>📊 Directory Structure<a href=#-directory-structure class=hash-link aria-label="Direct link to 📊 Directory Structure" title="Direct link to 📊 Directory Structure" 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">data/gold/states/{STATE}/</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">├── campaigns_candidates.parquet          ← NEW</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">├── campaigns_committees.parquet          ← NEW  </span><br/></div><div class=token-line style=color:#393A34><span class="token plain">├── campaigns_contributions.parquet       ← NEW</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">├── campaigns_nonprofit_donors.parquet    ← NEW (Analysis)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">├── nonprofits_organizations.parquet      (Links via employer)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">├── contacts_nonprofit_officers.parquet   (Links via name)</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">└── grants_revenue_sources.parquet        (Cross-reference)</span><br/></div></code></pre></div></div>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-quick-start>🚀 Quick Start<a href=#-quick-start class=hash-link aria-label="Direct link to 🚀 Quick Start" title="Direct link to 🚀 Quick Start" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=1-get-fec-api-key>1. Get FEC API Key<a href=#1-get-fec-api-key class=hash-link aria-label="Direct link to 1. Get FEC API Key" title="Direct link to 1. Get FEC API Key" translate=no></a></h3>
<p>Visit: <a href=https://api.data.gov/signup/ target=_blank rel="noopener noreferrer" class="">https://api.data.gov/signup/</a></p>
<ul>
<li class="">Free tier: 1,000 requests/hour</li>
<li class="">Instant activation</li>
</ul>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=2-set-environment-variable>2. Set Environment Variable<a href=#2-set-environment-variable class=hash-link aria-label="Direct link to 2. Set Environment Variable" title="Direct link to 2. Set Environment Variable" 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">echo 'FEC_API_KEY="your_key_here"' >> .env</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=3-create-gold-tables>3. Create Gold Tables<a href=#3-create-gold-tables class=hash-link aria-label="Direct link to 3. Create Gold Tables" title="Direct link to 3. Create Gold Tables" 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"># Activate environment</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">source .venv/bin/activate</span><br/></div><div class=token-line style=color:#393A34><span class="token plain" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"># Create campaign finance tables for Massachusetts</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">python pipeline/create_campaigns_gold_tables.py \</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  --state MA \</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  --cycle 2024 \</span><br/></div><div class=token-line style=color:#393A34><span class="token plain">  --max-contributions 10000</span><br/></div></code></pre></div></div>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=4-analyze-data>4. Analyze Data<a href=#4-analyze-data class=hash-link aria-label="Direct link to 4. Analyze Data" title="Direct link to 4. Analyze Data" translate=no></a></h3>
<div class="language-python codeBlockContainer_Ckt0 theme-code-block" style=--prism-color:#393A34;--prism-background-color:#f6f8fa><div class=codeBlockContent_QJqH><pre tabindex=0 class="prism-code language-python codeBlock_bY9V thin-scrollbar" style=color:#393A34;background-color:#f6f8fa><code class=codeBlockLines_e6Vv><div class=token-line style=color:#393A34><span class="token keyword" style=color:#00009f>import</span><span class="token plain"> pandas </span><span class="token keyword" style=color:#00009f>as</span><span class="token plain"> pd</span><br/></div><div class=token-line style=color:#393A34><span class="token plain" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token comment" style=color:#999988;font-style:italic># Load nonprofit donor analysis</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain">donors </span><span class="token operator" style=color:#393A34>=</span><span class="token plain"> pd</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">read_parquet</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string" style=color:#e3116c>'data/gold/states/MA/campaigns_nonprofit_donors.parquet'</span><span class="token punctuation" style=color:#393A34>)</span><span class="token plain"></span><br/></div><div class=token-line style=color:#393A34><span class="token plain" style=display:inline-block></span><br/></div><div class=token-line style=color:#393A34><span class="token plain"></span><span class="token comment" style=color:#999988;font-style:italic># Top nonprofit organizations by political giving</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">donors</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">groupby</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string" style=color:#e3116c>'organization_name'</span><span class="token punctuation" style=color:#393A34>)</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">agg</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>'contribution_amount'</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>'sum'</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>'contributor_name'</span><span class="token punctuation" style=color:#393A34>:</span><span class="token plain"> </span><span class="token string" style=color:#e3116c>'count'</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 punctuation" style=color:#393A34>.</span><span class="token plain">sort_values</span><span class="token punctuation" style=color:#393A34>(</span><span class="token string" style=color:#e3116c>'contribution_amount'</span><span class="token punctuation" style=color:#393A34>,</span><span class="token plain"> ascending</span><span class="token operator" style=color:#393A34>=</span><span class="token boolean" style=color:#36acaa>False</span><span class="token punctuation" style=color:#393A34>)</span><span class="token punctuation" style=color:#393A34>.</span><span class="token plain">head</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><br/></div></code></pre></div></div>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-api-reference>📖 API Reference<a href=#-api-reference class=hash-link aria-label="Direct link to 📖 API Reference" title="Direct link to 📖 API Reference" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=main-classes>Main Classes<a href=#main-classes class=hash-link aria-label="Direct link to Main Classes" title="Direct link to Main Classes" translate=no></a></h3>
<p><strong><code>CampaignsGoldTableCreator</code></strong> - Pipeline for creating gold tables</p>
<ul>
<li class=""><code>create_campaigns_candidates(cycle)</code> - Extract candidate data</li>
<li class=""><code>create_campaigns_committees(cycle)</code> - Extract committee data</li>
<li class=""><code>create_campaigns_contributions(min_amount, max_records, cycle)</code> - Extract contributions</li>
<li class=""><code>create_campaigns_nonprofit_donors(contributions_df)</code> - Analyze nonprofit leadership donations</li>
<li class=""><code>create_all_campaigns_tables(cycle, min_contribution_amount, max_contributions)</code> - Run full pipeline</li>
</ul>
<p><strong><code>OpenFECAPI</code></strong> (from <code>discovery/fec_integration.py</code>) - API client</p>
<ul>
<li class=""><code>search_individual_contributions(...)</code> - Search contributions</li>
<li class=""><code>search_candidates(...)</code> - Find candidates</li>
<li class=""><code>search_committees(...)</code> - Find PACs/committees</li>
</ul>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-related-files>🔗 Related Files<a href=#-related-files class=hash-link aria-label="Direct link to 🔗 Related Files" title="Direct link to 🔗 Related Files" translate=no></a></h2>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=existing-files-enhanced>Existing Files (Enhanced)<a href=#existing-files-enhanced class=hash-link aria-label="Direct link to Existing Files (Enhanced)" title="Direct link to Existing Files (Enhanced)" translate=no></a></h3>
<ul>
<li class=""><a class="" href=/docs/discovery/fec_integration.py><code>discovery/fec_integration.py</code></a> - FEC API client (already existed)</li>
<li class=""><a class="" href=/docs/website/docs/integrations/fec-political-contributions.md><code>website/docs/integrations/fec-political-contributions.md</code></a> - General integration guide (already existed)</li>
</ul>
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id=new-files-created>New Files (Created)<a href=#new-files-created class=hash-link aria-label="Direct link to New Files (Created)" title="Direct link to New Files (Created)" translate=no></a></h3>
<ul>
<li class=""><a class="" href=/docs/pipeline/create_campaigns_gold_tables.py><code>pipeline/create_campaigns_gold_tables.py</code></a> - <strong>NEW</strong> - Gold table pipeline</li>
<li class=""><a class="" href=/docs/examples/demo_fec_integration.py><code>examples/demo_fec_integration.py</code></a> - <strong>NEW</strong> - Demo script</li>
<li class=""><a class="" href=/docs/website/docs/integrations/fec-campaign-finance.md><code>website/docs/integrations/fec-campaign-finance.md</code></a> - <strong>NEW</strong> - Technical guide</li>
</ul>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-future-enhancements>🎯 Future Enhancements<a href=#-future-enhancements class=hash-link aria-label="Direct link to 🎯 Future Enhancements" title="Direct link to 🎯 Future Enhancements" translate=no></a></h2>
<p>Potential additions to consider:</p>
<ol>
<li class="">
<p><strong>Add to main orchestration script</strong></p>
<ul>
<li class="">Update <code>scripts/create_all_gold_tables.py</code> to include campaigns pipeline</li>
</ul>
</li>
<li class="">
<p><strong>Dashboard integration</strong></p>
<ul>
<li class="">Add FEC visualizations to React app</li>
<li class="">Display political connections on nonprofit profiles</li>
<li class="">Show donor network graphs</li>
</ul>
</li>
<li class="">
<p><strong>Automated analysis</strong></p>
<ul>
<li class="">Scheduled updates (campaigns data updated daily by FEC)</li>
<li class="">Alerts for new major contributions</li>
<li class="">Influence score calculations</li>
</ul>
</li>
<li class="">
<p><strong>Extended matching</strong></p>
<ul>
<li class="">Fuzzy name matching for officers</li>
<li class="">Organization name normalization</li>
<li class="">Cross-reference with local officials data</li>
</ul>
</li>
</ol>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-documentation-links>📝 Documentation Links<a href=#-documentation-links class=hash-link aria-label="Direct link to 📝 Documentation Links" title="Direct link to 📝 Documentation Links" translate=no></a></h2>
<ul>
<li class=""><strong>Technical Guide:</strong> <a class="" href=/docs/website/docs/integrations/fec-campaign-finance.md>FEC Campaign Finance</a></li>
<li class=""><strong>General Guide:</strong> <a class="" href=/docs/website/docs/integrations/fec-political-contributions.md>FEC Political Contributions</a></li>
<li class=""><strong>Demo Script:</strong> <a class="" href=/docs/examples/demo_fec_integration.py>examples/demo_fec_integration.py</a></li>
<li class=""><strong>API Client:</strong> <a class="" href=/docs/discovery/fec_integration.py>discovery/fec_integration.py</a></li>
<li class=""><strong>Pipeline Module:</strong> <a class="" href=/docs/pipeline/create_campaigns_gold_tables.py>pipeline/create_campaigns_gold_tables.py</a></li>
</ul>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id=-checklist-for-integration>✅ Checklist for Integration<a href=#-checklist-for-integration class=hash-link aria-label="Direct link to ✅ Checklist for Integration" title="Direct link to ✅ Checklist for Integration" translate=no></a></h2>
<ul class="contains-task-list containsTaskList_mC6p">
<li class=task-list-item><input type=checkbox disabled checked/> <!-- -->Create pipeline module for gold table generation</li>
<li class=task-list-item><input type=checkbox disabled checked/> <!-- -->Add example demo script</li>
<li class=task-list-item><input type=checkbox disabled checked/> <!-- -->Write comprehensive documentation</li>
<li class=task-list-item><input type=checkbox disabled/> <!-- -->Add to main orchestration script (optional)</li>
<li class=task-list-item><input type=checkbox disabled/> <!-- -->Create React dashboard components (optional)</li>
<li class=task-list-item><input type=checkbox disabled/> <!-- -->Set up automated updates (optional)</li>
</ul>
<hr/>
<p><strong>Implementation Date:</strong> April 28, 2026
<strong>Author:</strong> GitHub Copilot
<strong>License:</strong> MIT (consistent with project)</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/integrations/fec-integration-summary.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/integrations/eboard-manual><div class=pagination-nav__sublabel>Previous</div><div class=pagination-nav__label>eBoard Platform Manual Download Guide</div></a><a class="pagination-nav__link pagination-nav__link--next" href=/docs/integrations/frontend><div class=pagination-nav__sublabel>Next</div><div class=pagination-nav__label>Frontend Integration Guide</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=#-what-was-added class="table-of-contents__link toc-highlight">✅ What Was Added</a><ul><li><a href=#1-pipeline-module class="table-of-contents__link toc-highlight">1. 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