Add LegiScan legislation ingestion and analysis queries
Adds ingest_legiscan.py to pull all US state + federal bills (2016-2026) from the LegiScan API into legiscan_sessions and legiscan_bills tables. Bills are keyword-tagged across 8 research categories (data_center, ratepayer_protection, large_load, grid_impact, tax_incentive, etc.). Loads ~1.3M bills; ~60K tagged relevant. Adds query_legiscan_bills.sql with pre-built analysis queries including state/DC joins. Updates database-tables.md, README.md, and research-ideas.md accordingly. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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@@ -566,4 +566,58 @@ If you're interested in collaborating on any of these research directions, pleas
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---
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## Legislative Analysis (LegiScan Data)
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**Status**: Data loaded — 1.3M bills across all US states + federal, 2016–2026; ~60K tagged relevant.
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**Tables**: `legiscan_sessions`, `legiscan_bills`
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**Query file**: `query_legiscan_bills.sql`
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### Research Questions
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**1. Ratepayer Cost Shifting**
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Do states with high data center density show more legislative activity on ratepayer protection?
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- Join `legiscan_bills WHERE 'ratepayer_protection' = ANY(relevance_tags)` to `master_data_centers` counts by state
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- Test correlation between DC concentration and # of ratepayer bills introduced/passed
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- Compare outcomes: do high-DC states pass or fail more ratepayer protections?
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**2. Data Center Legislative Wave**
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Is there a measurable increase in DC-specific legislation after 2022 (AI boom)?
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- Trend `data_center` and `large_load` tagged bills by `year_start`
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- Cross-reference with major AI facility announcements (2022–2025)
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**3. Tax Incentive Geography**
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Which states enacted tax incentives that may have influenced DC location decisions?
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- `tax_incentive` bills with `status IN (4,8)` (passed/chaptered)
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- Overlay with `master_data_centers` growth by state over the same period
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- Candidate for difference-in-differences analysis
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**4. Grid Interconnection Policy**
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Do states with `grid_impact` legislation show different EIA capacity expansion patterns?
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- Join relevant bills to `energy_eia_operating_generator_capacity_flat` by state
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- Look for correlations between grid policy activity and nameplate MW additions
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**5. Siting Preemption vs. Local Control**
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Are states passing bills to streamline or restrict local siting authority?
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- Full-text search within `siting_permitting` bills for "preemption" vs. "local control"
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- Map bill outcomes by state political environment (cross-ref RDH vote data)
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### Suggested Joins
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```sql
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-- States with DCs and legislative activity by topic
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SELECT
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dc.state,
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COUNT(DISTINCT dc.id) AS data_centers,
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COUNT(DISTINCT lb.bill_id) FILTER (WHERE 'data_center' = ANY(relevance_tags)) AS dc_bills,
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COUNT(DISTINCT lb.bill_id) FILTER (WHERE 'ratepayer_protection'= ANY(relevance_tags)) AS ratepayer_bills,
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COUNT(DISTINCT lb.bill_id) FILTER (WHERE 'tax_incentive' = ANY(relevance_tags)
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AND lb.status IN (4,8)) AS tax_incentives_passed
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FROM master_data_centers dc
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LEFT JOIN legiscan_bills lb ON dc.state = lb.state AND lb.is_relevant
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GROUP BY dc.state
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ORDER BY data_centers DESC;
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```
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---
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**Last Updated**: May 2026
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