DATA LAYER · PATTERN SIGNALS

Pattern signals

Machine-generated observations the platform produces by cross-referencing facts, contradictions, and connections in the database. Each one is a one-line corroboration or contradiction signal — data, not narrative.

4,093 signals on file. For the hand-crafted narrative findings derived from this work, see /findings.

//3300 SIGNIFICANT CORROBORATION undated

Kat Cammack: FL-03's 11% poverty rate and median household income of $60,712 place approximately 87,800 district residents below the poverty line, making the $25-$…

Kat Cammack
1 source on file
//3298 SIGNIFICANT CORROBORATION undated

Kristen McDonald Rivet: McDonald Rivet's simultaneous support for the Laken Riley Act (January 2025, expanding ICE detention) and vote against DHS appropriations (March 2026,…

Kristen McDonald Rivet
1 source on file
//3297 SIGNIFICANT CORROBORATION undated

Aladdin System: The BlackRock-Azure partnership announcement on April 7, 2020 occurred during a statutory trading window in which the iShares ETFs containing Microsof…

Aladdin System
2 sources on file
//3296 SIGNIFICANT CONTRADICTION undated

John James: H.R. 1 (the For the People Act) has not received a floor vote in the U.S. House since the 117th Congress (2021), meaning any claim about a 'yea vote o…

John James
1 source on file
//3295 SIGNIFICANT CORROBORATION undated

John James: John James's campaign fundraising profile (87.8% out-of-district, 56.3% out-of-state) creates a structural financial dependency on national donors tha…

John James
1 source on file
//3294 SIGNIFICANT CORROBORATION undated

John James: No identifiable bill offering targeted tax cuts to securities/investment and real estate sectors has been confirmed as voted on by Rep. John James in …

John James
1 source on file
//3293 SIGNIFICANT CONTRADICTION undated

John James: The inference that 'high out-of-district contributions weaken poverty-driven vote calculus' does not account for the possibility that out-of-district …

John James
1 source on file
//3291 SIGNIFICANT CONTRADICTION undated

John James: Rep. John James's 0.5% margin in the 2022 general election provides a stronger constituency-signaling feedback mechanism than many House members face;…

John James
1 source on file
//3290 SIGNIFICANT CONTRADICTION undated

John J. McGuire: As of the available FEC records (through Dec 31, 2025), no itemized breakdown of the $225,551 in PAC contributions to McGuire's campaign committee is …

John J. McGuire
1 source on file
//3288 SIGNIFICANT CORROBORATION undated

Jimmy Panetta: Panetta's small donor fundraising (3.35% of total) places him among the bottom quintile of House Democrats for grassroots fundraising, suggesting limi…

Jimmy Panetta
1 source on file
//3286 SIGNIFICANT CORROBORATION undated

Jimmy Panetta: Panetta's public statement at a 2025 town hall that he 'is not influenced by the hundreds of thousands of dollars he receives' from AIPAC (fact 31) oc…

Jimmy Panetta
1 source on file
//3285 SIGNIFICANT CONTRADICTION undated

Sarah Elfreth: Elfreth's campaign received $4.2 million in independent expenditures from AIPAC's United Democracy Project, which is 3 times the amount raised from in…

Sarah Elfreth
1 source on file
//3284 SIGNIFICANT CORROBORATION undated

Sarah Elfreth: In 2024, the AIPAC-affiliated United Democracy Project outspent all of Sarah Elfreth's direct individual donors combined, providing $4.2 million in in…

Sarah Elfreth
1 source on file
//3282 SIGNIFICANT CORROBORATION undated

Mariannette Miller-Meeks: The separate Ukraine security supplemental (H.R. 815, enacted March 2024) provided approximately $1.6 billion for U.S. defense industrial base expansi…

Mariannette Miller-Meeks
1 source on file
//3276 SIGNIFICANT CORROBORATION undated

Marc A. Veasey: Veasey's committee assignments and district economic needs create a structural pathway for defense industry influence that is common among members of …

Marc A. Veasey
1 source on file
//3273 SIGNIFICANT CORROBORATION undated

Pat Harrigan: The CWA 0% score is a direct and mechanically predictable consequence of Harrigan voting against the CWA's stated position on the FY2025 Budget Resolu…

Pat Harrigan
1 source on file
//3272 SIGNIFICANT CORROBORATION undated

Pat Harrigan: Harrigan's vote for H.Con.Res. 14 (FY2025 Budget Resolution) enabled the reconciliation instructions that directly authorized the $1 trillion in Medic…

Pat Harrigan
1 source on file
//3270 SIGNIFICANT CORROBORATION undated

Kweisi Mfume: Kweisi Mfume's position as Ranking Member of the House Oversight Committee gives him direct jurisdictional authority over NSA activities, creating a s…

Kweisi Mfume
1 source on file
//3268 SIGNIFICANT CONTRADICTION undated

Kristen McDonald Rivet: Michigan agriculture officials (MDARD or Farm Bureau) have not been publicly documented as opposing H.R. 7567 for cutting food assistance; if they did…

Kristen McDonald Rivet
1 source on file
//3267 SIGNIFICANT CONTRADICTION undated

Kristen McDonald Rivet: No record of McDonald Rivet’s vote on H.R. 7567 exists in the 33 established facts about the entity as of 2026-04-30; this absence suggests either the…

Kristen McDonald Rivet
1 source on file
//3266 SIGNIFICANT CONTRADICTION undated

Ken Calvert: Calvert's op-eds and public statements about the 'Big Beautiful Bill' (H.R. 1) refer exclusively to the final reconciliation bill, not the procedural …

Ken Calvert
1 source on file
//3265 SIGNIFICANT CORROBORATION undated

Ken Calvert: Calvert's Yes vote on H.Con.Res.14 (the budget resolution) was the procedural precondition for the Medicaid reductions in H.R. 1, as reconciliation in…

Ken Calvert
1 source on file
//3262 SIGNIFICANT CONTRADICTION undated

Ken Calvert: Ken Calvert's career top 4 defense contractor donors (General Atomics, Lockheed Martin, General Dynamics, RTX Corp) collectively contributed at least …

Ken Calvert
1 source on file
//3255 SIGNIFICANT CORROBORATION undated

Kat Cammack: Cammack's dual committee assignment — House Agriculture Committee (SNAP jurisdiction) and Energy and Commerce (broader health/welfare jurisdiction) — …

Kat Cammack
1 source on file
//3253 SIGNIFICANT CORROBORATION undated

Aladdin System: The FRBNY's 2008 practice of requiring written conflict-of-interest disclosures from emergency facility vendors (documented by GAO in 2014) was not ap…

Aladdin System
2 sources on file
//3251 SIGNIFICANT CORROBORATION undated

John James: In the 2023-2024 cycle, 56.3% of John James's itemized individual contributions came from out-of-state, a higher proportion than the median House memb…

John James
1 source on file
//3250 SIGNIFICANT CONTRADICTION undated

John James: Combined employment of Henry Ford Health System (12,000) and McLaren Macomb (4,000) is 16,000, which is less than the 25,000 employees at General Moto…

John James
1 source on file
//3247 SIGNIFICANT CORROBORATION undated

Jodey C. Arrington: The OBBBA (H.R. 1, 119th Congress) did not originate from any fiscal commission; its Medicaid and SNAP cuts were authorized by the FY2026 budget resol…

Jodey C. Arrington
1 source on file
//3246 SIGNIFICANT CORROBORATION undated

Jodey C. Arrington: Arrington's Budget Committee chairmanship (Jan 2023-Jan 2025) gave him procedural authority to shape the amendment process for H.Con.Res.14, but the a…

Jodey C. Arrington
1 source on file
//3244 SIGNIFICANT CONTRADICTION undated

Jimmy Panetta: Panetta’s 2025 D.C. overrides pattern (5 yes votes on GOP bills) suggests he may vote with Republicans on narrow procedural or carceral issues despite…

Jimmy Panetta
1 source on file