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.

2,088 signals on file. For the hand-crafted narrative findings derived from this work, see /findings.

//3322 SIGNIFICANT CORROBORATION undated

Elbit Systems: Elbit Systems' 14-year gap in SEC filings (2005-2019) is consistent with a formal deregistration from reporting obligations under the Securities Excha…

Elbit Systems
1 source on file
//3316 SIGNIFICANT CORROBORATION undated

Sara Jacobs: No established facts identify specific defense contractors (e.g., Northrop Grumman, General Atomics) as top employers in CA-51, despite the district s…

Sara Jacobs
1 source on file
//3313 SIGNIFICANT CORROBORATION undated

Mark Alford: Rep. Alford's voting record shows a pattern of supporting deficit-financed tax cuts (One Big Beautiful Bill Act) while expressing a desire to cut dome…

Mark Alford
1 source on file
//3310 SIGNIFICANT CORROBORATION undated

Mark Alford: The SNAP and Medicaid cuts in H.R. 1, which Alford supported, are projected to disproportionately impact Missouri's 4th Congressional District given i…

Mark Alford
1 source on file
//3305 SIGNIFICANT CORROBORATION undated

Ken Calvert: The Q1 2026 defense contractor donations ($200K+) occurred after Calvert announced he would run in the 40th District (post-Proposition 50), meaning th…

Ken Calvert
1 source on file
//3304 SIGNIFICANT CORROBORATION undated

Ken Calvert: Calvert voted for the Respect for Marriage Act in 2022 but against the Equality Act in 2021 (a 180-degree shift on general nondiscrimination), making …

Ken Calvert
1 source on file
//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
//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
//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
//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
//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
//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
//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
//3242 SIGNIFICANT CORROBORATION undated

Jimmy Panetta: None of the 15 Democrats who voted yea on H.R.9495 represent districts with a 'weak Democrat' PVI (Cook PVI below D+5); all represent safe or likely D…

Jimmy Panetta
1 source on file
//3241 SIGNIFICANT CORROBORATION undated

Jimmy Panetta: The vote on H.R.9495 was Panetta's fourth vote in a pattern of defying the majority of his party and civil liberties groups during the 2023-2024 congr…

Jimmy Panetta
1 source on file
//3239 SIGNIFICANT CORROBORATION undated

Jodey C. Arrington: Arrington voted for H.R.1 (One Big Beautiful Bill Act) containing Medicaid cuts he knew were procedurally vulnerable to Byrd rule challenges, making h…

Jodey C. Arrington
1 source on file
//3237 SIGNIFICANT CORROBORATION undated

Jimmy Panetta: The $143,055 AIPAC donation was received approximately 3 weeks before Panetta voted for the Israel Security Supplemental (H.R. 8034) on April 20, 2024…

Jimmy Panetta
1 source on file
//3236 SIGNIFICANT CORROBORATION undated

Sarah Elfreth: Elfreth's district—MD-03—contains three major federal installations (Fort Meade, U.S. Naval Academy, Johns Hopkins APL) that collectively employ appro…

Sarah Elfreth
1 source on file