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.

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

//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
//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
//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
//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
//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
//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
//3243 SIGNIFICANT CONTRADICTION undated

Jimmy Panetta: CA-19’s three largest employers (UC Santa Cruz – 6000 employees, Salinas Valley Memorial Healthcare – 3000, Driscoll’s – 2500) are tax-exempt or missi…

Jimmy Panetta
1 source on file
//3240 SIGNIFICANT CONTRADICTION undated

Kristen McDonald Rivet: No final Farm Bill reauthorization was passed by Congress before April 30, 2026. The 2018 Farm Bill, extended most recently through September 30, 2024…

Kristen McDonald Rivet
1 source on file
//3238 SIGNIFICANT CONTRADICTION undated

Jimmy Panetta: The FEC classifies Lockheed Martin PAC, Boeing PAC, Raytheon PAC, and General Dynamics PAC as 'separate segregated funds' (SSFs) — the formal legal te…

Jimmy Panetta
1 source on file
//3226 SIGNIFICANT CONTRADICTION undated

Riley M. Moore: Moore's vote for the OBBB, which CBO projects cuts $930 billion from Medicaid, directly threatens the health coverage of approximately 182,000 Medicai…

Riley M. Moore
1 source on file
//3221 SIGNIFICANT CONTRADICTION undated

Mark Alford: Alford's House committees — Agriculture and Armed Services — do not have jurisdiction over Medicaid or rural health funding, meaning any district-leve…

Mark Alford
1 source on file
//3208 SIGNIFICANT CONTRADICTION undated

Marc A. Veasey: Veasey's district includes approximately 19,000 defense manufacturing jobs at Lockheed Martin's F-35 production line and Bell Textron, creating signif…

Marc A. Veasey
1 source on file
//3205 SIGNIFICANT CONTRADICTION undated

Marc A. Veasey: Veasey is a member of the House Armed Services Committee (fact 28), which had substantive jurisdiction over defense provisions in H.R. 2617, providing…

Marc A. Veasey
1 source on file
//3199 SIGNIFICANT CONTRADICTION undated

Kweisi Mfume: Mfume's committee assignments for the 118th Congress (House Oversight and Government Reform) do not include the Armed Services, Appropriations, or Int…

Kweisi Mfume
1 source on file
//3183 SIGNIFICANT CONTRADICTION undated

Jeff Hurd: Hurd broke with donors on Trump tariffs in February 2025 when he was the only Colorado Republican to vote against the president – establishing a patte…

Jeff Hurd
1 source on file
//3178 SIGNIFICANT CONTRADICTION undated

Kristen McDonald Rivet: The inference that McDonald Rivet voted against Bridgeport Fire Department funding is procedurally misleading because H.R. 5371 was an omnibus continu…

Kristen McDonald Rivet
1 source on file
//3177 SIGNIFICANT CONTRADICTION undated

Kat Cammack: UF Health Shands Hospital, as a major teaching hospital serving a 13-county rural catchment area, would be among the Florida hospitals most disproport…

Kat Cammack
1 source on file
//3173 SIGNIFICANT CONTRADICTION undated

Katherine M. Clark: Clark's top donor sector (Securities & Investment, $1.04M) includes multiple entities that lobbied on digital asset regulation in 2023-2024: SIFMA, Bl…

Katherine M. Clark
1 source on file
//3172 SIGNIFICANT CONTRADICTION undated

Jeff Hurd: Hurd's campaign raised $2,740,820 in the 2023-2024 cycle, with only 3.83% from small donors ($105,015), indicating elite-funded representation — a fac…

Jeff Hurd
1 source on file
//3166 SIGNIFICANT CONTRADICTION undated

John J. McGuire: The claim's reference to H.R. 22 may be a category error: no bill numbered H.R. 22 has been voted on during McGuire's congressional tenure (2025-prese…

John J. McGuire
1 source on file
//3165 SIGNIFICANT CONTRADICTION undated

John James: Henry Ford Health System executives and physicians contributed a total of $18,200 to John James's 2023-2024 campaign committee, making healthcare the …

John James
1 source on file
//3162 SIGNIFICANT CONTRADICTION undated

Jodey C. Arrington: The dominant industries in TX-19 (healthcare, education, retail, agriculture) do not include defense or foreign policy-related sectors, suggesting tha…

Jodey C. Arrington
1 source on file
//3160 SIGNIFICANT CONTRADICTION undated

Jodey C. Arrington: TX-19 is a top energy-producing district where oil & gas extraction and related industries (including wind) are major employers, though precise O&G em…

Jodey C. Arrington
1 source on file
//3155 SIGNIFICANT CONTRADICTION undated

Jeff Hurd: The claim that a '3,500-employee constituency' exists with a unified economic stake against land sales is not supported by current employment data: BL…

Jeff Hurd
1 source on file
//3152 SIGNIFICANT CONTRADICTION undated

Nick LaLota: The DHS partial shutdown of 2026 lasted 75 days (fact #30), meaning the claim's reference to a '43-day period' is inconsistent with the established sh…

Nick LaLota
1 source on file
//3151 SIGNIFICANT CONTRADICTION undated

Nick LaLota: The House did not pass seven separate appropriations bills for FY2026 that subsequently stalled in the Senate; the record shows only a few bills clear…

Nick LaLota
1 source on file
//3150 SIGNIFICANT CONTRADICTION undated

Jimmy Gomez: The October 2023 ceasefire resolution Gomez did not sign was a progressive Democratic sign-on letter, not a floor vote cast against Gaza—his 'no' is p…

Jimmy Gomez
1 source on file
//3126 SIGNIFICANT CONTRADICTION undated

David Sacks: The absence of SEC Form 4 filings for David Sacks is consistent with his holdings being structured through limited partnership interests that fall bel…

David Sacks
1 source on file