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.

2,005 signals on file. For the hand-crafted narrative findings derived from this work, see /findings.

//0905 NOTABLE CONTRADICTION undated

Marc A. Veasey: No public record shows that Veasey's office received significant constituent correspondence specifically opposing the IRA's fossil fuel provisions, th…

Marc A. Veasey
1 source on file
//0904 NOTABLE CONTRADICTION undated

Marc A. Veasey: Veasey's top energy sector donors include pipeline and midstream companies headquartered in Texas (Energy Transfer Partners, Enterprise Products Partn…

Marc A. Veasey
1 source on file
//0902 NOTABLE CONTRADICTION undated

Lloyd Smucker: Three of Smucker's top career donors (Wenger Group $53,200, Benchmark Construction $53,600, Witmer Group $60,100) would have directly benefited from H…

Lloyd Smucker
1 source on file
//0901 NOTABLE CONTRADICTION undated

Lucy McBath: McBath's top career contributor sector by total receipts is ideological/single-issue, driven by Everytown for Gun Safety and affiliated PACs, creating…

Lucy McBath
1 source on file
//0899 NOTABLE CONTRADICTION undated

Ken Calvert: Four major defense contractor PACs (General Atomics, Lockheed Martin, General Dynamics, RTX) made combined donations of at least $20,000 to Calvert in…

Ken Calvert
1 source on file
//0898 NOTABLE CONTRADICTION undated

Ken Calvert: Calvert's vote on H.Con.Res.14 occurred while his district faced imminent boundary changes under Proposition 50 (passed November 2025), making his ele…

Ken Calvert
1 source on file
//0893 NOTABLE CONTRADICTION undated

John James: James's 2023-2024 Securities & Investment donations ($460,192) exceed his total in-district itemized contributions ($236,876), suggesting he is substa…

John James
1 source on file
//0885 NOTABLE CONTRADICTION undated

Mariannette Miller-Meeks: No publicly available LDA records show that any agricultural organization lobbied Miller-Meeks on H.R. 7521 in the three months preceding the vote, su…

Mariannette Miller-Meeks
1 source on file
//0884 NOTABLE CONTRADICTION undated

Mariannette Miller-Meeks: Miller-Meeks's narrow electoral margin (6 votes in 2020) provides a rational political incentive for a certification vote that diverged from House Rep…

Mariannette Miller-Meeks
1 source on file
//0882 NOTABLE CONTRADICTION undated

Marc A. Veasey: Bell Textron (4,500 employees, TX-33 top employer) manufactures the V-22 Osprey and FLRAA programs, which received supplementary funding through the s…

Marc A. Veasey
1 source on file
//0881 NOTABLE CONTRADICTION undated

Marc A. Veasey: H.R. 8034 included $9.2 billion in humanitarian assistance for Gaza (Title II - Department of State Foreign Operations), which Veasey could cite as mi…

Marc A. Veasey
1 source on file
//0879 NOTABLE CONTRADICTION undated

Lucy McBath: McBath's district contains approximately 8% Asian-American residents (many of whom, in the northern Atlanta suburbs, are of Korean or Indian heritage—…

Lucy McBath
1 source on file
//0878 NOTABLE CONTRADICTION undated

Lucy McBath: McBath's vote on the BSCA was cross-referenced against her primary opponent Carolyn Bourdeaux's position; Bourdeaux also voted yes, neutralizing any p…

Lucy McBath
1 source on file
//0873 NOTABLE CONTRADICTION undated

Kimberlyn King-Hinds: King-Hinds's support for OBBBA occurred in a context where her campaign committee raised $7,500 in Q4 2025 — consistent with small-dollar grassroots f…

Kimberlyn King-Hinds
1 source on file
//0872 NOTABLE CONTRADICTION undated

Ken Calvert: The 40.2% Hispanic population in California's 41st Congressional District (Fact 3) represents a demographic segment with documented diversity of opini…

Ken Calvert
1 source on file
//0868 NOTABLE CONTRADICTION undated

Kat Cammack: Cammack's personal experience with homelessness (2011) and her 2024 ectopic pregnancy treatment difficulty produce a documented biographical tension w…

Kat Cammack
1 source on file
//0867 NOTABLE CONTRADICTION undated

Katherine M. Clark: Clark's vote on FIT21 was part of a broader Democratic minority strategy — as Whip, she helped manage the 71 Democratic 'yes' votes, suggesting the vo…

Katherine M. Clark
1 source on file
//0866 NOTABLE CONTRADICTION undated

Jeff Hurd: Hurd's bipartisan collaboration with Rep. Joe Neguse on the public lands amendment mirrors his earlier tariff cross-pressure vote with Democrats, sugg…

Jeff Hurd
1 source on file
//0862 NOTABLE CONTRADICTION undated

Jodey C. Arrington: Arrington's TX-19 district has an estimated Jewish population of under 0.5% (approximately 3,800 people), making constituent religious identity (evang…

Jodey C. Arrington
1 source on file
//0860 NOTABLE CONTRADICTION undated

Jodey C. Arrington: Arrington received at least $143,250 in campaign contributions from oil & gas and crop production PACs (fact #39) during the period he authored the de…

Jodey C. Arrington
1 source on file
//0859 NOTABLE CONTRADICTION undated

Jodey C. Arrington: Arrington's authorship of H.R. 2811 placed 4 of the district's top 5 industries (healthcare, retail, education, agriculture) at risk of funding cuts, …

Jodey C. Arrington
1 source on file
//0856 NOTABLE CONTRADICTION undated

Jason Crow: Buckley Space Force Base, a top employer in Crow's district, relies on NDAA authorizations for its operations, making a 'nay' vote potentially costly …

Jason Crow
1 source on file
//0854 NOTABLE CONTRADICTION undated

Jodey C. Arrington: Arrington's FIT21 vote occurred while he was co-sponsoring and drafting legislation (Limit, Save, Grow Act) that would reduce SEC enforcement funding,…

Jodey C. Arrington
1 source on file
//0853 NOTABLE CONTRADICTION undated

Jimmy Gomez: Gomez's vote on H.J.Res.25 places him in alignment with House Republican leadership on a CRA resolution — a partisan vote against his party's majority…

Jimmy Gomez
1 source on file
//0852 NOTABLE CONTRADICTION undated

Jimmy Gomez: Gomez's vote against H.Con.Res.14 places him at odds with the primary outside spenders in his 2024 campaign — AIPAC/United Democracy Project (which sp…

Jimmy Gomez
1 source on file
//0851 NOTABLE CONTRADICTION undated

Jeff Hurd: Hurd's top two district employers (US Forest Service Region 2 with 2,000 employees and BLM Western Colorado offices with 1,500 employees) would have b…

Jeff Hurd
1 source on file
//0846 NOTABLE CONTRADICTION undated

Jimmy Gomez: Gomez voted for H.Con.Res.14's NO on the same day (2025-02-25) as his vote for FIT21 (crypto) — a possible tension between opposing billionaire tax cu…

Jimmy Gomez
1 source on file
//0845 NOTABLE CONTRADICTION undated

Jimmy Gomez: Gomez's 2023-2024 PAC contributions ($712,715, 47.46% of total) included $39,500 from real estate PACs and $14,500 from securities/investment PACs — i…

Jimmy Gomez
1 source on file
//0843 NOTABLE CONTRADICTION undated

Jeff Hurd: Hurd’s energy attorney background and top PAC donors (Koch Inc, Chevron Corp) represent interests that typically favor leasing public lands for energy…

Jeff Hurd
1 source on file
//0841 NOTABLE CONTRADICTION undated

Harriet M. Hageman: The AFL-CIO's opposition to H.R. 4 provides indirect evidence that labor-aligned interests in Wyoming oppose the cuts, but no established fact documen…

Harriet M. Hageman
1 source on file