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.

1,963 signals on file. For the hand-crafted narrative findings derived from this work, see /findings.

//3317 NOTABLE CONTRADICTION undated

Sara Jacobs: Rep. Jacobs' 2024 campaign fundraising composition (96.07% from large individual donors) is consistent with a self-funding pattern established in 2020…

Sara Jacobs
1 source on file
//3314 NOTABLE CONTRADICTION undated

Sarah Elfreth: At least 12 donors who contributed to Elfreth’s campaign also donated to Donald Trump’s 2024 campaign, indicating a cross-donor network that may reduc…

Sarah Elfreth
1 source on file
//3312 NOTABLE CONTRADICTION undated

Mark Alford: Mark Alford's district has a significant agricultural economy (9% of local employment) and a high poverty rate (14%), suggesting a substantial portion…

Mark Alford
1 source on file
//3311 NOTABLE CORROBORATION undated

Mark Alford: Alford's H.R. 1 vote directly contradicts his 2022 campaign platform emphasizing 'reckless spending' cuts. No primary-source statement explaining the …

Mark Alford
1 source on file
//3308 NOTABLE CONTRADICTION undated

Lloyd Smucker: If the shutdown referenced is the October 2023 45-day CR gap (which did not include USDA funding), Wenger Group's subsidies would not have been interr…

Lloyd Smucker
1 source on file
//3307 NOTABLE CONTRADICTION undated

Kristen McDonald Rivet: The established fact set contains no mention of H.R. 7567 (the bill allegedly containing the HOT Rotisserie Chicken Act provision), suggesting the cla…

Kristen McDonald Rivet
1 source on file
//3306 NOTABLE CONTRADICTION undated

Ken Calvert: The gap between the June 2024 H.R. 8774 vote and the first available defense contractor donation data (Q1 2026) spans six quarters, during which the d…

Ken Calvert
1 source on file
//3303 NOTABLE CORROBORATION undated

Jodey C. Arrington: Arrington's retirement announcement in November 2025 occurred approximately 4 months after H.R. 1's passage, a timeline consistent with a legislator a…

Jodey C. Arrington
1 source on file
//3299 NOTABLE CONTRADICTION undated

Kat Cammack: Cammack's co-sponsorship of the SAVE Act in May 2024 (H.R. 22) occurred contemporaneously with her public disclosure of an ectopic pregnancy requiring…

Kat Cammack
1 source on file
//3292 NOTABLE CONTRADICTION undated

John James: James's vote for H.R. 8035 (Ukraine funding) — breaking with the GOP majority — is inconsistent with a purely district-poverty-driven budget vote calc…

John James
1 source on file
//3289 NOTABLE CONTRADICTION undated

Jodey C. Arrington: Arrington's district (TX-19) had a 16% poverty rate and was among the highest in uninsured rate among Texas districts in 2017, making it disproportion…

Jodey C. Arrington
1 source on file
//3287 NOTABLE CONTRADICTION undated

Jimmy Panetta: The 2023-2024 cycle saw Panetta's top contributing industry become Pro-Israel at $244,296 (fact 39), representing a shift from his prior career where …

Jimmy Panetta
1 source on file
//3281 NOTABLE CORROBORATION undated

Mariannette Miller-Meeks: The Israel supplemental (H.R. 8034, P.L. 118-50, enacted April 24, 2024) allocated $4 billion for Foreign Military Financing to Israel and $1.2 billio…

Mariannette Miller-Meeks
1 source on file
//3280 NOTABLE CORROBORATION undated

Mariannette Miller-Meeks: Miller-Meeks was one of approximately 35 House Republicans who voted both to certify the 2020 election and against creating the January 6 Select Commi…

Mariannette Miller-Meeks
1 source on file
//3279 NOTABLE CORROBORATION undated

Richard E. Neal: Richard Neal's vote to grant permanent normal trade relations to China preceded a period of accelerated manufacturing job loss in Massachusetts's 1st …

Richard E. Neal
1 source on file
//3278 NOTABLE CONTRADICTION undated

Marc A. Veasey: Veasey voted on May 31, 2023 to mandate completion of the Mountain Valley Pipeline under the Fiscal Responsibility Act, a freestanding pipeline mandat…

Marc A. Veasey
1 source on file
//3277 NOTABLE CONTRADICTION undated

Marc A. Veasey: Veasey's vote for the Mountain Valley Pipeline completion provision (May 2023) is consistent with the Clean Energy Jobs Caucus's likely definition of …

Marc A. Veasey
1 source on file
//3275 NOTABLE CONTRADICTION undated

Lloyd Smucker: Pennsylvania's Act 53 of 2023, signed by Gov. Shapiro on December 14, 2023, expanded the authority of the Attorney General and county district attorne…

Lloyd Smucker
1 source on file
//3274 NOTABLE CONTRADICTION undated

Lucy McBath: Carolyn Bourdeaux, McBath's 2022 primary opponent, also voted for the Bipartisan Safer Communities Act (Roll Call 262, June 24, 2022), suggesting that…

Lucy McBath
1 source on file
//3271 NOTABLE CORROBORATION undated

Pat Harrigan: Harrigan's lifetime CWA score is 0% for the 119th Congress based on at least six key votes (H.R. 1, H.Con.Res. 14, H.R. 6703, H.R. 4, H.R. 29, H.R. 49…

Pat Harrigan
1 source on file
//3269 NOTABLE CONTRADICTION undated

Kweisi Mfume: Despite representing a district where 65%+ of residents are Black and Section 702 has historically disproportionately surveilled Black and Muslim Amer…

Kweisi Mfume
1 source on file
//3264 NOTABLE CONTRADICTION undated

Ken Calvert: The claim references a procedural vote occurring on or about April 10, 2026, but no primary source in the established facts confirms the existence of …

Ken Calvert
1 source on file
//3263 NOTABLE CONTRADICTION undated

Ken Calvert: Calvert voted yea on H.R. 8774 (FY2025 Defense Appropriations) on 2024-06-28 and H.R. 8035 (Ukraine Supplemental) on 2024-04-20, establishing a patter…

Ken Calvert
1 source on file
//3261 NOTABLE CONTRADICTION undated

Ken Calvert: Calvert's RFMA vote did not change his overall partner/donor profile: his top career defense contractor donors (General Atomics, Lockheed Martin, RTX,…

Ken Calvert
1 source on file
//3260 NOTABLE CONTRADICTION undated

Ken Calvert: Calvert's RFMA vote aligns with representation of the Palm Springs tourism economy: the district's top employer (Agua Caliente Casino Resort Spa, 1800…

Ken Calvert
1 source on file
//3259 NOTABLE CONTRADICTION undated

Ken Calvert: Calvert's pattern of voting against the Equality Act (2021) but for the Respect for Marriage Act (2022) is consistent with a strategic calculus that d…

Ken Calvert
1 source on file
//3258 NOTABLE CONTRADICTION undated

Ken Calvert: The Respect for Marriage Act vote by Calvert was consistent with his district's heavy economic dependence on Coachella Valley tourism and hospitality,…

Ken Calvert
1 source on file
//3256 NOTABLE CONTRADICTION undated

Kristen McDonald Rivet: The specific FY2026 appropriations bill carrying McDonald Rivet's $866,000 Bridgeport Fire Department grant has not been publicly identified in news r…

Kristen McDonald Rivet
1 source on file
//3252 NOTABLE CORROBORATION undated

Aladdin System: No FOIA request seeking BlackRock's conflict-of-interest disclosures to the FRBNY regarding the Microsoft Azure partnership has been publicly document…

Aladdin System
2 sources on file
//3249 NOTABLE CONTRADICTION undated

John James: Rep. John James's campaign receives more total itemized contributions ($6,481,831) from out-of-district individual donors than from the Securities & I…

John James
1 source on file