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.

//2857 NOTABLE CONTRADICTION undated

Sean Casten: In the 2024 cycle, JStreetPAC ($28,125) was Casten's second-largest identifiable contributor, suggesting that his 'pro-Israel' donor base is diverse a…

Sean Casten
1 source on file
//2856 NOTABLE CONTRADICTION undated

Scott Fitzgerald: Scott Fitzgerald's 2025-2026 campaign committee received 63.2% of total contributions from PACs ($660,000 out of $1,044,405.31), a dramatic increase f…

Scott Fitzgerald
1 source on file
//2855 NOTABLE CONTRADICTION undated

Scott Fitzgerald: Insurance industry contributions to Fitzgerald ($143,452 in 2023-2024) exceed his small-dollar individual donor base ($95,942) by approximately 50%, c…

Scott Fitzgerald
1 source on file
//2853 NOTABLE CONTRADICTION undated

Scott Fitzgerald: The claim that FIRE sector 'is not directly benefited by the Farm Bill' is inaccurate: private crop insurance companies receive approximately $2 billi…

Scott Fitzgerald
1 source on file
//2852 NOTABLE CONTRADICTION undated

Scott Fitzgerald: Scott Fitzgerald's insurance industry PAC donations ($143,452) include at least $10,000 from Mortgage Guaranty Insurance Corp — a company that receive…

Scott Fitzgerald
1 source on file
//2851 NOTABLE CONTRADICTION undated

Scott Fitzgerald: The American Bankers Association PAC's $50,000 contribution to Fitzgerald Victory Fund in the 2026 cycle is approximately 71 times the size of the ave…

Scott Fitzgerald
1 source on file
//2849 NOTABLE CONTRADICTION undated

Sarah McBride: No congressional vote on H.R. 3633 (CLARITY Act) or S. 2738 (GENIUS Act) in the 119th Congress has been recorded in the established facts provided, su…

Sarah McBride
1 source on file
//2848 NOTABLE CONTRADICTION undated

Sarah McBride: As of 2024, Delaware's congressional district had a foreign-born population of approximately 109,000 residents (10.6%), creating direct constituency i…

Sarah McBride
1 source on file
//2846 NOTABLE CONTRADICTION undated

Sarah McBride: H.R. 28 (Protect Women and Girls in Sports Act) was introduced on January 7, 2025, and referred to the House Judiciary Committee and the House Educati…

Sarah McBride
1 source on file
//2842 NOTABLE CONTRADICTION undated

Mary E. Miller: Miller's electoral district (IL-15) is home to agricultural processing giant Archer Daniels Midland (ADM) — a major employer (approx. 4,000 workers) w…

Mary E. Miller
1 source on file
//2834 NOTABLE CONTRADICTION undated

Mazie K. Hirono: Hirono co-sponsored S. 1062 (VA Transportation Improvement Act) in March 2023, directly addressing inter-island medical transport funding—demonstratin…

Mazie K. Hirono
1 source on file
//2829 NOTABLE CONTRADICTION undated

Sara Jacobs: CA-51's high cost of living (median property $853,600) and low homeownership rate (52.2%) may create a voter base prioritizing economic and housing co…

Sara Jacobs
1 source on file
//2826 NOTABLE CONTRADICTION undated

Robert P. Bresnahan: Bresnahan's healthcare stock sale is equally consistent with a routine quarterly portfolio rebalancing by his financial advisor as it is with an infor…

Robert P. Bresnahan
1 source on file
//2817 NOTABLE CONTRADICTION undated

Mary E. Miller: Miller serves as one of the few remaining farmers in Congress, operating a third-generation grain and cattle farm while advocating for immigration enf…

Mary E. Miller
1 source on file
//2816 NOTABLE CONTRADICTION undated

Mary E. Miller: IL-15 voted 58.6% in favor of Amendment 1 (Right to Collective Bargaining) in 2022, indicating substantial pro-union sentiment even in a district with…

Mary E. Miller
1 source on file
//2815 NOTABLE CONTRADICTION undated

Mary E. Miller: Mary Miller's top PAC donors (American Crystal Sugar, Illinois Corn Growers, National Pork Producers Council, Archer Daniels Midland) continued contri…

Mary E. Miller
1 source on file
//2811 NOTABLE CONTRADICTION undated

Sara Jacobs: The claim that Super PACs face a 'spending limit' is false; under Citizens United v. FEC (2010), Super PACs may raise and spend unlimited sums from co…

Sara Jacobs
1 source on file
//2810 NOTABLE CONTRADICTION undated

Sara Jacobs: The demographic inference that high education levels predict progressive votes on unspecified bills (H.R. 28) is contradicted by the established fact …

Sara Jacobs
1 source on file
//2809 NOTABLE CONTRADICTION undated

Sara Jacobs: Jacobs' campaign finance data (2024 cycle) shows 96.07% of funds from large individual contributions ($200+), with only 1.14% from small individual do…

Sara Jacobs
1 source on file
//2807 NOTABLE CONTRADICTION undated

Mark Takano: Takano voted for the Fiscal Responsibility Act of 2023, which included spending caps that the CBO projected would constrain future VA healthcare appro…

Mark Takano
1 source on file
//2806 NOTABLE CONTRADICTION undated

Mark Takano: No public statement by Rep. Takano has reconciled the tension between his yes vote on the Fiscal Responsibility Act of 2023 and his advocacy for VA he…

Mark Takano
1 source on file
//2805 NOTABLE CONTRADICTION undated

Mark Takano: Rep. Takano voted for the Fiscal Responsibility Act of 2023 (May 31, 2023), which the Congressional Budget Office projected would reduce non-defense d…

Mark Takano
1 source on file
//2803 NOTABLE CONTRADICTION undated

Ryan K. Zinke: By March 2026, the repaired relationship between Zinke and AIPAC (evidenced by the January 2026 delegation to Israel) was at risk of being strained ag…

Ryan K. Zinke
1 source on file
//2802 NOTABLE CONTRADICTION undated

Ryan K. Zinke: Zinke's voting record on foreign military aid and authorization (2024-2026) is consistent with a broader 'Montana First' or non-interventionist foreig…

Ryan K. Zinke
1 source on file
//2800 NOTABLE CONTRADICTION undated

HPSP: Korean HPSP's verification pathway through SEC systems depends entirely on whether Crescendo Equity Partners' US-registered funds are required to disc…

HPSP
2 sources on file
//2798 NOTABLE CONTRADICTION undated

Robin L. Kelly: The discrepancy between the claimed $4.5 trillion figure and the TCJA's $1.5 trillion JCT score is consistent with the difference between static scori…

Robin L. Kelly
1 source on file
//2791 NOTABLE CONTRADICTION undated

Michael Baumgartner: In the 2017 budget reconciliation attempt (AHCA), the Congressional Budget Office estimated that reduced federal spending would lead to cuts in IHS gr…

Michael Baumgartner
1 source on file
//2790 NOTABLE CONTRADICTION undated

Richard E. Neal: Rep. Neal's district has a median household income ($71,518) that is approximately 16% below the 2021 national median (~$85,000), meaning the majority…

Richard E. Neal
1 source on file
//2788 NOTABLE CONTRADICTION undated

Michael Baumgartner: As of 2024-12-31, the FEC's public database showed no itemized contribution records for Baumgartner's 2024 congressional campaign because the Post-Gen…

Michael Baumgartner
2 sources on file
//2787 NOTABLE CONTRADICTION undated

Mazie K. Hirono: Hirono voted for the Fiscal Responsibility Act of 2023 (limiting non-defense discretionary spending) within 11 months of voting for the PACT Act, crea…

Mazie K. Hirono
1 source on file