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.

1,360 signals on file. For the hand-crafted narrative findings derived from this work, see /findings.

//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
//2786 NOTABLE CONTRADICTION undated

Mazie K. Hirono: Hawaii's distinctive economic characteristics — including the highest union density of any U.S. state, a majority-minority population, and extreme cli…

Mazie K. Hirono
1 source on file
//2784 NOTABLE CONTRADICTION undated

Mary E. Miller: Miller's committee assignment (Agriculture, not Armed Services) reduces her direct involvement in NDAA markup and may limit the influence of defense-r…

Mary E. Miller
1 source on file
//2783 NOTABLE CONTRADICTION undated

Mary E. Miller: The framing of demographic composition as 'negligible local impact' is consistent with Miller's stated positions on immigration restrictions and her '…

Mary E. Miller
1 source on file
//2780 NOTABLE CONTRADICTION undated

Mary E. Miller: Miller's July 3, 2025 vote on H.R. 1 was her first recorded House vote on any bill affecting Medicaid since taking office in 2021, making this the fir…

Mary E. Miller
1 source on file
//2779 NOTABLE CONTRADICTION undated

Mary E. Miller: Miller's selective foreign policy sourcing pattern — supporting Israel aid (vote yea on H.R. 8034) while opposing Ukraine aid — aligns with a split th…

Mary E. Miller
1 source on file
//2775 NOTABLE CONTRADICTION undated

Mary Gay Scanlon: H.R. 29 (Laken Riley Act) requires mandatory detention for undocumented immigrants charged with theft offenses, but a standard gunpoint carjacking in …

Mary Gay Scanlon
1 source on file
//2768 NOTABLE CONTRADICTION undated

Mary Gay Scanlon: Progressive activist groups opposed to Scanlon's Israel aid vote did not launch a primary challenge, likely due to the district's D+6 Cook PVI making …

Mary Gay Scanlon
1 source on file
//2763 NOTABLE CONTRADICTION undated

Mark Takano: Takano's vote for the Fiscal Responsibility Act (May 31, 2023) placed him in a position of supporting spending caps that the CBO projected would reduc…

Mark Takano
1 source on file
//2761 NOTABLE CONTRADICTION undated

Mark Takano: The district CA-39 has among the worst air quality in the United States, with documented public health consequences that create a constituency interes…

Mark Takano
1 source on file
//2760 NOTABLE CONTRADICTION undated

Mark Takano: Takano's position as Chair of the House Veterans' Affairs Committee from 2021-2023 gave him direct oversight of the VA's prescription drug procurement…

Mark Takano
1 source on file
//2757 NOTABLE CONTRADICTION undated

Richard E. Neal: Massachusetts voters in 2022 passed the Millionaire's Tax (Question 1) by a 52-48 margin, indicating constituency support for progressive taxation tha…

Richard E. Neal
1 source on file
//2753 NOTABLE CONTRADICTION undated

Mark Alford: Alford's committee assignments on Agriculture and Armed Services gave him jurisdiction over provisions in OBBB that expanded crop insurance premium su…

Mark Alford
1 source on file
//2750 NOTABLE CONTRADICTION undated

Josh Gottheimer: Gottheimer's nay vote on H.R. 1 (OBBBA) on May 22, 2025, is consistent with a broader pattern of defection on donor-sensitive issues (SALT cap, Israel…

Josh Gottheimer
1 source on file
//2748 NOTABLE CONTRADICTION undated

Jonathan L. Jackson: Jackson's campaign funding from the Securities & Investment industry ($66,245 over 2021-2024) exceeded funding from any other private sector industry,…

Jonathan L. Jackson
1 source on file
//2745 NOTABLE CONTRADICTION undated

Mark Harris: Harris's 2018 campaign (disqualified) received significant poultry PAC contributions, suggesting the industry treats him as a reliable vote on immigra…

Mark Harris
1 source on file