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.

1,855 signals on file. For the hand-crafted narrative findings derived from this work, see /findings.

//2864 SIGNIFICANT CORROBORATION undated

Mary E. Miller: Miller's vote against H.R. 8035 occurred on the same day she voted for H.R. 8034 ($26 billion in Israel aid), creating a clear split in her foreign ai…

Mary E. Miller
1 source on file
//2863 SIGNIFICANT CORROBORATION undated

Jonathan L. Jackson: The Securities & Investment industry was Jackson's third-largest career contributor ($66,245 over 2021-2024), behind only Health Professionals ($75,43…

Jonathan L. Jackson
1 source on file
//2862 SIGNIFICANT CORROBORATION undated

Richard E. Neal: Real estate industry contributions to Rep. Richard Neal likely increased significantly between the 2018 and 2020 election cycles, coinciding with his …

Richard E. Neal
1 source on file
//2861 SIGNIFICANT CORROBORATION undated

Central Intelligence Agency (CIA): The CIA's 2013 General Counsel opinion on Palantir contract disclosure likely originated in response to the 2013 Forbes article that publicly detailed…

Central Intelligence Agency (CIA)
1 source on file
//2850 SIGNIFICANT CONTRADICTION undated

Scott Fitzgerald: Scott Fitzgerald's 2025-2026 campaign committee's 63.2% PAC funding proportion represents a dramatic increase from the 2023-2024 cycle, where only 0.2…

Scott Fitzgerald
1 source on file
//2847 SIGNIFICANT CORROBORATION undated

Mazie K. Hirono: The 2022 National Defense Authorization Act (NDAA) included a provision (Section 726) requiring the VA to assess Hawaii's inter-island healthcare acce…

Mazie K. Hirono
1 source on file
//2843 SIGNIFICANT CORROBORATION undated

Mary E. Miller: Miller’s nay on H.R. 8035 (bundled foreign aid) may have been influenced by the inclusion of Ukraine aid, not opposition to other components of the bi…

Mary E. Miller
1 source on file
//2841 SIGNIFICANT CORROBORATION undated

Mary E. Miller: Miller's 'nay' on H.R. 8035 was structurally connected to her 'yea' on H.R. 8034 (Israel aid) through H.Res. 1151 — a procedural rule that combined bo…

Mary E. Miller
1 source on file
//2840 SIGNIFICANT CORROBORATION undated

Mary E. Miller: Mary E. Miller voted 'Nay' on final passage of H.R. 8035 (Ukraine Security Supplemental Appropriations Act, 2024) on April 20, 2024, as recorded in Ho…

Mary E. Miller
1 source on file
//2837 SIGNIFICANT CORROBORATION undated

Michael Baumgartner: No public record of House leadership communications (e.g., whip counts, floor statements by leadership) from January 7, 2025, has been identified that…

Michael Baumgartner
1 source on file
//2836 SIGNIFICANT CORROBORATION undated

Michael Baumgartner: Baumgartner's first House vote (H.R. 29, the Laken Riley Act) was on a bill that is consistent with his combination of diplomatic/security background,…

Michael Baumgartner
1 source on file
//2835 SIGNIFICANT CORROBORATION undated

Melanie A. Stansbury: Stansbury's voting pattern on health-related legislation is strongly consistent with opposition to measures that weaken ACA subsidies: she voted again…

Melanie A. Stansbury
1 source on file
//2832 SIGNIFICANT CONTRADICTION undated

Mary E. Miller: The 24-hour proximity of Miller's yea on Israel and nay on Ukraine is an artifact of House floor procedure (both bills were considered on the same leg…

Mary E. Miller
1 source on file
//2831 SIGNIFICANT CORROBORATION undated

Mary E. Miller: Miller's yea on H.R. 8034 and nay on H.R. 8035 are not evidence of voting inconsistency but of a consistent filter: she supports foreign aid only when…

Mary E. Miller
1 source on file
//2828 SIGNIFICANT CORROBORATION undated

Roger F. Wicker: Mississippi's Ingalls Shipbuilding (Huntington Ingalls) employs approximately 11,000 workers and is the state's second-largest private employer; its p…

Roger F. Wicker
1 source on file
//2823 SIGNIFICANT CORROBORATION undated

Michael Baumgartner: The Laken Riley Act (H.R. 29) does not directly modify H-2A visa programs or agricultural guest worker access — it mandates ICE detention for undocume…

Michael Baumgartner
1 source on file
//2822 SIGNIFICANT CONTRADICTION undated

Michael Baumgartner: WA-05 wheat production (primarily dryland winter wheat in Whitman County) uses substantially fewer H-2A guest-workers per acre than the district's irr…

Michael Baumgartner
1 source on file
//2821 SIGNIFICANT CORROBORATION undated

Michael Baumgartner: No public records from DOL, ICE, or Washington State ESD currently exist that would allow a reliable comparison of H-2A versus undocumented worker sha…

Michael Baumgartner
1 source on file
//2820 SIGNIFICANT CORROBORATION undated

Michael Baumgartner: Washington State H-2A certifications for tree fruit and hop operations in 2023 exceeded 30,000 positions, but DOL data shows at least 15% of these cer…

Michael Baumgartner
1 source on file
//2818 SIGNIFICANT CORROBORATION undated

Mazie K. Hirono: The Fiscal Responsibility Act of 2023 capped non-defense discretionary spending for FY2024 and FY2025 at 1% growth over FY2023 levels, but the PACT Ac…

Mazie K. Hirono
1 source on file
//2814 SIGNIFICANT CORROBORATION undated

Mary Gay Scanlon: The internal economic inequality within PA-05 (Chester median income ~$30K vs Radnor >$150K) creates contradictory electoral incentives: Scanlon's pro…

Mary Gay Scanlon
1 source on file
//2812 SIGNIFICANT CONTRADICTION undated

Sara Jacobs: Rep. Sara Jacobs' district, CA-51, contains Naval Base San Diego and Marine Corps Air Station Miramar, making defense spending economically critical t…

Sara Jacobs
1 source on file
//2804 SIGNIFICANT CORROBORATION undated

Ryan K. Zinke: Zinke's voting record includes at least two documented instances (Israel aid H.R. 8034, April 20, 2024; Ukraine aid H.R. 8035, April 20, 2024) where h…

Ryan K. Zinke
1 source on file
//2797 SIGNIFICANT CONTRADICTION undated

Robin L. Kelly: Robin Kelly has no documented legislative action (vote, cosponsorship, statement) regarding H.R. 9745 in the established facts, which suggests the cla…

Robin L. Kelly
1 source on file
//2795 SIGNIFICANT CORROBORATION undated

Melanie A. Stansbury: Stansbury's nay vote on H.R. 8034 on April 20, 2024 was more likely a vote on an Israel-related supplemental bill than on the Ukraine aid bill (H.R. 8…

Melanie A. Stansbury
1 source on file
//2794 SIGNIFICANT CONTRADICTION undated

Michael Baumgartner: The Washington State Farm Bureau's formal policy positions simultaneously support both border security enforcement and expanded legal immigration path…

Michael Baumgartner
1 source on file
//2793 SIGNIFICANT CORROBORATION undated

Michael Baumgartner: The Laken Riley Act removes immigration judges' bond-setting authority for individuals charged with the listed nonviolent offenses, including while ch…

Michael Baumgartner
1 source on file
//2792 SIGNIFICANT CORROBORATION undated

Melanie A. Stansbury: New Mexico's 1st congressional district has approximately 55,000–60,000 residents enrolled in Marketplace plans based on state-level Marketplace enrol…

Melanie A. Stansbury
1 source on file
//2789 SIGNIFICANT CORROBORATION undated

Richard E. Neal: In 2021, NAR's LDA filings identified 'Tax Issues' as a general lobbying subject but did not specifically list the SALT deduction cap as a separate is…

Richard E. Neal
1 source on file
//2781 SIGNIFICANT CONTRADICTION undated

Mary E. Miller: The CBO-estimated $800 million reduction in Medicaid spending in IL-15 is equivalent to approximately 15% of the annual payroll for the district's 54,…

Mary E. Miller
1 source on file