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.

4,093 signals on file. For the hand-crafted narrative findings derived from this work, see /findings.

//0436 SIGNIFICANT CORROBORATION undated

Sara Jacobs: CA-51’s top employer, Professional, Scientific & Technical Services, is dominated by defense and biotech (e.g., Illumina, BAE Systems), not fintech or…

Sara Jacobs
1 source on file
//0434 SIGNIFICANT CORROBORATION undated

Mary E. Miller: Miller voted nay on H.R. 8035 (Ukraine Security Supplemental Appropriations Act, 2024) on April 20, 2024, joining a majority of House Republicans (101…

Mary E. Miller
1 source on file
//0433 SIGNIFICANT CORROBORATION undated

Melanie A. Stansbury: Stansbury was one of multiple House progressives who expressed frustration on a private Democratic caucus call about the eight Senate Democrats who vo…

Melanie A. Stansbury
1 source on file
//0432 SIGNIFICANT CORROBORATION undated

Mary E. Miller: The SNAP anti-fraud provision Mary Miller touted in the OBBBA — stripping benefits from 'illegal aliens' — was already federal law under 8 U.S.C. §161…

Mary E. Miller
1 source on file
//0430 SIGNIFICANT CORROBORATION undated

Mary E. Miller: Miller voted yea on Israel aid (H.R. 8034, $26B) less than 24 hours before voting nay on Ukraine aid (H.R. 8035, $61B) on April 20, 2024, establishing…

Mary E. Miller
1 source on file
//0429 SIGNIFICANT CONTRADICTION undated

Sara Jacobs: The inference that voting against the NDAA is a 'significant departure from parochial defense-constituency norms' is contradicted by district demograp…

Sara Jacobs
1 source on file
//0427 SIGNIFICANT CONTRADICTION undated

Michael Baumgartner: Baumgartner's first vote on H.R. 29 aligns with the revealed preferences of his district's electorate (R+14, high veteran concentration, 62% support f…

Michael Baumgartner
1 source on file
//0417 SIGNIFICANT CONTRADICTION undated

Robin L. Kelly: The claim's reference to a '$4.5 trillion tax break for billionaires' is not independently verified from primary sources and may conflate provisions f…

Robin L. Kelly
1 source on file
//0413 SIGNIFICANT CONTRADICTION undated

Elbit Systems: Elbit Systems has maintained SEC filings over an extended period from 2003 to 2019, indicating the company has been publicly traded or has had reporti…

Elbit Systems
1 source on file
//0410 SIGNIFICANT CORROBORATION undated

Mary E. Miller: Miller's official statement describing the bill as 'honoring Laken Riley's memory' introduces an emotional framing that is empirically disconnected fr…

Mary E. Miller
1 source on file
//0409 SIGNIFICANT CORROBORATION undated

Mary E. Miller: The $800 million district-level Medicaid cut figure attributed to 'constituent letters' is an arithmetic inference — likely derived by applying the na…

Mary E. Miller
1 source on file
//0407 SIGNIFICANT CORROBORATION undated

Mary E. Miller: Miller's 'nay' vote on H.R. 8035 is consistent with an electoral strategy aimed at winning the 2026 Illinois GOP Senate primary, which tilts heavily t…

Mary E. Miller
1 source on file
//0406 SIGNIFICANT CORROBORATION undated

Mary Gay Scanlon: Scanlon's career donor sector data (through 2024) shows lawyers/law firms as the largest donor category, not pharmaceutical or health products industr…

Mary Gay Scanlon
1 source on file
//0405 SIGNIFICANT CONTRADICTION undated

Richard E. Neal: In MA-1, a homeowner with a median-valued home ($277,700) and a 30-year mortgage at 6% interest would pay approximately $16,660 in mortgage interest a…

Richard E. Neal
1 source on file
//0401 SIGNIFICANT CORROBORATION undated

Mark E. Amodei: Amodei's career campaign contributions from general dynamics employee PAC ($2,500 in July 2025) are consistent with a pattern of pro-defense-industry …

Mark E. Amodei
1 source on file
//0398 SIGNIFICANT CORROBORATION undated

Mark E. Amodei: Between 2017 and 2026, Amodei voted for or authored at least three major immigration restrictionist bills (H.R. 6136, H.R. 2, H.R. 7147) and publicly …

Mark E. Amodei
1 source on file
//0397 SIGNIFICANT CORROBORATION undated

Richard E. Neal: Real estate industry donations to Neal between 2017-2022 totaled at least $250,000 (per OpenSecrets aggregated totals), though causality between these…

Richard E. Neal
1 source on file
//0396 SIGNIFICANT CORROBORATION undated

Richard E. Neal: The SALT cap increase to $80,000 in H.R. 5376 would have provided a tax benefit disproportionately concentrated among the ~10-15% of MA-1 households w…

Richard E. Neal
1 source on file
//0395 SIGNIFICANT CORROBORATION undated

Mark Alford: Alford's voting pattern across these two bills is consistent with a factional shift in House Republican governance: from Freedom Caucus 'clean debt ce…

Mark Alford
1 source on file
//0393 SIGNIFICANT CORROBORATION undated

Mark Alford: Alford's vote against the Fiscal Responsibility Act did not merely reflect a preference for deeper spending cuts; it represented a choice to align wit…

Mark Alford
1 source on file
//0392 SIGNIFICANT CORROBORATION undated

Mark Alford: Alford's 2023 FRA vote aligned with House Freedom Caucus hardliners, while his 2025 OBBBA vote aligned with House Republican leadership (including Spe…

Mark Alford
1 source on file
//0389 SIGNIFICANT CONTRADICTION undated

Jonathan L. Jackson: Jackson's majority-Black district (47.8% Black, 10.5% Hispanic, 38.1% White) and high immigrant share (approx. 135,000) create a demographic logic for…

Jonathan L. Jackson
1 source on file
//0388 SIGNIFICANT CORROBORATION undated

Jonathan L. Jackson: Between the 2022 election (when Protect Our Future PAC spent $1,041,899 supporting Jackson) and the May 2024 FIT21 vote, FTX founder Sam Bankman-Fried…

Jonathan L. Jackson
1 source on file
//0387 SIGNIFICANT CORROBORATION undated

Josh Gottheimer: Gottheimer's district's three largest employers (Hackensack Meridian Health at 15,000 employees, Valley Health System at 6,000 employees, and Bergen N…

Josh Gottheimer
1 source on file
//0381 SIGNIFICANT CORROBORATION undated

Jonathan L. Jackson: Jackson's dual subcommittee membership on Digital Assets and Commodity Markets created a structural conflict: he voted to expand CFTC authority over d…

Jonathan L. Jackson
1 source on file
//0377 SIGNIFICANT CORROBORATION undated

Gary J. Palmer: The claim that Palmer was 'the only elected GOP leadership member to vote against' the deal is an inferential statement that requires verification aga…

Gary J. Palmer
1 source on file
//0376 SIGNIFICANT CONTRADICTION undated

Paragon Solutions: After the 2004 filing cluster, there is a nearly 19-year gap in SEC filing activity until May 2023, indicating either the company went private, was ac…

Paragon Solutions
1 source on file
//0375 SIGNIFICANT CONTRADICTION undated

Gabe Vasquez: H.R. 8034's Division B authorized the transfer of MK-83 1,000-pound bombs and JDAM kits to Israel—munitions classified as offensive strike weapons, no…

Gabe Vasquez
1 source on file
//0373 SIGNIFICANT CORROBORATION undated

Gabe Evans: The 625 billion Medicaid cuts Evans voted for in May 2025 would disproportionately affect Colorado's 8th Congressional District, which has a 39% Hispa…

Gabe Evans
1 source on file
//0372 SIGNIFICANT CORROBORATION undated

Glenn Thompson: The SNAP work requirement expansion in the Fiscal Responsibility Act of 2023 raised the age limit for able-bodied adults without dependents from 49 to…

Glenn Thompson
1 source on file