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.

//3689 NOTABLE CORROBORATION undated

Pat Harrigan: Harrigan's vote on H.R. 1 is consistent with a pattern of voting to restrict social safety net programs (Medicaid, SNAP) while supporting tax cuts, cr…

Pat Harrigan
1 source on file
//3688 NOTABLE CONTRADICTION undated

John James: Healthcare employment in MI-10 (Henry Ford Health: 12,000; McLaren Macomb: 4,000; NAICS 6221 at 11.8% share) represents a larger share of district emp…

John James
1 source on file
//3684 NOTABLE CONTRADICTION undated

Melanie A. Stansbury: Stansbury's war powers advocacy, while consistent with her stated position of constraining executive military authority, is operationally selective: s…

Melanie A. Stansbury
1 source on file
//3683 NOTABLE CONTRADICTION undated

Madeleine Dean: Madeleine Dean's vote on H.Con.Res. 35 (Iran War Powers Resolution) on 2026-03-05 was her third recorded vote on a Middle East military authorization …

Madeleine Dean
1 source on file
//3682 NOTABLE CONTRADICTION undated

Lucy McBath: Smith & Wesson stock price rose 8.4% in the week following the BSCA's passage (June 23-30, 2022), suggesting the market did not view the legislation a…

Lucy McBath
1 source on file
//3681 NOTABLE CONTRADICTION undated

Lloyd Doggett: Doggett's opposition to H.J.Res. 2 aligns with his broader pattern of voting against constitutional amendments that constrain legislative flexibility,…

Lloyd Doggett
1 source on file
//3680 NOTABLE CONTRADICTION undated

Kweisi Mfume: No public statement from Rep. Mfume has been identified explaining his vote on H.R. 7883, creating an information gap on whether he acknowledged const…

Kweisi Mfume
1 source on file
//3679 NOTABLE CONTRADICTION undated

Jeff Hurd: The 3,500 federal land management employees (USFS + BLM) in Hurd's district represent a direct economic stake in opposing public land sales, potential…

Jeff Hurd
1 source on file
//3677 NOTABLE CONTRADICTION undated

Jimmy Gomez: The declared PAC contributions Gomez received from real estate ($39,500), securities/investment ($14,500), and crypto ($511,000) represent interest gr…

Jimmy Gomez
1 source on file
//3676 NOTABLE CORROBORATION undated

Jimmy Gomez: Gomez's vote on H.Con.Res.14 (Feb 25, 2025) is consistent with his prior vote against H.R.1 (OBBBA) which contained a similar reconciliation framework…

Jimmy Gomez
1 source on file
//3674 NOTABLE CONTRADICTION undated

Jeff Hurd: Jeff Hurd’s top two private-sector-equivalent employers in the 3rd District are federal land management agencies (US Forest Service Region 2 with 2,00…

Jeff Hurd
1 source on file
//3673 NOTABLE CONTRADICTION undated

Jason Crow: GEO Group's FY2024 federal lobbying spending ($2.1M) exceeded its FY2023 total ($1.8M), consistent with defensive lobbying against detention reform bi…

Jason Crow
1 source on file
//3672 NOTABLE CONTRADICTION undated

Jason Crow: Buckley Space Force Base, the largest single-site employer in CO-06, employs 10,000 personnel directly affected by NDAA personnel provisions, includin…

Jason Crow
1 source on file
//3671 NOTABLE CONTRADICTION undated

Jodey C. Arrington: No cryptocurrency industry PAC (Coinbase, Blockchain Association, etc.) appears in Arrington's top 20 career donor industries (OpenSecrets), suggestin…

Jodey C. Arrington
1 source on file
//3667 NOTABLE CORROBORATION undated

Jason Crow: Crow received $0 from GEO Group, CoreCivic, or any private prison PAC/individual donors in the 2023-2024 election cycle, per FEC filings.

Jason Crow
1 source on file
//3665 NOTABLE CONTRADICTION undated

Jason Crow: No FEC records show contributions from JStreetPAC to Crow within 60 days of the April 20, 2024 vote, suggesting the donation was not timed as a quid p…

Jason Crow
1 source on file
//3662 NOTABLE CONTRADICTION undated

Harriet M. Hageman: The Laken Riley Act (H.R. 29) passed the House with 46 Democratic votes, indicating bipartisan support that undercuts the inference that Hageman's vot…

Harriet M. Hageman
1 source on file
//3658 NOTABLE CORROBORATION undated

Elbit Systems: The 2019 SEC filing by Elbit Systems was triggered by its acquisition of Harris Corporation's night vision business for $350 million, not by an increa…

Elbit Systems
1 source on file
//3657 NOTABLE CONTRADICTION undated

Elbit Systems: Elbit Systems Ltd. last filed with the SEC in 2005 before resuming in 2019, a gap of 14 years, inconsistent with ongoing US public reporting obligatio…

Elbit Systems
1 source on file
//3649 NOTABLE CONTRADICTION undated

Axon Enterprise: The 92.6% body camera footage use rate in prosecutions against private citizens versus 8.3% against police (2016 data) suggests that evidence manageme…

Axon Enterprise
1 source on file
//3648 NOTABLE CONTRADICTION undated

Axon Enterprise: Axon's 2024 lobbying expenditure of $1.5M (Fact 6) suggests capacity for influencing state-level workers' compensation policies, but no primary eviden…

Axon Enterprise
1 source on file
//3647 NOTABLE CONTRADICTION undated

Invariant: The absence of 'Invariant' in federal litigation databases may reflect strategic use of parent company (Stagwell Inc.) legal representation rather tha…

Invariant
1 source on file
//3644 NOTABLE CONTRADICTION undated

Peter Mandelson: No SEC EDGAR Form 4 filing exists for Peter Mandelson at Lazard Ltd (NYSE: LAZ) during 2016, which is inconsistent with any advisory board role that w…

Peter Mandelson
1 source on file
//3643 NOTABLE CONTRADICTION undated

Richard Li: The 2004-2014 gap in Richard Li's public SEC filings corresponds to the period before SEC Rule 13H-1 (large trader reporting) became effective in Octo…

Richard Li
1 source on file
//3640 NOTABLE CORROBORATION undated

Israeli Ministry of Defense: The Israeli Ministry of Defense Mission to the United States (NYC) functions as an unregistered foreign procurement office managing ~$1.1 billion annu…

Israeli Ministry of Defense
1 source on file
//3639 NOTABLE CONTRADICTION undated

US Immigration and Customs Enforcement (ICE): Multiple FOIA and civil rights lawsuits name ICE as the primary defendant in federal court, suggesting that non-tort litigation does not systematicall…

US Immigration and Customs Enforcement (ICE)
1 source on file
//3638 NOTABLE CONTRADICTION undated

MOSAIC: The Gavin de Becker MOSAIC threat assessment system, if deployed through professional services agreements rather than software licenses, would appear …

MOSAIC
1 source on file
//3636 NOTABLE CONTRADICTION undated

Matt Danzeisen: Crescendo Equity Partners' Korean corporate registration status and the nature of its investments (semiconductor supply chain) would be governed by Ko…

Matt Danzeisen
1 source on file
//3634 NOTABLE CONTRADICTION undated

Marilyn Strickland: The Laken Riley Act vote in WA-10 occurred in a district where approximately 17.5% of households speak a non-English language at home, predominantly S…

Marilyn Strickland
1 source on file
//3633 NOTABLE CONTRADICTION undated

Marilyn Strickland: Strickland's nay vote on H.R. 29 aligned her with the broad Democratic caucus opposition to mandatory ICE detention, placing her among 159 House Democ…

Marilyn Strickland
1 source on file