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.

//2132 SIGNIFICANT CONTRADICTION undated

Jennifer A. Kiggans: Contributions from health-policy groups to Kiggans in Jan-Feb 2025 may be related to the new Congress (2025-2026 cycle) rather than specifically targe…

Jennifer A. Kiggans
1 source on file
//2130 SIGNIFICANT CORROBORATION undated

Jeff Hurd: Jeff Hurd's campaign fundraising profile (small individual contributions at 3.83% of total, the lowest share in the district for any major candidate i…

Jeff Hurd
1 source on file
//2128 SIGNIFICANT CORROBORATION undated

Jeff Hurd: Hurd's top PAC donor, Republican Main Street Partnership ($15,000), is a general business-aligned PAC that has not taken a public position specificall…

Jeff Hurd
1 source on file
//2126 SIGNIFICANT CORROBORATION undated

Jay Obernolte: Obernolte's 2024 campaign reported $1,125,000 in debts, consistent with a personal loan from the candidate to the campaign committee, which structural…

Jay Obernolte
1 source on file
//2123 SIGNIFICANT CORROBORATION undated

Harriet M. Hageman: Hageman's 0% AFL-CIO lifetime score and her vote against H.R. 2550 (collective bargaining for federal workers) demonstrate direct opposition to union …

Harriet M. Hageman
1 source on file
//2121 SIGNIFICANT CORROBORATION undated

Harriet M. Hageman: Hageman's vote on H.R. 4 (Rescissions Act of 2025) to cut $1.1B from the Corporation for Public Broadcasting is consistent with her voting pattern on …

Harriet M. Hageman
1 source on file
//2119 SIGNIFICANT CONTRADICTION undated

Jodey C. Arrington: Texas's 19th District has a 16% poverty rate, 8.08% foreign-born population, and 39.1% Hispanic population, all demographics that FDIC surveys associa…

Jodey C. Arrington
1 source on file
//2118 SIGNIFICANT CORROBORATION undated

Jimmy Gomez: Independent expenditures by crypto PAC Fairshake ($511,000) and AIPAC super PAC United Democracy Project ($1.5M) together constituted the two largest …

Jimmy Gomez
1 source on file
//2117 SIGNIFICANT CORROBORATION undated

Jimmy Gomez: No primary-source roll-call record for H.R.1 dated July 2, 2025, has been produced in the provided evidence; the vote detail exists only as an inferen…

Jimmy Gomez
1 source on file
//2116 SIGNIFICANT CONTRADICTION undated

Jimmy Gomez: Gomez's claim of 425,000 district residents losing health coverage implies a Medicaid/CHIP enrollment rate of approximately 57%, which is roughly doub…

Jimmy Gomez
1 source on file
//2111 SIGNIFICANT CONTRADICTION undated

Jeff Hurd: The bill number H.R. 1997 does not appear in the official record of the 118th Congress (2023–2024), suggesting a typo or fictional bill; the substanti…

Jeff Hurd
1 source on file
//2109 SIGNIFICANT CORROBORATION undated

Jay Obernolte: Obernolte's 2024 vote for H.R. 1 (One Big Beautiful Bill), which CBO estimated would increase deficits by $3.4 trillion, directly contradicts his stat…

Jay Obernolte
1 source on file
//2105 SIGNIFICANT CORROBORATION undated

Jay Obernolte: Jay Obernolte voted Nay on both the CHIPS and Science Act (H.R. 4346) on July 28, 2022, and the America COMPETES Act (H.R. 4521) on March 31, 2022, su…

Jay Obernolte
1 source on file
//2104 SIGNIFICANT CONTRADICTION undated

Jason Smith: Smith's manufacturing constituents (43,757 workers, 12.7% of district employment) are in industries that could directly benefit from CHIPS Act semicon…

Jason Smith
1 source on file
//2101 SIGNIFICANT CORROBORATION undated

Jason Smith: Rep. Jason Smith voted YEA on H.R. 7217 (Israel Security Supplemental, $14.3B) on 2024-02-06, diverging from his NAY vote on H.R. 8035 (Ukraine Securi…

Jason Smith
1 source on file
//2099 SIGNIFICANT CORROBORATION undated

Jason Crow: Palantir Technologies holds a $229M prime contract (FA8802-23-C-0001) with US Space Systems Command for data analytics infrastructure at Buckley Space…

Jason Crow
1 source on file
//2095 SIGNIFICANT CORROBORATION undated

Raul Ruiz: Ruiz voted against at least one FISA reauthorization measure in 2026 (bill number TBD), a year when his district's immigrant-heavy constituency (25% f…

Raul Ruiz
1 source on file
//2093 SIGNIFICANT CORROBORATION undated

Harriet M. Hageman: The combination of Hageman's vote on H.R. 4 with her votes on H.Con.Res.14 and H.R. 1 creates a unified legislative pattern: cutting federal spending …

Harriet M. Hageman
1 source on file
//2092 SIGNIFICANT CORROBORATION undated

Harriet M. Hageman: Hageman's vote to rescind $1.1B from CPB is consistent with a broader pattern of votes that reduce federal services to rural Wyoming while supporting …

Harriet M. Hageman
1 source on file
//2090 SIGNIFICANT CORROBORATION undated

Harriet M. Hageman: Hageman's AIPAC-related contributions ($15,500 in 2024) and trip together form a pattern consistent with a long-term alignment with AIPAC's legislativ…

Harriet M. Hageman
1 source on file
//2087 SIGNIFICANT CORROBORATION undated

Harriet M. Hageman: Hageman's vote against H.R. 8035 (providing military aid to Ukraine) is not explained by her stated constituent priorities of energy extraction and fe…

Harriet M. Hageman
1 source on file
//2083 SIGNIFICANT CORROBORATION undated

Gregory F. Murphy: The 'simpler explanation' that Murphy consistently votes for government funding bills is contradicted by his 2025 vote for H.R. 4, a rescissions bill …

Gregory F. Murphy
1 source on file
//2082 SIGNIFICANT CORROBORATION undated

Gregory F. Murphy: Murphy's 2024 vote for H.R. 8035 (Ukraine aid) represents a documented 'evolution' on a directly military-relevant issue — from opposing Ukraine aid i…

Gregory F. Murphy
1 source on file
//2079 SIGNIFICANT CONTRADICTION undated

Gregory F. Murphy: The 44 payments from AIPAC to Murphy's campaign each fall just under the $5,000 threshold for a 'contribution' from a non-connected committee under 52…

Gregory F. Murphy
1 source on file
//2076 SIGNIFICANT CONTRADICTION undated

Grace Meng: Meng's D+23 district PVI indicates a primary challenge is statistically unlikely regardless of any single vote, consistent with her only facing two se…

Grace Meng
1 source on file
//2074 SIGNIFICANT CONTRADICTION undated

Nicole Malliotakis: Malliotakis's vote for H.R. 9745 is consistent with her stance on H.R. 1 (OBBBA), where she secured a SALT deduction increase to $40,000—a direct bene…

Nicole Malliotakis
1 source on file
//2073 SIGNIFICANT CORROBORATION undated

Emily Randall: DHS Secretary Kristi Noem, whom Randall co-sponsored impeachment articles against in 2025, has authority over ICE's Congressional access policies, cre…

Emily Randall
1 source on file
//2072 SIGNIFICANT CORROBORATION undated

Emily Randall: Rep. Randall's district contains the Northwest ICE Detention Center, which is owned and operated by GEO Group under contract with ICE; GEO Group is a …

Emily Randall
1 source on file
//2070 SIGNIFICANT CORROBORATION undated

Emanuel Cleaver: Emanuel Cleaver's vote against H.Con.Res.14 (FY2025 Budget Resolution) opposed a framework that would have reduced federal Medicaid spending affecting…

Emanuel Cleaver
1 source on file
//2065 SIGNIFICANT CONTRADICTION undated

Ed Case: The DB's inference that Case's vote reversal was 'district-specific' rather than party-line is weakened by the fact that on the standalone Israel bill…

Ed Case
1 source on file