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.

//2125 NOTABLE CONTRADICTION undated

Jason Smith: When including bundled contributions and related PACs (Club for Growth, Nord Family), total effective pro-Israel contributions to Smith exceed $200,00…

Jason Smith
1 source on file
//2124 NOTABLE CONTRADICTION undated

Jason Smith: Missouri's 8th District, which Smith represents, is the poorest congressional district in Missouri (median income $60,159, poverty rate 15.5%) and has…

Jason Smith
1 source on file
//2122 NOTABLE CORROBORATION undated

Harriet M. Hageman: Bureau of Labor Statistics reports Wyoming's union membership rate at approximately 8.3% (2024), totaling roughly 24,000 union members — placing Wyomi…

Harriet M. Hageman
1 source on file
//2120 NOTABLE CONTRADICTION undated

Harriet M. Hageman: In the 2023-2024 cycle, Hageman's campaign raised $1,332,164 from small individual contributions ($200 or less) — 44.4% of total — which is a higher p…

Harriet M. Hageman
1 source on file
//2115 NOTABLE CORROBORATION undated

Jennifer A. Kiggans: Kiggans voted to pass H.Con.Res.14 on February 25, 2025, which instructed the Energy and Commerce Committee to cut at least $1.5 trillion in spending—…

Jennifer A. Kiggans
1 source on file
//2114 NOTABLE CORROBORATION undated

Jennifer A. Kiggans: Kiggans' April 2025 letter opposing Medicaid cuts, signed with 11 other House Republicans, is inconsistent with her subsequent votes for the Budget Re…

Jennifer A. Kiggans
1 source on file
//2113 NOTABLE CORROBORATION undated

Jennifer A. Kiggans: Kiggans' vote for the FY2025 budget framework (H.Con.Res. 14) on February 25, 2025, instructed the Energy and Commerce Committee to produce mandatory …

Jennifer A. Kiggans
1 source on file
//2112 NOTABLE CONTRADICTION undated

Jeff Hurd: Hurd’s vote on tariff/defiance (Feb 2026, #15) demonstrates willingness to oppose the president’s trade policy even when it conflicts with large agric…

Jeff Hurd
1 source on file
//2110 NOTABLE CORROBORATION undated

Jeff Hurd: The two largest federal employers in Hurd's district — US Forest Service (2,000 employees) and Bureau of Land Management (1,500 employees) — together …

Jeff Hurd
1 source on file
//2108 NOTABLE CONTRADICTION undated

Jeff Crank: Rep. Jeff Crank's vote for the One Big Beautiful Bill Act (2025), which contained hundreds of billions in Medicaid cuts, creates a direct policy contr…

Jeff Crank
1 source on file
//2107 NOTABLE CONTRADICTION undated

Jeff Crank: The OBBBA vote (fact #17) represents a direct conflict between Crank's stated defense constituency interest — which requires sustained federal spendin…

Jeff Crank
1 source on file
//2106 NOTABLE CONTRADICTION undated

Jeff Crank: Jeff Crank's top-contributing industry for the 2023-2024 cycle was 'Retired' ($152,170) — which, given CO-05's 40% defense economy, almost certainly i…

Jeff Crank
1 source on file
//2103 NOTABLE CONTRADICTION undated

Jason Smith: The Ukraine aid bill (H.R. 8035) included substantial provisions to replenish US defense industrial base inventory, which would have benefited manufac…

Jason Smith
1 source on file
//2102 NOTABLE CONTRADICTION undated

Jason Smith: Smith's top campaign donors (Securities & Investment, Insurance, Health Professionals) have no significant geographic concentration in Israel-related …

Jason Smith
1 source on file
//2100 NOTABLE CONTRADICTION undated

Norma J. Torres: Rep. Norma Torres voted against the SAVE Act in its 2023 version (H.R. 5521), demonstrating consistent opposition to the policy when she had the oppor…

Norma J. Torres
1 source on file
//2098 NOTABLE CORROBORATION undated

Nick LaLota: The DHS partial shutdown that ended in April 2026 (75 days) was caused by a failure to pass DHS appropriations bills (H.R. 7147 / H.R. 7744), not by t…

Nick LaLota
1 source on file
//2097 NOTABLE CONTRADICTION undated

Nick LaLota: No CBO, GAO, or CRS report issued between 2023 and 2025 identifies $11.3 million in federal benefits recovered specifically by Rep. LaLota's office; t…

Nick LaLota
1 source on file
//2096 NOTABLE CONTRADICTION undated

Nick LaLota: The publicly available Statement of Disbursements for Rep. LaLota's office (118th Congress) shows total office expenditures of approximately $1.7 mill…

Nick LaLota
1 source on file
//2094 NOTABLE CONTRADICTION undated

Raul Ruiz: Ruiz’s district contains no significant surveillance-industry or data-broker employers listed among its top-10 employers (which are government, agricu…

Raul Ruiz
1 source on file
//2091 NOTABLE CONTRADICTION undated

Harriet M. Hageman: Hageman's top industry donors in the 2024 cycle (Retired, Casinos/Gambling, Oil & Gas, Pro-Israel PACs) have no material exposure to CPB, USAID, or so…

Harriet M. Hageman
1 source on file
//2089 NOTABLE CORROBORATION undated

Harriet M. Hageman: Hageman's AIPAC-linked individual conduit donors ($10,500) are likely not Wyoming residents: Wyoming has approximately 500 Jewish residents (0.09% of …

Harriet M. Hageman
1 source on file
//2088 NOTABLE CORROBORATION undated

Harriet M. Hageman: No pro-Ukraine PAC (defined as a PAC that lists 'Ukraine' in its committee name) made any contribution to Hageman's 2023-2024 campaign committee (Hage…

Harriet M. Hageman
1 source on file
//2086 NOTABLE CONTRADICTION undated

Harriet M. Hageman: Hageman's attendance at the Laken Riley Act signing on 2025-01-29 occurred between two major legislative actions: her H.R. 1 vote (2025-05-22) and her…

Harriet M. Hageman
1 source on file
//2085 NOTABLE CONTRADICTION undated

Gus M. Bilirakis: Associated Builders & Contractors (ABC) PAC contributed $10,000 to Bilirakis for Congress in the 2024 cycle, according to FEC records, placing constru…

Gus M. Bilirakis
1 source on file
//2084 NOTABLE CONTRADICTION undated

Gus M. Bilirakis: The 52 payments from AIPAC PAC to Bilirakis Victory Fund/WinRed in the 2024 cycle represent a 25% reduction from the $30,850 AIPAC PAC gave to Bilirak…

Gus M. Bilirakis
1 source on file
//2081 NOTABLE CONTRADICTION undated

Gregory F. Murphy: Rep. Gregory F. Murphy voted against the material economic interests of his military-heavy district on at least four documented occasions between 2023…

Gregory F. Murphy
1 source on file
//2080 NOTABLE CONTRADICTION undated

Gregory F. Murphy: No record exists of Murphy voting on any bill titled 'Shutdown' or analogous wording because such bills do not exist as standalone legislation — all s…

Gregory F. Murphy
1 source on file
//2078 NOTABLE CONTRADICTION undated

Gregory F. Murphy: H.R. 7217 failed under suspension of the rules on 2024-02-06 with 266 yeas (including 16 Democrats) against 153 nays—a supermajority failure, not a pa…

Gregory F. Murphy
1 source on file
//2077 NOTABLE CONTRADICTION undated

Gregory F. Murphy: Murphy voted AGAINST restoring collective bargaining for civilian DoD workers at Camp Lejeune, Cherry Point, and MCAS New River (H.R. 2550, 2025-12-11…

Gregory F. Murphy
1 source on file
//2071 NOTABLE CONTRADICTION undated

Emily Randall: Rep. Emily Randall's district contains the Northwest ICE Detention Center (Tacoma), one of the largest immigration detention facilities in the United …

Emily Randall
1 source on file