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.

1,360 signals on file. For the hand-crafted narrative findings derived from this work, see /findings.

//3235 NOTABLE CONTRADICTION undated

Sarah Elfreth: The claim that the Naval Academy employs 2,500 individuals in Elfreth's district is overstated — the Naval Academy's military faculty and staff are la…

Sarah Elfreth
1 source on file
//3234 NOTABLE CONTRADICTION undated

Melanie A. Stansbury: Stansbury's NM-01 district depends on 20,000 jobs at Kirtland Air Force Base and 12,000 at Sandia National Laboratories for its economic base, creatin…

Melanie A. Stansbury
1 source on file
//3233 NOTABLE CONTRADICTION undated

Melanie A. Stansbury: Stansbury's second-largest career contributor is JStreetPAC ($43,417), which supports defensive military aid to Israel against Hamas but opposes offen…

Melanie A. Stansbury
1 source on file
//3232 NOTABLE CONTRADICTION undated

Mazie K. Hirono: Hawaii has the highest estimated household firearm ownership rate (approximately 45%) of any state that voted Democratic in 2020, driven by high milit…

Mazie K. Hirono
1 source on file
//3231 NOTABLE CONTRADICTION undated

Mazie K. Hirono: The 2013 Manchin-Toomey bill (S.649) included a provision requiring the Department of Defense to report to NICS any service member adjudicated as ment…

Mazie K. Hirono
1 source on file
//3230 NOTABLE CONTRADICTION undated

Mazie K. Hirono: Hirono's safe seat (no serious general election challenger since 2012) means any post-BSCA contribution increase may simply reflect donor consolidatio…

Mazie K. Hirono
1 source on file
//3229 NOTABLE CONTRADICTION undated

Mark Takano: The TikTok ban (HR 815) passed the House with 352 votes in favor, including the majority of House Democrats; Takano's vote (if he voted) would likely …

Mark Takano
1 source on file
//3227 NOTABLE CONTRADICTION undated

Riley M. Moore: The 15-day interval between Moore's OBBB vote and his H.R. 4 vote is insufficient time for the CBO's full deficit estimate to have been publicly relea…

Riley M. Moore
1 source on file
//3223 NOTABLE CONTRADICTION undated

Mark Alford: Representative Mark Alford sits on the House Agriculture Committee, which will draft the 2025 Farm Bill, and his MO-04 district has an agricultural em…

Mark Alford
1 source on file
//3222 NOTABLE CONTRADICTION undated

Mark Alford: Brazil's 2022/2023 and 2023/2024 soybean and corn harvests were the largest in its history, and increased Brazilian exports to China and the EU absorb…

Mark Alford
1 source on file
//3219 NOTABLE CONTRADICTION undated

Mariannette Miller-Meeks: The inference that Iowa agricultural organizations did not actively oppose H.R. 7521 is unsupported because it fails to account for trade-association …

Mariannette Miller-Meeks
1 source on file
//3215 NOTABLE CONTRADICTION undated

Madeleine Dean: Dean's foreign policy positioning (pro-JStreetPAC, anti-standalone Israel bill, pro-comprehensive aid) creates a 'sweet spot' where she votes against …

Madeleine Dean
1 source on file
//3214 NOTABLE CONTRADICTION undated

Marc A. Veasey: Veasey's TX-33 district contains significant refining, pipeline, and logistics infrastructure (including Valero facilities and Kinder Morgan operation…

Marc A. Veasey
1 source on file
//3211 NOTABLE CONTRADICTION undated

Marc A. Veasey: Veasey's vote for the pipeline rider created a material tension between his Clean Energy Jobs Caucus leadership role and his support for a non-negotia…

Marc A. Veasey
1 source on file
//3209 NOTABLE CONTRADICTION undated

Marc A. Veasey: Veasey's previous votes on unrelated contentious energy policy (Mountain Valley Pipeline) indicate a willingness to support industry-aligned positions…

Marc A. Veasey
1 source on file
//3204 NOTABLE CONTRADICTION undated

Lloyd Smucker: If Smucker's food pantry advocacy on November 7 called for expanding SNAP benefits, but the November 12 CR held SNAP funding flat, his vote would be c…

Lloyd Smucker
1 source on file
//3202 NOTABLE CONTRADICTION undated

Lucy McBath: McBath's healthcare sector contributions (approximately $800,000 career from hospitals, pharmaceuticals, insurers per Fact #26) exceed any reported si…

Lucy McBath
1 source on file
//3198 NOTABLE CONTRADICTION undated

Kweisi Mfume: Mfume's district (MD-7) includes portions of Baltimore County that border Fort George G. Meade, the headquarters of the National Security Agency and U…

Kweisi Mfume
1 source on file
//3196 NOTABLE CONTRADICTION undated

Kimberlyn King-Hinds: The claim's inference that $7,500 Q4 fundraising is 'inconsistent with any large-donor quid pro quo' conflates campaign finance limits with other form…

Kimberlyn King-Hinds
1 source on file
//3194 NOTABLE CONTRADICTION undated

Ken Calvert: Calvert's district has a higher proportion of foreign-born residents (18.9%) than the national average (~13.6%), suggesting a sizable population ineli…

Ken Calvert
1 source on file
//3192 NOTABLE CONTRADICTION undated

Ken Calvert: Calvert's procedural vote enabled a reconciliation process that could reduce federal health spending in a district where healthcare is the largest emp…

Ken Calvert
1 source on file
//3190 NOTABLE CONTRADICTION undated

Ken Calvert: Calvert’s district includes Palm Springs, a major LGBTQ tourism destination, and the Accommodation and Food Services sector accounts for 7.8% of distr…

Ken Calvert
1 source on file
//3189 NOTABLE CONTRADICTION undated

Kat Cammack: Of the 13 counties in FL-03, Gadsden, Madison, and Dixie are uniquely vulnerable to the SAVE Act because they combine high Black population share (Gad…

Kat Cammack
1 source on file
//3188 NOTABLE CONTRADICTION undated

Kat Cammack: Cammack's refusal to hold in-person town halls (confirmed 2025) creates a documented information disparity between the affluent, tech-connected donor …

Kat Cammack
1 source on file
//3186 NOTABLE CONTRADICTION undated

Mark Harris: The top-three employers in Harris's NC-08 district are all healthcare or education institutions (Atrium Health Cabarrus: 5,500; Cabarrus County School…

Mark Harris
1 source on file
//3182 NOTABLE CONTRADICTION undated

Jonathan L. Jackson: Rep. Jackson voted against the procedural rule (H. Res. 1093) to consider H.R. 8034, not against the underlying bill itself, allowing him to oppose th…

Jonathan L. Jackson
1 source on file
//3175 NOTABLE CONTRADICTION undated

Jimmy Gomez: Gomez's campaign received more than $2 million in combined outside spending from two industry Super PACs—AIPAC's United Democracy Project ($1.5M) and …

Jimmy Gomez
1 source on file
//3174 NOTABLE CONTRADICTION undated

Katherine M. Clark: On May 22, 2024, H.R. 4763 (FIT21) passed the House 279-136, with 71 Democrats voting in favor and 133 Democrats voting against. Clark voted 'nay' and…

Katherine M. Clark
1 source on file
//3159 NOTABLE CONTRADICTION undated

Jeff Hurd: The U.S. Forest Service (2,000 employees) and Bureau of Land Management (1,500 employees) are among the top employers in Hurd's district, meaning a la…

Jeff Hurd
1 source on file
//3156 NOTABLE CONTRADICTION undated

Jimmy Gomez: CA-34 has at least 43.4% foreign-born residents, approximately 24.8% non-citizen residents (derived from citizenship rate of 75.2%), meaning roughly 1…

Jimmy Gomez
1 source on file