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.

//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
//3220 NOTABLE CORROBORATION undated

Mariannette Miller-Meeks: H.R. 7521 (the American Privacy Rights Act of 2024) was not subject to a dedicated subcommittee hearing or full committee markup in the House Energy a…

Mariannette Miller-Meeks
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
//3218 NOTABLE CORROBORATION undated

Mariannette Miller-Meeks: Among the ten House Republicans who voted to certify the 2020 election, at least three (Cheney, Upton, and Smith of NJ) came from districts with compe…

Mariannette Miller-Meeks
1 source on file
//3217 NOTABLE CORROBORATION undated

Mariannette Miller-Meeks: Miller-Meeks was physically present in the House chamber during the January 6 attack on the Capitol and voted to certify the election later that night…

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
//3212 NOTABLE CORROBORATION undated

Marc A. Veasey: Veasey voted for the Fiscal Responsibility Act of 2023 without any public floor statement explaining his support for the Mountain Valley Pipeline ride…

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
//3210 NOTABLE CORROBORATION undated

Marc A. Veasey: H.R. 8034 (Israel Security Supplemental Appropriations Act, 2024) appropriated $26.38 billion exclusively for foreign military assistance to Israel an…

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
//3206 NOTABLE CORROBORATION undated

Marc A. Veasey: The Mountain Valley Pipeline completion provision—which Veasey supported in the Fiscal Responsibility Act of 2023 (fact 25)—was not included in H.R. 2…

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
//3200 NOTABLE CORROBORATION undated

Lloyd Doggett: Doggett has no recorded vote on any constitutional amendment other than the Balanced Budget Amendment between 1995 and 2025, making it impossible to c…

Lloyd Doggett
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
//3195 NOTABLE CORROBORATION undated

Kimberlyn King-Hinds: King-Hinds's public support for H.R. 1 was accompanied by explicit public warnings that its Medicaid work requirement would harm CNMI residents in an …

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