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.

2,005 signals on file. For the hand-crafted narrative findings derived from this work, see /findings.

//3289 NOTABLE CONTRADICTION undated

Jodey C. Arrington: Arrington's district (TX-19) had a 16% poverty rate and was among the highest in uninsured rate among Texas districts in 2017, making it disproportion…

Jodey C. Arrington
1 source on file
//3287 NOTABLE CONTRADICTION undated

Jimmy Panetta: The 2023-2024 cycle saw Panetta's top contributing industry become Pro-Israel at $244,296 (fact 39), representing a shift from his prior career where …

Jimmy Panetta
1 source on file
//3278 NOTABLE CONTRADICTION undated

Marc A. Veasey: Veasey voted on May 31, 2023 to mandate completion of the Mountain Valley Pipeline under the Fiscal Responsibility Act, a freestanding pipeline mandat…

Marc A. Veasey
1 source on file
//3277 NOTABLE CONTRADICTION undated

Marc A. Veasey: Veasey's vote for the Mountain Valley Pipeline completion provision (May 2023) is consistent with the Clean Energy Jobs Caucus's likely definition of …

Marc A. Veasey
1 source on file
//3275 NOTABLE CONTRADICTION undated

Lloyd Smucker: Pennsylvania's Act 53 of 2023, signed by Gov. Shapiro on December 14, 2023, expanded the authority of the Attorney General and county district attorne…

Lloyd Smucker
1 source on file
//3274 NOTABLE CONTRADICTION undated

Lucy McBath: Carolyn Bourdeaux, McBath's 2022 primary opponent, also voted for the Bipartisan Safer Communities Act (Roll Call 262, June 24, 2022), suggesting that…

Lucy McBath
1 source on file
//3269 NOTABLE CONTRADICTION undated

Kweisi Mfume: Despite representing a district where 65%+ of residents are Black and Section 702 has historically disproportionately surveilled Black and Muslim Amer…

Kweisi Mfume
1 source on file
//3264 NOTABLE CONTRADICTION undated

Ken Calvert: The claim references a procedural vote occurring on or about April 10, 2026, but no primary source in the established facts confirms the existence of …

Ken Calvert
1 source on file
//3263 NOTABLE CONTRADICTION undated

Ken Calvert: Calvert voted yea on H.R. 8774 (FY2025 Defense Appropriations) on 2024-06-28 and H.R. 8035 (Ukraine Supplemental) on 2024-04-20, establishing a patter…

Ken Calvert
1 source on file
//3261 NOTABLE CONTRADICTION undated

Ken Calvert: Calvert's RFMA vote did not change his overall partner/donor profile: his top career defense contractor donors (General Atomics, Lockheed Martin, RTX,…

Ken Calvert
1 source on file
//3260 NOTABLE CONTRADICTION undated

Ken Calvert: Calvert's RFMA vote aligns with representation of the Palm Springs tourism economy: the district's top employer (Agua Caliente Casino Resort Spa, 1800…

Ken Calvert
1 source on file
//3259 NOTABLE CONTRADICTION undated

Ken Calvert: Calvert's pattern of voting against the Equality Act (2021) but for the Respect for Marriage Act (2022) is consistent with a strategic calculus that d…

Ken Calvert
1 source on file
//3258 NOTABLE CONTRADICTION undated

Ken Calvert: The Respect for Marriage Act vote by Calvert was consistent with his district's heavy economic dependence on Coachella Valley tourism and hospitality,…

Ken Calvert
1 source on file
//3256 NOTABLE CONTRADICTION undated

Kristen McDonald Rivet: The specific FY2026 appropriations bill carrying McDonald Rivet's $866,000 Bridgeport Fire Department grant has not been publicly identified in news r…

Kristen McDonald Rivet
1 source on file
//3249 NOTABLE CONTRADICTION undated

John James: Rep. John James's campaign receives more total itemized contributions ($6,481,831) from out-of-district individual donors than from the Securities & I…

John James
1 source on file
//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