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Data sources

An overview of the historical data used for training models, and the recent data used for scoring current contests.

Media content

For tracking the volume and sentiment of media coverage about candidates

Aylien

Description
Online news articles from local, regional, and national sources with related metadata on the source, author(s), related articles, relevant entities, keywords, and sentiment
Data Range
2010 to present
Scope
283 million articles from 292,000 outlets
Update Interval
Hourly

Critical Mention

Description
Transcripts, audio, and video for local and national television and radio stations, as well as associated metadata related to viewership, advertisement cost, and sentiment
Data Range
2015 to present
Scope
2 billion minutes of content from 2,300 channels
Update Interval
Hourly

Google Custom Search API

Description
Search result counts and result summaries matching specific queries
Data Range
2011 to present
Scope
1.8 million daily result counts
Update Interval
Daily

Campaign finance

For tracking candidate fundraising totals, fundraising trends over time, and demographics of contributors

Open Secrets

Description
Itemized contributions for candidate campaigns, political action committees, and ballot measure committees at the state, local, and federal levels
Data Range
2010 to present
Scope
56 million itemized contributions
Update Interval
Weekly

Alaska Secretary of State

Description
Itemized contributions and reports for Alaska campaign committees
Data Range
2018 to present
Scope
437,000 contribution records
Update Interval
Weekly

Cal-Access

Description
Itemized contributions and reports for California campaign committees
Data Range
1996 to present
Scope
11 million contribution records
Update Interval
Weekly

City of Albuquerque, NM

Description
Itemized contributions and reports for local campaign committees in Albuquerque, NM
Data Range
Current only
Scope
14,000 contribution records
Update Interval
Weekly

City of Detroit, MI

Description
Itemized contributions and reports for local campaign committees in Detroit, MI
Data Range
Current only
Scope
17,000 contribution records
Update Interval
Weekly

City of Miami, FL

Description
Itemized contributions and reports for local campaign committees in Miami, FL
Data Range
Current only
Scope
11,000 contribution records
Update Interval
Weekly

City of New York, NY

Description
Itemized contributions and reports for local campaign committees in New York City
Data Range
Current only
Scope
511,000 contribution records
Update Interval
Weekly

Colorado Secretary of State

Description
Itemized contributions and reports for CO campaign committees
Data Range
2020 to present
Scope
906,000 contribution records
Update Interval
Weekly

Delaware Secretary of State

Description
Itemized contributions and reports for California campaign committees
Data Range
2008 to present
Scope
166,000 contribution records
Update Interval
Weekly

Florida Department of State

Description
Itemized contributions and reports for Florida campaign committees
Data Range
2020 to present
Scope
909,000 contribution records
Update Interval
Weekly

Illinois Secretary of State

Description
Itemized contributions and reports for Illinois campaign committees
Data Range
2008 to present
Scope
4.3 million contribution records
Update Interval
Weekly

Indiana Secretary of State

Description
Itemized contributions and reports for Indiana campaign committees
Data Range
2020 to present
Scope
1.5 million contribution records
Update Interval
Weekly

Kentucky Registry of Election Finance

Description
Itemized contributions and reports for Kentucky campaign committees
Data Range
2020 to present
Scope
359,000 contribution records
Update Interval
Weekly

Louisiana Board of Elections

Description
Itemized contributions and reports for Louisiana campaign committees
Data Range
2020 to present
Scope
133,000 contribution records
Update Interval
Weekly

Massachusetts Office of Campaign & Political Finance

Description
Itemized contributions and reports for Massachusetts campaign committees
Data Range
2018 to present
Scope
748,000 contribution records
Update Interval
Weekly

Maryland Secretary of State

Description
Itemized contributions and reports for Maryland campaign committees
Data Range
2014 to present
Scope
478,000 contribution records
Update Interval
Weekly

Michigan Secretary of State

Description
Itemized contributions and reports for Michigan campaign committees
Data Range
2008 to present
Scope
15 million contribution records
Update Interval
Weekly

Missouri Ethics Commission

Description
Itemized contributions and reports for Missouri campaign committees
Data Range
2018 to present
Scope
136,000 contribution records
Update Interval
Weekly

North Carolina State Board of Elections

Description
Itemized contributions and reports for North Carolina campaign committees
Data Range
2018 to present
Scope
1 million contribution records
Update Interval
Weekly

New Jersey Election Law Enforcement Commission

Description
Itemized contributions and reports for New Jersey campaign committees
Data Range
2020 to present
Scope
180,000 contribution records
Update Interval
Weekly

New Hampshire Secretary of State

Description
Itemized contributions and reports for New Hampshire campaign committees
Data Range
2014 to present
Scope
67,000 contribution records
Update Interval
Weekly

New York Secretary of State

Description
Itemized contributions and reports for New York campaign committees
Data Range
1999 to present
Scope
14.8 million contribution records
Update Interval
Weekly

Oklahoma Ethics Commission

Description
Itemized contributions and reports for Oklahoma campaign committees
Data Range
Current only
Scope
167,000 contribution records
Update Interval
Weekly

Oregon Secretary of State

Description
Itemized contributions and reports for Oregon campaign committees
Data Range
2020 to present
Scope
223,000 contribution records
Update Interval
Weekly

Pennsylvania Secretary of State

Description
Itemized contributions and reports for Pennsylvania campaign committees
Data Range
2000 to present
Scope
53.8 million contribution records
Update Interval
Weekly

Texas Ethics Commission

Description
Itemized contributions and reports for Texas campaign committees
Data Range
2000 to present
Scope
6.4 million contribution records
Update Interval
Weekly

Virginia Department of Elections

Description
Itemized contributions and reports for Virginia campaign committees
Data Range
2020 to present
Scope
194,000 contribution records
Update Interval
Weekly

Washington Open Data

Description
Itemized contributions, reports, and independent expenditures for state, local, and federal Washington-based campaign committees
Data Range
2008 to present
Scope
2.2 million contribution and expenditure records
Update Interval
Weekly

Election results

The main "source of truth" for how historical campaign activity translates to the actual outcome of an election

Open Elections

Description
Precinct-level, candidate-specific election results scraped for selected primary and general elections in selected states (assembled opportunistically by open source volunteers)
Data Range
2000 to 2018
Scope
13.4 million precinct-level results
Update Interval
Archive only

Statewide Database

Description
Block-level, candidate-specific election results in California for all state and federal non-special primary and general elections
Data Range
2012 to 2020
Scope
54.4 million block-level results
Update Interval
Biannual

MIT Elections Lab

Description
Precinct-level, candidate-specific election results
Data Range
2012 to 2020
Scope
34.2 million precinct-level results
Update Interval
Monthly

Voting and Election Science Team

Description
Precinct-level, candidate-specific election results
Data Range
2012 to 2020
Scope
9.6 million precinct-level results
Update Interval
Monthly

Washington Secretary of State

Description
Precinct-level, candidate-specific election results in Washington
Data Range
2012 to 2020
Scope
35.3 million precinct-level results
Update Interval
Quarterly

Voter traits

Potential voters are scored using our trained models and the traits from these sources

TargetSmart VoterBase

Description
Voter file data, consumer data, and modeled traits for the U.S. adult population
Data Range
Current only
Scope
260 million records
Update Interval
Monthly

U.S. Census American Community Survey

Description
Annual population trait records at the Census Tract level, used to model population changes over time and estimate the traits of historic voters
Data Range
2010 to 2021
Scope
4.6 million records
Update Interval
Annually

Candidate traits

For helping to interpret the results of past elections, and applying models to current elections

Open Secrets

Description
Candidate and committee details for state and federal campaigns
Data Range
2010 to present
Scope
152,000 unique campaign committees
Update Interval
Weekly

Reflective Democracy Project

Description
Demographics (e.g., race, age, and sex) for federal, state, and local candidates (collected through voter file matches and manual labeling)
Data Range
2012 to 2020
Scope
83,875 federal, state, and local candidate records
Update Interval
Annual

Ballotpedia

Description
Candidate details for federal, state, and local campaigns
Data Range
2018 to present
Scope
115,000 federal, state, and local candidate records
Update Interval
Weekly

BallotReady

Description
Candidate details for federal, state, and local campaigns
Data Range
2022 to present
Scope
136,000 federal, state, and local candidate records
Update Interval
Weekly