Democracy’s Data — chapters and briefs

114 docs in four sections. Each section opens with an intro and runs in clusters: a chapter about a kind of data, then the briefs that use it. Generated from the doc files on 22 September 2026 by _lib/make-index.py — re-run it after adding a doc rather than editing this page. Click a column heading to sort (click a third time to restore reading order); type to filter. 109 of 114 docs state a source in their build script, and 83 commit a data/raw/ capture of that source exactly as it arrives.

Section
Type
Data
TypeDocTagsUpdatedData source
Front matter
intro
introduction
What data exists about American democracy, and what it says about the country
2026-09-153e—
I. Data About the Population
intro
part-1-census-bureau
One agency, three instruments, and the geography everything else is published on
2026-09-153eThe corpus itself, which is why nothing here is downloaded.
I.1 The Census and Its Products
chapter
census-sourceraw
The one thing nothing else can do, and what it cost to keep doing it
2026-09-153eU.S. Census Bureau, 2020 Census P.L. 94-171 Redistricting Data…
brief
census-accessraw
One question, a shelf of published answers, and how to say which one you mean
2026-09-153ehttps://www2.census.gov/programs-surveys/decennial/2020/data/">https://www2.census.gov/programs-surveys/decennial/2020/data/
brief
census-apiraw
Three ways into the Census Bureau, and what the catalog reveals about who the data is for
2026-09-153ehttps://api.census.gov/data/2020/dec/pl/variables.json">https://api.census.gov/data/2020/dec/pl/variables.json
brief
census-coverageraw
The census grades itself, state by state, and mostly returns a blank
2026-09-153eU.S. Census Bureau, 2020 Post-Enumeration Survey estimation reports…
brief
census-raceraw
Two questions about one person on the 2020 census form, and the two boxes people use to answer neither
2026-09-153ehttps://api.census.gov/data/key_signup.html;">https://api.census.gov/data/key_signup.html;
I.2 The Decennial Census
chapter
census-decennialraw
Seven questions asked once a decade, and the people it does not find
2026-09-153e1. THE FILE ITSELF. U.S. Census Bureau, 2020 Census P.L. 94-171…
brief
apportionmentraw
Equal proportions, the seats the 2020 census moved, and a margin smaller than the instrument
2026-09-153ehttps://www.census.gov/data/tables/2020/dec/2020-apportionment-data.html">https://www.census.gov/data/tables/2020/dec/2020-apportionment-data.html
brief
regional-shiftraw
Nobody proposed it, nobody voted on it, and no single decade announced it
2026-09-183ehttps://www2.census.gov/programs-surveys/decennial/2020/data/apportio…
brief
demographicsraw
What the 2020 census says about race, at eight scales, and why only the smallest one describes anyone
2026-09-153eEverything below is keyless and public. No Census API is used and no…
brief
overplottingraw
Every populated census block in Georgia, and the 88% of them you cannot see
2026-09-153eDerived from other chapters in this book: areal-units
I.3 The American Community Survey
chapter
census-acsraw
Three windows onto the same country, one of them closed, and a margin beside every number that has one
2026-09-153eU.S. Census Bureau, American Community Survey summary file, table…
brief
migrationraw
One question on an American survey form, the map it draws, and how much of that map is not there
2026-09-153ehttps://www2.census.gov/programs-surveys/demo/tables/geographic-mobil…
brief
chordraw
Everybody moved, almost nobody left: a year of state-to-state flows in one circle, and the grouping the circle demands
2026-09-153eDerived from other chapters in this book: apportionment, migration,…
brief
section-203
Section 203 of the Voting Rights Act, and the survey that decides who gets a ballot they can read
2026-09-153ehttps://www.census.gov/programs-surveys/decennial-census/about/voting…
I.4 Population Estimates
chapter
census-pepraw
The number you get when nobody counted, and the arithmetic that produces it
2026-09-153eU.S. Census Bureau, Population Estimates Program, county totals with…
I.5 Census Geography
chapter
census-geographyraw
Why so much data will not join
2026-09-153eCensus Bureau Gazetteer Files, 2024.…
brief
areal-unitsraw
One county's census blocks, and what moving the boxes does to the share
2026-09-153ederived/ga_block_race.csv built by build-block-race.R in this…
brief
zip-codesraw
A routing key for mail trucks, and everything it gets asked to stand for
2026-09-153eGeoNames, Postal Codes United States…
brief
zero-population-blocksraw
Building a national map of the census blocks that hold no people
2026-09-153ehttps://www2.census.gov/geo/tiger/TIGER2020/TABBLOCK20/">https://www2.census.gov/geo/tiger/TIGER2020/TABBLOCK20/
II. Survey Data
intro
part-2-surveys
Asking people, when nobody is obliged to answer
2026-09-153eThe corpus itself, which is why nothing here is downloaded.
II.1 What a Survey Can Establish
chapter
surveys-sourceraw
What no sample size will buy
2026-09-153eAmerican National Election Studies, Time Series Cumulative Data File…
brief
survey-accessraw
Free, public, and unreachable — six survey archives, two ordinary programs, and a wall that judges the program rather than the person
2026-09-153eraw/probe-2026-08-13.csv, frozen, made by probe.py. Six addresses --…
brief
age-structureraw
Who is old enough to vote, who says they voted, and sixty years of the gap between the two
2026-09-153ehttps://www2.census.gov/programs-surveys/cps/tables/time-series/">https://www2.census.gov/programs-surveys/cps/tables/time-series/
II.2 Weighting
chapter
ces-classraw
The Cooperative Election Study, the weights it applies to itself, and what a room can measure
2026-09-153eCooperative Election Study Common Content, 2024 (Data Release 2),…
brief
ces-states
Sixty thousand people, and sixty-eight Vermonters: what the largest political survey in America buys, where it runs out, and the difference between being precise and being right
2026-09-153eCooperative Election Study Common Content, 2024 (Data Release 2),…
II.3 Political Polls
brief
poll-weightingraw
One poll, five answers — 867 Florida voters, the weights that turned them into a result, and the winner that changes when you turn the dial
2026-09-153eTheUpshot/2016-upshot-siena-polls on GitHub, file…
brief
poll-simulation
Everything that goes wrong outside the sampling
2026-09-153e—
II.4 Public Opinion
chapter
anesraw
Seventy-six years of survey answers, and three columns that run backwards
2026-09-153eAmerican National Election Studies, Time Series Cumulative Data File…
brief
party-idraw
One coding decision, and the most repeated number in American politics moves by a factor of five
2026-09-153eAmerican National Election Studies, Time Series Cumulative Data File…
brief
gender-gapraw
Fifty-two years of party identification, the one number everybody quotes, and the two numbers underneath it
2026-09-153eGeneral Social Survey cumulative file, NORC at the University of…
brief
ideologyraw
A fifth of Americans decline to place themselves, and the survey invited them to
2026-09-153eAmerican National Election Studies, Time Series Cumulative Data File…
brief
partisan-economyraw
One economy, one question, and an answer that changes sign every time the White House changes party
2026-09-153eAmerican National Election Studies, Time Series Cumulative Data File…
brief
abortion-opinionraw
The most divisive issue in American politics, and whether opinion has actually moved
2026-09-153eAmerican National Election Studies, Time Series Cumulative Data File…
brief
gss-confidence
Fifty-one years of one question, and the summary that does not survive it
2026-09-153eGeneral Social Survey cumulative file, NORC at the University of…
brief
thermometers
Nobody started liking their own side more
2026-09-153eAmerican National Election Studies, Time Series Cumulative Data…
brief
perception-gapraw
Everyone guesses forty
2026-09-153ehttps://dataverse.harvard.edu/api/access/datafile/">https://dataverse.harvard.edu/api/access/datafile/
III. Administrative Data
intro
admin-records-source
Records kept to run a system, about people who never asked to be described
2026-09-153eNothing is downloaded. Every figure is read from the derived tables…
III.1 Election Returns
chapter
returns-sourceraw
Complete, official, and permanently silent about who did it
2026-09-153eEverything here is read from files the corpus already built, so the…
chapter
levels-of-aggregation
Which rung of the ladder answers which question
2026-09-153e—
brief
county-returnsraw
What it costs to assemble the file no agency publishes, and the half of the country where the answer changes
2026-09-153eTwo files that answer the same question and were assembled in…
brief
panhandle-claimraw
What the Panhandle did: a claim about race and a Republican primary, tested four ways
2026-09-153eFlorida Department of State, Division of Elections. Four files, all…
brief
electoral-map
Fifty-one rows, two inequalities, and the difference between where the votes are and where they matter
2026-09-153ehttps://github.com/jaytimm/PresElectionResults/raw/master/data/pres_b…
brief
mappingraw
One election, three thousand counties, and the difference between coloring land and counting people
2026-09-153ehttps://www2.census.gov/geo/tiger/GENZ2024/shp/cb_2024_us_county_5m.zip">https://www2.census.gov/geo/tiger/GENZ2024/shp/cb_2024_us_county_5m.zip
brief
wind-mapraw
Every county's move from 2020 to 2024, drawn as three thousand arrows
2026-09-153e, STATED PLAINLY
brief
sparklinesraw
A table that is also fifty-one charts
2026-09-153eDerived from other chapters in this book: historical-campaigns
brief
historical-campaigns
Forty-one elections in one file, and the question of whether the country was always divided this evenly
2026-09-153ehttps://github.com/jaytimm/PresElectionResults">https://github.com/jaytimm/PresElectionResults
brief
distributionsraw
Four hundred House districts drawn four ways, and an average that describes almost nothing
2026-09-153eDerived from other chapters in this book: house-competition
brief
crossoverraw
One election against the next, one office against another, and the sliver of the map that was genuinely in play
2026-09-153eDerived from other chapters in this book: 06-putting-data-together,…
brief
nationalizationraw
One election, not fifty
2026-09-153ehttps://voteview.com/static/data/out/members/HSall_members.csv">https://voteview.com/static/data/out/members/HSall_members.csv
brief
bellwetherraw
Why a county that always picks the winner predicts nothing
2026-09-153ehttps://doi.org/10.7910/DVN/DGUMFI">https://doi.org/10.7910/DVN/DGUMFI
brief
vote-targeting
North Carolina, and the assumptions inside the arithmetic
2026-09-153eNCSBE publishes precinct-level results for every general election:…
brief
ga-precinct-returnsraw
The state's own precinct file, the vote-method columns, and what counting five million ballots twice actually changed
2026-09-153e—
brief
precinct-geography
Precinct names and precinct lines drift independently, so a precinct that swung may be a precinct that moved
2026-09-153eDerived from other chapters in this book: ga-precinct-returns
brief
cast-vote-recordsraw
A congressional election recounted from the ballots themselves, and what the winner's majority is a majority of
2026-09-153eCVR…
brief
residual-votesraw
A punch card from Palm Beach County, and the one subtraction no agency performs
2026-09-153ehttps://www2.census.gov/geo/tiger/TIGER2020/COUNTY/tl_2020_us_county.zip">https://www2.census.gov/geo/tiger/TIGER2020/COUNTY/tl_2020_us_county.zip
brief
eavs
A survey the country's election offices fill in about themselves, and the empty box that decides who can be compared
2026-09-153eU.S. Election Assistance Commission, Election Administration and…
III.2 Rosters of Officeholders
chapter
rosters-source
A roster is not a return, and the gap between them is 2,344 people
2026-09-153eNothing is downloaded. Every figure is read from the derived tables…
brief
house-competitionraw
One name on the ballot, and the seventy years of House elections that made it ordinary
2026-09-153eGary C. Jacobson's House elections dataset, 1946-2014, held locally:…
brief
incumbency-advantageraw
A vote-share premium that rose for thirty years, peaked in the 1980s, and has nearly vanished since
2026-09-223eMIT Election Data and Science Lab, 2017, "U.S. House 1976-2024",…
brief
midterm-loss
A very reliable rule, and what it still cannot tell you
2026-09-153eOffice of the Historian, U.S. House of Representatives, "Party…
brief
retirementsraw
Two centuries of members leaving the House, and the one thing the record will not say
2026-09-153ehttps://voteview.com/static/data/out/members/HSall_members.csv">https://voteview.com/static/data/out/members/HSall_members.csv
brief
primary-defeats
The election that is supposed to substitute for the one nobody contests
2026-09-153eDerived from other chapters in this book: retirements
brief
primary-positionsraw
What candidates would not say, and the code that records the silence
2026-09-153eBrookings Institution, The Primaries Project. Compiled by Elaine C.…
brief
nomination-anchorsraw
The dataset that was never released, and a column that exists in none of its tables
2026-09-153eBawn, K., Brown, K., Ocampo, A. X., Patterson, S. Jr., Ray, J. L.…
brief
nomination-rules
The rule that picks the nominee, found without reading a single statute
2026-09-153eFederal Election Commission, *Federal Elections*, the biennial…
brief
careersraw
Two-thirds of the newest careers have not finished, and the arithmetic that counts them anyway
2026-09-153ehttps://voteview.com/">https://voteview.com/
III.3 Voter Files
chapter
voter-files-sourceraw
The only instrument that can tell you whether a survey is lying
2026-09-153eGeorgia: Houston County registration extract 71754 and the state's…
brief
voter-file-accessraw
Public by law, and you still cannot have it: fifty-one official pages, one downloadable statewide list
2026-09-153eTwo things, both frozen in raw/, both dated 2026-08-13:
brief
voter-filesraw
One county's file, the codes that decide which ballot you are handed, and the elections it has already forgotten
2026-09-153e, AND THEY ARE TWO. Houston County, GA registration extract 71754,…
brief
false-matches
Two people who have never met, one match key, and a purge rule built on the assumption that such a thing cannot happen
2026-09-153e1. NEW JERSEY -- the primary source, and the one that carries a FULL…
brief
disenfranchisementraw
Felony disenfranchisement, state by state, and a category that outlives the sentence
2026-09-153eUggen, Larson, Shannon & Stewart, "Locked Out 2024: Four Million…
brief
gotv
Field experiments priced the mobilization tactics campaigns buy, and the price list does not rank the way anyone assumes
2026-09-153eDonald P. Green and Alan S. Gerber, "Get Out the Vote: How to…
III.4 Roll Calls and Courts
chapter
rollcalls-sourceraw
Every vote since 1789, and no note of what most of them were about
2026-09-153eVoteview, HSall_rollcalls.csv -- every recorded vote in the House…
brief
dw-nominateraw
The widest gap since Reconstruction, and a chamber nobody redistricts
2026-09-153ehttps://voteview.com/">https://voteview.com/
brief
scdb
Nine justices, forty-five agreement rates, and a left–right line nobody put in
2026-09-153eSupreme Court Database, Washington University, 2024 release 01,…
brief
oral-argumentraw
Six defensible answers to who talks the most, and one number that turns out to be about a rule
2026-09-153eOyez, a project of Cornell's Legal Information Institute, Justia and…
brief
officeholder-ageraw
The answer depends on which row of the life table you read
2026-09-163ehttps://voteview.com/static/data/out/members/HSall_members.csv">https://voteview.com/static/data/out/members/HSall_members.csv
III.5 Campaign Finance
chapter
finance-sourceraw
The only source in this book written by the people it is about
2026-09-153eRead from files the corpus already built, so the provenance is a…
brief
campaign-financeraw
Where a campaign's money comes from, and where the record stops naming it
2026-09-153ehttps://www.fec.gov/files/bulk-downloads/2024/weball24.zip">https://www.fec.gov/files/bulk-downloads/2024/weball24.zip
brief
pie-radarraw
Two charts that hide their own data
2026-09-153eDerived from other chapters in this book: campaign-finance
brief
independent-expendituresraw
A junk filing in the federal record of political spending, and the difference between wrong and plausibly wrong
2026-09-153eFEC bulk downloads, independent expenditures, 2024 cycle:…
brief
lobbyingraw
A quarterly lobbying disclosure, and the two things the form was built not to record
2026-09-153eUnited States Senate / Clerk of the House, Lobbying Disclosure Act…
brief
finance-networkraw
The FEC publishes edges, and leaves you to decide what the nodes are
2026-09-153ehttps://www.fec.gov/files/bulk-downloads/2024/independent_expenditure…
III.6 Media and Attention
brief
media-attention
A year of Wikipedia pageviews, and what a country looking something up does not tell you
2026-09-153ehttps://wikimedia.org/api/rest_v1/#/Pageviews%20data">https://wikimedia.org/api/rest_v1/#/Pageviews%20data
brief
media-ideologyraw
375,979 shared links, 184 news domains, and the one politician holding up the right-hand end of the scale
2026-09-153e`PolShares`, the demonstration dataset shipped with the R package…
brief
streamgraphraw
Twelve series that do not share a scale
2026-09-153eDerived from other chapters in this book: media-attention
brief
campaign-visitsraw
Eight months of one campaign's travel log, and the half of America that never appears in it
2026-09-153ehttps://interactives.ap.org/embeds/ziEfd/54/">https://interactives.ap.org/embeds/ziEfd/54/
brief
follower-countsraw
Three platforms, one question, and three different Congresses
2026-09-153eraw/followers-2026-08-15.csv, frozen, made by collect.mjs. One row…
III.7 Records of Ordinary People
brief
policing
Traffic stops in one city, and a disparity that changes sign when you change the denominator
2026-09-153eU.S. Census Bureau, American Community Survey 5-year estimates, via…
brief
jury-selection
Peremptory strikes in one Mississippi district, and a pattern no single trial can show
2026-09-153eAPM Reports, "In the Dark" season 2, jury data.…
brief
redliningraw
A form filled in on the edge of Cleveland in 1939, and the ground it still describes
2026-09-153eHOLC areas, national…
brief
namesraw
The field every record about a person carries, and the three jobs it is asked to do
2026-09-153eU.S. Census Bureau, "Frequently Occurring First Names in the 2020…
IV. Putting Data Together
intro
part-6-putting-data-together
Where the interesting questions and nearly all the errors live
2026-09-153eThe corpus itself, which is why nothing here is downloaded.
IV.1 Joining Files
chapter
data-sourcesraw
County FIPS, the join that never failed — and what that actually proves
2026-09-153ehttps://github.com/tonmcg/US_County_Level_Election_Results_08-24">https://github.com/tonmcg/US_County_Level_Election_Results_08-24
IV.2 Survey Meets Record
brief
validated-turnout
Counted ballots against what people said they did, 1964-2024
2026-09-153e1. U.S. Census Bureau, Current Population Survey, Voting and…
IV.3 Race Inference
brief
surnamesraw
A federal table of names, a county, and one line of arithmetic that decides who counts as a Black voter
2026-09-153ehttps://www2.census.gov/topics/genealogy/2010surnames/names.zip">https://www2.census.gov/topics/genealogy/2010surnames/names.zip
brief
bisg-checkraw
BISG checked against the truth, on forty-six thousand Georgia voters
2026-09-153eHouston County, GA voter registration and the geocoded block…
brief
uncertaintyraw
One surname model scored 49,771 times, and a tight interval around a number that describes nobody
2026-09-153eDerived from other chapters in this book: bisg-check
brief
rpv
A Georgia county where the inference can be checked against the ballots
2026-09-153eHouston County, GA voter registration (extract 71754), the state's…
IV.4 Districts
brief
neutral-mapsraw
Five Thousand Maps Nobody Drew
2026-09-153eThe ALARM Project's 50-State Redistricting Simulations, Harvard…
brief
mid-decaderaw
The Same Votes, Redrawn: Texas in 2025, Florida in 2026
2026-09-153ehttps://www2.census.gov/geo/docs/reference/cenpop2020/">https://www2.census.gov/geo/docs/reference/cenpop2020/
brief
redistrictingraw
Three bias statistics on one column of numbers, and the states where they disagree
2026-09-153ehttps://github.com/jaytimm/PresElectionResults">https://github.com/jaytimm/PresElectionResults
brief
vote-dilution
Two legal tests, run on the census blocks of one Georgia county
2026-09-153e----------------------------------------------
brief
sweet-spotraw
Six defensible answers, and what happens between packing and cracking
2026-09-153ehttps://www2.census.gov/programs-surveys/decennial/rdo/datasets/">https://www2.census.gov/programs-surveys/decennial/rdo/datasets/
IV.5 Forecasting
brief
models-markets
746 resolved prediction markets, and what it takes to grade a forecast
2026-09-153ehttps://gamma-api.polymarket.com/markets?closed=true&order=volumeNum">https://gamma-api.polymarket.com/markets?closed=true&order=volumeNum
brief
seat-forecastraw
A working model of November 2026, and the one number in it that nobody measured
2026-09-153e1. Wikipedia, "2026 United States House of Representatives…
brief
senate-2026raw
Thirty-five races, rated in August, and a number you cannot revise in November
2026-09-153ehttps://en.wikipedia.org/w/api.php?action=parse&page=">https://en.wikipedia.org/w/api.php?action=parse&page=
brief
election-night
The 2026 Senate map, and how to tell a real shift from the order of the count
2026-09-153ehttps://unitedstates.github.io/congress-legislators/legislators-curre…
IV.6 Proxies and Indices
brief
turnout-denominatorraw
One numerator, two denominators, and a thirty-year decline that is not in the data
2026-09-153ehttps://www.jstor.org/stable/3117725">https://www.jstor.org/stable/3117725
brief
cost-of-votingraw
Fifty-six election laws compressed into one number, and the decisions that decide what it says
2026-09-153ehttps://costofvotingindex.com">https://costofvotingindex.com
brief
whole-foods-cracker-barrelraw
The metric replicates to within a point, and then does not survive being asked about people
2026-09-153eOpenStreetMap contributors, United States objects tagged with the…
brief
rank-sizeraw
The same curve, six times — and how much you leave out before it becomes a law
2026-09-153e—