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index.Rmd
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index.Rmd
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---
title: ""
output: html_document
css: style.css
---
# Datasets {.tabset}
## By Field {.tabset}
### Audiovisual
[Cat Meows (given different context)](https://zenodo.org/record/4008297)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-06-30-edition/)</font>
```
Dataset with 440 recordings from 2019 study at University of Milan.
```
[Elephant Listening Project](https://elephantlisteningproject.org/congo-soundscapes-public-database/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-04-14-edition/)</font>
```
Dataset of forest elephant movements from 50 locations.
```
[Night light](https://figshare.com/articles/Harmonization_of_DMSP_and_VIIRS_nighttime_light_data_from_1992-2018_at_the_global_scale/9828827/2)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-02-10-edition/)</font>
```
Dataset of light visible on Earth at night (1992 to present). From Defense Meterological Satellite Program and then Visible Infrared Imaging Radiometer Suite.
```
### GIS (geospatial, maps)
[Building footprints](https://sites.research.google/open-buildings/)
<font size="1">- [Africa](https://ai.googleblog.com/2021/07/mapping-africas-buildings-with.html)</font>
<font size="1">- [Canada](https://github.com/Microsoft/CanadianBuildingFootprints)</font>
<font size="1">- [New Zealand](https://medium.com/on-location/an-open-building-outlines-dataset-for-new-zealand-eef8b558ef7a)</font>
<font size="1">- [U.S.](https://github.com/Microsoft/USBuildingFootprints)</font>
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-08-25-edition/)</font>
```
Dataset of building footprints in Africa, Canada, N.Z., U.S.
```
[Coal mines (India)](https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/TDEK8O)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-01-20-edition/)</font>
```
Dataset of coal mines in India.
```
[Commuting zones](https://data.humdata.org/dataset/commuting-zones)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2022-01-19-edition/)</font>
```
USDA Economic Research Service, Meta and other groups develop commuting zones to group counties.
```
[Drought Monitor data in the U.S.](https://droughtmonitor.unl.edu/Data.aspx)
```
Dataset of drought intensity through the U.S.: geospatial, timeseries, etc.
```
[Historic Philadelphia 1791 Directory & Census](https://repository.upenn.edu/mead/45/)
```
Dataset with 1791 directory, tax records, and various details in Philadelphia.
```
[Historical dataset of the Global Environment](https://www.pbl.nl/en/image/links/hyde)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-05-05-edition/)</font>
```
Database of historical land use estimates. By Netherlands Environmental Assessment Agency.
```
[Interments - Fair Hill Burial Ground](https://repository.upenn.edu/mead/31/)
```
Dataset with interments from 1843 to 1981 in Fair Hill, Philadelphia and plot information.
```
[Lightning Strokes per year (2010-2020)](https://zenodo.org/record/4882792)
```
Dataset of lightning strokes per km2 on daily/monthly frequencies. From World Wide Lightning Location Network.
```
[Migrant deaths in Arizona, 1990s to present](https://humaneborders.info/app/map.asp)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-07-14-edition/)</font>
```
Dataset of migrant deaths in Arizona, including details about the individual, location, date found, etc.
```
[Moon geologic map](https://astrogeology.usgs.gov/search/map/Moon/Geology/Unified_Geologic_Map_of_the_Moon_GIS_v2)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-12-08-edition/)</font>
```
Geologic map of the moon
```
[New York City languages](https://languagemap.nyc/Data)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-04-21-edition/)</font>
```
Dataset of languages across neighborhoods in New York City.
```
[Population density in the U.S.](https://dataforgood.fb.com/tools/population-density-maps/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-03-31-edition/)</font>
```
Dataset of population density developed using ML, satellite imagery, and population data.
```
[Refugee Settlement Data in US from 1975 to 2008](https://www.refugeeresettlementdata.com/data.html)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-07-14-edition/)</font>
```
Dataset with person-level (anonymized) data on 2.5M+ refugees to the U.S. between 1975 and 2008.
```
[Roadkill data from Tropical Andes](https://datadryad.org/stash/dataset/doi:10.5061/dryad.xwdbrv1cp)
```
Dataset of 7.2km road survey. Roadkill data from Tropical Andes.
```
[Street Clock Dataset in Seattle](https://figshare.com/articles/dataset/Seattle_Street_Clock_Database/1455478)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-08-11-edition/)</font>
```
Dataset of street clocks in Seattle and their location.
```
[Water access points (Africa, etc.)](https://www.waterpointdata.org/access-data/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-04-28-edition/)</font>
```
Dataset of water access points throughout Africa and various countries.
```
### NLP
[A/B headline testing](https://osf.io/jd64p/)
<font size="1">- [Data Dictionary](https://upworthy.natematias.com/about-the-archive)</font>
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-08-18-edition/)</font>
```
Dataset of A/B headlines by Upworthy from 2013 to 2015.
```
[Congressional newsletters](https://www.lindseycormack.com/dcinbox-data-downloads)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-03-03-edition/)</font>
```
Dataset of congressional e-newsletters for sitting members of U.S. House and Senate.
```
[Corporate risk talk](https://www.firmlevelrisk.com/download)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-01-27-edition/)</font>
```
Dataset from textual analysis of 11 firms in 81 countries and various themes of exposure, risk, and sentiment.
```
[Etymological Wordnet](http://etym.org/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-06-16-edition/)</font>
```
Dataset providing semi-structured data relationships of words across different languages.
```
[GDELT](https://www.gdeltproject.org/)
<font size="1">-</font>
```
Dataset providing large newspaper texts pulled by Google.
```
[Loanwords](https://wold.clld.org/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2022-02-02-edition/)</font>
```
World Loanword Database includes 1k+ words loaned between languages.
```
[News quotations](https://zenodo.org/record/4277311)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-03-17-edition/)</font>
```
Dataset of quotations in English news articles from 2008 to 2020.
```
[Research article n-grams](https://archive.org/details/GeneralIndex)
<font size="1">- Tool: [Yake (Python)](https://pypi.org/project/yake/)</font><br/>
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-12-01-edition/)</font>
```
General Index derives 355 billion n-grams from 107M+ journal articles.
```
[Website data (Common Crawl)](https://commoncrawl.org/2021/03/february-march-2021-crawl-archive-now-available/)
<font size="1">- [Web Data Commons supplementary data](http://webdatacommons.org/structureddata/schemaorgtables/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-04-21-edition/)</font>
```
Datasets of 2.7B pages on the web. Includes almost 300M rows of information extracted from the website using schema markup.
```
[Wordle corpus](https://docs.google.com/spreadsheets/d/1KR5lsyI60J1Ek6YgJRU2hKsk4iAOWvlPLUWjAZ6m8sg/edit#gid=0)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2022-01-19-edition/)</font>
```
Dataset of 2.3k Wordle words.
```
### Time Series
[Recreation.gov Reservations](https://ridb.recreation.gov/download)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-11-10-edition/)</font>
```
Large datasets of reservations made on RIDB/Recreation.gov between 2006 to present.
```
[Philadelphia Post Office Records (1748-52)](https://repository.upenn.edu/mead/29/)
```
Dataset of mail sent from 1748 to 1752. Names, addresses, weight, fee.
```
[Wikimedia data dumps](https://dumps.wikimedia.org/other/pageviews/)
```
Dataset of data relating to wikipedia statistics. See [FAQ for wmflabs](https://pageviews.wmcloud.org/faq/). R has a function that does this [Wikipediatrend](https://cran.r-project.org/web/packages/wikipediatrend/index.html).
```
## By Topic {.tabset}
### Art
[da Vinci](https://thevisualagency.com/about/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-01-27-edition/)</font>
```
Dataset on drawings and text by Leonardo da Vinci.
```
[Werner's Nomenclature of Colors](https://docs.google.com/spreadsheets/d/10w7UebIDqN6ChEpBwLDQmAgVZZhLtKvnrLeNnBjJmsc/edit)
<font size="1">- Guidebook: [archive.org](https://archive.org/details/gri_c00033125012743312)</font>
<font size="1">- Wiki: [link](https://en.wikipedia.org/wiki/Werner%27s_Nomenclature_of_Colours)</font>
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-11-17-edition/)</font>
```
U.S. Geological Survey (USGS) National Minerals Information Center dataset about mineral production, by state in U.S., country, and commodity.
```
### Business
[CEO dismissals](https://zenodo.org/record/4618103)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-04-21-edition/)</font>
```
Dataset on 1.4k+ CEO dismissals from 1992-2018.
```
[CEO economic ideologies](https://github.com/bastianherre/global-leader-ideologies)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-12-29-edition/)</font>
```
Global Leader Ideologies, a dataset from 1945 to 2020, on the economic ideologies of chief executives.
```
[Terms of Service](https://github.com/ambanum/CGUs-versions/releases)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-01-20-edition/)</font>
```
Dataset of Terms of Service documents across 170+ websites, apps, etc.
```
### Census
[Employer-Household Dynamics](https://lehd.ces.census.gov/data/)
<font size="1">[Veteran case study](https://lehd.ces.census.gov/data/veo_experimental.html)</font>
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-05-26-edition/)</font>
```
Dataset on job flow metrics that track worker's movements between areas.
```
[Erasmus exchange](https://data.europa.eu/data/datasets?locale=en&catalog=eac&query=erasmus&page=1&sort=issued%2Bdesc,%20relevance%2Bdesc,%20title.en%2Basc)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2022-02-09-edition/)</font>
```
Dataset on the movement of students, staff, trainees in the European Union as part of the Erasmus+ exchange program.
```
[Immigrant populations in 1900](https://github.com/stacker-media/data/blob/main/1900-census-immigrant-state/1900-census-immigrant-pop-state.csv)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2022-02-02-edition/)</font>
```
Dataset of immigrant populations in 1900 for each state/territory.
```
### Civic Services
[Animal Rescues in London](https://data.london.gov.uk/dataset/animal-rescue-incidents-attended-by-lfb)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-06-16-edition/)</font>
```
Dataset of animal rescues in London from 2009 to present.
```
[Fire data from UK](https://www.gov.uk/government/statistical-data-sets/fire-statistics-data-tables)
- [related article](http://nymag.com/selectall/2015/11/jamie-olivers-bad-idea-is-still-starting-fires.html)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2018-02-14-edition/)</font>
```
Dataset of various fire related datasets in UK.
```
[Foreign labor requests](https://www.dol.gov/agencies/eta/foreign-labor/performance)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-04-28-edition/)</font>
```
Dataset of foreign labor requests through the Department of Labor (DOL).
```
[NYC housing lottery](https://github.com/thecityny/housing-lottery-data)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-03-24-edition/)</font>
```
Data on NYC housing lottery from 2014 to 2019.
```
[TSA Throughput](https://github.com/mikelor/TsaThroughput)
<font size="1">- [FOIA PDFs](https://www.tsa.gov/foia/readingroom)</font>
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-05-12-edition/)</font>
```
Data on U.S. Transportation Security Administration (TSA) monthly statistics on throughput rates.
```
### COVID-19
[Alcohol policies during COVID](https://alcoholpolicy.niaaa.nih.gov/resource/covid-19/98)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-12-08-edition/)</font>
```
Restrictions on alcohol/bar, etc. by state during the pandemic, from January 2020 to September 2021.
```
[Bank policies during COVID](https://www.bis.org/publ/work934.htm)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-04-14-edition/)</font>
```
Dataset of a number of announcements made by banks throughout the pandemic.
```
[Case surveillance data in the U.S.](https://data.cdc.gov/Case-Surveillance/COVID-19-Case-Surveillance-Public-Use-Data-with-Ge/n8mc-b4w4)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-03-31-edition/)</font>
```
Dataset of case surveillance data that is de-identified. Accounting for ~70% of official case count. Published by CDC.
```
[City restrictions in London (March 2020+)](https://data.london.gov.uk/dataset/covid-19-restrictions-timeseries)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-04-14-edition/)</font>
```
Dataset of COVID restrictions in London as time series.
```
[COVID variants](https://github.com/USATODAY/covid-variants/)
<font size="1">- [Outbreak.info](https://outbreak.info/situation-reports)</font>
<font size="1">- [GISAID](https://www.gisaid.org/)</font>
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-03-10-edition/)</font>
```
Dataset of SARS-CoV-2 variants
```
[Eviction laws in states](https://www.lsc.gov/initiatives/effect-state-local-laws-evictions/lsc-eviction-laws-database)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-08-11-edition/)</font>
```
Dataset of eviction laws by state/local regions. By Legal Services Corporation and Temple University.
```
[Flights during COVID](https://zenodo.org/record/4419082)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-01-27-edition/)</font>
```
Dataset of flights observed during COVID. From OpenSky Network.
```
[Household Pulse Survey](https://www.census.gov/programs-surveys/household-pulse-survey.html)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-04-14-edition/)</font>
```
Dataset of survey of 2M from April 2020 on COVID-19 and how it affects households.
```
[Incarceration infections, deaths, testing](https://github.com/nytimes/covid-19-data/tree/master/prisons)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-04-21-edition/)</font>
```
Dataset of 2,000+ prison facilities and their COVID-19 information (infections, deaths, testing).
```
[News layoffs during COVID](https://www.cjr.org/widescreen/covid-cutback-tracker.php)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-12-29-edition/)</font>
```
Data on layoffs in news organizations between March 2020 and August 2021.
```
[Prisons in Europe](https://github.com/dw-data/covid-prisons)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-12-22-edition/)</font>
```
Details on COVID-19 deaths, tests, etc. of prisoners and prison staff in Europe.
```
[School enrollment in 2019 and 2020](https://purl.stanford.edu/zf406jp4427)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-08-11-edition/)</font>
```
Dataset by Stanford University to compile enrollment figures across ~70,000 public schools across all 50 states.
```
[Vaccine availability in California](https://www.vaccinateca.com/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-03-03-edition/)</font>
```
Dataset of vaccine availability across vaccination sites in California.
```
[Vaccination registry (Brazil)](https://opendatasus.saude.gov.br/en/dataset/covid-19-vacinacao)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-03-17-edition/)</font>
```
Dataset of vaccination registry in Brazil.
```
[Vaccinations by County/State](https://data.cdc.gov/Vaccinations/COVID-19-Vaccinations-in-the-United-States-County/8xkx-amqh)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-06-09-edition/)</font>
```
Dataset by county for COVID-19 vaccinations, by CDC.
```
[Vaccinations in Switzerland/Argentina, etc.](https://github.com/sociepy/covid19-vaccination-subnational)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-02-10-edition/)</font>
```
Dataset of vaccinations in Switzerland and Argentina.
```
### Crime
[Capitol siege cases](https://extremism.gwu.edu/Capitol-Hill-Cases)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-01-20-edition/)</font>
```
Dataset on people charged for Capitol siege on January 6, 2021.
```
[Civil asset forfeiture (by police)](https://ij.org/report/policing-for-profit-3/policing-for-profit-data/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2022-01-05-edition/)</font>
```
Institute for Justice's Policing for Profit reports the property forfeited by police across dozens of states.
```
[Eastern State Penitentiary admissions](https://repository.upenn.edu/mead/22/)
```
Dataset with raw text for admissions information and data on age and admission date of prisoners.
```
[Deaths Behind Bars: Louisiana](https://www.incarcerationtransparency.org/?page_id=1425)
<font size="1">- Further reading: [New Yorker](https://www.newyorker.com/magazine/2021/08/23/a-fight-to-expose-the-hidden-human-costs-of-incarceration)</font>
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-08-18-edition/)</font>
```
Dataset on decedents: age, cause of death, year of death, and metadata about the individuals. Data from 2015 to 2019, mostly.
```
[Demonstrations and political violence](https://acleddata.com/special-projects/us-crisis-monitor/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-01-20-edition/)</font>
```
Dataset of 20,000+ protests, violent demonstrations, riots, etc. since April 2020.
```
[Domestic terrorism](https://github.com/wpinvestigative/csis_domestic_terrorism)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-04-21-edition/)</font>
```
Dataset of domestic terrorism plots/attacks. The data is not a full dataset. By Center for Strategic and International Studies.
```
[Hate group census (2020-present)](https://www.splcenter.org/hate-map)
```
Dataset on hate groups collated by the Southern Poverty Law Center.
```
[Mass shootings](https://www.theviolenceproject.org/mass-shooter-database/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-03-24-edition/)</font>
```
Dataset of public mass shootings in the U.S. with extensive details from 1966 to 2020.
```
[Persons of Interest](https://opensanctions.org/docs/usage/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-09-08-edition/)</font>
```
Dataset of persons and companies of political, criminal, or economic interest.
```
Police misconduct complaints
<font size="1">- [NYPD (1994-2021)](https://github.com/new-york-civil-liberties-union/NYPD-Misconduct-Complaint-Database-Updated) - [more](https://nyclu.org/nypdrecords)</font>
<font size="1">- [Philadelphia (2016-present)](https://www.opendataphilly.org/dataset/police-complaints)</font>
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-06-02-edition/)</font>
```
Datasets of police misconduct complaints.
```
[Police misconduct settlements](https://github.com/fivethirtyeight/police-settlements)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-03-03-edition/)</font>
```
Datasets of police misconduct settlements from 31/50 cities. From FiveThirtyEight.
```
[Private prisons](https://www.annagunderson.com/data/private-prisons)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-02-03-edition/)</font>
```
Datasets of private prisons from 2016 to present.
```
[Sewage data, city](https://github.com/biobotanalytics/covid19-wastewater-data)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2022-01-26-edition/)</font>
```
Biobot Analytics's weekly estimates of COVID-19 in wastewater in 31 communities.
```
### Cyber
[.gov domains](https://github.com/GSA/data/tree/master/dotgov-domains)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-01-27-edition/)</font>
```
Datasets of all registered .gov domains
```
[HTTPS](https://github.com/duckduckgo/smarter-encryption)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2022-02-09-edition/)</font>
```
DuckDuckGo Smarter Encryption project's dataset on the 31M+ websites with https internet encryption.
```
[Tech support scams](https://github.com/choozn/PopupDB-Data/) [(full data)](https://popupdb.org/downloads)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2022-01-19-edition/)</font>
```
PopUpDB Project's datasets on 11k+ popups.
```
[Web trackers](https://github.com/duckduckgo/tracker-radar)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-02-03-edition/)</font>
```
Datasets of 36k+ third-party domains and associated web trackers. From DuckDuckGo.
```
[Zero day vulnerabilities](https://docs.google.com/spreadsheets/d/1lkNJ0uQwbeC1ZTRrxdtuPLCIl7mlUreoKfSIgajnSyY/view#gid=0)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-12-15-edition/)</font>
```
Google's Project Zero with 200 entries going back to 2014.
```
### Economics
[Banking cris intervention](https://som.yale.edu/faculty-research-centers/centers-initiatives/program-on-financial-stability/metrick-schmelzing-paper-and-database)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-12-01-edition/)</font>
```
800+ banking crises and interventions from 1257 to 2019 with descriptions of type of crisis.
```
[Coins in French wallets](https://data.mendeley.com/datasets/f257j67ym6)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-05-26-edition/)</font>
```
Dataset of coins in French wallets from 2002 to 2011. Sampled 22.5k people. From Euro Spatial Diffusion Observatory.
```
[Collective bargaining](https://www.fmcs.gov/resources/documents-and-data/#tab-d3d7f5344cef9bab4d3)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2022-01-26-edition/)</font>
```
U.S. Federal Mediation and Concilation Service's survey via Form F-7, when employees and employers modify or end collectively bargained contracts.
```
[Economics papers dataset](https://github.com/bldavies/nberwp)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-07-14-edition/)</font>
```
Dataset of 29k+ articles by the National Bureau of Economic Research (NBER).
```
[Foreign commerce interventions](https://www.globaltradealert.org/data_extraction)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2022-01-19-edition/)</font>
```
Dataset of 33k+ interventions (subsidies, export quotas, tariffs, etc.) placed on foreign countries.
```
[Pension plans](https://publicplansdata.org/public-plans-database/download-full-data-set/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2022-01-12-edition/)</font>
```
Public Plans Data's datasets about pension plans over two decades.
```
[Personal income](https://apps.bea.gov/regional/downloadzip.cfm)
<font size="1">- Article: [article](https://www.bea.gov/news/2021/personal-income-county-and-metropolitan-area-2020)</font><br/>
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-12-01-edition/)</font>
```
U.S. Bureau of Economic Analysis has county-level estimates of personal income from 1969 to 2020.
```
### Education
[Law school statistics](https://www.abarequireddisclosures.org/Disclosure509.aspx)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-05-12-edition/)</font>
```
Dataset of tuition, financial aid, demographics, etc. on law schools (PDF/spreadsheets). From American Bar Association.
```
[Standardized testing trends for grades 3-8](https://edopportunity.org/about/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-06-16-edition/)</font>
```
Datasets of standardized testing trends across U.S. schools, including Native American. By Stanford University.
```
### Energy
[Alternative energy corridors](https://data-usdot.opendata.arcgis.com/datasets/alternative-fuel-corridors/explore)
<font size="1">- [Other datasets](https://data-usdot.opendata.arcgis.com/datasets/alternative-fueling-stations-1/explore)</font>
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-09-01-edition/)</font>
```
Dataset of alternative fuel corridors in the U.S.
```
[Food-related GHG emissions](https://www.nature.com/articles/s43016-021-00225-9)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-03-24-edition/)</font>
```
Dataset of food-related greenhouse gas (GHG) emissions from 1990 to 2015.
```
[Wind turbines](https://eerscmap.usgs.gov/uswtdb/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-09-01-edition/)</font>
```
Dataset of wind turbines offshore from 14 countries between 2015-2019.
```
### Entertainment
[Board Game Ratings](https://boardgamegeek.com/wiki/page/BGG_XML_API2)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2022-02-09-edition/)</font>
```
BoardGameGeek's 1M+ dataset on board game ratings.
```
### Food
[Agricultural census](https://quickstats.nass.usda.gov/?source_desc=CENSUS)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2015-12-23-edition/)</font>
```
Census of agricultura commodities provided by USDA.
```
[Chocolate bar reviews](http://flavorsofcacao.com/chocolate_database.html)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2022-01-12-edition/)</font>
```
Manhattan Chocolate Society's 2.5k+ reviews of chocolate bars and details on each chocolate.
```
[NYPL Menus](http://menus.nypl.org/data)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2015-11-25-edition/)</font>
```
Dataset of menus provided by the New York Public Library from 1850s to present.
```
[Salmonella DNA](https://www.ncbi.nlm.nih.gov/pathogens/pathogens_help/#data-retrieval)
<font size="1">- Article: [ProPublica](https://www.propublica.org/article/how-propublica-used-genomic-sequencing-data-to-track-an-ongoing-salmonella-outbreak)</font>
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-11-17-edition/)</font>
```
Salmonella DNA dataset, bioinformatics and analyzing salmonella DNA data, from National Center for Biotechnology Information.
```
### Government/Politics
[2020 Election Map (hyperlocal)](https://github.com/TheUpshot/presidential-precinct-map-2020)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-02-10-edition/)</font>
```
Dataset of hyperlocal results in Biden/Trump 2020 election.
```
[Congressional districts (historical)](https://osf.io/mjvkb/)
- [Constituency-Level Elections Archive](http://www.electiondataarchive.org/index.html)
- [article](https://www.nature.com/articles/sdata2017108)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2018-02-14-edition/)</font>
```
Dataset of historical congressional districts in U.S.
```
[Congressional newsletters](https://www.lindseycormack.com/dcinbox-data-downloads)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-03-03-edition/)</font>
```
Dataset of congressional e-newsletters for sitting members of U.S. House and Senate.
```
[Congressional scandals (1980-2010)](https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/BID3QM)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-04-28-edition/)</font>
```
Dataset of congressional scandals and votes/donors responses between 1980 and 2010.
```
[Corpus of political emails (2020)](https://electionemails2020.org/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-06-23-edition/)</font>
```
Dataset of 2020 election emails by Princeton. Requires request for access.
```
[Corpus of political emails (2nd)](https://createsend.com/t/t-97F63A7D578A8F0B2540EF23F30FEDED) [(link 2)](https://political-emails.herokuapp.com/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2022-01-19-edition/)</font>
```
More political emails; 100k+ political emails sent to an email.
```
[Electoral system design (Parliament)](https://www.idea.int/data-tools/data/electoral-system-design)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-03-10-edition/)</font>
```
Dataset of lower-house parliamentarians across 1.3k+ elections in 200+ countries.
```
[Foreign ministers](http://www.stanceatlund.org/foreign-minister-dataset.html)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-02-24-edition/)</font>
```
Dataset of foreign ministers between 1789 and 2010s.
```
[House committee witnesses](https://www.rmc.edu/departments/political-science/faculty/lauren-bell/dataset-information)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2022-02-02-edition/)</font>
```
Dataset of 435k+ people who testified before the U.S. House of Representatives betwee n 1971 and 2016.
```
[Infrastructure spending](https://www.bea.gov/research/papers/2020/measuring-infrastructure-bureau-economic-analysis-national-economic-accounts)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-03-24-edition/)</font>
```
Dataset of basic, social, digital infrastructure investment from 1947-2017. From U.S. Bureau of Economic Analysis (BEA).
```
[Legislator stock trades](https://contributor.housestockwatcher.com/)
<font size="1">- [Senate](https://senatestockwatcher.com/) and [House](https://housestockwatcher.com/)</font>
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-08-25-edition/)</font>
[Lobbyist meetings in Britain (2012-present)](https://openaccess.transparency.org.uk/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-06-02-edition/)</font>
```
Dataset of meetings between lobbyists and government ministers from 2012 to present.
```
[NYC Constituent Inquiries (2015-present)](https://data.cityofnewyork.us/City-Government/NYC-Council-Constituent-Services/9hzi-kbqb)
<font size="1">- Analysis by [The City](https://www.thecity.nyc/2021/6/15/22536020/nyc-city-council-constituent-service)</font>
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-06-23-edition/)</font>
```
Dataset of constituents' requests, complaints, etc. starting in 2015.
```
[Pardons in Spain](https://github.com/civio/elindultometro/blob/master/data/indultos.csv)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-02-24-edition/)</font>
```
Dataset of Spanish pardons since 1996 w/ 10k+ pardons/commutations.
```
[Policy text for government regulations (AI/ML)](https://www.quantgov.org/download-data)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-07-07-edition/)</font>
```
Dataset of policy text used for AI/ML models by Mercatus Center.
```
[Political redistricting, dicennial](https://redistrictingdatahub.org/data/about-our-data/) [(other data)](https://redistricting.lls.edu/mapdownload/?sortby=-updated&page=1)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2022-01-26-edition/)</font>
```
Redistricting Data Hub's datasets on redrawing legislative maps.
```
[Polling of Opinions in Europe](https://github.com/filipvanlaenen/eopaod)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-01-27-edition/)</font>
```
Dataset of opinion polling in 34 countries of Europe.
```
[Ranked Choice Voting (2001 to present)](https://docs.google.com/spreadsheets/d/1lU6viuXfay323Gl6zkH5itwmrUIUo9rAzalK_ntu-ZY/edit#gid=287253823)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-06-30-edition/)</font>
```
Dataset by FairVote. Shows dataset on results of ranked choice vote elections from 2001 to present.
```
[Trump Travel Ban Impacts](https://travel.state.gov/content/travel/en/us-visas/visa-information-resources/presidential-proclamation-archive/presidential-proclamation9645.html?wcmmode=disabled) [(other)](https://docs.google.com/spreadsheets/d/11w02tTBHguxfQljb2--fN-c3kEaiSpHhnpW6CYkBgQY/edit#gid=135755090)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2022-02-09-edition/)</font>
```
Dataset of people affected by Trump's travel ban in 2017. One dataset from State Department and other is anonymized dataset.
```
[Union elections (2010+)](https://www.nlrb.gov/reports/graphs-data/recent-election-results)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-05-05-edition/)</font>
```
Dataset of National Labor Relations Board (NLRB) database of thousands of union election information on individuals and votes.
```
[Working hours over time](https://twitter.com/RasmussenMagnus/status/1465629029982158848)
<font size="1">- Data: [data](https://www.dropbox.com/s/ie1zvkr7iht2i1j/public_workingtimedata.dta?dl=0)<br/>
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-12-22-edition/)</font>
```
Regulation of workers' total work hours since 1789.
```
### Healthcare
[Abortion rates](https://osf.io/5k7fp/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-04-14-edition/)</font>
```
Dataset of global abortion rates from 1990 to 2018.
```
[Human Brain Cognition Datasets](https://www.studyforrest.org/data.html)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-06-23-edition/)</font>
```
Datasets of human brain under various stimuli.
```
[Medical abbreviations](https://github.com/lisavirginia/clinical-abbreviations/tree/master/metainventory)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-06-23-edition/)</font>
```
Dataset of medical abbreviations and acronyms. 104k+ abbreviations/acronyms to 170k+ meaning.
```
[Medical drug abbreviations](https://data.mendeley.com/datasets/9nmgzttxhm/1)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2022-01-05-edition/)</font>
```
International Drug Dictionary with over 450k+ entries.
```
[Nursing home staffing](https://data.cms.gov/browse?q=daily+nurse+staffing)
<font size="1">- [NYTimes](https://www.nytimes.com/2021/03/13/business/nursing-homes-ratings-medicare-covid.html)</font>
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-03-17-edition/)</font>
```
Dataset of nursing home staffs.
```
[State Drug Utilization Data (1991 to present)](https://www.medicaid.gov/medicaid/prescription-drugs/medicaid-drug-rebate-program/index.html)
<font size="1"> - [Data Dictionary (National Drug Code Directory)](https://www.fda.gov/drugs/drug-approvals-and-databases/national-drug-code-directory)</font>
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-06-30-edition/)</font>
```
Dataset of state and national figures on outpatient prescriptions, units, and reimbursement costs.
```
[Rural Hospital Closures (2005 to present)](https://www.shepscenter.unc.edu/programs-projects/rural-health/rural-hospital-closures/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-07-07-edition/)</font>
```
Dataset of closing information about rural hospitals in the U.S.
```
[Tobacco habits](https://cancercontrol.cancer.gov/brp/tcrb/tus-cps/questionnaires-data)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-12-22-edition/)</font>
```
National Cancer Institute's report of questionnaire responses for tobacco habits.
```
[Toothbrush usage](https://data.mendeley.com/datasets/hx5kkkbr3j/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-12-22-edition/)</font>
```
Data on 120 toothbrushing sessions.
```
### Historical
[1918 flu pandemic mortality](https://osf.io/njghd/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-12-29-edition/)</font>
```
Data on city/year mortality during the 1918 flu pandemic in 70 U.S. cities.
```
[Canadian Political Candidates (1867-2019)](https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/ABFNSQ)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-07-14-edition/)</font>
```
Dataset from 1867 to 2019 of political candidates in Canada and Ontario.
```
[Congressional slaveholders](https://github.com/washingtonpost/data-congress-slaveowners/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2022-01-12-edition/)</font>
```
Washington Post's dataset on 1,715 members of U.S. Congress who were slaveholders.
```
[Lynching Datasets (1880s-1910s)](http://people.uncw.edu/hinese/HAL/HAL%20Web%20Page.htm)
<font size="1">- [Other datasets (request access)](http://lynching.csde.washington.edu/#/contact)</font>
<font size="1">- [Dataset on individuals](https://osf.io/kr8yc/)</font>
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-06-02-edition/)</font>
```
Datasets from 1880s-1910s and extensions; includes detail on people lynched through 10 Southern states.
```
[Post offices (1639-2000)](https://cblevins.github.io/us-post-offices/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-04-07-edition/)</font>
```
Dataset of 166k+ post offices operating in the U.S. from 1639 to 2000.
```
[Settlement Data in U.S.](https://dataverse.harvard.edu/dataverse/hisdacus)
<font size="1">- Based on [Zillow dataset](https://www.zillow.com/research/ztrax/) (request access)</font>
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-03-10-edition/)</font>
```
Dataset of estimates of number of building units/structures in U.S. historically from 1810 to 2015.
```
[Timezones over time](https://www.iana.org/time-zones)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-11-10-edition/)</font>
```
Time Zone Database represents 120 years+ of history of local time and reports changes made by political bodies, etc.
```
[Whaling](https://whalinghistory.org/databases/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2022-01-26-edition/)</font>
```
Historical datasets on whaling - voyages, logbooks, crew lists
```
[Witch trials in Europe](https://github.com/JakeRuss/witch-trials)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-04-07-edition/)</font>
```
Dataset of witch trials in Europe.
```
[Working hours](https://ourworldindata.org/working-hours)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2020-10-28-edition/)</font>
```
Dataset of the number of hours that people work.
```
### Legal
[Court Cases in India (2010-2018)](http://www.devdatalab.org/judicial-bias-data)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-02-24-edition/)</font>
```
Dataset of India's lower judiciary court cases (81M+) between 2010-2018.
```
### Literature
[Poetry - E.E. Cummings](https://cummings.ee/downloads/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-05-12-edition/)</font>
```
Dataset of E.E. Cummings more than 100 poems.
```
### Media
[Black media](https://airtable.com/shrKbdiGOaRdsSIIW/tblPDC9g46NM1n7Np)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-03-10-edition/)</font>
```
Dataset of black media throughout the U.S.
```
[News homepages](https://github.com/nrjones8/website-screenshotter#how-to-access-screenshots)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-04-14-edition/)</font>
```
Dataset of newspaper homepages since Jan 2019.
```
[News quotations](https://zenodo.org/record/4277311)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-03-17-edition/)</font>
```
Dataset of quotations in English news articles from 2008 to 2020.
```
[Newsletter links](https://github.com/the-pudding/data/tree/master/winning-the-internet)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-01-20-edition/)</font>
```
Dataset of ~150k newsletter links across 6 months. Created by Winning the Internet.
```
[Super Bowl ads](https://github.com/fivethirtyeight/superbowl-ads)
<font size="1">- [video archive](https://superbowl-ads.com/)</font>
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-02-10-edition/)</font>
```
Dataset of Super Bowl ads between 2000 and 2020. From FiveThirtyEight.
```
[Wikipedia article popularity](https://dumps.wikimedia.org/other/pagecounts-raw/)
- Alternate: [http://stats.grok.se/](http://stats.grok.se/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2015-12-23-edition/)</font>
```
Dataset of Wikipedia article clicks.
```
[Wikipedia page rank](https://github.com/athalhammer/danker/#DBpedia_PageRank)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2016-11-16-edition/)</font>
```
Dataset of Wikipedia page rank/importance.
```
### Military
[Joint Military Exercises](https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/HXQFHU)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2022-01-05-edition/)</font>
```
Dataset of Joint Military Exercises from 1977 to 2016.
```
### Mining and natural resources
[Gas storage (European)](https://agsi.gie.eu/)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2022-01-26-edition/)</font>
```
Gas Infrastructure Europe's data on daily fuel storage levels at its member facilities in Europe.
```
[Mineral production (U.S.)](https://www.usgs.gov/centers/national-minerals-information-center/state-minerals-statistics-and-information); [(by country)](https://www.usgs.gov/centers/nmic/international-minerals-statistics-and-information), [(by commodity)](https://www.usgs.gov/centers/nmic/commodity-statistics-and-information)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-11-17-edition/)</font>
```
U.S. Geological Survey (USGS) National Minerals Information Center dataset about mineral production, by state in U.S., country, and commodity.
```
### People and people surveys
[Country leader birthplaces](https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi%3A10.7910%2FDVN%2FYUS575)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-12-15-edition/)</font>
```
Birthplaces and ethnicities of 1k leaders of 177 countries from 1989 to 2020.
```
[Mortality statistics](https://wonder.cdc.gov/mcd-icd10-provisional.html)
<font size="1">- Details: [link](https://wonder.cdc.gov/wonder/help/mcd-provisional.html)<br/>
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-12-15-edition/)</font>
```
CDC provisional U.S. mortality statistics from 2018 to near-present, based on death certificates.
```
### Religion
[Religious congregations](https://www.thearda.com/Archive/NCS.asp)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2021-12-29-edition/)</font>
```
National Congregations Study, a survey to collect data on religion congregations in the U.S.
```
### Research
[Publishers and editors relationships](https://github.com/andreaspacher/openeditors)
<font size="1">- Source: [data-is-plural](https://www.data-is-plural.com/archive/2022-01-12-edition/)</font>
```
Open Editors project with a dataset of half a million relationships between publishers and editors of scholarly journals.
```
### Retail