datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
us-warn-act-layoffs-notices-daily
US WARN Act Layoff Notices — normalized, 48 states, rebuilt every day
Last rebuilt: 2026-09-23. An automated pipeline re-scrapes 48
state labor-department portals every day, re-normalizes, re-deduplicates and
re-uploads this file. Compare that date with the "last modified" date on any
other US WARN dataset on the Hub before you choose one — WARN data is a
moving target and a one-shot upload starts rotting the week it is posted
(states amend headcounts, re-issue notices, and… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-warn-act-layoffs-notices-daily.us-layoffs-by-stock-ticker-warn-act-notices-public-companies
US layoffs by stock ticker: 7,651 WARN Act notices filed by 736 listed companies, with confidence tiers
Rebuilt 2026-09-23. State WARN Act filings name the employer as the filer wrote
it — Wells Fargo Home Mortgage, OS Restaurant Services, Boeing Compnay —
never a ticker. This dataset resolves those strings to the listed parent and
re-derives the mapping every day as new filer strings appear.
1,583 filer strings → 736 tickers → 7,651 notices
(1988-12-16 → 2026-09-16), 1,007,332… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-layoffs-by-stock-ticker-warn-act-notices-public-companies.us-historical-layoffs-archive-warn-act-notices-removed-from-state-websites
Historical US layoffs archive: 6,799 WARN Act notices that state websites no longer list (2000-2025), recovered
Rebuilt 2026-09-23. Five state labor agencies — Connecticut, Michigan, New York,
North Carolina and Pennsylvania — retired the web pages their older WARN Act
layoff notices lived on. Their current pages start years later. This dataset is
every notice in our file that came from one of those retired pages and is not
on the agency's live page today: 6,799 notices, 6,694… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-historical-layoffs-archive-warn-act-notices-removed-from-state-websites.which-us-states-publish-warn-act-layoff-notices-coverage
Which US states publish WARN Act layoff notices? 48 do, 3 do not — coverage and archive depth for all 51 jurisdictions
Rebuilt 2026-09-19. 48 US jurisdictions (47 states + DC) run a public list of
WARN Act layoff notices; we read every one of them daily and hold 61,345
notices back to 1988 (58,085 carry a usable notice date, 3,260 do
not — counted, never dropped). Three states publish no public list at all:
Arkansas, New Hampshire and Wyoming. So 48 is not "48 of 51" — it is… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/which-us-states-publish-warn-act-layoff-notices-coverage.us-multi-state-employer-layoffs-warn-notices-by-state
Which US employers are laying off in more than one state?
Every state publishes its own WARN Act layoff notices, and every state's list
stops at its border. The employer that filed in Texas on Monday and Ohio on
Wednesday appears as two unrelated rows on two unrelated portals. This dataset
is the merge: the free-window notices from 48 states, grouped
by employer, kept to employers that filed in two or more states, rebuilt
every day.
The headline (free window, 1988 -… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-multi-state-employer-layoffs-warn-notices-by-state.layoffs-2026-us-warn-act-notices-daily
US layoffs in 2026: 2,746 WARN notices, 252,231 workers - rebuilt every morning
Data as of 2026-09-23. One row per WARN Act layoff notice filed with a US state
agency in 2026, normalised into one schema across 45 states. Free, CC BY 4.0,
no login, no API key, no delayed tier.
2,746
layoff notices filed in 2026 so far
252,231
workers named on them (a floor - see Honest scope)
45
state agencies filed at least one
996
most of any state: CA
9,891
largest single… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/layoffs-2026-us-warn-act-notices-daily.texas-layoffs-warn-act-notices-daily
Texas WARN Act layoff notices — every filing we hold since 2019, one CSV, rebuilt daily
2,391 Texas WARN notices — every one this dataset holds, back to 2019 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-09-15
· state source last checked 2026-09-21T12:23Z · official source: Texas Workforce Commission — WARN notices.
Texas employers must file a WARN Act notice with the state before a qualifying
mass layoff or plant closing.… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/texas-layoffs-warn-act-notices-daily.new-york-layoffs-warn-act-notices-daily
New York WARN Act layoff notices — every filing we hold since 2001, one CSV, rebuilt daily
6,512 New York WARN notices — every one this dataset holds, back to 2001 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-08-25
· state source last checked 2026-09-21T12:27Z · official source: New York Department of Labor — WARN notices.
New York employers must file a WARN Act notice with the state before a qualifying
mass layoff or plant… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/new-york-layoffs-warn-act-notices-daily.washington-layoffs-warn-act-notices-daily
Washington WARN Act layoff notices — every filing we hold since 2004, one CSV, rebuilt daily
1,517 Washington WARN notices — every one this dataset holds, back to 2004 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-09-21
· state source last checked 2026-09-22T12:26Z · official source: Washington Employment Security Department — WARN notices.
Washington employers must file a WARN Act notice with the state before a qualifying… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/washington-layoffs-warn-act-notices-daily.new-jersey-layoffs-warn-act-notices-daily
New Jersey WARN Act layoff notices — every filing we hold since 2003, one CSV, rebuilt daily
2,330 New Jersey WARN notices — every one this dataset holds, back to 2003 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-09-01
· state source last checked 2026-09-22T12:23Z · official source: New Jersey Department of Labor and Workforce Development — WARN notices.
New Jersey employers must file a WARN Act notice with the state before… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/new-jersey-layoffs-warn-act-notices-daily.illinois-layoffs-warn-act-notices-daily
Illinois WARN Act layoff notices — every filing we hold since 1988, one CSV, rebuilt daily
4,847 Illinois WARN notices — every one this dataset holds, back to 1988 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-09-16
· state source last checked 2026-09-21T12:27Z · official source: Illinois Department of Commerce and Economic Opportunity — WARN notices.
Illinois employers must file a WARN Act notice with the state before a… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/illinois-layoffs-warn-act-notices-daily.colorado-layoffs-warn-act-notices-daily
Colorado WARN Act layoff notices — every filing we hold since 2015, one CSV, rebuilt daily
838 Colorado WARN notices — every one this dataset holds, back to 2015 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-09-10
· state source last checked 2026-09-21T12:28Z · official source: Colorado Department of Labor and Employment — WARN notices.
Colorado employers must file a WARN Act notice with the state before a qualifying
mass… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/colorado-layoffs-warn-act-notices-daily.california-layoffs-warn-act-notices-daily
California WARN Act layoff notices — every filing we hold since 2014, one CSV, rebuilt daily
16,601 California WARN notices — every one this dataset holds, back to 2014 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-09-16
· state source last checked 2026-09-21T12:24Z · official source: California Employment Development Department — WARN notices.
California employers must file a WARN Act notice with the state before a… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/california-layoffs-warn-act-notices-daily.florida-layoffs-warn-act-notices-daily
Florida WARN Act layoff notices — every filing we hold since 2015, one CSV, rebuilt daily
3,116 Florida WARN notices — every one this dataset holds, back to 2015 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-09-16
· state source last checked 2026-09-21T12:25Z · official source: FloridaCommerce (REACT WARN list) — WARN notices.
Florida employers must file a WARN Act notice with the state before a qualifying
mass layoff or… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/florida-layoffs-warn-act-notices-daily.tennessee-layoffs-warn-act-notices-daily
Tennessee WARN Act layoff notices — every filing we hold since 2012, one CSV, rebuilt daily
1,061 Tennessee WARN notices — every one this dataset holds, back to 2012 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-09-02
· state source last checked 2026-09-21T12:23Z · official source: Tennessee Department of Labor and Workforce Development — WARN notices.
Tennessee employers must file a WARN Act notice with the state before a… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/tennessee-layoffs-warn-act-notices-daily.virginia-layoffs-warn-act-notices-daily
Virginia WARN Act layoff notices — every filing we hold since 2010, one CSV, rebuilt daily
1,126 Virginia WARN notices — every one this dataset holds, back to 2010 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-09-16
· state source last checked 2026-09-22T12:24Z · official source: Virginia Employment Commission — WARN notices.
Virginia employers must file a WARN Act notice with the state before a qualifying
mass layoff or… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/virginia-layoffs-warn-act-notices-daily.oregon-layoffs-warn-act-notices-daily
Oregon WARN Act layoff notices — every filing we hold since 1988, one CSV, rebuilt daily
1,370 Oregon WARN notices — every one this dataset holds, back to 1988 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-09-01
· state source last checked 2026-09-21T12:22Z · official source: Oregon Higher Education Coordinating Commission — WARN notices.
Oregon employers must file a WARN Act notice with the state before a qualifying
mass… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/oregon-layoffs-warn-act-notices-daily.kentucky-layoffs-warn-act-notices-daily
Kentucky WARN Act layoff notices — every filing we hold since 1998, one CSV, rebuilt daily
805 Kentucky WARN notices — every one this dataset holds, back to 1998 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-09-10
· state source last checked 2026-09-21T12:22Z.
Kentucky employers must file a WARN Act notice with the state before a qualifying
mass layoff or plant closing. This page is generated from those filings, cleaned
into… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/kentucky-layoffs-warn-act-notices-daily.arizona-layoffs-warn-act-notices-daily
Arizona WARN Act layoff notices — every filing we hold since 2010, one CSV, rebuilt daily
639 Arizona WARN notices — every one this dataset holds, back to 2010 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-09-15
· state source last checked 2026-09-20T12:28Z · official source: Arizona Department of Economic Security — WARN notices.
Arizona employers must file a WARN Act notice with the state before a qualifying
mass layoff or… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/arizona-layoffs-warn-act-notices-daily.kansas-layoffs-warn-act-notices-daily
Kansas WARN Act layoff notices — every filing we hold since 1998, one CSV, rebuilt daily
791 Kansas WARN notices — every one this dataset holds, back to 1998 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-05-01
· state source last checked 2026-09-20T12:28Z · official source: Kansas Department of Commerce — WARN notices.
Kansas employers must file a WARN Act notice with the state before a qualifying
mass layoff or plant… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/kansas-layoffs-warn-act-notices-daily.maryland-layoffs-warn-act-notices-daily
Maryland WARN Act layoff notices — every filing we hold since 2010, one CSV, rebuilt daily
1,277 Maryland WARN notices — every one this dataset holds, back to 2010 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-09-14
· state source last checked 2026-09-21T12:26Z · official source: Maryland Department of Labor — WARN notices.
Maryland employers must file a WARN Act notice with the state before a qualifying
mass layoff or plant… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/maryland-layoffs-warn-act-notices-daily.ohio-layoffs-warn-act-notices-daily
Ohio WARN Act layoff notices — every filing we hold since 2017, one CSV, rebuilt daily
1,071 Ohio WARN notices — every one this dataset holds, back to 2017 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-09-14
· state source last checked 2026-09-21T12:24Z · official source: Ohio Department of Job and Family Services — WARN notices.
Ohio employers must file a WARN Act notice with the state before a qualifying
mass layoff or… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/ohio-layoffs-warn-act-notices-daily.connecticut-layoffs-warn-act-notices-daily
Connecticut WARN Act layoff notices — every filing we hold since 2010, one CSV, rebuilt daily
871 Connecticut WARN notices — every one this dataset holds, back to 2010 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-09-09
· state source last checked 2026-09-21T12:22Z · official source: Connecticut Department of Labor — WARN notices.
Connecticut employers must file a WARN Act notice with the state before a qualifying
mass… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/connecticut-layoffs-warn-act-notices-daily.alabama-layoffs-warn-act-notices-daily
Alabama WARN Act layoff notices — every filing we hold since 1998, one CSV, rebuilt daily
1,062 Alabama WARN notices — every one this dataset holds, back to 1998 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-09-21
· state source last checked 2026-09-22T12:25Z · official source: Alabama Department of Commerce — WARN notices.
Alabama employers must file a WARN Act notice with the state before a qualifying
mass layoff or plant… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/alabama-layoffs-warn-act-notices-daily.north-carolina-layoffs-warn-act-notices-daily
North Carolina WARN Act layoff notices — every filing we hold since 2014, one CSV, rebuilt daily
1,086 North Carolina WARN notices — every one this dataset holds, back to 2014 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-09-16
· state source last checked 2026-09-21T12:28Z · official source: North Carolina Department of Commerce — WARN notices.
North Carolina employers must file a WARN Act notice with the state before a… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/north-carolina-layoffs-warn-act-notices-daily.indiana-layoffs-warn-act-notices-daily
Indiana WARN Act layoff notices — every filing we hold since 2008, one CSV, rebuilt daily
1,182 Indiana WARN notices — every one this dataset holds, back to 2008 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-09-02
· state source last checked 2026-09-21T12:23Z · official source: Indiana Department of Workforce Development — WARN notices.
Indiana employers must file a WARN Act notice with the state before a qualifying
mass… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/indiana-layoffs-warn-act-notices-daily.wisconsin-layoffs-warn-act-notices-daily
Wisconsin WARN Act layoff notices — every filing we hold since 2020, one CSV, rebuilt daily
617 Wisconsin WARN notices — every one this dataset holds, back to 2020 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-08-24
· state source last checked 2026-09-21T12:23Z · official source: Wisconsin Department of Workforce Development — WARN notices.
Wisconsin employers must file a WARN Act notice with the state before a qualifying… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/wisconsin-layoffs-warn-act-notices-daily.nevada-layoffs-warn-act-notices-daily
Nevada WARN Act layoff notices — every filing we hold since 2017, one CSV, rebuilt daily
613 Nevada WARN notices — every one this dataset holds, back to 2017 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-06-29
· state source last checked 2026-09-21T12:23Z.
Nevada employers must file a WARN Act notice with the state before a qualifying
mass layoff or plant closing. This page is generated from those filings, cleaned
into one… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/nevada-layoffs-warn-act-notices-daily.south-carolina-layoffs-warn-act-notices-daily
South Carolina WARN Act layoff notices — every filing we hold since 2013, one CSV, rebuilt daily
604 South Carolina WARN notices in the archive, back to the earliest filing this dataset holds · 604 of them are free to download · most recent notice filed 2026-08-28
· state source last checked 2026-09-20T12:28Z.
South Carolina employers must file a WARN Act notice with the state before a qualifying
mass layoff or plant closing. This page is generated from those filings, cleaned… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/south-carolina-layoffs-warn-act-notices-daily.iowa-layoffs-warn-act-notices-daily
Iowa WARN Act layoff notices — every filing we hold since 2011, one CSV, rebuilt daily
418 Iowa WARN notices — every one this dataset holds, back to 2011 — free to download in full: no paywalled years, no login, no account · most recent notice filed 2026-09-15
· state source last checked 2026-09-21T12:22Z · official source: Iowa Workforce Development Department — WARN notices.
Iowa employers must file a WARN Act notice with the state before a qualifying
mass layoff or plant… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/iowa-layoffs-warn-act-notices-daily.