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: 2026-09-22. 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.ActivityForensics
[CVPR 2026] ActivityForensics: A Comprehensive Benchmark for Localizing Manipulated Activity in Videos
Author: Peijun Bao, Anwei Luo, Gang Pan, Alex C. Kot, Xudong Jiang
[Project Page]
[Paper]
[Supp]
[Code]
[Dataset]
If this dataset is useful for your work, please consider citing our paper
@inproceedings{bao2026activityforensics,
title={ActivityForensics: A Comprehensive Benchmark for Localizing Manipulated Activity in Videos},
author={Bao, Peijun and Luo… See the full description on the dataset page: https://huggingface.co/datasets/ActivityForensics/ActivityForensics.afrolm_active_learning_dataset
AfroLM: A Self-Active Learning-based Multilingual Pretrained Language Model for 23 African Languages
GitHub Repository of the Paper
This repository contains the dataset for our paper AfroLM: A Self-Active Learning-based Multilingual Pretrained Language Model for 23 African Languages which will appear at the third Simple and Efficient Natural Language Processing, at EMNLP 2022.
Our self-active learning framework
Languages Covered
AfroLM has been… See the full description on the dataset page: https://huggingface.co/datasets/bonadossou/afrolm_active_learning_dataset.actionnet-subset100-gtdepth
ActionNet subset100 with ground-truth depth
This is a 100-episode subset redistribution of a third-party dataset, plus our derived
artifacts. Read the attribution before using it.
Attribution and license
Upstream dataset
FourierIntelligence/ActionNet (Fourier Intelligence)
What is redistributed
100 episodes out of 30,121, byte-identical to the upstream tars: rgb.mp4 (1280x800 fisheye), depth.mkv (lossless 16-bit), timestamps.json, <ULID>.hdf5… See the full description on the dataset page: https://huggingface.co/datasets/glory-hyeok/actionnet-subset100-gtdepth.us-warn-act-layoff-notice-period-days
How much notice did US layoff notices actually give?
The WARN Act is, at bottom, a law about a number of days. Every state
publishes layoff notices; none of them publishes the one column that says
whether the notice arrived in time. This dataset is that column, recomputed
every day from the primary filings.
notice_days = effective_date - notice_date, per notice.
The headline, over the full archive (61,330 notices, 1988 - today)
Notices stating both a… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-warn-act-layoff-notice-period-days.us-layoffs-by-stock-ticker-warn-act-notices-public-companies
US layoffs by stock ticker: 7,650 WARN Act notices filed by 736 listed companies, with confidence tiers
Rebuilt 2026-09-22. 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 → 7,650 notices
(1988-12-16 → 2026-09-16), 1,007,067… 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 2026-09-22. 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.act-grasp-stack-transfer-noisyus-layoffs-by-metro-area-msa-warn-act
US layoffs by metro area: 54,166 WARN notices mapped to 765 metro and micro areas
Rebuilt 2026-09-22. 765 of the 935 US core-based statistical areas carry at least one
layoff notice on record — 361 metropolitan and 404 micropolitan.
Nobody hires, sells or reports by county. A recruiter covers Austin; an account team books the
Phoenix metro; a reporter writes Bay Area layoffs. State agencies publish neither — they publish
the site of a layoff as free text in 48 different… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-layoffs-by-metro-area-msa-warn-act.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-largest-layoffs-events-warn-act
The 1,000 largest US layoff events on record under the WARN Act, 1988-2026
Rebuilt 2026-09-19. Largest on file: United Airlines, 2020-07-01 to 2020-10-01 — 45,360
workers across 25 notices in 14 state(s). The table's floor is
846 workers; 560 of the 1,000 events span more than one notice and
381 span more than one state.
A state WARN portal lists one row per site per notice. "What was the biggest layoff?" is an
employer-level question, and answering it takes three steps no… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-largest-layoffs-events-warn-act.us-layoffs-monthly-time-series-warn-act
US layoffs, month by month — 455 months of WARN notices, 1988-11 → 2026-09, rebuilt daily
Last rebuilt: 2026-09-17. One row per calendar month: how many US WARN Act layoff
notices were filed, how many workers they named, and how many states contributed —
as a regular series with every month present (zeros included), ready for pandas,
a chart or a forecasting model. A second table gives the same series per state.
455
consecutive months, 1988-11 → 2026-09, no gaps… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-layoffs-monthly-time-series-warn-act.new_deploy_big_actsus-warn-act-employer-layoff-history
US layoff-notice history by employer — 29,905 employers, rebuilt daily
Last rebuilt: 2026-09-16. One row per employer, not per notice. Every US WARN Act
layoff notice we can reach from 48 state labor-department portals, grouped by a
canonicalized employer name, so you can ask employer-level questions in one line
instead of writing the groupby yourself.
29,905
employers with at least one WARN notice on file
6,411
of them have filed more than once
62%
share of all… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-warn-act-employer-layoff-history.aim-activation-informed-merging
AIM: does activation-informed merging change what makes a merge work?
Headline
AIM does exactly what it claims, the targeting is what makes it work — and it changes
nothing about what predicts a good merge.
AIM is exactly what it says on the tin, and that is verifiable from public artefacts alone.
The published with-AIM checkpoints are recovered, to R² = 0.9992, as a closed-form
per-input-channel shrinkage of their baseline twins toward the base model, with ω̂ =… See the full description on the dataset page: https://huggingface.co/datasets/Cross-Mergeability/aim-activation-informed-merging.layoffs-2026-us-warn-act-notices-daily
US layoffs in 2026: 2,741 WARN notices, 251,464 workers - rebuilt every morning
Data as of 2026-09-22. 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.
2,741
layoff notices filed in 2026 so far
251,464
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.act-grasp-stack-transferus-layoffs-by-industry-sector-warn-act
US layoffs by industry sector — 60,955 WARN Act notices, 1988-2026, sector per employer
Rebuilt 2026-09-16. 32,042 of 60,955 dated notices (52.6%; 61,330 on record, 375 lack a usable date) carry a sector; the
rest are unclassified and stay in every total. In 2026 so far the largest sector by
reported workers is Logistics, transport & warehousing (23,761 workers, 193 notices);
in the last 90 days it is Healthcare & medical (7,475 workers).
No state WARN portal publishes an… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-layoffs-by-industry-sector-warn-act.upcoming-layoffs-job-cuts-plant-closings-us-warn-act
Upcoming US layoffs: 414 WARN notices take effect in the next 90 days - 43,319 workers, rebuilt daily
Rebuilt 2026-09-22. Window: 2026-09-22 to 2026-12-21.
Every other US layoffs dataset - including our own notice-level one - tells you
what was announced. This one tells you whose job ends next. One row per WARN Act notice
whose separation date falls inside the next 90 days, sorted by how soon. The people in these
rows are, as of the rebuild date above, still employed.… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/upcoming-layoffs-job-cuts-plant-closings-us-warn-act.us-layoffs-per-capita-by-state-warn-act
US layoffs per capita by state: WARN notices and affected workers per 100,000 residents, 2020-2026
Rebuilt 2026-09-19. 299 state-years across 48 states; 34,415 notices in the table.
Latest complete year 2025: District of Columbia leads at 5.302 notices per 100k residents
(36 notices, 4,268 workers reported); the median state is 0.744.
"Which states are losing the most jobs per resident?" is a question no state agency answers,
because each of them publishes only its own notices… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-layoffs-per-capita-by-state-warn-act.us-layoffs-by-county-fips-warn-act
US layoffs by county: 55,708 WARN notices resolved to 1,837 county FIPS codes
Rebuilt 2026-09-22. 1,837 of the 3,144 US counties have at least one layoff notice on record.
No state workforce agency publishes a county code. They publish the site of a layoff as free
text, in 48 different conventions — Los Angeles County, Spring, Harris,
Chicago, 560 W. Grand Ave., DAYTONA BEACH, FL, 32114, Reynoldsburg/Franklin. This dataset
resolves 55,708 of them to a 5-digit county FIPS code… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-layoffs-by-county-fips-warn-act.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
1,514 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 2026-09-18
· state source last checked 2026-09-20T12:27Z · 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.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.us-warn-act-layoff-notice-changes-daily
What changed in US WARN Act layoff notices
617 observed changes across 18 daily builds
(2026-08-30 to 2026-09-16), touching
411 distinct notices in the
daily US WARN Act dataset.
This is the answer to a question no state labor department will answer for you:
what did the layoff filing say before it said this? State WARN portals
publish a page. When a notice is amended, re-filed or pulled, the page simply
changes - there is no history, no diff, no archive. This dataset is that… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/us-warn-act-layoff-notice-changes-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.new-jersey-layoffs-warn-act-notices-daily
New Jersey WARN Act layoff notices — every filing we hold since 2003, one CSV, rebuilt daily
2,329 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 2026-09-21T12:22Z · 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.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.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.