datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
adult-census-income
Adult Census Income Dataset
The following was retrieved from UCI machine learning repository.
This data was extracted from the 1994 Census bureau database by Ronny Kohavi and Barry Becker (Data Mining and Visualization, Silicon Graphics). A set of reasonably clean records was extracted using the following conditions: ((AAGE>16) && (AGI>100) && (AFNLWGT>1) && (HRSWK>0)). The prediction task is to determine whether a person makes over $50K a year.
Description of fnlwgt (final weight)… See the full description on the dataset page: https://huggingface.co/datasets/scikit-learn/adult-census-income.Nine-Bus-Load-Increase-Eventai-agent-security-incidents
AI Agent Security Incident Database v0.1
A structured, machine-readable database of 1365 confirmed AI agent security incidents, collected and classified automatically.
What is this?
Every time an AI agent causes unintended harm — escaping a sandbox, exploiting an API, taking unauthorized actions, exfiltrating data — this database captures it.
This is not a list of theoretical risks. Every entry describes something that actually happened, with a verifiable source… See the full description on the dataset page: https://huggingface.co/datasets/gemmozero/ai-agent-security-incidents.adult_income_datasetsaas-vendor-status-pages-outages-incidents-daily
SaaS vendor status pages — 1,127 vendors mapped, 16,002 incidents, rebuilt daily
Last rebuilt: 2026-09-22 12:29 UTC. An automated job re-probes every vendor's public status
page daily, records each incident it publishes (title, impact, opened/resolved
times, permalink) and re-uploads these files. It is the data behind
approjects-vendor-status-watch.static.hf.space, where each vendor has a page with its incident history,
RSS and JSON.
Two tables:
incidents — one row per incident… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/saas-vendor-status-pages-outages-incidents-daily.saas-vendor-outage-duration-incident-resolution-time-mttr
How long do SaaS vendor outages last? Incident resolution time per vendor, rebuilt daily
As of 2026-09-22 12:29 UTC. For every incident a vendor posted on its own public status
page with BOTH an opened time and a resolved time, this dataset computes
duration_minutes = resolved_at - started_at
and rolls it up per vendor. It is derived, every day, from the incident table in
saas-vendor-status-pages-outages-incidents-daily; the two are rebuilt by the same job and cannot
disagree.… See the full description on the dataset page: https://huggingface.co/datasets/APProjects/saas-vendor-outage-duration-incident-resolution-time-mttr.Sri-Lankan-Tourism-Review-Incongruence
Sri Lankan Tourism Review Sentiment-Rating Incongruence Dataset
Dataset Summary
This dataset contains 16,156 English-language tourism-attraction reviews from Sri Lanka, covering 2010–2023 and 11 attraction categories.
It was prepared for research on rating–sentiment incongruence, where the sentiment expressed in review text differs from the sentiment implied by the numerical star rating.
The release contains the final processed file:… See the full description on the dataset page: https://huggingface.co/datasets/UOM-CSE-E23/Sri-Lankan-Tourism-Review-Incongruence.stocks-earnings-income_statementincidb-skincare-free-sample
INCIDB: Skincare & Cosmetics INCI Database (free sample)
Full dataset: incidb.dataengineered.io · $79 one-time (INCIDB Complete, CSV + Parquet) → Buy on Stripe · the same sample on Kaggle
This is the free sample, not the full corpus: 200 products drawn at random from a seeded eligible pool, with their brands, the 1109 ingredients they reference, all their composition links, and the matching name-map rows. Identical schema and identical columns to the paid snapshot.
A… See the full description on the dataset page: https://huggingface.co/datasets/Ichlibitiche/incidb-skincare-free-sample.calcium-spike-inference-gcamp6f
Calcium spike inference, GCaMP6f
Simulated two-photon and one-photon calcium-imaging recordings made with calcium-sim
(https://github.com/ryanirl/calcium-sim, MIT), GCaMP6f only, prepared for a spike-inference task.
Eighty-one sessions across six behavioural paradigms, four quality levels (typical, low SNR, high
SNR, high motion) and two modalities, with per-session frame rate (6.1 to 30.9 Hz), duration
(50 to 403 s) and cell count (41 to 140) all varying, as in a real… See the full description on the dataset page: https://huggingface.co/datasets/Emulated-Inc/calcium-spike-inference-gcamp6f.vn-provinces-crude-birth-death-natural-increase
Vietnam provinces crude birth rate, crude death rate and natural increase
Provincial and regional crude birth rate, crude death rate and natural increase rate of the population (per 1000 persons). Coverage 2005 and 2007-2024. Year 2024 is preliminary. Tables cover provinces, regions and national total. Geographic labels are English (UN/GSO style ASCII romanization). Province names follow ar_core.vn_geo (historical 63-province system).
Figures
Hero
Hero… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-crude-birth-death-natural-increase.named-process-safety-incidents-extended-2026
Canonical landing page: https://www.smartqhse.com/datasets/named-process-safety-incidents-extended-2026
Named Process Safety and Industrial Disasters — Extended Reference 2026
Curated reference of 40 named historical process-safety, industrial, and major-fire disasters with dates, fatalities, casual factors, and regulatory consequences. Spans 1917–2024. Covers Bhopal, Piper Alpha, Texas City, Deepwater Horizon, Buncefield, Flixborough, Seveso, Phillips 66 Pasadena, Longford… See the full description on the dataset page: https://huggingface.co/datasets/SmartQHSE/named-process-safety-incidents-extended-2026.achintyatripathi_yahoo-finance-apple-inc-aapl
Yahoo Finance Apple Inc. (AAPL)
Try Predicting the market
Dataset Info
Source: Kaggle
Original Size: 0.01 MB
Kaggle Downloads: 3,990
Files: 3
Files
AAPL_Montly_updates.csv
AAPL_daily_update.csv
AAPL_weekly_update.csv
Mirrored from Kaggle
Adult-census-incomeadult-census-income
Adult Census Income Dataset
The following was retrieved from UCI machine learning repository.
This data was extracted from the 1994 Census bureau database by Ronny Kohavi and Barry Becker (Data Mining and Visualization, Silicon Graphics). A set of reasonably clean records was extracted using the following conditions: ((AAGE>16) && (AGI>100) && (AFNLWGT>1) && (HRSWK>0)). The prediction task is to determine whether a person makes over $50K a year.
Description of fnlwgt (final weight)… See the full description on the dataset page: https://huggingface.co/datasets/lotusbdr-9/adult-census-income.inclad-benchecg-age
ecg-age
Twelve lead resting electrocardiograms with the age of the person they were recorded from, drawn from
PTB-XL and repackaged one record per file.
Every record is ten seconds at 500 Hz. Each .npz holds exactly three arrays and nothing else:
signal, float32 of shape (12, 5000), the lead voltages in millivolts
fs, int64, the sampling rate, always 500
lead_names, the twelve leads in order: I, II, III, aVR, aVL, aVF, V1, V2, V3, V4, V5, V6
No other field of the source… See the full description on the dataset page: https://huggingface.co/datasets/Emulated-Inc/ecg-age.ca1-position-decoding
ca1-position-decoding
Data for the terminal-bench-science task ca1-position-decoding: decode a mouse's position in an
open field from raw two-photon calcium imaging of hippocampal CA1. This card is the only place the
provenance is written down; the task deliberately gives the agent no acquisition metadata beyond
the frame rate, the pixel scales and the plane alternation stated in its instruction.
Source
Zong, W., Obenhaus, H. A., Skytoen, E. R., et al. (2022).… See the full description on the dataset page: https://huggingface.co/datasets/Emulated-Inc/ca1-position-decoding.openai-hf-incident-recovered-tables
Recovered tables from the METR OpenAI and Hugging Face incident figures
This is an unofficial third party dataset. METR did not produce it, review it or endorse it.
METR's report on the OpenAI and Hugging Face incident contains two interactive charts. Those
charts load their numbers from JavaScript files on metr.org. This dataset holds those numbers
as CSV tables, with the source URLs, the SHA-256 of each source file, and a script that
downloads the sources again and checks the… See the full description on the dataset page: https://huggingface.co/datasets/LauraGomezjurado/openai-hf-incident-recovered-tables.vn-provinces-enterprise-labor-income-total
Vietnam provinces enterprise labor income total
Total labor income in operating enterprises with business results. Coverage 2010, 2015-2023. Billion VND. Geographic labels are English (UN/GSO style ASCII romanization). Tables cover provinces, regions and national total where present. Province names follow ar_core.vn_geo (historical 63-province system).
Figures
Hero
Comparison
Color key
Files
provinces (630 rows)
data/provinces.csv… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-enterprise-labor-income-total.vn-provinces-income-per-capita-by-quintile
Vietnam income per capita by quintile
Vietnam income per capita by quintile. Geographic labels are English (UN/GSO style ASCII romanization). Tables cover provinces, regions and national total where present. Province names follow ar_core.vn_geo (historical 63-province system).
Figures
Hero
Comparison
Color key
Files
provinces (693 rows)
data/provinces.csv
data/provinces.dta
data/provinces.xlsx
regions (66 rows)
data/regions.csv… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-income-per-capita-by-quintile.vn-provinces-income-top-bottom-gap
Vietnam income top-bottom gap by locality
Vietnam monthly per-capita income (thousand VND, current prices) for the lowest and highest income groups, plus the top-to-bottom ratio (times), by locality for 2010-2024 (even years through 2018, then annual. 2024 preliminary). Geographic labels are English (UN/GSO style ASCII romanization). Province names follow ar_core.vn_geo (historical 63-province system).
Figures
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Comparison
Color key
Files… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-income-top-bottom-gap.canada-income-tax-rates
Canadian Income Tax and Payroll Contribution Rates, 2026
Three tables covering what actually comes off a Canadian paycheck.
from datasets import load_dataset
tax = load_dataset("Worklets/canada-income-tax-rates", "income-tax") # 14 rows
contributions = load_dataset("Worklets/canada-income-tax-rates", "payroll-contributions") # 9 rows
credits = load_dataset("Worklets/canada-income-tax-rates", "tax-credits") # 65 rows
income-tax — the federal… See the full description on the dataset page: https://huggingface.co/datasets/Worklets/canada-income-tax-rates.vn-provinces-income-per-worker
Vietnam average income per worker
Vietnam average income per worker. Geographic labels are English (UN/GSO style ASCII romanization). Tables cover provinces, regions and national total where present. Province names follow ar_core.vn_geo (historical 63-province system).
Figures
Hero
Comparison
Color key
Files
provinces (441 rows)
data/provinces.csv
data/provinces.dta
data/provinces.xlsx
regions (42 rows)
data/regions.csv
data/regions.dta… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-income-per-worker.vn-provinces-enterprise-labor-monthly-income
Vietnam provinces enterprise labor monthly income
Average monthly labor income in operating enterprises with business results. Coverage 2010, 2015-2023. Thousand VND per month. Geographic labels are English (UN/GSO style ASCII romanization). Tables cover provinces, regions and national total where present. Province names follow ar_core.vn_geo (historical 63-province system).
Figures
Hero
Comparison
Color key
Files
provinces (630 rows)… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-enterprise-labor-monthly-income.adult_income_datasethse-incident-investigation-methods-2026
HSE Incident Investigation Methods Reference 2026
Structured reference of 9 well-documented root-cause analysis and incident investigation methods used in health, safety, and environment (HSE) practice.
Details
Publisher: SmartQHSE Ltd (https://www.smartqhse.com)
License: CC BY 4.0
Format: CSV (UTF-8)
DOI: 10.5281/zenodo.20446335
Landing page: https://www.smartqhse.com/datasets/hse-incident-investigation-methods-2026
Citation
SmartQHSE Ltd… See the full description on the dataset page: https://huggingface.co/datasets/SmartQHSE/hse-incident-investigation-methods-2026.africa-synth-financial-inclusion-credit-access-patterns-africa-all
Africa Synth Financial Inclusion Credit Access Patterns Africa All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: economics_finance - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-financial-inclusion-credit-access-patterns-africa-all.FB15k-237us-income-tax-rates
US Income Tax Rates, State and Local, 2026
Two tables covering what income tax actually comes out of a US paycheck.
from datasets import load_dataset
state = load_dataset("Worklets/us-income-tax-rates", "state") # 51 rows
local = load_dataset("Worklets/us-income-tax-rates", "local") # 3,609 rows
state — all 50 states and DC: the flat rate or the full bracket schedule,
standard deductions by filing status, and the supplemental rate employers use on
bonuses.
local — every US… See the full description on the dataset page: https://huggingface.co/datasets/Worklets/us-income-tax-rates.