datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
v41-quant-workerWebRSSBenchWe will update our bench on 2025.10.20
remote-worker-productivity
Key Features:
Primary Research Focus:
Age vs Productivity correlation
Years of Experience impact on remote work effectiveness
WFH Days per Week optimal balance analysis
Multiple productivity metrics (not just one score)
Dataset Highlights:
1,500 rows - Perfect size for analysis
30+ columns - Rich feature set
Realistic correlations - Built-in meaningful relationships
Clean data - No missing values, proper data types
Multiple target variables - 5 different… See the full description on the dataset page: https://huggingface.co/datasets/nprak26/remote-worker-productivity.worker-safety-qa-eval
Dataset Card for Worker Safety Question and Answer Eval
This dataset contains the worker-safety-qa-eval benchmark. This benchmark is used to evaluate question answering tasks in the domain of worker safety and health.
The focus of the benchmark is to answer queries about worker safety practices and regulations based on laws in Singapore.
For correct answers we refer to the resources from Workplace Safety and Health Council.
Dataset Details
Dataset… See the full description on the dataset page: https://huggingface.co/datasets/codelion/worker-safety-qa-eval.vn-provinces-enterprise-fixed-assets-per-worker
Vietnam provinces enterprise fixed assets per worker
Average fixed assets per worker in operating enterprises with business results. Coverage 2010, 2015-2023. Million VND 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).
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provinces (630 rows)… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-enterprise-fixed-assets-per-worker.knowledge-worker-search-bench
Knowledge-Worker Search Bench
40 multi-channel retrieval tasks over realistic synthetic knowledge-worker
environments, generated with Tonic Fabricate.
Each task drops an agent into one persona's work world — mail (Outlook or
Gmail), Slack, Google Docs, calendar, attachments — and asks a question a real
chief-of-staff-style assistant would get: "brief me for tomorrow's sync",
"where did we land on the renewal, and what forced the timeline?". Answering
requires finding and… See the full description on the dataset page: https://huggingface.co/datasets/TonicAI/knowledge-worker-search-bench.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.gaia_train_web_workergaia_train_document_workergaia_train_reasoning_workergaia_train_scored_document_workerafrica-drc-aid-worker-kika-killed-injured-kidnapped-or-arrested-data-5eede6b2
Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data | Africa (DRC official open data)
4,810 rows - 1 Africa country - 2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from DRC as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Aid Worker KIKA (Killed, Injured… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-aid-worker-kika-killed-injured-kidnapped-or-arrested-data-5eede6b2.EEmo-Bench_singleafrica-zimbabwe-aid-worker-kika-killed-injured-kidnapped-or-arrested-data-66b3bab8
Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data | Africa (Zimbabwe official open data)
145,366 rows - 1 Africa country - 2024-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from Zimbabwe as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Aid Worker KIKA… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-zimbabwe-aid-worker-kika-killed-injured-kidnapped-or-arrested-data-66b3bab8.april-workerbeeprompt: one woman, straight shoulder-length orange-brown hair, eyeglasses with orange frames, cinnamon freckles, large breasts, large round belly, broad nose, orange pupils, smiling, pig ears
workers-comp-coverage-thresholds-by-state
Workers' compensation insurance requirements by US state: employee thresholds, who counts, and industry exceptions
Canonical, always-current version: https://referencesource.org/workers-comp-coverage-thresholds-by-state/
Machine-readable: https://referencesource.org/workers-comp-coverage-thresholds-by-state/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-12
Stale after: 2027-02-08 (past this date, prefer the canonical copy —
it re-verifies on a cadence… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/workers-comp-coverage-thresholds-by-state.africa-drc-democratic-republic-of-the-congo-aid-worker-security-datab-d44bc897
Democratic Republic of the Congo - Aid Worker Security Database | Africa (DRC official open data)
9,692 rows - 1 Africa country - 1997-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from DRC as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Democratic Republic of the… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-democratic-republic-of-the-congo-aid-worker-security-datab-d44bc897.africa-drc-aid-worker-kika-killed-injured-kidnapped-or-arrested-data-66b3bab8
Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data | Africa (DRC official open data)
145,132 rows - 1 Africa country - 2024-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from DRC as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Aid Worker KIKA (Killed… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-aid-worker-kika-killed-injured-kidnapped-or-arrested-data-66b3bab8.state-worker-classification-tests
State Worker Classification Tests — Independent Contractor vs Employee
Canonical, always-current version: https://referencesource.org/state-worker-classification-tests/
Machine-readable: https://referencesource.org/state-worker-classification-tests/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-18
Stale after: 2027-08-18 (past this date, prefer the canonical copy —
it re-verifies on a cadence this snapshot does not)
Records: 10
Which legal test each… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/state-worker-classification-tests.africa-cameroon-cameroon-aid-worker-security-database-2b15304f
Cameroon - Aid Worker Security Database | Africa (Cameroon official open data)
2,168 rows - 1 Africa country - 2001-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official CSV resource from Cameroon as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Cameroon - Aid Worker Security Database… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-cameroon-cameroon-aid-worker-security-database-2b15304f.africa-zimbabwe-aid-worker-kika-killed-injured-kidnapped-or-arrested-data-6c38e461
Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data | Africa (Zimbabwe official open data)
5,872 rows - 1 Africa country - 1997-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from Zimbabwe as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Aid Worker KIKA… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-zimbabwe-aid-worker-kika-killed-injured-kidnapped-or-arrested-data-6c38e461.africa-drc-aid-worker-kika-killed-injured-kidnapped-or-arrested-data-6c38e461
Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data | Africa (DRC official open data)
5,864 rows - 1 Africa country - 1997-2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from DRC as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Aid Worker KIKA (Killed… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-drc-aid-worker-kika-killed-injured-kidnapped-or-arrested-data-6c38e461.gaia_train_scored_reasoning_workergaia_train_scored_web_workerlong-worker-35dd79
long-worker-35dd79
Synthetic sensors test data: 48 rows in data.csv.
All values are randomly generated fictional examples, not real observations, products, or user activity. Intended only for CSV loading and pipeline tests; not suitable for scientific or business conclusions. Columns are sampled independently and do not model real-world correlations.
Fields
sample_id: random identifier for this generated sample.
row_id: sequential row number starting at 1.… See the full description on the dataset page: https://huggingface.co/datasets/yeongsiggim/long-worker-35dd79.africa-zimbabwe-aid-worker-kika-killed-injured-kidnapped-or-arrested-data-5eede6b2
Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data | Africa (Zimbabwe official open data)
5,070 rows - 1 Africa country - 2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from Zimbabwe as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Aid Worker KIKA (Killed… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-zimbabwe-aid-worker-kika-killed-injured-kidnapped-or-arrested-data-5eede6b2.africa-mali-aid-worker-kika-killed-injured-kidnapped-or-arrested-data-5eede6b2
Aid Worker KIKA (Killed, Injured, Kidnapped or Arrested) Data | Africa (Mali official open data)
4,810 rows - 1 Africa country - 2026 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from Mali as
ML-ready Parquet. The source file is the provenance boundary; all usable
indicators or tabular columns from the resource stay together in this repo.
About the source
Source: Aid Worker KIKA (Killed, Injured… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mali-aid-worker-kika-killed-injured-kidnapped-or-arrested-data-5eede6b2.EEmo-Bench_pairafrica-owid-agriculture-value-added-per-worker-vs-gdp-per-capita
Agriculture Value Added Per Worker Vs Gdp Per Capita | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: 1K<n<10K - Formats: parquet - Sector: agriculture_food - 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.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-owid-agriculture-value-added-per-worker-vs-gdp-per-capita.africa-aid-worker-security-database-som
Somalia - Aid Worker Security Database | Africa (original)
Size category: n<1K - Formats: parquet - Sector: governance_security - 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 Dataset Covers
Public datasets help analysts inspect… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-aid-worker-security-database-som.