datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
gspc-human-labour-index
GSPC — labour components facts (Eurostat)
SWIFT census (live): https://councilof.ai/api/swift
XRPL reader (live): https://councilof.ai/api/xrpl
Live axis name: labour-components — MEASURED as two labour series (deterministic-facts, n=2). Not an index. No composite. C-2026-0826-05: do not restore MEASURED-INDEX-v0.1.
Legacy Hub slug kept for inbound links. Cite the live axis name. Empty cells that the GET does not fill stay empty.
Council of AI · CSOAI Ltd (GB, Companies House… See the full description on the dataset page: https://huggingface.co/datasets/csoai/gspc-human-labour-index.gspc-humanoid-labour-index
GSPC — humanoid labour index facts (Disclosure)
SWIFT census (live): https://councilof.ai/api/swift
XRPL reader (live): https://councilof.ai/api/xrpl
MEASURED financial/domain axis as disclosure facts on 8 frozen URLs (n=8). Not a model leaderboard. No accuracy, no fleet, no leader. Cells the live GET leaves empty stay empty — never invent hours/incidents.
Live status is the humanoid-labour-index row on GET https://councilof.ai/api/gspc. Not a certificate.
Council of AI ·… See the full description on the dataset page: https://huggingface.co/datasets/csoai/gspc-humanoid-labour-index.labour-economy-unmeasured
Labour economy — UNMEASURED, on purpose
Register: UNMEASURED. Absence is not zero.
Three contextual indices — AI-economy · human-labour · humanoid-labour — declared empty until INDEX-METHOD freezes a bank and usable n. They are a contextual firewall and must never be fused into GSPC (SHA-256 / Ed25519) grading cells.
Method: https://github.com/CSOAI-ORG/councilof-ai/blob/master/docs/SOVOS/INDEX-METHOD-0.1.md (branch until merge)
Live API (after master merge): GET… See the full description on the dataset page: https://huggingface.co/datasets/csoai/labour-economy-unmeasured.africa-ilo-lap-2gdp-noc-rt-labour-income-share-as-a-percent-of-gdp-ilo-modell
Labour income share as a percent of GDP -- ILO modelled estimates, Nov. 2025 (%) | Africa (ILOSTAT) | Africa (Electric Sheep Africa metadata inventory)
Size category: 1K<n<10K - Formats: parquet - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-ilo-lap-2gdp-noc-rt-labour-income-share-as-a-percent-of-gdp-ilo-modell.asia-ilo-sdg-1041-noc-rt-sdg-indicator-10-4-1-labour-income-share-as-a-perc
SDG indicator 10.4.1 - Labour income share as a percent of GDP (%) | Asia (ILOSTAT)
🌏 1,120 observations · 49 Asia countries · 2004–2026 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 1,120 observations of Income and pay inequality data across 49 Asia countries, spanning 2004–2026, covering 1 distinct indicators.
About the source
ILOSTAT is the ILO's central statistics database, the leading global source for labour statistics. It compiles… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-ilo-sdg-1041-noc-rt-sdg-indicator-10-4-1-labour-income-share-as-a-perc.europe-ilo-lap-2gdp-noc-rt-labour-income-share-as-a-percent-of-gdp-ilo-modell
Labour income share as a percent of GDP -- ILO modelled estimates, Nov. 2025 (%) | Europe (ILOSTAT)
🇪🇺 892 observations · 39 Europe countries · 2004–2026 · Repackaged by Electric Sheep Europe
TL;DR
This dataset contains 892 observations of Income and pay inequality data across 39 Europe countries, spanning 2004–2026, covering 1 distinct indicators.
About the source
ILOSTAT is the ILO's central statistics database, the leading global source… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-ilo-lap-2gdp-noc-rt-labour-income-share-as-a-percent-of-gdp-ilo-modell.LabourActQA
LabourActQA
LabourActQA is a 500-item, expert-verified question-answering benchmark built directly from the statutory text of the Bangladesh Labour Act, 2006 (as amended). Every question, reference answer, and supporting evidence quote is drafted and cross-checked against the Act's own sections, subsections, provisos, and cross-references; no case law, commentary, or secondary legal literature is used at any stage.
The dataset spans seven reasoning categories across three… See the full description on the dataset page: https://huggingface.co/datasets/Fatema142/LabourActQA.africa-ilo-ged-plfp-sex-hht-rt-prime-age-labour-force-participation-rate-by-sex-a
Prime-age labour force participation rate by sex and household type (%) | Africa (ILOSTAT) | Africa (Electric Sheep Africa metadata inventory)
Size category: 1K<n<10K - Formats: parquet - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-ilo-ged-plfp-sex-hht-rt-prime-age-labour-force-participation-rate-by-sex-a.asia-ilo-eap-teap-sex-dsb-nb-labour-force-by-sex-and-disability-status-thousand
Labour force by sex and disability status (thousands) | Asia (ILOSTAT)
🌏 1,175 observations · 20 Asia countries · 1996–2024 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 1,175 observations of Labour force data across 20 Asia countries, spanning 1996–2024, covering 1 distinct indicators.
About the source
ILOSTAT is the ILO's central statistics database, the leading global source for labour statistics. It compiles indicators across… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-ilo-eap-teap-sex-dsb-nb-labour-force-by-sex-and-disability-status-thousand.africa-ilo-luu-xlu4-sex-edu-rt-composite-rate-of-labour-underutilization-lu4-by-s
Composite rate of labour underutilization (LU4) by sex and education (%) | Africa (ILOSTAT) | Africa (Electric Sheep Africa metadata inventory)
Size category: 1K<n<10K - Formats: parquet - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-ilo-luu-xlu4-sex-edu-rt-composite-rate-of-labour-underutilization-lu4-by-s.africa-ilo-eap-teap-sex-age-edu-nb-labour-force-by-sex-age-and-education-thousands
Labour force by sex, age and education (thousands) | Africa (ILOSTAT) | Africa (Electric Sheep Africa metadata inventory)
Size category: 100K<n<1M - Formats: parquet - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-ilo-eap-teap-sex-age-edu-nb-labour-force-by-sex-age-and-education-thousands.africa-ilo-eip-3eip-sex-age-stu-nb-youth-outside-the-labour-force-by-sex-age-and-scho
Youth outside the labour force by sex, age and school attendance status (thousands) | Africa (ILOSTAT) | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: parquet - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-ilo-eip-3eip-sex-age-stu-nb-youth-outside-the-labour-force-by-sex-age-and-scho.asia-ilo-lap-2gdp-noc-rt-labour-income-share-as-a-percent-of-gdp-ilo-modell
Labour income share as a percent of GDP -- ILO modelled estimates, Nov. 2025 (%) | Asia (ILOSTAT)
🌏 1,120 observations · 49 Asia countries · 2004–2026 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 1,120 observations of Income and pay inequality data across 49 Asia countries, spanning 2004–2026, covering 1 distinct indicators.
About the source
ILOSTAT is the ILO's central statistics database, the leading global source for… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-ilo-lap-2gdp-noc-rt-labour-income-share-as-a-percent-of-gdp-ilo-modell.africa-rwanda-labour-force-survey-2025-45969787
Labour Force Survey 2025 | Africa (Rwanda Data Sharing Platform - NISR)
100,852 rows - 1 Africa country/area - 2025-02-01-2025-11-30 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 100,852 rows from Rwanda Data Sharing Platform - NISR, covering Labour Force Survey 2025. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-rwanda-labour-force-survey-2025-45969787.africa-ilo-eap-teap-sex-dsb-nb-labour-force-by-sex-and-disability-status-thousand
Labour force by sex and disability status (thousands) | Africa (ILOSTAT) | Africa (Electric Sheep Africa metadata inventory)
Size category: 1K<n<10K - Formats: parquet - 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.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-ilo-eap-teap-sex-dsb-nb-labour-force-by-sex-and-disability-status-thousand.europe-ilo-luu-xlu3-sex-age-rt-combined-rate-of-unemployment-and-potential-labour
Combined rate of unemployment and potential labour force (LU3) by sex and age (%) | Europe (ILOSTAT)
🇪🇺 40,357 observations · 39 Europe countries · 1987–2025 · Repackaged by Electric Sheep Europe
TL;DR
This dataset contains 40,357 observations of Other measures of labour underutilization data across 39 Europe countries, spanning 1987–2025, covering 1 distinct indicators.
About the source
ILOSTAT is the ILO's central statistics database, the leading global… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-ilo-luu-xlu3-sex-age-rt-combined-rate-of-unemployment-and-potential-labour.africa-rwanda-labour-force-survey-2019-da6b3287
Labour Force Survey 2019 | Africa (Rwanda Data Sharing Platform - NISR)
81,778 rows - 1 Africa country/area - 2019-02-01-2019-12-31 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 81,778 rows from Rwanda Data Sharing Platform - NISR, covering Labour Force Survey 2019. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-rwanda-labour-force-survey-2019-da6b3287.asia-ilo-cld-xgpb-sex-age-stu-rt-share-of-children-in-child-labour-general-producti
Share of children in child labour -- General Production Boundary by sex, age and school at | Asia (ILOSTAT)
🌏 1,960 observations · 32 Asia countries · 1996–2025 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 1,960 observations of Child labour data across 32 Asia countries, spanning 1996–2025, covering 1 distinct indicators.
About the source
ILOSTAT is the ILO's central statistics database, the leading global source for labour… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-ilo-cld-xgpb-sex-age-stu-rt-share-of-children-in-child-labour-general-producti.uae-labour-rag-indexasia-ilo-eip-xplf-sex-geo-mts-nb-potential-labour-force-by-sex-rural-urban-area-and
Potential labour force by sex, rural / urban area and marital status (thousands) | Asia (ILOSTAT)
🌏 5,331 observations · 26 Asia countries · 1999–2025 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 5,331 observations of Other measures of labour underutilization data across 26 Asia countries, spanning 1999–2025, covering 1 distinct indicators.
About the source
ILOSTAT is the ILO's central statistics database, the leading global source for… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-ilo-eip-xplf-sex-geo-mts-nb-potential-labour-force-by-sex-rural-urban-area-and.africa-ilo-eip-teip-sex-edu-cct-nb-persons-outside-the-labour-force-by-sex-education
Persons outside the labour force by sex, education and citizenship (thousands) | Africa (ILOSTAT) | Africa (Electric Sheep Africa metadata inventory)
Size category: 1K<n<10K - Formats: parquet - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-ilo-eip-teip-sex-edu-cct-nb-persons-outside-the-labour-force-by-sex-education.asia-ilo-lap-2lid-qtl-rt-labour-income-distribution-by-decile-ilo-modelled
Labour income distribution by decile -- ILO modelled estimates, Sept. 2025 (%) | Asia (ILOSTAT)
🌏 10,730 observations · 49 Asia countries · 2004–2025 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 10,730 observations of Income and pay inequality data across 49 Asia countries, spanning 2004–2025, covering 1 distinct indicators.
About the source
ILOSTAT is the ILO's central statistics database, the leading global source for… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-ilo-lap-2lid-qtl-rt-labour-income-distribution-by-decile-ilo-modelled.asia-owid-incidence-of-child-labour-vs-gdp-per-capita
Incidence Of Child Labour Vs Gdp Per Capita | Asia (Our World in Data)
🌏 1,594 observations · 47 Asia countries · 1990–2024 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 1,594 observations of Incidence Of Child Labour Vs Gdp Per Capita data across 47 Asia countries, spanning 1990–2024.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Incidence Of Child Labour Vs Gdp Per Capita… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-incidence-of-child-labour-vs-gdp-per-capita.africa-mauritius-hourly-labour-cost-of-selected-countries-in-us-dollar-e3bdfe41
Hourly Labour Cost of Selected Countries in Us Dollar | Africa (MDPA)
170 rows - 1 Africa country/area - 2008-2018 - 16 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 170 rows from MDPA, covering Hourly Labour Cost of Selected Countries in Us Dollar. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures
Labour… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-mauritius-hourly-labour-cost-of-selected-countries-in-us-dollar-e3bdfe41.asia-ilo-luu-xlu4-sex-rt-composite-rate-of-labour-underutilization-lu4-by-s
Composite rate of labour underutilization (LU4) by sex (%) | Asia (ILOSTAT)
🌏 582 observations · 31 Asia countries · 1999–2025 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 582 observations of Other measures of labour underutilization data across 31 Asia countries, spanning 1999–2025, covering 1 distinct indicators.
About the source
ILOSTAT is the ILO's central statistics database, the leading global source for labour statistics. It… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-ilo-luu-xlu4-sex-rt-composite-rate-of-labour-underutilization-lu4-by-s.africa-ilo-eip-teip-sex-mts-dsb-nb-persons-outside-the-labour-force-by-sex-marital-st
Persons outside the labour force by sex, marital status and disability status (thousands) | Africa (ILOSTAT) | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: parquet - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-ilo-eip-teip-sex-mts-dsb-nb-persons-outside-the-labour-force-by-sex-marital-st.asia-ilo-cld-xchl-sex-age-rt-share-of-children-in-child-labour-by-sex-and-age
Share of children in child labour by sex and age (%) | Asia (ILOSTAT)
🌏 645 observations · 33 Asia countries · 1996–2025 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 645 observations of Child labour data across 33 Asia countries, spanning 1996–2025, covering 1 distinct indicators.
About the source
ILOSTAT is the ILO's central statistics database, the leading global source for labour statistics. It compiles indicators across… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-ilo-cld-xchl-sex-age-rt-share-of-children-in-child-labour-by-sex-and-age.labour-case-rowafrica-ilo-sdg-1041-noc-rt-sdg-indicator-10-4-1-labour-income-share-as-a-perc
SDG indicator 10.4.1 - Labour income share as a percent of GDP (%) | Africa (ILOSTAT) | Africa (United Nations SDG data)
Size category: 1K<n<10K - Formats: parquet - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-ilo-sdg-1041-noc-rt-sdg-indicator-10-4-1-labour-income-share-as-a-perc.asia-ilo-eap-2eap-sex-age-nb-labour-force-by-sex-and-age-ilo-modelled-estimates
Labour force by sex and age -- ILO modelled estimates, Nov. 2025 (thousands) | Asia (ILOSTAT)
🌏 50,031 observations · 49 Asia countries · 1990–2027 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 50,031 observations of Labour force data across 49 Asia countries, spanning 1990–2027, covering 1 distinct indicators.
About the source
ILOSTAT is the ILO's central statistics database, the leading global source for labour statistics.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-ilo-eap-2eap-sex-age-nb-labour-force-by-sex-and-age-ilo-modelled-estimates.