datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
mcp-contract-parity
Current record: 0.1.2 (26 Sep 2026) — record.v0.1.2.json, sha256 5a9bedff1b6facbd9e19a1db1282b37fb6cedd9bf6c7dd14aeeeff387eae77ed, signed 2026-09-26T07:32:39.698Z.
It supersedes record.v0.1.1.json (0.1.1, sha256 9cd02be424bf608d41f40522e48188f5a9ef4d13c8de6e28023b20a941fd4ef8), which superseded record.json (0.1, sha256
45e3fd63fc98ad251a4f9fe5fdb705ed7fbc28321d5c205d10114a21730cc323). Both stay published byte for byte. Every figure above the Corrections section is 0.1.2; the
dataset viewer… See the full description on the dataset page: https://huggingface.co/datasets/csoai/mcp-contract-parity.fnbm-order3-stacking-parity10-higher-order-v1
fnbm-order3-stacking-parity10-higher-order-v1
10-epoch performance check of the feature/higher-order chain-loop model on the 20260915 ordered-triplet no-noise simulation. Arms: control (orders 1+2) and o3_mask (orders 1+2+3, indirect self-interaction mask on). Seed 0, all orders active from epoch 0, dropout 0. One row per (arm, epoch); test metrics repeated per row.
Dataset Info
Rows: 20
Columns: 15
Columns
Column
Type
Description
arm… See the full description on the dataset page: https://huggingface.co/datasets/arushram/fnbm-order3-stacking-parity10-higher-order-v1.africa-worldbank-completion-rate-primary-education-rural-female-adjusted-wealth-parity-index-wpi
Completion rate, primary education, rural, female, adjusted wealth parity index (WPIA) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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-worldbank-completion-rate-primary-education-rural-female-adjusted-wealth-parity-index-wpi.africa-unsdg-adjusted-gender-parity-index-for-achieving-a-minimum-pr-se-tot-gpi
Africa Unsdg Adjusted Gender Parity Index for Achieving a Minimum Pr Se Tot Gpi | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: demographics_social - 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-unsdg-adjusted-gender-parity-index-for-achieving-a-minimum-pr-se-tot-gpi.africa-worldbank-school-enrollment-primary-and-secondary-gross-gender-parity-index-gpi-se-enr-pr
School enrollment, primary and secondary (gross), gender parity index (GPI) | Africa (World Bank — Gender Statistics) | Africa (World Bank)
Size category: 1K<n<10K - Formats: parquet - Sector: education - 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-worldbank-school-enrollment-primary-and-secondary-gross-gender-parity-index-gpi-se-enr-pr.africa-worldbank-school-life-expectancy-primary-and-lower-secondary-gender-parity-index-gpi-uis
School life expectancy, primary and lower secondary, gender parity index (GPI) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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-worldbank-school-life-expectancy-primary-and-lower-secondary-gender-parity-index-gpi-uis.africa-worldbank-survival-rate-to-grade-5-of-primary-education-gender-parity-index-gpi-uis-sr-1
Survival rate to Grade 5 of primary education, gender parity index (GPI) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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-worldbank-survival-rate-to-grade-5-of-primary-education-gender-parity-index-gpi-uis-sr-1.africa-worldbank-completion-rate-primary-education-poorest-quintile-adjusted-location-parity-ind
Completion rate, primary education, poorest quintile, adjusted location parity index (LPIA) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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-worldbank-completion-rate-primary-education-poorest-quintile-adjusted-location-parity-ind.africa-worldbank-completion-rate-primary-education-second-quintile-male-adjusted-location-parity
Completion rate, primary education, second quintile, male, adjusted location parity index (LPIA) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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-worldbank-completion-rate-primary-education-second-quintile-male-adjusted-location-parity.africa-worldbank-school-life-expectancy-pre-primary-gender-parity-index-gpi-uis-sle-02-gpi
School life expectancy, pre-primary, gender parity index (GPI) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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-worldbank-school-life-expectancy-pre-primary-gender-parity-index-gpi-uis-sle-02-gpi.africa-worldbank-school-enrollment-tertiary-gross-gender-parity-index-gpi-se-enr-tert-fm-zs
School enrollment, tertiary (gross), gender parity index (GPI) | Africa (World Bank — Gender Statistics) | Africa (World Bank)
Size category: 1K<n<10K - Formats: parquet - Sector: education - 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-worldbank-school-enrollment-tertiary-gross-gender-parity-index-gpi-se-enr-tert-fm-zs.africa-central-african-republic-gender-parity-index-in-secondary-indice-de-parite-de-genre-9a68f
Gender parity index in secondary - Indice de parité de genre au secondaire | Africa (Central African Republic official open data)
253 rows - 1 Africa country - 2007-2015 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from Central African Republic 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-central-african-republic-gender-parity-index-in-secondary-indice-de-parite-de-genre-9a68f.africa-benin-gender-parity-index-in-secondary-indice-de-parite-de-genre-9a68fc44
Gender parity index in secondary - Indice de parité de genre au secondaire | Africa (Benin official open data)
253 rows - 1 Africa country - 2007-2015 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from Benin 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: Gender parity… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-benin-gender-parity-index-in-secondary-indice-de-parite-de-genre-9a68fc44.africa-worldbank-school-life-expectancy-primary-gender-parity-index-gpi-uis-sle-1-gpi
School life expectancy, primary, gender parity index (GPI) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: 1K<n<10K - Formats: parquet - Sector: education - 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-worldbank-school-life-expectancy-primary-gender-parity-index-gpi-uis-sle-1-gpi.africa-guinea-gender-parity-index-in-primary-indice-de-parite-de-genre-a-71222ea0
Gender parity index in primary - Indice de parité de genre au primaire | Africa (Guinea official open data)
339 rows - 1 Africa country - 2007-2015 - Repackaged by Electric Sheep Africa
TL;DR
This dataset packages one official XLSX resource from Guinea 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: Gender parity… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-guinea-gender-parity-index-in-primary-indice-de-parite-de-genre-a-71222ea0.africa-unsdg-adjusted-low-to-high-socio-economic-parity-index-for-ac-se-tot-sespi
Africa Unsdg Adjusted Low to High Socio Economic Parity Index for Ac Se Tot Sespi | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - 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-unsdg-adjusted-low-to-high-socio-economic-parity-index-for-ac-se-tot-sespi.africa-worldbank-completion-rate-primary-education-rural-adjusted-wealth-parity-index-wpia-uis-c
Completion rate, primary education, rural, adjusted wealth parity index (WPIA) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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-worldbank-completion-rate-primary-education-rural-adjusted-wealth-parity-index-wpia-uis-c.africa-worldbank-school-life-expectancy-post-secondary-non-tertiary-gender-parity-index-gpi-uis
School life expectancy, post-secondary non-tertiary, gender parity index (GPI) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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-worldbank-school-life-expectancy-post-secondary-non-tertiary-gender-parity-index-gpi-uis.africa-worldbank-school-life-expectancy-primary-and-secondary-gender-parity-index-gpi-uis-sle-12
School life expectancy, primary and secondary, gender parity index (GPI) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: 1K<n<10K - Formats: parquet - Sector: education - 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-worldbank-school-life-expectancy-primary-and-secondary-gender-parity-index-gpi-uis-sle-12.africa-worldbank-school-enrollment-primary-gross-gender-parity-index-gpi-se-enr-prim-fm-zs
School enrollment, primary (gross), gender parity index (GPI) | Africa (World Bank — Gender Statistics) | Africa (World Bank)
Size category: 1K<n<10K - Formats: parquet - Sector: education - 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-worldbank-school-enrollment-primary-gross-gender-parity-index-gpi-se-enr-prim-fm-zs.africa-worldbank-school-enrollment-secondary-gross-gender-parity-index-gpi-se-enr-seco-fm-zs
School enrollment, secondary (gross), gender parity index (GPI) | Africa (World Bank — Gender Statistics) | Africa (World Bank)
Size category: 1K<n<10K - Formats: parquet - Sector: education - 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-worldbank-school-enrollment-secondary-gross-gender-parity-index-gpi-se-enr-seco-fm-zs.africa-worldbank-completion-rate-primary-education-richest-quintile-adjusted-location-parity-ind
Completion rate, primary education, richest quintile, adjusted location parity index (LPIA) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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-worldbank-completion-rate-primary-education-richest-quintile-adjusted-location-parity-ind.africa-worldbank-completion-rate-primary-education-rural-richest-quintile-adjusted-gender-parity
Completion rate, primary education, rural, richest quintile, adjusted gender parity index (GPIA) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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-worldbank-completion-rate-primary-education-rural-richest-quintile-adjusted-gender-parity.africa-unsdg-adjusted-language-test-parity-index-for-achieving-a-min-se-lgp-achi
Africa Unsdg Adjusted Language Test Parity Index for Achieving a Min Se Lgp Achi | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: culture_language - 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-unsdg-adjusted-language-test-parity-index-for-achieving-a-min-se-lgp-achi.europe-owid-primary-completion-rate-adjusted-gender-parity-index
Primary Completion Rate Adjusted Gender Parity Index | Europe (Our World in Data)
🇪🇺 1,365 observations · 39 Europe countries · 1990–2024 · Repackaged by Electric Sheep Europe
TL;DR
This dataset contains 1,365 observations of Primary Completion Rate Adjusted Gender Parity Index data across 39 Europe countries, spanning 1990–2024.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Primary… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-owid-primary-completion-rate-adjusted-gender-parity-index.asia-owid-upper-secondary-completion-rate-adjusted-gender-parity-index
Upper Secondary Completion Rate Adjusted Gender Parity Index | Asia (Our World in Data)
🌏 1,295 observations · 37 Asia countries · 1990–2024 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 1,295 observations of Upper Secondary Completion Rate Adjusted Gender Parity Index data across 37 Asia countries, spanning 1990–2024.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Upper… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-upper-secondary-completion-rate-adjusted-gender-parity-index.africa-worldbank-completion-rate-lower-secondary-education-urban-male-adjusted-wealth-parity-ind
Completion rate, lower secondary education, urban, male, adjusted wealth parity index (WPIA) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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-worldbank-completion-rate-lower-secondary-education-urban-male-adjusted-wealth-parity-ind.africa-worldbank-completion-rate-primary-education-middle-quintile-male-adjusted-location-parity
Completion rate, primary education, middle quintile, male, adjusted location parity index (LPIA) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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-worldbank-completion-rate-primary-education-middle-quintile-male-adjusted-location-parity.africa-worldbank-completion-rate-primary-education-urban-richest-quintile-adjusted-gender-parity
Completion rate, primary education, urban, richest quintile, adjusted gender parity index (GPIA) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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-worldbank-completion-rate-primary-education-urban-richest-quintile-adjusted-gender-parity.africa-worldbank-completion-rate-primary-education-fourth-quintile-adjusted-gender-parity-index
Completion rate, primary education, fourth quintile, adjusted gender parity index (GPIA) | Africa (World Bank — Education Statistics) | Africa (World Bank)
Size category: n<1K - Formats: parquet - Sector: education - 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-worldbank-completion-rate-primary-education-fourth-quintile-adjusted-gender-parity-index.