datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
pending-medicare-provider-enrollment-data
Pending Medicare Provider Enrollment Data
This is a dated, source-receipted sample of behavioral-health NPIs newly present in CMS's pending first-time Medicare enrollment files on 2026-07-13, compared with the immediately prior 2026-07-09 publication.
Pending does not mean approved. A row indicates that a first-time Medicare enrollment application appeared in a CMS pending file. It does not prove enrollment, credentialing, licensure, a new practice, service availability… See the full description on the dataset page: https://huggingface.co/datasets/unitedideas/pending-medicare-provider-enrollment-data.student-enrollment_beirThis is a copy of https://huggingface.co/datasets/jinaai/student-enrollment reformatted into the BEIR format. For any further information like license, please refer to the original dataset.
Disclaimer
This dataset may contain publicly available images or text data. All data is provided for research and educational purposes only. If you are the rights holder of any content and have concerns regarding intellectual property or copyright, please contact us at "support-data (at) jina.ai"… See the full description on the dataset page: https://huggingface.co/datasets/jinaai/student-enrollment_beir.student-grades-enrollment
University Student Grades & Enrollment Dataset (Free Sample)
This is a free sample with 2,553 rows. The full dataset has 38,567 rows across 5 tables.
Academic records for a simulated mid-size US university (4,200 students) over
6 semesters (Fall 2021 - Spring 2024). Includes student demographics, course
catalog, enrollment records, and grades with realistic GPA distributions.
Features grade inflation trend, prerequisite enforcement, major-specific
performance patterns, and two… See the full description on the dataset page: https://huggingface.co/datasets/mindweave/student-grades-enrollment.africa-worldbank-school-enrollment-secondary-female-gross-se-sec-enrr-fe
School enrollment, secondary, female (% gross) | 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 Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-school-enrollment-secondary-female-gross-se-sec-enrr-fe.clinical-quad-enrollment-protocol-deviation-site-variance-endpoint-integrity-v0.1
Clinical Quad Enrollment–Protocol Deviations–Site Variance–Endpoint Integrity v0.1
What this is
A quad-coupling dataset for trial collapse driven by the interaction of:
enrollment pattern changes
rising protocol deviations
site-to-site variance
endpoint integrity degradation
Task
Input: one quad state rowOutput: label
0 — Stable1 — Drift2 — Collapse
Why it matters
Trials often fail through operational pressure:
recruitment becomes spiky or slow… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-enrollment-protocol-deviation-site-variance-endpoint-integrity-v0.1.clinical-quad-enrollment-protocol-deviation-site-variance-endpoint-integrity-v0.2Clinical Quad Enrollment Protocol Deviation Site Variance Endpoint Integrity v0.2
What this dataset does
It tests whether a model can detect when endpoint integrity degrades under four coupled operational pressures.
Quad nodes
enrollment_pattern
protocol_deviation_rate
site_variance_level
endpoint_integrity
Labels
0 coherent
endpoints clean
enrollment stable
deviations not high
site variance not high
1 tradeoff
strain exists
endpoint softens or system drifts… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-enrollment-protocol-deviation-site-variance-endpoint-integrity-v0.2.africa-worldbank-school-enrollment-primary-female-gross-se-prm-enrr-fe
School enrollment, primary, female (% gross) | 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 Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-school-enrollment-primary-female-gross-se-prm-enrr-fe.africa-worldbank-school-enrollment-secondary-gross-se-sec-enrr
School enrollment, secondary (% gross) | 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 Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-school-enrollment-secondary-gross-se-sec-enrr.asia-owid-primary-secondary-enrollment-completion-rates
Primary Secondary Enrollment Completion Rates | Asia (Our World in Data)
🌏 2,046 observations · 48 Asia countries · 1970–2024 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 2,046 observations of Primary Secondary Enrollment Completion Rates data across 48 Asia countries, spanning 1970–2024.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Primary Secondary Enrollment Completion… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-primary-secondary-enrollment-completion-rates.africa-worldbank-school-enrollment-tertiary-gross-se-ter-enrr
School enrollment, tertiary (% gross) | 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 Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-school-enrollment-tertiary-gross-se-ter-enrr.africa-worldbank-school-enrollment-tertiary-male-gross-se-ter-enrr-ma
School enrollment, tertiary, male (% gross) | 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 Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-school-enrollment-tertiary-male-gross-se-ter-enrr-ma.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.asia-owid-primary-enrollment-selected-countries
Primary Enrollment Selected Countries | Asia (Our World in Data)
🌏 1,776 observations · 49 Asia countries · 1820–2024 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 1,776 observations of Primary Enrollment Selected Countries data across 49 Asia countries, spanning 1820–2024.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Primary Enrollment Selected Countries… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-primary-enrollment-selected-countries.asia-owid-net-enrollment-rate-primary-gender-parity-index-gpi
Net Enrollment Rate Primary Gender Parity Index Gpi | Asia (Our World in Data)
🌏 875 observations · 48 Asia countries · 1970–2024 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 875 observations of Net Enrollment Rate Primary Gender Parity Index Gpi data across 48 Asia countries, spanning 1970–2024.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Net Enrollment Rate Primary… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-net-enrollment-rate-primary-gender-parity-index-gpi.africa-worldbank-school-enrollment-primary-net-se-prm-nenr
School enrollment, primary (% net) | 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 Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-school-enrollment-primary-net-se-prm-nenr.europe-owid-primary-secondary-enrollment-completion-rates
Primary Secondary Enrollment Completion Rates | Europe (Our World in Data)
🇪🇺 1,923 observations · 43 Europe countries · 1970–2024 · Repackaged by Electric Sheep Europe
TL;DR
This dataset contains 1,923 observations of Primary Secondary Enrollment Completion Rates data across 43 Europe countries, spanning 1970–2024.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Primary Secondary Enrollment… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-owid-primary-secondary-enrollment-completion-rates.africa-worldbank-school-enrollment-preprimary-gross-se-pre-enrr
School enrollment, preprimary (% gross) | 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 Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-school-enrollment-preprimary-gross-se-pre-enrr.africa-uganda-secondary-enrollment-rates-by-district-21e5f8d2
Secondary Enrollment Rates by District | Africa (Uganda Bureau of Statistics)
204 rows - 1 Africa country/area - 2018 - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 204 rows from Uganda Bureau of Statistics, covering Secondary Enrollment Rates by District. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-uganda-secondary-enrollment-rates-by-district-21e5f8d2.africa-synth-education-school-enrollment-nigeria
Africa Synth Education School Enrollment Nigeria | Africa (Electric Sheep Africa metadata inventory)
Size category: 100K<n<1M - 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 Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-education-school-enrollment-nigeria.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-female-net-se-sec-nenr-fe
School enrollment, secondary, female (% net) | Africa (World Bank — Gender 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 Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-school-enrollment-secondary-female-net-se-sec-nenr-fe.africa-somalia-somalia-schools-and-enrollment-38a35971
Somalia Schools and Enrollment | Africa (OCHA Somalia)
2,238 rows - 1 Africa country/area - detected - source table - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 2,238 rows from OCHA Somalia, covering Somalia Schools and Enrollment. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.
What This Dataset Measures
Education datasets help analysts… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-somalia-somalia-schools-and-enrollment-38a35971.clinical-quad-irb-delay-contracting-lag-site-activation-drift-enrollment-shortfall-v0.1Clinical Quad IRB Delay Contracting Lag Site Activation Drift Enrollment Shortfall v0.1
Each row is a site monthly snapshot.
Core quad
IRB delayContracting lagSite activation driftEnrollment shortfall
Target
label_power_loss_next_90d
Files
data/train.csvdata/tester.csvscorer.py
Evaluation
Run model on data/tester.csvReturn predictions row alignedScore with scorer.py
License
MIT
This dataset identifies a measurable coupling pattern associated with systemic instability.
The sample demonstrates… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-irb-delay-contracting-lag-site-activation-drift-enrollment-shortfall-v0.1.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-worldbank-school-enrollment-secondary-male-net-se-sec-nenr-ma
School enrollment, secondary, male (% net) | Africa (World Bank — Gender 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 Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-school-enrollment-secondary-male-net-se-sec-nenr-ma.IPEDS_ENROLLMENTafrica-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-kenya-boy-child-vs-girls-child-enrollment-comparison-at-primary-school-level-by-county
Kenya - Boy Child VS Girls Child Enrollment comparison at Primary school level by County | Africa (original)
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 Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-kenya-boy-child-vs-girls-child-enrollment-comparison-at-primary-school-level-by-county.africa-worldbank-school-enrollment-preprimary-male-gross-se-pre-enrr-ma
School enrollment, preprimary, male (% gross) | 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 Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-school-enrollment-preprimary-male-gross-se-pre-enrr-ma.africa-worldbank-school-enrollment-primary-male-gross-se-prm-enrr-ma
School enrollment, primary, male (% gross) | 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 Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-school-enrollment-primary-male-gross-se-prm-enrr-ma.