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.hubei_Enrollment_Information
Dataset Card for Dataset Name
This dataset card aims to be a base template for new datasets. It has been generated using this raw template.
Dataset Details
Dataset Description
Curated by: [More Information Needed]
Funded by [optional]: [More Information Needed]
Shared by [optional]: [More Information Needed]
Language(s) (NLP): [简体中文]
License: [More Information Needed]
Dataset Sources [optional]
Repository: [More Information Needed]
Paper… See the full description on the dataset page: https://huggingface.co/datasets/xzitao/hubei_Enrollment_Information.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.clinical-quad-consent-version-drift-reconsent-gap-enrollment-pressure-governance-audit-v0.1Clarus Clinical Quad Coupling Informed Consent Integrity v0.1
PurposeDetect consent integrity failures driven by four interacting nodes.
Quad nodes
Consent version drift or addendum mismatch
Re-consent gap after material risk change
Enrollment pressure or incentives
Governance audit or regulator timing
InputOne vignette.
OutputStrict JSON only.
Required keys
consent_integrity_risk
risk_type
driver_nodes
recommended_action
action_detail
rationale
confidence… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-consent-version-drift-reconsent-gap-enrollment-pressure-governance-audit-v0.1.africa-synth-education-enrollment-registration-nigeria
Nigeria Education - Enrollment Registration | 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
Education… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-education-enrollment-registration-nigeria.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-criteria-drift-site-selection-bias-screening-pressure-v0.1Clarus Clinical Quad Coupling Enrollment Criteria Drift Site Selection Bias Screening Pressure v0.1
PurposeDetect enrollment population drift driven by four interacting nodes.
Quad nodes
Criteria relaxation or documentation gap
Site selection or recruitment bias
Screening workflow pressure
Governance or interim timing pressure
InputOne vignette.
OutputStrict JSON only.
Required keys
enrollment_drift_risk
risk_type
driver_nodes
recommended_action
action_detail
rationale… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-enrollment-criteria-drift-site-selection-bias-screening-pressure-v0.1.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.student-enrollment_deprecated
Student Enrollment Document Retrieval
This dataset is created from the original Kaggle Delaware Student Enrollment dataset. The charts are rendered and queries created using templates.
The text_description column contains OCR text extracted from the images using EasyOCR.
This particular dataset is a subsample of at maximum 1000 random rows from the full dataset which can be found here.
Disclaimer
This dataset may contain publicly available images or text data. All… See the full description on the dataset page: https://huggingface.co/datasets/jinaai/student-enrollment_deprecated.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.