datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
code-procedures-civiles-execution
Code des procédures civiles d'exécution, non-instruct (2025-03-10)
The objective of this project is to provide researchers, professionals and law students with simplified, up-to-date access to all French legal texts, enriched with a wealth of data to facilitate their integration into Community and European projects.
Normally, the data is refreshed daily on all legal codes, and aims to simplify the production of training sets and labeling pipelines for the development of free… See the full description on the dataset page: https://huggingface.co/datasets/louisbrulenaudet/code-procedures-civiles-execution.physiciansupplier-procedure-summary
Physician/Supplier Procedure Summary
Description
The Physician/Supplier Procedure Summary (PSPS) data provides a summary of calendar year Medicare Part B carrier and durable medical equipment fee-for-service (FFS) claims. The file is organized by carrier, pricing locality, Healthcare Common Procedure Coding System (HCPCS) code, HCPCS modifier, provider specialty, type of service, and place of service. The summarized fields are total submitted services and charges, total… See the full description on the dataset page: https://huggingface.co/datasets/HHS-Official/physiciansupplier-procedure-summary.code-procedure-civile
Code de procédure civile, non-instruct (2025-03-10)
The objective of this project is to provide researchers, professionals and law students with simplified, up-to-date access to all French legal texts, enriched with a wealth of data to facilitate their integration into Community and European projects.
Normally, the data is refreshed daily on all legal codes, and aims to simplify the production of training sets and labeling pipelines for the development of free, open-source language… See the full description on the dataset page: https://huggingface.co/datasets/louisbrulenaudet/code-procedure-civile.code-procedure-penale
Code de procédure pénale, non-instruct (2025-03-10)
The objective of this project is to provide researchers, professionals and law students with simplified, up-to-date access to all French legal texts, enriched with a wealth of data to facilitate their integration into Community and European projects.
Normally, the data is refreshed daily on all legal codes, and aims to simplify the production of training sets and labeling pipelines for the development of free, open-source language… See the full description on the dataset page: https://huggingface.co/datasets/louisbrulenaudet/code-procedure-penale.legal-procedure-substantive-right-coherence-v0.1Clarus Procedure–Substantive Right Coherence v0.1
This dataset tests whether procedural rules continue to serve the substantive rights they exist to protect.
Procedure is not neutral.
It is an instrument.
When procedure becomes detached from purpose, justice degrades while the system still appears lawful.
This dataset detects that detachment.
Core question
Does the procedural requirement meaningfully protect the underlying right.
Or has procedure become an obstacle to the right itself.
Core… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/legal-procedure-substantive-right-coherence-v0.1.abstract-math-procedures
abstract-math-procedures (reconstructed)
Reconstructed procedure-based clustering of the Hendrycks MATH problems.
Cluster membership means: one reusable mathematical procedure (a core
method + its key identity / theorem + the steps that derive the answer) can
solve every member of the cluster. Verify by hiding the concrete solution
and trying to apply the cluster's abstract_answer to the concrete problem.
Splits
split
rows
meaning
clean
5,699
ACCEPTED —… See the full description on the dataset page: https://huggingface.co/datasets/swapnil7777/abstract-math-procedures.mcm-civil-procedure
Dataset Card for the Multiple-Choice Mutation Civil Procedure extension data
Dataset Summary
The task was originally presented in the paper:
@InProceedings{Bongard.et.al.2022.NLLP,
title = {{The Legal Argument Reasoning Task in Civil Procedure}},
author = {Bongard, Leonard and Held, Lena and Habernal, Ivan},
booktitle = {Proceedings of the Natural Legal Language Processing
Workshop 2022},
pages = {194--207},
year = {2022}… See the full description on the dataset page: https://huggingface.co/datasets/odychlapanis/mcm-civil-procedure.livre-procedures-fiscales
Livre des procédures fiscales, non-instruct (2025-09-18)
The objective of this project is to provide researchers, professionals and law students with simplified, up-to-date access to all French legal texts, enriched with a wealth of data to facilitate their integration into Community and European projects.
Normally, the data is refreshed daily on all legal codes, and aims to simplify the production of training sets and labeling pipelines for the development of free, open-source… See the full description on the dataset page: https://huggingface.co/datasets/louisbrulenaudet/livre-procedures-fiscales.legal-civil-procedure-access-barrier-detection-v0.1What this dataset is
You receive
procedural requirement
self represented capacity
error modes
support resources
outcome pattern
reform signals
You decide
Does procedure create an access barrier
Answer
coherent
or
incoherent
Why this matters
When access barriers grow
defaults rise
meritorious claims die early
trust collapses
reform pressure spikes
africa-worldbank-wbl-supportive-framework-marriage-there-is-a-fast-track-process-or-procedure-fo
WBL: Supportive Framework, Marriage, There is a fast-track process or procedure for family law disputes | Africa (World Bank — Gender Statistics) | Africa (World Bank)
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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-wbl-supportive-framework-marriage-there-is-a-fast-track-process-or-procedure-fo.us-dental-procedure-cost-2026
⚠️ Version 2.0.0 — correction notice (13 July 2026)
Version 1 of this dataset published per-state figures for braces and porcelain veneers
that were not observed. An internal audit established that they were derived from the
single-implant series by fixed multipliers (0.80× and 0.25×, constant to four decimal places
across all 51 jurisdictions). Every procedure therefore shared the same state ranking, and the
"composite" cost index reduced algebraically to a function of the… See the full description on the dataset page: https://huggingface.co/datasets/tresor2k/us-dental-procedure-cost-2026.namespace-cost-modelus-medicare-part-b-procedure-volume
National Medicare Part B Procedure-Volume Summary
Top 500 Medicare procedures (HCPCS) by volume: providers, services, payment, avg charge. Aggregated from the CMS Part B PUF. Per-NPI detail: https://caretrace.io
Free CC0 summary derived from public US-government data. Maintained by Healthparse.
africa-worldbank-cost-of-business-start-up-procedures-female-of-gni-per-capita-ic-reg-cost-pc-fe
Cost of business start-up procedures, female (% of GNI per capita) | Africa (World Bank — Gender Statistics) | Africa (World Bank)
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-worldbank-cost-of-business-start-up-procedures-female-of-gni-per-capita-ic-reg-cost-pc-fe.clinical-5node-proced-buf-lag-cpl-procedure-level-cascades-phase2-v0.1
What this repo does
This dataset is a Phase 2 procedure-level cascade index that models how procedure-linked pressure rises, physiologic buffer capacity erodes, response governance lags, and care-pathway coupling tightens across peri-operative and procedure settings, crossing a phase transition into an unrecoverable cascade state.
Core quad
procedbuflagcpl
Prediction target
label_cascade_state
Row structure
One row represents a procedure-level… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-5node-proced-buf-lag-cpl-procedure-level-cascades-phase2-v0.1.africa-worldbank-start-up-procedures-to-register-a-business-female-number-ic-reg-proc-fe
Start-up procedures to register a business, female (number) | Africa (World Bank — Gender Statistics) | Africa (World Bank)
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.
What… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-start-up-procedures-to-register-a-business-female-number-ic-reg-proc-fe.africa-worldbank-start-up-procedures-to-register-a-business-male-number-ic-reg-proc-ma
Start-up procedures to register a business, male (number) | Africa (World Bank — Gender Statistics) | Africa (World Bank)
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.
What This… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-start-up-procedures-to-register-a-business-male-number-ic-reg-proc-ma.africa-worldbank-start-up-procedures-to-register-a-business-number-ic-reg-proc
Start-up procedures to register a business (number) | Africa (World Bank — Gender Statistics) | Africa (World Bank)
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.
What This… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-start-up-procedures-to-register-a-business-number-ic-reg-proc.asia-owid-cardiac-procedures-per-million-people
Cardiac Procedures Per Million People | Asia (Our World in Data)
🌏 39 observations · 10 Asia countries · 2012–2022 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 39 observations of Cardiac Procedures Per Million People data across 10 Asia countries, spanning 2012–2022.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Cardiac Procedures Per Million People
Geographic… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-cardiac-procedures-per-million-people.africa-worldbank-wbl-supportive-framework-pension-a-procedure-is-in-place-for-pension-beneficiar
WBL: Supportive Framework, Pension, A procedure is in place for pension beneficiaries to challenge the decisions of the competent authority regarding their benefits | Africa (World Bank — Gender Statistics) | Africa (World Bank)
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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-wbl-supportive-framework-pension-a-procedure-is-in-place-for-pension-beneficiar.africa-worldbank-cost-of-business-start-up-procedures-male-of-gni-per-capita-ic-reg-cost-pc-ma-z
Cost of business start-up procedures, male (% of GNI per capita) | Africa (World Bank — Gender Statistics) | Africa (World Bank)
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-worldbank-cost-of-business-start-up-procedures-male-of-gni-per-capita-ic-reg-cost-pc-ma-z.africa-worldbank-cost-of-business-start-up-procedures-of-gni-per-capita-ic-reg-cost-pc-zs
Cost of business start-up procedures (% of GNI per capita) | Africa (World Bank — Gender Statistics) | Africa (World Bank)
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.
What… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-worldbank-cost-of-business-start-up-procedures-of-gni-per-capita-ic-reg-cost-pc-zs.rightsizing-policyclinical-5node-infect-buf-lag-cpl-post-procedure-infection-v0.1
What this repo does
This dataset models a post-procedure infection cascade by measuring when infection pressure rises, physiologic buffer capacity erodes, clinical response lags, and care-pathway coupling tightens across procedure and ward boundaries, crossing a phase transition into an unrecoverable cascade state.
Core quad
infectbuflagcpl
Prediction target
label_cascade_state
Row structure
One row represents a post-procedure infection… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-5node-infect-buf-lag-cpl-post-procedure-infection-v0.1.procedures_icdasia-unsdg-countries-with-procedures-in-law-or-policy-for-particip-er-h2o-prduasia-unsdg-countries-with-procedures-in-law-or-policy-for-particip-er-wat-prdubench-leaderboard-card
Benchmark Leaderboard Card
Runs: 16
Best score: 0.952
Splits covered: ARC-Challenge, BoolQ, GSM8K, HellaSwag, HumanEval, MMLU, PIQA, Social-IQA, TruthfulQA, Unknown, Winogrande
report_file
split
score
run_005.pdf
GSM8K
0.952
run_003.pdf
HellaSwag
0.915
run_008.pdf
HumanEval
0.912
run_012.pdf
ARC-Challenge
0.901
run_006.pdf
MMLU
0.881
run_011.pdf
BoolQ
0.877
run_009.pdf
Winogrande
0.845
run_001.pdf
MMLU
0.823
run_019.pdf
Social-IQA
0.820
run_013.pdf… See the full description on the dataset page: https://huggingface.co/datasets/procedure2012/bench-leaderboard-card.europe-owid-cardiac-procedures-per-million-people
Cardiac Procedures Per Million People | Europe (Our World in Data)
🇪🇺 184 observations · 38 Europe countries · 2010–2022 · Repackaged by Electric Sheep Europe
TL;DR
This dataset contains 184 observations of Cardiac Procedures Per Million People data across 38 Europe countries, spanning 2010–2022.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Cardiac Procedures Per Million People… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-owid-cardiac-procedures-per-million-people.procedureevents