datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
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.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.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.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
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.us-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.
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.clinical-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.