datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
vn-provinces-hazardous-waste-treatment
Vietnam hazardous waste collection and treatment
Vietnam hazardous waste collection and treatment. Geographic labels are English (UN/GSO style ASCII romanization). Tables cover provinces, regions and national total where present. Province names follow ar_core.vn_geo (historical 63-province system).
Figures
Hero
Comparison
Color key
Files
provinces (23 rows)
data/provinces.csv
data/provinces.dta
data/provinces.xlsx
regions (6 rows)… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-hazardous-waste-treatment.vn-provinces-industrial-cluster-wastewater-treatment
Vietnam industrial cluster wastewater treatment
Vietnam industrial cluster wastewater treatment. Geographic labels are English (UN/GSO style ASCII romanization). Tables cover provinces, regions and national total where present. Province names follow ar_core.vn_geo (historical 63-province system).
Figures
Hero
Comparison
Color key
Files
provinces (182 rows)
data/provinces.csv
data/provinces.dta
data/provinces.xlsx
regions (18 rows)… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-industrial-cluster-wastewater-treatment.africa-synth-cancer-cancer-treatment-patterns-kenya-nigeria
Cancer Treatment Patterns - Kenya & Nigeria | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: not declared - Sector: health - 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
Health… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-cancer-cancer-treatment-patterns-kenya-nigeria.negative_treatment
Validate Your Authority: Precedent Treatment Dataset and Benchmarks
This repository contains data and code for analyzing how later judicial opinions treat earlier precedents, with a focus on negative and limiting treatments. It includes a filtered dataset suitable for model training/evaluation and scripts to reproduce experiments.
Background: Paul Hellyer’s Study and Annotations
Paul D. Hellyer’s empirical study examined the reliability of three U.S. citator systems… See the full description on the dataset page: https://huggingface.co/datasets/mmikaildemir/negative_treatment.Medical_Intelligence_Dataset_40k_Rows_of_Disease_Info_Treatments_and_Medical_QAMedical Intelligence Dataset: 40k+ Rows of Disease Info, Treatments, and Medical Q&ACreated by: Huzefa Nalkheda Wala
Unlock a valuable dataset containing 40,443 rows of detailed medical information. This dataset is ideal for patients, medical students, researchers, and AI developers. It offers a rich combination of disease information, symptoms, treatments, and curated medical Q&A for students, as well as dialogues between patients and doctors, making it highly versatile.
What's… See the full description on the dataset page: https://huggingface.co/datasets/huzaifa525/Medical_Intelligence_Dataset_40k_Rows_of_Disease_Info_Treatments_and_Medical_QA.africa-synth-hiv-treatment-cascade-drug-all
Africa Synth Hiv Treatment Cascade Drug All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: health - 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
Health datasets… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-hiv-treatment-cascade-drug-all.africa-synth-malaria-diagnostic-treatment-pathways-all
Africa Synth Malaria Diagnostic Treatment Pathways All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: health - 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-malaria-diagnostic-treatment-pathways-all.clinical-imaging-queue-treatment-delay-coherence-risk-v0.1What this repo is for
Detect when imaging queues
and treatment urgency
fall out of alignment
before
stroke delays
trauma bottlenecks
and preventable deterioration.
africa-synth-cancer-cancer-radiotherapy-treatment-all
Cancer Radiotherapy Treatment Africa | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: health - 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
Health datasets help… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-cancer-cancer-radiotherapy-treatment-all.clinical-tpib-treatment-response-manifold-typing-v0.1What this dataset tests
Whether a model can classify treatment response by invariant shape.
It is disease-agnostic.
It uses response geometry across time.
Labels
acute_then_tolerance
paradoxical_worsening
delayed_threshold_response
multi_system_single_target
oscillatory_response
nonresponse_flat
mixed_uncertain
Typical failures
confusing delayed response with nonresponse
missing tolerance when benefit fades after early gain
calling oscillation random noise when it is… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-tpib-treatment-response-manifold-typing-v0.1.clinical-imaging-result-treatment-decision-coherence-risk-v0.1What this repo is for
Detect when
imaging findings
and
treatment decisions
fall out of alignment
before
delayed intervention
and avoidable harm.
ABX-CS-005_osteomyelitis_treatment_plateau-v0.1ABX-CS-005 Osteomyelitis Treatment Plateau
Purpose
Detect early osteomyelitis response plateau when improvement stops despite adequate therapy.
Core pattern
severity_index high
abx_exposure_index high
osteo_coherence_index drops
pain_nonresponse_vs_expected stays high
crp_nonresponse_vs_expected stays high
later_surgery_or_prolonged_therapy_or_relapse_flag appears
Files
data/train.csv
data/test.csv
scorer.py
Schema
Each row is one timepoint in a within series osteomyelitis course.
Required… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/ABX-CS-005_osteomyelitis_treatment_plateau-v0.1.clinical-lab-turnaround-treatment-window-coherence-risk-v0.1What this repo is for
Detect when lab turnaround times
and treatment windows
fall out of alignment
before
critical windows close
and harm occurs.
treatment-status-de-authored
Treatment Status DE Authored
This dataset contains the authored arm of the German treatment-status benchmark.
It is designed as a controlled minimal-pair dataset for deciding whether a
mentioned treatment is currently given or not given.
Provenance
Authored in-house for the benchmark study.
Frozen as a public release for the authored arm only.
The GraSCCo arm is excluded from this repo because it has separate licensing
and provenance.
Files… See the full description on the dataset page: https://huggingface.co/datasets/Mehran-NixiAI/treatment-status-de-authored.treatmentfor-hypertension-among-adults-aged-30-79-with-hypertensionby-sex-for-african-countries
Treatmentfor Hypertension Among Adults Aged 30-79 With Hypertensionby Sex for African Countries | Africa (World Health Organization)
Size category: n<1K - Formats: csv - Sector: health - 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/treatmentfor-hypertension-among-adults-aged-30-79-with-hypertensionby-sex-for-african-countries.ABX-CS-001_sepsis_treatment_response_decay-v0.1ABX-CS-001 Sepsis Treatment Response Decay
Purpose
Detect early failure of bloodstream infection clearing when clinical response stops tracking antibiotic exposure.
Core pattern
severity_index high
abx_exposure_index high
sepsis_coherence_index drops
cfu_persistence_vs_expected stays high
lactate_nonresponse_vs_expected stays high
later_septic_shock_or_persistent_bacteremia_flag appears
Files
data/train.csv
data/test.csv
scorer.py
Schema
Each row is one timepoint in a within series sepsis… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/ABX-CS-001_sepsis_treatment_response_decay-v0.1.Medical_Intelligence_Dataset_40k_Rows_of_Disease_Info_Treatments_and_Medical_QAMedical Intelligence Dataset: 40k+ Rows of Disease Info, Treatments, and Medical Q&ACreated by: Huzefa Nalkheda Wala
Unlock a valuable dataset containing 40,443 rows of detailed medical information. This dataset is ideal for patients, medical students, researchers, and AI developers. It offers a rich combination of disease information, symptoms, treatments, and curated medical Q&A for students, as well as dialogues between patients and doctors, making it highly versatile.
What's… See the full description on the dataset page: https://huggingface.co/datasets/hajzxcodsmjfwrilfj/Medical_Intelligence_Dataset_40k_Rows_of_Disease_Info_Treatments_and_Medical_QA.Medical_Intelligence_Dataset_40k_Rows_of_Disease_Info_Treatments_and_Medical_QAMedical Intelligence Dataset: 40k+ Rows of Disease Info, Treatments, and Medical Q&ACreated by: Huzefa Nalkheda Wala
Unlock a valuable dataset containing 40,443 rows of detailed medical information. This dataset is ideal for patients, medical students, researchers, and AI developers. It offers a rich combination of disease information, symptoms, treatments, and curated medical Q&A for students, as well as dialogues between patients and doctors, making it highly versatile.
What's… See the full description on the dataset page: https://huggingface.co/datasets/QIAN-JIN/Medical_Intelligence_Dataset_40k_Rows_of_Disease_Info_Treatments_and_Medical_QA.pricing-comparison-for-blood-disorder-treatments-pwater-energy-treatment-plant-coherence-risk-v0.1What this repo is for
Detect when energy supply
and water treatment demand
decouple
before
water shortages
treatment failures
or rationing.
clinical-lab-result-treatment-coherence-risk-v0.1What this repo is for
Detect when
a critical lab result appears
but treatment
does not match its urgency
Signals it catches
critical lab not acknowledged
acknowledged but no order
treatment delayed beyond safe window
contraindicated drug continued after result
Used for
lab alert safety
sepsis detection gaps
AKI response failures
critical value governance