datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
asia-who-medical-and-pathology-laboratory-technicians
Medical and Pathology Laboratory Technicians (number) | Asia (WHO GHO)
🌏 221 observations · 32 Asia countries · 1983–2024 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 221 observations of Medical and Pathology Laboratory Technicians (number) data across 32 Asia countries, spanning 1983–2024, covering 1 distinct indicators.
About the source
Source: WHO Global Health Observatory
Publisher: World Health Organization
License:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-who-medical-and-pathology-laboratory-technicians.africa-synth-cancer-pathology-histology-services-all
Pathology & Histology Services | 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-pathology-histology-services-all.europe-who-medical-and-pathology-laboratory-technicians
Medical and Pathology Laboratory Technicians (number) | Europe (WHO GHO)
🇪🇺 28 observations · 13 Europe countries · 2000–2024 · Repackaged by Electric Sheep Europe
TL;DR
This dataset contains 28 observations of Medical and Pathology Laboratory Technicians (number) data across 13 Europe countries, spanning 2000–2024, covering 1 distinct indicators.
About the source
Source: WHO Global Health Observatory
Publisher: World Health Organization… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-who-medical-and-pathology-laboratory-technicians.synthetic_pathologyTogootogtokh, E., & Klasen, C. (2025). Synthetic Pathology Dataset (1.0.0) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.14974650
Link: https://zenodo.org/records/14974650
Github code repo: https://github.com/enkhtogtokh/voicegrpo
A synthetic dataset was generated to mimic realistic distributions of voice parameters (e.g., pitch, jitter,
shimmer, harmonic-to-noise ratio, age, and a continuous disease severity score). The pathological
labels were derived based on domain-inspired thresholds… See the full description on the dataset page: https://huggingface.co/datasets/enkhtogtokh/synthetic_pathology.africa-synth-cancer-cancer-pathology-histopathology-all
Cancer Pathology Histopathology 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-pathology-histopathology-all.africa-who-medical-and-pathology-laboratory-technicians
Africa — WHO GHO: Medical and Pathology Laboratory Technicians (number) | Africa (World Health Organization)
Size category: n<1K - Formats: parquet - 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-who-medical-and-pathology-laboratory-technicians.africa-who-medical-and-pathology-laboratory-scientists
Africa — WHO GHO: Medical and Pathology Laboratory scientists (number) | Africa (World Health Organization)
Size category: n<1K - Formats: parquet - 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-who-medical-and-pathology-laboratory-scientists.asia-who-medical-and-pathology-laboratory-scientists
Medical and Pathology Laboratory scientists (number) | Asia (WHO GHO)
🌏 141 observations · 28 Asia countries · 1983–2024 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 141 observations of Medical and Pathology Laboratory scientists (number) data across 28 Asia countries, spanning 1983–2024, covering 1 distinct indicators.
About the source
Source: WHO Global Health Observatory
Publisher: World Health Organization
License:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-who-medical-and-pathology-laboratory-scientists.Pathology-Retrieval-Benchmark
Pathology Retrieval Benchmark — Rerank Cache
Privacy-safe embedding cache for rerank-only reproduction (no document IDs or file paths).
Files
One Parquet file per query: entry_{id}.parquet (100 entries).
Schema
Column
Description
kind
query_text, query_image, or candidate
candidate_idx
0–19 for candidates; null for queries
score
Text-retrieval score (candidates only)
embedding
ColQwen multi-vector embedding (N, 128)
Each file… See the full description on the dataset page: https://huggingface.co/datasets/HZ-VUW/Pathology-Retrieval-Benchmark.medical-pathology-radiology-multimodal
🚀 Datavendor Multimodal Medical Dataset (Radiology & Pathology)
A premium, expert-validated, multi-modal clinical dataset engineered for high-accuracy AI and machine learning applications. This repository provides structured sample data for evaluation and integration testing.
1. Structured Patient Context (SPC) – Radiology Reports
We have engineered a large-scale cohort of radiology reports into a Structured Patient Context (SPC) format, enabling efficient downstream AI… See the full description on the dataset page: https://huggingface.co/datasets/datavendor/medical-pathology-radiology-multimodal.pathology-1k
Pathology Medical Dataset — 1,000 Record Free Sample
Enterprise-grade synthetic medical data. Zero PHI. HIPAA-Aligned.
Quality Metrics
Metric
Score
Industry Benchmark
Trinity Consensus Score (TAS)
98.0%
85-92% typical
Trinity Assurance Score (TAS)
0.97
0.75-0.85 typical
Macro F1
0.97
0.80-0.90 typical
PHI Present
None
--
Generation Method
3-LLM Trinity Ensemble
Single model typical
What's Included (Free)
1,000… See the full description on the dataset page: https://huggingface.co/datasets/WitnessDataFactory/pathology-1k.
