datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
protein_atlas_biological_processbiological-time-inequality-framework-metadata
The Architecture of Biological Stratification (Metadata & Quantitative Framework)
Till Death Tear Us Apart: The Biological Time Inequality Framework
Author: Gia Bao Huynh (Jun)ORCID: 0009-0008-2372-5852Affiliation: Independent Scholar / Arizona State UniversityLicense: Creative Commons Attribution 4.0 International (CC BY 4.0)
Abstract
This research programme investigates the collapse of the Mortality Symmetry Axiom (MSA) — the historical condition… See the full description on the dataset page: https://huggingface.co/datasets/giabaohuynhasu/biological-time-inequality-framework-metadata.medical_biological_instruction_format
Dataset Card for "medical_biological_instruction_format"
Best advice:
drop the instruction column or use your choice of high-functioning llm to generate variant prompts
for medical and science database expansions, i'm having excellent results using:
SciPhi/SciPhi-Mistral-7B-32k
TheBloke/SciPhi-Mistral-7B-32k-GGUF
Or if you have RAG setup on a corpus:
SciPhi/Sensei-7B-V2
TheBloke/Sensei-7B-V1-GGUF
Falconsai/medical_summarization
Chemical-Biological-Safety-Applications-Sharegptclinical-moca-clinical-biological-narrative-coherence-v0.1What this dataset tests
Whether the biology explains the clinical story across time.
It requires alignment between:
symptom timeline
longitudinal omic shifts
interventions
response trajectory
Labels
coherent
partially-coherent
incoherent
posthoc-story
Posthoc-story means the narrative sounds plausiblebut does not match the timeline or measurements.
Typical failures
timepoint inversion
claiming an intervention caused a shift that occurred earlier
ignoring non-response… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-moca-clinical-biological-narrative-coherence-v0.1.falsified-vaccines-biologicals
Falsified Vaccines & Biologicals (Cold Chain, Potency, VVM, Immunogenicity) | Africa (World Health Organization)
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/falsified-vaccines-biologicals.biological-medical-dataset# Research Methodology QA Dataset
## Overview
- Contains 2528 validated question-answer pairs
- Derived from 1288 research papers
- Domains: 92B05, 14-01, 13P25, 12Y05, 97M60, cond-mat.mes-hall, astro-ph.HE, 60J27, 97C42, 37Fxx, cond-mat.mtrl-sci, math.CT, q-fin.EC, physics.comp-ph, nucl-th, G.2.1, 92D15, 92D50, 82C40, 60J25, 60J75, q-bio.SC, 65, 70, 74, 76, 82, 92, 93, 94, cs.CY, cs.CR, q-bio.GN, cs.LO, G.3; I.5.3; J.3; K.8.1, 60, 92, 37N25, 92-10, 92C37, 92C40, math.RA, math.GT, 92-08… See the full description on the dataset page: https://huggingface.co/datasets/densud2/biological-medical-dataset.medical_biologicalbiological_domain_datasetafrica-unsdg-proportion-of-fish-stocks-within-biologically-sustainab-er-h2o-fwtl
Africa Unsdg Proportion of Fish Stocks Within Biologically Sustainab Er H2o Fwtl | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: other_unclassified - 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-unsdg-proportion-of-fish-stocks-within-biologically-sustainab-er-h2o-fwtl.africa-owid-biological-weapons
Biological Weapons | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: other_unclassified - 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-owid-biological-weapons.africa-owid-biological-weapons-convention
Biological Weapons Convention | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: other_unclassified - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-owid-biological-weapons-convention.asia-owid-biological-weapons
Biological Weapons | Asia (Our World in Data)
🌏 47 observations · 47 Asia countries · 2022–2022 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 47 observations of Biological Weapons data across 47 Asia countries, spanning 2022–2022.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Biological Weapons
Geographic coverage
47 Asia countries · top rows shown below… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-biological-weapons.asia-owid-biological-weapons-convention
Biological Weapons Convention | Asia (Our World in Data)
🌏 48 observations · 48 Asia countries · 2024–2024 · Repackaged by Electric Sheep Asia
TL;DR
This dataset contains 48 observations of Biological Weapons Convention data across 48 Asia countries, spanning 2024–2024.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Biological Weapons Convention
Geographic coverage
48 Asia… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepasia/asia-owid-biological-weapons-convention.europe-unsdg-proportion-of-fish-stocks-within-biologically-sustainab-er-h2o-fwtlasia-unsdg-proportion-of-fish-stocks-within-biologically-sustainab-er-h2o-fwtlDeepSea-Biological-Dataeurope-owid-biological-weapons
Biological Weapons | Europe (Our World in Data)
🇪🇺 43 observations · 43 Europe countries · 2022–2022 · Repackaged by Electric Sheep Europe
TL;DR
This dataset contains 43 observations of Biological Weapons data across 43 Europe countries, spanning 2022–2022.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Biological Weapons
Geographic coverage
43 Europe countries · top rows… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-owid-biological-weapons.Biological_Processeurope-owid-biological-weapons-convention
Biological Weapons Convention | Europe (Our World in Data)
🇪🇺 44 observations · 44 Europe countries · 2024–2024 · Repackaged by Electric Sheep Europe
TL;DR
This dataset contains 44 observations of Biological Weapons Convention data across 44 Europe countries, spanning 2024–2024.
About the source
Source: Our World in Data
Publisher: Our World in Data
License: cc-by-4.0
Topic: Biological Weapons Convention
Geographic coverage
44… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepeurope/europe-owid-biological-weapons-convention.