datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
agent-intrusion-escalation-forensics
Both Sides Detected It, Neither Escalated: Concurrency and Escalation Failure in the July 2026 Autonomous Agent Intrusion
This repository contains the corpus, ingestion pipeline and report for a forensic reconstruction
of the July 2026 autonomous agent intrusion, submitted to the Apart Research & CeSIA AI
Incident Response Sprint, Track 2 (Forensics and Forecasting).
By: Fatimah Mohamed Emad Elden
Trouve Labs
Detection was not the binding… See the full description on the dataset page: https://huggingface.co/datasets/FatimahEmadEldin/agent-intrusion-escalation-forensics.turkish-disaster-news-geonlp
Turkish Disaster News GeoNLP Dataset
Dataset Summary
This dataset was created and submitted as part of the Uncharted Data Challenge by Adaption. The LLM-enhanced instruction pairs (turkish_earthquake_news.csv) were generated using Adaptive Data by Adaption — an AI-powered data adaptation platform.
The first open-source Turkish-language disaster news dataset with district-level geocoding, humanitarian category labels, and multi-dimensional damage classification.… See the full description on the dataset page: https://huggingface.co/datasets/FatmaElik/turkish-disaster-news-geonlp.buat-task-2Moroccan-Arabic-Multimodal-Emotion-Recognition
MDER-MA — Moroccan Arabic Multimodal Emotion Recognition (TTS-aligned repackaging)
A repackaging of the MDER-MA dataset that pairs every audio clip with its Arabic (Moroccan dialect / Darija) transcript and ships speaker-disjoint train/validation/test splits.
Original dataset: Ouali, S. & El Garouani, S. (2025). MDER-MA: A multimodal dataset for emotion recognition in low-resource Moroccan Arabic language. Data in Brief. DOI: 10.1016/j.dib.2025.112005. Mendeley:… See the full description on the dataset page: https://huggingface.co/datasets/FatimahEmadEldin/Moroccan-Arabic-Multimodal-Emotion-Recognition.Automated-Personality-PredictionSource:
The dataset is titled PANDORA and is retrieved from the https://psy.takelab.fer.hr/datasets/all/pandora/. the PANDORA dataset is the only dataset that contains personality-relevant information for multiple personality models. It consists of Reddit comments with their corresponding scores for the Big Five Traits, MBTI values and the Enneagrams for more than 10k users.
This Dataset:
This dataset is a subset of Reddit comments from PANDORA focused only on the Big Five Traits. The… See the full description on the dataset page: https://huggingface.co/datasets/Fatima0923/Automated-Personality-Prediction.Arabic-Poetry-Datasetairplane-crashes-and-fatalities
Dataset Card for Airplane Crashes and Fatalities
Dataset Summary
Airplane Crashes and Fatalities
This dataset showcases Boeing 707 accidents that have occurred since 1948. The data includes information on the date, time, location, operator, flight number, route, type of aircraft, registration number, cn/In number of persons on board, fatalities, ground fatalities, and a summary of the accident
How to use the dataset
This dataset includes information… See the full description on the dataset page: https://huggingface.co/datasets/nateraw/airplane-crashes-and-fatalities.Arabic-Emotional-Audio-Dataset-Baved
BAVED — Basic Arabic Vocal Emotions Dataset (TTS-ready repackaging)
A re-packaged, transcript-aligned version of the Basic Arabic Vocal Emotions Dataset (BAVED) with explicit Arabic transcripts, English glosses, speaker metadata, and speaker-disjoint train/validation/test splits.
Original dataset: Aouf Yacine, Basic Arabic Vocal Emotions Dataset (BAVED), GitHub: https://github.com/40uf411/Basic-Arabic-Vocal-Emotions-Dataset. This repackaging adds metadata; all audio is unchanged.… See the full description on the dataset page: https://huggingface.co/datasets/FatimahEmadEldin/Arabic-Emotional-Audio-Dataset-Baved.Muscle_Fatigue_CyclingThis dataset was created with healthy participants aged between 18 and 25 years old. The participants in this dataset were not frequent athletes.
The dataset consists of 8 EMG signals recorded from the domineering foot of each participant during a cycling trial. The participants performed exercises on a conditioned cycle, alternating with short periods of high-intensity sprints. When a participant could no longer sustain the sprint intensity, this was considered the first index of fatigue and… See the full description on the dataset page: https://huggingface.co/datasets/YominE/Muscle_Fatigue_Cycling.Yemeni-Speech-Emotion-Dataset
YSED — Yemeni Speech Emotion Dataset (audio-classification repackaging)
A clean repackaging of YSED with a metadata.csv and stratified train/validation/test splits, for emotion classification on Yemeni Arabic.
Original dataset: Derhem, S., AL-Mekhlafi, E., AL-Majmar, N. A., & AL-Makhlafi, M. (2025). YSED: Yemeni Speech Emotion Dataset. Data in Brief. DOI: 10.1016/j.dib.2025.112233. Zenodo: https://zenodo.org/records/15227219.
What's in here
1432 audio clips across… See the full description on the dataset page: https://huggingface.co/datasets/FatimahEmadEldin/Yemeni-Speech-Emotion-Dataset.epl-inplay-quad-fatigue-sub-error-collapse-v0.1EPL In-Play Quad Fatigue Substitution Error Collapse v0.1
What this dataset is
You test whether a model can detect late-game defensive collapse.
Each row represents a defending team state in minute 65 to 95.
Core quad coupling
Sprint intensityMinutes since last substitutionDefensive duel successError rate
The label asks
Will this team concede a goal in the next 120 seconds
Why this matters
Late goals decide matches.
Defensive collapse is usually a coupling failure between fatigue and… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/epl-inplay-quad-fatigue-sub-error-collapse-v0.1.SST_sentiment_fairness_data
Sentiment fairness dataset
================================
This dataset is to measure gender fairness in the downstream task of sentiment analysis. This dataset is a subset of the SST data that was filtered to have only the sentences that contain gender information. The python code used to create this dataset can be found in the prepare_sst.ipyth file.
Then the filtered datset was labeled by 4 human annotators who are the authors of this dataset. The annotations… See the full description on the dataset page: https://huggingface.co/datasets/fatmaElsafoury2022/SST_sentiment_fairness_data.final-father-675ef0
final-father-675ef0
Synthetic weather test data: 58 rows in data.csv.
All values are randomly generated fictional examples, not real observations, products, or user activity. Intended only for CSV loading and pipeline tests; not suitable for scientific or business conclusions. Columns are sampled independently and do not model real-world correlations.
Fields
sample_id: random identifier for this generated sample.
row_id: sequential row number starting at 1.… See the full description on the dataset page: https://huggingface.co/datasets/Orbit-Noah/final-father-675ef0.MycoBase-Large-Scale-Text-to-SQL
MycoBase: A Biologically Literate Text-to-SQL Dataset
MycoBase is a synthetic but biologically accurate dataset designed for stress-testing Text-to-SQL systems. It represents a research information system for the study of fungi, covering everything from taxonomy and genomics to morphology and cultivation.
Dataset Highlights
Schema Complexity: 2,016 tables with over 9,000 foreign key relationships.
Data Volume: 320,270 rows of realistic mycology data.
Realistic Names:… See the full description on the dataset page: https://huggingface.co/datasets/FatimahEmadEldin/MycoBase-Large-Scale-Text-to-SQL.Isnad-AI-Identifying-Islamic-Citation
Isnad AI: AraBERT for Ayah & Hadith Span Detection in LLM Outputs
This repository contains the official fine-tuned model for the Isnad AI system, the submission to the IslamicEval 2025 Shared Task 1A. The model is designed to identify character-level spans of Quranic verses (Ayahs) and Prophetic sayings (Hadiths) within text generated by Large Language Models (LLMs).
By: Fatimah Emad Eldin
Cairo University
📜 Model Description
This… See the full description on the dataset page: https://huggingface.co/datasets/FatimahEmadEldin/Isnad-AI-Identifying-Islamic-Citation.us-truck-fatalities-fars-2018-2024
US Truck Fatalities (FARS) — 2018–2024
Row-level dataset of every fatal motor-vehicle crash in the United States, 2018–2024, where at least one vehicle was a medium or heavy truck (FARS BODY_TYP codes 60–69). Filtered from NHTSA's Fatality Analysis Reporting System (FARS) National CSV downloads.
Published interactive report based on this data:
👉 Vision Zero Report Card 2026 — accidentlawyerreview.com
Reproducible Python pipeline (the join script that produced this CSV from raw… See the full description on the dataset page: https://huggingface.co/datasets/MarvinBregiosa/us-truck-fatalities-fars-2018-2024.fatal-workplace-injuries-total-for-african-countries
Fatal Workplace Injuries Total 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 Dataset Covers
Health datasets help… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/fatal-workplace-injuries-total-for-african-countries.BIG-IDEAs-Lab-Glycemic-Variability-and-Wearable-Device-DataMuscle_Fatigue_CyclingThis dataset was created with healthy participants aged between 18 and 25 years old. The participants in this dataset were not frequent athletes.
The dataset consists of 8 EMG signals recorded from the domineering foot of each participant during a cycling trial. The participants performed exercises on a conditioned cycle, alternating with short periods of high-intensity sprints. When a participant could no longer sustain the sprint intensity, this was considered the first index of fatigue and… See the full description on the dataset page: https://huggingface.co/datasets/Sams1357/Muscle_Fatigue_Cycling.Fathom-R1-14B_JEE-ADV-2025-math-responsesclinical-quad-epro-compliance-diary-fatigue-backfill-endpoint-reliability-loss-v0.1Clinical Quad ePRO Compliance Diary Fatigue Backfill Endpoint Reliability Loss v0.1
Each row is a site monthly snapshot.
Core quad
ePRO complianceDiary fatigueBackfill entriesEndpoint reliability loss
Target
label_primary_fail_next_90d
Files
data/train.csvdata/tester.csvscorer.py
Evaluation
Run model on data/tester.csvReturn predictions row alignedScore with scorer.py
License
MIT
This dataset identifies a measurable coupling pattern associated with systemic instability.
The sample demonstrates… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-quad-epro-compliance-diary-fatigue-backfill-endpoint-reliability-loss-v0.1.f1-quad-pit-duration-crew-fatigue-race-pressure-weather-variability-pit-error-v0.1What this repo does
This dataset models pit stop failure risk in Formula One. It predicts when the interaction between stop duration strain, cumulative crew fatigue, race pressure intensity, and weather variability produces elevated probability of pit execution error.
Core quad
pit_duration_s
crew_fatigue_index
race_pressure_index
weather_variability_index
Prediction target
label_pit_error
Binary forward label predicting unsafe release, delayed wheel fit, or procedural error during the pit… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/f1-quad-pit-duration-crew-fatigue-race-pressure-weather-variability-pit-error-v0.1.football-latent-cross-coupling-pressing-fatigue-breakdown-v0.1
What this repo does
This dataset detects hidden instability in high-press football systems before visible breakdown occurs.
It identifies when pressing intensity and fatigue are interacting in a way that will lead to structural collapse.
Core structure
This dataset models:
latent instability under sustained pressing
fatigue accumulation
transition exposure
cross-coupled breakdown risk
Prediction target
Binary:
1 → pressing system likely to break down due to… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/football-latent-cross-coupling-pressing-fatigue-breakdown-v0.1.CGSQuADnon-fatal-workplace-injuries-total-for-african-countries
Non Fatal Workplace Injuries Total 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 Dataset Covers
Health datasets help… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/non-fatal-workplace-injuries-total-for-african-countries.nba-player-load-fatigue-coherence-risk-v0.1What this repo is for
Detect fatigue risk before late-game drop.
Focus
travel and schedule density
rest days and back-to-backs
minutes trend
intensity bursts
late game efficiency
soreness markers
Why it matters
Fatigue shows up late.
Dense schedule plus rising minutes is the warning.
Muscle_Fatigue_CyclingThis dataset was created with healthy participants aged between 18 and 25 years old. The participants in this dataset were not frequent athletes.
The dataset consists of 8 EMG signals recorded from the domineering foot of each participant during a cycling trial. The participants performed exercises on a conditioned cycle, alternating with short periods of high-intensity sprints. When a participant could no longer sustain the sprint intensity, this was considered the first index of fatigue and… See the full description on the dataset page: https://huggingface.co/datasets/tpzjade999/Muscle_Fatigue_Cycling.airplane-crashes-and-fatalities
Dataset Card for Airplane Crashes and Fatalities
Dataset Summary
Airplane Crashes and Fatalities
This dataset showcases Boeing 707 accidents that have occurred since 1948. The data includes information on the date, time, location, operator, flight number, route, type of aircraft, registration number, cn/In number of persons on board, fatalities, ground fatalities, and a summary of the accident
How to use the dataset
This dataset includes information… See the full description on the dataset page: https://huggingface.co/datasets/dsingh31/airplane-crashes-and-fatalities.FatUglinessPromptReaction
FatUglinessPromptReaction
tags: user experience, slow feedback, design assessment
Note: This is an AI-generated dataset so its content may be inaccurate or false
Dataset Description:
The 'FatUglinessPromptReaction' dataset comprises user reactions to various prompts that are intentionally crafted to be slow, fat, and ugly. The aim is to study how these attributes affect user experience, feedback speed, and design assessment. Users rate their experience on a scale of 1 to 5, and… See the full description on the dataset page: https://huggingface.co/datasets/infinite-dataset-hub/FatUglinessPromptReaction.child-fatalities-by-submission-type
Child Fatalities by Submission Type
Description
Counts and rates of child fatalities by file submission type for the most recent federal fiscal year for which data are available.
To view more National Child Abuse and Neglect Data System (NCANDS) findings, click link to summary page below:
https://healthdata.gov/stories/s/kaeg-w7jc
Dataset Details
Publisher: U.S. Department of Health & Human Services
Last Modified: 2024-06-28
Contact: HealthData.gov Team… See the full description on the dataset page: https://huggingface.co/datasets/HHS-Official/child-fatalities-by-submission-type.