datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
AviationQAAviationQA is introduced in the paper titled- There is No Big Brother or Small Brother: Knowledge Infusion in Language Models for Link Prediction and Question Answering
https://aclanthology.org/2022.icon-main.26/
The paper is accepted in the main conference of ICON 2022.
We create a synthetic dataset, AviationQA, a set of 1 million factoid QA pairs from 12,000 National Transportation Safety Board (NTSB) reports using templates. These QA pairs contain questions such that answers to them are… See the full description on the dataset page: https://huggingface.co/datasets/sakharamg/AviationQA.Aviation_QA
✈️ Aviation Safety QA Dataset for Extracting Knowledge From Incident Reports
AviationQA is a domain-specific, extractive Question Answering (QA) dataset built to support safety fact retrieval from aviation incident reports. It was constructed by applying a structured question generation and answer extraction pipeline on National Transportation Safety Board (NTSB) and Aviation Safety Reporting System (ASRS) reports. This dataset aligns with the FAA's Integrated Safety Assessment… See the full description on the dataset page: https://huggingface.co/datasets/Timilehin674/Aviation_QA.asrs-aviation-reports
Dataset Card for ASRS Aviation Incident Reports
Dataset Summary
This dataset collects 47,723 aviation incident reports published in the Aviation Safety Reporting System (ASRS) database maintained by NASA.
Supported Tasks and Leaderboards
'summarization': Dataset can be used to train a model for abstractive and extractive summarization. The model performance is measured by how high the output summary's ROUGE score for a given narrative account of an aviation… See the full description on the dataset page: https://huggingface.co/datasets/elihoole/asrs-aviation-reports.AviationLLMaviation-safety-occurrences
Aviation Safety Occurrences (1902–2026)
223,623 aircraft accident and incident records, consolidated from 124 official
accident-investigation authorities into one table with a shared schema.
Every row links back to the investigating authority's own report through
report_url. Nothing here is a summary of a summary: the point of the dataset is
that the records national bodies publish in 124 different formats, with 124
different field names and 124 different search forms, become… See the full description on the dataset page: https://huggingface.co/datasets/himaxym/aviation-safety-occurrences.AviationCorpusaviationqa121faa-aviation-training
FAA Aviation Training Dataset
A comprehensive aviation training dataset built from official FAA publications for fine-tuning language models on pilot knowledge, federal aviation regulations, and flight procedures.
Overview
9,605 total samples (~4.1M tokens)
Two data formats: instruction-tuning Q&A and knowledge text
Three authoritative sources: Title 14 CFR (FARs), Aeronautical Information Manual (AIM), Pilot's Handbook of Aeronautical Knowledge (PHAK)
Five difficulty… See the full description on the dataset page: https://huggingface.co/datasets/ziksy/faa-aviation-training.aviation-airport-daylight__de7k6sbj-preview
Airport Apron Scene 1 (#de7k6sbj)
SiRLab publishes LiDAR-first synthetic datasets with dense per-point semantics, synchronized RGB, and ego-motion, built to plug into modern perception pipelines.
Best for: point-cloud semantic segmentation, filtering/analytics, fusion prototyping.
Commercialization: you may commercialize models/outputs trained on the Full dataset (dataset redistribution is prohibited; see License below).
Full access / quote / integration: see Commercial access &… See the full description on the dataset page: https://huggingface.co/datasets/sirlab-ai/aviation-airport-daylight__de7k6sbj-preview.aviation_qa_conversational_175kAviationManuals
Aviation Manuals dataset
This dataset was created to benchmark our approach for multi-modal retrieval (images and tables specifically) on pdf documents. It consists of two components:
A set of pdf documents
A csv file which contains questions and the groundtruth document names as well as page numbers
faa-aviation-safety-rollups
FAA wildlife strikes, laser incidents and drone sightings — analysis-ready rollups
Three United States FAA safety datasets, cleaned and rolled up into small tabular
files you can load without touching the source archives.
This is not a copy of the FAA's raw releases. Those are already public and
large. What is here is the part that does not exist upstream in this form:
stable slugs, consistent naming, and per-airport / per-species / per-state /
per-aircraft / per-year rollups… See the full description on the dataset page: https://huggingface.co/datasets/himaxym/faa-aviation-safety-rollups.ntsb-aviation-accidents
NTSB Aviation Records 2008–August 2026
1,000-row public sample; full dated six-table snapshot: $79 once.
31,124 NTSB events across six verified tables, with preserved source fields, validated joins and separately typed dates, injury counts and decimal coordinates.
Rebuilt from the official September 1, 2026 avall.zip revision retrieved September 19, 2026. Actual event coverage is 2008-01-01 through 2026-08-27.
The sample is the first 1,000 events ordered by ev_id. It is… See the full description on the dataset page: https://huggingface.co/datasets/claritystorm/ntsb-aviation-accidents.aviation-datasetaviation-ner-BIOaviation-maintenance-qacode-aviation-civile
Code de l'aviation civile, non-instruct (2025-09-20)
The objective of this project is to provide researchers, professionals and law students with simplified, up-to-date access to all French legal texts, enriched with a wealth of data to facilitate their integration into Community and European projects.
Normally, the data is refreshed daily on all legal codes, and aims to simplify the production of training sets and labeling pipelines for the development of free, open-source language… See the full description on the dataset page: https://huggingface.co/datasets/louisbrulenaudet/code-aviation-civile.aviation-lightning-strike-density-reroute-coherence-risk-v0.1What this repo is for
Detect when flight rerouting
does not match real storm risk.
Flags
high lightning but no reroute
low lightning but heavy reroute
fuel burn spikes
delay cascades
High relevance for
airlines
ATC
flight planning systems
climate-weather analytics
aviation-flight-control-phase-space-distortion-detection-v0.1What this dataset tests
Whether a system can detect early geometric distortion
of the control phase-space attractor.
Distortion includes:
envelope widening
lag growth
asymmetric warp
oscillatory jitter
energy waste via hysteresis.
Required outputs
distortion_onset_flight_window
dispersion_growth_rate
distortion_pattern_type
degradation_likelihood
primary_affected_surface
confounder_flags
Scoring conventions
onset is a flight index interval: flights X-Y
growth rate is dispersion… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/aviation-flight-control-phase-space-distortion-detection-v0.1.aviation-connection-bank-miss-risk-coherence-v0.1What this repo is for
Detect when small inbound delays
trigger outsized missed connections.
Flags
missed connections spike despite good buffer
rebooking capacity too low for demand
baggage misconnect rises with bank stress
delays convert into passenger disruption
Sovereign-Financial-Aviation-Reasoning
🧠 Sovereign Enterprise Reasoning Dataset (SERD-v1)
"From Unstructured Text to Causal Logic."
📊 Overview
This dataset contains 1,195 verified causal triplets extracted from complex, unstructured enterprise documents (Financial 10-K Reports, NTSB Aviation Accident Reports, Insurance Policy Wordings).
Unlike standard QA datasets, this dataset provides structured Causal Chains that serve as ground-truth for Chain-of-Thought (CoT) reasoning.
(Figure: The… See the full description on the dataset page: https://huggingface.co/datasets/davidfoss/Sovereign-Financial-Aviation-Reasoning.aviation-volcanic-ash-routing-coherence-risk-v0.1What this repo is for
Detect when flights
are not responding correctly
to volcanic ash hazards.
Flags
ash present but flights continue
reroutes with no ash
engine exposure risk
delay cascades tied to ash misread
aviation-flight-control-phase-space-baseline-modeling-v0.1What this dataset tests
Whether a system can model the normal control phase-space attractor
for fly-by-wire surface channels.
The target is phase-space geometry:
dispersion
hysteresis
overshoot
lag
energy efficiency.
Required outputs
phase_space_coherence_index
baseline_dispersion_envelope
command_response_lag_profile
control_energy_efficiency
baseline_confidence
Scoring conventions
indices range 0 to 1
dispersion envelope is a low-high interval
lag profile is p50 and p95 in… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/aviation-flight-control-phase-space-baseline-modeling-v0.1.Cyberattacks_aviationaviation-runway-configuration-wind-coherence-risk-v0.1What this repo is for
Detect when runway configuration
no longer matches wind reality.
Flags
crosswind exceedance with no runway change
runway change without wind driver
go-around spikes tied to config delay
africa-aviation-ethiopia
Airports in Ethiopia | Africa (original)
Size category: n<1K - Formats: parquet - Sector: infrastructure_transport - 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
Public datasets help analysts inspect structured… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-aviation-ethiopia.africa-aviation-tunisia
Airports in Tunisia | Africa (original)
Size category: n<1K - Formats: parquet - Sector: infrastructure_transport - 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
Public datasets help analysts inspect structured… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-aviation-tunisia.africa-owid-per-capita-co2-emissions-from-domestic-aviation
Per Capita Co2 Emissions From Domestic Aviation | Africa (Our World in Data) | Africa (Electric Sheep Africa metadata inventory)
Size category: n<1K - Formats: parquet - Sector: infrastructure_transport - 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-owid-per-capita-co2-emissions-from-domestic-aviation.africa-aviation-lesotho
Airports in Lesotho | Africa (original)
Size category: n<1K - Formats: parquet - Sector: infrastructure_transport - 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
Public datasets help analysts inspect structured… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-aviation-lesotho.africa-aviation-egypt
Airports in Egypt | Africa (original)
Size category: n<1K - Formats: parquet - Sector: infrastructure_transport - 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
Public datasets help analysts inspect structured evidence… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-aviation-egypt.