datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
OSHA_Construction_Enforcement_by_EmployerThis is a mirror. Canonical home: https://www.fastdol.com/datasets/osha-construction-enforcement-by-employer
Version DOI: 10.5281/zenodo.20187885
Concept DOI: 10.5281/zenodo.20187884
Download CSV: https://www.fastdol.com/datasets/osha-construction-enforcement-by-employer/data.csv
Visit the canonical page for the full schema, methodology, BibTeX citation, and most recent version.
Employer-level OSHA enforcement records for the U.S. construction industry (NAICS 23), covering all citations on… See the full description on the dataset page: https://huggingface.co/datasets/FastDOLz/OSHA_Construction_Enforcement_by_Employer.vn-provinces-investment-construction-master
Vietnam investment and construction master panel by locality
Wide geo×year master joining NSO Đầu tư và Xây dựng locality packs: FDI licensed stock as of end-2024, FDI licensed flow in 2024, completed housing floor area, and self-built housing floor area. Outer join on geo_code×year (2010-2024). FDI columns are populated for 2024 only. Society-wide investment by ownership/sector, outbound FDI, and 2019 social-housing-by-region tables are out of scope. Province names follow… See the full description on the dataset page: https://huggingface.co/datasets/letrinhan/vn-provinces-investment-construction-master.clinical-counterfactual-branch-construction-v0.1What this dataset tests
Whether a model can generate clinically plausible counterfactual decision pointsanchored to a real patient timeline.
Required outputs
decision_point_id
counterfactual_action
plausibility_score_0_100
branching_constraints
Counterfactual types
timing_shift
choice_substitution
disposition_change
intensity_change
Typical failures
proposing actions not linked to the real timeline
omitting safety constraints
producing fantasy improvements without… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-counterfactual-branch-construction-v0.1.autonomous-driving-ethical-cost-field-construction-v0.1
What this dataset tests
Whether an intelligence system can constructan ethical cost field for a driving scene.
The task is not to choose an action.The task is to model how harm distributes across agents.
Required outputs
ethical cost field
agent harm vectors
aggregate deformation score
rights infringement index
uncertainty band
Use case
Foundation layer for ethical navigation systems.Trains models to map harm before selecting actions.… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/autonomous-driving-ethical-cost-field-construction-v0.1.clinical-therapeutic-pathway-trajectory-manifold-construction-v0.1What this dataset tests
Whether a model can represent treatment pathways as trajectoriesthrough a high-dimensional patient state space.
It is a movie dataset.
Each example encodes
baseline state vector
time-indexed state vectors
interventions and timing
modality deltas
trajectory shape features
Manifold summary labels
smooth_improvement
plateau
oscillatory
deterioration
mixed_uncertain
Typical failures
treating the pathway as a single snapshot
ignoring modality… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-therapeutic-pathway-trajectory-manifold-construction-v0.1.special-construction-82ed5c
special-construction-82ed5c
Synthetic products test data: 40 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… See the full description on the dataset page: https://huggingface.co/datasets/barbaraClark/special-construction-82ed5c.construction-incidentsafrica-industry-including-construction-value-added-percentage-of-gdp
Africa Industry Including Construction Value Added Percentage of Gdp | Africa (World Bank)
Size category: n<1K - Formats: csv - Sector: economics_finance - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-industry-including-construction-value-added-percentage-of-gdp.us-construction-weather-delay-days
US Construction Weather Delay Days by Metro (2016–2025)
How many workdays construction sites actually lose to weather, month by month,
for 45 US metropolitan areas — derived from ten years of NOAA daily station
observations run through a soil-specific drying model.
This is not a rainfall dataset. Rainfall is the input; the output is unworkable
workdays, which is the unit construction schedules and contracts are actually
written in. The distinction matters more than it sounds: in… See the full description on the dataset page: https://huggingface.co/datasets/Ilystics/us-construction-weather-delay-days.Persona_Construction_Benchmarkclinical-therapeutic-protocol-avatar-state-space-construction-v0.1What this dataset tests
Whether a model can construct physiologically plausible patient avatarsas state-spaces suitable for long-horizon protocol stress-testing.
Required outputs
avatar_profile
state_vector_schema
baseline_coherence_score_0_100
fragility_points
Avatar must include
comorbidity stack
baseline state vector
adherence profile
fragility points
Typical failures
avatars that ignore physiology links
schemas missing key streams
fragility points not tied to… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-therapeutic-protocol-avatar-state-space-construction-v0.1.africa-synth-construction-quality-control-all
Africa Synth Construction Quality Control All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-construction-quality-control-all.clinical-personal-coherent-baseline-construction-v0.1What this dataset tests
Whether a model can construct a coherent personal baselinefrom longitudinal, multi-modal data.
Required outputs
personal_baseline_signature
baseline_variability_envelope
dominant_stability_rhythms
Rhythm labels
circadian
weekly_load
menstrual_cycle
seasonal
post_infection_recovery
training_cycle
medication_cycle
none_detected
Typical failures
describing population norms
listing ranges without coupling structure
missing stability… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-personal-coherent-baseline-construction-v0.1.clinical-patient-manifold-construction-and-basin-mapping-v0.1What this dataset tests
Whether a system can place patients onto a continuous disease manifold.
And identify basins with invariant feature sets.
This is not subtype labeling.
It is basin mapping.
Required outputs
patient_manifold_coordinates
basin_assignment
basin_confidence_score
basin_boundary_flags
invariant_feature_set
Basin boundary flags
near_boundary yesMixed features.
Potential cross-basin transitions.
High risk of response heterogeneity in trials.
Use case
Clinical trial… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/clinical-patient-manifold-construction-and-basin-mapping-v0.1.construction-sites-safetyclinical-intervention-rationale-construction-coherence-v0.1GoalJudge whether an intervention rationale matches the patient state.
Model must
identify missing rationale links
name competing hypotheses
flag risk tradeoffs
predict expected signal shift
UseTests construction-level clinical reasoning.
aviation-avionics-redundant-narrative-baseline-construction-v0.1Dataset purpose
Construct the baseline of a healthy avionics narrative.
Modern aircraft contain multiple redundant computers and sensors.Each subsystem produces a coherent “story” about aircraft state.Under healthy conditions these stories align tightly.
This dataset defines that baseline alignment.
It captures:
expected agreement patterns between redundant units
allowable divergence bands
narrative coherence ranges during normal flight
The goal is not to detect failure yet.The goal is… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/aviation-avionics-redundant-narrative-baseline-construction-v0.1.pharma-market-access-value-manifold-construction-v0.1What this dataset tests
Whether a system can construct a coherent payer-facing value manifold.It integrates clinical benefit, comparators, cost, and evidence strength.
Required outputs
clinical_benefit_axis
comparator_advantage_score
cost_effectiveness_position
evidence_strength_index
narrative_alignment_score
payer_acceptance_baseline
confidence_score
Use case
Optimize Phase III trial design.Forecast reimbursement viability.Strengthen payer-facing value narratives.
synthetic-construction-material-passports
🏗️ Synthetic Construction Material Passports
A synthetic dataset representing circular-economy material assets in metropolitan buildings.
Schema
synthetic_building_id: Unique building hash.
material_category: Concrete, Steel, Timber, Glass, etc.
estimated_quantity: Quantitative mass estimate.
central_estimate / upper_estimate: Uncertainty bounds.
ConstructionIncidentBengali_Sentence_Constructionconstruction_datasetTermes_ingenierie_techniques_industriels_construction_architecture
[!NOTE]
Dataset origin: https://www.eurotermbank.com/collections/928
vietname_constructionConstruction_data_test_realvietname_construction_newvietname_construction_test