datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
cwicr-construction-rates
CWICR — Construction Works, Items, Costs & Resources
A multilingual, machine-readable database of national construction rate books for 30 countries / language locales. Each rate is fully decomposed into its work composition and resource breakdown (labour, machinery, materials), with unit prices, hierarchical classification, and physical parameters preserved in the source language.
This dataset is the tabular source-of-truth behind the cwicr-vector-db-bgem3-v3 Qdrant snapshots. Use… See the full description on the dataset page: https://huggingface.co/datasets/DataDrivenConstruction/cwicr-construction-rates.construction-safety-object-detection
Dataset Labels
['barricade', 'dumpster', 'excavators', 'gloves', 'hardhat', 'mask', 'no-hardhat', 'no-mask', 'no-safety vest', 'person', 'safety net', 'safety shoes', 'safety vest', 'dump truck', 'mini-van', 'truck', 'wheel loader']
Number of Images
{'train': 307, 'valid': 57, 'test': 34}
How to Use
Install datasets:
pip install datasets
Load the dataset:
from datasets import load_dataset
ds =… See the full description on the dataset page: https://huggingface.co/datasets/keremberke/construction-safety-object-detection.ConstructionSite
Dataset Card for ConstructionSite 10k
Dataset summary
The dataset consists of a total of 10,013 construction site images and their annotations. Among them, 7,009 images are assigned to the training split while 3,004 images are assigned to the test split.
If you use this dataset, we would appreciate you citing our work. See Citation information. We developed the dataset to test how well vision language models (VLMs) can understand construction site images and use their… See the full description on the dataset page: https://huggingface.co/datasets/LouisChen15/ConstructionSite.bdnb_2023-11.a_batiment_construction_FFO_METROPOLE_4326construction-site-robot-navigation-vla-training-next-pack-221fb1bd-ce8fc779
Aerial Outdoor Scenes for Drone Ice-on-Power-Line Detection (YOLO)
Training dataset for a drone-mounted YOLO model that detects ice accretion on power lines during aerial inspection. Renders are staged in outdoor open-air scenes at 1280x1280 with RGB, albedo and world-space normal (OpenGL, linear) passes, per-frame annotations (bounding boxes, camera pose, labels), and authored daylight. Note: the available environments do not frame actual power lines, so the set stands in for… See the full description on the dataset page: https://huggingface.co/datasets/physicl-community/construction-site-robot-navigation-vla-training-next-pack-221fb1bd-ce8fc779.ConstructionSiteCleanedDataSetConstructionSiteOSHA_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.swedish-construction-faq
Swedish Construction FAQ — Open Q&A Dataset
Open bilingual (Swedish/English) Q&A dataset for the Swedish construction
industry (byggbranschen). 503 Q&A pairs across 39 categories, every answer
grounded in Swedish primary law and authoritative guidance.
Maintained by Zaragoza AB, Helsingborg, Sweden.
DOI: 10.5281/zenodo.19630803 ·
Wikidata: Q139393633
Try it first
Live search demo: huggingface.co/spaces/DecDEPO/swedish-construction-faq-search
Colab quickstart: Open in… See the full description on the dataset page: https://huggingface.co/datasets/DecDEPO/swedish-construction-faq.cwicr-construction-rates
CWICR — Construction Works, Items, Costs & Resources
A multilingual, machine-readable database of national construction rate books for 30 countries / language locales. Each rate is fully decomposed into its work composition and resource breakdown (labour, machinery, materials), with unit prices, hierarchical classification, and physical parameters preserved in the source language.
This dataset is the tabular source-of-truth behind the cwicr-vector-db-bgem3-v3 Qdrant snapshots.… See the full description on the dataset page: https://huggingface.co/datasets/srii2829/cwicr-construction-rates.ramanv-image-real-constructionmiobra-synthetic-construction-material-extraction-v1
Mi Obra Synthetic Construction Material Extraction v1.0
English
Dataset Description
This dataset contains 10,000 synthetic Spanish construction-material titles
paired with structured entity-extraction targets. It is designed for Argentine
construction terminology and controlled experiments in fine-tuning, teaching,
information extraction, and structured generation.
Language: Spanish (es)
Regional context: Argentina
Rows: 10,000
License: CC BY 4.0… See the full description on the dataset page: https://huggingface.co/datasets/mi-obra/miobra-synthetic-construction-material-extraction-v1.Road_construction_recommendationdouvras-evolution-lab-constructions
Douvras Evolution Lab Constructions v0.1
Small, synthetic benchmark for the loop candidate → verifier → score.
Each problem is an eight-node cycle independent-set toy problem. The verifier
checks node range, uniqueness and absence of selected edges. The published
best_known_score is 3; a valid score of 4 is marked IMPROVED for this toy
family.
The dataset contains 54 records (36 train, 9 validation, 9 frozen test) across
six relabeled problem instances. Splitting is by… See the full description on the dataset page: https://huggingface.co/datasets/dougdotcon/douvras-evolution-lab-constructions.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.construction-prompt-payment-deadlines-by-state
Construction prompt payment act deadlines by US state — owner-to-contractor and contractor-to-subcontractor payment windows, retention release deadlines, and late-payment interest rates
Canonical, always-current version: https://referencesource.org/construction-prompt-payment-deadlines-by-state/
Machine-readable: https://referencesource.org/construction-prompt-payment-deadlines-by-state/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-15
Stale after:… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/construction-prompt-payment-deadlines-by-state.construction-retainage-limits-by-state
Construction retainage limits by US state — maximum withholding percentages, release deadlines, escrow requirements, and public vs private distinctions with statutory citations
Canonical, always-current version: https://referencesource.org/construction-retainage-limits-by-state/
Machine-readable: https://referencesource.org/construction-retainage-limits-by-state/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-17
Stale after: 2027-08-17 (past this date… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/construction-retainage-limits-by-state.africa-egypt-capmas-average-retail-prices-for-key-construction-materials-aa8573d4
Average Retail Prices for Key Construction Materials | Africa (CAPMAS Egypt Open Data)
17,175 rows - 1 Africa country/area - 2010-2026 - 39 indicators - Engineered by Electric Sheep Africa
TL;DR
This dataset contains 17,175 rows from CAPMAS Egypt Open Data, covering Average Retail Prices for Key Construction Materials. It is published as ML-ready Parquet with consistent Hugging Face metadata, source provenance, and analysis-friendly loading examples.… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-egypt-capmas-average-retail-prices-for-key-construction-materials-aa8573d4.state-construction-defect-limitations-periods
State construction defect statute of limitations and statute of repose periods
Canonical, always-current version: https://referencesource.org/state-construction-defect-limitations-periods/
Machine-readable: https://referencesource.org/state-construction-defect-limitations-periods/data.json — this mirror is a point-in-time copy.
Last verified: 2026-08-18
Stale after: 2027-08-18 (past this date, prefer the canonical copy —
it re-verifies on a cadence this snapshot does not)… See the full description on the dataset page: https://huggingface.co/datasets/referencesource/state-construction-defect-limitations-periods.construction_pointsUrban-Street-Construction-Scene-Image-Dataset
Urban Street Construction Scene Image Dataset
The current transportation industry faces challenges such as difficult management of urban construction sites and worsening traffic congestion. Some existing solutions often lack object detection capabilities for specific scenarios, leading to frequent accidents and resource wastage. This dataset aims to provide high-quality construction scene images to help researchers and engineers develop more precise object detection models. Images… See the full description on the dataset page: https://huggingface.co/datasets/shangzx/Urban-Street-Construction-Scene-Image-Dataset.constructionQAsconstruction_resouce_calculation1
Dataset Card for "construction_resouce_calculation1"
More Information needed
ConstructionSiteautonomous-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.code-construction-habitation
Code de la construction et de l'habitation, 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… See the full description on the dataset page: https://huggingface.co/datasets/louisbrulenaudet/code-construction-habitation.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.africa-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.