Datasetpublic

davidfertube/hse-safety-inspection-data

HSE Inspection Reports Dataset Labeled industrial safety inspection records for training HSE compliance models. Overview This dataset contains structured inspection reports from industrial facility safety walkthroughs. Each record documents observed conditions, violation categories, severity levels, and recommended actions — designed for training and evaluating vision-language models on HSE compliance tasks. Structure File Description Format… See the full description on the dataset page: https://huggingface.co/datasets/davidfertube/hse-safety-inspection-data.

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Dataset Card

HSE Inspection Reports Dataset

Labeled industrial safety inspection records for training HSE compliance models.

Overview

This dataset contains structured inspection reports from industrial facility safety walkthroughs. Each record documents observed conditions, violation categories, severity levels, and recommended actions — designed for training and evaluating vision-language models on HSE compliance tasks.

Structure

File	Description	Format
`inspections.csv`	Labeled inspection records with violation categories	CSV

Fields

Column	Type	Description
`inspection_id`	string	Unique inspection identifier
`facility_type`	string	Type of facility (compressorstation, powerplant, substation, refinery)
`area`	string	Specific area inspected
`category`	string	Violation category (ppe, housekeeping, fallprotection, firesafety, electrical)
`severity`	string	Severity level (critical, major, minor, observation)
`description`	string	Description of the finding
`corrective_action`	string	Recommended corrective action
`compliant`	boolean	Whether the area passed inspection

Usage

python

from datasets import load_dataset
ds = load_dataset("davidfertube/hse-safety-inspection-data")

Resources

—Model: hse-compliance-inspector
—Demo: Vision Agent Space
—GitHub: vision-agent

Built by David Fernandez — Applied AI Engineer | LangGraph & Pydantic Contributor