davidfertube/hse-compliance-inspector
Image Classification
•
Updated
Datasets:
inspection_id
stringlengths 7
7
| facility_type
stringclasses 4
values | area
stringlengths 8
15
| category
stringclasses 5
values | severity
stringclasses 4
values | description
stringlengths 49
69
| corrective_action
stringlengths 30
72
| compliant
bool 2
classes |
|---|---|---|---|---|---|---|---|
HSE-001
|
compressor_station
|
turbine_hall
|
ppe
|
critical
|
Operator observed without hard hat in active compressor bay
|
Issue PPE violation notice and require immediate compliance
| false
|
HSE-002
|
compressor_station
|
control_room
|
housekeeping
|
minor
|
Coffee cups and papers on emergency shutdown panel desk
|
Clean area and post reminder signage
| false
|
HSE-003
|
power_plant
|
boiler_deck
|
fall_protection
|
critical
|
Guardrail missing on elevated platform section B-7 at 40ft elevation
|
Install temporary barricade immediately and schedule permanent guardrail
| false
|
HSE-004
|
compressor_station
|
pipe_rack
|
ppe
|
major
|
Two contractors without safety glasses in grinding area
|
Stop work order until PPE compliance verified
| false
|
HSE-005
|
substation
|
switchyard
|
electrical
|
critical
|
Lockout/tagout procedure not followed on breaker 4160-B3
|
Immediate work stop and re-training on LOTO procedures
| false
|
HSE-006
|
power_plant
|
turbine_floor
|
housekeeping
|
observation
|
Oil drip tray at 80% capacity near Unit 3 bearing
|
Schedule drip tray replacement during next shift
| false
|
HSE-007
|
refinery
|
tank_farm
|
fire_safety
|
major
|
Fire extinguisher expired (14 months overdue) at Tank T-201
|
Replace extinguisher immediately and audit all tank farm units
| false
|
HSE-008
|
compressor_station
|
gas_yard
|
ppe
|
minor
|
Visitor without high-visibility vest in controlled area
|
Escort provided vest from visitor PPE station
| false
|
HSE-009
|
power_plant
|
coal_handling
|
housekeeping
|
major
|
Conveyor walkway partially blocked by maintenance tools and hoses
|
Clear walkway and establish tool staging area
| false
|
HSE-010
|
substation
|
relay_room
|
electrical
|
observation
|
Cable tray covers not fully secured after recent maintenance
|
Re-secure covers and add to post-maintenance checklist
| false
|
HSE-011
|
compressor_station
|
turbine_hall
|
ppe
|
observation
|
All personnel wearing required PPE during routine inspection
|
No action required — document compliant observation
| true
|
HSE-012
|
power_plant
|
control_room
|
fire_safety
|
observation
|
Emergency exits clear and properly marked with illuminated signage
|
No action required — compliant
| true
|
HSE-013
|
refinery
|
process_unit
|
fall_protection
|
major
|
Scaffolding missing toe boards on level 3 platform
|
Install toe boards before next shift and verify scaffold tag
| false
|
HSE-014
|
compressor_station
|
lube_oil_room
|
fire_safety
|
critical
|
Flammable storage cabinet door propped open with maintenance wedge
|
Close cabinet immediately and counsel responsible party
| false
|
HSE-015
|
power_plant
|
hrsg_area
|
ppe
|
major
|
Welding crew member without proper welding shield in active arc area
|
Immediate work stop until proper face protection provided
| false
|
HSE-016
|
substation
|
perimeter
|
housekeeping
|
minor
|
Vegetation encroachment within 10ft of transformer T-4
|
Schedule vegetation clearing within 7 days
| false
|
HSE-017
|
compressor_station
|
inlet_filter
|
fall_protection
|
observation
|
All harness attachment points inspected and within certification date
|
No action required — compliant
| true
|
HSE-018
|
refinery
|
loading_dock
|
fire_safety
|
major
|
Spill containment berms degraded at truck loading station 2
|
Repair berms and verify secondary containment capacity
| false
|
HSE-019
|
power_plant
|
water_treatment
|
electrical
|
minor
|
Ground fault indicator light illuminated on chemical feed pump P-201
|
Schedule electrical inspection and verify ground integrity
| false
|
HSE-020
|
compressor_station
|
exhaust_stack
|
ppe
|
observation
|
All personnel compliant with hearing protection in high-noise zone
|
No action required — document compliant observation
| true
|
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 (compressor_station, power_plant, substation, refinery) |
area |
string | Specific area inspected |
category |
string | Violation category (ppe, housekeeping, fall_protection, fire_safety, 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
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
- Downloads last month
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Size of downloaded dataset files:
3.53 kB
Size of the auto-converted Parquet files:
6.61 kB
Number of rows:
20
Models trained or fine-tuned on davidfertube/hse-safety-inspection-data