datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
predictive-maintenance-remaining-useful-life
Machine Degradation with Exact Remaining Useful Life
A synthetic run-to-failure dataset: 100 machines, each followed from install to
failure, 23,118 hourly readings in total. Every row carries the true remaining
useful life, because the failure time was declared before the data was generated
rather than annotated afterwards.
That last sentence is the whole point, so it is worth being precise about what
it buys you and what it does not.
Why this exists
AI4I 2020… See the full description on the dataset page: https://huggingface.co/datasets/rasinmuhammed/predictive-maintenance-remaining-useful-life.predictive-maintenance-datasetauto_predictive_maintenance_dataAI4I-2020-Predictive-Maintenancepredictive-maintenance-engine-data
Predictive Maintenance – Engine Sensor Dataset
This dataset contains multivariate time-series sensor data collected from engines.
It is used for predictive maintenance modeling, where the objective is to predict
engine failure events based on operational settings and sensor readings.
Files:
raw_data.csv: Raw engine sensor dataset
This dataset is versioned and stored on Hugging Face to ensure reproducibility
and auditability for machine learning experiments.… See the full description on the dataset page: https://huggingface.co/datasets/mukherjee78/predictive-maintenance-engine-data.engine-predictive-maintenance-datamaintenance-predictive-mlops-dataafrica-synth-energy-infrastructure-maintenance-africa-niger
Africa Synth Energy Infrastructure Maintenance Africa Niger | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: energy - 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-energy-infrastructure-maintenance-africa-niger.predictive_maintenance-dataset
Predictive Maintenance Dataset
Description
This dataset contains engine sensor readings used to predict engine health.
Features
Engine RPM
Lub Oil Pressure
Fuel Pressure
Coolant Pressure
Lub Oil Temperature
Coolant Temperature
Target
Engine Condition
0 = Healthy
1 = Maintenance Required
Number of Records
19535
Machine Learning Task
Binary Classification
Source
PGP Capstone Project… See the full description on the dataset page: https://huggingface.co/datasets/hiteshsharma/predictive_maintenance-dataset.healthcare-equipment-availability-maintenance-coherence-risk-v0.1What this repo is for
Detect equipment readiness breakdown before delays and safety incidents.
Tracks alignment between equipment need, availability, maintenance status, location visibility, and backup coverage.
Helps hospitals prevent hidden shortages, unsafe workarounds, and procedure delays.
Predictive_Maintenance_Dataafrica-synth-energy-dust-soiling-maintenance-impact-all
Africa Synth Energy Dust Soiling Maintenance Impact All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: energy - 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-energy-dust-soiling-maintenance-impact-all.Predictive_Maintenance_Datasetaviation-maintenance-deferral-flight-safety-coherence-risk-v0.1What this repo is for
Detect when deferred maintenance
and flight dispatch
fall out of alignment.
Flags
repeated defects without new restrictions
aged deferrals with no operational response
cancellations or diversions linked to ignored risk
africa-synth-wash-water-infrastructure-maintenance-all
Africa Synth Wash Water Infrastructure Maintenance 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… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-wash-water-infrastructure-maintenance-all.aviation-aircraft-rotation-maintenance-coherence-risk-v0.1What this repo is for
Detect when fleet rotation plans
leave no room for maintenance.
Flags
high utilization with low window slack
rising deferral pressure
tail swaps as early stress signal
unscheduled maintenance events
public-policy-infrastructure-maintenance-failure-risk-v0.1What this repo is for
Detect infrastructure failure
before collapse becomes visible.
Flags:
maintenance delayed
condition declining
incident rates rising
budget spent but assets still degrading
Used for
transport
power grids
water systems
public assets
engine-predictive-maintenance-data
Engine Predictive Maintenance Dataset
This dataset contains engine sensor readings used for predictive maintenance classification.
Objective
Predict whether an engine is operating normally or requires maintenance using sensor parameters.
Columns
Engine rpm
Lub oil pressure
Fuel pressure
Coolant pressure
lub oil temp
Coolant temp
Engine Condition
Label Assumption
Engine Condition = 1 is treated as the maintenance/faulty class and Engine Condition =… See the full description on the dataset page: https://huggingface.co/datasets/premswan/engine-predictive-maintenance-data.industrial-robot-maintenance-logs-v1
Industrial Robot Maintenance Logs V1
Description
Maintenance log entries labeled by issue severity.
Labels
minor
moderate
critical
customer-service-apple-picker-maintenance
This Dialogue
Comprised of fictitious examples of dialogues between a technician and an expert on maintaining automated apple picker machines. Check out the example below:
"id": 1,
"description": "Machine not picking apples",
"dialogue": "Technician: Hello, one of our apple picker machines is not picking apples. What should I do to fix it?\n\nExpert: Check the picking arms for any obstructions or damage. Clean or replace them if necessary. Also, ensure the collection basket is not… See the full description on the dataset page: https://huggingface.co/datasets/FunDialogues/customer-service-apple-picker-maintenance.predictive-maintenance-engine-data
Predictive Maintenance – Engine Sensor Dataset
This dataset contains multivariate time-series sensor data collected from engines.
It is used for predictive maintenance modeling, where the objective is to predict
engine failure events based on operational settings and sensor readings.
Files:
raw_data.csv: Raw engine sensor dataset
This dataset is versioned and stored on Hugging Face to ensure reproducibility
and auditability for machine learning experiments.… See the full description on the dataset page: https://huggingface.co/datasets/SSS18/predictive-maintenance-engine-data.engine-predictive-maintenanceengine-predictive-maintenanceindustrial_iot_predictive_maintenance_telemetryPredictive-Maintenance-Predictionaviation-flight-control-integrity-horizon-maintenance-mapping-v0.1What this dataset tests
Whether a system can convert detected phase-space distortion
into a maintenance horizon and schedule.
The point is not fault blame.
It is safe remaining cycles and workload risk.
Required outputs
integrity_horizon_flights
maintenance_priority
workload_risk_index
oscillation_risk_probability
replacement_window
intervention_rationale
Scoring conventions
horizon is remaining flights to unacceptable integrity risk
workload and oscillation risk range 0 to 1… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/aviation-flight-control-integrity-horizon-maintenance-mapping-v0.1.predictive-maintenance-engine-data
Predictive Maintenance – Engine Sensor Dataset
This dataset contains multivariate time-series sensor data collected from engines.
It is used for predictive maintenance modeling, where the objective is to predict
engine failure events based on operational settings and sensor readings.
Files:
raw_data.csv: Raw engine sensor dataset
This dataset is versioned and stored on Hugging Face to ensure reproducibility
and auditability for machine learning experiments.… See the full description on the dataset page: https://huggingface.co/datasets/Rynaxzion/predictive-maintenance-engine-data.engine-predictive-maintenanceac-motor-predictive-maintenance-datasetPredictive-Maintenance