---
title: Generator PM Reliability Dashboard
emoji: ⚙️
colorFrom: red
colorTo: blue
sdk: docker
pinned: false
---

# Generator Preventive Maintenance Reliability Dashboard

This Space runs the dashboard using Docker + Streamlit.

## Why Docker?

Docker pins Python 3.11 and stable package versions. This avoids Hugging Face Streamlit runtime/frontend mismatch issues such as:

`Bad message format: Tried to use SessionInfo before it was initialized`

## Features

- PM-to-failure linking
- Executive KPIs
- PM effectiveness analytics
- Failure cost and downtime analysis
- Telemetry risk analysis
- Predictive ML and PM strategy
- Logistic Regression baseline
- Random Forest advanced model
- Failure-within-14-days and failure-within-30-days prediction
- Asset-level risk bands and recommended maintenance actions