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title: Generator PM Reliability Dashboard
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emoji: ⚙️
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colorFrom: red
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colorTo: blue
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sdk: docker
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pinned: false
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---
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# Generator Preventive Maintenance Reliability Dashboard
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This Space runs the dashboard using Docker + Streamlit.
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## Why Docker?
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Docker pins Python 3.11 and stable package versions. This avoids Hugging Face Streamlit runtime/frontend mismatch issues such as:
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`Bad message format: Tried to use SessionInfo before it was initialized`
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## Features
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- PM-to-failure linking
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- Executive KPIs
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- PM effectiveness analytics
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- Failure cost and downtime analysis
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- Telemetry risk analysis
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- Predictive ML and PM strategy
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- Logistic Regression baseline
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- Random Forest advanced model
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- Failure-within-14-days and failure-within-30-days prediction
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- Asset-level risk bands and recommended maintenance actions
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