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springfall2008 merged 4 commits into from
Feb 8, 2026
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Enhance documentation with LoadML charts details #3334

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Enhance documentation with LoadML charts details
springfall2008 Feb 8, 2026
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Update docs/load-ml.md
springfall2008 Feb 8, 2026
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Fix typo in LoadML documentation
springfall2008 Feb 8, 2026
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Expand Up @@ -234,6 +234,16 @@ If validation MAE exceeds the threshold (default 2.0 kWh), predictions are disab

## Monitoring and Troubleshooting

### Charts

The Predbat WebUI has two charts associated with LoadML:

The LoadML chart shows the correlation between your actual load and the predictions by charting this against the prediction 1 hour in the future and 8 hours in the future.

<img width="1602" height="971" alt="Predbat LoadML chart showing actual household load and ML predictions 1 hour and 8 hours ahead" src="https://github.com/user-attachments/assets/731ef153-01e4-4ed1-bc5b-df1305d84f41" />

The LoadMLPower chart shows a similar view as power, but also plots PV production, predicted PV production and temperature predictions.

### Check Model Status

View model status in Predbat logs:
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