Add PreDist notebook and some refactoring #17
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…he notebook `notebooks/PreDist/PreDist.ipynb` to show how to apply the EnergyFaultDetector on the PreDist dataset. Also adds the `criticality` as method to the `FaultDetectionResult`, for easy access and plotting.
Some refactoring: Moving from os.path to pathlib.Path for file handling (wip).
…, change to float64 through config)
… fault detector clearer
…t_dataset.py to replace string values for.
…ning the file structure.
…docstrings and comments in PreDist.ipynb and predist_utils.py.
cgueck895
approved these changes
Jan 13, 2026
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Adds the PreDist notebook (notebooks/PreDist/PreDist.ipynb) showing how to apply the EnergyFaultDetector on the PreDist dataset.
Changes
evaluation.PreDistDataset: A class to (down)load and prepare data from the PreDist dataset.FaultDetectionResultnow also has a method to load saved results and a utility methodcriticality, which wraps theutils.analysis.calculate_criticalityfunction.pathlib.Pathfor file paths as well. Start moving fromos.pathto thepathliblibrary.FaultDetectorto save memory. Iffloat64is needed, this can be configured (Config.dtype).quick_fault_detectionmodule (caused by the DataPreprocessor update)