Enhance signal preprocessing with detrending and bandpass filtering - #6
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…han window size otherwise use global median.
Resp 5b testing detrending
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Introduce new preprocessing functions for signal detrending and bandpass filtering. Update existing logic for detrending to use a rolling median for longer signals and improve input validation for bandpass presets. Clean up code for readability and remove unnecessary files.