How to classify an accelerometer signal in to parts?

I am working on a deep learning model to predict the freezing of gait symptom. I want to know how to classify the accelerometer signal into chunks like that enter image description here

I am working with python 3.x, annd my model is written with Keras but I didn't write write any code relate to my question because I didn't know how to start coding for that.



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