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Does reshaping data arrays in tensorflow preserve orientation?

I have a dataset of shape (100, 51, 128, 128, 3) where 100 are the different samples, 51 are time stamps, 128, 128 are the grid points and 3 are the different populations. When I feed this data into the deep learning architecture I reshape this dataset into