Fixes on correlation of PCA and UMAP components to computed_feature script

[Soorya19Pradeep]

I am adding small bug fixes on the script for computing the correlation between PCA and UMAP features and the computed features on this branch.

[ziw-liu]

@Soorya19Pradeep do you expect more work on this branch?

[Soorya19Pradeep]

@Soorya19Pradeep do you expect more work on this branch?

Yes @ziw-liu . I am going through, correcting the feature extraction methods

[Soorya19Pradeep]

@ziw-liu, what is the best way to combine the PC_vs_CF.py and PC_vs_CF_singleChannel.py scripts? One uses model trained on both phase and sensor channel and the other use just phase channel.

[ziw-liu]

what is the best way to combine the PC_vs_CF.py and PC_vs_CF_singleChannel.py scripts? One uses model trained on both phase and sensor channel and the other use just phase channel.

You can put the fluorescence features behind a condition that only executes when there is a second channel.

[ziw-liu]

@Soorya19Pradeep we decided to not use UMAP for feature correlation. Can you update this PR to reflect that?