Coloring-t-SNE
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DBSCAN
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Thanks a lot for the explanation. It was very useful. This is a suggestion and not an issue.
I tried running DBSCAN over the output of t-SNE and the results were very satisfactory when you just want to color the clusters to highlight them. Unlike K-Means, clusters in DBSCAN are uneven so it gives good result. The challenge is in tuning the eps parameter. There might be a better method in finding the right value rather than trying different ones. Just wanted to share it in case you want to include it in the notebook.

Thanks! I'll consider this for any next updates.