Show HN: Bamboolib – A GUI for Pandas (Python Data Science)

bamboolib is a GUI for transforming and visualising pandas DataFrame objects with no to little code. Feedback is appreciated!

This looks excellent. The ability to generate the Python code for the pandas dataframe transformations looks to be more useful than OpenRefine, TBH.

How much work would it be to use Dask (and Dask-ML) as a backend?

I see the OneHotEncoder button. Have you considered integration with Yellowbrick? They've probably already implemented a few of your near-future and someday roadmap items involving hyperparameter selection and model selection and visualization? https://www.scikit-yb.org/en/latest/

This video shows more of the advanced bamboolib features: https://youtu.be/I0a58h1OCcg

The live histogram rebinning looks useful. Recently I read about a 'shadowgram' / ~KDE approach with very many possible bin widths translucently overlaid in one chart. https://stats.stackexchange.com/questions/68999/how-to-smear...

Yellowbrick also has a bin width optimization visualization in yellowbrick.target.binning.BalancedBinningReference: https://www.scikit-yb.org/en/latest/api/target/binning.html

Great work.

Exactly what I thought for my first use case as a person who is not proeficient with pandas.

Looks great, but not a fan of the licensing model! $600/year for something thats 99% open source?

https://bamboolib.8080labs.com/pricing/

In terms of resource utilization I recommend to link to the youtube videos first and not to a "binder" url that starts up a jupyter container...