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Request to use polars dataframe package directly #809

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jnhyeon opened this issue Sep 2, 2024 · 3 comments
Open

Request to use polars dataframe package directly #809

jnhyeon opened this issue Sep 2, 2024 · 3 comments

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@jnhyeon
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jnhyeon commented Sep 2, 2024

Thank you for creating a great package.
polars is a next-generation high-performance dataframe package that will replace pandas.
After converting polars to pandas using to_pandas(), you can use the feature-engine package.
However, it would be even better if you could directly process polars dataframe in the feature-engine package!

Have a nice week :)

@solegalli
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Hey @jnhyeon

I agree with you: adding support for polars is a much needed improvement.

It's also a major undertaking because Feature-engine was designed with pandas in mind, so most of its functionality is based on pandas.

I'll need to get myself familiar with polars first, to get a clear view of the workload needed, or find someone with expertise that could take this forward.

So in principle, I agree, in practice, I am not sure how soon we can move forward with this.

Comparing the number of monthly downloads of pandas and polars, I think pandas is here to stay for the foreseeable future as well.

@hkrutzer
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In case you haven't seen it, https://github.com/narwhals-dev/narwhals may be helpful.

@jnhyeon
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jnhyeon commented Oct 31, 2024

Thank you so much for introducing such a great package.

Have a nice day :)

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