Some historical discussions on a namedarray on the scikit-learn side:
https://github.com/scikit-learn/enhancement_proposals/pull/25

Might be useful to y'all.

On Fri, Oct 20, 2023 at 8:49 AM Dom Grigonis <dom.grigo...@gmail.com> wrote:

> I would make use of it if it was also supporting pure-numpy indices too.
> Pure-numpy n-dim array with indices is what I was after for a while now.
> The reason is exactly that - to shed heavy dependencies as pandas and have
> performance of pure numpy.
>
> Regards,
> DG
>
> > On 20 Oct 2023, at 00:51, Anderson Banihirwe <axbanihi...@gmail.com>
> wrote:
> >
> > :wave:t5: folks, [there has been growing interest in a lightweight array
> structure](https://github.com/pydata/xarray/issues/3981) that's in the
> same vein as [xarray's Variable](
> https://docs.xarray.dev/en/stable/generated/xarray.Variable.html). we've
> put together a design doc for `namedarray`, and we could use your
> feedback/input.
> >
> > ## what is `namedarray`?
> >
> > in essence, `namedarray` aims to be a lighter version of xarray's
> Variable—shedding some of the heavier dependencies (e.g. Pandas) but still
> retaining the goodness of named dimensions.
> >
> > ## what makes it special?
> >
> > * **Array Protocol Compatibility**: we are planning to make it
> compatible with existing array protocols and the new [Python array API
> standard](https://data-apis.org/array-api/latest/).
> > * **Duck-Array Objects**: designed to wrap around multiple duck-array
> objects, like NumPy, Dask, Sparse, Pint, CuPy, and PyTorch.
> >
> > ## why are we doing this?
> >
> > the goal is to bridge the gap between power and simplicity, providing a
> lightweight alternative for scientific computing tasks that don't require
> the full firepower of Xarray (`DataArray` and `Dataset`).
> >
> > ## share your thoughts
> >
> > We've put together a design doc that goes into the nitty-gritty of
> `namedarray`. your insights could be invaluable in making this initiative a
> success. please give it a read and share your thoughts [here](
> https://github.com/pydata/xarray/discussions/8080)
> >
> > * **Design Doc**: [namedarray Design Document](
> https://github.com/pydata/xarray/blob/main/design_notes/named_array_design_doc.md
> )
> >
> > cross posting from [Scientifc Python Discourse](
> https://discuss.scientific-python.org/t/seeking-feedback-design-doc-for-namedarray-a-lightweight-array-data-structure-with-named-dimensions/841
> )
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