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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