Record arrays only provide indexing by name along columns, unfortunately. So if you want index labels along both dimensions (in 2-D), Pandas is necessary. There

Record arrays only provide indexing by name along columns, unfortunately. So if you want index labels along both dimensions (in 2-D), Pandas is necessary. There is no good option for the N-D case that I can find (R's native array has this capability by default though).