Investigate numpy implementation and compilation alternatives

[sixpearls]

To fix support for scipy 1.15+ #151, the numpy implementation was dropped because the scipy internals dropped access to a required function. It may be worth re-implementing this funcitonality in numpy and comparing runtime (e.g., #87)