Comment by henrydark

If you understand the underlying mechanism and are willing to work more low level, then this rtree package is about x50 faster in my experience:

https://github.com/tidwall/rtree.c

There are python bindings for it (with absolutely no documentation) here:

https://pypi.org/project/rtreecpy/