What's Changed
* Drop support for python 3.9 by delucchi-cmu in https://github.com/astronomy-commons/lsdb/pull/527
* Add plotting to search filters by smcguire-cmu in https://github.com/astronomy-commons/lsdb/pull/524
* Update to PPT 2.0.5 - fixes slack notifications by delucchi-cmu in https://github.com/astronomy-commons/lsdb/pull/528
* Spruce up the contribution guide. by delucchi-cmu in https://github.com/astronomy-commons/lsdb/pull/531
* Address failing benchmarks by delucchi-cmu in https://github.com/astronomy-commons/lsdb/pull/532
* Fix docstrings, move slow nb to pre-executed. by delucchi-cmu in https://github.com/astronomy-commons/lsdb/pull/533
* Use a naive sparse histogram. by delucchi-cmu in https://github.com/astronomy-commons/lsdb/pull/534
* Add more helpful error with non overlapping catalogs by smcguire-cmu in https://github.com/astronomy-commons/lsdb/pull/537
* Remove in csv format in docstring for from_dataframe by delucchi-cmu in https://github.com/astronomy-commons/lsdb/pull/538
* Save named indices in `from_dataframe` by camposandro in https://github.com/astronomy-commons/lsdb/pull/539
* Require newer hats version by delucchi-cmu in https://github.com/astronomy-commons/lsdb/pull/545
* Use default_columns property from hats catalog if available in read_hats by smcguire-cmu in https://github.com/astronomy-commons/lsdb/pull/543
* Remove typing imports for List, Tuple, Union by delucchi-cmu in https://github.com/astronomy-commons/lsdb/pull/544
**Full Changelog**: https://github.com/astronomy-commons/lsdb/compare/v0.4.4...v0.4.5