Rdt

This release adds support for Python 3.12! It also fixes a bug that kept certain functions from being used on the `AnonymizedFaker` when locales were provided.

Maintenance

* Support Python 3.12 - Issue [744](https://github.com/sdv-dev/RDT/issues/744) by fealho
* Add dependency checker - Issue [777](https://github.com/sdv-dev/RDT/issues/777) by lajohn4747
* Add bandit workflow - Issue [781](https://github.com/sdv-dev/RDT/issues/781) by R-Palazzo

Bugs Fixed

* Providing locales to AnonymizedFaker with a function that uses the BaseProvider crashes - Issue [774](https://github.com/sdv-dev/RDT/issues/774) by frances-h
* Fix minimum version workflow when pointing to github branch - Issue [783](https://github.com/sdv-dev/RDT/issues/783) by R-Palazzo

New Features

* Move out sdtype validations from multi-column transformers - Issue [778](https://github.com/sdv-dev/RDT/issues/778) by R-Palazzo

This release fixes a bug with loading saved `AnonymizedFaker` transformers from previous versions of RDT.

Bugs Fixed

* Add `enforce_uniqueness` attribute to `AnonymizedFaker` - PR [771](https://github.com/sdv-dev/RDT/pull/771) by fealho
* Fix backwards compatability for `cardinality_rule`- PR [772](https://github.com/sdv-dev/RDT/pull/772) by frances-h

The `AnonymizedFaker` now supports more options for the cardinality of the generated data. Previously you could make make the generated data be all unique, or not take uniqueness into consideration. Now you can use the `cardinality_rule` parameter to match the cardinality of the original data.

New Features

* Allow `AnonymizedFaker` to learn cardinality from the real data - Issue [756](https://github.com/sdv-dev/RDT/issues/756) by fealho

Deprecations

The `enforce_uniqueness` parameter of the `AnonymizedFaker` is deprecated in favor of the `cardinality_rule` parameter.

Maintenance

* Transition from using setup.py to pyproject.toml to specify project metadata - Issue [763](https://github.com/sdv-dev/RDT/issues/763) by R-Palazzo
* Remove bumpversion and use bump-my-version - Issue [764](https://github.com/sdv-dev/RDT/issues/764) by R-Palazzo
* Add build to dev requirements - Issue [768](https://github.com/sdv-dev/RDT/issues/768) by amontanez24

This release makes a couple improvements to the `RegexGenerator`. Error messaging is improved and it is now capable of generating an unlimited amount of rows even when the `enforce_uniqueness` flag is True. It does this by adding suffixes if the max amount of combinations for the provided regex is met.

Additionally, this release resolves a few bugs. The `OneHotEncoder` should no longer crash on the `categorical` dtype and the `UniformEncoder` was improved to support more dtypes.

Bugs Fixed

* Categorical reverse transform may crash with `ValueError` for certain dtypes (int64) - Issue [747](https://github.com/sdv-dev/RDT/issues/747) by R-Palazzo
* RegexGenerator gives a confusing message: of possibilities are shown as an imaginary number - Issue [748](https://github.com/sdv-dev/RDT/issues/748) by R-Palazzo
* OneHotEncoder doesn't support dtype `'category'` - Issue [751](https://github.com/sdv-dev/RDT/issues/751) by fealho

New Features

* RegexGenerator should create unlimited regexes, even if unique enforcement is on - Issue [749](https://github.com/sdv-dev/RDT/issues/749) by fealho
* Add a _update_multi_column_transformer method - Issue [757](https://github.com/sdv-dev/RDT/issues/757) by R-Palazzo

Internal

* Move the _learn_rounding_digits of the FloatFormatter into a helper - Issue [750](https://github.com/sdv-dev/RDT/issues/750) by fealho

This release fixes a bug that caused the `AnonymizedFaker` to crash with provider/function combinations that return tuples.

Bugs Fixed

* AnonymizedFaker crashes with ValueError for specific provider/function pairs (eg. currency) - Issue [743](https://github.com/sdv-dev/RDT/issues/743) by R-Palazzo

This release adds a parameter to the `UnixTimestampEncoder` and `OptimizedTimestampEncoder`, called `enforce_min_max_values`. When this is set to True, it clips all values in the reverse transformed data to the min and max datetimes seen in the fitted data.

This release also internally adds support for multi-column transformers!

New Features

* Support multi-column transformers - Issue [683](https://github.com/sdv-dev/RDT/issues/683) by R-Palazzo
* Improve user warnings and logic for update_sdtype - Issue [684](https://github.com/sdv-dev/RDT/issues/684) by R-Palazzo
* Improve user warnings and logic for update_transformers and update_transformers_by_sdtype - Issue [685](https://github.com/sdv-dev/RDT/issues/685) by R-Palazzo
* Improve user warnings and logic for remove_transformers and remove_transformers_by_sdtype - Issue [686](https://github.com/sdv-dev/RDT/issues/686) by R-Palazzo
* Add enforce_min_max_values to datetime transformers - Issue [740](https://github.com/sdv-dev/RDT/issues/740) by R-Palazzo

Internal

* Support multi-column transformers - Issue [683](https://github.com/sdv-dev/RDT/issues/683) by R-Palazzo

Bugs Fixed

* Multi column transformers crash when assigned to single column - Issue [734](https://github.com/sdv-dev/RDT/issues/734) by R-Palazzo