❖ XSynthesizers Bundle

Go the eXtra mile with your synthesis. Use enhanced synthesizers and transformers for improved synthetic data quality and performance.

Included Features

This functionality is in Beta. At this time, select SDV Enterprise users are able to use this feature and provide feedback.

This bundle includes versions of synthesizers and transformers that have been expanded with additional features.

• XGCSynthesizer is expanded version of the GaussianCopulaSynthesizer that includes modeling support for 100+ additional column shapes. Use this single-table synthesizer in combination with multi-table synthesizers such as HSASynthesizer.

• XGaussianNormalizer is an expanded version of the GaussianNormalizer transformer. This also includes modeling support for 100+ additional column shapes. Use this transformer with other single-table synthesizers such as CTGANSynthesizer.

• SegmentSynthesizer is a specialty synthesizer that you can use for highly segmented data. It is compatible with XGCSynthesizer, XGaussianNormalizer, and any multi-table synthesizer.

Additional features coming soon!

Installation

Purchase the XSynthesizers bundle and install it separately.

% pip install -U bundle-xsynthesizers --index-url https://pypi.datacebo.com

This command prompts you for your username and password, provided by DataCebo.

For more information about installing SDV Enterprise features and bundles, see our Enterprise Installation Guide.