Comments (2)
Hi @rianboy18 unfortunately CTGAN does indeed not work with null values.
Maybe this will change in the future, but for now it is intended to work only with single tables of numerical or categorical data, with no nulls.
If you want support for more complex scenarios, like nullable, boolean or datetime columns, or multi-table datasets, please have a look at the SDV project.
Also note that, even though CTGAN is not yet available as an SDV model, work is currently being done in order to support it as well as other DL based synthesizers.
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Hi @rianboy18 unfortunately CTGAN does indeed not work with null values.
Maybe this will change in the future, but for now it is intended to work only with single tables of numerical or categorical data, with no nulls.If you want support for more complex scenarios, like nullable, boolean or datetime columns, or multi-table datasets, please have a look at the SDV project.
Also note that, even though CTGAN is not yet available as an SDV model, work is currently being done in order to support it as well as other DL based synthesizers.
Thanks @csala. Noted !
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Related Issues (20)
- TypeError while ctgan.fit() HOT 6
- Improve DataSampler efficiency
- ValueError: mismatch of shapes when sampling data for compas dataset HOT 2
- Return loss values as float values not PyTorch objects
- Transition from using setup.py to pyproject.toml to specify project metadata
- Remove bumpversion and use bump-my-version
- Switch to using ruff for Python linting and code formatting
- Add dependency checker
- Remove scikit-learn dependency
- CTGAN using deprecated 'sklearn' HOT 2
- Replace integration test that uses the iris demo data
- Add bandit workflow
- Feature Request: More verbose logging HOT 3
- Fix minimum version workflow when pointing to github branch
- Deployment requirements based on libtorch or ONNX HOT 4
- How to load this model directly to generate data after saving it HOT 4
- Cleanup automated PR workflows
- Remove FutureWarning: Setting an item of incompatible dtype is deprecated
- Only run unit and integration tests on oldest and latest python versions for macos
- [HELP] CTGAN has Reproducibility? HOT 8
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