Neha Patki

Better data validation message for `auto_assign_transformers`

1

### Problem Description If I use the `auto_assign_transformers` functionality with invalid data*, then I receive an error that doesn't really make sense. *Invalid data is any data that does not...

### Problem Description This is a general issue for performance improvements to CTGAN, with a variety of possible solutions. **Are you having this issue?** Please upvote this issue and comment...

### Problem Description Currently, all libraries in the SDV ecosystem have narrow and fixed dependency ranges (with a min and max). Sometimes as external libraries change, users may have problems...

### Problem Description The SDV only supports multi table schemas that connect a foreign key (of a child table) to a primary key (of a parent table). The schemas _do...

### Environment Details * SDV version: 1.0.0b0 (beta version) * Python version: 3.8 * Operating System: Linux (Google Colab) ### Error Description If I create a synthesizer with a `Unique`...

### Environment Details * SDV version: 1.0.0b0 (Beta version) * Python version: 3.8 * Operating System: Linux (Colab Notebook) ### Description If I apply the `Unique` constraint, then by definition,...

### Problem Description Python 3.12 was released on Oct 2, 2023. ### Expected behavior In order to upgrade the Copulas, we'll need to ensure that our external dependencies are compatible...

Using any univariate distribution from scipy

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### Problem Description The [copulas univariate package](https://sdv.dev/Copulas/api/copulas.univariate.html) contains 8 different distribution types to choose from. However, the underlying data science library [scipy](https://docs.scipy.org/doc/scipy/reference/stats.html) contains a larger variety of univariate distributions. Is...

Add ability to load and inspect individual datasets

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### Problem Description The SDGym library currently allows you to [list the available datasets](https://docs.sdv.dev/sdgym/customization/datasets/public-sdv-datasets) for benchmarking purposes. However, it does not offer any abilities to inspect these datasets -- users...

### Environment Details * SDGym version: 0.6.0 (latest) ### What is expected The `IndependentSynthesizer` is expected to independently model each column. - For `numerical` or `datetime` sdtypes, it should learn...