idanmoradarthas / DataScienceUtils

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• 1.8.0
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• 63-replace-box-plot-with-violin-plot-for-numeric-vs-categorical-interaction-in-plot_features_interaction
• 64-add-mutual-information-scoring-utility-to-preprocessing-module
• 70-feature-request-replace-datetime-line-plot-with-2d-heatmap-in-visualize_feature
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• Update-requirements
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• fix-stats
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Build # 20097572999

Build Type

push

github

Committed by web-flow

Commit Message

Categorical graphs to heatmaps (#82)

* Update dependencies

- Upgrade matplotlib from version 3.8.4 to 3.10.6 in pyproject.toml.
- Bump pytest from version 9.0.1 to 9.0.2 in pyproject.toml.
- Update ruff from version 0.14.5 to 0.14.8 in pyproject.toml.
- Upgrade anaconda-client from version 1.13.1 to 1.14.1 in requirements-conda.txt.

* Refactor plotting functions in preprocess.py for improved clarity and functionality

- Updated plotting functions to ensure consistent handling of axes across various feature types.
- Enhanced categorical and datetime feature visualizations by returning the axes object from plotting functions.
- Adjusted test configurations for better visualization of categorical plots, including resizing for specific cases.
- Updated baseline images to reflect changes in plot outputs.

* Seperated the both bool test of plot_features_interaction to a new test

* Add show_ratios parameter to plot_features_interaction for enhanced categorical visualizations

- Introduced a new boolean parameter `show_ratios` to the `plot_features_interaction` function, allowing users to display proportions instead of absolute counts in categorical vs categorical plots.
- Updated the `_plot_categorical_vs_categorical` function to handle the new parameter, adjusting the heatmap display accordingly.
- Enhanced documentation to clarify the functionality and usage of the `show_ratios` parameter.

* Add tests for plotting feature interactions with ratios

- Introduced new tests for the `plot_features_interaction` function to validate interactions between categorical features with the `show_ratios` parameter.
- Updated existing tests to ensure consistency in boolean feature interactions.
- Enhanced the test suite for better coverage of categorical feature visualizations.

* minor fix

Run Details

29 of 29 new or added lines in 1 file covered. (100.0%)

641 of 641 relevant lines covered (100.0%)

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