idanmoradarthas / DataScienceUtils / 18671768810

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Replace datetime line plot with 2D heatmap in visualize_feature (#75)

* Update dependencies and versioning for data-science-utils

- Bump hatch to version 1.15.1 and hatchling to 1.27.0 in pyproject.toml.
- Update pytest-mock to 3.15.1 and pytest-cov to 7.0.0 in pyproject.toml.
- Upgrade conda-build to 25.9.1 in requirements-conda.txt.
- Increment package version to 1.10.0 in meta.yaml and __init__.py, changing __version__ to 1.10.0rc1.
- Adjust version test in test_version.py to reflect the new version.

* Add datetime heatmap visualization to preprocess module

- Introduced a new parameter `first_day_of_week` to the `visualize_feature` function for customizing the starting day of the week in datetime heatmaps.
- Implemented a new helper function `_plot_datetime_heatmap` to create a 2D heatmap visualizing day-of-week vs year-week patterns.
- Updated documentation to reflect changes in functionality and parameters.
- Added tests for the new heatmap feature and validation of the `first_day_of_week` parameter.

* Enhance feature visualization documentation

- Updated the README.md to reflect changes in the visualization of float and datetime features, including the introduction of violin plots and 2D heatmaps.
- Added examples for controlling outlier handling in float features and specifying the first day of the week for datetime features.
- Revised the preprocess documentation to describe the new heatmap visualization for datetime features, detailing the axes and cell values.

* Reorder preprocess.py

* Add test for handling missing weekday columns in datetime heatmap visualization

- Introduced a new test to ensure that the heatmap correctly adds missing weekday columns when some days are absent in the data.
- The test utilizes a combination of Monday and Tuesday dates to validate the functionality of the `visualize_feature` function with the `first_day_of_week` parameter set to "Monday".
- Updated the test suite to enhance coverage of datetime featu... (continued)

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