Data-science-utils

Added
- visualization_aids::visualize_feature method that visualize one feature distribution.
- metrics::visualize_accuracy_grouped_by_probability method that visualize accuracy stacked by probability.
Changed
- visualization_aids::visualize_features was deprecated.
Fixed
- Ravel y_train in metrics::plot_metric_growth_per_labeled_instances if the shape is (n_sample, 1) to avoid DataConversionWarning (A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().)
- minor changes

Added
- visualization_aids::plot_features_relationship added support for datetime features.
- visualization_aids::plot_correlation_dendrogram method that plots correlation dendrogram.
Changed
- Moved visualization_aids::draw_tree and visualization_aids::draw_dot_data to xai module.
- Redesign README.md file
Fixed
- Converting bool features in visualization_aids::plot_features_relationship to avoid RuntimeWarning from numpy (Converting input from bool to <class 'numpy.uint8'> for compatibility.)
- minor changes

Added
- visualization_aids::visualize_correlations function that plot heatmap of features' correlations.
- visualization_aids::plot_features_relationship function that plot the shared distribution of two features.
- documentation for the new methods.
Changed
- requirements dependencies.
- visualization_aids::generate_decision_paths moved to xai::generate_decision_paths.
- visualization_aids::visualize_features changed parameter name frame to data.
- styling in the readme file.
Fixed
- documentation fixes.
- tests fixes.
- minor changes

Added
- strings::extract_significant_terms_from_subset function that extract significant terms from a data subset like
elasticsearch significant_text aggregation.
- automated testing and code coverage.
- deployment to conda.
Changed
- confusion matrix image in read me converted to a github link.
- strings::append_tags_to_frame added parameters max_features, lowercase and tokenizer.
- visualization_aids::plot_metric_growth_per_labeled_instances moved to metrics.
Fixed
- minor changes

Added

Changed

Fixed
- minor changes

Added
- visualization_aids::plot_metric_growth_per_labeled_instances function that plot given metric change where the amount
of labeled instances increase.
- visualization_aids::print_decision_paths can now receives a char for indentation markings.
- metrics::plot_confusion_matrix receives more seaborn parameters for better control over plotting.
- visualization_aids::draw_dot_data function that plot Graphviz's dot data.
Changed
- package name renamed to data_science_utils.
- visualization_aids::print_decision_paths default indent char changed from " " to "\t".
- rewrite README.md
- revamp documentation with read the docs theme.
Fixed
- package description and keywords
- minor changes