bluecast.tests.test_analyse

Module Contents

Functions

synthetic_train_test_data(→ Tuple[pandas.DataFrame, ...)
synthetic_train_test_data_regression(...)
synthetic_categorical_data(→ pandas.DataFrame)
create_data_with_nulls(→ pandas.DataFrame)
create_data_with_many_uniques(→ pandas.DataFrame)
test_plot_pie_chart(synthetic_train_test_data)
test_univariate_plots(synthetic_train_test_data)
test_bi_variate_plots(synthetic_train_test_data)
test_correlation_heatmap(synthetic_train_test_data)
test_correlation_to_target(synthetic_train_test_data)
test_mutual_info_to_target(synthetic_train_test_data)
test_mutual_info_to_target_multiclass(...)
test_mutual_info_to_target_regression(...)
test_pca_plot(synthetic_train_test_data)
test_pca_biplot(synthetic_train_test_data)
test_plot_pca_cumulative_variance(...)
test_plot_tsne(synthetic_train_test_data)
test_plot_theil_u_heatmap(synthetic_categorical_data)
test_plot_null_percentage(create_data_with_nulls)
test_check_unique_values(create_data_with_many_uniques)
test_plot_classification_target_distribution_within_categories(...)
test_plot_against_target_for_regression(...)
test_plot_ecdf(synthetic_train_test_data)
test_plot_distribution_by_time(synthetic_train_test_data)
test_plot_distribution_pairs(synthetic_train_test_data)
test_plot_andrews_curve(synthetic_train_test_data)
test_plot_count_pair(synthetic_train_test_data)	Test plot_count_pair function with different parameters.
test_plot_count_pairs(synthetic_train_test_data)	Test plot_count_pairs function.
test_create_eda_dashboard()
test_dashboard_callbacks_logic()	Test the dashboard callback logic by manually testing the expected behavior.
test_dashboard_server_startup()	Test the server startup code path.
test_show_parameter_coverage()	Test all plotting functions with show=True to increase coverage.
test_dashboard_import_error()	Test ImportError handling when dash is not available.
test_dashboard_categorical_target_removal()	Test the categorical_cols.remove(target_col) line coverage.
test_dashboard_update_plot_all_branches()	Test all branches of the update_plot function in dashboard.
test_dashboard_update_summary_all_branches()	Test all branches of the update_summary function in dashboard.
test_dashboard_comprehensive_callbacks_coverage()	Test comprehensive coverage of dashboard callback functions including all edge cases.
test_dashboard_helper_functions_coverage()	Test the dashboard helper functions directly to ensure proper coverage.
test_plot_benfords_law()	Test Benford's Law analysis plotting.
test_plot_missing_values_matrix()	Test missing values matrix plotting.
test_plot_category_frequency()	Test category frequency plotting.
test_create_eda_dashboard_regression()	Test regression dashboard creation without starting server.
test_create_eda_dashboard_classification()	Test classification dashboard creation without starting server.

bluecast.tests.test_analyse.synthetic_train_test_data() → Tuple[pandas.DataFrame, pandas.DataFrame]

bluecast.tests.test_analyse.synthetic_train_test_data_regression() → Tuple[pandas.DataFrame, pandas.DataFrame]

bluecast.tests.test_analyse.synthetic_categorical_data() → pandas.DataFrame

bluecast.tests.test_analyse.create_data_with_nulls() → pandas.DataFrame

bluecast.tests.test_analyse.create_data_with_many_uniques() → pandas.DataFrame

bluecast.tests.test_analyse.test_plot_pie_chart(synthetic_train_test_data)

bluecast.tests.test_analyse.test_univariate_plots(synthetic_train_test_data)

bluecast.tests.test_analyse.test_bi_variate_plots(synthetic_train_test_data)

bluecast.tests.test_analyse.test_correlation_heatmap(synthetic_train_test_data)

bluecast.tests.test_analyse.test_correlation_to_target(synthetic_train_test_data)

bluecast.tests.test_analyse.test_mutual_info_to_target(synthetic_train_test_data)

bluecast.tests.test_analyse.test_mutual_info_to_target_multiclass(synthetic_train_test_data)

bluecast.tests.test_analyse.test_mutual_info_to_target_regression(synthetic_train_test_data_regression)

bluecast.tests.test_analyse.test_pca_plot(synthetic_train_test_data)

bluecast.tests.test_analyse.test_pca_biplot(synthetic_train_test_data)

bluecast.tests.test_analyse.test_plot_pca_cumulative_variance(synthetic_train_test_data)

bluecast.tests.test_analyse.test_plot_tsne(synthetic_train_test_data)

bluecast.tests.test_analyse.test_plot_theil_u_heatmap(synthetic_categorical_data)

bluecast.tests.test_analyse.test_plot_null_percentage(create_data_with_nulls)

bluecast.tests.test_analyse.test_check_unique_values(create_data_with_many_uniques)

bluecast.tests.test_analyse.test_plot_classification_target_distribution_within_categories(synthetic_train_test_data)

bluecast.tests.test_analyse.test_plot_against_target_for_regression(synthetic_train_test_data_regression)

bluecast.tests.test_analyse.test_plot_ecdf(synthetic_train_test_data)

bluecast.tests.test_analyse.test_plot_distribution_by_time(synthetic_train_test_data)

bluecast.tests.test_analyse.test_plot_distribution_pairs(synthetic_train_test_data)

bluecast.tests.test_analyse.test_plot_andrews_curve(synthetic_train_test_data)

bluecast.tests.test_analyse.test_plot_count_pair(synthetic_train_test_data)

Test plot_count_pair function with different parameters.

bluecast.tests.test_analyse.test_plot_count_pairs(synthetic_train_test_data)

Test plot_count_pairs function.

bluecast.tests.test_analyse.test_create_eda_dashboard()

bluecast.tests.test_analyse.test_dashboard_callbacks_logic()

Test the dashboard callback logic by manually testing the expected behavior.

bluecast.tests.test_analyse.test_dashboard_server_startup()

Test the server startup code path.

bluecast.tests.test_analyse.test_show_parameter_coverage()

Test all plotting functions with show=True to increase coverage.

bluecast.tests.test_analyse.test_dashboard_import_error()

Test ImportError handling when dash is not available.

bluecast.tests.test_analyse.test_dashboard_categorical_target_removal()

Test the categorical_cols.remove(target_col) line coverage.

bluecast.tests.test_analyse.test_dashboard_update_plot_all_branches()

Test all branches of the update_plot function in dashboard.

bluecast.tests.test_analyse.test_dashboard_update_summary_all_branches()

Test all branches of the update_summary function in dashboard.

bluecast.tests.test_analyse.test_dashboard_comprehensive_callbacks_coverage()

Test comprehensive coverage of dashboard callback functions including all edge cases.

bluecast.tests.test_analyse.test_dashboard_helper_functions_coverage()

Test the dashboard helper functions directly to ensure proper coverage.

bluecast.tests.test_analyse.test_plot_benfords_law()

Test Benford’s Law analysis plotting.

bluecast.tests.test_analyse.test_plot_missing_values_matrix()

Test missing values matrix plotting.

bluecast.tests.test_analyse.test_plot_category_frequency()

Test category frequency plotting.

bluecast.tests.test_analyse.test_create_eda_dashboard_regression()

Test regression dashboard creation without starting server.

bluecast.tests.test_analyse.test_create_eda_dashboard_classification()

Test classification dashboard creation without starting server.