test_features (test_course.DataTests.test_features) ... ok
test_generation_reproducible (test_course.DataTests.test_generation_reproducible) ... ok
test_generation_seed_changes (test_course.DataTests.test_generation_seed_changes) ... ok
test_group_integrity (test_course.DataTests.test_group_integrity) ... ok
test_inner_availability (test_course.DataTests.test_inner_availability) ... ok
test_late_label_guard (test_course.DataTests.test_late_label_guard) ... ok
test_outer_availability (test_course.DataTests.test_outer_availability) ... ok
test_partition_counts (test_course.DataTests.test_partition_counts) ... ok
test_partition_disjoint (test_course.DataTests.test_partition_disjoint) ... ok
test_post_outcome_trap (test_course.DataTests.test_post_outcome_trap) ... ok
test_roundtrip_generated_csv (test_course.DataTests.test_roundtrip_generated_csv) ... ok
test_targets (test_course.DataTests.test_targets) ... ok
test_temporal_folds (test_course.DataTests.test_temporal_folds) ... ok
test_confusion (test_course.MetricTests.test_confusion) ... ok
test_mae_rmse (test_course.MetricTests.test_mae_rmse) ... ok
test_no_feasible_threshold (test_course.MetricTests.test_no_feasible_threshold) ... ok
test_probability_metrics (test_course.MetricTests.test_probability_metrics) ... ok
test_reference_arithmetic (test_course.MetricTests.test_reference_arithmetic) ... ok
test_threshold_comparison_inclusive (test_course.MetricTests.test_threshold_comparison_inclusive) ... ok
test_threshold_tie_rule (test_course.MetricTests.test_threshold_tie_rule) ... ok
test_all_model_smoke (test_course.PipelineTests.test_all_model_smoke) ... ok
test_calibration_frozen (test_course.PipelineTests.test_calibration_frozen) ... ok
test_heldout_mutation_does_not_refit (test_course.PipelineTests.test_heldout_mutation_does_not_refit) ... ok
test_post_outcome_columns_dropped (test_course.PipelineTests.test_post_outcome_columns_dropped) ... ok
test_training_medians (test_course.PipelineTests.test_training_medians) ... ok
test_unknown_category_and_missing (test_course.PipelineTests.test_unknown_category_and_missing) ... ok

----------------------------------------------------------------------
Ran 26 tests in 0.606s

OK
