:orphan: ================ Tabular Checks ================ .. raw:: html
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Custom Checks ============= .. raw:: html
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.. only:: html .. image:: /checks_gallery/tabular/custom/images/thumb/sphx_glr_plot_create_a_custom_check_thumb.png :alt: Create a Custom Check :ref:`sphx_glr_checks_gallery_tabular_custom_plot_create_a_custom_check.py` .. raw:: html
Create a Custom Check
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Data Integrity ============== .. raw:: html
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.. only:: html .. image:: /checks_gallery/tabular/data_integrity/images/thumb/sphx_glr_plot_mixed_nulls_thumb.png :alt: Mixed Nulls :ref:`sphx_glr_checks_gallery_tabular_data_integrity_plot_mixed_nulls.py` .. raw:: html
Mixed Nulls
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.. only:: html .. image:: /checks_gallery/tabular/data_integrity/images/thumb/sphx_glr_plot_percent_of_nulls_thumb.png :alt: Percent Of Nulls :ref:`sphx_glr_checks_gallery_tabular_data_integrity_plot_percent_of_nulls.py` .. raw:: html
Percent Of Nulls
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.. only:: html .. image:: /checks_gallery/tabular/data_integrity/images/thumb/sphx_glr_plot_string_mismatch_thumb.png :alt: String Mismatch :ref:`sphx_glr_checks_gallery_tabular_data_integrity_plot_string_mismatch.py` .. raw:: html
String Mismatch
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.. only:: html .. image:: /checks_gallery/tabular/data_integrity/images/thumb/sphx_glr_plot_string_length_out_of_bounds_thumb.png :alt: String Length Out Of Bounds :ref:`sphx_glr_checks_gallery_tabular_data_integrity_plot_string_length_out_of_bounds.py` .. raw:: html
String Length Out Of Bounds
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.. only:: html .. image:: /checks_gallery/tabular/data_integrity/images/thumb/sphx_glr_plot_feature_label_correlation_thumb.png :alt: Feature Label Correlation :ref:`sphx_glr_checks_gallery_tabular_data_integrity_plot_feature_label_correlation.py` .. raw:: html
Feature Label Correlation
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.. only:: html .. image:: /checks_gallery/tabular/data_integrity/images/thumb/sphx_glr_plot_is_single_value_thumb.png :alt: Is Single Value :ref:`sphx_glr_checks_gallery_tabular_data_integrity_plot_is_single_value.py` .. raw:: html
Is Single Value
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.. only:: html .. image:: /checks_gallery/tabular/data_integrity/images/thumb/sphx_glr_plot_feature_feature_correlation_thumb.png :alt: Feature Feature Correlation :ref:`sphx_glr_checks_gallery_tabular_data_integrity_plot_feature_feature_correlation.py` .. raw:: html
Feature Feature Correlation
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.. only:: html .. image:: /checks_gallery/tabular/data_integrity/images/thumb/sphx_glr_plot_columns_info_thumb.png :alt: Columns Info :ref:`sphx_glr_checks_gallery_tabular_data_integrity_plot_columns_info.py` .. raw:: html
Columns Info
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.. only:: html .. image:: /checks_gallery/tabular/data_integrity/images/thumb/sphx_glr_plot_class_imbalance_thumb.png :alt: Class Imbalance :ref:`sphx_glr_checks_gallery_tabular_data_integrity_plot_class_imbalance.py` .. raw:: html
Class Imbalance
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.. only:: html .. image:: /checks_gallery/tabular/data_integrity/images/thumb/sphx_glr_plot_outlier_sample_detection_thumb.png :alt: Outlier Sample Detection :ref:`sphx_glr_checks_gallery_tabular_data_integrity_plot_outlier_sample_detection.py` .. raw:: html
Outlier Sample Detection
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.. only:: html .. image:: /checks_gallery/tabular/data_integrity/images/thumb/sphx_glr_plot_identifier_label_correlation_thumb.png :alt: Identifier Label Correlation :ref:`sphx_glr_checks_gallery_tabular_data_integrity_plot_identifier_label_correlation.py` .. raw:: html
Identifier Label Correlation
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.. only:: html .. image:: /checks_gallery/tabular/data_integrity/images/thumb/sphx_glr_plot_conflicting_labels_thumb.png :alt: Conflicting Labels :ref:`sphx_glr_checks_gallery_tabular_data_integrity_plot_conflicting_labels.py` .. raw:: html
Conflicting Labels
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.. only:: html .. image:: /checks_gallery/tabular/data_integrity/images/thumb/sphx_glr_plot_data_duplicates_thumb.png :alt: Data Duplicates :ref:`sphx_glr_checks_gallery_tabular_data_integrity_plot_data_duplicates.py` .. raw:: html
Data Duplicates
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.. only:: html .. image:: /checks_gallery/tabular/data_integrity/images/thumb/sphx_glr_plot_special_chars_thumb.png :alt: Special Characters :ref:`sphx_glr_checks_gallery_tabular_data_integrity_plot_special_chars.py` .. raw:: html
Special Characters
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.. only:: html .. image:: /checks_gallery/tabular/data_integrity/images/thumb/sphx_glr_plot_mixed_data_types_thumb.png :alt: Mixed Data Types :ref:`sphx_glr_checks_gallery_tabular_data_integrity_plot_mixed_data_types.py` .. raw:: html
Mixed Data Types
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Model Evaluation ================ .. raw:: html
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.. only:: html .. image:: /checks_gallery/tabular/model_evaluation/images/thumb/sphx_glr_plot_model_info_thumb.png :alt: Model Info :ref:`sphx_glr_checks_gallery_tabular_model_evaluation_plot_model_info.py` .. raw:: html
Model Info
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.. only:: html .. image:: /checks_gallery/tabular/model_evaluation/images/thumb/sphx_glr_plot_segment_performance_thumb.png :alt: Segment Performance :ref:`sphx_glr_checks_gallery_tabular_model_evaluation_plot_segment_performance.py` .. raw:: html
Segment Performance
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.. only:: html .. image:: /checks_gallery/tabular/model_evaluation/images/thumb/sphx_glr_plot_unused_features_thumb.png :alt: Unused Features :ref:`sphx_glr_checks_gallery_tabular_model_evaluation_plot_unused_features.py` .. raw:: html
Unused Features
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.. only:: html .. image:: /checks_gallery/tabular/model_evaluation/images/thumb/sphx_glr_plot_confusion_matrix_report_thumb.png :alt: Confusion Matrix Report :ref:`sphx_glr_checks_gallery_tabular_model_evaluation_plot_confusion_matrix_report.py` .. raw:: html
Confusion Matrix Report
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.. only:: html .. image:: /checks_gallery/tabular/model_evaluation/images/thumb/sphx_glr_plot_simple_model_comparison_thumb.png :alt: Simple Model Comparison :ref:`sphx_glr_checks_gallery_tabular_model_evaluation_plot_simple_model_comparison.py` .. raw:: html
Simple Model Comparison
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.. only:: html .. image:: /checks_gallery/tabular/model_evaluation/images/thumb/sphx_glr_plot_model_inference_time_thumb.png :alt: Model Inference Time :ref:`sphx_glr_checks_gallery_tabular_model_evaluation_plot_model_inference_time.py` .. raw:: html
Model Inference Time
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.. only:: html .. image:: /checks_gallery/tabular/model_evaluation/images/thumb/sphx_glr_plot_regression_systematic_error_thumb.png :alt: Regression Systematic Error :ref:`sphx_glr_checks_gallery_tabular_model_evaluation_plot_regression_systematic_error.py` .. raw:: html
Regression Systematic Error
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.. only:: html .. image:: /checks_gallery/tabular/model_evaluation/images/thumb/sphx_glr_plot_single_dataset_performance_thumb.png :alt: Single Dataset Performance :ref:`sphx_glr_checks_gallery_tabular_model_evaluation_plot_single_dataset_performance.py` .. raw:: html
Single Dataset Performance
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.. only:: html .. image:: /checks_gallery/tabular/model_evaluation/images/thumb/sphx_glr_plot_train_test_performance_thumb.png :alt: Train Test Performance :ref:`sphx_glr_checks_gallery_tabular_model_evaluation_plot_train_test_performance.py` .. raw:: html
Train Test Performance
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.. only:: html .. image:: /checks_gallery/tabular/model_evaluation/images/thumb/sphx_glr_plot_roc_report_thumb.png :alt: ROC Report :ref:`sphx_glr_checks_gallery_tabular_model_evaluation_plot_roc_report.py` .. raw:: html
ROC Report
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.. only:: html .. image:: /checks_gallery/tabular/model_evaluation/images/thumb/sphx_glr_plot_regression_error_distribution_thumb.png :alt: Regression Error Distribution :ref:`sphx_glr_checks_gallery_tabular_model_evaluation_plot_regression_error_distribution.py` .. raw:: html
Regression Error Distribution
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.. only:: html .. image:: /checks_gallery/tabular/model_evaluation/images/thumb/sphx_glr_plot_weak_segments_performance_thumb.png :alt: Weak Segments Performance :ref:`sphx_glr_checks_gallery_tabular_model_evaluation_plot_weak_segments_performance.py` .. raw:: html
Weak Segments Performance
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.. only:: html .. image:: /checks_gallery/tabular/model_evaluation/images/thumb/sphx_glr_plot_boosting_overfit_thumb.png :alt: Boosting Overfit :ref:`sphx_glr_checks_gallery_tabular_model_evaluation_plot_boosting_overfit.py` .. raw:: html
Boosting Overfit
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.. only:: html .. image:: /checks_gallery/tabular/model_evaluation/images/thumb/sphx_glr_plot_train_test_prediction_drift_thumb.png :alt: Train Test Prediction Drift :ref:`sphx_glr_checks_gallery_tabular_model_evaluation_plot_train_test_prediction_drift.py` .. raw:: html
Train Test Prediction Drift
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.. only:: html .. image:: /checks_gallery/tabular/model_evaluation/images/thumb/sphx_glr_plot_calibration_score_thumb.png :alt: Calibration Score :ref:`sphx_glr_checks_gallery_tabular_model_evaluation_plot_calibration_score.py` .. raw:: html
Calibration Score
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.. only:: html .. image:: /checks_gallery/tabular/model_evaluation/images/thumb/sphx_glr_plot_multi_model_performance_report_thumb.png :alt: Multi Model Performance Report :ref:`sphx_glr_checks_gallery_tabular_model_evaluation_plot_multi_model_performance_report.py` .. raw:: html
Multi Model Performance Report
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Train Test Validation ===================== .. raw:: html
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.. only:: html .. image:: /checks_gallery/tabular/train_test_validation/images/thumb/sphx_glr_plot_identifier_leakage_thumb.png :alt: This check is deprecated, see `IdentifierLabelCorrelation :ref:`sphx_glr_checks_gallery_tabular_train_test_validation_plot_identifier_leakage.py` .. raw:: html
This check is deprecated, see `IdentifierLabelCorrelation
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.. only:: html .. image:: /checks_gallery/tabular/train_test_validation/images/thumb/sphx_glr_plot_string_mismatch_comparison_thumb.png :alt: String Mismatch Comparison :ref:`sphx_glr_checks_gallery_tabular_train_test_validation_plot_string_mismatch_comparison.py` .. raw:: html
String Mismatch Comparison
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.. only:: html .. image:: /checks_gallery/tabular/train_test_validation/images/thumb/sphx_glr_plot_train_test_samples_mix_thumb.png :alt: Train Test Samples Mix :ref:`sphx_glr_checks_gallery_tabular_train_test_validation_plot_train_test_samples_mix.py` .. raw:: html
Train Test Samples Mix
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.. only:: html .. image:: /checks_gallery/tabular/train_test_validation/images/thumb/sphx_glr_plot_datasets_size_comparison_thumb.png :alt: Datasets Size Comparison :ref:`sphx_glr_checks_gallery_tabular_train_test_validation_plot_datasets_size_comparison.py` .. raw:: html
Datasets Size Comparison
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.. only:: html .. image:: /checks_gallery/tabular/train_test_validation/images/thumb/sphx_glr_plot_new_label_train_test_thumb.png :alt: New Label :ref:`sphx_glr_checks_gallery_tabular_train_test_validation_plot_new_label_train_test.py` .. raw:: html
New Label
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.. only:: html .. image:: /checks_gallery/tabular/train_test_validation/images/thumb/sphx_glr_plot_category_mismatch_train_test_thumb.png :alt: New Category :ref:`sphx_glr_checks_gallery_tabular_train_test_validation_plot_category_mismatch_train_test.py` .. raw:: html
New Category
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.. only:: html .. image:: /checks_gallery/tabular/train_test_validation/images/thumb/sphx_glr_plot_index_leakage_thumb.png :alt: Index Leakage :ref:`sphx_glr_checks_gallery_tabular_train_test_validation_plot_index_leakage.py` .. raw:: html
Index Leakage
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.. only:: html .. image:: /checks_gallery/tabular/train_test_validation/images/thumb/sphx_glr_plot_feature_label_correlation_change_thumb.png :alt: Feature Label Correlation Change :ref:`sphx_glr_checks_gallery_tabular_train_test_validation_plot_feature_label_correlation_change.py` .. raw:: html
Feature Label Correlation Change
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.. only:: html .. image:: /checks_gallery/tabular/train_test_validation/images/thumb/sphx_glr_plot_multivariate_drift_thumb.png :alt: Multivariate Drift :ref:`sphx_glr_checks_gallery_tabular_train_test_validation_plot_multivariate_drift.py` .. raw:: html
Multivariate Drift
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.. only:: html .. image:: /checks_gallery/tabular/train_test_validation/images/thumb/sphx_glr_plot_train_test_label_drift_thumb.png :alt: Train Test Label Drift :ref:`sphx_glr_checks_gallery_tabular_train_test_validation_plot_train_test_label_drift.py` .. raw:: html
Train Test Label Drift
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.. only:: html .. image:: /checks_gallery/tabular/train_test_validation/images/thumb/sphx_glr_plot_date_train_test_leakage_overlap_thumb.png :alt: Date Train Test Leakage Overlap :ref:`sphx_glr_checks_gallery_tabular_train_test_validation_plot_date_train_test_leakage_overlap.py` .. raw:: html
Date Train Test Leakage Overlap
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.. only:: html .. image:: /checks_gallery/tabular/train_test_validation/images/thumb/sphx_glr_plot_date_train_test_leakage_duplicates_thumb.png :alt: Date Train Test Leakage Duplicates :ref:`sphx_glr_checks_gallery_tabular_train_test_validation_plot_date_train_test_leakage_duplicates.py` .. raw:: html
Date Train Test Leakage Duplicates
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.. only:: html .. image:: /checks_gallery/tabular/train_test_validation/images/thumb/sphx_glr_plot_train_test_feature_drift_thumb.png :alt: Train Test Feature Drift :ref:`sphx_glr_checks_gallery_tabular_train_test_validation_plot_train_test_feature_drift.py` .. raw:: html
Train Test Feature Drift
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.. toctree:: :hidden: :includehidden: /checks_gallery/tabular/custom/index.rst /checks_gallery/tabular/data_integrity/index.rst /checks_gallery/tabular/model_evaluation/index.rst /checks_gallery/tabular/train_test_validation/index.rst .. only:: html .. container:: sphx-glr-footer sphx-glr-footer-gallery .. container:: sphx-glr-download sphx-glr-download-python :download:`Download all examples in Python source code: tabular_python.zip ` .. container:: sphx-glr-download sphx-glr-download-jupyter :download:`Download all examples in Jupyter notebooks: tabular_jupyter.zip ` .. only:: html .. rst-class:: sphx-glr-signature `Gallery generated by Sphinx-Gallery `_