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k-diagram v1.4.3
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k-diagram v1.4.3

Documentation Contents:

  • Installation
  • Quick Start
  • Motivation and Background
  • User Guide
    • Visualizing Forecast Uncertainty
    • Visualizing Forecast Errors
    • Evaluating Probabilistic Forecasts
    • Model Comparison Visualization
    • Visualizing Relationships
    • Feature Importance Visualization
    • Evaluating Classification Models
    • Diagnosing Forecast Anomalies
    • Spatial Diagnostic Plots
    • Taylor Diagrams
    • Contextual Diagnostic Plots
    • Visualizing 1D Distributions
    • Specialized Forecasting Metrics
    • Forecast Utilities
    • Working with Quantile Data
    • Mathematical Utilities
    • Datasets
    • Case Study: Zhongshan Land Subsidence Uncertainty
  • Command-Line Interface (CLI)
    • Introduction - CLI
    • Context plots
    • Evaluation Plots
    • Comparison & Calibration
    • Taylor Diagram
    • Probabilistic Diagnostics
    • Uncertainty & Diagnostics
    • Relationship Commands
    • Error Diagnostics
    • Feature-Based Plots
  • Gallery
    • Uncertainty Visualizations
    • Error Visualizations
    • Probabilistic Diagnostics Gallery
    • Model Comparison Gallery
    • Relationship Visualization
    • Feature-Based Visualization Gallery
    • Anomaly Diagnostics Gallery
    • Spatial Diagnostic Plots Gallery
    • Model Evaluation Gallery
    • Taylor Diagrams
    • Contextual Diagnostic Plots
    • Histogram Gallery
  • API Reference
    • kdiagram.plot.uncertainty.plot_actual_vs_predicted
    • kdiagram.plot.uncertainty.plot_anomaly_magnitude
    • kdiagram.plot.uncertainty.plot_coverage
    • kdiagram.plot.uncertainty.plot_coverage_diagnostic
    • kdiagram.plot.uncertainty.plot_interval_consistency
    • kdiagram.plot.uncertainty.plot_interval_width
    • kdiagram.plot.uncertainty.plot_model_drift
    • kdiagram.plot.uncertainty.plot_temporal_uncertainty
    • kdiagram.plot.uncertainty.plot_uncertainty_drift
    • kdiagram.plot.uncertainty.plot_velocity
    • kdiagram.plot.uncertainty.plot_radial_density_ring
    • kdiagram.plot.uncertainty.plot_polar_heatmap
    • kdiagram.plot.uncertainty.plot_polar_quiver
    • kdiagram.plot.errors.plot_error_bands
    • kdiagram.plot.errors.plot_error_violins
    • kdiagram.plot.errors.plot_error_ellipses
    • kdiagram.plot.probabilistic.plot_pit_histogram
    • kdiagram.plot.probabilistic.plot_polar_sharpness
    • kdiagram.plot.probabilistic.plot_crps_comparison
    • kdiagram.plot.probabilistic.plot_credibility_bands
    • kdiagram.plot.probabilistic.plot_calibration_sharpness
    • kdiagram.plot.comparison.plot_model_comparison
    • kdiagram.plot.comparison.plot_reliability_diagram
    • kdiagram.plot.comparison.plot_polar_reliability
    • kdiagram.plot.comparison.plot_horizon_metrics
    • kdiagram.plot.relationship.plot_relationship
    • kdiagram.plot.relationship.plot_conditional_quantiles
    • kdiagram.plot.relationship.plot_error_relationship
    • kdiagram.plot.relationship.plot_residual_relationship
    • kdiagram.plot.feature_based.plot_feature_fingerprint
    • kdiagram.plot.feature_based.plot_feature_interaction
    • kdiagram.plot.feature_based.plot_fingerprint
    • kdiagram.plot.context.plot_time_series
    • kdiagram.plot.context.plot_scatter_correlation
    • kdiagram.plot.context.plot_error_distribution
    • kdiagram.plot.context.plot_qq
    • kdiagram.plot.context.plot_error_autocorrelation
    • kdiagram.plot.context.plot_error_pacf
    • kdiagram.plot.evaluation.plot_polar_roc
    • kdiagram.plot.evaluation.plot_polar_pr_curve
    • kdiagram.plot.evaluation.plot_polar_confusion_matrix
    • kdiagram.plot.evaluation.plot_polar_confusion_matrix_in
    • kdiagram.plot.evaluation.plot_polar_confusion_multiclass
    • kdiagram.plot.evaluation.plot_polar_classification_report
    • kdiagram.plot.evaluation.plot_pinball_loss
    • kdiagram.plot.evaluation.plot_regression_performance
    • kdiagram.plot.anomaly.plot_anomaly_severity
    • kdiagram.plot.anomaly.plot_anomaly_profile
    • kdiagram.plot.anomaly.plot_glyphs
    • kdiagram.plot.anomaly.plot_cas_layers
    • kdiagram.plot.anomaly.plot_cas_profile
    • kdiagram.plot.taylor_diagram.taylor_diagram
    • kdiagram.plot.taylor_diagram.plot_taylor_diagram_in
    • kdiagram.plot.taylor_diagram.plot_taylor_diagram
    • kdiagram.metrics.cluster_aware_severity_score
    • kdiagram.metrics.clustered_anomaly_severity
    • kdiagram.utils.bin_by_feature
    • kdiagram.utils.build_cdf_interpolator
    • kdiagram.utils.build_q_column_names
    • kdiagram.utils.calculate_calibration_error
    • kdiagram.utils.calculate_probabilistic_scores
    • kdiagram.utils.compute_coverage_score
    • kdiagram.utils.compute_crps
    • kdiagram.utils.compute_forecast_errors
    • kdiagram.utils.compute_interval_width
    • kdiagram.utils.compute_pinball_loss
    • kdiagram.utils.compute_pit
    • kdiagram.utils.compute_winkler_score
    • kdiagram.utils.detect_quantiles_in
    • kdiagram.utils.get_forecast_arrays
    • kdiagram.utils.melt_q_data
    • kdiagram.utils.minmax_scaler
    • kdiagram.utils.pivot_forecasts_long
    • kdiagram.utils.pivot_q_data
    • kdiagram.utils.plot_hist_kde
    • kdiagram.utils.reshape_quantile_data
    • kdiagram.utils.savefig
    • kdiagram.datasets.load_uncertainty_data
    • kdiagram.datasets.load_zhongshan_subsidence
    • kdiagram.datasets.make_cyclical_data
    • kdiagram.datasets.make_fingerprint_data
    • kdiagram.datasets.make_multi_model_quantile_data
    • kdiagram.datasets.make_regression_data
    • kdiagram.datasets.make_classification_data
    • kdiagram.datasets.make_taylor_data
    • kdiagram.datasets.make_uncertainty_data
  • Contributing
  • Code of Conduct
  • Citing k-diagram
  • Release Notes
    • Version 1.4.3
    • Version 1.4.2
    • Version 1.4.1
    • Version 1.4.0
    • Version 1.3.5
    • Version 1.3.2
    • Version 1.3.0
    • Version 1.2.0
    • Version 1.1.0
    • Version 1.0.3
    • Version 1.0.0
  • Development Guide
  • License
  • Glossary
  • References
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GalleryΒΆ

Welcome to the k-diagram example gallery!

This section provides practical, runnable examples demonstrating how to generate the various diagnostic plots available in the package. Each example includes the necessary Python code and shows the resulting output.

Browse through the sections below to see k-diagram in action.

Gallery Sections:

  • Uncertainty Visualizations
  • Error Visualizations
  • Probabilistic Diagnostics Gallery
  • Model Comparison Gallery
  • Relationship Visualization
  • Feature-Based Visualization Gallery
  • Anomaly Diagnostics Gallery
  • Spatial Diagnostic Plots Gallery
  • Model Evaluation Gallery
  • Taylor Diagrams
  • Contextual Diagnostic Plots
  • Histogram Gallery
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Uncertainty Visualizations
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Feature-Based Plots
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