nirs4all.visualization.analysis package

Submodules

• nirs4all.visualization.analysis.branch module
  • BranchAnalyzer
    • BranchAnalyzer.compare()
    • BranchAnalyzer.get_branch_ids()
    • BranchAnalyzer.get_branch_names()
    • BranchAnalyzer.pairwise_comparison()
    • BranchAnalyzer.rank_branches()
    • BranchAnalyzer.summary()
  • BranchSummary
    • BranchSummary.__getitem__()
    • BranchSummary.__len__()
    • BranchSummary.__repr__()
    • BranchSummary.to_csv()
    • BranchSummary.to_dataframe()
    • BranchSummary.to_dict()
    • BranchSummary.to_latex()
    • BranchSummary.to_markdown()
• nirs4all.visualization.analysis.shap module
  • ShapAnalyzer
    • ShapAnalyzer.explain_model()
    • ShapAnalyzer.get_feature_importance()
    • ShapAnalyzer.load_results()
    • ShapAnalyzer.plot_beeswarm()
    • ShapAnalyzer.plot_beeswarm_binned()
    • ShapAnalyzer.plot_dependence()
    • ShapAnalyzer.plot_force()
    • ShapAnalyzer.plot_spectral_importance()
    • ShapAnalyzer.plot_summary()
    • ShapAnalyzer.plot_waterfall()
    • ShapAnalyzer.plot_waterfall_binned()
    • ShapAnalyzer.save_results()
• nirs4all.visualization.analysis.transfer module
  • PreprocPCAEvaluator
    • PreprocPCAEvaluator.fit()
    • PreprocPCAEvaluator.get_cross_dataset_summary()
    • PreprocPCAEvaluator.get_quality_metric_convergence()
    • PreprocPCAEvaluator.plot_all()
    • PreprocPCAEvaluator.plot_all_datasets_pca()
    • PreprocPCAEvaluator.plot_cross_dataset_distances()
    • PreprocPCAEvaluator.plot_cross_dataset_heatmap()
    • PreprocPCAEvaluator.plot_distance_matrices()
    • PreprocPCAEvaluator.plot_distance_reduction_ranking()
    • PreprocPCAEvaluator.plot_pair()
    • PreprocPCAEvaluator.plot_preservation_summary()
    • PreprocPCAEvaluator.plot_quality_metric_convergence()