ncaa_eval package¶
Subpackages¶
- ncaa_eval.cli package
- ncaa_eval.evaluation package
- Submodules
- ncaa_eval.evaluation.backtest module
- ncaa_eval.evaluation.bracket module
- ncaa_eval.evaluation.kaggle_export module
- ncaa_eval.evaluation.metrics module
- ncaa_eval.evaluation.perturbation module
- ncaa_eval.evaluation.plotting module
- ncaa_eval.evaluation.providers module
- ncaa_eval.evaluation.scoring module
- ncaa_eval.evaluation.simulation module
BracketDistributionBracketNodeBracketStructureCustomScoringDictScoringEloProviderFibonacciScoringMatchupContextMatrixProviderMostLikelyBracketProbabilityProviderScoringNotFoundErrorScoringRuleSeedDiffBonusScoringSimulationResultStandardScoringbuild_bracket()build_probability_matrix()compute_advancement_probs()compute_bracket_distribution()compute_expected_points()compute_expected_points_seed_diff()compute_most_likely_bracket()get_scoring()list_scorings()register_scoring()score_bracket_against_sims()scoring_from_config()simulate_tournament()simulate_tournament_mc()
- ncaa_eval.evaluation.splitter module
- Module contents
BacktestResultBracketDistributionBracketDistribution.scoresBracketDistribution.percentilesBracketDistribution.meanBracketDistribution.stdBracketDistribution.histogram_binsBracketDistribution.histogram_countsBracketDistribution.histogram_binsBracketDistribution.histogram_countsBracketDistribution.meanBracketDistribution.percentilesBracketDistribution.scoresBracketDistribution.std
BracketNodeBracketStructureCVFoldCustomScoringDictScoringEloProviderEnsembleProviderFibonacciScoringFoldResultFoldResult.yearFoldResult.predictionsFoldResult.actualsFoldResult.metricsFoldResult.elapsed_secondsFoldResult.test_game_idsFoldResult.test_team_a_idsFoldResult.test_team_b_idsFoldResult.actualsFoldResult.elapsed_secondsFoldResult.metricsFoldResult.predictionsFoldResult.test_game_idsFoldResult.test_team_a_idsFoldResult.test_team_b_idsFoldResult.year
MatchupContextMatrixProviderMetricNotFoundErrorMostLikelyBracketProbabilityProviderReliabilityDataReliabilityData.fraction_of_positivesReliabilityData.mean_predicted_valueReliabilityData.bin_countsReliabilityData.bin_edgesReliabilityData.n_binsReliabilityData.bin_countsReliabilityData.bin_edgesReliabilityData.fraction_of_positivesReliabilityData.mean_predicted_valueReliabilityData.n_bins
ScoringNotFoundErrorScoringRuleSeedDiffBonusScoringSimulationResultSimulationResult.seasonSimulationResult.advancement_probsSimulationResult.expected_pointsSimulationResult.methodSimulationResult.n_simulationsSimulationResult.confidence_intervalsSimulationResult.score_distributionSimulationResult.bracket_distributionsSimulationResult.sim_winnersSimulationResult.advancement_probsSimulationResult.bracket_distributionsSimulationResult.confidence_intervalsSimulationResult.expected_pointsSimulationResult.methodSimulationResult.n_simulationsSimulationResult.score_distributionSimulationResult.seasonSimulationResult.sim_winners
StandardScoringbrier_score()build_bracket()build_probability_matrix()build_seed_prior_matrix()compute_advancement_probs()compute_bracket_distribution()compute_expected_points()compute_expected_points_seed_diff()compute_most_likely_bracket()default_metrics()expected_calibration_error()feature_cols()format_kaggle_submission()get_metric()get_scoring()list_metrics()list_scoring_display_names()list_scorings()log_loss()perturb_probability_matrix()plot_advancement_heatmap()plot_backtest_summary()plot_metric_comparison()plot_reliability_diagram()plot_score_distribution()power_transform()register_metric()register_scoring()reliability_diagram_data()roc_auc()run_backtest()score_bracket_against_sims()scoring_from_config()simulate_tournament()simulate_tournament_mc()slider_to_temperature()walk_forward_splits()
- Submodules
- ncaa_eval.ingest package
- ncaa_eval.model package
- Submodules
- Module contents
ModelModelConfigModelNotFoundErrorStackedEnsembleStackedEnsemble.base_modelsStackedEnsemble.meta_learnerStackedEnsemble.contextual_featuresStackedEnsemble.base_modelsStackedEnsemble.contextual_featuresStackedEnsemble.feature_configStackedEnsemble.get_config()StackedEnsemble.load()StackedEnsemble.meta_column_orderStackedEnsemble.meta_learnerStackedEnsemble.predict_bracket()StackedEnsemble.predict_proba()StackedEnsemble.save()
StatefulModelget_model()list_models()register_model()
- ncaa_eval.transform package
- Submodules
- ncaa_eval.transform.calibration module
- ncaa_eval.transform.constants module
- ncaa_eval.transform.elo module
- ncaa_eval.transform.feature_serving module
- ncaa_eval.transform.graph module
- ncaa_eval.transform.normalization module
- ncaa_eval.transform.opponent module
- ncaa_eval.transform.sequential module
- ncaa_eval.transform.serving module
- Module contents
BatchRatingSolverCalibratorChronologicalDataServerConferenceLookupCoverageGateResultDetailedResultsLoaderEloConfigEloFeatureEngineEloFeatureEngine.apply_season_mean_reversion()EloFeatureEngine.expected_score()EloFeatureEngine.get_all_ratings()EloFeatureEngine.get_game_counts()EloFeatureEngine.get_rating()EloFeatureEngine.has_ratings()EloFeatureEngine.predict_matchup()EloFeatureEngine.process_season()EloFeatureEngine.reset_game_counts()EloFeatureEngine.set_game_counts()EloFeatureEngine.set_ratings()EloFeatureEngine.start_new_season()EloFeatureEngine.update_game()
FeatureBlockFeatureConfigFeatureConfig.sequential_windowsFeatureConfig.ewma_alphasFeatureConfig.graph_features_enabledFeatureConfig.batch_rating_typesFeatureConfig.ordinal_systemsFeatureConfig.ordinal_compositeFeatureConfig.matchup_deltasFeatureConfig.gender_scopeFeatureConfig.dataset_scopeFeatureConfig.active_blocks()FeatureConfig.batch_rating_typesFeatureConfig.dataset_scopeFeatureConfig.elo_configFeatureConfig.elo_enabledFeatureConfig.ewma_alphasFeatureConfig.gender_scopeFeatureConfig.graph_features_enabledFeatureConfig.matchup_deltasFeatureConfig.ordinal_compositeFeatureConfig.ordinal_systemsFeatureConfig.sequential_windows
GraphTransformerIsotonicCalibratorMasseyOrdinalsStoreMasseyOrdinalsStore.composite_pca()MasseyOrdinalsStore.composite_simple_average()MasseyOrdinalsStore.composite_weighted()MasseyOrdinalsStore.from_csv()MasseyOrdinalsStore.get_snapshot()MasseyOrdinalsStore.normalize_percentile()MasseyOrdinalsStore.normalize_rank_delta()MasseyOrdinalsStore.normalize_zscore()MasseyOrdinalsStore.pre_tournament_snapshot()MasseyOrdinalsStore.run_coverage_gate()
SeasonGamesSequentialTransformerSigmoidCalibratorStatefulFeatureServerTeamNameNormalizerTourneySeedTourneySeedTableapply_ot_rescaling()build_season_graph()compute_betweenness_centrality()compute_clustering_coefficient()compute_colley_ratings()compute_ewma_stats()compute_four_factors()compute_game_weights()compute_hits()compute_momentum()compute_pagerank()compute_per_possession_stats()compute_possessions()compute_ridge_ratings()compute_rolling_stats()compute_srs_ratings()compute_streak()parse_seed()rescale_overtime()
- Submodules
- ncaa_eval.utils package
Module contents¶
NCAA Eval - NCAA March Madness model evaluation platform.