Index

A

ACCURACY (verona.data.results.AvailableMetrics.NextActivity attribute) ACTIVITY_COLUMN (verona.data.utils.DataFrameFields attribute) (verona.data.utils.XesFields attribute) additional (verona.evaluation.stattests.correlated_t_test.BayesianTTestResult attribute) approaches (verona.evaluation.stattests.correlated_t_test.CorrelatedBayesianTTest attribute) (verona.evaluation.stattests.signed_rank.BayesianSignedRankTest attribute)

approximated (verona.evaluation.stattests.correlated_t_test.BayesianTTestResult attribute) (verona.evaluation.stattests.signed_rank.BayesianSignedRankTestResult attribute) AvailableMetrics (class in verona.data.results) AvailableMetrics.ActivitySuffix (class in verona.data.results) AvailableMetrics.NextActivity (class in verona.data.results) AvailableMetrics.NextTimestamp (class in verona.data.results) AvailableMetrics.RemainingTime (class in verona.data.results)

B

bar_plot_metric() (in module verona.visualization.metrics) BayesianHierarchicalResults (class in verona.evaluation.stattests.hierarchical) BayesianSignedRankTest (class in verona.evaluation.stattests.signed_rank)

BayesianSignedRankTestResult (class in verona.evaluation.stattests.signed_rank) BayesianTTestResult (class in verona.evaluation.stattests.correlated_t_test) box_plot_metric() (in module verona.visualization.metrics) BRIER_SCORE (verona.data.results.AvailableMetrics.NextActivity attribute)

C

CASE_COLUMN (verona.data.utils.DataFrameFields attribute) (verona.data.utils.XesFields attribute)

categorize_attribute() (in module verona.data.utils) CorrelatedBayesianTTest (class in verona.evaluation.stattests.correlated_t_test)

D

DAMERAU_LEVENSHTEIN (verona.data.results.AvailableMetrics.ActivitySuffix attribute) DataFrameFields (class in verona.data.utils)

DELETE_APPROACH (verona.data.results.MissingResultStrategy attribute) DELETE_DATASET (verona.data.results.MissingResultStrategy attribute)

E

error_plot_metric() (in module verona.visualization.metrics)

expected_prob (verona.evaluation.stattests.plackettluce.PlackettLuceResults attribute) expected_rank (verona.evaluation.stattests.plackettluce.PlackettLuceResults attribute)

F

F1 (verona.data.results.AvailableMetrics.NextActivity attribute)

G

get_accuracy() (in module verona.evaluation.metrics.event) get_activities_list() (in module verona.data.statistics) get_aggregation_representation() (in module verona.data.utils) get_available_datasets() (in module verona.data.download) get_avg_duration_case() (in module verona.data.statistics) get_avg_duration_event() (in module verona.data.statistics) get_avg_len_case() (in module verona.data.statistics) get_brier_loss() (in module verona.evaluation.metrics.event) get_count_variants() (in module verona.data.statistics) get_damerau_levenshtein_score() (in module verona.evaluation.metrics.suffix) get_dataset() (in module verona.data.download) get_f1_score() (in module verona.evaluation.metrics.event) get_fbeta() (in module verona.evaluation.metrics.event) get_labels_from_onehot() (in module verona.data.utils) get_mae() (in module verona.evaluation.metrics.time) get_max_duration_case() (in module verona.data.statistics)

get_max_duration_event() (in module verona.data.statistics) get_max_len_case() (in module verona.data.statistics) get_mcc() (in module verona.evaluation.metrics.event) get_metric_by_prefix_len() (in module verona.evaluation.metrics.utils) get_min_duration_case() (in module verona.data.statistics) get_min_duration_event() (in module verona.data.statistics) get_min_len_case() (in module verona.data.statistics) get_mse() (in module verona.evaluation.metrics.time) get_num_activities() (in module verona.data.statistics) get_num_cases() (in module verona.data.statistics) get_num_values() (in module verona.data.statistics) get_num_variants() (in module verona.data.statistics) get_onehot_representation() (in module verona.data.utils) get_precision() (in module verona.evaluation.metrics.event) get_prefixes_and_targets() (in module verona.data.extractor) get_recall() (in module verona.evaluation.metrics.event) get_values_list() (in module verona.data.statistics)

H

HierarchicalBayesianTest (class in verona.evaluation.stattests.hierarchical)

L

LIFECYCLE_COLUMN (verona.data.utils.XesFields attribute) line_plot_metric() (in module verona.visualization.metrics)

load_results_hierarchical() (in module verona.data.results) load_results_non_hierarchical() (in module verona.data.results) load_results_plackett_luce() (in module verona.data.results)

M

MAE (verona.data.results.AvailableMetrics.NextTimestamp attribute) (verona.data.results.AvailableMetrics.RemainingTime attribute) make_crossvalidation() (in module verona.data.split) make_holdout() (in module verona.data.split) make_temporal_split() (in module verona.data.split) MCC (verona.data.results.AvailableMetrics.NextActivity attribute) method (verona.evaluation.stattests.signed_rank.BayesianSignedRankTestResult attribute) MetricValue (class in verona.data.results) MissingResultStrategy (class in verona.data.results) module verona.data.download verona.data.extractor verona.data.results verona.data.split verona.data.statistics verona.data.utils verona.evaluation.metrics.event verona.evaluation.metrics.suffix verona.evaluation.metrics.time verona.evaluation.metrics.utils verona.evaluation.stattests.correlated_t_test verona.evaluation.stattests.hierarchical verona.evaluation.stattests.plackettluce verona.evaluation.stattests.signed_rank verona.visualization.metrics verona.visualization.stattests

N

NONE (verona.data.results.MissingResultStrategy attribute)

P

parameters (verona.evaluation.stattests.correlated_t_test.BayesianTTestResult attribute) (verona.evaluation.stattests.signed_rank.BayesianSignedRankTestResult attribute) parent (verona.data.results.MetricValue attribute) PlackettLuceRanking (class in verona.evaluation.stattests.plackettluce) PlackettLuceResults (class in verona.evaluation.stattests.plackettluce) plot_metric_by_prefixes_len() (in module verona.visualization.metrics) plot_posteriors_plackett() (in module verona.visualization.stattests)

posterior (verona.evaluation.stattests.correlated_t_test.BayesianTTestResult attribute) (verona.evaluation.stattests.plackettluce.PlackettLuceResults attribute) (verona.evaluation.stattests.signed_rank.BayesianSignedRankTestResult attribute) posterior_probabilities (verona.evaluation.stattests.correlated_t_test.BayesianTTestResult attribute) (verona.evaluation.stattests.signed_rank.BayesianSignedRankTestResult attribute) PRECISION (verona.data.results.AvailableMetrics.NextActivity attribute) pt_scaled() (verona.evaluation.stattests.hierarchical.HierarchicalBayesianTest static method)

R

read_eventlog() (in module verona.data.utils) RECALL (verona.data.results.AvailableMetrics.NextActivity attribute) RESOURCE_COLUMN (verona.data.utils.DataFrameFields attribute) (verona.data.utils.XesFields attribute)

run() (verona.evaluation.stattests.correlated_t_test.CorrelatedBayesianTTest method), [1] (verona.evaluation.stattests.hierarchical.HierarchicalBayesianTest method) (verona.evaluation.stattests.plackettluce.PlackettLuceRanking method) (verona.evaluation.stattests.signed_rank.BayesianSignedRankTest method), [1]

S

sort_dataset() (in module verona.data.utils)

sort_events() (in module verona.data.utils)

T

TIMESTAMP_COLUMN (verona.data.utils.DataFrameFields attribute) (verona.data.utils.XesFields attribute)

U

unify_activity_and_lifecycle() (in module verona.data.utils)

V

value (verona.data.results.MetricValue attribute) verona.data.download module verona.data.extractor module verona.data.results module verona.data.split module verona.data.statistics module verona.data.utils module verona.evaluation.metrics.event module verona.evaluation.metrics.suffix module

verona.evaluation.metrics.time module verona.evaluation.metrics.utils module verona.evaluation.stattests.correlated_t_test module verona.evaluation.stattests.hierarchical module verona.evaluation.stattests.plackettluce module verona.evaluation.stattests.signed_rank module verona.visualization.metrics module verona.visualization.stattests module

X

x (verona.evaluation.stattests.correlated_t_test.CorrelatedBayesianTTest attribute) (verona.evaluation.stattests.signed_rank.BayesianSignedRankTest attribute)

XesFields (class in verona.data.utils)

Y

y (verona.evaluation.stattests.correlated_t_test.CorrelatedBayesianTTest attribute) (verona.evaluation.stattests.signed_rank.BayesianSignedRankTest attribute)