Seismometer

Exploration APIs

ExploreSubgroups(**kwargs)	Explore the models base statistics based on a selected subpopulation.
ExploreModelEvaluation(**kwargs)	Exploration widget for model evaluation, showing model performance for a specific subpopulation.
ExploreCohortEvaluation(**kwargs)	Exploration widget for cohort evaluation, showing model performance across thresholds and cohort subgroups.
ExploreCohortHistograms(**kwargs)	Exploration widget to show the true positives and negative by model score.
ExploreCohortLeadTime(**kwargs)	Exploration widget for the lead time between a model prediction and an event of interest.
ExploreCohortOutcomeInterventionTimes(**kwargs)	Exploration widget for viewing rates of interventions and outcomes across categories in a cohort group.
ExploreFairnessAudit	alias of ExploreBinaryModelFairness
ExploreModelScoreComparison(**kwargs)	Exploration widget for model evaluation, showing model performance for a specific subpopulation.
ExploreModelTargetComparison(**kwargs)	Exploration widget for model target evaluation, showing model performance for a specific subpopulation.

Public API

cohort_comparison_report([exclude_cols])	Generates (or loads from disk) the ydata-profiling report stratified by the selected cohort variable.
cohort_list()	Displays an exhaustive list of available cohorts for analysis.
feature_alerts([exclude_cols])	Generates (or loads from disk) the ydata-profiling report feature quality alerts.
feature_summary([exclude_cols, inline])	Generates (or loads from disk) the ydata-profiling report.
model_evaluation([per_context_id])	Displays overall performance of the model.
plot_cohort_evaluation(cohort_col, ...[, ...])	Plots model performance metrics split by on a cohort attribute.
plot_cohort_hist()	Display a histogram plot of predicted probabilities for all cohorts in the selected attribute.
plot_leadtime_enc([score, ref_time, ...])	Displays the amount of time that a high prediction gives before an event of interest.
plot_trend_intervention_outcome()	Plots two timeseries based on selectors; an outcome and then an intervention.
show_info([plot_help])	Displays information about the dataset
show_cohort_summaries([by_target, by_score])	Displays a table of selectable attributes and their associated counts.
target_feature_summary([exclude_cols, inline])	Generates (or loads from disk) the ydata-profiling report stratified by the target variable.

Custom Visualization Controls

explore.ExplorationWidget(**kwargs)	Parent class for model exploration widgets.
explore.ExplorationSubpopulationWidget(**kwargs)	A widget for exploring subpopulations based on cohort selection.
explore.ExplorationModelSubgroupEvaluationWidget(...)	A widget for exploring the model performance of a cohort.
explore.ExplorationCohortSubclassEvaluationWidget(...)	A widget for exploring the model performance based on the subgroups of a cohort column.
explore.ExplorationCohortOutcomeInterventionEvaluationWidget(...)	A widget for exploring the model outcomes and interventions based on the subgroups of a cohort column.
explore.ExplorationScoreComparisonByCohortWidget(...)	A widget to explore different model scores based on a cohort selection.
explore.ExplorationTargetComparisonByCohortWidget(...)	A widget to explore different model targets based on a cohort selection.