hxiuzheng/robust_stats/cmd/benchmark

README
- ::is_initializedAdaptiveClipper::is_initialized
- ::locationAdaptiveClipper::location
- ::newAdaptiveClipper::new
- ::scaleAdaptiveClipper::scale
- ::transformAdaptiveClipper::transform
- ::updateAdaptiveClipper::update
T
AggregateSummary
T
AggregateTable
T
AlertEvent
- ::event_countAlertMonitor::event_count
- ::is_activeAlertMonitor::is_active
- ::levelAlertMonitor::level
- ::newAlertMonitor::new
- ::observeAlertMonitor::observe
- ::observe_manyAlertMonitor::observe_many
- ::resetAlertMonitor::reset
- ::seenAlertMonitor::seen
T
AlertPolicy
T
AnalyticsReport
- ::fitAnomalyDetector::fit
- ::flagsAnomalyDetector::flags
- ::is_anomalyAnomalyDetector::is_anomaly
- ::newAnomalyDetector::new
- ::refit_without_anomaliesAnomalyDetector::refit_without_anomalies
- ::scoreAnomalyDetector::score
- ::score_manyAnomalyDetector::score_many
T
AttributionReport
T
AuditEntry
T
AuditTrail
T
BacktestFold
T
BacktestReport
T
BacktestRule
T
BenchmarkCase
T
BootstrapInterval
T
CalibrationBin
T
CalibrationCurve
T
CalibrationPoint
T
ClassificationReport
T
ConfusionMatrix
T
ContractCheck
T
ContractSummary
T
DataFold
T
DataPartition
T
DataPipeline
T
DataPipelineResult
T
DataStage
T
DatasetSummary
- ::newDeterministicRng::new
- ::next_intDeterministicRng::next_int
- ::next_unitDeterministicRng::next_unit
T
DistributionSnapshot
T
DrawdownEpisode
T
DriftReport
T
DriftRule
T
EnsembleMember
T
EnsembleResult
T
FeatureAttribution
T
FeatureConfig
- ::columnFeatureFrame::column
- ::column_by_nameFeatureFrame::column_by_name
- ::column_countFeatureFrame::column_count
- ::column_madsFeatureFrame::column_mads
- ::column_meansFeatureFrame::column_means
- ::namesFeatureFrame::names
- ::qualityFeatureFrame::quality
- ::rowFeatureFrame::row
- ::row_countFeatureFrame::row_count
- ::sourceFeatureFrame::source
- ::standardizeFeatureFrame::standardize
T
FeatureScore
T
FeatureSelection
T
ForecastMethod
T
ForecastPoint
T
ForecastReport
T
ImputationReport
T
ImputationStrategy
T
LineageGraph
T
LineageNode
T
LinearRegressionResult
T
LocationScaleEstimate
T
MatrixProfile
T
MissingGap
T
ModelSelectionResult
T
ModelValidation
T
MonitorEvent
T
MonitorPolicy
T
MonitorSnapshot
T
MonitorState
T
OptimizationRange
T
OptimizationResult
T
OutlierReport
T
PipelineResult
T
PortfolioMetric
T
PortfolioSummary
T
PrincipalComponent
T
ProbabilityCalibration
T
ProbabilityInterval
T
ProbabilityMass
- ::completenessQualityMonitor::completeness
- ::invalidQualityMonitor::invalid
- ::newQualityMonitor::new
- ::observeQualityMonitor::observe
- ::observe_manyQualityMonitor::observe_many
- ::resetQualityMonitor::reset
- ::seenQualityMonitor::seen
- ::violation_rateQualityMonitor::violation_rate
T
QualityObservation
T
QualityReport
T
QualityRule
T
ReportMetric
T
ReportSection
T
ResamplingDiagnostic
T
ResidualDiagnostic
T
ResidualReport
T
RiskRule
T
RiskSnapshot
- ::confidenceRobustForecaster::confidence
- ::historyRobustForecaster::history
- ::horizonRobustForecaster::horizon
- ::lastRobustForecaster::last
- ::newRobustForecaster::new
- ::predictRobustForecaster::predict
- ::pushRobustForecaster::push
- ::push_manyRobustForecaster::push_many
- ::resetRobustForecaster::reset
- ::strategyRobustForecaster::strategy
- ::fitRobustPipeline::fit
- ::fit_transformRobustPipeline::fit_transform
- ::is_fittedRobustPipeline::is_fitted
- ::newRobustPipeline::new
- ::predict_nextRobustPipeline::predict_next
- ::summaryRobustPipeline::summary
- ::thresholdRobustPipeline::threshold
- ::transformRobustPipeline::transform
- ::trim_percentRobustPipeline::trim_percent
- ::windowRobustPipeline::window
T
SamplingRule
T
SeasonalDecomposition
T
SeasonalityRule
T
ServiceMetric
T
ServiceSummary
T
SignalChange
T
SignalPeak
T
SignalRule
T
StreamingAlert
- ::correlationStreamingCovariance::correlation
- ::covarianceStreamingCovariance::covariance
- ::newStreamingCovariance::new
- ::pushStreamingCovariance::push
T
StreamingLocationScale
- ::kurtosisStreamingMoments::kurtosis
- ::mergeStreamingMoments::merge
- ::newStreamingMoments::new
- ::pushStreamingMoments::push
- ::skewnessStreamingMoments::skewness
- ::stddevStreamingMoments::stddev
- ::varianceStreamingMoments::variance
- ::countStreamingQuantileSketch::count
- ::madStreamingQuantileSketch::mad
- ::medianStreamingQuantileSketch::median
- ::newStreamingQuantileSketch::new
- ::pushStreamingQuantileSketch::push
- ::quantileStreamingQuantileSketch::quantile
- ::snapshotStreamingQuantileSketch::snapshot
T
StreamingRegression
- ::countStreamingRobustStats::count
- ::meanStreamingRobustStats::mean
- ::mergeStreamingRobustStats::merge
- ::newStreamingRobustStats::new
- ::pushStreamingRobustStats::push
- ::push_manyStreamingRobustStats::push_many
- ::resetStreamingRobustStats::reset
- ::standard_deviationStreamingRobustStats::standard_deviation
- ::varianceStreamingRobustStats::variance
T
StreamingSnapshot
- ::clearStreamingWindow::clear
- ::is_fullStreamingWindow::is_full
- ::lenStreamingWindow::len
- ::madStreamingWindow::mad
- ::meanStreamingWindow::mean
- ::medianStreamingWindow::median
- ::newStreamingWindow::new
- ::pushStreamingWindow::push
- ::robust_zStreamingWindow::robust_z
- ::trimmed_meanStreamingWindow::trimmed_mean
- ::valuesStreamingWindow::values
T
SyntheticRule
T
SyntheticScenario
T
ThresholdRule
T
TimeSeriesPoint
T
TimeSeriesSummary
T
TimeSeriesWindow
T
TransformRule
T
ValidationIssue
T
ValidationLeaderboard
T
ValidationReport
T
ValidationSeverity
- ::anomaliesWindowedAnomalyDetector::anomalies
- ::newWindowedAnomalyDetector::new
- ::observeWindowedAnomalyDetector::observe
- ::observe_manyWindowedAnomalyDetector::observe_many
- ::rateWindowedAnomalyDetector::rate
- ::resetWindowedAnomalyDetector::reset
- ::seenWindowedAnomalyDetector::seen
- ::window_valuesWindowedAnomalyDetector::window_values
V
abs_double
V
accuracy
V
adaptive_huber_tuning
V
adaptive_location_ensemble
V
add_seasonal_median
V
affine_transform
V
aggregate_bin_counts
V
aggregate_bin_means
V
aggregate_bin_medians
V
aggregate_bin_scales
V
aggregate_block_mad
V
aggregate_block_mean
V
aggregate_block_median
V
aggregate_block_outlier_rate
V
aggregate_block_quality
V
aggregate_block_ranges
V
aggregate_block_shift
V
aggregate_block_trimmed
V
aggregate_blocks
V
aggregate_by_quantile
V
aggregate_compare_blocks
V
aggregate_cumulative_summary
V
aggregate_downsample_mean
V
aggregate_downsample_median
V
aggregate_downsample_quality
V
aggregate_downsample_trimmed
V
aggregate_equal_width
V
aggregate_error_by_segment
V
aggregate_exponential_summary
V
aggregate_quantile_bins
V
aggregate_quantile_means
V
aggregate_quantile_scales
V
aggregate_running_summary
V
aggregate_summary
V
aggregate_summary_lines
V
aggregate_summary_string
V
aggregate_summary_vector
V
aggregate_table_means
V
aggregate_table_medians
V
aggregate_table_outlier_counts
V
aggregate_table_quality
V
aggregate_table_scales
V
aggregate_weighted_summary
V
aggregate_window_alerts
V
aggregate_window_center_shift
V
aggregate_window_outliers
V
aggregate_window_quality
V
aggregate_window_scale_shift
V
aggregate_window_summary
V
agreement_rate
V
alert_active_fraction
V
alert_cooldown_flags
V
alert_debounce
V
alert_default_policy
V
alert_direction_allowed
V
alert_duration_series
V
alert_escalation_indices
V
alert_event_indices
V
alert_flags
V
alert_health_from_data
V
alert_health_score
V
alert_incident_count
V
alert_incident_durations
V
alert_incident_rate
V
alert_level
V
alert_levels
V
alert_max_duration
V
alert_mean_duration
V
alert_policy
V
alert_quality_score
V
alert_recovery_flags
V
alert_recovery_indices
V
alert_recovery_quality
V
alert_score
V
alert_score_series
V
alert_series
V
alert_series_flags
V
alert_series_levels
V
alert_signed_score
V
alert_slo_breach_fraction
V
alert_slo_score
V
alert_trend
V
analytics_report
V
anomaly_rate
V
attribution_abs_rank
V
attribution_add
V
attribution_batch
V
attribution_consistency
V
attribution_contributions
V
attribution_direction_counts
V
attribution_from_linear
V
attribution_from_values
V
attribution_lines
V
attribution_merge
V
attribution_names
V
attribution_reconstruct
V
attribution_report
V
attribution_report_vector
V
attribution_residual_quality
V
attribution_sensitivity
V
attribution_share
V
attribution_stable
V
attribution_string
V
attribution_summary
V
attribution_top
V
auc_from_roc
V
audit_append
V
audit_digest
V
audit_entry_count
V
audit_filter
V
audit_from_pipeline
V
audit_last
V
audit_lines
V
audit_operations
V
audit_quality
V
audit_reproducible
V
audit_scores
V
audit_string
V
audit_summary
V
audit_total_input
V
audit_total_output
V
audit_trail
V
autocorrelation_series
V
average_precision
V
backtest
V
backtest_best_method
V
backtest_coverage
V
backtest_default_rule
V
backtest_error_outliers
V
backtest_error_quantiles
V
backtest_fold
V
backtest_fold_biases
V
backtest_fold_errors
V
backtest_fold_origins
V
backtest_forecast_quality
V
backtest_gain
V
backtest_holdout
V
backtest_improvement
V
backtest_learning_curve
V
backtest_method_errors
V
backtest_method_report
V
backtest_prediction
V
backtest_regime_scores
V
backtest_regime_stability
V
backtest_report
V
backtest_report_lines
V
backtest_report_string
V
backtest_report_vector
V
backtest_residual_autocorrelation
V
backtest_residual_bias
V
backtest_residual_quality
V
backtest_residual_scale
V
backtest_residuals
V
backtest_rule
V
backtest_stable
V
backtest_walk_forward_scores
V
balanced_accuracy
V
benchmark_case
V
benchmark_cases
V
benchmark_checksum
V
benchmark_checksums
V
benchmark_contamination_fraction
V
benchmark_data
V
benchmark_report
V
benchmark_reproducible
V
benchmark_robust_gain
V
benchmark_scaling_score
V
benchmark_summary
V
best_f1_threshold
V
binary_labels_from_median
V
binary_labels_from_threshold
V
biweight_midvariance
V
bootstrap_difference_interval
V
bootstrap_mad_interval
V
bootstrap_mean_interval
V
bootstrap_median_interval
V
bootstrap_replicates
V
bootstrap_standard_error
V
bootstrap_trimmed_mean_interval
V
boundary_distance
V
boundary_trimmed_data
V
boundary_violation_count
V
boundary_violation_fraction
V
bounded_slope
V
bowley_skewness
V
brier_score
V
calibration_best_cost_threshold
V
calibration_best_f1_threshold
V
calibration_bins
V
calibration_brier_score
V
calibration_compare
V
calibration_cost_values
V
calibration_curve
V
calibration_curve_lines
V
calibration_curve_string
V
calibration_curve_vector
V
calibration_ece
V
calibration_f1_values
V
calibration_is_usable
V
calibration_mce
V
calibration_operating_point
V
calibration_point
V
calibration_summary
V
calibration_thresholds
V
center_by_mean
V
center_by_median
V
centered_difference
V
central_fraction
V
central_interval
V
central_moment
V
change_point_indices
V
classification_best_cost_threshold
V
classification_best_f1_threshold
V
classification_calibration_bins
V
classification_confidence_margin
V
classification_cost
V
classification_disagreement
V
classification_expected_calibration_error
V
classification_fbeta
V
classification_gain_curve
V
classification_labels
V
classification_lift_at_k
V
classification_log_loss
V
classification_max_calibration_error
V
classification_monotone_probabilities
V
classification_positive_count
V
classification_positive_rate_by_threshold
V
classification_precision_at_k
V
classification_prevalence
V
classification_probability
V
classification_recall_at_k
V
classification_reliability_curve
V
classification_report_lines
V
classification_report_quality
V
classification_report_string
V
classification_report_vector
V
classification_reports
V
classification_threshold_grid
V
classification_threshold_report
V
classification_threshold_rule
V
classification_top_k_labels
V
classification_uncertain_indices
V
clip_by_quantiles
V
clip_range
V
cluster_counts
V
cluster_medians
V
cluster_members
V
cluster_separation
V
cluster_spread
V
cluster_stability
V
coefficient_of_variation
V
column
V
compare_input_scores
V
compare_location_estimators
V
compare_quality
V
conditional_value_at_risk
V
confusion_matrix
V
consensus_spread
V
constrained_location
V
contract_batch
V
contract_check
V
contract_failures
V
contract_lines
V
contract_matrix
V
contract_merge
V
contract_names
V
contract_numeric
V
contract_pair
V
contract_passed
V
contract_probability
V
contract_quality_gate
V
contract_score
V
contract_string
V
contract_summary
V
contract_summary_vector
V
correlation_matrix
V
cosine_similarity
V
covariance
V
covariance_from_centered
V
coverage_of_interval
V
cumulative_mad
V
cumulative_mean
V
cumulative_median
V
cumulative_outlier_rate
V
cumulative_quantile
V
cumulative_robust_sum
V
cumulative_sum
V
cumulative_trimmed_mean
V
cumulative_weighted_mean
V
cumulative_winsorized_mean
V
data_pipeline
V
data_pipeline_compare
V
data_stage
V
detect_scale_change
V
detect_shift
V
diagnostic_likelihood_negative
V
diagnostic_likelihood_positive
V
diagonal_matrix
V
difference_from_baseline
V
distribution_overlap
V
downside_deviation
V
drawdown_series
V
drift_alert_level
V
drift_baseline_quality
V
drift_bin_index
V
drift_change_indices
V
drift_compare_windows
V
drift_cumulative
V
drift_default_rule
V
drift_direction
V
drift_edges
V
drift_gain
V
drift_histogram
V
drift_indices
V
drift_js_divergence
V
drift_js_from_probabilities
V
drift_ks_signed
V
drift_ks_statistic
V
drift_mean_shift
V
drift_median_shift
V
drift_normalized_mean_shift
V
drift_probabilities
V
drift_psi
V
drift_psi_from_probabilities
V
drift_range
V
drift_report
V
drift_report_lines
V
drift_report_string
V
drift_report_valid
V
drift_rule
V
drift_scale_ratio
V
drift_score
V
drift_segment_reports
V
drift_segment_scores
V
drift_sensitivity
V
drift_snapshot
V
drift_snapshot_with_bins
V
drift_stable
V
drift_total_variation
V
drift_total_variation_from_probabilities
V
drift_wasserstein_approx
V
drifted
V
duplicate_fraction
V
duplicate_indices
V
empirical_cdf
V
empirical_cdf_grid
V
empirical_quantile_error
V
empirical_survival
V
ensemble_compare
V
ensemble_confidence
V
ensemble_diversity
V
ensemble_fit
V
ensemble_fit_forecasts
V
ensemble_member
V
ensemble_members
V
ensemble_names
V
ensemble_predict
V
ensemble_prediction
V
ensemble_residual_quality
V
ensemble_residual_scale
V
ensemble_result_lines
V
ensemble_result_string
V
ensemble_result_vector
V
ensemble_score
V
ensemble_stable
V
ensemble_summary
V
ensemble_weights
V
envelope_violations
V
equal_weight_ensemble
V
equal_width_bins
V
estimate_reliability
V
estimate_trim_by_loss
V
estimator_bias_against_clean
V
estimator_ensemble
V
excess_kurtosis
V
expected_shortfall
V
expected_shortfall_gap
V
explained_variance
V
exponentially_weighted_mean
V
f1_score
V
false_negative_rate
V
false_positive_rate
V
feature_abs_deviation_from_level
V
feature_absolute_difference
V
feature_absolute_energy
V
feature_attribution
V
feature_autocorrelation
V
feature_autocorrelation_series
V
feature_centered
V
feature_clip
V
feature_column_ranges
V
feature_column_scores
V
feature_config
V
feature_default_config
V
feature_deviation_from_level
V
feature_difference
V
feature_duplicate_fraction
V
feature_energy
V
feature_entropy
V
feature_flatten
V
feature_frame
V
feature_frame_score
V
feature_iqr
V
feature_is_positive
V
feature_is_zero
V
feature_kurtosis
V
feature_lag
V
feature_lead
V
feature_log_change
V
feature_mad
V
feature_mean_abs_change
V
feature_median_abs_change
V
feature_min_max
V
feature_missing_fraction
V
feature_outlier_fraction
V
feature_percent_change
V
feature_quality_score
V
feature_quantile_distance
V
feature_quantile_flag
V
feature_range
V
feature_rank_normalize
V
feature_ratio
V
feature_redundancy
V
feature_relevance
V
feature_residual_from_rolling
V
feature_robust_standardize
V
feature_rolling_iqr
V
feature_rolling_mad
V
feature_rolling_max
V
feature_rolling_mean
V
feature_rolling_median
V
feature_rolling_min
V
feature_rolling_range
V
feature_rolling_signal_to_noise
V
feature_rolling_slope
V
feature_rolling_z
V
feature_score
V
feature_second_difference
V
feature_selection_batch
V
feature_selection_compare
V
feature_selection_count
V
feature_selection_indices
V
feature_selection_is_selected
V
feature_selection_lines
V
feature_selection_project
V
feature_selection_quality
V
feature_selection_rank
V
feature_selection_redundancy
V
feature_selection_relevance
V
feature_selection_run
V
feature_selection_scores
V
feature_selection_scores_vector
V
feature_selection_stable
V
feature_selection_string
V
feature_selection_summary
V
feature_sign
V
feature_skewness
V
feature_stability
V
feature_threshold_distance
V
feature_threshold_flag
V
feature_total_variation
V
first_difference
V
five_number_summary
V
forecast_baseline_gain
V
forecast_best_method
V
forecast_bias
V
forecast_coverage
V
forecast_cross_validate
V
forecast_direction_accuracy
V
forecast_drift
V
forecast_ensemble
V
forecast_ewma
V
forecast_fitted_values
V
forecast_huber_level
V
forecast_interval_width
V
forecast_learning_curve
V
forecast_lower_quantile
V
forecast_mae
V
forecast_mape
V
forecast_mean_level
V
forecast_median_ae
V
forecast_median_level
V
forecast_method_catalog
V
forecast_method_name
V
forecast_method_score
V
forecast_method_scores
V
forecast_mse
V
forecast_naive
V
forecast_point
V
forecast_points
V
forecast_quantile
V
forecast_report
V
forecast_report_lines
V
forecast_report_score
V
forecast_report_string
V
forecast_residual_autocorrelation
V
forecast_residual_scale_report
V
forecast_residuals
V
forecast_rmse
V
forecast_robust_drift
V
forecast_robust_ewma
V
forecast_robustness
V
forecast_seasonal
V
forecast_seasonal_median
V
forecast_smape
V
forecast_stability
V
forecast_upper_quantile
V
forecast_wape
V
forecast_weighted_ensemble
V
forecast_with_method
V
geometric_mean
V
gini_mean_difference
V
golden_section_location
V
gradient_descent_location
V
grid_search_location
V
hampel_filter
V
hampel_filter_series
V
hampel_scores
V
harmonic_mean
V
highest_density_approximation
V
histogram_counts
V
histogram_edges
V
hodges_lehmann
V
huber_location
V
huber_location_estimate
V
huber_loss
V
huber_objective
V
huber_regression
V
huber_weight
V
imputation_backward
V
imputation_best_strategy
V
imputation_changed_count
V
imputation_complete
V
imputation_consensus
V
imputation_fill_and_clip
V
imputation_forward
V
imputation_gap_fill_values
V
imputation_gap_lengths
V
imputation_gap_ranges
V
imputation_interpolate_bounded
V
imputation_linear
V
imputation_mask
V
imputation_max_gap
V
imputation_median
V
imputation_method_scores
V
imputation_missing_count
V
imputation_quality_gain
V
imputation_reconstruction_error
V
imputation_report
V
imputation_report_lines
V
imputation_report_string
V
imputation_report_vector
V
imputation_restore
V
imputation_rolling_mean
V
imputation_rolling_median
V
imputation_sensitivity
V
imputation_smooth
V
imputation_smooth_difference
V
imputation_strategy_catalog
V
imputation_with_strategy
V
influence_weight
V
initialize_quantile_centers
V
interquartile_range
V
inverse_scale_weights
V
iqr_fences
V
is_constant
V
is_empty
V
is_sorted_non_decreasing
V
is_sorted_non_increasing
V
jackknife_bias_corrected_mean
V
jackknife_estimates
V
k_medians_1d
V
k_medians_assign
V
k_medians_loss
V
kendall_tau
V
l1_location
V
l1_normalize
V
l2_normalize
V
leaderboard_lines
V
leaderboard_string
V
leave_one_out_influence
V
leave_one_out_location_estimates
V
lineage_add_edge
V
lineage_add_node
V
lineage_edge_count
V
lineage_graph
V
lineage_lines
V
lineage_node_count
V
lineage_operations
V
lineage_quality
V
lineage_scores
V
lineage_string
V
lineage_summary
V
lineage_terminal
V
lineage_valid
V
linear_regression
V
lower_partial_moment
V
lower_quartile
V
lower_tail_mean
V
mad
V
mahalanobis_distance_2d
V
mahalanobis_distance_diagonal
V
mahalanobis_scores
V
matrix_add
V
matrix_add_diagonal_value
V
matrix_center
V
matrix_center_columns
V
matrix_center_rows
V
matrix_clip_diagonal
V
matrix_column_count
V
matrix_column_means
V
matrix_column_norms
V
matrix_column_or_empty
V
matrix_copy
V
matrix_covariance
V
matrix_determinant_2x2
V
matrix_diagonal_values
V
matrix_fill
V
matrix_frobenius_norm
V
matrix_gram
V
matrix_identity
V
matrix_inverse_2x2
V
matrix_is_symmetric
V
matrix_leverage_scores
V
matrix_max_abs_difference
V
matrix_maximum_abs
V
matrix_multiply
V
matrix_non_empty
V
matrix_outlier_rows
V
matrix_power_component
V
matrix_principal_component
V
matrix_profile
V
matrix_profile_vector
V
matrix_project
V
matrix_projection_scores
V
matrix_quality_score
V
matrix_reconstruct_rank_one
V
matrix_reconstruction_error
V
matrix_rectangular
V
matrix_residual_after_projection
V
matrix_robust_covariance
V
matrix_robust_standardize
V
matrix_row_count
V
matrix_row_dot
V
matrix_row_means
V
matrix_row_norm
V
matrix_row_normalize
V
matrix_row_norms
V
matrix_row_or_empty
V
matrix_row_quality
V
matrix_rows_dot
V
matrix_scale
V
matrix_scale_columns
V
matrix_scale_rows
V
matrix_symmetry_error
V
matrix_to_rows
V
matrix_trace
V
matrix_transpose
V
matrix_transpose_vector_product
V
matthews_correlation
V
max_value
V
maximum_drawdown
V
maximum_influence
V
mean
V
mean_absolute_deviation
V
mean_absolute_error
V
mean_squared_error
V
median
V
median_absolute_error
V
median_filter
V
median_high
V
median_low
V
median_of_means
V
median_ratio
V
median_regression_error
V
median_squared_deviation
V
midhinge
V
min_max_scale
V
min_value
V
model_validation
V
model_validation_bias_score
V
model_validation_compare
V
model_validation_ensemble
V
model_validation_from_backtest
V
model_validation_leaderboard
V
model_validation_learning_curve
V
model_validation_lines
V
model_validation_margin
V
model_validation_names
V
model_validation_rank
V
model_validation_reliable
V
model_validation_residual_score
V
model_validation_rmse_score
V
model_validation_score_vector
V
model_validation_scores
V
model_validation_select
V
model_validation_stable
V
model_validation_string
V
model_validation_summary
V
monitor_alert_count
V
monitor_append_event
V
monitor_batch
V
monitor_batch_scores
V
monitor_drift_event
V
monitor_event_count
V
monitor_event_kinds
V
monitor_event_lines
V
monitor_event_scores
V
monitor_event_string
V
monitor_events
V
monitor_is_healthy
V
monitor_outlier_event
V
monitor_policy
V
monitor_quality_event
V
monitor_reproducible
V
monitor_reset
V
monitor_severity_score
V
monitor_snapshot
V
monitor_snapshot_lines
V
monitor_snapshot_string
V
monitor_snapshot_vector
V
monitor_state
V
monitor_summary
V
monitor_to_report
V
monitor_update_baseline
V
monotone_scale
V
monotonicity_score
V
monte_carlo_mean
V
moors_kurtosis
V
multivariate_outlier_indices
V
nearest_center
V
nearest_rank
V
negative_predictive_value
V
normalize_against_reference
V
one_dimensional_cluster_assignments
V
online_correlation
V
online_covariance
V
optimization_alpha
V
optimization_best
V
optimization_best_forecast_method
V
optimization_cluster_count
V
optimization_drift_threshold
V
optimization_ensemble_weights
V
optimization_forecast_ensemble
V
optimization_forecast_method
V
optimization_grid
V
optimization_model_scores
V
optimization_range
V
optimization_result_lines
V
optimization_result_string
V
optimization_result_vector
V
optimization_risk_confidence
V
optimization_score_gain
V
optimization_stability
V
optimization_threshold
V
optimization_trim
V
optimization_weighted_forecast
V
optimization_window
V
order_statistics
V
outlier_fraction
V
outlier_indices_iqr
V
outlier_indices_z
V
pairwise_absolute_difference_median
V
pairwise_covariance_matrix
V
pairwise_median_difference
V
pearson_correlation
V
percent_change
V
percentile
V
permutation_difference
V
pipeline_add_forecast_features
V
pipeline_alert_count
V
pipeline_alert_rate
V
pipeline_apply_signal
V
pipeline_apply_to_segments
V
pipeline_apply_transform
V
pipeline_baseline
V
pipeline_change_points
V
pipeline_clean
V
pipeline_clip
V
pipeline_compare
V
pipeline_denoise
V
pipeline_downsample
V
pipeline_dropped_fraction
V
pipeline_finish
V
pipeline_flags
V
pipeline_forecast_error
V
pipeline_has_alert
V
pipeline_impute_median
V
pipeline_quality
V
pipeline_quality_gate
V
pipeline_reproducible
V
pipeline_resample
V
pipeline_residual_report
V
pipeline_result_lines
V
pipeline_result_string
V
pipeline_risk
V
pipeline_run_basic
V
pipeline_run_robust
V
pipeline_score
V
pipeline_stability
V
pipeline_stage_names
V
pipeline_stage_rows
V
pipeline_stage_scores
V
pipeline_stage_table
V
pipeline_standardize
V
pipeline_summary
V
pipeline_validate
V
population_stddev
V
population_variance
V
portfolio_batch
V
portfolio_combine
V
portfolio_compare
V
portfolio_contributions
V
portfolio_metric
V
portfolio_metric_names
V
portfolio_quality
V
portfolio_rebalance
V
portfolio_risk
V
portfolio_stable
V
portfolio_summary
V
portfolio_summary_lines
V
portfolio_summary_string
V
portfolio_summary_vector
V
portfolio_value
V
portfolio_weights
V
precision
V
precision_recall_curve
V
predict_linear
V
probability_bootstrap_mean
V
probability_bootstrap_median
V
probability_calibration
V
probability_empirical
V
probability_expected_calibration_error
V
probability_interval
V
probability_interval_coverage
V
probability_interval_lines
V
probability_interval_score
V
probability_interval_string
V
probability_interval_vector
V
probability_jackknife_mean
V
probability_make_interval
V
probability_mass
V
probability_mass_mean
V
probability_mass_normalized
V
probability_mass_quantile
V
probability_mass_variance
V
probability_max_calibration_error
V
probability_plot_intercept
V
probability_plot_slope
V
probability_reliability_score
V
probability_robust_interval
V
probability_summary
V
probability_tail
V
probability_two_sided
V
projection_outlier_indices
V
quadratic_form
V
quality_clean
V
quality_clip
V
quality_default_rule
V
quality_duplicate_fraction_in_window
V
quality_duplicate_run
V
quality_flatline_indices
V
quality_flatline_run
V
quality_flatline_score
V
quality_flatline_violation
V
quality_impute_forward
V
quality_impute_linear
V
quality_impute_median
V
quality_in_range
V
quality_is_missing
V
quality_jump_distance
V
quality_jump_score
V
quality_jump_violation
V
quality_jump_violation_indices
V
quality_missing_indices
V
quality_observation
V
quality_observation_score
V
quality_range_distance
V
quality_range_score
V
quality_range_violation_indices
V
quality_report
V
quality_report_lines
V
quality_report_score
V
quality_report_string
V
quality_rule
V
quality_rule_valid
V
quality_sanitize
V
quality_scores
V
quality_valid_flags
V
quantile
V
quantile_bins
V
quantile_deviation
V
quantile_distance
V
quantile_group_mads
V
quantile_group_means
V
quantile_location
V
quantile_map
V
quantile_quantile_points
V
quantile_range
V
quantile_skewness
V
quantile_transform
V
r_squared
V
range
V
range_ratio
V
rank_centered
V
rank_distance
V
rank_normalize
V
rank_of
V
rank_of_values
V
rank_sum
V
ranks
V
recall
V
recovery_index
V
regression_leverage
V
regression_mae
V
regression_prediction_interval
V
regression_residual_scale
V
regression_rmse
V
relative_iqr
V
remove_seasonal_median
V
report_add_drift
V
report_add_forecast
V
report_add_quality
V
report_add_risk
V
report_add_section
V
report_add_validation
V
report_alert_count
V
report_alert_messages
V
report_compare
V
report_digest
V
report_from_baseline
V
report_from_data
V
report_healthy_sections
V
report_is_healthy
V
report_lines
V
report_metric
V
report_metric_count
V
report_metric_rows
V
report_metric_table
V
report_quality_score
V
report_render_json_fields
V
report_render_markdown
V
report_section
V
report_section_names
V
report_section_scores
V
report_section_status
V
report_string
V
report_summary_lines
V
resample_with_replacement
V
resampling_batch
V
resampling_compare
V
resampling_coverage
V
resampling_diagnostic
V
resampling_diagnostic_lines
V
resampling_diagnostic_string
V
resampling_diagnostic_vector
V
resampling_interval_width
V
resampling_jackknife_diagnostic
V
resampling_mean_diagnostic
V
resampling_median_diagnostic
V
resampling_permutation_diagnostic
V
resampling_quality
V
resampling_relative_bias
V
resampling_stable
V
residual_compare
V
residual_diagnostic
V
residual_diagnostic_names
V
residual_diagnostic_scores
V
residual_diagnostics
V
residual_failed
V
residual_is_acceptable
V
residual_ljung_like
V
residual_normalized
V
residual_outlier_indices
V
residual_quantiles
V
residual_report
V
residual_report_lines
V
residual_report_string
V
residual_robustness
V
residual_rolling_bias
V
residual_rolling_scale
V
residual_studentized
V
residual_summary
V
residual_symmetry
V
residual_values
V
residual_whiten
V
risk_annualized_return
V
risk_annualized_volatility
V
risk_calmar
V
risk_concentration
V
risk_contribution
V
risk_cumulative_returns
V
risk_cvar
V
risk_default_rule
V
risk_diversification_score
V
risk_downside
V
risk_drawdown_duration
V
risk_drawdown_episodes
V
risk_drawdown_series
V
risk_effective_number
V
risk_expected_shortfall
V
risk_log_returns
V
risk_lower_tail
V
risk_maximum_drawdown
V
risk_portfolio_return
V
risk_portfolio_snapshot
V
risk_recovery_rate
V
risk_recovery_series
V
risk_return_quality
V
risk_returns
V
risk_reverse_stress
V
risk_rolling_drawdown
V
risk_rolling_snapshot_score
V
risk_rolling_var
V
risk_rule
V
risk_scale_stress
V
risk_sharpe
V
risk_snapshot
V
risk_snapshot_lines
V
risk_snapshot_string
V
risk_snapshot_vector
V
risk_sortino
V
risk_stress_returns
V
risk_stress_sensitivity
V
risk_stress_table
V
risk_tail_ratio
V
risk_upper_tail
V
risk_upside
V
risk_var
V
risk_wealth_curve
V
robust_autocorrelation
V
robust_bootstrap_ensemble
V
robust_center
V
robust_center_scale
V
robust_change_scores
V
robust_classification_report
V
robust_clip_and_center
V
robust_cluster_outliers
V
robust_cluster_summary
V
robust_confidence_width
V
robust_consensus
V
robust_correlation
V
robust_correlation_matrix
V
robust_covariance
V
robust_covariance_from_centered
V
robust_covariance_matrix
V
robust_detrend
V
robust_drift_score
V
robust_envelope
V
robust_expected_loss
V
robust_exponential_scale
V
robust_exponentially_weighted_mean
V
robust_forecast_next
V
robust_forecast_outliers
V
robust_growth_rate
V
robust_input_score
V
robust_interpolate
V
robust_lagged_difference
V
robust_location_gradient
V
robust_location_path
V
robust_loss
V
robust_mahalanobis_2d
V
robust_min_max_scale
V
robust_model_agreement
V
robust_moving_average
V
robust_moving_scale
V
robust_moving_signal_to_noise
V
robust_moving_variance
V
robust_online_mean
V
robust_online_variance
V
robust_partition_by_median
V
robust_percent_change
V
robust_probability_score
V
robust_projection
V
robust_range_quality
V
robust_rank_agreement
V
robust_regression_weights
V
robust_residuals
V
robust_return_center
V
robust_return_scale
V
robust_risk_summary
V
robust_scale
V
robust_scale_from_iqr
V
robust_scale_from_qn
V
robust_scale_objective
V
robust_scales
V
robust_sharpe_ratio
V
robust_signal_quality
V
robust_smooth
V
robust_sortino_ratio
V
robust_standardize
V
robust_stress_score
V
robust_summary_score
V
robust_tail_ratio
V
robust_total_variation
V
robust_z_score
V
robust_z_scores
V
roc_points
V
rolling_correlation
V
rolling_covariance
V
rolling_drift_flags
V
rolling_drift_score
V
rolling_forecast_errors
V
rolling_hampel_scores
V
rolling_huber_location
V
rolling_iqr
V
rolling_mad
V
rolling_mad_residuals
V
rolling_max
V
rolling_mean
V
rolling_mean_absolute_error
V
rolling_median
V
rolling_median_residuals
V
rolling_min
V
rolling_outlier_flags
V
rolling_quantile
V
rolling_quantile_band
V
rolling_quantile_violations
V
rolling_range
V
rolling_trimmed_mean
V
rolling_winsorized_mean
V
rolling_z_scores
V
root_mean_square
V
root_mean_squared_error
V
running_maximum
V
running_minimum
V
running_range
V
sample_stddev
V
sample_variance
V
sampling_bootstrap
V
sampling_bootstrap_interval
V
sampling_bootstrap_means
V
sampling_bootstrap_medians
V
sampling_bootstrap_scales
V
sampling_default_rule
V
sampling_effective_size
V
sampling_fold_robust_scores
V
sampling_fold_scores
V
sampling_fold_stability
V
sampling_indices
V
sampling_jackknife
V
sampling_jackknife_means
V
sampling_jackknife_medians
V
sampling_kfold
V
sampling_kfold_indices
V
sampling_mean_interval
V
sampling_median_interval
V
sampling_outlier_resistant_split
V
sampling_partition
V
sampling_partition_indices
V
sampling_partition_quality
V
sampling_partition_sizes
V
sampling_permutation
V
sampling_permutation_difference
V
sampling_permutation_p_value
V
sampling_repeated_subsamples
V
sampling_reproducible
V
sampling_rule
V
sampling_seed_sequence
V
sampling_shuffle
V
sampling_shuffle_indices
V
sampling_stability_score
V
sampling_stratified_indices
V
sampling_stratified_values
V
sampling_subsample_means
V
sampling_subsample_medians
V
sampling_take
V
sampling_take_indices
V
sampling_weighted_indices
V
sampling_weighted_values
V
sampling_with_replacement
V
sampling_without_replacement
V
scale_by_mad
V
scale_ensemble
V
scale_grid_search
V
seasonal_add
V
seasonal_autocorrelation_at
V
seasonal_best_period
V
seasonal_candidate_periods
V
seasonal_change_indices
V
seasonal_component
V
seasonal_decompose
V
seasonal_decompose_auto
V
seasonal_decomposition_lines
V
seasonal_decomposition_score
V
seasonal_decomposition_string
V
seasonal_decomposition_vector
V
seasonal_forecast
V
seasonal_forecast_interval
V
seasonal_forecast_with_trend
V
seasonal_is_present
V
seasonal_medians
V
seasonal_outlier_flags
V
seasonal_outlier_indices
V
seasonal_outlier_score
V
seasonal_period_consensus
V
seasonal_period_score
V
seasonal_period_scores
V
seasonal_profile
V
seasonal_profile_center
V
seasonal_profile_correlation
V
seasonal_profile_difference
V
seasonal_profile_distance
V
seasonal_profile_normalized
V
seasonal_profile_range
V
seasonal_profile_scale
V
seasonal_remove
V
seasonal_residual
V
seasonal_residual_quality
V
seasonal_segment_strength
V
seasonal_stability
V
seasonal_strength_change
V
seasonal_strength_from_components
V
seasonal_trend
V
seasonality_default_rule
V
seasonality_rule
V
second_difference
V
segment_bounds
V
segment_mads
V
segment_means
V
segment_medians
V
segment_outlier_counts
V
segment_quality_scores
V
segment_trimmed_means
V
segment_values
V
service_adjusted_gate
V
service_adjusted_score
V
service_alert_count
V
service_alert_fraction
V
service_alert_gate
V
service_alert_names
V
service_alert_penalty
V
service_alert_score
V
service_batch
V
service_batch_max
V
service_batch_mean
V
service_batch_min
V
service_batch_quality
V
service_batch_stability
V
service_best_metric
V
service_breach_message
V
service_compare
V
service_completeness
V
service_dashboard
V
service_digest
V
service_drift_metric
V
service_extended
V
service_extended_vector
V
service_failed
V
service_final_gate
V
service_forecastability
V
service_from_data
V
service_gate_with_penalty
V
service_healthy_count
V
service_healthy_fraction
V
service_is_healthy
V
service_mean_gap
V
service_merge
V
service_metric
V
service_metric_alert_rate
V
service_metric_alerts
V
service_metric_average
V
service_metric_consensus
V
service_metric_consensus_gap
V
service_metric_consensus_score
V
service_metric_count
V
service_metric_distribution
V
service_metric_final_alerts
V
service_metric_final_audit
V
service_metric_final_audit_digest
V
service_metric_final_audit_label
V
service_metric_final_audit_line
V
service_metric_final_audit_message
V
service_metric_final_audit_ok
V
service_metric_final_audit_ready
V
service_metric_final_audit_ready_code
V
service_metric_final_audit_ready_code_digest
V
service_metric_final_audit_ready_code_label
V
service_metric_final_audit_ready_code_line
V
service_metric_final_audit_ready_code_message
V
service_metric_final_audit_ready_code_ok
V
service_metric_final_audit_ready_code_summary
V
service_metric_final_audit_ready_code_text
V
service_metric_final_audit_ready_code_value
V
service_metric_final_audit_ready_code_vector
V
service_metric_final_audit_ready_digest
V
service_metric_final_audit_ready_label
V
service_metric_final_audit_ready_line
V
service_metric_final_audit_ready_message
V
service_metric_final_audit_ready_text
V
service_metric_final_audit_ready_vector
V
service_metric_final_audit_status
V
service_metric_final_audit_tag
V
service_metric_final_audit_vector
V
service_metric_final_checksum
V
service_metric_final_commit
V
service_metric_final_commit_line
V
service_metric_final_digest
V
service_metric_final_margin
V
service_metric_final_message
V
service_metric_final_name
V
service_metric_final_ok
V
service_metric_final_profile
V
service_metric_final_profile_lines
V
service_metric_final_profile_string
V
service_metric_final_quality
V
service_metric_final_recommendation
V
service_metric_final_recommendation_line
V
service_metric_final_report
V
service_metric_final_reproducible
V
service_metric_final_score
V
service_metric_final_status
V
service_metric_final_status_code
V
service_metric_final_threshold
V
service_metric_final_vector
V
service_metric_gap_score
V
service_metric_gaps
V
service_metric_health
V
service_metric_index
V
service_metric_mad
V
service_metric_median
V
service_metric_names
V
service_metric_or_zero
V
service_metric_profile
V
service_metric_quantiles
V
service_metric_range
V
service_metric_report
V
service_metric_report_lines
V
service_metric_report_score
V
service_metric_report_string
V
service_metric_robust_profile
V
service_metric_robust_scores
V
service_metric_scale
V
service_metric_statuses
V
service_metric_targets
V
service_metric_trimmed_average
V
service_metric_values
V
service_metric_winsorized_average
V
service_metric_zscores
V
service_model_metric
V
service_operational_vector
V
service_quality_gate
V
service_reproducible
V
service_risk_metric
V
service_score_ceiling
V
service_score_delta
V
service_score_floor
V
service_score_status
V
service_score_with_penalty
V
service_sla_breach
V
service_stability
V
service_summary
V
service_summary_checksum
V
service_summary_lines
V
service_summary_stable
V
service_summary_string
V
service_summary_vector
V
service_target_gap
V
service_threshold_status
V
service_worst_metric
V
shorth_location
V
sign_change_count
V
signal_autocorrelation
V
signal_autocorrelation_path
V
signal_box_kernel
V
signal_change_candidates
V
signal_change_indices
V
signal_change_scores
V
signal_convolution
V
signal_denoise
V
signal_double_smooth
V
signal_energy
V
signal_exponential_smooth
V
signal_first_difference
V
signal_flatline_fraction
V
signal_gradient
V
signal_identity
V
signal_local_range
V
signal_local_scale
V
signal_local_z
V
signal_moving_average
V
signal_moving_median
V
signal_noise_estimate
V
signal_outlier_repaired
V
signal_peak_candidates
V
signal_peak_indices
V
signal_peak_values
V
signal_quantize
V
signal_resample_linear
V
signal_root_mean_square
V
signal_rule
V
signal_run_lengths
V
signal_second_difference
V
signal_snr
V
signal_summary
V
signal_total_variation
V
signal_trough_candidates
V
signal_zero_crossings
V
signed_log_scale
V
skewness
V
soft_clip
V
spearman_correlation
V
specificity
V
split_by_median
V
split_by_threshold
V
stable_against_single_outlier
V
standardize
V
standardize_columns
V
streaming_alert_indices
V
streaming_alerts
V
streaming_batch_alert_score
V
streaming_batch_snapshot
V
streaming_change_score
V
streaming_count
V
streaming_ewma
V
streaming_ewma_residuals
V
streaming_exponentially_weighted_scale
V
streaming_forecast
V
streaming_location_scale
V
streaming_mean
V
streaming_median
V
streaming_online_mad
V
streaming_outlier_rate
V
streaming_push
V
streaming_quality_score
V
streaming_quantile_path
V
streaming_regression
V
streaming_regression_intercept
V
streaming_regression_predict
V
streaming_regression_push
V
streaming_regression_r_squared
V
streaming_regression_residuals
V
streaming_regression_slope
V
streaming_reset
V
streaming_scale
V
streaming_series
V
streaming_snapshot
V
streaming_snapshot_lines
V
streaming_snapshot_string
V
streaming_snapshot_vector
V
streaming_variance
V
sum_absolute
V
sum_squared
V
summarize
V
summarize_outliers
V
summary_json_fields
V
summary_to_json
V
summary_to_lines
V
summary_to_string
V
synthetic_anomaly_indices
V
synthetic_clean
V
synthetic_compare_estimators
V
synthetic_contamination_sweep
V
synthetic_correlated
V
synthetic_default_rule
V
synthetic_duplicate_blocks
V
synthetic_estimator_rank
V
synthetic_inject_level_shift
V
synthetic_inject_spikes
V
synthetic_inject_variance_shift
V
synthetic_length_sweep
V
synthetic_level
V
synthetic_missing
V
synthetic_mixture
V
synthetic_noise
V
synthetic_noise_sweep
V
synthetic_periodic_outliers
V
synthetic_pulse_signal
V
synthetic_ramp_signal
V
synthetic_regime_switch
V
synthetic_reproducible
V
synthetic_residual_summary
V
synthetic_residuals
V
synthetic_robust_gain
V
synthetic_rule
V
synthetic_scenario
V
synthetic_scenario_clean
V
synthetic_scenario_detection_score
V
synthetic_scenario_labels
V
synthetic_scenario_values
V
synthetic_score_summary
V
synthetic_seasonal
V
synthetic_seed_sweep
V
synthetic_step_signal
V
synthetic_trend
V
synthetic_uniform
V
tail_count
V
tail_event_indices
V
tail_fraction
V
tail_probability_score
V
theil_sen_regression
V
theil_sen_slope
V
threshold_metrics
V
threshold_sweep
V
timeseries_best_period
V
timeseries_change_points
V
timeseries_forecast_baseline
V
timeseries_period_scores
V
timeseries_point_vector
V
timeseries_points
V
timeseries_quality
V
timeseries_reconstruct
V
timeseries_reconstruction_error
V
timeseries_residuals
V
timeseries_seasonal
V
timeseries_summary
V
timeseries_summary_batch
V
timeseries_summary_lines
V
timeseries_summary_string
V
timeseries_summary_vector
V
timeseries_trend
V
timeseries_window_centers
V
timeseries_window_scales
V
timeseries_window_slopes
V
timeseries_window_summaries
V
top_anomaly_indices
V
total_variation
V
transform_apply_rule
V
transform_center
V
transform_clip
V
transform_clip_array
V
transform_difference
V
transform_inverse_center_scale
V
transform_log_ratio
V
transform_log_ratio_array
V
transform_min_max
V
transform_outlier_replacement
V
transform_percentage_change
V
transform_quantile_normal_score
V
transform_rank
V
transform_reconstruct_difference
V
transform_robust_scale
V
transform_rolling_center
V
transform_rolling_z
V
transform_rule
V
transform_scale
V
transform_signed_log
V
transform_signed_log_array
V
transform_signed_sqrt
V
transform_signed_sqrt_array
V
transform_standardize
V
transform_summary
V
transform_trim
V
transform_winsorize
V
trimean
V
trimmed_ensemble
V
trimmed_location_scale
V
trimmed_mean
V
trimmed_sum
V
tukey_bisquare_location
V
tukey_bisquare_weight
V
tukey_objective
V
unique_value_count
V
upper_conditional_value_at_risk
V
upper_partial_moment
V
upper_quartile
V
upper_tail_mean
V
upside_deviation
V
validate_bootstrap_configuration
V
validate_cluster_configuration
V
validate_confidence_value
V
validate_count
V
validate_detector_configuration
V
validate_finite_range
V
validate_matrix
V
validate_monotone_grid
V
validate_no_empty_rows
V
validate_non_empty
V
validate_non_negative
V
validate_positive
V
validate_probability_grid
V
validate_probability_value
V
validate_regression_inputs
V
validate_same_length
V
validate_sorted
V
validate_square_matrix
V
validate_stream_configuration
V
validate_trim_percent_value
V
validate_weights
V
validate_window
V
validation_batch_score
V
validation_consistency
V
validation_duplicates
V
validation_empty_report
V
validation_finite
V
validation_has_errors
V
validation_issue
V
validation_length
V
validation_matrix
V
validation_merge
V
validation_missing
V
validation_monotone
V
validation_pairs
V
validation_probability
V
validation_range
V
validation_report
V
validation_report_lines
V
validation_report_string
V
validation_score
V
validation_severity_name
V
validation_summary
V
validation_time_axis
V
validation_weights
V
value_at_risk
V
value_frequency
V
value_frequency_fraction
V
weighted_iqr
V
weighted_linear_regression
V
weighted_lower_quartile
V
weighted_mean
V
weighted_median
V
weighted_quantile
V
weighted_upper_quartile
V
weighted_variance
V
winsorize
V
winsorize_by_z
V
winsorized_filter
V
winsorized_location_scale
V
winsorized_mean
V
winsorized_residuals
V
winsorized_standardize
V
winsorized_sum
V
winsorized_summary
V
z_scores
V
zero_fraction