Overview Use Cases Connectors Authentication Getting Started with the Python SDK API Reference API Classes AbacusApi Address Agent AgentChatMessage AgentConversation AgentDataDocumentInfo AgentDataExecutionResult AgentVersion AiBuildingTask Algorithm Annotation AnnotationConfig AnnotationDocument AnnotationEntry AnnotationsStatus ApiEndpoint ApiKey AppUserGroup ApplicationConnector BatchPrediction BatchPredictionVersion BatchPredictionVersionLogs BotInfo CategoricalRangeViolation ChatMessage ChatSession ChatllmReferralInvite CodeAutocompleteResponse NlpChatResponse CodeEditResponse CodeSource ComputePointInfo ConcatenationConfig CustomChatInstructions CustomLossFunction CustomMetric CustomMetricVersion CustomTrainFunctionInfo DataConsistencyDuplication DataMetrics DataPrepLogs DataQualityResults DataUploadResult DatabaseColumnFeatureMapping DatabaseConnector DatabaseConnectorColumn DatabaseConnectorSchema Dataset DatasetColumn DatasetVersion DatasetVersionLogs Deployment DeploymentAuthToken DeploymentConversation DeploymentConversationEvent DeploymentConversationExport DeploymentStatistics DocumentData DocumentRetriever DocumentRetrieverConfig DocumentRetrieverLookupResult DocumentRetrieverVersion DriftDistribution DriftDistributions Eda EdaChartDescription EdaCollinearity EdaDataConsistency EdaFeatureAssociation EdaFeatureCollinearity EdaForecastingAnalysis EdaVersion EmbeddingFeatureDriftDistribution ExecuteFeatureGroupOperation ExternalApplication ExternalInvite ExtractedFields Feature FeatureDistribution FeatureDriftRecord FeatureDriftSummary FeatureGroup FeatureGroupDocument FeatureGroupExport FeatureGroupExportConfig FeatureGroupRefreshExportConfig FeatureGroupExportDownloadUrl IndexingConfig FeatureGroupLineage FeatureGroupRow FeatureGroupRowProcess FeatureGroupRowProcessLogs FeatureGroupRowProcessSummary FeatureGroupTemplate FeatureGroupTemplateVariableOptions FeatureGroupVersion FeatureGroupVersionLogs FeatureImportance FeatureMapping FeaturePerformanceAnalysis FeatureRecord Schema FileConnector FileConnectorInstructions FileConnectorVerification FinetunedPretrainedModel ForecastingAnalysisGraphData ForecastingMonitorItemAnalysis ForecastingMonitorSummary FunctionLogs GeneratedPitFeatureConfigOption GraphDashboard HoldoutAnalysis HoldoutAnalysisVersion HostedModelToken ImageGenSettings InferredDatabaseColumnToFeatureMappings InferredFeatureMappings ItemStatistics LlmApp LlmCodeBlock LlmExecutionPreview LlmExecutionResult LlmGeneratedCode LlmInput LlmParameters LlmResponse MemoryOptions CpuGpuMemorySpecs MessagingConnectorResponse Model ModelArtifactsExport ModelBlueprintExport ModelBlueprintStage ModelLocation ModelMetrics ModelMonitor ModelMonitorOrgSummary ModelMonitorSummary ModelMonitorSummaryFromOrg ModelMonitorVersion ModelMonitorVersionMetricData ModelTrainingTypeForDeployment ModelUpload ModelVersion ModelVersionFeatureGroupSchema ModificationLockInfo Module MonitorAlert MonitorAlertVersion MonitorDriftAndDistributions NaturalLanguageExplanation NestedFeature NestedFeatureSchema NewsSearchResult NotebookCompletion NotebookTemplate NullViolation OrganizationExternalApplicationSettings OrganizationGroup OrganizationSearchResult OrganizationSecret PageData Pipeline PipelineReference PipelineStep PipelineStepVersion PipelineStepVersionReference PipelineVersion PipelineVersionLogs PlaygroundText PointInTimeFeature PointInTimeFeatureInfo PointInTimeGroup PointInTimeGroupFeature PredictionDataset PredictionFeatureGroup PredictionInput PredictionLogRecord PredictionOperator PredictionOperatorVersion ProblemType Project ProjectConfig ProjectFeatureGroup ProjectFeatureGroupSchema ProjectValidation PythonFunction PythonPlotFunction RangeViolation RealtimeMonitor RefreshPipelineRun RefreshPolicy RefreshSchedule RegenerateLlmExternalApplication ResolvedFeatureGroupTemplate RoutingAction ProjectFeatureGroupSchemaVersion PipelineStepVersionLogs StreamingAuthToken StreamingConnector StreamingRowCount StreamingSampleCode TemplateNodeDetails TestPointPredictions ToneDetails TrainingConfigOptions TwitterSearchResult Upload UploadPart UseCase UseCaseRequirements User UserException VideoGenSettings VideoSearchResult WebSearchResponse WebSearchResult Webhook WorkflowNodeTemplate API Inputs Documentation Chat Bot API Search Video Tutorials ChatLLM

FeatureDriftSummary

Summary of important model monitoring statistics for features available in a model monitoring instance

KEY	TYPE	Description
featureIndex	List[dict]	A list of dicts of eligible feature names and corresponding overall feature drift measures.
name	str	Name of feature.
distance	float	Symmetric sum of KL divergences between the training distribution and the range of values in the specified window.
jsDistance	float	JS divergence between the training distribution and the range of values in the specified window.
wsDistance	float	Wasserstein distance between the training distribution and the range of values in the specified window.
ksStatistic	float	Kolmogorov-Smirnov statistic computed between the training distribution and the range of values in the specified window.
predictionDrift	float	Drift for the target column.
targetColumn	str	Target column name.
dataIntegrityTimeseries	dict	Frequency vs Data Integrity Violation Charts.
nestedSummary	List[dict]	Summary of model monitoring statistics for nested features.
psi	float	Population stability index computed between the training distribution and the range of values in the specified window.
csi	float	Characteristic Stability Index computed between the training distribution and the range of values in the specified window.
chiSquare	float	Chi-square statistic computed between the training distribution and the range of values in the specified window.
nullViolations	NullViolation	A list of dicts of feature names and a description of corresponding null violations.
rangeViolations	RangeViolation	A list of dicts of numerical feature names and corresponding prediction range discrepancies.
catViolations	CategoricalRangeViolation	A list of dicts of categorical feature names and corresponding prediction range discrepancies.