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

NullViolation

Summary of anomalous null frequencies for a feature discovered by a model monitoring instance

KEY	TYPE	Description
name	str	Name of feature.
violation	str	Description of null violation for a prediction feature.
trainingNullFreq	float	Proportion of null entries in training feature.
predictionNullFreq	float	Proportion of null entries in prediction feature.