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

FeatureDistribution

For a single feature, how it has changed in the training data versus some specified window

KEY	TYPE	Description
type	str	Data type of values in each distribution, typically 'categorical' or 'numerical'.
trainingDistribution	dict	A dict describing the range of values in the training distribution.
predictionDistribution	dict	A dict describing the range of values in the specified window.
numericalTrainingDistribution	dict	A dict describing the summary statistics of the numerical training distribution.
numericalPredictionDistribution	dict	A dict describing the summary statistics of the numerical prediction distribution.
trainingStatistics	dict	A dict describing summary statistics of values in the training distribution.
predictionStatistics	dict	A dict describing summary statistics of values in the specified window.