Data Accesscopy_repository_entrydelete_repository_entryexternal_retrieveexternal_storemove_repository_entryrename_repository_entryretrievestoreFilesReadRead SASread_accessread_arffread_bibtexread_c4.5read_csvread_dasylabread_dbaseread_excelread_spssread_stataread_urlread_xmlread_xrffWriteWrite PMMLwrite_accesswrite_arffwrite_csvwrite_excelwrite_specialwrite_xrffDatabaseread_databaseupdate_databasewrite_databaseNoSQLCassandraDelete CassandraExecute CQLRead CassandraWrite CassandraMongoDBDelete MongoDBExecute MongoDB CommandRead MongoDBUpdate MongoDBWrite MongoDBSolrAdd to Solr (Data)Add to Solr (Documents)Search Solr (Data)Search Solr (Documents)ApplicationsTrigger ZapierQlikWrite QVXSplunkSearch SplunkSalesforceDelete SalesforceRead SalesforceUpdate SalesforceWrite SalesforceMozendaRead MozendaCloud StorageAmazon S3Delete Amazon S3Loop Amazon S3Read Amazon S3Write Amazon S3Azure Blob StorageDelete Azure Blob Storage ResourceLoop Azure Blob StorageRead Azure Blob StorageWrite Azure Blob StorageAzure Data Lake Storage Gen2Delete Azure Data Lake Storage Gen2 ResourceLoop Azure Data Lake Storage Gen2Read Azure Data Lake Storage Gen2Write Azure Data Lake Storage Gen2DropboxRead DropboxWrite DropboxGoogle StorageLoop Google StorageRead Google StorageWrite Google StorageGoogle DriveCreate Google Drive FolderDelete Google DriveLoop Google DriveRead Google DriveWrite Google DriveGoogle BigQueryWrite Google BigQueryGoogle SheetsDelete Google SheetsList Google SheetsRead Google SheetsWrite Google SheetsIoTAltair IotGet Data (IoT)Get Token (IoT)BlendingPython TransformerAttributesorder_attributesNames & Rolesrenamerename_by_example_valuesrename_by_generic_namesrename_by_replacingset_roleTypesOne-Hot EncodingTarget Encodingdate_to_nominaldate_to_numericalformat_numbersguess_typesnominal_to_binominalnominal_to_datenominal_to_numericalnominal_to_textnumerical_to_binominalnumerical_to_datenumerical_to_polynominalnumerical_to_realparse_numbersreal_to_integerset_positive_valuetext_to_nominalSelectionremove_attribute_rangeremove_correlated_attributesremove_useless_attributesselect_attributesselect_by_randomselect_by_weightswork_on_subsetGenerationGenerate BatchText Vectorizationgenerate_absolutesgenerate_aggregationgenerate_columnsgenerate_concatenationgenerate_copygenerate_empty_attributegenerate_function_setgenerate_gaussiansgenerate_idgenerate_item_set_indicatorsgenerate_productsgenerate_tfidfgenerate_weight_lprgenerate_weight_stratificationExamplesFilterfilter_example_rangefilter_examplesSamplingsamplesample_bootstrappingsample_kennard_stonesample_model_basedsample_stratifiedsplit_dataSortshufflesortsort_by_pareto_rankTableGroupingaggregateRotationde_pivotpivottransposeJoinsAppend (Robust)appendcartesian_productintersectjoinset_minussupersetunionValuesaddadjust_datecutmapmergeremap_binominalsreplacereplace_dictionaryset_datasplittrimCleansingQuality MeasuresStatisticsNormalizationdenormalizenormalizescale_by_weightsBinningdiscretize_by_binsdiscretize_by_entropydiscretize_by_frequencydiscretize_by_sizediscretize_by_user_specificationMissingHandle Unknown ValuesReplace All Missingsdeclare_missing_valuefill_data_gapsimpute_missing_valuesremove_unused_valuesreplace_infinite_valuesreplace_missing_valuesDuplicatesremove_duplicatesOutliersdetect_outlier_cofdetect_outlier_densitiesdetect_outlier_distancesdetect_outlier_lofDimensionality Reductionindependent_component_analysisprincipal_component_analysisprincipal_component_analysis_kernelself_organizing_mapsingular_value_decompositionModelingPython ForecasterPython LearnerPredictivecreate_formulagroup_modelsungroup_modelsupdate_modelLazydefault_modelk_nnBayesiannaive_bayesnaive_bayes_kernelTreesGradient Boosted Treeschaiddecision_stumpdecision_tree_multiwaydecision_tree_weight_basedid3parallel_decision_treeparallel_random_forestrandom_treeRulesrule_inductionsingle_rule_inductionsingle_rule_induction_single_attributesubgroup_discoverytree_to_rulesNeural NetsDeep Learningauto_mlpneural_netperceptronFunctionsGeneralized Linear Modelfunction_fittinggaussian_processlinear_regressionlocal_polynomial_regressionpolynomial_regressionrelevance_vector_machineseemingly_unrelated_regressionvector_linear_regressionLogistic RegressionLogistic Regressionlogistic_regressionlogistic_regression_evolutionarySupport Vector Machinesfast_large_marginhyper_hypersupport_vector_machinesupport_vector_machine_evolutionarysupport_vector_machine_libsvmsupport_vector_machine_linearsupport_vector_machine_psoDiscriminant Analysislinear_discriminant_analysisquadratic_discriminant_analysisregularized_discriminant_analysisEnsemblesMulti Label Modelingadaboostadditive_regressionbaggingbayesian_boostingclassification_by_regressionfind_threshold_metahierarchical_multi_class_classificationmetacostpolynomial_by_binomial_classificationrelative_regressionstackingsubgroup_discovery_metatransformed_regressionvoteSegmentationCluster Model Visualizeragglomerative_clusteringdbscan_apacheextract_prototypesfast_k_meansflatten_clusteringk-Means (H2O)k_meansk_means_kernelk_medoidsrandom_clusteringsupport_vector_clusteringtop_down_clusteringx_meansAssociationsapply_association_rulescreate_association_rulesfp_growthgeneralized_sequential_patternsitem_sets_to_dataunify_item_setsCorrelationsanova_matrixcorrelation_matrixcovariance_matrixgrouped_anovamututal_information_matrixrainflow_matrixtransition_graphtransition_matrixSimilaritiescross_distancesdata_to_similaritydata_to_similarity_datasimilarity_to_dataFeature Weightsdata_to_weightsweight_by_chi_squared_statisticweight_by_component_modelweight_by_correlationweight_by_deviationweight_by_forestweight_by_gini_indexweight_by_information_gainweight_by_information_gain_ratioweight_by_pcaweight_by_reliefweight_by_ruleweight_by_svmweight_by_uncertaintyweight_by_user_specificationweight_by_value_averageweights_to_dataOptimizationApply Feature SetAutomatic Feature EngineeringUnsupervised Feature SelectionParametersclone_parametersoptimize_parameters_evolutionaryoptimize_parameters_gridoptimize_parameters_quadraticset_parametersFeature Selectionoptimize_selectionoptimize_selection_backwardoptimize_selection_brute_forceoptimize_selection_evolutionaryoptimize_selection_forwardoptimize_selection_weight_guidedFeature Generationoptimize_by_generation_agaoptimize_by_generation_evolutionary_aggregationoptimize_by_generation_ggaoptimize_by_generation_yaggaoptimize_by_generation_yagga2Feature Weightingoptimize_weights_backwardoptimize_weights_evolutionaryoptimize_weights_forwardoptimize_weights_psoTime SeriesTransformationAutocorrelation / AutocovarianceDifferentiateEqualize Numerical IndicesEqualize Time StampsExponential SmoothingFast Fourier TransformationHighest Peak TransformationIntegrateLagLogarithmMoving Average FilterNormalize (Series)Replace Missing Values (Series)Z-Score Peak TransformationDecompositionClassic DecompositionSTL DecompositionFeature ExtractionExtract AggregatesExtract Coefficients (Polynomial Fit)Extract ModeExtract PeaksWindowingProcess WindowsWindowingForecastingARIMAApply ForecastDefault ForecastFunction and Seasonal Component ForecastHolt-WintersMulti Horizon ForecastValidationForecast ValidationMulti Horizon PerformanceSliding Window ValidationUtilityGenerate Data (ARIMA)ScoringCost-Sensitive ScoringExplain PredictionsModel SimulatorPrescriptive Analyticsapply_modelConfidencesRescale Confidences (Logistic)apply_thresholdcreate_thresholddrop_uncertain_predictionsfind_thresholdgenerate_predictiongenerate_prediction_rankingselect_recallValidationbootstrapping_validationcross_validationsplit_validationwrapper_split_validationwrapper_x_validationPerformanceMulti Label Performancecombine_performancesextract_performanceperformanceperformance_min_maxperformance_to_dataperformance_user_basedPredictiveperformance_attribute_countperformance_binominal_classificationperformance_classificationperformance_costsperformance_rankingperformance_regressionperformance_support_vector_countSegmentationcluster_count_performancecluster_density_performancecluster_distance_performanceitem_distribution_performancemap_clustering_on_labelsSignificance Testsanovat_testVisualLift Chart (Simple)compare_rocscreate_lift_chartvisualize_model_by_somUtilitySchedule Processexecute_processmultiplysubprocessScriptingExecute PythonExecute Rexecute_programexecute_scriptexecute_sqlProcess Controlpublish_to_apprecallrecall_from_apprememberLoopslooploop_and_averageloop_and_deliver_bestloop_attribute_subsetsloop_attributesloop_batchesloop_clustersloop_collectionloop_data_fractionsloop_data_setsloop_examplesloop_filesloop_labelsloop_parametersloop_repositoryloop_untilloop_valuesloop_zipfile_entriesBranchesbranchselect_subprocessCollectionsPerformance Average (Robust)averagecollectflatten_collectionselectExceptionshandle_exceptionthrow_exceptionMacrosextract_macrogenerate_macroset_macroset_macrosunset_macroFilesadd_entry_to_archive_filecopy_filecreate_archive_filecreate_directorydelete_filemove_fileopen_filerename_filewrite_as_textwrite_filewrite_messageAnnotationsannotateannotations_to_datadata_to_annotationsextract_macro_from_annotationLoggingclear_logextract_log_valueloglog_to_datalog_to_weightsprint_to_consoleprovide_macro_as_log_valueData Anonymizationde_obfuscateobfuscateRandom Data Generationadd_noisecreate_examplesetgenerate_churn_datagenerate_datagenerate_direct_mailing_datagenerate_massive_datagenerate_multi_label_datagenerate_nominal_datagenerate_sales_datagenerate_team_profit_datagenerate_transaction_datagenerate_transfer_datagenerate_up_selling_dataMiscdelayfree_memoryjoin_pathsmaterialize_datasend_mail_attachmentsExtensionsKafka ConnectorKafkaRead Kafka TopicWrite Kafka TopicMLFlowExperimentsCreate ExperimentCreate RunDelete ExperimentDelete RunGet ExperimentsGet RunGet RunsLog RunModelsCreate ModelCreate Model VersionGet Model InformationRetrieve ModelTransition StageText ProcessingCreate DocumentData to DocumentsDocuments to DataExtract DocumentProcess DocumentsProcess Documents from DataProcess Documents from FilesProcess Documents from Mail StoreRead DocumentRead Documents (Mail)Write DocumentGenerationGenerate ExtractUtilityData To JSONJSON To DataWordList to DataFilesSplit File by ContentSplit File by PointTokenizationTokenizeExtractionAggregate Meta DataAggregate Token LengthExtract InformationExtract LengthExtract Token NumberFilteringFilter Documents (by Content)Filter Stopwords (Arabic)Filter Stopwords (Czech)Filter Stopwords (Dictionary)Filter Stopwords (English)Filter Stopwords (French)Filter Stopwords (German)Filter Tokens (by Content)Filter Tokens (by Length)Filter Tokens (by POS Ratios)Filter Tokens (by POS Tags)Filter Tokens (by Region)StemmingStem (Arabic)Stem (Arabic, Light)Stem (Dictionary)Stem (German)Stem (Lovins)Stem (Porter)Stem (Snowball)TransformationCombine DocumentsCut DocumentGenerate n-Grams (Characters)Generate n-Grams (Terms)HTML to XMLKeep Document PartsProcess XSLTRemove Document PartsReplace TokensTransform CasesWindow DocumentWeb MiningClear CookiesCrawl WebGet PageGet PagesProcess Documents from WebRead RSS FeedServicesEnrich Data by WebserviceHtml ProcessingExtract ContentUnescape HTML DocumentUtilityDecode URLsEncode URLsJSON to XMLUnescape HTMLRestDELETE (REST)GET (REST)PATCH (REST)POST (REST)PUT (REST)Admin ToolsData AccessEdit Access RightsAi HubAdd Contents to Project (AI Hub)Create Project (AI Hub)Delete Project (AI Hub)Delete Schedule (AI Hub)Get JWT (AI Hub)Get Jobs (AI Hub)Get Log (AI Hub)Get Metrics (AI Hub)Get Project (AI Hub)Get Projects (AI Hub)Get Schedules (AI Hub)Kill Job (AI Hub)Run Job (AI Hub)Schedule Job (AI Hub)RtsaCall Endpoint(RTSA)Delete Deployment (RTSA)Deploy Project (RTSA)Get Endpoints (RTSA)Get Log (RTSA)Get Logs (RTSA)Image ProcessingTransformationsAlign ImageApply ThresholdBlur ImageColor Scale ImageConvert ColorCrop ImageDilate ImageErode ImageFlip ImageGenerate Pixel AggregationInvert ImageResize ImageRotate ImageTranslate ImageData AccessImage to TableProcess Images from WebcamRead ImageRead Image from WebcamRead VideoTable to ImageWrite ImageOtherDetect LinesDetect Text (OCR)Custom OperatorsParameter HelperAttribute Parameter MacroBoolean Parameter MacroCategory Parameter MacroDirectory Parameter MacroDouble Parameter MacroFile Parameter MacroInteger Parameter MacroRepository Location Parameter MacroText Parameter MacroData AccessExecute Process from Custom ExtensionOpen File from Custom ExtensionRead DictionaryRetrieve from Custom ExtensionProgressStep Custom ProgressTotal Custom ProgressUtilityCustom SubprocessMetadata HelperThrow Custom ErrorGenerative AIGenerate Image (LLM)Generate Text (LLM)Operator ToolboxBlendingBuild SimulationExtract StatisticsFilter Attributes with Missing ValuesFilter Examples with Missing ValuesGenerate Aggregation (Advanced)Generate Partial Dependency Plot DataGet HolidaysRename by Multiple ExamplesReplace Rare ValuesSMOTE UpsamplingWeight of EvidenceTableAppend (Superset)Collect and PersistFuzzy MatchingGroup Into CollectionMerge AttributesSample (Collection)Sort (Multiple)Attribute GenerationCalculate OverlapsGenerate Levenshtein DistanceGenerate Phonetic EncodingsGenerate Power TransformGenerate Session IDData AccessRead Excel Sheet NamesRead Office FileRead SFTPRead Yahoo FinanceUn-gzipWrite SFTPData ExportStore (Tagged)Feature SelectionSelect by Weights (Multi)MacrosExtract Last Modifying OperatorExtract Macro (Format)Set Macro (Real)Set Macros from ExampleSetModelsApply Association Rules (Detailed)Check Model ConformanceGLM ContributionGet Decision Tree PathLocal Interpretation (LIME)Optimize ThresholdOptimize Threshold (Subprocess)Random Forest EncoderOutliersTukey TestParametersGet ParametersSet Parameters from ExampleSetPerformancePerformance (AUPRC)Text ProcessingApply Model (Documents)Dictionary-Based Sentiment (Documents)Extract SentimentExtract Topics from Data (LDA)Extract Topics from Documents (LDA)Filter Tokens Using ExampleSetSplit Document into CollectionStem Tokens Using ExampleSetUtilityBase64 to ImageExecute Remote ProgramImage to Base64List Repository ObjectsLog Operator RuntimesScan ProcessesSet Meta DataSubprocess (Caching)Subprocess (Parallel)Try (Multiple)Generative ModelsEmbeddingsEmbeddings (FastEmbed)Embeddings (OpenAI)ModelsHuggingfaceDelete ModelDownload ModelLoad ModelFinetuneFinetune Text ClassificationFinetune Text GenerationFinetune Text2Text GenerationFinetune TranslationTasksConversationalFill MaskQuestion AnsweringSummarizationText ClassificationText GenerationText2Text GenerationToken ClassificationTranslationZero Shot ClassificationOpenAICheck Job Status (OpenAI)Delete Model (OpenAI)Finetune (OpenAI)Get Models (OpenAI)Send Prompt (OpenAI)PromptsGenerate PromptsVector StoresQdrantCreate Collection (Qdrant)Delete Collection (Qdrant)Get Collection Info (Qdrant)Get Collections (Qdrant)Insert Documents (Qdrant)Retrieve Documents (Qdrant)MilvusCreate Collection (Milvus)Delete Collection (Milvus)Get Collection Info (Milvus)Get Collections (Milvus)Insert Documents (Milvus)Retrieve Documents (Milvus)DeploymentRemote Python Context