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SAS Visual Text Analytics SAS Visual Text Analytics

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SAS Visual Text Analytics - PPT Presentation

C a t e g o r y C a p a b i l i t y S A S 9 4 M 6 S A S V i y a 3 4 B a s e S A S a a M u l t i t h r e a d e d D A T A s t e p e x e c u t i o n a a E x t e n d e d d a t a t y p e s a V A R ID: 824412

data sas code interface sas data interface code viya access

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CategoryCapabilitySA
CategoryCapabilitySAS 9.4M6SAS Viya 3.4Base SASaaMulti-threaded DATA step executionaaExtended data typesa(VARCHAR)aSAS/GRAPH, SAS/STAT, SAS/OR, SAS/ETS, SAS/IML, SAS/QCaa1SAS Grid ManageraaSAS LASRaSAS High Performance AnalyticsaCAS server aBatchaaSAS StudioaaSAS Enterprise GuideaaOpen programming languages (Python, Java, R, Lua)2aREST APIsaSAS Stored Processes3aJob definitions aLDAP integration for users and groupsaMonitoring and reportinga

aAuditingaaCLIsaaLin
aAuditingaaCLIsaaLinuxaaWindowsaa4Solaris, HP, AIXaz/OSaCloud - IaaSaaCloud - PaaS (Cloud Foundry)aDocker containersaaNote: A gray checkmark (a) means that the capability is possible if both SAS 9.4 and SAS Viya are present.1Product availability based on licensed SAS Viya offering(s), not all of which are available on Windows2Some Python capability is available for SAS 9.4 through the SASPy GitHub project3SAS 9.4 stored processes can be acc

essed from SAS Viya
essed from SAS Viya reports.4Single machine deploymentsSAS FoundationOperating Environments for ServersInterfacesDistributed ProcessingAdministrationSAS Application DevelopmentVAVDMMLSAS Visual Text AnalyticsSAS StudioSAS Enterprise MinerPython and SWATOther TBDSAS® Intelligent DecisioningSAS Model ManagerMASBusiness ApplicationsData Store DBMSDiscoveryDeploymentOperational ValueWeb serviceDataCASModel StudioProduction JobsAnalytics EnginesSAS/ACCESS®on 9.4M6CapabilityMVAConnectorMVAConnectorData AccessSAS/ACCESS® Interface to ADABASSAS/ACCESS® Interface to Amazon RedshiftaaaSAS/ACCESS® Interface to AsterSAS/ACCESS® Interface to CA IDMSSAS/ACCESS® Interface to DATACOM/DBSAS

/ACCESS® Interface to DB2aaaSAS/ACCESSÂ
/ACCESS® Interface to DB2aaaSAS/ACCESS® Interface to GreenPlumSAS/ACCESS® Interface to HadoopaaaSAS/ACCESS® Interface to HAWQSAS/ACCESS® Interface to ImpalaaaaSAS/ACCESS® Interface to IMS-DL/ISAS/ACCESS® Interface to INFORMIXSAS/ACCESS® Interface to Microsoft SQL ServeraaaSAS/ACCESS® Interface to MySQLaaaSAS/ACCESS® Interface to NetezzaSAS/ACCESS® Interface to ODBCaaaSAS/ACCESS® Interface to OLEDBSAS/ACCESS® Interface to ORACLEaaaSAS/ACCESS® Interface to ORACLE RdbSAS/ACCESS® Interface to PC FilesaaaSAS/ACCESS® Interface to PostgreSQLaaaSAS/ACCESS® Interface to R/3SAS/ACCESS® Interface to SAP HANAaaaSAS/ACCESS® Interface to SAP ASESAS/ACCESS® Interface to SAP IQSAS/ACCESS® Interface to SYSTEM 2000SAS/ACCESS® Interface to TeradataaaaSAS/ACCESS® Interface to the PI SystemSAS/ACCESS® Interface to VerticaaaaSPD EngineaaaSPD ServerSAS/ACCESS® Interface to J

DBCSAS/ACCESS® Interface to Hadoop (+ S
DBCSAS/ACCESS® Interface to Hadoop (+ Spark SQL)SAS/ACCESS® Interface to Google BigQueryaaaSAS/ACCESS® Interface to SalesforceaaSAS/ACCESS® Interface to SnowflakeaaaSAS/ACCESS® Interface to MongoaaSAS/ACCESS®on Viya 3.4SAS/ACCESS®on Viya 3.5CapabilityScoringCode AccelDQHPA ParallelHPASerialParallelMVAScoringCASScoringParallelMVAScoringCASScoringData AccessSAS/ACCESS Interface to ADABASSAS/ACCESS Interface to Amazon RedshiftSAS/ACCESS Interface to AsterSAS/ACCESS Interface to CA IDMS TMSAS/ACCESS Interface to DATACOM/DBSAS/ACCESS Interface to DB2SAS/ACCESS Interface to GreenPlumaaaaSAS/ACCESS Interface to HadoopaaaaaaaaSAS/ACCESS Interface to HAWQSAS/ACCESS Interface to ImpalaSAS/ACCESS Interface to IMS-DL/ISAS/ACCESS Interface to INFORMIXSAS/ACCESS Interface to Microsoft SQL ServerSAS/ACCESS Interface to MySQLSAS/ACCESS Interface to NetezzaSAS/ACCE

SS Interface to ODBCSAS/ACCESS Interface
SS Interface to ODBCSAS/ACCESS Interface to OLEDBSAS/ACCESS Interface to ORACLEaaSAS/ACCESS Interface to ORACLE RdbSAS/ACCESS Interface to PC FilesSAS/ACCESS Interface to PostgreSQLSAS/ACCESS Interface to R/3SAS/ACCESS Interface to SAP HANAaaSAS/ACCESS Interface to SAP ASESAS/ACCESS Interface to SAP IQSAS/ACCESS Interface to SYSTEM 2000SAS/ACCESS Interface to TeradataaaaaaaaaSAS/ACCESS Interface to the PI SystemSAS/ACCESS Interface to VerticaSPD ServerSAS/ACCESS Interface to JDBCSAS/ACCESS Interface to Hadoop (+ Spark SQL)aaSAS In-Database and HPAon 9.4M6SAS In-Databaseon Viya 3.4SAS In-Databaseon Viya 3.5CapabilitySAS Data Integration ServerSAS Data Quality ServerSAS Data Loader for HadoopSAS Data ManagementSAS Data QualitySAS Data GovernanceAll Viya OfferingsSAS Data Quality SAS Data PreparationAll Viya OfferingsSAS Data Quality SAS Data Prepar

ationData AccessSPDS~cas?~cas?Twitteraa
ationData AccessSPDS~cas?~cas?TwitteraaaaaaFacebookaaaaaaGoogle AnalyticsaaaaaaYouTubeaaaaaaGoogle DriveaaaaaaESRIaaaaaaLocal FileaaaaaaCloud Data ExchangeSAS FolderImage FileMulti-worksheet Excel FileMulti-text FileAWS S3 ParquetAzure Data Lake Orc and CSVSAS ESP WindowData GovernanceSAS® Lineage - network diagram viewaaaaaaaaaSAS Lineage - impact analysis viewaaaSAS Lineage - governance viewaaaSAS® Metadata Bridge supportRelationship loader supportaaaSAS® Data Remediation - all functionsaaaSAS® Business Data Network - all functionsaaaWorkflow supportaaaData QualitySAS® Quality Knowledge Base for Contact InformationaaaaaaaaaSAS® Quality Knowledge Base for Product DataaaaChange caseaaaaaaaaaaConvert columnaaaaaaaaaaRename columnaaaaaaaaaaRemove columnaaaaaaaaaaSplit columnaaaaaaaaaaTrim whitespaceaaaaaaaaaaCalculated column creationaaaaaaaaaaCustom code transformationaa

aaaaaaaaData quality - UI drivenaaaaCasi
aaaaaaaaData quality - UI drivenaaaaCasing (QKB)aaaaaaaaParsing (QKB)aaaaaaaaField extraction (QKB)aaaaaaaaGender analysis (QKB)aaaaaaaaIdentification analysis (QKB)aaaaaaaaMatch codes (QKB)aaaaaaaaStandardize (QKB)aaaaaaaaProfiling - UI drivenaaaaBasic profilingaaaaaaaaaaAdvanced profiling (table/column)aaaaaaaaAdvanced profiling (custom metrics)aaaaMatching/clusteringaaaaaaaSurvivorshipaaaAddress verification (batch)aaGeocoding (batch)aaData monitoringaaaUnstructured contextual extractionaaaReference data managementaaaData type identificationaaaaTaggingaaaaaaRemove duplicatesaaManage ColumnsaaData Management on 9.4M6Data Management on Viya 3.4Data Management on Viya 3.5CapabilitySAS Data Integration ServerSAS Data Quality ServerSAS Data Loader for HadoopSAS Data ManagementSAS Data QualitySAS Data GovernanceAll Viya OfferingsSAS Data Quality SAS Data

PreparationAll Viya OfferingsSAS Data
PreparationAll Viya OfferingsSAS Data Quality SAS Data PreparationData IntegrationAppendaaaaaaaaaaJoinaaaaaaaaaaFilteraaaaaaaaaaTransposeaaaaaaaaSPDS IntegrationMessage queue integrationChange data capture Conditional flow logicSlowly changing dimensionsAdvanced Hadoop integrationPublish actionsSAP integrationAdvanced SQL functionsComplex ETL data flowsSimple Random PartitionGeneralProject managementaaaaaaReusable job/program creationaaaaaaaaaaaaJob/program schedulabilityaaaaaaaaaaaaJob monitoringaaaaaaaaaReporting (either VAAR or VA as pre-req)aaaaaaaaaBusiness rules (SAS Business Rules)Column Label SupportDownload to CSV/tab delimited fileAI Driven Transformation SuggestionsData Management on Viya 3.5Data Management on Viya 3.4Data Management on 9.4M6CategoryCapabilitySAS Visual Analytics 7.5on 9.4M6SAS Visual Analytics 8.3on ViyaSAS Visual Analytics 8.4

on ViyaSAS Visual Analytics 8.5on Viy
on ViyaSAS Visual Analytics 8.5on ViyaYouTubeFacebookTwitterGoogle AnalyticsGoogle DriveOther RDBMS Data Access as supported by the platform111Dynamic TextDynamic report summaries2Geo - display regions(choropleths) and coordinates in a single objectGeo - display labels and data values on a region mapGeo - create custom geo objects with multiple data layersGeo Custom regions for geographical maps (e.g. sales territories)Geo Enrichment (Data Import of Esri Demographics)Geo Selection - Travel Time, Travel DistanceGeo SearchGeo Web Map layers (via Data Driven Content object)Geo ClusteringGeo Contour MapGeocoding (from Manage Data-Import)Geo Points of Interest - Pin Management, Routing, Identify PlaceGeo Demographics - based on Geo Selected areaCell Graph supportSupport Right-to-Left orientationPath Analysis (Sankey Diagram plus analytics)Auto-Intera

ctions across objectsTwo-way filter int
ctions across objectsTwo-way filter interactions between objectsNumber CompactionAuto-Refresh per object (streaming data)Report Data ViewsData item labels with the same nameObject templatesObject templates with dataMulti-edit FormatsMulti-edit aggregationsScoped aggregationsAggregate a specific range of cell values in a table (e.g. moving average)Multi-level aggregations (aggregatetable function))Reuse Filters (Common filters)Undo/RedoSave User StatePlayable DashboardsMulti-Data Source JoinsDesging grid linesFreeze ColumnsColumn total disabling2Key ValueParallel Coordinates PlotMeasure Correlations in Data PaneSuggestions PaneQuick Start Pane (recents, favorites, thumbnails, search)Single application for report design and explorationSingle application for report design and viewViewer customizations with governanceReport sharing (user-to-user)Copy

link dialog and optionsPrint to PDF us
link dialog and optionsPrint to PDF using current browser resolution (WYSIWYP)SAS Visual Analytics 7.4 on 9.4M5Data Access & PreparationReportingCategoryCapabilitySAS Visual Analytics 7.4 on 9.4M5SAS Visual Analytics 7.5on 9.4M6SAS Visual Analytics 8.3on ViyaSAS Visual Analytics 8.4on ViyaSAS Visual Analytics 8.5on ViyaDecision TreeAutomated Explanation2Automated PredictionRelated measuresText summarizing analytical object resultsConsume SAS Stored ProcessesConsume SAS Job Execution results2Create custom graph objects (templates)Include Web contentData driven content (3rd party objects)SAS Visual Analytics SDKAccessibility - Graphics Accelerator2Accessibility - alternate text for screen readers and tagged PDF optionDistribute Reports (scheduled)Notify stakeholders to alert conditions in reportsLocalize report contentAudit ReportingRef

resh reports automaticallyRefresh repor
resh reports automaticallyRefresh report pages and objects automatically2AutosaveLineageSAS DriveProduct Tour in SAS Drive and SAS Visual AnalyticsMobile Device Management support (3rd party providers)Offline report viewingWindows 10iOS AndroidSDK for mobile appsLinux serverWindows server2Internet Explorer browserEdge browserSafari browser (Mac)Chrome browser (Windows)Firefox browser (Windows)The functionality is available as of September, 2018.The functionality has been enhanced.Operating EnvironmentNative AppsEnterprise SupportCustomizeApproachable AnalyticsSAS Viya data access is limited compared to SAS 9. See the list of supported data sources in the Data Management section.SAS Enterprise MinerSAS Factory MinerIntegrated data prepInteractive model editing (VA models in Model Studio)Multiple data sources (after data prep)Integrated reporting

(interactive dashboards)Model assessment
(interactive dashboards)Model assessment NLGModel insight reportingGeneral FeaturesAudio file analysisAutotuningCustom extension nodesEM batch code execution (migration)n/aIncluded text mining (lightweight)Incremental response modelsIntegrated coding (code node)Interactive binningIncl. w/ RiskInteractive modelingminimalK Fold cross validationModel lineage viewMultiple-pipeline comparisonPipeline annotationsREST API ScoringREST API RetrainingREST API Automated ModelingReusable model templates (central storage)Segment profileSom/KohennenStart/End Groups (group processing)aaSurvival data miningTime series data miningTwo stage modelsMajor CapabilitySAS Visual Data Mining and Machine Learning 8.2 on ViyaSAS Visual Data Mining and Machine Learning 8.3 on ViyaAdvanced Analytics 14.3 on 9.4M5 SAS Visual Data Mining and Machine Learning 8.4on ViyaSAS Visual Data Mining and Machin

e Learning 8.5on ViyaSAS Enterprise Mi
e Learning 8.5on ViyaSAS Enterprise MinerSAS Factory MinerMachine Learning MethodsAutomated feature engineering packageNodeAutomated interpretability action packageAutomated model composer (automated modeling)NodeBayesian networksBoolean rulesConvolutional neural networksDirichlet Gaussian Mixture Models (GMM)EnsembleFactorization machinesFrequent item set miningGaussian regressionGradient boostingIsolation forestK nearest neighborKernel PCAImage (incl. biomedical) processingImage Object DetectionImage keypoints detectionImage segmentationMarket basket analysisModel interpretability (LIME, PDP, ICE)Kernel ShapMoving windows PCAMulti-task learningNetwork analytics/community detectionNeural networksRandom forestRecurrent neural networkReinforcement Learning (Batch)Robust PCASemi-Supervised learningSparse Data Machine LearningSupport vector

data descriptionSupport vector machine
data descriptionSupport vector machinesSupport vector regressionText miningT-SNEVariable clusteringOpen SourceOpen source calling SASSAS calling open sourceminimalModel DeploymentPublish to MASModel scoring (node)Model retrainingBatch executionModel Manager integration (pushbutton)Score code editor in code nodeSAS DATA step score codeAstore score codePMML score codeC score codeJava score codeREST scoring APIArchitectureBrowser based (no install)Java Web StartWindows basedLinux basedSMP mode (calling local non-in-memory data automatically)aaMPP modeaaSAS Viya integration (calling from SAS 9)Major CapabilityAdvanced Analytics 14.3 on 9.4M5 SAS Visual Data Mining and Machine Learning 8.2 on ViyaSAS Visual Data Mining and Machine Learning 8.3 on ViyaSAS Visual Data Mining and Machine Learning 8.4on ViyaSAS Visual Data Mining and Machine Learni

ng 8.5on ViyaCapabilityForecast Studi
ng 8.5on ViyaCapabilityForecast StudioTime Series StudioForecasting proceduresTime series explorer / viewerForecasts onlyTime Series onlyFacet search based onlyFacet search based onlyFacet search based onlyFacet search based onlyNested facets in Viewers and OverridesPredefined set of time series descriptive statistics attributes (min, max, mean, missing, etc.)Predefined set of forecasting derived attributes (model properties, statistics of fit)Predefined set of demand classification derived attributesPredefined set of volume/volatility derived attributesFilters using descriptive statisticsFilters using model properties and statistics of fitPredefined attributes available for use in faceted filters for viewers- Time series based attributes available in all viewers- Forecasting based attributes available in forecast viewer and overridesEnvel

ope plots Display single or multiple ti
ope plots Display single or multiple time series / forecastsSingle Forecast onlyTime Series onlyView model list in forecast viewerFilter manager - project wideFrom Tree OnlyExternal SegmentationImported using _seg_ variable in the attributes tableImported using _seg_ variable in the attributes tableImported using _seg_ variable in the attributes tableExternal Segmentation template using imported _seg_ attributeNumeric OnlyPrebuilt segmentation template based on demand classification segmentationNested pipeline for each individual segmentNested demand classification segmentation within an individual segmentAutomatic model selectionHierarchical forecastingHierarchical reconciliationTD only in TSReconcile; aggregation for BU using TSMODEL or FEDSQLTD only in TSReconcile; aggregation for BU using TSMODEL or FEDSQLTD only in TSReconcile; agg

regation for BU using TSMODEL or FEDSQ
regation for BU using TSMODEL or FEDSQLTD only in TSReconcile; aggregation for BU using TSMODEL or FEDSQLTemporal reconciliationAutomatic outlier detection (ARIMA only)Code onlyConcept of a projectProject archive/unarchiveApplicable project settings only; project data must be manually loaded into CASApplicable project settings only; project data must be manually loaded into CASApplicable project settings only; project data must be manually loaded into CASApplicable project settings only; project data must be manually loaded into CASSAS Visual Forecasting 8.4 on Viya 3.4Forecast Server 15.1 on 9.4M6SAS Visual Forecasting 8.3 on Viya 3.4SAS Visual Forecasting 8.2 on Viya 3.3SAS Visual Forecasting 8.5 on Viya 3.5CapabilityForecast StudioTime Series StudioSAS Visual Forecasting 8.2 on Viya 3.3EventsBuilt-in calendar and holiday events only

; Code onlyDefault calendar events an
; Code onlyDefault calendar events and Importing eventsDefault calendar events and Importing eventsDefault calendar events and Importing eventsEvents managementCreate event repository using FS procedures or in FSCreate event repository using FS procedures or in FSCreate event repository using FS procedures or in FSImport event repositoryExport event repositoryAutomatic event selection in modelingProject level default event usageModify event usage in each modeling nodeEvents management - CRUDAssign events to individual or subsets of time series (EventBY capability)Code onlyCode onlyCode onlyOverrides using modeling hierarchyOverrides using attribute based filtersOverrides impact analysisInteractive modelingMandatory override justificationsTracking for overridesForecast trackingForecast Value Added (FVA) analysisMonitoring Forecast Model F

itness Custom modelsCode onlyCode onl
itness Custom modelsCode onlyCode onlyCode onlyCode onlyTask management (diagnose, fit, forecast, etc.)Available in some modeling nodes but not all of themAvailable in some modeling nodes but not all of themAvailable in some modeling nodes but not all of themAvailable in some modeling nodes but not all of themImport custom model selection listCode or Hierachical Forecasting Modeling Strategy onlyCode or Hierachical Forecasting Modeling Strategy onlyCode or Hierachical Forecasting Modeling Strategy onlyCombination modelsCode or Hierachical Forecasting Modeling Strategies onlyCode or Hierachical Forecasting Modeling Strategies onlyCode or Hierachical Forecasting Modeling Strategies onlyMachine learning modeling strategies3 types - Panel Series, Stacked, and Multistage3 types - Panel Series, Stacked, and Multistage3 types - Pane

l Series, Stacked, and MultistageView
l Series, Stacked, and MultistageView model diagnosticsCompare ModelsRolling simulationsGoal seeking"What if …" or scenario analysisBatch executionCode in modeling nodes can be modified and customizedExcept for Hierarchical Forecasting, Panel Series Neural Network, and Stacked ModelingExcept for Hierarchical Forecasting, Panel Series Neural Network, and Stacked ModelingExcept for Hierarchical Forecasting, Panel Series Neural Network, and Stacked ModelingMacros for project lifecycle management (create, run, copy, delete, etc.)Prebuilt reportsStability monitoringCode onlyCode onlyCode onlyCode onlyREST APIData Preparation integrationModel Manager integrationSAS Visual Forecasting 8.5 on Viya 3.5Forecast Server 15.1 on 9.4M6SAS Visual Forecasting 8.3 on Viya 3.4SAS Visual Forecasting 8.4 on Viya 3.4CapabilityForecast StudioTime Series

StudioSAS Visual Forecasting 8.2 on Vi
StudioSAS Visual Forecasting 8.2 on Viya 3.3VA integrationLimited to input and a subset of output tables by defaultLimited to input and a subset of output tables by defaultLimited to input and a subset of output tables by defaultLineage integrationBasic LineageBasic LineageBasic LineageSAS Drive integrationSingular Spectrum Analysis (SSA)Code onlyCode onlyCode onlyCode onlyMultivariate Singular Spectrum Analysis (SSA)Code onlyCode onlyMotif analysisCode onlyCode onlyCode onlyCode onlyTime series missing value imputationsCode onlyCode onlyCode onlyTime series similarity analysisUsing SAS/ETSCode onlyCode onlyCode onlyCode onlyVector time series similarity analysisCode onlyCode onlyTime series distance measuresCode onlyCode onlyTime frequency analysisCode onlyCode onlyCode onlyCode onlyTime series filteringCode onlyCode only

Code onlySubspace trackingCode onlyC
Code onlySubspace trackingCode onlyCode onlyCode onlyImporting FS projects into VFSettings onlySettings onlySettings onlyInterpretability - NLG project summaryExternal Language Support (Python and R)Code onlyTime Series Dimension Reduction Code onlySAS Visual Forecasting 8.5 on Viya 3.5Forecast Server 15.1 on 9.4M6SAS Visual Forecasting 8.3 on Viya 3.4SAS Visual Forecasting 8.4 on Viya 3.4CapabilityText MinerSAS Contextual AnalysisVDMML 8.2VTA 8.2VDMML 8.3VTA 8.3VTA 8.4Document conversion (from file server directory)Document conversion (In-Hadoop) Programming thru SAS Studio Programming thru SAS StudioWeb crawlSocial media connectorsData PrepData PrepData PrepData PrepData PrepText summarizationECC add-onAction & SAS Studio TaskAction & SAS Studio TaskAction & SAS Studio TaskDocument de-duplicationECC add-onSmart data segment

Action onlyAction & SAS Studio TaskA
Action onlyAction & SAS Studio TaskAction & SAS Studio TaskParsingMisspellings detectionInteractive synonym managementTerm similarity scores in UIDynamic rule building (using terms/textual elements)Topics SVDTopics LDAAction onlyAction & SAS Studio TaskAction & SAS Studio TaskCreate user-defined topicsMerge topicsSplit topicsTopics curation (rename, term/doc cut-off)Save user-defined topics and terms (for collaboration & promotion)Text clusteringText profilingRecurrent neural networksAction onlyAction onlyRule generation using probablistic semanticsAction onlyActionUI (experimental)Predefined concepts/standard entitiesEnabling / disabling select predefined conceptsAll or noneAll or noneAll or noneCustom conceptsadd-on productConcept case sensitivitySet primary vs. supporting (helper) conceptContent categorization (rules based)Boolean rul

es (automatic rule generation) Category
es (automatic rule generation) Category relevancy (not in UI in SCA, but there in scoring)Managing more structured columnsColumns sort by hierarchiesCut/paste concepts, categoriesSave topics output data Save categories output data (transactional) Save categories output data (modeling ) Report / results for text analytics nodesText specific best practice pipeline templatesChange project data sourceSentiment scoring in UI (document level)Sentiment (feature level) score codeTopics scoringConcepts score codeCategory score codeText Analytics on 9.4M6Text Analytics on Viya 3.3Text Analytics on Viya 3.4CapabilityText MinerSAS Contextual AnalysisVDMML 8.2VTA 8.2VDMML 8.3VTA 8.3VTA 8.4ASTORE supportTopics SVD onlyTopics SVD onlyTopics SVD onlyTopics SVD onlyTopics, Categories, Concepts, Sentiment, RNNLanguages27313030323233Document search enabled in UIS

earch (actions/API)Concepts model scori
earch (actions/API)Concepts model scoring in ESPCategory model scoring in ESPSentiment model scoring in ESPTopics SVD model scoring in ESPConcepts model scoring in HadoopCategory model scoring in HadoopSentiment model scoring in HadoopTopics model scoring in HadoopRNN model scoringAction onlyAction onlyTopics LDA model scoringAction & SAS Studio TaskAction & SAS Studio TaskBoolean rules scoring Action & SAS Studio TaskAction & SAS Studio TaskREST APIlimited text mining featureslimited text mining featuresCollaboration: pipeline and node sharingProject import / exportVisualization and reporting (VA integration)Data preparation (DS integration)Model Manager integrationSAS Drive integrationData Lineage integrationMigrating SAS Contextual Analysis projects (json import/export)Text Analytics on 9.4M6Text Analytics on Viya 3.3Text Analytics on Viya