arcgis.gis
- GIS- Improve parsing support for users with Kerberors and IWA authentication schemes
 
arcgis.gis.admin
- AGOLUsageReports- Fixes issue with incorrect statistics for date ranges over 5 months ago
 
arcgis.gis.server
- LogManager- query()- Fixes BUG-000154142 where paging was not terminating propertly with record amounts over 5000
 
 
arcgis.features
- FeatureLayerCollection- extract_changes()- Adds layer_servergenparameter and documentation
 
- Adds 
 
arcgis.geometry
- Geometry- true_centroid- Ensures property returns results as a geometryobject instead of tuple
 
- Ensures property returns results as a 
 
arcgis.geoenrichment
- Fixes issue for parsing with multiple buffer distances
arcgis.graph
- KnowledgeGraph- Adds apply_edits()method to support editing
 
- Adds 
arcgis.apps
- hub- Fixes issue with token handling for security purposes
- Fixes issue with properly reading sharing properties
- Page- update_layout()- Fixes issue to ensure works properly with new backend infrastructure implementation
 
 
 
- storymap- Timeline- Fixes issue where position of node was not properly returned
 
 
arcgis.learn
- Updates prediction output formatting to x,y,w,h
- Fixes intermittent erratic one_cyclebehavior and uses defaultlearning_ratewhenlr=None
- Fixes Class dump format in a generated emd
- Fixes average_precision_score_outputformatting
- Adds explicit documentation for data formatting
Patch Release 2.1.0.2
arcgis.learn
- Restores functionality of internal inferencing checks
Patch Release 2.1.0.1
arcgis.features
- FeatureLayerCollection- extract_changes()- Adds support for querying the last time changes were sent on each layer
 
 
arcgis.features.managers
What's new in version 2.1.0
- Note: Installation of the API for Python results in version number 2.1.0.2
New
- Adds Dask Support
- advanced parallel processing for analytics
- see from_parquet()
 
- Adds descriptive information for results of asynchronous functions
- see a futureparameter for functions and methods in the documentation
 
- see a 
- Adds hyperlinks to return values in API Reference documentation
- Removes ntlm_authenticationand replaces withgsspi/kerberoson non-Windows machines
Guides
- Install and Setup
- Adds Install in Google Collabsection
 
- Adds 
- Deep Learning with ArcGIS
- 2d Computer Vision
- Pixel Classification
 
 
- 2d Computer Vision
Samples
- GIS analysts and data scientists
- Advanced Machine Learning
- 2d Computer Vision
- Object Detection
- Feature Extraction
- Generative Models
 
 
- 2d Computer Vision
- Content Publishers
Module Changes
arcgis.gis
- Adds module so methods can run without specifying backend: Notebook ServerorArcGIS Online:
- Adds Submodule:
- Adds classes:
- Adds Dataclassesfor use in adding/updating Items:
- Adds Enumerationsfor use in adding/updating Items:
- GIS- Adds properties:
 
- ItemDependency- BUG-000145587 Adds and updates documentation
 
- ResourceManager
- User- generate_direct_access_url()- Adds parameters:
- expiration
- subfolder
 
 
- Adds parameters:
 
- UserManager- Adds methods:
- Adds properties:
- org_search()- Adds parameters:
- as_dict
- exclude
 
 
- Adds parameters:
- user_settings- Adds clearas a option for dictionary key
 
- Adds 
 
- ContentManager- Adds properties:
- Adds methods:
- import_data()- Adds parameters when publishing a Spatially Enabled DataFrame:
- overwrite
- append
- service
 
- Adds documentation specifying return values for specific inputs
 
- Adds parameters when publishing a Spatially Enabled DataFrame:
 
- Item- Adds properties:
- Adds methods:
- usage()- Adds documentation and code example for customizing the date_rangeargument
 
- Adds documentation and code example for customizing the 
 
arcgis.gis.admin
- AGOLUsageReports- users()- BUG-000149476 Adds documentation noting that users outside the organization can be added to report
 
 
- PortalAdminManager- Adds properties:
 
- UX- Updates entire module to synchronize with any organizational deployment
 
arcgis.gis.server
- Service- Adds method:
- service_manifest()- result of Public Repo Issue #1316
 
 
- Adds method:
- ServicesDirectory- Adds method:
- Adds ability to work with connections created from agsfiles
 
- SystemManager- Adds properties:
 
- SiteManager- upgrade()- adds debugparameter
 
- adds 
 
- Security- ssl- Adds documentation indicating deprecation and best practice
 
 
arcgis.gis.workflowmanager
- Fixes token management issue when connecting with Windows Authentication (IWA)
- Job_Manager- get()- Adds parameter:
- get_holds
 
 
- Adds parameter:
 
arcgis.features
- FeatureLayer- Adds methods:
- edit_features(()- Fixes Public Repo Issue #1236 where operation failed if only using attachmentsargument
 
- Fixes Public Repo Issue #1236 where operation failed if only using 
- extract_changes()- Adds fields_to_compareparameter
 
- Adds 
 
- FeatureLayerCollection- Adds methods:
 
- Spatially Enabled DataFrame(GeoAccessor)- Adds documentation indicating changing of null values to zeroes in environments without ArcPywhen usingto*andfrom*methods. Public Repo Issue #1358
- New Methods:
- Adds default spatial reference for WKTandWKBinputs
- Adds support for time delta columns in conversion methods
- to_featurelayer()- Adds optional parameters for overwriting layers:
- overwrite
- service
 
- Adds ability to publish tables
 
- Adds optional parameters for overwriting layers:
- from_featureclass()- Adds parameters for keyword arguments when ArcPyin environment:- sr
- datum_transformation
 
 
- Adds parameters for keyword arguments when 
- from_xy()- Based on Community Enhancement
- Adds parameters:
- z_enabed
- m_enabled
- oid_field
 
 
- Adds parameters:
 
- Based on Community Enhancement
- plot()- Adds documentation for parameters:
- map_widget
- palette
- renderer_type
 
- Adds parameter for rendering heatmaps:
- show_none
 
 
- Adds documentation for parameters:
 
- Adds documentation indicating changing of null values to zeroes in environments without 
arcgis.features.analysis
- Updates documentation with current information about how Esri manages live traffic data
arcgis.features.managers
- Adds classes:
- Adds enumeration:
- ParcelFabricManager- Adds asychronous processing to all methods
- See futureparameter in documentation
 
- See 
- Adds methods:
- duplicate()- Adds parameters:
- repeat_count
- update_field
- start_value
- increment_value
 
 
- Adds parameters:
 
- Adds asychronous processing to all methods
- UtilityNetworkManager
- AttachmentManager
- Adds ability to create object directly for use with a specific branch version
- Adds return_momentparameter to:
- Adds rollback_on_failureparameter to:
arcgis.features.analyze_patterns
- interprolate_points()- Adds parameter table to documentation
 
arcgis.raster
- ImageryLayer- Adds methods:
- Adds capability to work with tiles only services to numerous methods:
- calculate_volume
- compute_class_stats
- compute_histograms,
- compute_status_and_histograms
- export_image
- get_samples
- identify
- legend
- measure
- project
- query_boundary
 
- get_samples()- Adds timeparameter
 
- Adds 
- identify()- Adds options for geometryargument:
 
- Adds options for 
- attribute_table()- Adds parameter:
- as_df
 
 
- Adds parameter:
 
- RasterCollection
- Raster- multidimensional_info- Adds ability to handle rendering_rule and removes requirement to set the value
 
 
arcgis.raster.analytics
- Adds functions:
- is_supported()- Updates function to return Trueonly if user running function has privileges to run operations
 
- Updates function to return 
- compute_change_raster()- Adds options for the compute_change_methodargument- BAND_WITH_MOST_CHANGE
- SPECTRAL_ANGLE_DISTANCE
- SPECTRAL_EUCLIDEAN_DISTANCE
 
 
- Adds options for the 
- find_argument_statistics()- Adds parameters:
- argument_value
- comparison
- occurrence
 
 
- Adds parameters:
- Adds raster types as options for raster_type_nameargument in:
arcgis.raster.functions
- Adds functions:
- compute_change()- Adds options for the methodargument:- BAND_WITH_MOST_CHANGE
- SPECTRAL_ANGLE_DISTANCE
- SPECTRAL_EUCLIDEAN_DISTANCE
 
 
- Adds options for the 
arcgis.raster.functions.gbl
- Adds circular_wrap_valueandcircular_calculationparameters to:
arcgis.raster.utils
- Adds methods:
arcgis.geoanalytics
- arcgis.geoanalytics.find_locations- snap_tracks()- Adds parameters (available with ArcGIS Enterprise 11.1+):
- timesplit
- timeSplitUnit
- distanceSplit
- distanceSplitUnit
- timeBoundarySplit
- timeBoundarySplitUnit
- timeBoundaryReference
 
 
- Adds parameters (available with ArcGIS Enterprise 11.1+):
 
arcgis.geoenrichment
- Adds ability to:
- use data collections without calling Country enrich
- pass in different addresses from different places in the world
- use NamedAreaswith data collections
 
- Adds object:
- enrich()- Adds ability to use BufferStudyAreaasstudy_areasargument
- Adds ability to enrich multiple countries simultaneously
 
- Adds ability to use 
- Country- Adds properties:
 
arcgis.graph
- Adds documentation introducing module and noting which versions of the API can work with which versions of ArcGIS Enterprised deployments of knowldege graphs
- search()- Adds documentation note on finding valid values for categoryargument
 
- Adds documentation note on finding valid values for 
arcgis.mapping
- Working with 2D Maps
- WebMap- ENH-000134082 Adds methods to transfer layers between operationalLayersandbaseMapLayers
- Adds methods:
- Adds bookmarkscode sample
- Adds messaging based on Esri Community Post to indicate deprecation:
 
- ENH-000134082 Adds methods to transfer layers between 
 
- Working with 3D Maps
- Adds classes:
 
- Working with Map Service Layers
- MapImageLayerManager- import_tiles()- Enhances method to handle packages greater than 500GB with ArcGIS Online
 
- Enhances method to handle packages greater than 500GB with 
 
 
- Utility Functions for Mapping
arcgis.realtime
- StreamLayer- Adds parameter table to subscribe()documentatation
 
- Adds parameter table to 
- feeds- New Classes for configuring Kafka authentication:
 
arcgis.widgets
- MapView- Adds methods:
- basemap- Updates property to account for new options
- Updates messaging and behavior when accessing basemaps requiring authentication
 
 
arcgis.apps
- storymap
- hub- Refactors many aspects of the module:
- Adds classes:
- Site
- Page(refactor of- Indicator)
- SiteManager
- PageManager(refactor of- IndicatorManager)
 
- Updates functionality for Hub Basic
 
- Adds classes:
 
- Refactors many aspects of the module:
- survey123- Survey- generate_report()- ENH-000135370 Improves error messaging when method fails to run
 
 
- Adds save_folderargument to:
 
arcgis.learn
- Adds warning to numerous models when there is an imbalance of class data and provide suggestion to use stratification
- Data Preparation Methods
- prepare_tabulardata- Adds parameters:
- stratify
 
 
- Adds parameters:
- prepare_data()- Adds Noneas option forbatch_sizeargument
- Adds support for Meta Raster Formatimagery forSuperResolution,CycleGAN, andPix2Pixmodels
- Adds keyword arguments:
- bands_of_interest
- timesteps_of_interest
- channels_of_interest
- n_temporal
- n_temporal_dates
 
 
- Adds 
 
- Automated Machine Learning
- Object Detection Models
- Adds models:
- Adds support for batch_sizeparameter inpredict()methods
- Adds precision score as a metric returned by fit()for:- MaskRCNN
- RetinaNet
- MMDetection
 
- MaskRCNN- Implements test time augmentation for:
- fit()
- predict()
- show_results()
- average_precision_score()
 
 
- Implements test time augmentation for:
 
- 3d Models
- Feature, Tabular, and Timeseries models
- Adds models:
- TimeSeriesModel- Adds parameters:
- location_var
 
- Adds multivariate support for space time cubes
- load()- Adds deep learning package and parent directory support for
 
 
- Adds parameters:
 
- Unstructured Text Models
- TextClassifier- predict()- Adds parameters:
- explain
- explain_index
 
 
- Adds parameters:
 
 
- Inferencing Methods
- Adds documentation to note support for ArcGIS Image for ArcGIS Online to:
 
arcgis.auth
- Adds classes:
- arcgis.apps.tools
Fixes
- Adds warning message indicating verify_cert=Falseis a security risk
Guides
- System requirements
- Updates link and phrasing for Install with minimum dependencies link
 
- Enriching GIS data with thematic information
- Updates entire Introduction to GeoEnrichmentguide
- Updates to output maps for all guides
- Updates explanations in all guides
 
- Updates entire 
- Imagery and raster analysis
- Fixes missing map output for:
- Orthomapping Guide Part 2- Updates visualization for section 3.2.3 Use DEM to visualize scenes
 
 
- Performing network analyses
- Fixed relative links in each Introduction section
 
Module Changes
arcgis.gis
- GIS- Fixes Public Repo Issue #1263) where notebooks opened in ArcGIS Proand usingproauthentication fail to recognize token
- Fixes bug with Windows authentication not honoring verify_cert=Falsewhen there is an invalid SSL certificate
- Fixes issue when using Windows Authentication or Kerberos to connect to a Geoprocessing Service in organization deployed to ArcGIS Kubernetes
- Fixes issue where certain proxies blocked OAuth authentication
- Fixes issue where server cannot be properly accessed with Windows Authentication on single-machine deployments
- Fixes Public Repo Issue #1349 where connecting returns InsecureRequestWarningwhen settinguse_gen_tokenandverify_certtoTrue
- hosting_servers- Fixes issue where property was not honoring proxy methods
 
- Fixes issue with connecting to servers protected by LDAP
 
- Fixes Public Repo Issue #1263) where notebooks opened in 
- Item- metadata- Fixes Public Repo Issue #611 where assignment fails with strings longer than 32767 characters
 
- usage()- Fixes issue where dates were transformed incorrectly if as_dfargument wasTrue
 
- Fixes issue where dates were transformed incorrectly if 
- update()- Fixes failure to update itemif it resides in a folder
- Removes commentsEnabledparameter from table as no longer supported on a peritembasis
 
- Fixes failure to update 
 
- ContentManager- clone_items()- BUG-000147274 Fixes issue with failing to clone item metadata
- BUG-000149255 Fixes KeyErrorwhen cloning Solutions apps
- BUG-000152758 Fixes issue where layers in a group layer were not being cloned
- BUG-000153477 Fixes issue where method attempted to clone Living Atlas layers
 
- advanced_search()- Updates to parameter table formatting
 
- search()- BUG-000152801 Fixes issue where categoriesparameter was improperly formatted in sent request
 
- BUG-000152801 Fixes issue where 
 
- Group- Fixes Public Repo Issue #1279 issue where not all properties were being returned when searching so provider value was always returning None
 
- Fixes Public Repo Issue #1279 issue where not all properties were being returned when searching so provider value was always returning 
- ResourceManager- get()- Fixes return value formatting when try_json=False
 
- Fixes return value formatting when 
 
- User- reassign_to()- BUG-000153399 Fixes issue where exceptions raised if items have related items
 
 
arcgis.gis.admin
- AGOLAdminManager- history()- Fixes Public Repo Issue #1385 where method returns JSONDecodeErrorifdata_formatargument isdforraw
 
- Fixes Public Repo Issue #1385 where method returns 
 
- IdentityProviderManager- Fixes Public Repo Issue #827 JSONDecodeErrorwithconfigurationandproperties
 
- Fixes Public Repo Issue #827 
- CollaborationManager- BUG-000149914 Fixes list()not returning all results if more than 100 collaborations exist
 
- BUG-000149914 Fixes 
- Webhook- update()- Fixes Exception: Unable to update webhookerror when attempting to run method
 
- Fixes 
 
arcgis.gis.server
- LogManager- query()- BUG-000149808 Updates doc options for start_timeandend_timearguments to usedatetimeobjects
 
- BUG-000149808 Updates doc options for 
 
- Server- Fixes error when running publish_sd()asynchronously
 
- Fixes error when running 
- ItemInformationManager- properties- Fixes issue brought by Esri Community Post where the propertiessetter did not set properties
 
- Fixes issue brought by Esri Community Post where the 
 
- ServicesDirectory- list()- Fixes incorrect return values for Geoprocessing Services
 
 
arcgis.gis.nb
arcgis.features
- FeatureLayer- query()- Fixes error when setting return_distinct_valuestoTrueand specifying multipleout_fields
 
- Fixes error when setting 
- properties- Fixes failure to load on layers with a VersionManagementServiceandattachmentsenabled
 
- Fixes failure to load on layers with a 
- edit_features()- BUG-000142118 Fixes issue in environments without ArcPywhere method fails to add polygon features with holes
 
- BUG-000142118 Fixes issue in environments without 
 
- Spatially Enabled DataFrame(GeoAccessor)- Fixes Public Repo Issue #1295 Could not load dataseterror returned when using these methods when columns contain non-finite values, such asNAorInf:- from_layer()
- to_featureclass()
- to_table()
 
- Fixes properties returning incorrect value:
- plot()- Replaces duplicate symbol_typewithsymbol_stylein parameter table documentation
- Fixes rendering for default value
 
- Replaces duplicate 
- from_df()- Fixes error in handling the spatial reference in environments without ArcPy
 
- Fixes error in handling the spatial reference in environments without 
- to_featureclass()- Fixes Public Repo Issue #627 where method mutates the calling object's index
- Fixes Public Repo Issue #1297 where ValueErroroccurs if geometry column set to one not namedSHAPE
 
- to_featurelayer()- Fixes error when np.nanvalues exist within the data in environment withoutArcPy
 
- Fixes error when 
- to_featureset()- Fixes Public Repo Issue #1281 AttributeErrorregarding.straccessor when data frame has column withnp.nanvalues
 
- Fixes Public Repo Issue #1281 
- from_table()- Fixes Public Repo Issue #1272 where AttributeErrorraised regarding_as_arraywhen run inArcGIS Pro
 
- Fixes Public Repo Issue #1272 where 
- from_xy()- Fixes Public Repo Issue #1282 ModuleNotFoundErrorregardinggeometmissing from dependencies
- Fixes issue where the object created from this method would not render all features properly
 
- Fixes Public Repo Issue #1282 
 
- Fixes Public Repo Issue #1295 
- GeoSeriesAccessor(- geomnamespace on- SHAPEcolumn)- Fixes Public Repo Issue #1357 where spatial reference other than {"wkid":4326}returned incorrect spatial reference in non-ArcPyenvironments for:
- join()- Fixes Public Repo Issue #1338 where Different Spatial Referenceserror returned if spatial references match butlatestWkidvalue defined in spatial reference
 
- Fixes Public Repo Issue #1338 where 
 
- Fixes Public Repo Issue #1357 where spatial reference other than 
- FeatureSet- from_dict()- Fixes issue with improperly setting the geometry when calling sdfproperty
- Fixes error when using sdfto create an empty dataframe fromFeatureSetwith emptySHAPEcolumn andArcPynot in environment
 
- Fixes issue with improperly setting the geometry when calling 
- from_geojson()- Fixes Public Repo Issue #1404 where method incorrectly altered geometry of Multipolygons and removed information
 
 
- Feature- Updates various code snippet documentation
 
- Table- Fixes Public Repo Issue #1265 where append()inArcGIS Enterprisefails withError downlaoding item from Portalbecause of failure to pass token
 
- Fixes Public Repo Issue #1265 where 
arcgis.features.managers
- FeatureLayerCollectionManager- create_view()- BUG-000150669 Fixes Unable to add layer View for this hosted serviceerror if the layer used was non-sequential layer ID in ArcGIS Pro
- BUG-000149641 Fixes output location to be in layer owner's content when run by an organization administration
 
- BUG-000150669 Fixes 
 
- UtilityNetworkManager- Updates documentation parameter tables for:
 
- ValidationManager- Updates documentation for evaluate()
 
- Updates documentation for 
- SyncManager- create()- Fixes incorrect parameter names in API Reference
 
 
arcgis.features.analysis
- Adds note indicating which ArcGIS Enterprise release version introduces the overwritekey for thecontextdictionary
- Adds error messaging when the required input_layerargument is not provided and ifGISobject is not initialized
arcgis.features.manage_data
- extract_data()- Fixes bug where AttributeErrorreturned whendata_formatargument not provided
- Fixes bug where output_namenot honored by some output types
 
- Fixes bug where 
arcgis.raster
- RasterCollection- filter_by_time()- Fixes incorrect output when method is chained with other filters
 
- map()- Fixes failure when using cloud data
 
 
- Raster- path- Returns incorrect value for object created from an Image Service url
 
 
- RasterManager- update()- BUG-000149205 Fixes documentation error for raster_idparameter in table and code sample
 
- BUG-000149205 Fixes documentation error for 
 
- ImageryLayer- legend()- Enhances the HTML output for legend when the type of legend is stretched
 
- Enhances the HTML output for legend when the type of legend is 
 
arcgis.raster.analytics
- create_image_collection()- BUG-000145660 Fixes Portal refresh itemerror whenimage_collectionargument has spaces
 
- BUG-000145660 Fixes 
- copy_raster()- Fixes incorrect output on ArcGIS Onlineifinput_rastersargument is a folder with white space in the name
 
- Fixes incorrect output on 
arcgis.geocoding
- batch_geocode()- Fixes KeyError:'location' if address was not matchedas_featuresetargument isTrue
 
- Fixes 
arcgis.geoenrichment
- enrich()- Fixes AssertionErrorregarding permissions check when connecting to organization withapi_key
- Fixes TypeErrorwithNamedAreaasstudy_areasargument
- Updates documentation to reference details for argument formatting
- Removes warning that defaults are used when no enrich variables are explicitly entered
- Updates performance for Spatially Enabled Dataframes
- Fixes issues so study_areasargument can be Geometry objects, Dictionaries, or Spatially Enabled DataFrames
- Fixes failure to return all records when enriching local data
 
- Fixes 
- Country()- Fixes TypeErrorwhen accessinggeometryproperty
- Fixes ValueErrorwhen initializing object with local data inArcGIS Pro
 
- Fixes 
arcgis.geometry
arcgis.mapping
- Working with 2D Maps
- WebMap- BUG-000153476 Fixes issue initializing from an itemiforg_settingsnot present
- gallery_basemaps- Fixes AttributeErrorwhen setting property
- Updates documentation to reflect appropriate return value
 
- Fixes 
- basemap- Fixes AttributeErrorwhen setting property
 
- Fixes 
- add_layer()- Fixes return value when an Itemis used as input
- Fixes issue where login dialog appears when adding secure layers if authenticated using ArcGIS Proauthentication
 
- Fixes return value when an 
- save()- Fixes bug where new basemap was not saved
 
 
- BUG-000153476 Fixes issue initializing from an 
- OfflineMapAreaManager- create()- BUG-000152778 Fixes UnboundLocalErrorwhenmax_scaleandmin_scaleare set
 
- BUG-000152778 Fixes 
 
 
- Working with 3D Maps
- Significant updates to properties, methods and internal code operations, including adding the ability to rebuild and update cache, as well as update attributes on Scene Layers published through a Feature Service:
 
- Working with Map Service Layers
- Updates to internal code of properties and methods for:
- VectorTileLayerManager- edit_tile_service()- BUG-000149882 Fixes failure to edit when modifying export_tiles_allowedproperty
- BUG-000149883 Updates documentation for source_item_idto note argument is optional
- BUG-000149884 Fixes No valid values available to edit the serviceerror with various arguments
 
- BUG-000149882 Fixes failure to edit when modifying 
 
 
arcgis.apps
- storymap- Storymap- Fixes issue where object failed to initialize when using ArcGIS Enterprise
- nodesproperty- Updates return format to an easier format to read
 
- get()method- Updates error messaging if searching for non-existent node
- Updates search mechanism to return all main nodes with various text value inputs
 
- save()methoditle- Fixes issue where url was set incorrectly when publish=True
- Fixes issue where title was being overwritten during publishing
- Fixes issue with thumbnail showing as broken picture in the Item pane
 
- Fixes issue where url was set incorrectly when 
 
- Fixes issue where object failed to initialize when using 
- Map- map- Fixes creating initial viewpoint and center when creating new node before adding map to story
 
 
- Sidecar- remove_slide()- Fixes bug where deleting slide removed resource even if it was still being used
 
 
 
arcgis.learn
- Fixes various access errors because checkpoints and folders were being created in incorrect working directory locations
- Fixes issue with backbones not downloading correctly ever after install of arcgis_dl_backbones
- Fixes from_model()ignoringchip_sizeof the supplied model
- Data Preparation Methods
- prepare_data()- Fixes IndexErrorwith multiple folder workflow if classes are different in each folder
- Fixes inconsistent behavior between RGB and Multispectral data when using show_batch()
- Fixes null geometry error during internal conversions
- Fixes failue if number of data points exceeds 65000
- Removes unncessary warning messages regarding class imbalance
 
- Fixes 
 
- Automated Machine Learning
- AutoDL- Fixes issue where show_results()displayed results incorrectly from predicted results
- Fixes divide by zero error while calculating max epochs
- Fixes error while saving a trained model
 
- Fixes issue where 
- AutoML- Fixes datum transformation with output features class when using ArcGIS Pro Train Using AutoML (GeoAI)tool
- Fixes bugs due to change of datatype from numpy to pandas
- Fixes jsonserialisation error due tonumpy.int64
- Fixes class imbalance warning
- save()- Fixes issue where saving more than once returned FileNotFoundError
 
- Fixes issue where saving more than once returned 
 
- Fixes datum transformation with output features class when using ArcGIS Pro 
- ImageryModel- load(()- Fixes errors with emdfiles created from:
 
- Fixes errors with 
 
 
- Object Classification Models
- FeatureClassifier- Fixes issue where parameter in model file to process a full image was not being recognized
 
 
- Object Detection Models
- FasterRCNN- Fixes incorrect metric calculations at the end of each epoch
- Fixes issue with show_results()displaying white images when objects initialized from NAIP Imagery
 
- MaskRCNN- Fixes AttributeError: 'ListedColormap'failures for:- show_batch()
- show_results()
 
- fit()- Fixes ValueError math domain error
 
- Fixes 
 
- Fixes 
- YOLOv3- Fixes show_resultsreturning faded images
- predict()- Fixes issue where axes displayed in imagery visualization
 
 
- Fixes 
 
- Image Translation Models
- Pix2PixHD- from_model()- Fixes TypeErrorregarding multiple backbones issue when using a checkpoint file
 
- Fixes 
 
 
- 3d Models
- Image Translation Models
- CycleGAN- Removes erroneous matplotlib warning message  with show_results()
 
- Removes erroneous matplotlib warning message  with 
 
- Feature, Tabular, anad Timeseries models
- TimeSeriesModel- predict()- Fixes error when run on object created with from_model()
 
- Fixes error when run on object created with 
 
- FullyConnectedNetwork- predict()- Fixes issue where no prediction field existed in the final predicted dataframe
 
 
 
- Model Management
- train_model()- Fixes Division by zeroerro when training multiple folders and data folders are empty
 
- Fixes