What's new in version 2.0.1

New

• Adds arcgis.graph module
  • KnowledgeGraph class
    • Provides access to a datamodel and properties
    • Provides methods to search and query the graph
  • Explore ArcGIS Knowledge to learn more.
• Adds new arcgis.gis.sharing submodule
  • UserInvitationManager
  • Invitation
• Adds Typing to modules

Guides

• Working with Big Data
  • Restructured original 3 guides into 10 new guides:
    • What is Geospatial big data
    • Make your data accessible to the GeoAnalytics Server
    • Performing big data analysis
    • Analyzing Patterns
    • Finding Locations
    • Summarizing Data
    • Use Proximity
    • Performing Data Enrichment
    • Managing Big Data
    • Extending GeoAnalytics with Custom Tools
• Deep Learning with ArcGIS
  • How WNet_cGAN works
  • How AutoDL Works

Samples

• GIS analysts and data scientists
• Deprecates Translating Story Map from one language to another using Deep Learning
• New Samples:
• Training a wind turbine detection model using large volumes of training data
• Lunar Craters Detection using Deep Learning
• Landsat 8 to Sentinel-2 using Pix2Pix
• Image scene classification using FeatureClassifier
• Covid case forecasting Using TimeSeriesModel from arcgis.learn

Module Changes

arcgis.gis

• GIS
  • Improves error messaging on invalid OAuth2 login attempts
• User
  • Adds invitations property
  • ENH-000142116 Adds report() method to return item size
• UserManager
  • create()
    • ENH-000142761 Adds documentation for retrieving all possible values for user_type parameter
    • ENH-000137836 Updates code snippet to show updating Start Page for a user
• ContentManager
  • Adds documentation to indicate maximum upload size for:
    • analyze()
    • generate()
  • Enhances performance for add() when data has to be added in parts
  • Updates copy_data parameter documentation in clone_items()
  • Adds cost() method to estimate credit usage in ArcGIS Online
  • Adds details and examples to the query parameter for:
    • advanced_search()
    • search()
• GroupManager
  • Adds documentation details to provider and provider_group_name parameters for create()
• Item
  • Adds code snippet for publishing a hosted table to publish()

arcgis.env

• Adds documentation for:
  • union_dimension
  • match_variables

arcgis.gis.admin

• Adds KubernetesAdmin class documentation
• CollaborationManager
  • Adds enable_bidirectional_sync parameter
• LicenseManager
  • Adds provisions() method to obtain, assign and revoke provisions
• License
  • Adds ouput to report property indicating a username and last use date for the license
• SSLCertificates
  • Adds the HSTS parameter to update()

arcgis.gis.server

• Server
  • publish_sd()
    • Adds service_config parameter to override default values
    • Adds future parameter for asynchronous processing
• SiteManager
  • Adds documentation

arcgis.features

• FeatureLayer
  • Adds statistic_filter parammeter documentation and code snippet to query()
  • Addresses ENH-000138940 with code snippets for edit_features()
• Spatially Enabled DataFrame (GeoAccessor)
  • Updates relationship() documentation to clarify spatial operation definitions and behavior
  • Adds class_count parameter documentation to plot()
  • from_featureclass()
    • Adds ArcPy feature layer objects (arcpy.mp.Layer) as input option

arcgis.features.analysis

• summarize_data
  • Adds information about the overwrite key being required in the context parameter of aggregate_points()

arcgis.features.managers

• Version
  • Adds parameter table to reconcile() documentation
  • Adds parameter documentation to differences():
    • from_moment
    • layers
    • future - asynchronous processing
  • Adds parameter documentation to post()
    • rows
    • future - asynchronous processing
• VersionManager
  • Enhances create() to return dictionary object with successful creation
• ParcelFabricManager
  • Updates delete() to return dictionary as result
  • Adds reconstruct_from_seeds() method

arcgis.raster

• Adds support for Sentinel-2 COGs through existing STAC integraion methods:
  • from_stac_api()
  • from stac_item()
• Updates urls used for hosted ImageryLayer objects on Azure

arcgis.raster.analytics

• New Functions:
  • export_to_tile_package()
• Adds messaging to indicate functions that are not supported in ArcGIS Online:
  • merge_multidimenstional_rasters()
  • summarize_categorical_raster()
  • train_random_trees_regression_model()
  • compute_accuracy_for_object_detection()

arcgis.raster.functions

• Documentation enhancements for numerous individual functions
• clip()
  • Adds parameters:
    • clipping_raster
    • use_input_geometry
  • Updates function to zoom to the clipped extent (not applicable for multipart polygons)

arcgis.geoanalytics

• arcgis.geoanalytics.find_locations
  • Adds snap_tracks tool

arcgis.geocoding

• batch_geocode()
  • Adds out_fields paramter

arcgis.geoenrichment

• enrich()
  • Updates performance of method by changing number of records sent in requests
  • Adds support for local resources
  • Enhances performance for all variables of type list
  • Adds support for Feature Set
• Country
  • Adds enrich() method and code snippets

arcgis.geometry

• For Point, Polyline, Polygon and Multipoint objects:
  • Adds ability to use numeric operators to perform specific spatial operations:
    • + performs intersect
    • - performs difference
    • | performs union
    • ^ performs symmetricDifference
• Geometry
  • Updates intersect() documentation return statement
  • Updates documentation to note required engine for certain operations:
    • query_point_and_distance()
    • clip()

arcgis.geometry.filters

• Adds parameter tables to all functions

arcgis.mapping

• Working with 2D Maps
  • WebMap
    • Adds configure_pop_ups() method
    • Adds view_bookmarks() method for enabling/disabling bookmarks in Map Viewer

arcgis.realtime

• General updates to improve documentation
• Enhances numerous operations with feed configuration

arcgis.apps

• dashboard
  • Module Deprecated with the 2.0.1 release. See ArcGIS Dashboards Classic is Retiring for details.
    • Only ArcGIS Classic Dashboards can be made with this module. Items can be upgraded by opening for editing in ArcGIS Dashboards
  • Details
    • Adds show_last_update property
    • Enhances documentation
  • Indicator
    • Adds documention for IndicatorData and ReferenceData
• storymap
  • Storymap
    • Updates save() with additional checks when publish=True
  • Text
    • Adds documentation example for creating text object
  • Sidecar
    • Adds get() method for editing multiple nodes
• hub
  • Adds documentation for the creation of Enterprise Sites
  • Hub
    • Adds properties:
      • pages
      • sites

arcgis.learn

• Adds timm support to many models
  • Includes EfficientNet encoding for UnetClassifier
• Updates to backbone parameter documentation for most models
• Improves performance by enabling batched processing of resized chips
• Improves results for models trained with single-band imagery
• Extends inferencing support for TFLite to all classifier and detection models
• Data Preparation Methods
• For Panoptic Segmentation
  • updates inferencing methods for support in ArcGIS Pro
  • adds multispectral support
• prepare_tabulardata
  • Adds H3 support with the cell_sizes parameter
• export_training_data()
  • Adds options for metadata_format parameter:
    • CycleGAN, Imagenet, Panoptic_Segmentationgoh
  • Adds new parameters:
    • additional_input_raster
    • input_instance_data
    • instance_class_value_field
    • min_polygon_overlap_ratio
• prepare_data()
  • Adds recommendation to chip_size parameter documentation
• Automated Machine Learning
  • AutoDL
    • Enhances initializing when perform="mode"
• 3d Models
  • Adds training support for geographic coordinate systems
  • PointCNN
    • Updates show_results() to reflect supported coordinate systems
• Unstructured Text Models](/python/api-reference/arcgis.learn.toc.html#unstructured-text-models)
  • arcgis.learn.text module
    • [EntityRecognizer](/python/api-reference/arcgis.learn.text.html
      • Updates data preparation to prepare_textdata() from prepare_data()
        • see text_columns and label_columns parameter documentation in prepare_textdata()
• Object Detection Models
  • New Model:
    • DETReg
  • Extends TorchScript support for:
    • RetinaNet
    • SingleShotDetector
    • YOLOv3
    • MaskRCNN
• Image Translation Models
  • Adds rgb_bands keyword argument to show_results():
    • CycleGAN
    • Pix2Pix
    • Pix2PixHD
  • Pix2PixHD
    • Updates documentation on default values
• Pixel Classification Models
  • MMSegmentation
    • Adds ignore_classes and class_balancing as kwargs to initialization for training with sparse data
  • MultiTaskRoadExtractor
    • Updates object parameter documentation
  • ConnectNet
    • Updates object parameter documentation
• Feature, Tabular, anad Timeseries models
  • MLModel
    • Adds support for xgboost, lightgbm, nad catboost implementations
• Inferencing Methods
  • detect_objects
    • Adds mask key as an option for the context parameter
• Model Management
  • train_model()
    • Adds list of folders as option for the input_folder argument
    • Updates model_type parameter documentation to outline supported models
    • Adds options for backbone_model argument: DARKNET53, REID_V1, REID_V2

arcgis.auth

• Enhances module so that verify_cert and proxy parameters work efficiently
  • [arcgis.apps.tools](/python/api-reference/arcgis.auth.tools.html
    • Adds helper tool utilties for automatically detecting proxies:
      • detect_proxy()
      • merge_proxies()

Fixes

Guides

• Feature data and analysis
• Updates data used in Working with Feature Layers and Features
• Finding places with geocoding
• Updates Part 3 - Finding Point of interests

Samples

• Content Publishers
• Updates Publishing web maps and web scenes to connect to an ArcGIS Online organization
• GIS analysts and data scientists
• Updates SAR to RGB image translation using CycleGAN
• Org Administrators
• Updates Move existing user content to a new user with more explanation

Module Changes

arcgis.gis

• GIS
  • Fixes security issues when using api_key
  • Fixes response handling for tokens with ArcGIS Online organizations that have terms and conditions
  • Fixes issue with map() not initializing correctly when zoomlevel used
  • Fixes backend for using profile keyword on MacOS systems
• User
  • Fixes delete() to properly handle 3rd Party application provisions
• Item
  • usage()
    • Fixes Public Repo Issue #1205 where method returns None when using default as_df=True
    • Fixes Public Repo Issue #321 where any date range beyond 60D does not return expected results
  • download()
    • Fixes issue when attempted by unauthorized user
  • Fixes BUG-000146535 where update() or download() fails with files larger than 2GB
  • Fixes Public Repo Issue #1238 where create_thumbnail() fails with AttributeError if item is a web map with no operational layers
  • Removes unused owner parameter from move()
  • Fixes issue where can_delete() always returns False if run by non-owner
• ContentManager
  • clone_items()
    • Fixes BUG-000146678 where form items for Survey123 fail to clone if the form contains non-ASCII characters
    • Fixes BUG-000147491 where services with long names fail with _ItemCreeateException when cloned more than once
    • Fixes _ItemCreateException when cloning feature service views
• UserManager
  • Fixes issue with license_types only returning 10 records
• GroupMigrationManager
  • create()
    • Fixes KeyError if group has no content or items failed or were skipped
    • Fixes Job does not exist or is inaccessible error if run by non-admin user

arcgis.gis.admin

• CollaborationManager
  • Fixes improperly formed url when using update_portal_group_link()
• Webhook
  • Fixes AttributeError on update() if option secret property is not present
• License
  • Fixes BUG-000144927 with entitlements parameter documentation for types of inputs to assign()
  • Fixes BUG-000144926 where entitlements parameter description input types were incomplete for assign() and revoke()
• CreditManager
  • Fixes Attribute Error: 'PropertyMap' instance has no attribute 'creditAssignments'issue with is_enabled()

arcgis.gis.server

• DatastoreManager
  • list()
    • Fixes Public Repo Issue #1179 by increasing performance
    • Fixes AttributeError: 'PropertyMap' has not attribute 'path' error

arcgis.features

• FeatureLayer
  • Fixes append() not working in ArcGIS Online
  • Fixes Public Repo Issue #1191 where delete_features() returns KeyError when run asynchronously
  • query()
    • Fixes issue where method converts integer columns to floats if as_df=True
    • Fixes TypeError: cannot safely cast non-equivalent float64 to int32 error with singles being read incorrectly
  • Fixes estimates property for ArcGIS Enterprise configurations
  • Fixes `TypeErr
• Spatially Enabled DataFrame (GeoAccessor)
  • plot()
    • Fixes issue where objects with columns containing int32 values larger than 1e5 do not draw
    • Fixes Public Repo Issue #509 when drawing fails if there are int64 datatypes
  • from_df()
    • Fixes issue where results plot over the wrong location
  • Changes documentation to accurately reflect default value for sanitize_columns:
    • to_featureclass()
    • to_table()
  • from_xy()
    • Fixes errors thrown when using object created from this method even though objects work
  • from_featureclass()
    • Fixes issue where integer fields were not properly cast to int32 values
    • Fixes NameError: name 'arcpy' is not defined for use with local files in environments without ArcPy installed
• FeatureLayerCollection
  • Fixes BUG-000139327 where extract_changes() returned a file path instead of a dictionary
  • overwrite()
    • Fixes BUG-000136260 where method fails with hosted tables()
    • Fixes method when overwriting from CSV data
• FeatureSet
  • Addresses Esri Community Post to update objects so they interoperate with ArcPy FeatureSet objects

arcgis.features.managers

• FeatureLayerCollectionManager
  • Fixes BUG-000146997 where overwrite() fails with AttributeError: 'PropertyMap' instance has no attribute 'Tables'

arcgis.features.analysis

• Fixes BUG-000145235 where overwrite failed because parameter is only available in ArcGIS Enterprise 10.9.1 and above
• Fixes internal issue with tools so organization is recognized as ArcGIS Online when applicable
• Fixes issues with the overwrite parameter and its availability for specific releases on specific tools
• Fixes token management with multiple instances of GIS present while running tools

arcgis.features.manage_data

• create_route_layers()
  • Fixes issue where folder_name parameter was not being used for output

arcgis.features.summarize_data

• join_features()
  • Fixes handling and passing of spatial relationship parameters

arcgis.raster

• RasterCollection
  • Fixes errors when appylying or calling operations on individual rasters in a collection created from an analysis image service output by create_image_collection() in ArcGIS Online

arcgis.raster.functions

• extract_band()
  • Fixes Unable to complete operation error because of invalid token
• colormap()
  • Fixes Exception: Invalid or missing input parameters error when run on a layer that has a raster function set on its corresponding item
• s1_radiometric_calibration()
  • calibration_type parameter
    • Expands documentation
    • Fixes KeyError: 'BETA_NOUGHT' error when using string input

arcgis.raster.functions.RFT

• draw_graph()
  • Fixes Unknown silver color warning when calling method

arcgis.geoanalytics

• Fixes is_supported() returning True when run against ArcGIS Online

arcgis.geocoding

• Fixes errors with following functions not properly processing web input:
  • geocode_from_items()
  • analyze_geocode_input()
  • batch_geocode()

arcgis.geoenrichment

• Fixes permissions error when accessing or searching for when ArcGIS Online properly configured with service
• Fixes import warnings
• Fixes errors when handling z-enabled features
• enrich()
  • Fixes failures when using a Spatially Enabled DataFrame as input

arcgis.geometry

• Geometry
  • Fixes Public Repo Issue #1173 where from_shapely() returns a NameError
  • Fixes error when functions were returning None for respective engines:
    • clip()
    • query_point_and_distance()

arcgis.mapping

• Working with 2D Maps
  • WebMap
    • Fixes bookmarks setter to properly update definition
• Utility Functions for Mapping
  • Fixes Public Repo Issue #1138 where export_map() fails with custom print service

arcgis.realtime.velocity.feeds

• Kafka
  • Fixes incorrect property mapping for SASLPlain authentication

arcgis.widgets

• MapView
  • Fixes BUG-000141594 where export_to_html() output could not be opened in browser
  • embed()
    • Fixes failure to create interactive map in place
    • Fixes failure to overwrite previous ouput of take_screenshot()

arcgis.apps

• dashboard
• Module Deprecated with the 2.0.1 release. See ArcGIS Dashboards Classic is Retiring for details.
  • Only ArcGIS Classic Dashboards can be made with this module. Items can be upgraded by opening for editing in ArcGIS Dashboards
• Details
  • Updates initializer to read any layer from Feature Layer
  • Fixes
• SerialChart
  • Fixes BUG-000144851 where creation fails when using table layer as input
  • Fixes BUG-000144648 where the Is Not Null condition cannot be met with add_filter()
• PieChart
  • Fixes BUG-000144512 where item parameter documentation incorrectly stated input values
• Gauge
  • Fixes Undefined Variable error when using objects
• storymap
  • Storymap
    • Fixes issue when creating multiple Storymaps simultaneously, only one was getting content added
  • Map
    • Fixes map setter to properly update content

arcgis.learn

• Fixes freezing issues with multiple models:
  • DeepLab
  • FasterRCNN
  • MaskRCNN
• Data Preparation Methods
  • prepare_data()
    • Fixes issue when batch_size is very small
    • Fixes KeyError: 'NumTiles' when using multiple folders in path
    • Fixes RuntimeError when path argument is a Panoptic_Segmentation dataset
    • Fixes ValueError: invalid literal for int() with base 10: 'Car' error with Panoptic Segmentation data
• Automated Machine Learning
  • AutoDL
    • Updates supported models in network parameter
  • AutoML
    • General fixes for raster workflows
• Object Classification Models
  • FeatureClassifier
    • Fixes output to have correct structure when using save(framework='tflite')
• Pixel Classification Models
  • MaXDeepLab
    • Fixes missing instance classes in show_results()
    • Fixes issue with rows parameter not working in show_results()
    • compute_n_masks()
      • Fixes FileNotFoundError when data is prepared with the working_dir argument
• Object Detection Models
  • MaskRCNN
    • Improves results and performance by using CV2 library for contours
  • YOLOv3
    • Updates data parameter documentation to reflect supported image sizes
  • SingleShotDetector
    • Fixes Exception on initialization with data prepared with sensenet121, densenet169, densenet161, or densenet201 backbones
• 3d Models
  • PointCNN
    • Fixes index error with show_batch() under specific conditions using min_points filter
    • Fixes ValueError: could not broadcast input array from shape (0,1) into shape (0,2) with predict_h5()
• Object Tracking Models
  • SiamMask
    • Fixes save(framework='torchscript') to save both PyTorch and Torchscript models
    • Fixes incorrect output returned by supported_backbones
    • Fixes Exception: 'NoneType' object has no attribute 'ReadsArray' error with show_batch()
  • DeepSort
    • Fixes unsupported backbone error even when run with backbone returned by supported_backbones
• Image Translation Models
  • WNet_cGAN
    • Fixes performance and stability issues
    • Fixes AssertionError with from_model() reading from working directory
  • Pix2Pix
    • Fixes issue with from_model() incorrectly reading models saved with previous releases
  • Pix2PixHD
    • Fixes AttributeError: '_EmptyData' object has no attribute 'imagery_type' with predict() if run after from_model()
• Feature, Tabular, anad Timeseries models
  • FullyConnectedNetwork
    • predict()
      • Fixes Exception raised because cell sizes were not being read in function
  • MLModel
    • Fixes Exception: Length of features is not equal to the length of shap_values! error with predict(explain=True)
• Inferencing Methods
  • detect_objects
    • Fixes Unable to initialize error when using with pretrained MaXDeepLab model
    • Fixes AttributeError when run with Panoptic Segmentation model trained with data using contiguous classes