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"> **Note:** The arcgis.ai module currently depends on ArcGIS Online services that are still in beta and are expected to transition to general availability in a future release. These services may also incur ArcGIS Online credit usage for transactions made through the arcgis.ai module once they graduate from beta to general release in the future.\n",
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"\n",
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"### Improvements to GIS Administration and Content Management\n",
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"the new [`admin`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis.GIS.admin) property on [GIS](/python/latest/api-reference/arcgis.gis.toc.html#gis) objects simplifies accessing of the appropriate Administrator class for each web gis deployment. The introduction of the [`AboutManager`](/python/latest/api-reference/arcgis.gis.admin.html#aboutmanager) for *ArcGIS Enterprise on Kubernetes* deployments within the [arcgis.gis.admin](/python/latest/api-reference/arcgis.gis.admin.html) submodule streamline administrative tasks for detailed inspection of everything from general health to licensing. A new function [`configure_entrprise()`](/python/latest/api-reference/arcgis.gis.admin.html#configure-enterprise) and new dataclasses like [SiteConfiguration](/python/latest/api-reference/arcgis.gis.admin.html#siteconfiguration) and [ConfiguationJob](/python/latest/api-reference/arcgis.gis.admin.html#configurationjob) provide automated setup capability. The removal of the `arcgis.apps.dashboard` module and the addition of the [arcgis.apps.dashboards](/python/latest/api-reference/arcgis.apps.dashboards.html) module provides a modernized method to interact with *ArcGIS Dashboards*, focusing on dependency management and replacement to enhance and simplify cloning for *Dashboard* items. See the [Introduction to the dashboards module](../guide/introduction-to-dashboards-module/) guide for a detailed illustration. Also see the new *dashboard_mapping* and *dashboard_options* parameters for [`clone_items()`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis.ContentManager.clone_items) implementation details. The new [`to_knowledgegraph()`](/python/latest/api-reference/arcgis.apps.itemgraph.html#arcgis.apps.itemgraph.ItemGraph.to_knowledge_graph) exports item dependency graph data to a [*KnowledgeGraph*](/python/latest/api-reference/arcgis.graph.html#arcgis.graph.KnowledgeGraph) object, allowing for in-depth analysis and visualization of content relationships. \n",
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"The new [`admin`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis.GIS.admin) property on [GIS](/python/latest/api-reference/arcgis.gis.toc.html#gis) objects simplifies accessing of the appropriate Administrator class for each web gis deployment. The introduction of the [`AboutManager`](/python/latest/api-reference/arcgis.gis.admin.html#aboutmanager) for *ArcGIS Enterprise on Kubernetes* deployments within the [arcgis.gis.admin](/python/latest/api-reference/arcgis.gis.admin.html) submodule streamline administrative tasks for detailed inspection of everything from general health to licensing. A new function [`configure_entrprise()`](/python/latest/api-reference/arcgis.gis.admin.html#configure-enterprise) and new dataclasses like [SiteConfiguration](/python/latest/api-reference/arcgis.gis.admin.html#siteconfiguration) and [ConfiguationJob](/python/latest/api-reference/arcgis.gis.admin.html#configurationjob) provide automated setup capability. The addition of the [arcgis.apps.dashboards](/python/latest/api-reference/arcgis.apps.dashboards.html) module, which removes the previous `arcgis.apps.dashboard` module, modernizes interaction with *ArcGIS Dashboards*, focusing on dependency management and replacement to enhance and simplify cloning for *Dashboard* items. See the [Introduction to the dashboards module](../guide/introduction-to-dashboards-module/) guide for a detailed illustration. Also see the new *dashboard_mapping* and *dashboard_options* parameters for [`clone_items()`](/python/latest/api-reference/arcgis.gis.toc.html#arcgis.gis.ContentManager.clone_items) implementation details. The new [`to_knowledgegraph()`](/python/latest/api-reference/arcgis.apps.itemgraph.html#arcgis.apps.itemgraph.ItemGraph.to_knowledge_graph) exports item dependency graph data to a [*KnowledgeGraph*](/python/latest/api-reference/arcgis.graph.html#arcgis.graph.KnowledgeGraph) object, allowing for in-depth analysis and visualization of content relationships. \n",
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"\n",
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"### Enhancements in Mapping Capabilities and Visualization\n",
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"Many new updates within the [arcgis.map](/python/latest/api-reference/arcgis.map.toc.html) module enhance and simplify visualization when using the [`map widget`](/python/latest/api-reference/arcgis.map.toc.html#arcgis.map.Map) in an ArcGIS Notebook. The Python API added support for the [ArcGIS Maps SDK for JavaScript](/javascript/latest/release-notes/) 5.0 release to take advantage of the many drawing improvements. This release focused on providing simplified management for *popups*, *renderers* and *forms* by adding new *popup_manager*, *renderer_manager*, and *form_manager* properties on the map visualization classes. These properties return instances of the [PopupManager](/python/latest/api-reference/arcgis.map.toc.html#arcgis.map.popups.PopupManager), [RendererManager](/python/latest/api-reference/arcgis.map.toc.html#arcgis.map.renderers.RendererManager), and [FormManager](/python/latest/api-reference/arcgis.map.toc.html#arcgis.map.forms.FormManager) classes, respectively. In addition, these properties exist on the new [SubtypeGroupLayer](/python/latest/api-reference/arcgis.map.toc.html#arcgis.map.group_layer.SubtypeGroupLayer) class. These properties and classes provide straightforward access to visualization capabilities for a smoother experience when using maps inside notebooks. The new [define_renderer()`](/python/latest/api-reference/arcgis.map.toc.html#arcgis.map.renderers.RendererManager.define_renderer) was added to further simplify the drawing experience in the map widget. This release also brings the new [check_compatibility()](/python/api-reference/arcgis.map.toc.html#arcgis.map.offline_mapping.OfflineMapAreaManager.check_compatibility) method on the [OfflineMapAreaManager](/python/api-reference/arcgis.map.toc.html#arcgis.map.offline_mapping.OfflineMapAreaManager) to provide a mechanism for determining whether the content of a web map is viable for using in offline maps.\n",
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"### Restructured code and new documentation for ArcGIS Story Maps\n",
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"Many internal utilities were edited to improve processing, particularly for *node* and *resource* generation for StoryMap items. In addition, the concept of loading class date only when needed has been implemented throughout the module for improved performance. New classes, [`Infographic`](/python/latest/api-reference/arcgis.apps.storymap.html#infographic), [`Image360`](/python/latest/api-reference/arcgis.apps.storymap.html#image360), and [`App`](/python/latest/api-reference/arcgis.apps.storymap.html#app), were added for more flexibility in automating StoryMap management. See the *Working with ArcGIS StoryMaps* under the *Managing ArcGIS Applications* Table of Contents heading for the [ArcGIS Python API Guides](/python/latest/) to see new documents illustrating updated functionality."
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"Many internal utilities were edited to improve processing, particularly for *node* and *resource* generation for StoryMap items. In addition, the concept of loading class data only when needed has been implemented throughout the module for improved performance. New classes, [`Infographic`](/python/latest/api-reference/arcgis.apps.storymap.html#infographic), [`Image360`](/python/latest/api-reference/arcgis.apps.storymap.html#image360), and [`App`](/python/latest/api-reference/arcgis.apps.storymap.html#app), were added for more flexibility in automating StoryMap management. See the *Working with ArcGIS StoryMaps* under the *Managing ArcGIS Applications* Table of Contents heading for the [ArcGIS Python API Guides](/python/latest/) to see new documents illustrating updated functionality."
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