{"id":2029642,"date":"2023-07-27T09:30:31","date_gmt":"2023-07-27T16:30:31","guid":{"rendered":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=2029642"},"modified":"2023-07-31T10:31:43","modified_gmt":"2023-07-31T17:31:43","slug":"whats-new-in-arcgis-geoanalytics-engine-1-2","status":"publish","type":"blog","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/geoanalytics-engine\/analytics\/whats-new-in-arcgis-geoanalytics-engine-1-2","title":{"rendered":"What\u2019s New in ArcGIS GeoAnalytics Engine 1.2"},"author":323652,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"_searchwp_excluded":""},"categories":[23341],"tags":[40691,765912,768872,31601,768882],"industry":[],"product":[765842],"class_list":["post-2029642","blog","type-blog","status-publish","format-standard","hentry","category-analytics","tag-analytics","tag-arcgis-geoanalytics-engine","tag-big-data-analytics","tag-data-science","tag-geoanalytics-engine","product-geoanalytics-engine"],"acf":{"authors":[{"ID":342532,"user_firstname":"Sarah","user_lastname":"Battersby","nickname":"Sarah Battersby","user_nicename":"sbattersby","display_name":"Sarah Battersby","user_email":"sbattersby@esri.com","user_url":"","user_registered":"2023-07-17 22:33:34","user_description":"Sarah is a Product Manager for ArcGIS GeoAnalytics Engine. She has a PhD in Geography \/ Cognitive Science from UC Santa Barbara, and enjoys finding ways to make spatial technologies easier to use, understand, and trust.","user_avatar":"<img data-del=\"avatar\" src='https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/Sarah_Battersby-213x200.png' class='avatar pp-user-avatar avatar-96 photo ' height='96' width='96'\/>"},{"ID":323652,"user_firstname":"Corinne","user_lastname":"Walker","nickname":"cwalker","user_nicename":"cwalker","display_name":"Corinne Walker","user_email":"cwalker@esri.com","user_url":"","user_registered":"2022-12-06 16:07:24","user_description":"Corinne is a Product Marketing Manager on Esri\u2019s Spatial Analytics &amp; Data Science team. She has a background in marketing and business analytics with experience working in the technology and geospatial industries.","user_avatar":"<img data-del=\"avatar\" src='https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/12\/IMG-1771-square-465x465.jpg' class='avatar pp-user-avatar avatar-96 photo ' height='96' width='96'\/>"}],"short_description":"Learn about the latest enhancements and capabilities for big data analytics in the ArcGIS GeoAnalytics Engine 1.2 release. ","flexible_content":[{"acf_fc_layout":"content","content":"<p><a href=\"https:\/\/www.esri.com\/en-us\/arcgis\/products\/arcgis-geoanalytics-engine\/overview?aduc=PublicRelations&amp;sf_id=7015x000001RnGtAAK&amp;adut=product-page-link&amp;aduco=release-blog-1.2&amp;aduca=CRAArcGISGeoAnalyticsEngine&amp;utm_id=7015x000001RnGtAAK&amp;adum=Blog&amp;utm_campaign=CRAArcGISGeoAnalyticsEngine&amp;utm_source=PublicRelations&amp;utm_medium=Blog\">ArcGIS GeoAnalytics Engine<\/a> is a cloud-agnostic solution that brings Esri\u2019s industry-leading geospatial analytics capabilities directly to your big data in a data lake or data warehouse.\u00a0 It equips your organization with the technology you need to spatially analyze your data in the cloud by making a comprehensive library of spatial analysis tools accessible from Apache Spark in order to augment your data science workflows with spatial insights.<\/p>\n<p>With the GeoAnalytics Engine 1.2 release (July 2023), there are now over 150 tools and functions available for geospatial analysis! The highlights of this release include:<\/p>\n<ul>\n<li>Performance improvements for spatial joins<\/li>\n<li>New functionality to improve authentication support<\/li>\n<li>Several new spatial functions<\/li>\n<li>Improvements to the built-in tools for spatial aggregation and nearest neighbor calculations<\/li>\n<li>Ability to use<a href=\"https:\/\/developers.arcgis.com\/geoanalytics\/data\/data-sources\/filegdb\/\"> file geodatabases directly in your analytics<\/a><\/li>\n<li>64-bit integer support for feature service fields<\/li>\n<\/ul>\n<p>Here is an overview of the new features!<\/p>\n"},{"acf_fc_layout":"content","content":"<h3><strong>Performance improvements for spatial joins<\/strong><\/h3>\n<p>Faster performance is always better!\u00a0 Increasing the speed at which you can perform spatial analysis is highly important to us. \u00a0To make joins more performant, we have updated the spatial join functionality to be more robust and less sensitive to complex polygons and dataset ordering.\u00a0 This has resulted in up to two orders of magnitude improvement with certain complex datasets.<\/p>\n"},{"acf_fc_layout":"content","content":"<h3><strong>Authentication support<\/strong><\/h3>\n<p>As of the 1.2 release, GeoAnalytics Engine supports <strong><em>Public Key Infrastructure (PKI) and OpenID authentication<\/em><\/strong>. <strong>\u00a0<\/strong>Keeping your users, data, and services secure is of paramount importance in a big data environment, so we are making it easier for you to maintain the security of your analytic environments while simplifying your authentication experience.<\/p>\n"},{"acf_fc_layout":"content","content":"<h3><strong>Enhanced collection of spatial functions<\/strong><\/h3>\n<p>The 1.2 release has numerous new spatial functions to support data processing in your analytics workflow.\u00a0 To support data transformation, we have introduced five new affine transformation functions (<a href=\"https:\/\/developers.arcgis.com\/geoanalytics\/sql-functions\/st_translate\/\">Translate<\/a>, <a href=\"https:\/\/developers.arcgis.com\/geoanalytics\/sql-functions\/st_shear\/\">Shear<\/a>, <a href=\"https:\/\/developers.arcgis.com\/geoanalytics\/sql-functions\/st_flip\/\">Flip<\/a>, <a href=\"https:\/\/developers.arcgis.com\/geoanalytics\/sql-functions\/st_rotate\/\">Rotate<\/a>, and <a href=\"https:\/\/developers.arcgis.com\/geoanalytics\/sql-functions\/st_scale\/\">Scale<\/a>).<\/p>\n<p>Point data doesn\u2019t always contain timestamps to indicate the order in which points are connected into a line, so we have added a function to create linestrings from ordered lists of points <em>without timestamps<\/em> (<a href=\"https:\/\/developers.arcgis.com\/geoanalytics\/sql-functions\/st_aggr_linestring\/\">ST_Aggr_Linestring<\/a>) to make it easier to work with these data. For instance, you can easily connect points along mile markers on rivers to form continuous linestrings.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":2029672,"id":2029672,"title":"agg_linestring_example","filename":"agg_linestring_example.png","filesize":47749,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/agg_linestring_example.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/geoanalytics-engine\/analytics\/whats-new-in-arcgis-geoanalytics-engine-1-2\/agg_linestring_example","alt":"ST_Aggr_Linestring to connect points into linestrings without a timestamp field","author":"342532","description":"","caption":"","name":"agg_linestring_example","status":"inherit","uploaded_to":2029642,"date":"2023-07-21 16:27:14","modified":"2023-07-21 16:27:49","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":973,"height":415,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/agg_linestring_example-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/agg_linestring_example.png","medium-width":464,"medium-height":198,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/agg_linestring_example.png","medium_large-width":768,"medium_large-height":328,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/agg_linestring_example.png","large-width":973,"large-height":415,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/agg_linestring_example.png","1536x1536-width":973,"1536x1536-height":415,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/agg_linestring_example.png","2048x2048-width":973,"2048x2048-height":415,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/agg_linestring_example-826x352.png","card_image-width":826,"card_image-height":352,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/agg_linestring_example.png","wide_image-width":973,"wide_image-height":415}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<p>We have also added a new function (<a href=\"https:\/\/developers.arcgis.com\/geoanalytics\/sql-functions\/st_centerline\/\">ST_Centerline<\/a>) to create a centerline from narrow polygons, such as detailed hydrographic features, to aid in representing these polygon features at smaller map scales.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":2029682,"id":2029682,"title":"ST_Centerline_example","filename":"ST_Centerline_example.png","filesize":24241,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/ST_Centerline_example.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/geoanalytics-engine\/analytics\/whats-new-in-arcgis-geoanalytics-engine-1-2\/st_centerline_example","alt":"ST_Centerline to create a centerline from narrow polygons","author":"342532","description":"","caption":"","name":"st_centerline_example","status":"inherit","uploaded_to":2029642,"date":"2023-07-21 16:29:29","modified":"2023-07-21 16:29:45","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":600,"height":203,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/ST_Centerline_example-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/ST_Centerline_example.png","medium-width":464,"medium-height":157,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/ST_Centerline_example.png","medium_large-width":600,"medium_large-height":203,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/ST_Centerline_example.png","large-width":600,"large-height":203,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/ST_Centerline_example.png","1536x1536-width":600,"1536x1536-height":203,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/ST_Centerline_example.png","2048x2048-width":600,"2048x2048-height":203,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/ST_Centerline_example.png","card_image-width":600,"card_image-height":203,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/ST_Centerline_example.png","wide_image-width":600,"wide_image-height":203}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<h3><strong>Improvements to analytics tools<\/strong><\/h3>\n<p>The tools in GeoAnalytics Engine provide more advanced calculations that can operate across all rows and columns in the dataset.\u00a0 In the 1.2 release, the <a href=\"https:\/\/developers.arcgis.com\/geoanalytics\/tools\/aggregate-points\/\">Aggregate Points<\/a> tool now has built-in support for <a href=\"https:\/\/h3geo.org\/\">H3 bins<\/a>, which makes it easier to combine results with data from other sources that are indexed to the H3 grid.<\/p>\n<p><a href=\"https:\/\/developers.arcgis.com\/geoanalytics\/tools\/nearest-neighbors\/\">Nearest Neighbors<\/a> has also been updated to support geodesic distance and now supports inputs using geographic or projected coordinate systems.\u00a0 This provides greater flexibility in determining the set of nearest locations of interest using planar or geodesic calculations, so that you don&#8217;t need to adjust your coordinate system in order to perform accurate calculations.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":2029702,"id":2029702,"title":"H3_bins","filename":"H3_bins.png","filesize":161117,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/H3_bins.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/geoanalytics-engine\/analytics\/whats-new-in-arcgis-geoanalytics-engine-1-2\/h3_bins","alt":"H3 hexagons for spatially binning data","author":"342532","description":"","caption":"","name":"h3_bins","status":"inherit","uploaded_to":2029642,"date":"2023-07-21 16:31:17","modified":"2023-07-23 13:47:07","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":787,"height":705,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/H3_bins-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/H3_bins.png","medium-width":291,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/H3_bins.png","medium_large-width":768,"medium_large-height":688,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/H3_bins.png","large-width":787,"large-height":705,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/H3_bins.png","1536x1536-width":787,"1536x1536-height":705,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/H3_bins.png","2048x2048-width":787,"2048x2048-height":705,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/H3_bins-519x465.png","card_image-width":519,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/H3_bins.png","wide_image-width":787,"wide_image-height":705}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<p>ArcGIS GeoAnalytics Engine is updated two to three times each year bringing you new features to make spatial analytics a seamless part of your data science workflows. \u00a0We are always looking to hear from you about the features you need to enhance your big data workflows!<\/p>\n<p>For more information on the latest features, check out the\u00a0<a href=\"https:\/\/developers.arcgis.com\/geoanalytics\/release-notes\/?aduc=PublicRelations&amp;sf_id=7015x000001RnGtAAK&amp;adut=release-notes-link&amp;aduco=release-blog-1.2&amp;aduca=CRAArcGISGeoAnalyticsEngine&amp;utm_id=7015x000001RnGtAAK&amp;adum=Blog&amp;utm_campaign=CRAArcGISGeoAnalyticsEngine&amp;utm_source=PublicRelations&amp;utm_medium=Blog\">product release notes<\/a>\u00a0or stop by the\u00a0<a href=\"https:\/\/community.esri.com\/t5\/geoanalytics-engine\/ct-p\/geoanalytics-engine?aduc=PublicRelations&amp;sf_id=7015x000001RnGtAAK&amp;adut=community-site-link&amp;aduco=release-blog-1.2&amp;aduca=CRAArcGISGeoAnalyticsEngine&amp;utm_id=7015x000001RnGtAAK&amp;adum=Blog&amp;utm_campaign=CRAArcGISGeoAnalyticsEngine&amp;utm_source=PublicRelations&amp;utm_medium=Blog\" aria-describedby=\"new-window\">GeoAnalytics Engine Community Site<\/a>\u00a0for resources on getting started, tips and tricks with various tools, and much more!<\/p>\n"}],"related_articles":"","card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/GeoAnalytics_1.2_Card.jpg","wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/07\/GeoAnalytics-Banner.jpg"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.9 (Yoast SEO v25.9) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>What\u2019s New in ArcGIS GeoAnalytics Engine 1.2<\/title>\n<meta name=\"description\" content=\"ArcGIS GeoAnalytics Engine 1.2 brings more of Esri&#039;s industry leading geospatial analytics capabilities to your Spark big data environment.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/geoanalytics-engine\/analytics\/whats-new-in-arcgis-geoanalytics-engine-1-2\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What\u2019s New in ArcGIS GeoAnalytics Engine 1.2\" \/>\n<meta property=\"og:description\" content=\"ArcGIS GeoAnalytics Engine 1.2 brings more of Esri&#039;s industry leading geospatial analytics capabilities to your Spark big data environment.\" \/>\n<meta property=\"og:url\" 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