{"id":2167752,"date":"2023-11-20T13:40:03","date_gmt":"2023-11-20T21:40:03","guid":{"rendered":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=2167752"},"modified":"2023-11-20T23:59:11","modified_gmt":"2023-11-21T07:59:11","slug":"whats-new-in-arcgis-image-analyst-november-2023","status":"publish","type":"blog","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/imagery\/whats-new-in-arcgis-image-analyst-november-2023","title":{"rendered":"What\u2019s new in ArcGIS Image Analyst November 2023"},"author":6651,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"_searchwp_excluded":""},"categories":[22931],"tags":[42191,186132,772682,526572,758071],"industry":[],"product":[36561],"class_list":["post-2167752","blog","type-blog","status-publish","format-standard","hentry","category-imagery","tag-arcgis-image-analyst","tag-deep-learning","tag-motion-imagery","tag-multidimensional-analysis","tag-sar","product-arcgis-pro"],"acf":{"short_description":"The November 2023 release of ArcGIS Image Analyst for ArcGIS Pro brings exciting enhancements to deep learning, image science and SAR.","flexible_content":[{"acf_fc_layout":"content","content":"<p>The November 2023 release of ArcGIS Image Analyst for ArcGIS Pro brings exciting enhancements to simplify deep learning workflows, solve complex problems with multidimensional and Synthetic Aperture Radar (SAR) data, work with high fidelity motion imagery, and enable efficient stereo mapping workflows. These new capabilities will allow you to streamline your workflows, making it easier to get the most out of your imagery and remote sensing data.<\/p>\n"},{"acf_fc_layout":"content","content":"<h1>Deep Learning<\/h1>\n<p>The emphasis of this release was to significantly enhance your user experience to capture training data, train a deep learning model, and review model metrics. The highlights are the new &#8220;Train Deep Learning Model&#8221; wizard enables assisted workflows for users to intuitively train a deep learning model and the &#8220;Review Deep Learning Models&#8221; pane to review model metrics. There are several productivity enhancements including support for multiple GPUs, automatic determination of batch sizes (ensuring optimum usage of the GPU), and more data augmentation options (to inflate training data when needed).\u00a0 <a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/geoai\/deep-learning-for-image-analyst-whats-new-in-arcgis-pro-3-2\/?aduc=PublicRelations&amp;sf_id=7015x000000iX38AAE&amp;aduco=november-23-release&amp;aduca=MIArcGISImageAnalyst&amp;utm_id=7015x000000iX38AAE&amp;adum=Blog&amp;utm_campaign=MIArcGISImageAnalyst&amp;utm_source=PublicRelations&amp;utm_medium=Blog\">Check out this blog for a deep dive into what\u2019s new in deep learning<\/a>.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":2168712,"id":2168712,"title":"arcgis-image-analyst-3.2-new-dl-tools","filename":"arcgis-image-analyst-3.2-new-dl-tools.jpg","filesize":51633,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/arcgis-image-analyst-3.2-new-dl-tools.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/imagery\/whats-new-in-arcgis-image-analyst-november-2023\/arcgis-image-analyst-3-2-new-dl-tools","alt":"Two new deep learning menus available in ArcGIS Pro. One for training models, the other for reviewing the model.","author":"6651","description":"","caption":"A new deep learning wizard has been added that streamlines the training process for you. Plus, with our latest update, you can now review your models more efficiently.","name":"arcgis-image-analyst-3-2-new-dl-tools","status":"inherit","uploaded_to":2167752,"date":"2023-11-20 21:21:03","modified":"2023-11-20 21:29:40","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":800,"height":639,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/arcgis-image-analyst-3.2-new-dl-tools-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/arcgis-image-analyst-3.2-new-dl-tools.jpg","medium-width":327,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/arcgis-image-analyst-3.2-new-dl-tools.jpg","medium_large-width":768,"medium_large-height":613,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/arcgis-image-analyst-3.2-new-dl-tools.jpg","large-width":800,"large-height":639,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/arcgis-image-analyst-3.2-new-dl-tools.jpg","1536x1536-width":800,"1536x1536-height":639,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/arcgis-image-analyst-3.2-new-dl-tools.jpg","2048x2048-width":800,"2048x2048-height":639,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/arcgis-image-analyst-3.2-new-dl-tools-582x465.jpg","card_image-width":582,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/arcgis-image-analyst-3.2-new-dl-tools.jpg","wide_image-width":800,"wide_image-height":639}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<h1>Image Science<\/h1>\n<p>We could traditionally support multidimensional rasters that contain the dimension of time (x, y, time), dimension of depth (x, y, z), or both (x, y, z, time), there are instances where users create data with an additional dimension (x, y, z, time, model). To support 4+ dimensional rasters, the multidimensional tab has been enhanced to allow users to select slice(s) of any dimension.<\/p>\n<p>Support for more trajectory data types also empowers users to create trajectory datasets and conduct analysis. Furthermore, the update introduces a set of new raster functions and geoprocessing tools specifically designed to cater to the needs of raster and image analysis. <a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/analytics\/lets-do-data-science-v\/?aduc=PublicRelations&amp;sf_id=7015x000000iX38AAE&amp;aduco=november-23-release&amp;aduca=MIArcGISImageAnalyst&amp;utm_id=7015x000000iX38AAE&amp;adum=Blog&amp;utm_campaign=MIArcGISImageAnalyst&amp;utm_source=PublicRelations&amp;utm_medium=Blog\">To learn more about these updates, please check out this blog post<\/a>.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":2153912,"id":2153912,"title":"fig3_4d","filename":"fig3_4d.png","filesize":66350,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/11\/fig3_4d.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/analytics\/lets-do-data-science-v\/fig3_4d","alt":"enhanced UI for 4+ D","author":"10352","description":"","caption":"Enhanced multidimensional support enables you to intuitively work with more than 4 dimensions in a multidimensional cube","name":"fig3_4d","status":"inherit","uploaded_to":2153712,"date":"2023-11-10 01:44:23","modified":"2023-11-21 07:56:22","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":500,"height":486,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/11\/fig3_4d-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/11\/fig3_4d.png","medium-width":269,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/11\/fig3_4d.png","medium_large-width":500,"medium_large-height":486,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/11\/fig3_4d.png","large-width":500,"large-height":486,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/11\/fig3_4d.png","1536x1536-width":500,"1536x1536-height":486,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/11\/fig3_4d.png","2048x2048-width":500,"2048x2048-height":486,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/11\/fig3_4d-478x465.png","card_image-width":478,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2023\/11\/fig3_4d.png","wide_image-width":500,"wide_image-height":486}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<h1>Synthetic Aperture Radar (SAR)<\/h1>\n<p>SAR data allows you to visualize and analyze clear images even in challenging weather conditions like rain, smoke, or clouds. As a result, SAR is widely used to detect environmental changes caused by natural or human-induced events.<\/p>\n<p>In this release, take advantage of support for all the following SAR sensors: Capella SICD, ICEYE SICD, RADARSAT-2 NITF GRD, RADARSAT-2 NITF SLC, RCM NITF GRD, and RCM NITF SLC. In addition, new raster functions and tools have been introduced to help you detect potential bright objects or dark areas within the ocean, compute SAR indices, such as Radar Vegetation Index (RVI), Radar Forest Degradation Index (RFDI), and Canopy Structure Index (CSI), and much more. <a href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/latest\/tool-reference\/image-analyst\/an-overview-of-the-synthetic-aperture-radar-toolset.htm?aduc=PublicRelations&amp;sf_id=7015x000000iX38AAE&amp;aduco=november-23-release&amp;aduca=MIArcGISImageAnalyst&amp;utm_id=7015x000000iX38AAE&amp;adum=Blog&amp;utm_campaign=MIArcGISImageAnalyst&amp;utm_source=PublicRelations&amp;utm_medium=Blog\"><span data-preserver-spaces=\"true\">Discover all that\u2019s possible with SAR in ArcGIS Image Analyst<\/span><\/a><span data-preserver-spaces=\"true\">. Need help getting started with SAR?\u00a0<\/span><a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/imagery\/getting-started-with-sar-satellite-imagery\/?aduc=PublicRelations&amp;sf_id=7015x000000iX38AAE&amp;aduco=november-23-release&amp;aduca=MIArcGISImageAnalyst&amp;utm_id=7015x000000iX38AAE&amp;adum=Blog&amp;utm_campaign=MIArcGISImageAnalyst&amp;utm_source=PublicRelations&amp;utm_medium=Blog\"><span data-preserver-spaces=\"true\">Please take a look at our resources.<\/span><\/a><\/p>\n"},{"acf_fc_layout":"image","image":{"ID":2167942,"id":2167942,"title":"CSI_RVI_RCM_2020_1920x1080","filename":"CSI_RVI_RCM_2020_1920x1080.png","filesize":5738581,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/CSI_RVI_RCM_2020_1920x1080.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/imagery\/whats-new-in-arcgis-image-analyst-november-2023\/csi_rvi_rcm_2020_1920x1080","alt":"Radar Vegetation Index (RVI) for the Vancouver.","author":"6651","description":"","caption":"Radar Vegetation Index (RVI) for the Vancouver area in 2020. RVI values near 0 (brown) correspond to smooth surfaces and RVI values near 1 (green) correspond to vegetated surfaces. The data source is a RADARSAT Constellation Mission (RCM) GRD that was processed to an RTC using the ArcGIS Image Analyst SAR Toolset. ","name":"csi_rvi_rcm_2020_1920x1080","status":"inherit","uploaded_to":2167752,"date":"2023-11-20 16:54:37","modified":"2023-11-20 17:01:27","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":1920,"height":1080,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/CSI_RVI_RCM_2020_1920x1080-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/CSI_RVI_RCM_2020_1920x1080.png","medium-width":464,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/CSI_RVI_RCM_2020_1920x1080.png","medium_large-width":768,"medium_large-height":432,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/CSI_RVI_RCM_2020_1920x1080.png","large-width":1920,"large-height":1080,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/CSI_RVI_RCM_2020_1920x1080-1536x864.png","1536x1536-width":1536,"1536x1536-height":864,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/CSI_RVI_RCM_2020_1920x1080.png","2048x2048-width":1920,"2048x2048-height":1080,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/CSI_RVI_RCM_2020_1920x1080-826x465.png","card_image-width":826,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/CSI_RVI_RCM_2020_1920x1080.png","wide_image-width":1920,"wide_image-height":1080}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"image","image":{"ID":2168132,"id":2168132,"title":"multilook_squaring","filename":"multilook_squaring.gif","filesize":773684,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/multilook_squaring.gif","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/imagery\/whats-new-in-arcgis-image-analyst-november-2023\/multilook_squaring","alt":"Creating square pixels using multiple looks in ArcGIS Image Analyst.","author":"6651","description":"The Multilook tool in ArcGIS Image Analyst helps you create square pixels using multiple looks. In this example, we took 1 look in range and 5 looks in azimuth.","caption":"The Multilook tool in ArcGIS Image Analyst helps you create square pixels using multiple looks. In this example, we took 1 look in range and 5 looks in azimuth.","name":"multilook_squaring","status":"inherit","uploaded_to":2167752,"date":"2023-11-20 18:09:19","modified":"2023-11-20 20:13:25","menu_order":0,"mime_type":"image\/gif","type":"image","subtype":"gif","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":752,"height":758,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/multilook_squaring-213x200.gif","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/multilook_squaring.gif","medium-width":259,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/multilook_squaring.gif","medium_large-width":752,"medium_large-height":758,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/multilook_squaring.gif","large-width":752,"large-height":758,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/multilook_squaring.gif","1536x1536-width":752,"1536x1536-height":758,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/multilook_squaring.gif","2048x2048-width":752,"2048x2048-height":758,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/multilook_squaring-461x465.gif","card_image-width":461,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/11\/multilook_squaring.gif","wide_image-width":752,"wide_image-height":758}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<h1>Motion Imagery<\/h1>\n<p>The latest update includes support for higher fidelity (4K) video formats with no performance hindrance. This enhancement allows for more detail in each video, supporting tasks like remote inspection workflows, which save time and protect workers. With higher resolution, users can now easily capture detailed footage, ensuring that no important details are missed during inspections and other tasks.<\/p>\n"},{"acf_fc_layout":"content","content":"<h1>Stereo Mapping<\/h1>\n<p>You can now work with 3D stereo mouse devices within your stereo environment. This feature has been a long-standing request from users, particularly those who require stereo capture. The update supports two 3D stereo mouse devices: the <a href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/3.2\/help\/analysis\/image-analyst\/set-up-the-stereo-mapping-stealth-3d-mouse.htm?aduc=PublicRelations&amp;sf_id=7015x000000iX38AAE&amp;aduco=november-23-release&amp;aduca=MIArcGISImageAnalyst&amp;utm_id=7015x000000iX38AAE&amp;adum=Blog&amp;utm_campaign=MIArcGISImageAnalyst&amp;utm_source=PublicRelations&amp;utm_medium=Blog\">Stealth Mouse<\/a> and the <a href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/3.2\/help\/analysis\/image-analyst\/set-up-the-stereo-mapping-softmouse-3d-mouse.htm?aduc=PublicRelations&amp;sf_id=7015x000000iX38AAE&amp;aduco=november-23-release&amp;aduca=MIArcGISImageAnalyst&amp;utm_id=7015x000000iX38AAE&amp;adum=Blog&amp;utm_campaign=MIArcGISImageAnalyst&amp;utm_source=PublicRelations&amp;utm_medium=Blog\">Softmouse<\/a>. With this enhancement, you can work with greater precision and control, allowing you to capture and analyze data more effectively.<\/p>\n<h1>Check Out the Latest Additions<\/h1>\n<p>We\u2019re excited to hear what you can accomplish with this release. If you wish to share your ideas or ask questions, please visit us on the <a href=\"https:\/\/community.esri.com\/t5\/arcgis-image-analyst\/ct-p\/arcgis-image-analyst?aduc=PublicRelations&amp;sf_id=7015x000000iX38AAE&amp;aduco=november-23-release&amp;aduca=MIArcGISImageAnalyst&amp;utm_id=7015x000000iX38AAE&amp;adum=Blog&amp;utm_campaign=MIArcGISImageAnalyst&amp;utm_source=PublicRelations&amp;utm_medium=Blog\">Esri Community<\/a>.<\/p>\n<p>If you\u2019re just starting with the <a href=\"https:\/\/www.esri.com\/en-us\/arcgis\/products\/arcgis-image\/options\/arcgis-image-analyst?aduc=PublicRelations&amp;sf_id=7015x000000iX38AAE&amp;aduco=november-23-release&amp;aduca=MIArcGISImageAnalyst&amp;utm_id=7015x000000iX38AAE&amp;adum=Blog&amp;utm_campaign=MIArcGISImageAnalyst&amp;utm_source=PublicRelations&amp;utm_medium=Blog\">ArcGIS Image Analyst extension for ArcGIS Pro<\/a>, we hope you find this <a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/imagery\/get-started-with-arcgis-image-analyst\/?aduc=PublicRelations&amp;sf_id=7015x000000iX38AAE&amp;aduco=november-23-release&amp;aduca=MIArcGISImageAnalyst&amp;utm_id=7015x000000iX38AAE&amp;adum=Blog&amp;utm_campaign=MIArcGISImageAnalyst&amp;utm_source=PublicRelations&amp;utm_medium=Blog\">get-started guide<\/a> and our <a href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/latest\/help\/analysis\/image-analyst\/what-is-the-arcgis-pro-image-analyst-extension-.htm?aduc=PublicRelations&amp;sf_id=7015x000000iX38AAE&amp;aduco=november-23-release&amp;aduca=MIArcGISImageAnalyst&amp;utm_id=7015x000000iX38AAE&amp;adum=Blog&amp;utm_campaign=MIArcGISImageAnalyst&amp;utm_source=PublicRelations&amp;utm_medium=Blog\">product documentation<\/a> helpful.<\/p>\n"}],"authors":[{"ID":6651,"user_firstname":"Mallory","user_lastname":"Delgadillo","nickname":"Mallory Delgadillo","user_nicename":"mdelgadillo","display_name":"Mallory Delgadillo","user_email":"MDelgadillo@esri.com","user_url":"","user_registered":"2018-03-02 00:18:37","user_description":"Mallory Delgadillo is the Lead Product Marketing Manager for Esri's SaaS, Imagery, and Spatial Data Science products. During her nine years at Esri, she has focused on educating and inspiring data and remote sensing enthusiasts to think spatially, enhancing their understanding of GIS applications.","user_avatar":"<img data-del=\"avatar\" src='https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2018\/07\/mallory_head_shot.jpg' class='avatar pp-user-avatar avatar-96 photo ' height='96' width='96'\/>"},{"ID":8452,"user_firstname":"Vinay","user_lastname":"Viswambharan","nickname":"Vinay Viswambharan","user_nicename":"vinayv","display_name":"Vinay Viswambharan","user_email":"vinayv@esri.com","user_url":"https:\/\/www.esri.com\/arcgis-blog\/author\/vinayv\/","user_registered":"2018-10-04 22:28:54","user_description":"Principal Product manager on the Imagery team at Esri, with a zeal for remote sensing, AI and everything imagery.","user_avatar":"<img data-del=\"avatar\" src='https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2018\/10\/vin4.png' class='avatar pp-user-avatar avatar-96 photo ' height='96' width='96'\/>"}],"related_articles":[{"ID":2090062,"post_author":"254042","post_date":"2023-11-14 00:00:09","post_date_gmt":"2023-11-14 08:00:09","post_content":"","post_title":"Deep Learning for Image Analyst \u2013 What\u2019s New in ArcGIS Pro 3.2","post_excerpt":"","post_status":"publish","comment_status":"open","ping_status":"closed","post_password":"","post_name":"deep-learning-for-image-analyst-whats-new-in-arcgis-pro-3-2","to_ping":"","pinged":"","post_modified":"2023-12-04 15:24:43","post_modified_gmt":"2023-12-04 23:24:43","post_content_filtered":"","post_parent":0,"guid":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=2090062","menu_order":0,"post_type":"blog","post_mime_type":"","comment_count":"0","filter":"raw"},{"ID":2153712,"post_author":"10352","post_date":"2023-11-10 11:07:43","post_date_gmt":"2023-11-10 19:07:43","post_content":"","post_title":"Let\u2019s do data science V: New Multidimensional Raster 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