{"id":1514472,"date":"2022-03-31T09:00:55","date_gmt":"2022-03-31T16:00:55","guid":{"rendered":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&p=1514472"},"modified":"2022-04-13T13:11:08","modified_gmt":"2022-04-13T20:11:08","slug":"arcgis-notebooks-to-arcgis-image-online","status":"publish","type":"blog","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/imagery\/arcgis-notebooks-to-arcgis-image-online","title":{"rendered":"Direct Publishing of Airbus Imagery to ArcGIS Image for ArcGIS Online using ArcGIS Notebooks"},"author":304492,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"_searchwp_excluded":""},"categories":[37101,22931],"tags":[35621,760312,555752],"industry":[],"product":[36841,36551],"class_list":["post-1514472","blog","type-blog","status-publish","format-standard","hentry","category-announcements","category-imagery","tag-airbus","tag-arcgis-image-for-arcgis-online","tag-arcgis-notebooks","product-api-python","product-arcgis-online"],"acf":{"short_description":"Airbus imagery can now be published directly to ArcGIS Image for ArcGIS Online automatically using the OneAtlas Data API, and ArcGIS Notebooks.","flexible_content":[{"acf_fc_layout":"blockquote","content":"

Imagery is so much more than a pretty picture. It is captured with the goal of extracting information from it, whether through visualization or analysis. However, imagery must be shared before it can be used and this can often be a time consuming process. This article outlines the advantages of using ArcGIS Notebooks for direct publishing. - Adapted from \"A Guide to Sharing Imagery and Raster Data\"<\/p>\n"},{"acf_fc_layout":"content","content":"

\n

Motivation<\/h2>\n

When working on an imagery project, significant time can be spent on file transfers. Imagery providers leverage delivery technologies, including FTP and HTTPS, for customers to download their imagery locally. After downloading, users then need to upload their imagery in order to publish services in ArcGIS Image for ArcGIS Online. While this publishing workflow is fully supported, the imagery is transferred twice over the user’s local internet connection, where download speed\u2014and more commonly, upload speed\u2014can be limiting.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1539162,"id":1539162,"title":"internet-before","filename":"internet-before.png","filesize":39085,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/internet-before.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/imagery\/arcgis-notebooks-to-arcgis-image-online\/internet-before","alt":"","author":"211472","description":"","caption":"","name":"internet-before","status":"inherit","uploaded_to":1514472,"date":"2022-03-30 18:36:08","modified":"2022-03-30 18:36:56","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":826,"height":462,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/internet-before-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/internet-before.png","medium-width":464,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/internet-before.png","medium_large-width":768,"medium_large-height":430,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/internet-before.png","large-width":826,"large-height":462,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/internet-before.png","1536x1536-width":826,"1536x1536-height":462,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/internet-before.png","2048x2048-width":826,"2048x2048-height":462,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/internet-before.png","card_image-width":826,"card_image-height":462,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/internet-before.png","wide_image-width":826,"wide_image-height":462}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"sidebar","content":"

Let\u2019s get some ballpark numbers on potential time savings.<\/strong><\/p>\n

According to the Federal Communications Commission (FCC), broadband internet is defined as 25 megabits per second (Mbps) download speed and 3 Mbps upload speed. When download and upload speeds differ, this is referred to as an asymmetrical internet connection. Asymmetrical internet connections are common in both residential and commercial environments to address key internet user profiles, while at the same time addressing bandwidth cost efficiency.<\/p>\n

Considering these benchmarks above, for a project requiring 10GB of imagery, it would take an hour to download the data, and nearly a full workday to upload. Compared to a commercial cloud environment, which can deliver symmetrical download and upload speeds of ~2,000 Mbps, the process would only take 1 minute in either direction. Better yet, transferring data straight from the imagery provider to ArcGIS Image for ArcGIS Online via ArcGIS Notebooks only requires moving data once.<\/em><\/p>\n

With ArcGIS Notebooks you can go from days to minutes<\/strong>.<\/p>\n","image_reference":false,"layout":"standard","image_reference_figure":"","snippet":"","spotlight_name":"","section_title":"","position":"Center","spotlight_image":false},{"acf_fc_layout":"content","content":"

 <\/p>\n

Solution<\/h2>\n

This article describes the use of ArcGIS Notebooks<\/a> hosted in ArcGIS Online<\/span> to decrease the time requirement for file transfers when publishing hosted imagery layers. When hosted in ArcGIS Online, the notebook executes code within a container inside the user’s ArcGIS Online organization. Therefore, imagery downloads directly into ArcGIS Online and does not rely on the internet speed at the user\u2019s computer. Furthermore, while publishing, the imagery is already inside the ArcGIS Online organization, making the upload step very fast. When directing these data transfers with code in an ArcGIS Online hosted notebook, the user maintains full internet bandwidth at their local computer.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1539152,"id":1539152,"title":"internet-after","filename":"internet-after.png","filesize":40289,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/internet-after.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/imagery\/arcgis-notebooks-to-arcgis-image-online\/internet-after","alt":"","author":"211472","description":"","caption":"","name":"internet-after","status":"inherit","uploaded_to":1514472,"date":"2022-03-30 18:36:02","modified":"2022-03-30 18:36:57","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":826,"height":462,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/internet-after-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/internet-after.png","medium-width":464,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/internet-after.png","medium_large-width":768,"medium_large-height":430,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/internet-after.png","large-width":826,"large-height":462,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/internet-after.png","1536x1536-width":826,"1536x1536-height":462,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/internet-after.png","2048x2048-width":826,"2048x2048-height":462,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/internet-after.png","card_image-width":826,"card_image-height":462,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/internet-after.png","wide_image-width":826,"wide_image-height":462}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"

\n

Airbus Case Study<\/h2>\n

Recently, the Airbus Pleiades Neo satellite constellation captured a series of images over St. George’s, Grenada which is available to order using OneAtlas Data<\/a>, which also offers archive, and tasking products from SPOT 6, SPOT 7, Pleiades 1a, and 1b.<\/p>\n

Pleiades Neo provides 30 cm pansharpened multispectral wavelength bands for red, green, blue, near-infrared, red edge, and deep blue. Red edge, and deep blue are new additions to the Pleiades satellite constellation. The red edge band supports improved measurement of plant biophysical parameters including Leaf Area Index (LAI) and leaf chlorophyll content, as well as the potential for earlier detection of plant stress than possible using near-infrared. The deep blue band helps characterize atmospheric conditions at the time of acquisition, supporting atmospheric correction and dehazing. Deep blue also enhances coastal mapping up to a 35 m depth, with better characterization of water quality and turbidity.<\/p>\n

In this case study we published tiled imagery layers in ArcGIS Image for ArcGIS Online using our API key from OneAtlas Data API<\/a> to explore all six multispectral bands of Pleiades Neo, across four acquisition dates: Feb 1, 2022, Jan 6, 2022, Sep 24, 2021, and Nov 4, 2021 (see below).<\/p>\n

 <\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1535592,"id":1535592,"title":"pleiades-neo-series","filename":"pleiades-neo-series.gif","filesize":964479,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/pleiades-neo-series.gif","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/imagery\/arcgis-notebooks-to-arcgis-image-online\/pleiades-neo-series","alt":"","author":"211472","description":"","caption":"","name":"pleiades-neo-series","status":"inherit","uploaded_to":1514472,"date":"2022-03-29 03:20:44","modified":"2022-03-29 03:23:06","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":824,"height":568,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/pleiades-neo-series-213x200.gif","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/pleiades-neo-series.gif","medium-width":379,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/pleiades-neo-series.gif","medium_large-width":768,"medium_large-height":529,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/pleiades-neo-series.gif","large-width":824,"large-height":568,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/pleiades-neo-series.gif","1536x1536-width":824,"1536x1536-height":568,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/pleiades-neo-series.gif","2048x2048-width":824,"2048x2048-height":568,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/pleiades-neo-series-675x465.gif","card_image-width":675,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/pleiades-neo-series.gif","wide_image-width":824,"wide_image-height":568}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"

 <\/p>\n

Esri’s ArcGIS API for Python<\/a> delivers a set of classes, methods, and functions to perform data conversion, reclassification, change detection, and more. Esri has also added ArcGIS Image for ArcGIS Online support, so you can automate the creation of hosted imagery layers, by transferring the imagery directly from OneAtlas Data<\/a> to ArcGIS Image for ArcGIS Online<\/a>.<\/p>\n

 <\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1538282,"id":1538282,"title":"Connecting_Airbus_Imagery_with_ArcGIS_Image_Online","filename":"Connecting_Airbus_Imagery_with_ArcGIS_Image_Online-1.png","filesize":74348,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/Connecting_Airbus_Imagery_with_ArcGIS_Image_Online-1.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/imagery\/arcgis-notebooks-to-arcgis-image-online\/connecting_airbus_imagery_with_arcgis_image_online-2","alt":"","author":"211472","description":"","caption":"","name":"connecting_airbus_imagery_with_arcgis_image_online-2","status":"inherit","uploaded_to":1514472,"date":"2022-03-30 13:35:35","modified":"2022-03-30 13:41:49","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":826,"height":413,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/Connecting_Airbus_Imagery_with_ArcGIS_Image_Online-1-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/Connecting_Airbus_Imagery_with_ArcGIS_Image_Online-1.png","medium-width":464,"medium-height":232,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/Connecting_Airbus_Imagery_with_ArcGIS_Image_Online-1.png","medium_large-width":768,"medium_large-height":384,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/Connecting_Airbus_Imagery_with_ArcGIS_Image_Online-1.png","large-width":826,"large-height":413,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/Connecting_Airbus_Imagery_with_ArcGIS_Image_Online-1.png","1536x1536-width":826,"1536x1536-height":413,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/Connecting_Airbus_Imagery_with_ArcGIS_Image_Online-1.png","2048x2048-width":826,"2048x2048-height":413,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/Connecting_Airbus_Imagery_with_ArcGIS_Image_Online-1.png","card_image-width":826,"card_image-height":413,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/Connecting_Airbus_Imagery_with_ArcGIS_Image_Online-1.png","wide_image-width":826,"wide_image-height":413}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"

\n

Methodology<\/h2>\n

The solution is achieved using an ArcGIS Notebook <\/strong>(click here to download a copy<\/strong><\/a>), which can be run interactively or scheduled to run automatically, publishing ongoing Airbus imagery orders for your area of interest. Note: To take advantage of direct file transfers, be sure to add the ArcGIS Notebook as an item in your ArcGIS Online organization before using it.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1539872,"id":1539872,"title":"arcgis-notebook-video","filename":"arcgis-notebook-video.gif","filesize":4222064,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/arcgis-notebook-video.gif","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/imagery\/arcgis-notebooks-to-arcgis-image-online\/arcgis-notebook-video","alt":"","author":"211472","description":"","caption":"","name":"arcgis-notebook-video","status":"inherit","uploaded_to":1514472,"date":"2022-03-30 23:54:46","modified":"2022-03-30 23:57:41","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":826,"height":465,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/arcgis-notebook-video-213x200.gif","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/arcgis-notebook-video.gif","medium-width":464,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/arcgis-notebook-video.gif","medium_large-width":768,"medium_large-height":432,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/arcgis-notebook-video.gif","large-width":826,"large-height":465,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/arcgis-notebook-video.gif","1536x1536-width":826,"1536x1536-height":465,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/arcgis-notebook-video.gif","2048x2048-width":826,"2048x2048-height":465,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/arcgis-notebook-video-826x465.gif","card_image-width":826,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/arcgis-notebook-video.gif","wide_image-width":826,"wide_image-height":465}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"

\n

Result: Visualizing Hosted Imagery<\/h2>\n

The resulting hosted imagery layers can be explored in the embedded Web Map below, or explored in more details in a separate browser tab<\/a>:<\/strong><\/p>\n"},{"acf_fc_layout":"storymap","title":"","description":"","static":false,"storymap_url":"https:\/\/www.arcgis.com\/home\/webmap\/viewer.html?webmap=cf7618f392f244eca3dde05a6d584309<\/a>"},{"acf_fc_layout":"content","content":"

 <\/p>\n

All of these capabilities – hosting imagery with the full data model including all bands, and full bit depth, sophisticated raster analytics, and automating content delivery\u2014are now all possible using ArcGIS Image for ArcGIS Online<\/a>.<\/p>\n"}],"authors":[{"ID":211472,"user_firstname":"David","user_lastname":"Wright","nickname":"David Wright","user_nicename":"d-wright","display_name":"David Wright","user_email":"d.wright@esri.com","user_url":"","user_registered":"2021-04-02 04:12:12","user_description":"David Wright is a lead solution engineer on the imagery & reality mapping team. David has a scientific background rooted in precision agriculture, raster analysis, large scale geospatial data management and cloud infrastructure devops. Prior to joining Esri in 2019 David had been building geospatial solutions with Esri business partners since 1995. Outside of work he enjoys bass guitar, ice hockey, and riding his mules.","user_avatar":""},{"ID":304492,"user_firstname":"Madeline","user_lastname":"Wrable","nickname":"mwrable","user_nicename":"mwrable","display_name":"Madeline Wrable","user_email":"mwrable@esri.com","user_url":"","user_registered":"2022-03-16 23:12:24","user_description":"Madeline Wrable is a solution engineer on the imagery & remote sensing team. Prior to joining Esri, Madeline has experience using Esri products in academia since 2014, as the MIT GIS Specialist and Tufts GIS Analyst and Remote Sensing TA. Her published master work involved spatiotemporal modeling of publicly available satellite data, and she is passionate about making visualization technologies approachable to all. Outside of work she enjoys skiing, running, thrifting, and trying new foods.","user_avatar":""}],"related_articles":"","card_image":false,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2022\/03\/MicrosoftTeams-image-2-1.png"},"yoast_head":"\nDirect Publishing of Airbus Imagery to ArcGIS Image for ArcGIS Online using ArcGIS Notebooks<\/title>\n<meta name=\"description\" content=\"Airbus imagery can now be published directly to ArcGIS Image for ArcGIS Online automatically using the OneAtlas Data API, and ArcGIS Notebooks.\" \/>\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\/arcgis-online\/imagery\/arcgis-notebooks-to-arcgis-image-online\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Direct Publishing of Airbus Imagery to 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