{"id":665232,"date":"2019-11-25T16:00:58","date_gmt":"2019-11-26T00:00:58","guid":{"rendered":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&p=665232"},"modified":"2020-04-13T14:26:51","modified_gmt":"2020-04-13T21:26:51","slug":"quickly-label-deep-learning-samples-using-a-configurable-app-for-imagery","status":"publish","type":"blog","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/configurable-apps\/imagery\/quickly-label-deep-learning-samples-using-a-configurable-app-for-imagery","title":{"rendered":"Quickly label deep learning samples using a configurable app for imagery"},"author":6921,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"_searchwp_excluded":""},"categories":[23341,22931],"tags":[186132,513592,115262,513582,291822],"industry":[],"product":[36821],"class_list":["post-665232","blog","type-blog","status-publish","format-standard","hentry","category-analytics","category-imagery","tag-deep-learning","tag-image-visit","tag-imagery","tag-labeling-app","tag-training-samples","product-configurable-apps"],"acf":{"short_description":"See how we used an out-of-the-box configurable app template to build a crowdsourcing labeling app for deep learning.","flexible_content":[{"acf_fc_layout":"content","content":"

A previous blog<\/a> showed you how to use deep learning in the aftermath of a natural disaster to efficiently speed up disaster response and recovery efforts. Here, we\u2019ll show you how to make a key part of deep learning\u2014labeling training samples\u2014faster and easier using one of Esri\u2019s configurable apps.<\/p>\n"},{"acf_fc_layout":"sidebar","content":"

Article snapshot: See how we used an out-of-the-box configurable app template to build a labeling app for deep learning.<\/p>\n","image_reference":false,"layout":"standard","image_reference_figure":"","snippet":"","spotlight_name":"","section_title":"","position":"Right","spotlight_image":false},{"acf_fc_layout":"content","content":"

ArcGIS Pro has labeling and training workflows for deep learning<\/a>\u00a0that were seriously enhanced and streamlined in the 2.5 release. Sometimes, though, it\u2019s helpful to perform the process on a lightweight client like a browser, using an app that\u2019s easy to share with people who can contribute to your labeling effort.<\/p>\n

Providing the right quantity and quality of training samples is essential to successfully train a deep learning model that will accurately identify features. That generally means providing a lot (!) of training samples that have all been manually classified. For the Woolsey fires scenario, we had to skim through almost 10 sq. miles of imagery and categorize over a thousand building footprints as either damaged or undamaged. Challenging? Yes! But we managed to crowdsource this process in twenty minutes by using the Image Visit configurable app template to create a labeling app.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":665242,"id":665242,"title":"ImageVisit_AppScreenshot","filename":"ImageVisit_AppScreenshot.png","filesize":124795,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/ImageVisit_AppScreenshot.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/configurable-apps\/imagery\/quickly-label-deep-learning-samples-using-a-configurable-app-for-imagery\/imagevisit_appscreenshot","alt":"Image Visit labeling app screenshot","author":"6921","description":"","caption":"","name":"imagevisit_appscreenshot","status":"inherit","uploaded_to":665232,"date":"2019-11-23 00:12:59","modified":"2019-11-23 00:13:17","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":700,"height":316,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/ImageVisit_AppScreenshot-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/ImageVisit_AppScreenshot.png","medium-width":464,"medium-height":209,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/ImageVisit_AppScreenshot.png","medium_large-width":700,"medium_large-height":316,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/ImageVisit_AppScreenshot.png","large-width":700,"large-height":316,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/ImageVisit_AppScreenshot.png","1536x1536-width":700,"1536x1536-height":316,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/ImageVisit_AppScreenshot.png","2048x2048-width":700,"2048x2048-height":316,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/ImageVisit_AppScreenshot.png","card_image-width":700,"card_image-height":316,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/11\/ImageVisit_AppScreenshot.png","wide_image-width":700,"wide_image-height":316}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"

What is the Image Visit configurable app?<\/h2>\n

The Image Visit configurable app lets users quickly review imagery at a predetermined sequence of locations, editing attributes as needed. If you\u2019re using a dynamic image service, the image for the upcoming location is pre-loaded to minimize wait time. It uses a feature service to drive the app, visiting each feature in turn.<\/p>\n

We used this functionality to create an app that drives users to each training sample, lets them classify the training sample as damaged or undamaged property, and stores the results as a hosted feature service.<\/p>\n

How we built the labeling app<\/h2>\n

To create the labeling app, there were four steps:<\/p>\n

    \n
  1. Prepare our data<\/strong>\u2014We used a shapefile of building footprints provided by Los Angeles County to create a hosted feature service that contained all our samples.<\/li>\n
  2. Configure our web map<\/strong>\u2014We gathered and configured our feature service and imagery into a web map (which is the basis for the labeling app).<\/li>\n
  3. Build the app<\/strong>\u2014We configured an out-of-the-box web app template as a labeling app.<\/li>\n
  4. Use the app<\/strong>\u2014We were able to quickly review and label our training samples.<\/li>\n<\/ol>\n

    That\u2019s it! Now multiple users can quickly label training samples, with all results stored in a feature service. Try it out yourself\u2014take a demo version of the app<\/a> for a spin, or follow this Image Visit tutorial<\/a> to make your own.<\/p>\n"}],"authors":[{"ID":6921,"user_firstname":"Emily","user_lastname":"Windahl","nickname":"Emily Windahl","user_nicename":"emilycw","display_name":"Emily Windahl","user_email":"EWindahl@esri.com","user_url":"","user_registered":"2018-03-02 00:19:01","user_description":"Emily is a product manager for the Imagery team; ask her about tools and best practices for working with imagery and rasters in ArcGIS.","user_avatar":""},{"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":""}],"related_articles":"","card_image":false,"wide_image":false},"yoast_head":"\nQuickly label deep learning samples using a configurable app for imagery<\/title>\n<meta name=\"description\" content=\"Make labeling training samples for deep learning faster and easier using Esri\u2019s Image Visit configurable app.\" \/>\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\/configurable-apps\/imagery\/quickly-label-deep-learning-samples-using-a-configurable-app-for-imagery\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Quickly label deep learning samples using a configurable app for imagery\" \/>\n<meta property=\"og:description\" content=\"Make labeling training samples for deep learning faster and easier using Esri\u2019s Image Visit configurable app.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.esri.com\/arcgis-blog\/products\/configurable-apps\/imagery\/quickly-label-deep-learning-samples-using-a-configurable-app-for-imagery\" \/>\n<meta property=\"og:site_name\" content=\"ArcGIS Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/esrigis\/\" \/>\n<meta property=\"article:modified_time\" content=\"2020-04-13T21:26:51+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@ESRI\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":[\"Article\",\"BlogPosting\"],\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/products\/configurable-apps\/imagery\/quickly-label-deep-learning-samples-using-a-configurable-app-for-imagery#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/products\/configurable-apps\/imagery\/quickly-label-deep-learning-samples-using-a-configurable-app-for-imagery\"},\"author\":{\"name\":\"Emily Windahl\",\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/person\/3fd53431d602dbeea002141065f09919\"},\"headline\":\"Quickly label deep learning samples using a configurable app for imagery\",\"datePublished\":\"2019-11-26T00:00:58+00:00\",\"dateModified\":\"2020-04-13T21:26:51+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/products\/configurable-apps\/imagery\/quickly-label-deep-learning-samples-using-a-configurable-app-for-imagery\"},\"wordCount\":11,\"publisher\":{\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#organization\"},\"keywords\":[\"deep learning\",\"Image Visit\",\"Imagery\",\"labeling app\",\"training samples\"],\"articleSection\":[\"Analytics\",\"Imagery & Remote Sensing\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/products\/configurable-apps\/imagery\/quickly-label-deep-learning-samples-using-a-configurable-app-for-imagery\",\"url\":\"https:\/\/www.esri.com\/arcgis-blog\/products\/configurable-apps\/imagery\/quickly-label-deep-learning-samples-using-a-configurable-app-for-imagery\",\"name\":\"Quickly label deep learning samples using a configurable app for imagery\",\"isPartOf\":{\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#website\"},\"datePublished\":\"2019-11-26T00:00:58+00:00\",\"dateModified\":\"2020-04-13T21:26:51+00:00\",\"description\":\"Make labeling training samples for deep learning faster and easier using Esri\u2019s Image Visit configurable app.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/products\/configurable-apps\/imagery\/quickly-label-deep-learning-samples-using-a-configurable-app-for-imagery#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.esri.com\/arcgis-blog\/products\/configurable-apps\/imagery\/quickly-label-deep-learning-samples-using-a-configurable-app-for-imagery\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/products\/configurable-apps\/imagery\/quickly-label-deep-learning-samples-using-a-configurable-app-for-imagery#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.esri.com\/arcgis-blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Quickly label deep learning samples using a configurable app for imagery\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#website\",\"url\":\"https:\/\/www.esri.com\/arcgis-blog\/\",\"name\":\"ArcGIS Blog\",\"description\":\"Get insider info from Esri product teams\",\"publisher\":{\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.esri.com\/arcgis-blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#organization\",\"name\":\"Esri\",\"url\":\"https:\/\/www.esri.com\/arcgis-blog\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2018\/04\/Esri.png\",\"contentUrl\":\"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2018\/04\/Esri.png\",\"width\":400,\"height\":400,\"caption\":\"Esri\"},\"image\":{\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/esrigis\/\",\"https:\/\/x.com\/ESRI\",\"https:\/\/www.linkedin.com\/company\/5311\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/person\/3fd53431d602dbeea002141065f09919\",\"name\":\"Emily Windahl\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2018\/04\/Emily.jpg\",\"contentUrl\":\"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2018\/04\/Emily.jpg\",\"caption\":\"Emily Windahl\"},\"description\":\"Emily is a product manager for the Imagery team; ask her about tools and best practices for working with imagery and rasters in ArcGIS.\",\"url\":\"https:\/\/www.esri.com\/arcgis-blog\/author\/emilycw\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Quickly label deep learning samples using a configurable app for imagery","description":"Make labeling training samples for deep learning faster and easier using Esri\u2019s Image Visit configurable app.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.esri.com\/arcgis-blog\/products\/configurable-apps\/imagery\/quickly-label-deep-learning-samples-using-a-configurable-app-for-imagery","og_locale":"en_US","og_type":"article","og_title":"Quickly label deep learning samples using a configurable app for imagery","og_description":"Make labeling training samples for deep learning faster and easier using Esri\u2019s Image Visit configurable app.","og_url":"https:\/\/www.esri.com\/arcgis-blog\/products\/configurable-apps\/imagery\/quickly-label-deep-learning-samples-using-a-configurable-app-for-imagery","og_site_name":"ArcGIS Blog","article_publisher":"https:\/\/www.facebook.com\/esrigis\/","article_modified_time":"2020-04-13T21:26:51+00:00","twitter_card":"summary_large_image","twitter_site":"@ESRI","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":["Article","BlogPosting"],"@id":"https:\/\/www.esri.com\/arcgis-blog\/products\/configurable-apps\/imagery\/quickly-label-deep-learning-samples-using-a-configurable-app-for-imagery#article","isPartOf":{"@id":"https:\/\/www.esri.com\/arcgis-blog\/products\/configurable-apps\/imagery\/quickly-label-deep-learning-samples-using-a-configurable-app-for-imagery"},"author":{"name":"Emily Windahl","@id":"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/person\/3fd53431d602dbeea002141065f09919"},"headline":"Quickly label deep learning samples using a configurable app for imagery","datePublished":"2019-11-26T00:00:58+00:00","dateModified":"2020-04-13T21:26:51+00:00","mainEntityOfPage":{"@id":"https:\/\/www.esri.com\/arcgis-blog\/products\/configurable-apps\/imagery\/quickly-label-deep-learning-samples-using-a-configurable-app-for-imagery"},"wordCount":11,"publisher":{"@id":"https:\/\/www.esri.com\/arcgis-blog\/#organization"},"keywords":["deep learning","Image Visit","Imagery","labeling app","training samples"],"articleSection":["Analytics","Imagery & Remote Sensing"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.esri.com\/arcgis-blog\/products\/configurable-apps\/imagery\/quickly-label-deep-learning-samples-using-a-configurable-app-for-imagery","url":"https:\/\/www.esri.com\/arcgis-blog\/products\/configurable-apps\/imagery\/quickly-label-deep-learning-samples-using-a-configurable-app-for-imagery","name":"Quickly label deep learning samples using a configurable app for imagery","isPartOf":{"@id":"https:\/\/www.esri.com\/arcgis-blog\/#website"},"datePublished":"2019-11-26T00:00:58+00:00","dateModified":"2020-04-13T21:26:51+00:00","description":"Make labeling training samples for deep learning faster and easier using Esri\u2019s Image Visit configurable app.","breadcrumb":{"@id":"https:\/\/www.esri.com\/arcgis-blog\/products\/configurable-apps\/imagery\/quickly-label-deep-learning-samples-using-a-configurable-app-for-imagery#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.esri.com\/arcgis-blog\/products\/configurable-apps\/imagery\/quickly-label-deep-learning-samples-using-a-configurable-app-for-imagery"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.esri.com\/arcgis-blog\/products\/configurable-apps\/imagery\/quickly-label-deep-learning-samples-using-a-configurable-app-for-imagery#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.esri.com\/arcgis-blog\/"},{"@type":"ListItem","position":2,"name":"Quickly label deep learning samples using a configurable app for imagery"}]},{"@type":"WebSite","@id":"https:\/\/www.esri.com\/arcgis-blog\/#website","url":"https:\/\/www.esri.com\/arcgis-blog\/","name":"ArcGIS Blog","description":"Get insider info from Esri product teams","publisher":{"@id":"https:\/\/www.esri.com\/arcgis-blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.esri.com\/arcgis-blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.esri.com\/arcgis-blog\/#organization","name":"Esri","url":"https:\/\/www.esri.com\/arcgis-blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/logo\/image\/","url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2018\/04\/Esri.png","contentUrl":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2018\/04\/Esri.png","width":400,"height":400,"caption":"Esri"},"image":{"@id":"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/esrigis\/","https:\/\/x.com\/ESRI","https:\/\/www.linkedin.com\/company\/5311\/"]},{"@type":"Person","@id":"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/person\/3fd53431d602dbeea002141065f09919","name":"Emily Windahl","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/person\/image\/","url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2018\/04\/Emily.jpg","contentUrl":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2018\/04\/Emily.jpg","caption":"Emily Windahl"},"description":"Emily is a product manager for the Imagery team; ask her about tools and best practices for working with imagery and rasters in ArcGIS.","url":"https:\/\/www.esri.com\/arcgis-blog\/author\/emilycw"}]}},"text_date":"November 25, 2019","author_name":"Multiple Authors","author_page":"https:\/\/www.esri.com\/arcgis-blog\/products\/configurable-apps\/imagery\/quickly-label-deep-learning-samples-using-a-configurable-app-for-imagery","custom_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Newsroom-Keyart-Wide-1920-x-1080.jpg","primary_product":"ArcGIS Configurable Apps","tag_data":[{"term_id":186132,"name":"deep learning","slug":"deep-learning","term_group":0,"term_taxonomy_id":186132,"taxonomy":"post_tag","description":"","parent":0,"count":65,"filter":"raw"},{"term_id":513592,"name":"Image Visit","slug":"image-visit","term_group":0,"term_taxonomy_id":513592,"taxonomy":"post_tag","description":"","parent":0,"count":1,"filter":"raw"},{"term_id":115262,"name":"Imagery","slug":"imagery","term_group":0,"term_taxonomy_id":115262,"taxonomy":"post_tag","description":"","parent":0,"count":153,"filter":"raw"},{"term_id":513582,"name":"labeling app","slug":"labeling-app","term_group":0,"term_taxonomy_id":513582,"taxonomy":"post_tag","description":"","parent":0,"count":1,"filter":"raw"},{"term_id":291822,"name":"training samples","slug":"training-samples","term_group":0,"term_taxonomy_id":291822,"taxonomy":"post_tag","description":"","parent":0,"count":3,"filter":"raw"}],"category_data":[{"term_id":23341,"name":"Analytics","slug":"analytics","term_group":0,"term_taxonomy_id":23341,"taxonomy":"category","description":"","parent":0,"count":1328,"filter":"raw"},{"term_id":22931,"name":"Imagery & Remote Sensing","slug":"imagery","term_group":0,"term_taxonomy_id":22931,"taxonomy":"category","description":"","parent":0,"count":767,"filter":"raw"}],"product_data":[{"term_id":36821,"name":"ArcGIS Configurable Apps","slug":"configurable-apps","term_group":0,"term_taxonomy_id":36821,"taxonomy":"product","description":"","parent":36591,"count":94,"filter":"raw"}],"primary_product_link":"https:\/\/www.esri.com\/arcgis-blog\/?s=#&products=configurable-apps","_links":{"self":[{"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/blog\/665232","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/types\/blog"}],"author":[{"embeddable":true,"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/users\/6921"}],"replies":[{"embeddable":true,"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/comments?post=665232"}],"version-history":[{"count":0,"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/blog\/665232\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/media?parent=665232"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/categories?post=665232"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/tags?post=665232"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/industry?post=665232"},{"taxonomy":"product","embeddable":true,"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/product?post=665232"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}