{"id":9931,"date":"2024-07-18T08:02:42","date_gmt":"2024-07-18T08:02:42","guid":{"rendered":"https:\/\/sig-gis.com\/?p=9931"},"modified":"2024-08-12T22:15:41","modified_gmt":"2024-08-12T22:15:41","slug":"mapping-technology-kaza-region","status":"publish","type":"post","link":"https:\/\/sig-gis.com\/mapping-technology-kaza-region\/","title":{"rendered":"Developing Land Cover Mapping Technology for the KAZA Region"},"content":{"rendered":"\t\t
\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\n\t\n<\/svg>\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t\t\t\t
\n\n\t\t\t\t\t\t
\n\t\t\t\t\n\t\t\t\t<\/i>\t\t\t\t<\/span>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t
\n\n\t\t\t\t\t\t\t\t\t

\n\t\t\t\t\t\t\n\t\t\t\t\t\t\tEnvironmental Mapping \t\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/h3>\n\t\t\t\t\n\t\t\t\t\t\t\t\t\t

\n\t\t\t\t\t\tCase Study\t\t\t\t\t<\/p>\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

\n\t\t
\n\t\t
\n\t\t
\n\t\t\t\t
\n\t\t\t\t\t

Developing Land Cover Mapping Technology for the KAZA Region<\/h1>\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t\t

Classifying and mapping attributes of the Kavango-Zambezi Transfrontier Conservation Area faster than ever<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t\t
SCIENCE GROUP: Environmental Mapping <\/a><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
\n\t\t
\n\t\t\t\t
\n\t\t\t\t\t

Kaza Mapping<\/h3>\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\tSpatial Informatics Group developed a toolset for the Kavango-Zambezi Transfrontier Conservation Area (KAZA) that uses a Regional Land Cover Monitoring System (RLCMS) to map land cover classifications in the area. KAZA, the second largest terrestrial conservation area in the world, comprises parts of five countries in Southern Africa. SIG\u2019s system, built with Google Earth Engine, is intended to provide local users with easy-to-use technology to improve monitoring of the area.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
\n\t\t
\n\t\t
\n\t\t\t\t
\n\t\t\t\t\t

A Multilateral Project for Sustainable Agriculture<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\tWWF Germany and the German Federal Ministry for Economic Cooperation and Development created the Global Program for Food Security and Protection for the KAZA region, a protective measure that aims to promote ecological consideration in local agriculture. Measuring the impact of such a project requires earth observation through remote sensing.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\"Kaza\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
\n\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\"Sophisticated\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
\n\t\t\t\t
\n\t\t\t\t\t

Sophisticated Analysis<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\tThe toolset, called KAZA Land Cover Monitoring System (KAZA LCMS), is more nuanced than other available options because of its RLCMS framework. It allows users to rapidly prototype land cover maps through its easy-to-use interface. The KAZA LCMS puts the power of cloud computing in the hands of regional experts, enabling them to improve their mapping results over time as more data and insights become available.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
\n\t\t
\n\t\t\t\t
\n\t\t\t\t\t

Coordinated Cloud Tools<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\tKAZA LCMS encompasses an end-to-end land cover mapping process. It supports users by generating training data and leveraging machine learning models, then performing accuracy assessments and area estimation of each land cover type. Users can do all this from a command-line interface on their local computer while the tool runs data processing in the cloud on Google Earth Engine.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\"Coordinated\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
\n\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\"Coordinated\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
\n\t\t\t\t
\n\t\t\t\t\t

Codebase and Documentation\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t\t\t\t
\n\n\t\t\t\t\t\t
\n\t\t\t\t\n\t\t\t\t<\/path><\/svg>\t\t\t\t<\/a>\n\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t
\n\n\t\t\t\t\t\t\t\t\t

\n\t\t\t\t\t\t\n\t\t\t\t\t\t\tRunning KAZA Regional Land Cover Monitoring System\t\t\t\t\t\t<\/a>\n\t\t\t\t\t<\/h4>\n\t\t\t\t\n\t\t\t\t\n\t\t\t<\/div>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"

Spatial Informatics Group developed a toolset for the Kavango-Zambezi Transfrontier Conservation Area (KAZA) that uses a Regional Land Cover Monitoring System (RLCMS) to map land cover classifications in the area. KAZA, the second largest terrestrial conservation area in the world…<\/p>\n","protected":false},"author":2,"featured_media":11845,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[22,21,14,10,11,12],"tags":[33,126,125,127,28,128,35,129],"class_list":["post-9931","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-case-studies","category-group-em","category-map-projects","category-portfolio","category-projects","category-science-groups","tag-geospatial-analysis","tag-kavango-zambezi","tag-kaza","tag-land-cover","tag-machine-learning","tag-mapping","tag-monitoring","tag-regional-land-cover-monitoring-system"],"acf":{"Introduction":"Spatial Informatics Group developed a toolset for the Kavango-Zambezi Transfrontier Conservation Area (KAZA) that uses a Regional Land Cover Monitoring System (RLCMS) to map land cover classifications in the area. KAZA, the second largest terrestrial conservation area in the world.","logo_-_icon":"","second_logo_icon":"","lat":17.8,"long":24,"label":"Developing Land Cover Mapping Technology for the KAZA Region","Preview_Image":9937},"yoast_head":"\nDeveloping Land Cover Mapping Technology for the KAZA Region - SIG - Spatial Informatics Group<\/title>\n<meta name=\"description\" content=\"SIG developed a toolset for KAZA using a Regional Land Cover Monitoring System to map land cover in the world's 2nd largest conservation area\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/sig-gis.com\/mapping-technology-kaza-region\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Developing Land Cover Mapping Technology for the KAZA Region\" \/>\n<meta property=\"og:description\" content=\"Spatial Informatics Group developed a toolset for the Kavango-Zambezi Transfrontier Conservation Area (KAZA) that uses a Regional Land Cover Monitoring System (RLCMS) to map land cover classifications in the area. KAZA, the second largest terrestrial conservation area in the world...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/sig-gis.com\/mapping-technology-kaza-region\/\" \/>\n<meta property=\"og:site_name\" content=\"SIG - Spatial Informatics Group\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/Spatial.Informatics.Group\/\" \/>\n<meta property=\"article:published_time\" content=\"2024-07-18T08:02:42+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-08-12T22:15:41+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/sig-gis.com\/wp-content\/uploads\/2024\/06\/Kaza.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"598\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Andrea Raschke\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@sig_gis\" \/>\n<meta name=\"twitter:site\" content=\"@sig_gis\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Andrea Raschke\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/sig-gis.com\\\/mapping-technology-kaza-region\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/sig-gis.com\\\/mapping-technology-kaza-region\\\/\"},\"author\":{\"name\":\"Andrea Raschke\",\"@id\":\"https:\\\/\\\/sig-gis.com\\\/#\\\/schema\\\/person\\\/807d31bb73d8f270cc3ec9c9f744bd06\"},\"headline\":\"Developing Land Cover Mapping Technology for the KAZA Region\",\"datePublished\":\"2024-07-18T08:02:42+00:00\",\"dateModified\":\"2024-08-12T22:15:41+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/sig-gis.com\\\/mapping-technology-kaza-region\\\/\"},\"wordCount\":308,\"publisher\":{\"@id\":\"https:\\\/\\\/sig-gis.com\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/sig-gis.com\\\/mapping-technology-kaza-region\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/sig-gis.com\\\/wp-content\\\/uploads\\\/2024\\\/07\\\/page-cover-kaza.jpg\",\"keywords\":[\"Geospatial Analysis\",\"Kavango-Zambezi\",\"Kaza\",\"land cover\",\"machine learning\",\"mapping\",\"Monitoring\",\"Regional Land Cover Monitoring System\"],\"articleSection\":[\"Case Studies\",\"Environmental Mapping\",\"Map Projects\",\"Portfolio\",\"Projects\",\"Science Groups\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/sig-gis.com\\\/mapping-technology-kaza-region\\\/\",\"url\":\"https:\\\/\\\/sig-gis.com\\\/mapping-technology-kaza-region\\\/\",\"name\":\"Developing Land Cover Mapping Technology for the KAZA Region - SIG - Spatial Informatics Group\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/sig-gis.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/sig-gis.com\\\/mapping-technology-kaza-region\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/sig-gis.com\\\/mapping-technology-kaza-region\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/sig-gis.com\\\/wp-content\\\/uploads\\\/2024\\\/07\\\/page-cover-kaza.jpg\",\"datePublished\":\"2024-07-18T08:02:42+00:00\",\"dateModified\":\"2024-08-12T22:15:41+00:00\",\"description\":\"SIG developed a toolset for KAZA using a Regional Land Cover Monitoring System to map land cover in the world's 2nd largest conservation area\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/sig-gis.com\\\/mapping-technology-kaza-region\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/sig-gis.com\\\/mapping-technology-kaza-region\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/sig-gis.com\\\/mapping-technology-kaza-region\\\/#primaryimage\",\"url\":\"https:\\\/\\\/sig-gis.com\\\/wp-content\\\/uploads\\\/2024\\\/07\\\/page-cover-kaza.jpg\",\"contentUrl\":\"https:\\\/\\\/sig-gis.com\\\/wp-content\\\/uploads\\\/2024\\\/07\\\/page-cover-kaza.jpg\",\"width\":1200,\"height\":500,\"caption\":\"Developing Land Cover Mapping Technology\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/sig-gis.com\\\/mapping-technology-kaza-region\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/sig-gis.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Developing Land Cover Mapping Technology for the KAZA Region\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/sig-gis.com\\\/#website\",\"url\":\"https:\\\/\\\/sig-gis.com\\\/\",\"name\":\"SIG - Spatial Informatics Group\",\"description\":\"Spatial Informatics Group\",\"publisher\":{\"@id\":\"https:\\\/\\\/sig-gis.com\\\/#organization\"},\"alternateName\":\"SIG\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/sig-gis.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/sig-gis.com\\\/#organization\",\"name\":\"SIG - Spatial Informatics Group\",\"url\":\"https:\\\/\\\/sig-gis.com\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/sig-gis.com\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/sig-gis.com\\\/wp-content\\\/uploads\\\/2024\\\/01\\\/SIG-logo-default.png\",\"contentUrl\":\"https:\\\/\\\/sig-gis.com\\\/wp-content\\\/uploads\\\/2024\\\/01\\\/SIG-logo-default.png\",\"width\":2065,\"height\":951,\"caption\":\"SIG - Spatial Informatics Group\"},\"image\":{\"@id\":\"https:\\\/\\\/sig-gis.com\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/Spatial.Informatics.Group\\\/\",\"https:\\\/\\\/x.com\\\/sig_gis\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/spatial-informatics-group-llc\\\/posts\\\/?feedView=all\"],\"publishingPrinciples\":\"https:\\\/\\\/sig-gis.com\\\/about-us\\\/\",\"ownershipFundingInfo\":\"https:\\\/\\\/sig-gis.com\\\/about-us\\\/\",\"correctionsPolicy\":\"https:\\\/\\\/sig-gis.com\\\/privacy-policy\\\/\",\"ethicsPolicy\":\"https:\\\/\\\/sig-gis.com\\\/privacy-policy\\\/\",\"diversityPolicy\":\"https:\\\/\\\/sig-gis.com\\\/privacy-policy\\\/\",\"diversityStaffingReport\":\"https:\\\/\\\/sig-gis.com\\\/privacy-policy\\\/\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/sig-gis.com\\\/#\\\/schema\\\/person\\\/807d31bb73d8f270cc3ec9c9f744bd06\",\"name\":\"Andrea Raschke\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/6ffcb2a3701c51c37a28bdadc255fd55d59d6009cdd4047a8d0edec8b0f337c7?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/6ffcb2a3701c51c37a28bdadc255fd55d59d6009cdd4047a8d0edec8b0f337c7?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/6ffcb2a3701c51c37a28bdadc255fd55d59d6009cdd4047a8d0edec8b0f337c7?s=96&d=mm&r=g\",\"caption\":\"Andrea Raschke\"},\"url\":\"https:\\\/\\\/sig-gis.com\\\/author\\\/andrear\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Developing Land Cover Mapping Technology for the KAZA Region - SIG - Spatial Informatics Group","description":"SIG developed a toolset for KAZA using a Regional Land Cover Monitoring System to map land cover in the world's 2nd largest conservation area","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:\/\/sig-gis.com\/mapping-technology-kaza-region\/","og_locale":"en_US","og_type":"article","og_title":"Developing Land Cover Mapping Technology for the KAZA Region","og_description":"Spatial Informatics Group developed a toolset for the Kavango-Zambezi Transfrontier Conservation Area (KAZA) that uses a Regional Land Cover Monitoring System (RLCMS) to map land cover classifications in the area. KAZA, the second largest terrestrial conservation area in the world...","og_url":"https:\/\/sig-gis.com\/mapping-technology-kaza-region\/","og_site_name":"SIG - Spatial Informatics Group","article_publisher":"https:\/\/www.facebook.com\/Spatial.Informatics.Group\/","article_published_time":"2024-07-18T08:02:42+00:00","article_modified_time":"2024-08-12T22:15:41+00:00","og_image":[{"width":1200,"height":598,"url":"https:\/\/sig-gis.com\/wp-content\/uploads\/2024\/06\/Kaza.jpg","type":"image\/jpeg"}],"author":"Andrea Raschke","twitter_card":"summary_large_image","twitter_creator":"@sig_gis","twitter_site":"@sig_gis","twitter_misc":{"Written by":"Andrea Raschke","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/sig-gis.com\/mapping-technology-kaza-region\/#article","isPartOf":{"@id":"https:\/\/sig-gis.com\/mapping-technology-kaza-region\/"},"author":{"name":"Andrea Raschke","@id":"https:\/\/sig-gis.com\/#\/schema\/person\/807d31bb73d8f270cc3ec9c9f744bd06"},"headline":"Developing Land Cover Mapping Technology for the KAZA Region","datePublished":"2024-07-18T08:02:42+00:00","dateModified":"2024-08-12T22:15:41+00:00","mainEntityOfPage":{"@id":"https:\/\/sig-gis.com\/mapping-technology-kaza-region\/"},"wordCount":308,"publisher":{"@id":"https:\/\/sig-gis.com\/#organization"},"image":{"@id":"https:\/\/sig-gis.com\/mapping-technology-kaza-region\/#primaryimage"},"thumbnailUrl":"https:\/\/sig-gis.com\/wp-content\/uploads\/2024\/07\/page-cover-kaza.jpg","keywords":["Geospatial Analysis","Kavango-Zambezi","Kaza","land cover","machine learning","mapping","Monitoring","Regional Land Cover Monitoring System"],"articleSection":["Case Studies","Environmental Mapping","Map Projects","Portfolio","Projects","Science Groups"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/sig-gis.com\/mapping-technology-kaza-region\/","url":"https:\/\/sig-gis.com\/mapping-technology-kaza-region\/","name":"Developing Land Cover Mapping Technology for the KAZA Region - SIG - Spatial Informatics Group","isPartOf":{"@id":"https:\/\/sig-gis.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/sig-gis.com\/mapping-technology-kaza-region\/#primaryimage"},"image":{"@id":"https:\/\/sig-gis.com\/mapping-technology-kaza-region\/#primaryimage"},"thumbnailUrl":"https:\/\/sig-gis.com\/wp-content\/uploads\/2024\/07\/page-cover-kaza.jpg","datePublished":"2024-07-18T08:02:42+00:00","dateModified":"2024-08-12T22:15:41+00:00","description":"SIG developed a toolset for KAZA using a Regional Land Cover Monitoring System to map land cover in the world's 2nd largest conservation area","breadcrumb":{"@id":"https:\/\/sig-gis.com\/mapping-technology-kaza-region\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/sig-gis.com\/mapping-technology-kaza-region\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/sig-gis.com\/mapping-technology-kaza-region\/#primaryimage","url":"https:\/\/sig-gis.com\/wp-content\/uploads\/2024\/07\/page-cover-kaza.jpg","contentUrl":"https:\/\/sig-gis.com\/wp-content\/uploads\/2024\/07\/page-cover-kaza.jpg","width":1200,"height":500,"caption":"Developing Land Cover Mapping Technology"},{"@type":"BreadcrumbList","@id":"https:\/\/sig-gis.com\/mapping-technology-kaza-region\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/sig-gis.com\/"},{"@type":"ListItem","position":2,"name":"Developing Land Cover Mapping Technology for the KAZA Region"}]},{"@type":"WebSite","@id":"https:\/\/sig-gis.com\/#website","url":"https:\/\/sig-gis.com\/","name":"SIG - Spatial Informatics Group","description":"Spatial Informatics Group","publisher":{"@id":"https:\/\/sig-gis.com\/#organization"},"alternateName":"SIG","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/sig-gis.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/sig-gis.com\/#organization","name":"SIG - Spatial Informatics Group","url":"https:\/\/sig-gis.com\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/sig-gis.com\/#\/schema\/logo\/image\/","url":"https:\/\/sig-gis.com\/wp-content\/uploads\/2024\/01\/SIG-logo-default.png","contentUrl":"https:\/\/sig-gis.com\/wp-content\/uploads\/2024\/01\/SIG-logo-default.png","width":2065,"height":951,"caption":"SIG - Spatial Informatics Group"},"image":{"@id":"https:\/\/sig-gis.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/Spatial.Informatics.Group\/","https:\/\/x.com\/sig_gis","https:\/\/www.linkedin.com\/company\/spatial-informatics-group-llc\/posts\/?feedView=all"],"publishingPrinciples":"https:\/\/sig-gis.com\/about-us\/","ownershipFundingInfo":"https:\/\/sig-gis.com\/about-us\/","correctionsPolicy":"https:\/\/sig-gis.com\/privacy-policy\/","ethicsPolicy":"https:\/\/sig-gis.com\/privacy-policy\/","diversityPolicy":"https:\/\/sig-gis.com\/privacy-policy\/","diversityStaffingReport":"https:\/\/sig-gis.com\/privacy-policy\/"},{"@type":"Person","@id":"https:\/\/sig-gis.com\/#\/schema\/person\/807d31bb73d8f270cc3ec9c9f744bd06","name":"Andrea Raschke","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/6ffcb2a3701c51c37a28bdadc255fd55d59d6009cdd4047a8d0edec8b0f337c7?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/6ffcb2a3701c51c37a28bdadc255fd55d59d6009cdd4047a8d0edec8b0f337c7?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/6ffcb2a3701c51c37a28bdadc255fd55d59d6009cdd4047a8d0edec8b0f337c7?s=96&d=mm&r=g","caption":"Andrea Raschke"},"url":"https:\/\/sig-gis.com\/author\/andrear\/"}]}},"_links":{"self":[{"href":"https:\/\/sig-gis.com\/wp-json\/wp\/v2\/posts\/9931","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sig-gis.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sig-gis.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sig-gis.com\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/sig-gis.com\/wp-json\/wp\/v2\/comments?post=9931"}],"version-history":[{"count":0,"href":"https:\/\/sig-gis.com\/wp-json\/wp\/v2\/posts\/9931\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sig-gis.com\/wp-json\/wp\/v2\/media\/11845"}],"wp:attachment":[{"href":"https:\/\/sig-gis.com\/wp-json\/wp\/v2\/media?parent=9931"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sig-gis.com\/wp-json\/wp\/v2\/categories?post=9931"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sig-gis.com\/wp-json\/wp\/v2\/tags?post=9931"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}