{"id":2575,"date":"2021-09-28T16:21:51","date_gmt":"2021-09-28T09:21:51","guid":{"rendered":"https:\/\/www.esrith.com\/products\/capabilities\/spatial-analysis-and-data-science\/"},"modified":"2024-06-21T04:49:36","modified_gmt":"2024-06-20T21:49:36","slug":"spatial-analysis-and-data-science","status":"publish","type":"page","link":"https:\/\/www.esrith.com\/en\/products\/capabilities\/spatial-analysis-and-data-science\/","title":{"rendered":"Spatial Analysis and Data Science"},"content":{"rendered":"

[vc_row css_animation=”” row_type=”row” use_row_as_full_screen_section=”no” type=”grid” angled_section=”no” text_align=”left” background_image_as_pattern=”without_pattern” css=”.vc_custom_1718682052559{background-color: #202020 !important;}” z_index=”” el_class=”tab-desktop”][vc_column width=”1\/2″ el_class=”tab-top-page-height-text”][vc_column_text]<\/p>\n

Spatial Analysis and Data Science<\/h2>\n

[\/vc_column_text][\/vc_column][vc_column width=”1\/2″][vc_column_text el_class=”tab-desktop”]Overview<\/a>[\/vc_column_text][\/vc_column][\/vc_row][vc_row css_animation=”” row_type=”row” use_row_as_full_screen_section=”no” type=”full_width” angled_section=”no” text_align=”left” background_image_as_pattern=”without_pattern” css=”.vc_custom_1718681208083{padding-left: 15px !important;background-color: #202020 !important;}” z_index=”” el_class=”tab-mobile”][vc_column el_class=”tab-top-page-height-text” css=”.vc_custom_1704418025029{padding-left: 20px !important;}”][vc_column_text]<\/p>\n

Spatial Analysis and Data Science<\/h2>\n

[\/vc_column_text][\/vc_column][\/vc_row][vc_row css_animation=”” row_type=”row” use_row_as_full_screen_section=”no” type=”grid” angled_section=”no” text_align=”left” background_image_as_pattern=”without_pattern” css=”.vc_custom_1718916137868{background-image: url(https:\/\/www.esrith.com\/wp-content\/uploads\/2024\/06\/Background-5.svg?id=32068) !important;}” z_index=”” el_class=”tab-desktop h-700″][vc_column el_id=”h-700″][vc_column_text]<\/p>\n

Spatial Analytics and
\nData Science<\/h1>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718915854061{padding-top: 10px !important;}”]Seize market opportunities, mitigate risk, optimize resources, and plan for the future with
\nthe world\u2019s leading spatial analytics software<\/span>[\/vc_column_text][\/vc_column][\/vc_row][vc_row css_animation=”” row_type=”row” use_row_as_full_screen_section=”no” type=”full_width” angled_section=”no” text_align=”left” background_image_as_pattern=”without_pattern” css=”.vc_custom_1718918478781{padding-top: 50px !important;padding-right: 15px !important;padding-bottom: 50px !important;padding-left: 15px !important;background-image: url(https:\/\/www.esrith.com\/wp-content\/uploads\/2024\/06\/Spatial-Analytics-and-Data-Science.svg?id=32072) !important;}” z_index=”” el_class=”tab-mobile h-844″][vc_column][vc_column_text]<\/p>\n

Spatial Analytics and
\nData Science<\/h1>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718915863894{padding-top: 10px !important;}”]Seize market opportunities, mitigate risk, optimize resources, and plan for the future with
\nthe world\u2019s leading spatial analytics software<\/span>[\/vc_column_text][\/vc_column][\/vc_row][vc_row css_animation=”” row_type=”row” use_row_as_full_screen_section=”no” type=”full_width” angled_section=”no” text_align=”left” background_image_as_pattern=”without_pattern” css=”.vc_custom_1718713200250{padding-right: 15% !important;background-color: #2b2b2b !important;}” z_index=”” el_class=”tab-desktop”][vc_column width=”1\/2″ el_class=”h-908″][vc_column_text]\"\"[\/vc_column_text][\/vc_column][vc_column width=”1\/2″ el_class=”h-908″ css=”.vc_custom_1718916277867{padding-left: 30px !important;}”][vc_column_text]<\/p>\n

ANALYZE DATA IN CONTEXT<\/p>\n

[\/vc_column_text][vc_column_text]<\/p>\n

Location reveals hidden
\npatterns and relationships<\/h2>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718919091472{padding-top: 10px !important;}”]<\/p>\n

Spatial analytics uses location as a connective thread to help you understand how the environment around you affects the challenges you’re finding solutions for\u2014whether that is climate change, customer behavior, or resource allocation. By examining data in relation to its geographic location, you can reveal unexplored spatial patterns, trends, and connections. It’s these essential discoveries that often explain the “why” behind many of today’s most pressing environmental and business questions.<\/p>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718919138510{padding-top: 30px !important;}”]<\/p>\n

\n
\n

\"\"<\/p>\n

Unparalleled collection of spatial algorithms<\/p>\n<\/div>\n

\n

Esri continues to evolve to meet your needs with a comprehensive set of spatial algorithms and methods ranging from basic to advanced.<\/p>\n<\/div>\n<\/div>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718919188069{padding-top: 20px !important;}”]<\/p>\n

\n
\n

\"\"<\/p>\n

Enterprise-grade analytics<\/p>\n<\/div>\n

\n

Business and government leaders around the world rely on Esri to maintain operations and provide technical support when it\u2019s needed the most.<\/p>\n<\/div>\n<\/div>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718919469869{padding-top: 20px !important;}”]<\/p>\n

\n

\"\"<\/p>\n

Align with data governance strategies<\/p>\n<\/div>\n

\n

Seamlessly store, manage, and integrate geospatial data from multiple sources, ensuring a smooth data exchange and software interoperability.<\/p>\n<\/div>\n

[\/vc_column_text][\/vc_column][\/vc_row][vc_row css_animation=”” row_type=”row” use_row_as_full_screen_section=”no” type=”full_width” angled_section=”no” text_align=”left” background_image_as_pattern=”without_pattern” css=”.vc_custom_1718713383471{padding-top: 50px !important;padding-right: 15px !important;padding-bottom: 50px !important;padding-left: 15px !important;background-color: #2b2b2b !important;}” z_index=”” el_class=”tab-mobile”][vc_column el_class=”h-1074″][vc_column_text]<\/p>\n

ANALYZE DATA IN CONTEXT<\/p>\n

[\/vc_column_text][vc_column_text]<\/p>\n

Location reveals hidden
\npatterns and relationships<\/h2>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718919099010{padding-top: 10px !important;}”]<\/p>\n

Spatial analytics uses location as a connective thread to help you understand how the environment around you affects the challenges you’re finding solutions for\u2014whether that is climate change, customer behavior, or resource allocation. By examining data in relation to its geographic location, you can reveal unexplored spatial patterns, trends, and connections. It’s these essential discoveries that often explain the “why” behind many of today’s most pressing environmental and business questions.<\/p>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718919138510{padding-top: 30px !important;}”]<\/p>\n

\n
\n

\"\"<\/p>\n

Unparalleled collection of spatial algorithms<\/p>\n<\/div>\n

\n

Esri continues to evolve to meet your needs with a comprehensive set of spatial algorithms and methods ranging from basic to advanced.<\/p>\n<\/div>\n<\/div>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718919202383{padding-top: 20px !important;}”]<\/p>\n

\n
\n

\"\"<\/p>\n

Enterprise-grade analytics<\/p>\n<\/div>\n

\n

Business and government leaders around the world rely on Esri to maintain operations and provide technical support when it\u2019s needed the most.<\/p>\n<\/div>\n<\/div>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718919469869{padding-top: 20px !important;}”]<\/p>\n

\n

\"\"<\/p>\n

Align with data governance strategies<\/p>\n<\/div>\n

\n

Seamlessly store, manage, and integrate geospatial data from multiple sources, ensuring a smooth data exchange and software interoperability.<\/p>\n<\/div>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718918434957{padding-top: 30px !important;}”]\"\"[\/vc_column_text][\/vc_column][\/vc_row][vc_row css_animation=”” row_type=”row” use_row_as_full_screen_section=”no” type=”grid” angled_section=”no” text_align=”left” background_image_as_pattern=”without_pattern” css=”.vc_custom_1718839466301{padding-top: 50px !important;padding-bottom: 50px !important;background-color: #2b2b2b !important;}” z_index=”” el_class=”tab-desktop”][vc_column][vc_column_text]<\/p>\n

Delivering transformational results<\/h2>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718919515229{padding-top: 10px !important;}”]<\/p>\n

Hear testimonials from industry leaders who have implemented spatial analytics
\nwithin their organization to drive environmental change, societal well-being, and
\neconomic results.<\/p>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718919589357{padding-top: 10px !important;}”]\"\"<\/a>[\/vc_column_text][vc_row_inner row_type=”row” type=”grid” text_align=”left” css_animation=”” css=”.vc_custom_1718917414466{padding-top: 50px !important;}”][vc_column_inner][vc_column_text]\"\"[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row css_animation=”” row_type=”row” use_row_as_full_screen_section=”no” type=”full_width” angled_section=”no” text_align=”left” background_image_as_pattern=”without_pattern” css=”.vc_custom_1718839579420{padding-right: 15px !important;padding-bottom: 50px !important;padding-left: 15px !important;background-color: #2b2b2b !important;}” z_index=”” el_class=”tab-mobile”][vc_column][vc_column_text]<\/p>\n

Delivering transformational results<\/h2>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718919531153{padding-top: 10px !important;}”]<\/p>\n

Hear testimonials from industry leaders who have
\nimplemented spatial analytics within their organization
\nto drive environmental change, societal well-being,
\nand economic results.<\/p>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718919575879{padding-top: 10px !important;}”]\"\"<\/a>[\/vc_column_text][vc_row_inner row_type=”row” type=”full_width” text_align=”left” css_animation=”” css=”.vc_custom_1718917493420{padding-top: 50px !important;padding-right: 15px !important;padding-left: 15px !important;}”][vc_column_inner][vc_column_text]\"\"[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row css_animation=”” row_type=”row” use_row_as_full_screen_section=”no” type=”grid” angled_section=”no” text_align=”left” background_image_as_pattern=”without_pattern” css=”.vc_custom_1718918169963{padding-bottom: 50px !important;background-color: #2b2b2b !important;}” z_index=”” el_class=”tab-desktop”][vc_column][vc_column_text]<\/p>\n

A comprehensive system to
\nmeet your needs<\/h2>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718919780200{padding-top: 10px !important;}”]<\/p>\n

ArcGIS includes and integrates with a diverse set of geospatial data types. Data can be analyzed
\nwithin ArcGIS or at the source of where data lives. With speed, scalability, and interoperability,
\nArcGIS empowers users to leverage all relevant data to drive action.<\/p>\n

[\/vc_column_text][vc_row_inner row_type=”row” type=”grid” text_align=”left” css_animation=”” css=”.vc_custom_1718839808354{padding-top: 50px !important;}” el_class=”tab-desktop”][vc_column_inner width=”1\/5″][vc_column_text]\"\"[\/vc_column_text][vc_column_text css=”.vc_custom_1718917963099{padding-top: 10px !important;}”]<\/p>\n

Data<\/p>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718920138191{padding-top: 10px !important;}”]<\/p>\n

Bring together nonspatial and geospatial data such as raster, vector, point cloud, IoT sensor, 3D, and multidimensional data. Through various user experiences, ArcGIS enables organizations to securely analyze data where it lives\u2014cloud- native data warehouses, relational databases, knowledge graph databases, and more.<\/p>\n

[\/vc_column_text][\/vc_column_inner][vc_column_inner width=”1\/5″][vc_column_text]\"\"[\/vc_column_text][vc_column_text css=”.vc_custom_1718918037162{padding-top: 10px !important;}”]<\/p>\n

Analytics<\/p>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718920123508{padding-top: 10px !important;}”]<\/p>\n

ArcGIS offers progressive analysis capabilities. Start with foundational spatial techniques such as geocoding, geoenrichment, and spatial overlays. As your needs evolve, find clusters, perform classification, and make predictions using more advanced techniques like modeling, geospatial artificial intelligence (GeoAI), and spatiotemporal statistics.<\/p>\n

[\/vc_column_text][\/vc_column_inner][vc_column_inner width=”1\/5″][vc_column_text]\"\"[\/vc_column_text][vc_column_text css=”.vc_custom_1718918084216{padding-top: 10px !important;}”]<\/p>\n

Integrations<\/p>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718920150326{padding-top: 10px !important;}”]<\/p>\n

Remain agile in your problem-solving abilities. ArcGIS is open and interoperable, allowing you to integrate and work with the tools and languages you already know such as Jupyter notebooks, Python, and R.<\/p>\n

[\/vc_column_text][\/vc_column_inner][vc_column_inner width=”1\/5″][vc_column_text]\"\"[\/vc_column_text][vc_column_text css=”.vc_custom_1718918099760{padding-top: 10px !important;}”]<\/p>\n

Automation<\/p>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718920161538{padding-top: 10px !important;}”]<\/p>\n

Run operations at scale\u00a0by automating data generation, communication between applications, and routine analyses or tasks.<\/p>\n

[\/vc_column_text][\/vc_column_inner][vc_column_inner width=”1\/5″][vc_column_text]\"\"[\/vc_column_text][vc_column_text css=”.vc_custom_1718918130469{padding-top: 10px !important;}”]<\/p>\n

Share<\/p>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718920173584{padding-top: 10px !important;}”]<\/p>\n

Share analysis results with anyone, anywhere,\u00a0at any time. Work with your colleagues on\u00a0analyses, share workflows,\u00a0tell compelling stories, and enable others\u00a0to analyze data\u00a0within simplified apps that you create to\u00a0support\u00a0informed decisions.<\/p>\n

[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row css_animation=”” row_type=”row” use_row_as_full_screen_section=”no” type=”full_width” angled_section=”no” text_align=”left” background_image_as_pattern=”without_pattern” css=”.vc_custom_1718918183527{padding-right: 15px !important;padding-bottom: 50px !important;padding-left: 15px !important;background-color: #2b2b2b !important;}” z_index=”” el_class=”tab-mobile”][vc_column][vc_column_text]<\/p>\n

A comprehensive system to meet your
\nneeds<\/h2>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718920103924{padding-top: 10px !important;}”]<\/p>\n

ArcGIS includes and integrates with a diverse set of geospatial data types. Data can be analyzed within ArcGIS or at the source of where data lives. With speed, scalability, and interoperability, ArcGIS empowers users to leverage all relevant data to drive action.<\/p>\n

[\/vc_column_text][vc_row_inner row_type=”row” type=”full_width” text_align=”left” css_animation=”” css=”.vc_custom_1718918356310{padding-top: 50px !important;}”][vc_column_inner width=”1\/5″ css=”.vc_custom_1718918379151{padding-bottom: 50px !important;}”][vc_column_text]\"\"[\/vc_column_text][vc_column_text css=”.vc_custom_1718917963099{padding-top: 10px !important;}”]<\/p>\n

Data<\/p>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718919906342{padding-top: 10px !important;}”]<\/p>\n

Bring together nonspatial and geospatial data such as raster, vector, point cloud, IoT sensor, 3D, and multidimensional data. Through various user experiences, ArcGIS enables organizations to securely analyze data where it lives\u2014cloud- native data warehouses, relational databases, knowledge graph databases, and more.<\/p>\n

[\/vc_column_text][\/vc_column_inner][vc_column_inner width=”1\/5″ css=”.vc_custom_1718918384562{padding-bottom: 50px !important;}”][vc_column_text]\"\"[\/vc_column_text][vc_column_text css=”.vc_custom_1718918037162{padding-top: 10px !important;}”]<\/p>\n

Analytics<\/p>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718919932546{padding-top: 10px !important;}”]<\/p>\n

ArcGIS offers progressive analysis capabilities. Start with foundational spatial techniques such as geocoding, geoenrichment, and spatial overlays. As your needs evolve, find clusters, perform classification, and make predictions using more advanced techniques like modeling, geospatial artificial intelligence (GeoAI), and spatiotemporal statistics.<\/p>\n

[\/vc_column_text][\/vc_column_inner][vc_column_inner width=”1\/5″ css=”.vc_custom_1718918390343{padding-bottom: 50px !important;}”][vc_column_text]\"\"[\/vc_column_text][vc_column_text css=”.vc_custom_1718918084216{padding-top: 10px !important;}”]<\/p>\n

Integrations<\/p>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718919959619{padding-top: 10px !important;}”]<\/p>\n

Remain agile in your problem-solving abilities. ArcGIS is open and interoperable, allowing you to integrate and work with the tools and languages you already know such as Jupyter notebooks, Python, and R.<\/p>\n

[\/vc_column_text][\/vc_column_inner][vc_column_inner width=”1\/5″ css=”.vc_custom_1718918395607{padding-bottom: 50px !important;}”][vc_column_text]\"\"[\/vc_column_text][vc_column_text css=”.vc_custom_1718918099760{padding-top: 10px !important;}”]<\/p>\n

Automation<\/p>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718919976602{padding-top: 10px !important;}”]<\/p>\n

Run operations at scale\u00a0by automating data generation, communication between applications, and routine analyses or tasks.<\/p>\n

[\/vc_column_text][\/vc_column_inner][vc_column_inner width=”1\/5″][vc_column_text]\"\"[\/vc_column_text][vc_column_text css=”.vc_custom_1718918130469{padding-top: 10px !important;}”]<\/p>\n

Share<\/p>\n

[\/vc_column_text][vc_column_text css=”.vc_custom_1718919996076{padding-top: 10px !important;}”]<\/p>\n

Share analysis results with anyone, anywhere,\u00a0at any time. Work with your colleagues on\u00a0analyses, share workflows,\u00a0tell compelling stories, and enable others\u00a0to analyze data\u00a0within simplified apps that you create to\u00a0support\u00a0informed decisions.<\/p>\n

[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row]<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"

[vc_row css_animation=”” row_type=”row” use_row_as_full_screen_section=”no” type=”grid” angled_section=”no” text_align=”left” background_image_as_pattern=”without_pattern” css=”.vc_custom_1718682052559{background-color: #202020 !important;}” z_index=”” el_class=”tab-desktop”][vc_column width=”1\/2″ el_class=”tab-top-page-height-text”][vc_column_text] Spatial Analysis and Data Science [\/vc_column_text][\/vc_column][vc_column width=”1\/2″][vc_column_text el_class=”tab-desktop”]Overview[\/vc_column_text][\/vc_column][\/vc_row][vc_row css_animation=”” row_type=”row” use_row_as_full_screen_section=”no” type=”full_width” angled_section=”no” text_align=”left” background_image_as_pattern=”without_pattern” css=”.vc_custom_1718681208083{padding-left: 15px !important;background-color: #202020 !important;}” z_index=”” el_class=”tab-mobile”][vc_column el_class=”tab-top-page-height-text” css=”.vc_custom_1704418025029{padding-left: 20px !important;}”][vc_column_text] Spatial Analysis and Data…<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":2569,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"full_width.php","meta":{"inline_featured_image":false,"footnotes":""},"class_list":["post-2575","page","type-page","status-publish","hentry"],"yoast_head":"\nSpatial Analysis and Data Science - Esri Thailand<\/title>\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.esrith.com\/products\/capabilities\/spatial-analysis-and-data-science\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Spatial Analysis and Data Science - Esri Thailand\" \/>\n<meta property=\"og:description\" content=\"[vc_row css_animation=”” row_type=”row” use_row_as_full_screen_section=”no” type=”grid” angled_section=”no” text_align=”left” background_image_as_pattern=”without_pattern” css=”.vc_custom_1718682052559{background-color: #202020 !important;}” z_index=”” el_class=”tab-desktop”][vc_column width=”1\/2″ el_class=”tab-top-page-height-text”][vc_column_text] Spatial Analysis and Data Science [\/vc_column_text][\/vc_column][vc_column width=”1\/2″][vc_column_text el_class=”tab-desktop”]Overview[\/vc_column_text][\/vc_column][\/vc_row][vc_row css_animation=”” row_type=”row” use_row_as_full_screen_section=”no” type=”full_width” angled_section=”no” text_align=”left” background_image_as_pattern=”without_pattern” css=”.vc_custom_1718681208083{padding-left: 15px !important;background-color: #202020 !important;}” z_index=”” el_class=”tab-mobile”][vc_column el_class=”tab-top-page-height-text” css=”.vc_custom_1704418025029{padding-left: 20px !important;}”][vc_column_text] Spatial Analysis and Data...\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.esrith.com\/products\/capabilities\/spatial-analysis-and-data-science\/\" \/>\n<meta property=\"og:site_name\" content=\"Esri Thailand\" \/>\n<meta property=\"article:modified_time\" content=\"2024-06-20T21:49:36+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.esrith.com\/wp-content\/uploads\/2024\/06\/Container-1-2.svg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"11 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.esrith.com\/products\/capabilities\/spatial-analysis-and-data-science\/\",\"url\":\"https:\/\/www.esrith.com\/products\/capabilities\/spatial-analysis-and-data-science\/\",\"name\":\"Spatial Analysis and Data Science - Esri Thailand\",\"isPartOf\":{\"@id\":\"https:\/\/www.esrith.com\/en\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.esrith.com\/products\/capabilities\/spatial-analysis-and-data-science\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.esrith.com\/products\/capabilities\/spatial-analysis-and-data-science\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.esrith.com\/wp-content\/uploads\/2024\/06\/Container-1-2.svg\",\"datePublished\":\"2021-09-28T09:21:51+00:00\",\"dateModified\":\"2024-06-20T21:49:36+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/www.esrith.com\/products\/capabilities\/spatial-analysis-and-data-science\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.esrith.com\/products\/capabilities\/spatial-analysis-and-data-science\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.esrith.com\/products\/capabilities\/spatial-analysis-and-data-science\/#primaryimage\",\"url\":\"https:\/\/www.esrith.com\/wp-content\/uploads\/2024\/06\/Container-1-2.svg\",\"contentUrl\":\"https:\/\/www.esrith.com\/wp-content\/uploads\/2024\/06\/Container-1-2.svg\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.esrith.com\/products\/capabilities\/spatial-analysis-and-data-science\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.esrith.com\/en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Products\",\"item\":\"https:\/\/www.esrith.com\/products\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Capabilities\",\"item\":\"https:\/\/www.esrith.com\/en\/products\/capabilities\/\"},{\"@type\":\"ListItem\",\"position\":4,\"name\":\"Spatial Analysis and Data Science\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.esrith.com\/en\/#website\",\"url\":\"https:\/\/www.esrith.com\/en\/\",\"name\":\"Esri Thailand\",\"description\":\"GIS Mapping Software, Spatial Analysis, and Location Intelligence\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.esrith.com\/en\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Spatial Analysis and Data Science - Esri Thailand","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.esrith.com\/products\/capabilities\/spatial-analysis-and-data-science\/","og_locale":"en_US","og_type":"article","og_title":"Spatial Analysis and Data Science - Esri Thailand","og_description":"[vc_row css_animation=”” row_type=”row” use_row_as_full_screen_section=”no” type=”grid” angled_section=”no” text_align=”left” background_image_as_pattern=”without_pattern” css=”.vc_custom_1718682052559{background-color: #202020 !important;}” z_index=”” el_class=”tab-desktop”][vc_column width=”1\/2″ el_class=”tab-top-page-height-text”][vc_column_text] Spatial Analysis and Data Science [\/vc_column_text][\/vc_column][vc_column width=”1\/2″][vc_column_text el_class=”tab-desktop”]Overview[\/vc_column_text][\/vc_column][\/vc_row][vc_row css_animation=”” row_type=”row” use_row_as_full_screen_section=”no” type=”full_width” angled_section=”no” text_align=”left” background_image_as_pattern=”without_pattern” css=”.vc_custom_1718681208083{padding-left: 15px !important;background-color: #202020 !important;}” z_index=”” el_class=”tab-mobile”][vc_column el_class=”tab-top-page-height-text” css=”.vc_custom_1704418025029{padding-left: 20px !important;}”][vc_column_text] Spatial Analysis and Data...","og_url":"https:\/\/www.esrith.com\/products\/capabilities\/spatial-analysis-and-data-science\/","og_site_name":"Esri Thailand","article_modified_time":"2024-06-20T21:49:36+00:00","og_image":[{"url":"https:\/\/www.esrith.com\/wp-content\/uploads\/2024\/06\/Container-1-2.svg","type":"","width":"","height":""}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"11 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.esrith.com\/products\/capabilities\/spatial-analysis-and-data-science\/","url":"https:\/\/www.esrith.com\/products\/capabilities\/spatial-analysis-and-data-science\/","name":"Spatial Analysis and Data Science - Esri Thailand","isPartOf":{"@id":"https:\/\/www.esrith.com\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.esrith.com\/products\/capabilities\/spatial-analysis-and-data-science\/#primaryimage"},"image":{"@id":"https:\/\/www.esrith.com\/products\/capabilities\/spatial-analysis-and-data-science\/#primaryimage"},"thumbnailUrl":"https:\/\/www.esrith.com\/wp-content\/uploads\/2024\/06\/Container-1-2.svg","datePublished":"2021-09-28T09:21:51+00:00","dateModified":"2024-06-20T21:49:36+00:00","breadcrumb":{"@id":"https:\/\/www.esrith.com\/products\/capabilities\/spatial-analysis-and-data-science\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.esrith.com\/products\/capabilities\/spatial-analysis-and-data-science\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.esrith.com\/products\/capabilities\/spatial-analysis-and-data-science\/#primaryimage","url":"https:\/\/www.esrith.com\/wp-content\/uploads\/2024\/06\/Container-1-2.svg","contentUrl":"https:\/\/www.esrith.com\/wp-content\/uploads\/2024\/06\/Container-1-2.svg"},{"@type":"BreadcrumbList","@id":"https:\/\/www.esrith.com\/products\/capabilities\/spatial-analysis-and-data-science\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.esrith.com\/en\/"},{"@type":"ListItem","position":2,"name":"Products","item":"https:\/\/www.esrith.com\/products\/"},{"@type":"ListItem","position":3,"name":"Capabilities","item":"https:\/\/www.esrith.com\/en\/products\/capabilities\/"},{"@type":"ListItem","position":4,"name":"Spatial Analysis and Data Science"}]},{"@type":"WebSite","@id":"https:\/\/www.esrith.com\/en\/#website","url":"https:\/\/www.esrith.com\/en\/","name":"Esri Thailand","description":"GIS Mapping Software, Spatial Analysis, and Location Intelligence","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.esrith.com\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"}]}},"_links":{"self":[{"href":"https:\/\/www.esrith.com\/en\/wp-json\/wp\/v2\/pages\/2575","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.esrith.com\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.esrith.com\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.esrith.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.esrith.com\/en\/wp-json\/wp\/v2\/comments?post=2575"}],"version-history":[{"count":6,"href":"https:\/\/www.esrith.com\/en\/wp-json\/wp\/v2\/pages\/2575\/revisions"}],"predecessor-version":[{"id":32143,"href":"https:\/\/www.esrith.com\/en\/wp-json\/wp\/v2\/pages\/2575\/revisions\/32143"}],"up":[{"embeddable":true,"href":"https:\/\/www.esrith.com\/en\/wp-json\/wp\/v2\/pages\/2569"}],"wp:attachment":[{"href":"https:\/\/www.esrith.com\/en\/wp-json\/wp\/v2\/media?parent=2575"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}