{"id":836,"date":"2023-08-17T15:01:11","date_gmt":"2023-08-17T15:01:11","guid":{"rendered":"https:\/\/staging-brasil.mapbiomas.org\/?page_id=836"},"modified":"2026-04-14T11:26:52","modified_gmt":"2026-04-14T14:26:52","slug":"codigos-e-ferramentas","status":"publish","type":"page","link":"https:\/\/brasil.mapbiomas.org\/en\/codigos-e-ferramentas\/","title":{"rendered":"Tools"},"content":{"rendered":"<h4 class=\"wp-block-heading\"><strong>GOOGLE EARTH ENGINE<\/strong><\/h4>\n\n\n\n<p class=\" translation-block\">MapBiomas uses technology from the \u00a0<strong>Google Earth Engine<\/strong> platform. We provide scripts to facilitate access to the MapBiomas collections.<\/p>\n\n\n\n<p>To access and run follow the instructions below:<\/p>\n\n\n\n<ul>\n<li class=\" translation-block\">With a Gmail account, sign up for the Google Earth Engine Platform through this link <a target=\"_blank\" href=\"https:\/\/earthengine.google.com\/\" rel=\"noreferrer noopener\">https:\/\/earthengine.google.com<\/a><\/li>\n\n\n\n<li>In a few days, you will receive authorization to access the platform.<\/li>\n\n\n\n<li>Once registered in Google Earth Engine, insert the link of the scripts you want to run.<\/li>\n\n\n\n<li>Change the parameters to get the map you want.<\/li>\n<\/ul>\n\n\n\n<p>We encourage SCRIPT MAPBIOMAS users to send us their suggestions for innovation so that we can constantly improve it.<\/p>\n\n\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"451\" height=\"303\" src=\"https:\/\/staging-brasil.mapbiomas.org\/wp-content\/uploads\/sites\/4\/2023\/08\/google_earth_engine.jpg\" alt=\"\" class=\"wp-image-1099\" srcset=\"https:\/\/brasil.mapbiomas.org\/wp-content\/uploads\/sites\/4\/2023\/08\/google_earth_engine.jpg 451w, https:\/\/brasil.mapbiomas.org\/wp-content\/uploads\/sites\/4\/2023\/08\/google_earth_engine-300x202.jpg 300w, https:\/\/brasil.mapbiomas.org\/wp-content\/uploads\/sites\/4\/2023\/08\/google_earth_engine-18x12.jpg 18w\" sizes=\"(max-width: 451px) 100vw, 451px\" \/><\/figure>\n\n\n\n\n\n<p><strong>Access to MapBiomas collection on Google Earth Engine<\/strong><\/p>\n\n\n\n<p>Images and Maps collections are available to be accessed as an asset directly from Google Earth Engine, without the need to download or upload data. Here are the available products and their access IDs in Google Earth Engine:<\/p>\n\n\n\n<ul>\n<li><strong>Land cover and use, Transition, Deforestation and Secondary Vegetation and Secondary Vegetatiton Age<\/strong>&nbsp;<\/li>\n<\/ul>\n\n\n\n<p class=\"has-small-font-size\"><em>projects\/mapbiomas-public\/assets\/brazil\/lulc\/collection10\/mapbiomas_brazil_collection10_coverage_v2<\/em>&nbsp;(cole\u00e7\u00e3o 10 )<br><em>projects\/mapbiomas-public\/assets\/brazil\/lulc\/collection9\/mapbiomas_collection90_transitions_v1 (cole\u00e7\u00e3o 9)<br><\/em>projects\/mapbiomas-public\/assets\/brazil\/lulc\/collection10\/mapbiomas_brazil_collection10_deforestation_secondary_vegetation_v2 (cole\u00e7\u00e3o 10)<br><em>projects\/mapbiomas-public\/assets\/brazil\/lulc\/collection9\/mapbiomas_collection90_secondary_vegetation_age_v1<\/em>&nbsp;(cole\u00e7\u00e3o 9 &#8211; <a rel=\"noreferrer noopener\" href=\"https:\/\/code.earthengine.google.com\/fe8a935819eb172df1ab45083e954019\" target=\"_blank\">veja de c\u00f3digo no GEE<\/a>)<\/p>\n\n\n\n<ul>\n<li><strong>Agriculture Module&nbsp;<\/strong>(Collection 9)<\/li>\n<\/ul>\n\n\n\n<p class=\"has-small-font-size\"><em>projects\/mapbiomas-public\/assets\/brazil\/lulc\/collection9\/mapbiomas_collection90_irrigated_agriculture_v1&nbsp;<\/em>(<a rel=\"noreferrer noopener\" href=\"https:\/\/code.earthengine.google.com\/b2bf66f185d1d56e9f97d9167f95c2ab\" target=\"_blank\">veja c\u00f3digo<\/a>)<br><em>projects\/mapbiomas-public\/assets\/brazil\/lulc_10m\/collection2\/mapbiomas_10m_collection2_agriculture_number_cycles_v1<\/em>&nbsp;(<a rel=\"noreferrer noopener\" href=\"https:\/\/code.earthengine.google.com\/9fbcd5576978cd8081e43dd0e35316a3\" target=\"_blank\">c\u00f3digo<\/a>)<br><em>projects\/mapbiomas-public\/assets\/brazil\/lulc_10m\/collection2\/mapbiomas_10m_collection2_agriculture_mean_cycles_2017_2023_v1&nbsp;<\/em>(<a rel=\"noreferrer noopener\" href=\"https:\/\/code.earthengine.google.com\/d3a7a46eb302b4723258a897b5cbd3f2\" target=\"_blank\">ex.<\/a>)<\/p>\n\n\n\n<ul>\n<li><strong>Mining<\/strong>&nbsp;(Industrial, Garimpo e Subst\u00e2ncia mineral princial) (cole\u00e7\u00e3o 10)<\/li>\n<\/ul>\n\n\n\n<p class=\"has-small-font-size\">projects\/mapbiomas-public\/assets\/brazil\/lulc\/collection10\/mapbiomas_brazil_collection10_mining_substances_v3<\/p>\n\n\n\n<ul>\n<li><strong>Pasture Module<\/strong>&nbsp;(Collection 9)<\/li>\n<\/ul>\n\n\n\n<p class=\"has-small-font-size\"><em>projects\/mapbiomas-public\/assets\/brazil\/lulc\/collection9\/mapbiomas_collection90_pasture_vigor_v1<\/em>&nbsp;(<a rel=\"noreferrer noopener\" href=\"https:\/\/code.earthengine.google.com\/1fa498f7e5e7d689b10e0e121abf4e51\" target=\"_blank\">see GEE code example<\/a>)<br><em>projects\/mapbiomas-public\/assets\/brazil\/lulc\/collection9\/mapbiomas_collection90_pasture_vigor_transition_v1<\/em><br><em>projects\/mapbiomas-public\/assets\/brazil\/lulc\/collection9\/mapbiomas_collection90_pasture_age_v1&nbsp;<\/em>(<a rel=\"noreferrer noopener\" href=\"https:\/\/code.earthengine.google.com\/e10b9157b9c527cb5c62875d6f88291f\" target=\"_blank\">see GEE code example<\/a>)<br><em>projects\/mapbiomas-public\/assets\/brazil\/lulc\/collection9\/mapbiomas_collection90_pasture_detection_year_v1&nbsp;<\/em>(<a rel=\"noreferrer noopener\" href=\"https:\/\/code.earthengine.google.com\/7aa4e558ebe6498756bc95b9c89d4c33\" target=\"_blank\">veja exemplo de c\u00f3digo<\/a>)<br><em>projects\/mapbiomas-public\/assets\/brazil\/lulc\/collection9\/mapbiomas_collection90_pasture_gpp_v1<\/em>&nbsp;(<a rel=\"noreferrer noopener\" href=\"https:\/\/code.earthengine.google.com\/f615287ff9927767bd96145cd5eb38ce\" target=\"_blank\">see GEE code example<\/a>)<br><em>projects\/mapbiomas-public\/assets\/brazil\/lulc\/collection9\/mapbiomas_collection90_pasture_last_time_mapped_v1<\/em>&nbsp;(<a rel=\"noreferrer noopener\" href=\"https:\/\/code.earthengine.google.com\/3aee21fc979868d70494b09b0d74c806\" target=\"_blank\">veja exemplo de c\u00f3digo<\/a>)<\/p>\n\n\n\n<ul>\n<li><strong>MapBiomas Water<\/strong>&nbsp;(collection 3)<\/li>\n<\/ul>\n\n\n\n<p class=\"has-small-font-size\"><em>projects\/mapbiomas-public\/assets\/brazil\/water\/collection3\/mapbiomas_water_annual_water_coverage_v1<br>projects\/mapbiomas-public\/assets\/brazil\/water\/collection3\/mapbiomas_water_frequency_v1<\/em><\/p>\n\n\n\n<ul>\n<li><strong>Annual and cumulative burned area and cover<\/strong>&nbsp;(collection 3)<\/li>\n<\/ul>\n\n\n\n<p class=\"has-small-font-size\"><em>projects\/mapbiomas-public\/assets\/brazil\/fire\/collection3\/mapbiomas_fire_collection3_annual_burned_v1<br>projects\/mapbiomas-public\/assets\/brazil\/fire\/collection3\/mapbiomas_fire_collection3_annual_burned_coverage_v1<br>projects\/mapbiomas-public\/assets\/brazil\/fire\/collection3\/mapbiomas_fire_collection3_accumulated_burned_v1<br>projects\/mapbiomas-public\/assets\/brazil\/fire\/collection3\/mapbiomas_fire_collection3_accumulated_burned_coverage_v1<\/em><\/p>\n\n\n\n<ul>\n<li><strong>MapBiomas Fire<\/strong>&nbsp;(Collection 4)<\/li>\n<\/ul>\n\n\n\n<p class=\"has-small-font-size\"><strong>Annual and cumulative burned area and cover<\/strong><br><br>projects\/mapbiomas-public\/assets\/brazil\/fire\/collection4\/mapbiomas_fire_collection4_annual_burned_v1<br>projects\/mapbiomas-public\/assets\/brazil\/fire\/collection4\/mapbiomas_fire_collection4_annual_burned_vectors_v1\/mbfogo_col4_2024_v1<br>projects\/mapbiomas-public\/assets\/brazil\/fire\/collection4\/mapbiomas_fire_collection4_annual_burned_coverage_v1<br>projects\/mapbiomas-public\/assets\/brazil\/fire\/collection4\/mapbiomas_fire_collection4_accumulated_burned_v1<br>projects\/mapbiomas-public\/assets\/brazil\/fire\/collection4\/mapbiomas_fire_collection4_accumulated_burned_coverage_v1<br><\/p>\n\n\n\n<p class=\"has-small-font-size\"><strong>Monthly burned area<\/strong><br><br><em>projects\/mapbiomas-public\/assets\/brazil\/fire\/collection4\/mapbiomas_fire_collection4_monthly_burned_v1<\/em><\/p>\n\n\n\n<p class=\"has-small-font-size\"><strong>Annual Burned Area by Scar Size, Frequency, and Last Fire Year<\/strong><br><br>projects\/mapbiomas-public\/assets\/brazil\/fire\/collection4\/mapbiomas_fire_collection4_annual_burned_scar_size_range_v1<br>projects\/mapbiomas-public\/assets\/brazil\/fire\/collection4\/mapbiomas_fire_collection4_fire_frequency_v1<br>projects\/mapbiomas-public\/assets\/brazil\/fire\/collection4\/mapbiomas_fire_collection4_year_last_fire_v1<br><\/p>\n\n\n\n<p class=\"has-small-font-size\"><strong>Monthly burned area (Fire Monitor)<\/strong><br><br><em>projects\/mapbiomas-public\/assets\/brazil\/fire\/monitor\/mapbiomas_fire_monthly_burned_v1<\/em><\/p>\n\n\n\n<ul>\n<li><strong>Cover and use<\/strong>&nbsp;<strong>10 meters<\/strong>&nbsp;(beta collection)<\/li>\n<\/ul>\n\n\n\n<p class=\"has-small-font-size\"><em>projects\/mapbiomas-public\/assets\/brazil\/lulc\/collection_S2_beta\/collection_LULC_S2_beta<\/em>&nbsp;(<a rel=\"noreferrer noopener\" href=\"https:\/\/code.earthengine.google.com\/1fa498f7e5e7d689b10e0e121abf4e51\" target=\"_blank\">see GEE code example<\/a>)<\/p>\n\n\n\n<ul>\n<li><strong>Soil&nbsp;<\/strong>(cole\u00e7\u00e3o 2 beta)<\/li>\n<\/ul>\n\n\n\n<p class=\"has-small-font-size\"><strong>Soil Organic Carbon Stock<\/strong><br><em>projects\/mapbiomas-public\/assets\/brazil\/soil\/collection2\/mapbiomas_soil_collection2_soc_kgc_m2_000_030cm<br>projects\/mapbiomas-public\/assets\/brazil\/soil\/collection2\/mapbiomas_soil_collection2_soc_tc_ha_000_030cm<br>projects\/mapbiomas-public\/assets\/brazil\/soil\/collection2\/mapbiomas_soil_collection2_soc_tc_ha_000_030cm_coverage<br>projects\/mapbiomas-public\/assets\/brazil\/soil\/collection2\/mapbiomas_soil_collection2_socsoc_tc_ha_000_030cm_coverage<\/em><\/p>\n\n\n\n<p class=\"has-small-font-size\"><strong>Soil Texture<\/strong><br><em>projects\/mapbiomas-public\/assets\/brazil\/soil\/collection2\/mapbiomas_soil_collection2_granulometry_clay_percentage<br>projects\/mapbiomas-public\/assets\/brazil\/soil\/collection2\/mapbiomas_soil_collection2_granulometry_sand_percentage<br>projects\/mapbiomas-public\/assets\/brazil\/soil\/collection2\/mapbiomas_soil_collection2_granulometry_silt_percentage<br>projects\/mapbiomas-public\/assets\/brazil\/soil\/collection2\/mapbiomas_soil_collection2_textural_classes<br>projects\/mapbiomas-public\/assets\/brazil\/soil\/collection2\/mapbiomas_soil_collection2_textural_groups<br>projects\/mapbiomas-public\/assets\/brazil\/soil\/collection2\/mapbiomas_soil_collection2_textural_subgroups<br>projects\/mapbiomas-public\/assets\/brazil\/soil\/collection2\/mapbiomas_soil_collection2_textural_triangule<\/em><\/p>\n\n\n\n<p><strong><em>Landsat Imagery Mosaic for each year of Collection 8 <\/em><\/strong>10<\/p>\n\n\n\n<p class=\"has-small-font-size\">ID: projects\/nexgenmap\/MapBiomas2\/LANDSAT\/BRAZIL\/mosaics-2<\/p>\n\n\n\n\n\n<h4 class=\"wp-block-heading\"><strong>PLUGIN FOR QGIS<\/strong><\/h4>\n\n\n\n<p>MapBiomas map collections are available directly in QGIS through the MapBiomas Plugin.&nbsp;<\/p>\n\n\n\n<p class=\"has-small-font-size\">Access directly in&nbsp;<strong>QGis<\/strong>&nbsp;via the&nbsp;<a href=\"https:\/\/www.youtube.com\/watch?v=xi6dvufY2K8&amp;feature=youtu.be\">plugin<\/a>: (We are also preparing one for ArcGIS).<\/p>\n\n\n\n<p>See the instructions for installing and using the MapBiomas Plugin here.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-rich is-provider-embed-handler wp-block-embed-embed-handler wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Como usar o plugin da Cole\u00e7\u00e3o 4 do MapBiomas no QGIS\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/xi6dvufY2K8?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>GITHUB<\/strong><\/h2>\n\n\n\n<p><strong>MapBiomas Processing Codes Depository<br><br><\/strong>The codes used by MapBiomas to produce maps including classification, spatial and temporal filters, data integration, generation of transitions and calculation of statistics, among others, are available in the MapBiomas code repository on GitHub.<\/p>\n\n\n\n<p>Acesso em:\u00a0<a rel=\"noreferrer noopener\" href=\"https:\/\/github.com\/mapbiomas\/brazil-all-initiatives\" target=\"_blank\">https:\/\/github.com\/mapbiomas\/brazil-all-initiatives<\/a><\/p>\n\n\n\n<p><img><img><strong>TVI (TEMPORAL VISUAL INSPECTION)<\/strong><\/p>\n\n\n\n<p>Open source online tool for visual inspection of sample points in historical Landsat satellite remote sensing image series. Created by the Image Processing Laboratory of the Federal University of Goi\u00e1s (LAPIG - UFG), TVI provides subsidies that facilitate and streamline the process of interpreting satellite series for the training and calibration of image classification algorithms.\nIn MapBiomas, TVI was mainly used to obtain validation points of the annual pasture area distribution mappings in the Brazilian territory.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" loading=\"lazy\" width=\"1024\" height=\"492\" src=\"https:\/\/staging-brasil.mapbiomas.org\/wp-content\/uploads\/sites\/4\/2023\/08\/tvi_2_1-1024x492.png\" alt=\"\" class=\"wp-image-1098\" srcset=\"https:\/\/brasil.mapbiomas.org\/wp-content\/uploads\/sites\/4\/2023\/08\/tvi_2_1-1024x492.png 1024w, https:\/\/brasil.mapbiomas.org\/wp-content\/uploads\/sites\/4\/2023\/08\/tvi_2_1-300x144.png 300w, https:\/\/brasil.mapbiomas.org\/wp-content\/uploads\/sites\/4\/2023\/08\/tvi_2_1-768x369.png 768w, https:\/\/brasil.mapbiomas.org\/wp-content\/uploads\/sites\/4\/2023\/08\/tvi_2_1-18x9.png 18w, https:\/\/brasil.mapbiomas.org\/wp-content\/uploads\/sites\/4\/2023\/08\/tvi_2_1.png 1177w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>","protected":false},"excerpt":{"rendered":"<p>GOOGLE EARTH ENGINE O MapBiomas usa a tecnologia da plataforma&nbsp;Google Earth Engine. Disponibilizamos scripts para facilitar acesso \u00e0s cole\u00e7\u00f5es do MapBiomas. Para acessar e rodar siga as seguintes instru\u00e7\u00f5es: Encorajamos que os usu\u00e1rios do SCRIPT MAPBIOMAS nos enviem suas sugest\u00f5es de inova\u00e7\u00e3o para que possamos aprimor\u00e1-lo constantemente. Acesso \u00e0s cole\u00e7\u00f5es MapBiomas no Google Earth Engine [&hellip;]<\/p>","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_uag_custom_page_level_css":""},"acf":[],"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false,"trp-custom-language-flag":false,"infographic":false,"team":false},"uagb_author_info":{"display_name":"Adriel Fernandes","author_link":"https:\/\/brasil.mapbiomas.org\/en\/author\/adriel-fernandes\/"},"uagb_comment_info":0,"uagb_excerpt":"GOOGLE EARTH ENGINE O MapBiomas usa a tecnologia da plataforma&nbsp;Google Earth Engine. Disponibilizamos scripts para facilitar acesso \u00e0s cole\u00e7\u00f5es do MapBiomas. Para acessar e rodar siga as seguintes instru\u00e7\u00f5es: Encorajamos que os usu\u00e1rios do SCRIPT MAPBIOMAS nos enviem suas sugest\u00f5es de inova\u00e7\u00e3o para que possamos aprimor\u00e1-lo constantemente. Acesso \u00e0s cole\u00e7\u00f5es MapBiomas no Google Earth Engine&hellip;","_links":{"self":[{"href":"https:\/\/brasil.mapbiomas.org\/en\/wp-json\/wp\/v2\/pages\/836"}],"collection":[{"href":"https:\/\/brasil.mapbiomas.org\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/brasil.mapbiomas.org\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/brasil.mapbiomas.org\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/brasil.mapbiomas.org\/en\/wp-json\/wp\/v2\/comments?post=836"}],"version-history":[{"count":26,"href":"https:\/\/brasil.mapbiomas.org\/en\/wp-json\/wp\/v2\/pages\/836\/revisions"}],"predecessor-version":[{"id":8688,"href":"https:\/\/brasil.mapbiomas.org\/en\/wp-json\/wp\/v2\/pages\/836\/revisions\/8688"}],"wp:attachment":[{"href":"https:\/\/brasil.mapbiomas.org\/en\/wp-json\/wp\/v2\/media?parent=836"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}