{"type": "FeatureCollection", "features": [{"id": "10.57745/2V46MF", "type": "Feature", "geometry": null, "properties": {"updated": "2026-08-24T16:21:28Z", "type": "Dataset", "title": "Unit\u00e9 Exp\u00e9rimentale d'Epoisses : Donn\u00e9es collect\u00e9es dans le cadre des \u00e9tudes de sol du r\u00e9seau CAREX", "description": "Ces donn\u00e9es ont \u00e9t\u00e9 cr\u00e9\u00e9es pour la caract\u00e9risation des sols et de leurs propri\u00e9t\u00e9s de l'Unit\u00e9 Exp\u00e9rimentale INRAE d'Epoisse (commune de Breteni\u00e8re, C\u00f4te d'Or, France). L\u2019\u00e9tude a port\u00e9 sur 120 ha. Les donn\u00e9es contiennent des informations ponctuelles issues d\u2019observations et d\u2019analyses sur 92 sondages et 12 profils p\u00e9dologiques. Le jeu de donn\u00e9es contient \u00e9galement des donn\u00e9es surfaciques : r\u00e9sistivit\u00e9s \u00e9lectriques spatiales, carte des types de sols classifi\u00e9s par Unit\u00e9s Typologiques de Sols (UTS).", "keywords": ["Earth and Environmental Science", "pH du sol", "structure du sol", "potentiel matriciel", "masse volumique du sol", "horizon", "type de sol", "carbonate", "granulometrie du sol", "carbone organique du sol", "propriet\u00e9s physico-chimiques du sol", "g\u00e9ologie", "azote total", "r\u00e9sisitivit\u00e9 \u00e9lectrique", "carte p\u00e9dologique", "r\u00e9tention hydrique du sol", "propriet\u00e9 hydrique du sol", "capacit\u00e9 au champ", "teneur en argile", "capacit\u00e9 d \u00e9change cationique", "carbone total", "hydromorphie", "point fl\u00e9trissement permanent", "Earth and Environmental Sciences", "propriet\u00e9s physico chimiques du sol", "r\u00e9f\u00e9rentiel p\u00e9dologique", "unit\u00e9 typologique de sol UTS", "Environmental Research", "Natural Sciences", "capacit\u00e9 d'\u00e9change cationique", "texture", "occupation du sol", "Geosciences"], "contacts": [{"organization": "Seger, Maud, Girot, Ghislain, Mistou, Marie-No\u00ebl, Laloua, Didier, Le Lay, Christian, Gaillard, Herv\u00e9, Ubertosi, Marjorie, Coffin, Arnaud, Hugard, Rodolphe,", "roles": ["creator"]}]}, "links": [{"href": "https://doi.org/10.57745/2V46MF"}, {"rel": "self", "type": "application/geo+json", "title": "10.57745/2V46MF", "name": "item", "description": "10.57745/2V46MF", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/10.57745/2V46MF"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2023-01-01T00:00:00Z"}}, {"id": "10.57745/HRCQL8", "type": "Feature", "geometry": null, "properties": {"updated": "2026-08-24T16:21:29Z", "type": "Dataset", "title": "Unite Exp\u00e9rimentale RGCO de Ploudaniel  : Donn\u00e9es collect\u00e9es dans le cadre des \u00e9tudes de sol du r\u00e9seau CAREX", "description": "Ces donn\u00e9es ont \u00e9t\u00e9 cr\u00e9\u00e9es pour la caract\u00e9risation des sols et de leurs propri\u00e9t\u00e9s de l'Unit\u00e9 Exp\u00e9rimentale INRAE RGCO de Ploudaniel. L\u2019\u00e9tude a port\u00e9 sur 67 ha. Les donn\u00e9es contiennent des informations ponctuelles issues d\u2019observations et d\u2019analyses sur 69 sondages et 14 profils p\u00e9dologiques. Le jeu de donn\u00e9es contient \u00e9galement des donn\u00e9es surfaciques : r\u00e9sistivit\u00e9s \u00e9lectriques spatiales, carte des types de sols classifi\u00e9s par Unit\u00e9s Typologiques de Sols (UTS).", "keywords": ["pH du sol", "structure du sol", "potentiel matriciel", "masse volumique du sol", "horizon", "type de sol", "carbonate", "carbone organique du sol", "propriet\u00e9s physico-chimiques du sol", "g\u00e9ologie", "phosphore du sol", "azote total", "point de fl\u00e9trissement permanent", "carte p\u00e9dologique", "r\u00e9tention hydrique du sol", "propriet\u00e9 hydrique du sol", "capacit\u00e9 au champ", "teneur en argile", "carbone total", "granulom\u00e9trie du sol", "hydromorphie", "Earth and Environmental Sciences", "r\u00e9f\u00e9rentiel p\u00e9dologique", "unit\u00e9 typologique de sol UTS", "r\u00e9sisitivit\u00e9 \u00e9l\u00e9ctrique", "capacit\u00e9 d'\u00e9change cationique", "texture", "occupation du sol"], "contacts": [{"organization": "Mistou Marie-Noel, Girot Ghislain, Seger Maud, Laloua Didier, Le Lay Christian, Gaillard Herv\u00e9, Heller Renaud, Sherif Rehanna, Kermarrec Dominique, Levardois Kevin, Chauvin Jean-Eric,", "roles": ["creator"]}]}, "links": [{"href": "https://doi.org/10.57745/HRCQL8"}, {"rel": "self", "type": "application/geo+json", "title": "10.57745/HRCQL8", "name": "item", "description": "10.57745/HRCQL8", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/10.57745/HRCQL8"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2024-01-01T00:00:00Z"}}, {"id": "10.7910/DVN/90WJ9W", "type": "Feature", "geometry": null, "properties": {"updated": "2026-08-24T16:21:40Z", "type": "Dataset", "created": "2010-01-01", "title": "HC27 Generic Soil Profile Database", "description": "<p>The HC27 soil profile database consists of generic soil profiles developed by John Dimes and Jawoo Koo. The 27 soil profiles were generated based on three criteria that crop models are most responsive to: texture, rooting depth (proxy of water availability), and organic carbon content (proxy of fertility). Three levels for each category were classified using the boundary conditions based on the meta-analysis of WISE 1.1 soil profiles measured at crop land areas in Sub-Saharan Africa. </p> <  p>There are multiple ways to utilize these generic soil profiles in crop modeling applications, especially when soil measurement data is not available for the study site. For example, (1) users can choose the one that best matches the soil typically found in the study area by following the decision tree of three multiple-choice questions and use it as a starting point, or (2) users can run models with all 27 soil profiles for a given study site to create a possible range of simulation results, which can be narrowed down later as more site-specific information becomes available.  </p> <p>These generic soil profiles does not replace existing soil mapping efforts nor site-specific soil measurements. Instead this approach addresses the need for a set of reasonably representative and prototypical soil profiles in certain types of crop modeling applications (e.g., global-scale modeling studies). Due to the nature of being 'generic,' there will be applications for which the use of HC27 is not desirable, especially where detailed soil property dynamics beyond the three criter  ia are emphasized. </p>", "keywords": ["Earth and Environmental Sciences", "Generic Soil Profile; Prototypical Soil Profile; Crop Modeling; DSSAT; Texture; Rooting Depth; Organic Carbon Content", "Soil Profile"], "contacts": [{"organization": "Koo, Jawoo, Dimes, John,", "roles": ["creator"]}]}, "links": [{"href": "https://doi.org/10.7910/DVN/90WJ9W"}, {"rel": "self", "type": "application/geo+json", "title": "10.7910/DVN/90WJ9W", "name": "item", "description": "10.7910/DVN/90WJ9W", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/10.7910/DVN/90WJ9W"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2013-01-01T00:00:00Z"}}, {"id": "10.7910/DVN/KJNQ7Z", "type": "Feature", "geometry": null, "properties": {"updated": "2026-08-24T16:21:41Z", "type": "Dataset", "title": "Soil analysis for selected forage on-farm demonstration plots in Western Kenya", "description": "The data contains results for soil organic carbon and texture for selected forage treatments in 6 on-farm demonstration plots located in Bungoma, Kakamega, Siaya and Busia counties in Western Kenya. The soils were analyzed in 2022, 3 years after the planting of the forages. The 6 demonstration plots were set up within the Grass2cash project. The data will be used for calibrating and evaluating the DSSAT CROPGRO Perennial Forage Model.&lt;br&gt;&lt;br&gt; Metodology:Laboratory analysis", "keywords": ["soil organic carbon", "Crops for Nutrition and Health", "Agricultural Sciences", "Earth and Environmental Sciences", "Africa", "CGIAR Research Program on Livestock", "forage", "soil texture"], "contacts": [{"organization": "Nyawira, Sylvia Sarah, Jebet, Mercy Korir, Notenbaert, An Maria Omer,", "roles": ["creator"]}]}, "links": [{"href": "https://doi.org/10.7910/DVN/KJNQ7Z"}, {"rel": "self", "type": "application/geo+json", "title": "10.7910/DVN/KJNQ7Z", "name": "item", "description": "10.7910/DVN/KJNQ7Z", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/10.7910/DVN/KJNQ7Z"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2022-01-01T00:00:00Z"}}, {"id": "11563/181221", "type": "Feature", "geometry": null, "properties": {"updated": "2026-08-24T16:22:10Z", "type": "Journal Article", "created": "2024-01-26", "title": "Soil bulk density assessment in Europe", "description": "The topsoil Land Use and Cover Area frame Statistical survey (LUCAS) aims at collecting harmonised data about the state of soil health over the extent of European Union (EU). In the LUCAS 2018 survey, bulk density has been analysed for three depths, i.e., 0-10 cm = 6140 sites; 10-20 cm = 5684 sites and 20-30 cm =139 sites. The laboratory analysis and the assessment of the results conclude that the bulk density at 10-20 cm is 5-10% higher compared to 0-10 cm for all land uses except woodlands (20%). In the 0-20 cm depth, croplands have 1.5 times higher bulk density (mean: 1.26 g cm -3) compared to woodlands (mean: 0.83 g cm -3). The main driver for bulk density variation is the land use which implies that many existing pedotransfer rules have to be developed based on land use. This study applied a methodological framework using an advanced Cubist rule-based regression model to optimize the spatial prediction of bulk density in Europe. We spatialised the circa 6000 LUCAS samples and developed the high -resolution map (100 m) of bulk density for the 0-20 cm depth and the maps at 0-10 and 10-20 cm depth. The modelling results showed a very good prediction (R2: 0.66) of bulk density for the 0-20 cm depth which outperforms previous assessments. The bulk density maps can be used to estimate packing density which is a proxy to estimate soil compaction. Therefore, this work contributes to monitoring soil health and refine estimates on carbon and nutrients stocks in the EU topsoil.", "keywords": ["550", "Packing density; Soil physics; Texture; Soil health; LUCAS; Soil compaction", "630"], "contacts": [{"organization": "Panagos, Panos, De Rosa, Daniele, Liakos, Leonidas, Labouyrie, Maeva, Borrelli, Pasquale, Ballabio, Cristiano,", "roles": ["creator"]}]}, "links": [{"href": "https://doi.org/11563/181221"}, {"rel": "related", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/Agriculture%2C%20Ecosystems%20%26amp%3B%20Environment", "name": "related record", "description": "related record", "type": "application/json"}, {"rel": "self", "type": "application/geo+json", "title": "11563/181221", "name": "item", "description": "11563/181221", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/11563/181221"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2024-04-01T00:00:00Z"}}, {"id": "1069afa2-e7ee-4c57-8e5f-06cf489b7623", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[12.1, 41.2], [12.1, 60.0], [41.1, 60.0], [41.1, 41.2], [12.1, 41.2]]]}, "properties": {"themes": [{"concepts": [{"id": "geoscientificInformation"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Soil science"}], "scheme": "Stratum"}, {"concepts": [{"id": "Europe"}, {"id": "Eastern Europe"}, {"id": "Central Europe"}, {"id": "Bulgaria"}, {"id": "Czech Republic"}, {"id": "Belarus"}, {"id": "Hungary"}, {"id": "Moldova"}, {"id": "Poland"}, {"id": "Romania"}, {"id": "Russia"}, {"id": "Slovakia"}, {"id": "Ukraine"}, {"id": "Estonia"}, {"id": "Latvia"}, {"id": "Lithuania"}], "scheme": "Region"}], "updated": "2021-07-14T11:52:16", "type": "Dataset", "language": "eng", "title": "SOTER-based soil parameter estimates (SOTWIS) for Central and Eastern Europe, version 1.0", "description": "This harmonized set of soil parameter estimates for Central and Eastern Europe has been derived from a revised version of the 1:2.5M Soil and Terrain (SOTER) Database for Central and Eastern Europe (SOVEUR ver. 1.1) and the ISRIC-WISE soil profile database.\n\nThe land surface of Central and Eastern Europe, West of the Ural Mountains, has been characterized using 8361 unique maps or SOTER units. The corresponding GIS files include some 9500 mapped polygons, including miscellaneous units. The major soils have been described using 662 profiles, selected by national soil experts as being representative for these units. The associated soil analytical data have been derived from soil survey reports. These sources seldom hold all the physical and chemical attributes ideally required by SOTER. Gaps in the measured soil profile data have been filled using a procedure that uses taxotransfer rules, based on about 9600 soil profiles held in the WISE database, complemented with expert-rules. \n\nParameter estimates are presented by soil unit for fixed depth intervals of 0.2 m to 1 m depth for: organic carbon, total nitrogen, pH(H2O), CECsoil, CECclay, base saturation, effective CEC, aluminium saturation, CaCO3 content, gypsum content, exchangeable sodium percentage (ESP), electrical conductivity of saturated paste (ECe), bulk density, content of sand, silt and clay, content of coarse fragments (less than 2 mm), and available water capacity (-33 to -1500 kPa). These attributes have been identified as being useful for agro-ecological zoning, land evaluation, crop growth simulation, modelling of soil carbon stocks and change, and analyses of global environmental change. \n\nThe current parameter estimates should be seen as best estimates based on the current selection of soil profiles and data clustering procedure; taxotransfer rules have been flagged to provide an indication of the confidence in the derived data.\n\nResults are presented as summary files and can be linked to the 1:2.5M scale SOVEUR map in a GIS, through the unique SOTER-unit code. The secondary data are considered appropriate for studies at the continental scale (greater than 1:2.5 million); correlation of soil analytical data should be done more rigorously when more detailed scientific work is considered.", "formats": [{"name": "zip"}, {"name": "WWW:DOWNLOAD-1.0-ftp--download"}, {"name": "WWW:LINK-1.0-http--related"}], "keywords": ["calcium", "carbon", "cation exchange capacity", "electrical conductivity", "nitrogen", "organic matter", "bulk density", "soil profiles", "pH", "salinity", "texture", "water holding capacity", "nutrients", "Soil science", "Europe", "Eastern Europe", "Central Europe", "Bulgaria", "Czech Republic", "Belarus", "Hungary", "Moldova", "Poland", "Romania", "Russia", "Slovakia", "Ukraine", "Estonia", "Latvia", "Lithuania"], "contacts": [{"name": "Niels Batjes", "organization": "ISRIC - World Soil Information", "position": "Senior Soil Scientist", "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "niels.batjes@isric.org"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}], "denominator": "2500000"}, "links": [{"href": "https://files.isric.org/public/sotwis/SOTWIS_SOVEUR_v1.zip", "name": "Download", "protocol": "WWW:DOWNLOAD-1.0-ftp--download", "rel": "download"}, {"href": "https://isric.org/projects/harmonized-continental-soter-derived-database-sotwis", "name": "Project webpage", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://isric.org/sites/default/files/isric_report_2000_02a.pdf", "name": "Report", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://files.isric.org/public/thumbnails/sotwis/SOTWIS_SOVEUR_v2.jpg", "name": "preview", "description": "Web image thumbnail (URL)", "protocol": "WWW:LINK-1.0-http--image-thumbnail", "rel": "preview"}, {"rel": "self", "type": "application/geo+json", "title": "1069afa2-e7ee-4c57-8e5f-06cf489b7623", "name": "item", "description": "1069afa2-e7ee-4c57-8e5f-06cf489b7623", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/1069afa2-e7ee-4c57-8e5f-06cf489b7623"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"interval": ["1930-07-01T00:00:00Z", "1997-09-01T00:00:00Z"]}}, {"id": "1081ac75-78f7-4db3-b8cc-23b78a3aa769", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[-172.5, -38.6], [-172.5, 64.9], [153.1, 64.9], [153.1, -38.6], [-172.5, -38.6]]]}, "properties": {"themes": [{"concepts": [{"id": "geoscientificInformation"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Soil science"}], "scheme": "Stratum"}, {"concepts": [{"id": "Australia"}, {"id": "Botswana"}, {"id": "Brazil"}, {"id": "Cameroon"}, {"id": "China"}, {"id": "Colombia"}, {"id": "Costa Rica"}, {"id": "Cote d Ivoire"}, {"id": "Cuba"}, {"id": "Ecuador"}, {"id": "Finland"}, {"id": "France"}, {"id": "Gabon"}, {"id": "Germany"}, {"id": "Ghana"}, {"id": "Greece"}, {"id": "Hungary"}, {"id": "Spain"}], "scheme": "Region"}], "updated": "2021-07-14T11:52:10", "type": "Dataset", "language": "eng", "title": "A Globally Distributed Soil Spectral Library Visible Near Infrared Diffuse Reflectance Spectra", "description": "The ICRAF-ISRIC Soil VNIR Spectral Library contains visible near infrared spectra of 4,438 soils selected from the Soil Information System (ISIS) of the International Soil Reference and Information Centre (ISRIC). The samples consist of all physically archived samples at ISRIC in 2004 for which soil attribute data was available. The spectra were measured at the World Agroforestry Center's (ICRAF) Soil and Plant Spectral Diagnostic Laboratory. The samples are from 58 countries spanning Africa, Asia, Europe, North America, and South America. Associated attribute data, such as geographical coordinates, horizon (depth), and physical and chemical properties, are provided in a single relational database. The purpose of the library is to provide a resource for research and applications for sensing soil quality both in the laboratory and from space.", "formats": [{"name": "zip"}, {"name": "WWW:DOWNLOAD-1.0-ftp--download"}, {"name": "WWW:LINK-1.0-http--related"}], "keywords": ["soil profiles", "colour", "moisture", "texture", "spectroscopy data", "Soil science", "Australia", "Botswana", "Brazil", "Cameroon", "China", "Colombia", "Costa Rica", "Cote d Ivoire", "Cuba", "Ecuador", "Finland", "France", "Gabon", "Germany", "Ghana", "Greece", "Hungary", "Spain"], "contacts": [{"name": "Keith Shepherd", "organization": "World Agroforestry Centre", "position": "Senior scientist", "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "afsis.info@africasoils.net"}], "addresses": [{"deliveryPoint": ["PO Box 30677"], "city": "Nairobi", "administrativeArea": null, "postalCode": "00100", "country": "Kenya"}], "links": [{"href": null}]}, {"name": "Stephan Mantel", "organization": "ISRIC - World Soil Information", "position": "Sustainable land management", "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "stephan.mantel@wur.nl"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}], "denominator": "100000"}, "links": [{"href": "https://files.isric.org/public/other/", "name": "Download", "protocol": "WWW:DOWNLOAD-1.0-ftp--download", "rel": "download"}, {"href": "https://isric.org/explore/ISRIC-collections", "name": "Project webpage ISRIC", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://www.worldagroforestry.org/sd/landhealth/soil-plant-spectral-diagnostics-laboratory/soil-spectra-library", "name": "Project webpage ICRAF", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "http://worldagroforestry.org/sites/default/files/Description_ICRAF-ISRIC%20Soil%20VNIR%20Spectral%20Library.pdf", "name": "Report", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://files.isric.org/public/thumbnails/other/ICRAF-ISRICVNIRSoilDatabase.jpg", "name": "preview", "description": "Web image thumbnail (URL)", "protocol": "WWW:LINK-1.0-http--image-thumbnail", "rel": "preview"}, {"rel": "self", "type": "application/geo+json", "title": "1081ac75-78f7-4db3-b8cc-23b78a3aa769", "name": "item", "description": "1081ac75-78f7-4db3-b8cc-23b78a3aa769", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/1081ac75-78f7-4db3-b8cc-23b78a3aa769"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"interval": ["1996-11-01T00:00:00Z", "2006-11-01T00:00:00Z"]}}, {"id": "10953/4143", "type": "Feature", "geometry": null, "properties": {"updated": "2026-08-24T16:22:03Z", "type": "Journal Article", "created": "2021-09-11", "title": "Correlation of banana productivity levels and soil morphological properties using regularized optimal scaling regression", "description": "Soil morphological properties described in the field, such as texture, consistence or structure, provide a valuable tool for the evaluation of soil productivity potential. In this study, we developed a regression model between the soil morphological variables of banana plantations and a crop Productivity Index (PI) previously developed for the same areas in Venezuela. For this, we implemented categorical regression, an optimal scaling procedure in which the morphological variables are transformed into a numerical scale, and can thus be entered in a multiple regression analysis. The model was developed from data from six plantations growing \u201cGran Nain\u201d bananas, each with two productivity levels (high and low), in two 4-ha experimental plots, one for each productivity level. Sixty-three A horizons in thirty-six soils were described using 15 field morphological variables on a nominal scale for structure type, texture and hue, and an ordinal scale for the rest (structure grade, structure size, wet and dry consistence, stickiness, plasticity, moist value, chroma, root abundance, root size, biological activity and reaction to HCl). The optimum model selected included biological activity, texture, dry consistence, reaction to HCl and structure type variables. These variables explained the PI with an R2 of 0.599, an expected prediction error (EPE) of 0.645 and a standard error (SE) of 0.135 using bootstrapping, and EPE of 0.662 with a SE of 0.236 using 10-fold cross validation. Our study showed how soil quality is clearly related to productivity on commercial banana plantations, and developed a way to correlate soil quality indicators to yield by using indicators based on easily measured soil morphological parameters. The methodology used in this study might be further expanded to other banana-producing areas to help identify the soils most suitable for its cultivation, thereby enhancing its environmental sustainability and profitability.", "keywords": ["2. Zero hunger", "55 Geolog\u00eda y ciencias afines", "63 Agricultura.", "Biological activity", "Biological activities", "63 Agricultura", "04 agricultural and veterinary sciences", "15. Life on land", "55 Geolog\u00eda y ciencias afines.", "01 natural sciences", "630", "Dry consistence", "Sustainability", "Qualitative soil indicators", "Soil structure", "0401 agriculture", " forestry", " and fisheries", "Texture", "0105 earth and related environmental sciences"]}, "links": [{"href": "https://doi.org/10953/4143"}, {"rel": "related", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/CATENA", "name": "related record", "description": "related record", "type": "application/json"}, {"rel": "self", "type": "application/geo+json", "title": "10953/4143", "name": "item", "description": "10953/4143", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/10953/4143"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2022-01-01T00:00:00Z"}}, {"id": "10aa9a99-1433-11e9-a8fa-a0481ca9e724", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[-18.0, -35.0], [-18.0, 37.0], [51.0, 37.0], [51.0, -35.0], [-18.0, -35.0]]]}, "properties": {"themes": [{"concepts": [{"id": "geoscientificInformation"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Soil science"}], "scheme": "Stratum"}, {"concepts": [{"id": "Africa"}], "scheme": "Region"}], "updated": "2021-07-14T11:52:23", "type": "Dataset", "language": "eng", "title": "Africa SoilGrids - Textural class aggregated at ERZD", "description": "Textural class (USDA) of the soil fine earth fraction, aggregated over the Effective Root Zone Depth for Maize, mapped at 1km resolution", "formats": [{"name": "GTiff"}, {"name": "WWW:DOWNLOAD-1.0-ftp--download"}, {"name": "OGC:WMS"}, {"name": "WWW:LINK-1.0-http--related"}], "keywords": ["texture", "root zone", "digital soil mapping", "Soil science", "Africa"], "contacts": [{"name": "Johan Leenaars", "organization": "ISRIC - World Soil Information", "position": "Senior soil scientist", "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "johan.leenaars@wur.nl"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}, {"name": "Tom Hengl", "organization": "ISRIC - World Soil Information", "position": "Former staff", "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "None"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}], "distancevalue": "1000", "distanceuom": "m"}, "links": [{"href": "https://files.isric.org/public/gyga/GYGA_Results/gyga_af_agg_erzd_texclss__m_1km.tif", "name": "Download GeoTIFF at aggregated root depth", "protocol": "WWW:DOWNLOAD-1.0-ftp--download", "rel": "download"}, {"href": "https://maps.isric.org/mapserv?map=/map/gyga.map", "name": "gyga_af_agg_erzd_texclss__m_1km", "protocol": "OGC:WMS", "rel": "information"}, {"href": "https://doi.org/10.1016/j.geoderma.2018.02.046", "name": "Scientific paper", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://isric.org/projects/afsis-gyga-functional-soil-information-sub-saharan-africa-rz-pawhc-ssa", "name": "Project webpage", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://maps.isric.org/mapserv?map=/map/gyga.map&SERVICE=WMS&VERSION=1.3.0&REQUEST=GetMap&BBOX=-35,-24,38,57&CRS=EPSG:4326&WIDTH=1426&HEIGHT=895&LAYERS=gyga_af_agg_erzd_texclss__m_1km&STYLES=&FORMAT=png", "name": "preview", "description": "Web image thumbnail (URL)", "protocol": "WWW:LINK-1.0-http--image-thumbnail", "rel": "preview"}, {"rel": "self", "type": "application/geo+json", "title": "10aa9a99-1433-11e9-a8fa-a0481ca9e724", "name": "item", "description": "10aa9a99-1433-11e9-a8fa-a0481ca9e724", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/10aa9a99-1433-11e9-a8fa-a0481ca9e724"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"interval": ["1950-01-01T00:00:00Z", "2015-12-01T00:00:00Z"]}}, {"id": "11590/469727", "type": "Feature", "geometry": null, "properties": {"updated": "2026-08-24T16:22:14Z", "type": "Journal Article", "created": "2023-10-31", "title": "An advanced global soil erodibility (K) assessment including the effects of saturated hydraulic conductivity", "description": "USLE-type models are widely used to estimate average annual soil loss at large scales, with the erodibility factor (K) being the sole component that accounts for soil's susceptibility to erosion. The factor includes the information on permeability in the equation, however, most definitions of the K factor consider the soil hydrological influence only very crudely and indirectly. Thus, the direct impact of surface runoff infiltration and drainage on soil erosion is largely neglected. The objective of this study is to incorporate soil hydraulic properties in the K factor map by merging available global-scale measured saturated hydraulic conductivity (Ksat) data with soil texture and organic carbon information into a modified K factor. To achieve this, the Wischmeier and Smith (1978) soil texture- and permeability-based equation (KWischmeier factor) was modified to include Ksat, called Kksat factor. Using the Random Forest machine learning algorithm, the KWischmeier factor and the Kksat factor were each correlated with soil and remote sensing covariates for spatial extrapolation of two independent K factor maps at 1\u00a0km spatial resolution. We noted a clear decrease in the mean value of the Kksat factor (0.023\u00a0t\u00a0ha\u00a0h\u00a0ha-1\u00a0MJ-1\u00a0mm-1) compared to the mean value of the KWischmeier factor (0.027\u00a0t\u00a0ha\u00a0h\u00a0ha-1\u00a0MJ-1\u00a0mm-1). The reduction in Kksat factor values was most pronounced in tropical regions reflecting the difference in soil properties (e.g., clay and iron), whereas other climate regions showed relatively minor changes in comparison to the KWischmeier factor as well as to the recent global modeling of Borrelli et al. (2017) (KGloSEM factor maps). As many studies discussed an overall overestimation of (R)USLE based erosion rates compared to measurements, this reduction in the K factor might improve modeled erosion rates in the right direction. The Kksat marks an important initial step in integrating hydraulic properties into the K factor of USLE-type models and can prove their significance in future studies.", "keywords": ["K factor; Random Forest; Soil hydraulic properties; Soil texture; Tropical regions; USLE", "15. Life on land", "6. 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Reports, articles, papers, scientific and non-scientific works of any form, including tables, maps, or any other kind of output, in printed or electronic form, based in whole or in part on the data supplied, must contain an acknowledgement of the form: \u201cData reused from the BonaRes Data Centre www.bonares.de.\u201d Although every care has been taken in preparing and testing the soil profile data, the author and BonaRes Data Centre cannot guarantee that the data are correct; neither does the author and BonaRes Data Centre accept any liability whatsoever for any error, missing data or omission in the data, or for any loss or damage arising from its use. The author and BonaRes Data Centre will not be responsible for any direct or indirect use which might be made of the data.", "updated": "2023-09-12", "type": "Service", "created": "2023-08-29", "language": "eng", "title": "Web Map Service of the dataset 'Reference soil samples (pH, soil texture, SOC, TC, TN, P, K, Mg) from the project \"pH-BB: Precision liming in Brandenburg\" - data set 1 (farm 1)'", "description": "This Web Map Service includes spatial information used by datasets 'Web Map Service of the dataset 'Reference soil samples (pH, soil texture, SOC, TC, TN, P, K, Mg) from the project \"pH-BB: Precision liming in Brandenburg\" - data set 1 (farm 1)''", "formats": [{"name": "CSV"}], "keywords": ["infoMapAccessService", "ph sensors", "optical sensors", "soil pH", "soil organic carbon", "soil organic matter", "nitrogen", "potassium", "magnesium", "phosphorus", "soil chemicophysical properties", "soil fertility", "soil texture", "soil maps", "fertilization", "limes", "soil management", "soil properties", "ph sensors", "optical sensors", "soil pH", "soil organic carbon", "soil organic matter", "nitrogen", "potassium", "magnesium", "phosphorus", "soil chemicophysical properties", "soil fertility", "soil texture", "soil maps", "fertilization", "limes", "soil management", "soil properties"], "contacts": [{"name": "Eric B\u00f6necke", "organization": "Leibniz Institute of Vegetable and Ornamental Crops - 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HNEE", "position": null, "roles": ["projectMember"], "phones": [{"value": null}], "emails": [{"value": "eckart.kramer@hnee.de"}], "addresses": [{"deliveryPoint": [null], "city": null, "administrativeArea": null, "postalCode": null, "country": null}], "links": [{"href": {"url": "https://orcid.org", "protocol": null, "protocol_url": "", "name": "0000-0001-7872-7128", "name_url": "", "description": "ORCID", "description_url": "", "applicationprofile": null, "applicationprofile_url": "", "function": null}}]}, {"name": "Eckart Kramer", "organization": "Eberswalde University for Sustainable Development - HNEE", "position": null, "roles": ["researcher"], "phones": [{"value": null}], "emails": [{"value": "eckart.kramer@hnee.de"}], "addresses": [{"deliveryPoint": [null], "city": null, "administrativeArea": null, "postalCode": null, "country": null}], "links": [{"href": {"url": "https://orcid.org", "protocol": null, "protocol_url": "", "name": "0000-0001-7872-7128", "name_url": "", "description": "ORCID", "description_url": "", "applicationprofile": null, "applicationprofile_url": "", "function": null}}]}, {"name": "Charlotte Kling", "organization": "Eberswalde University for Sustainable Development - 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HNEE", "position": null, "roles": ["dataCollector"], "phones": [{"value": null}], "emails": [{"value": "golo-philipp@t-online.de"}], "addresses": [{"deliveryPoint": [null], "city": null, "administrativeArea": null, "postalCode": null, "country": null}], "links": [{"href": null}]}, {"name": "Kathrin L\u00fcck", "organization": "Leibniz Centre for Agricultural Landscape Research - ZALF", "position": null, "roles": ["projectMember"], "phones": [{"value": null}], "emails": [{"value": "katrin.lueck@zalf.de"}], "addresses": [{"deliveryPoint": [null], "city": null, "administrativeArea": null, "postalCode": null, "country": null}], "links": [{"href": null}]}, {"name": "Eric B\u00f6necke", "organization": "Leibniz Institute of Vegetable and Ornamental Crops - IGZ", "position": null, "roles": ["pointOfContact"], "phones": [{"value": null}], "emails": [{"value": "boenecke@igzev.de"}], "addresses": [{"deliveryPoint": [null], "city": null, "administrativeArea": null, "postalCode": null, "country": null}], "links": [{"href": {"url": "https://orcid.org", "protocol": null, "protocol_url": "", "name": "0000-0001-9563-8186", "name_url": "", "description": "ORCID", "description_url": "", "applicationprofile": null, "applicationprofile_url": "", "function": null}}]}, {"name": "Kathrin L\u00fcck", "organization": "Leibniz Centre for Agricultural Landscape Research - ZALF", "position": null, "roles": ["dataCollector"], "phones": [{"value": null}], "emails": [{"value": "katrin.lueck@zalf.de"}], "addresses": [{"deliveryPoint": [null], "city": null, "administrativeArea": null, "postalCode": null, "country": null}], "links": [{"href": null}]}, {"name": "Torsten Schubert", "organization": "Komturei Lietzen GmbH", "position": null, "roles": ["projectMember"], "phones": [{"value": null}], "emails": [{"value": "torsten.schubert@komturei-lietzen.de"}], "addresses": [{"deliveryPoint": [null], "city": null, "administrativeArea": null, "postalCode": null, "country": null}], "links": [{"href": null}]}, {"name": "Torsten Schubert", "organization": "Komturei Lietzen GmbH", "position": null, "roles": ["dataCollector"], "phones": [{"value": null}], "emails": [{"value": "torsten.schubert@komturei-lietzen.de"}], "addresses": [{"deliveryPoint": [null], "city": null, "administrativeArea": null, "postalCode": null, "country": null}], "links": [{"href": null}]}, {"name": "Dirk Scheibe", "organization": "Landwirtschaftliche Beratung der Agrarverb\u00e4nde Brandenburg GmbH", "position": null, "roles": ["projectMember"], "phones": [{"value": null}], "emails": [{"value": "scheibe@lab-agrarberatung.de"}], "addresses": [{"deliveryPoint": [null], "city": null, "administrativeArea": null, "postalCode": null, "country": null}], "links": [{"href": null}]}, {"name": "Dirk Scheibe", "organization": "Landwirtschaftliche Beratung der Agrarverb\u00e4nde Brandenburg GmbH", "position": null, "roles": ["dataCollector"], "phones": [{"value": null}], "emails": [{"value": "scheibe@lab-agrarberatung.de"}], "addresses": [{"deliveryPoint": [null], "city": null, "administrativeArea": null, "postalCode": null, "country": null}], "links": [{"href": null}]}, {"organization": "Eberswalde University for Sustainable Development - HNEE;University of Rostock;Landwirtschaftliche Beratung der Agrarverb\u00e4nde Brandenburg GmbH;Komturei Lietzen GmbH;Leibniz-Institute for Agricultural Engineering and Bioeconomy - ATB;Leibniz Institute of Vegetable and Ornamental Crops - IGZ;Leibniz Centre for Agricultural Landscape Research - ZALF", "roles": ["contributor"]}], "themes": [{"concepts": [{"id": "infoMapAccessService"}], "scheme": "GEMET - INSPIRE themes, version 1.0"}, {"concepts": [{"id": "ph sensors"}, {"id": "optical sensors"}, {"id": "soil pH"}, {"id": "soil organic carbon"}, {"id": "soil organic matter"}, {"id": "nitrogen"}, {"id": "potassium"}, {"id": "magnesium"}, {"id": "phosphorus"}, {"id": "soil chemicophysical properties"}, {"id": "soil fertility"}, {"id": "soil texture"}, {"id": "soil maps"}, {"id": "fertilization"}, {"id": "limes"}, {"id": "soil management"}, {"id": "soil properties"}], "scheme": "AGROVOC Multilingual agricultural thesaurus"}, {"concepts": [{"id": "ph sensors"}, {"id": "optical sensors"}, {"id": "soil pH"}, {"id": "soil organic carbon"}, {"id": "soil organic matter"}, {"id": "nitrogen"}, {"id": "potassium"}, {"id": "magnesium"}, {"id": "phosphorus"}, {"id": "soil chemicophysical properties"}, {"id": "soil fertility"}, {"id": "soil texture"}, {"id": "soil maps"}, {"id": "fertilization"}, {"id": "limes"}, {"id": "soil management"}, {"id": "soil properties"}], "scheme": "AGROVOC Multilingual agricultural thesaurus"}]}, "links": [{"href": "https://maps.bonares.de/wss/service/ags-relay/ags/guest/arcgis/rest/services/Extern/ID_4306_Brandenburg_soil_samples_Geopoint/MapServer/WMSServer?request=GetCapabilities&service=WMS"}, {"href": "https://metadata.bonares.de:443/smartEditor/preview/ph_BB_logo.jpg", "name": "preview", "description": "Web image thumbnail (URL)", "protocol": "WWW:LINK-1.0-http--image-thumbnail", "rel": "preview"}, {"rel": "self", "type": "application/geo+json", "title": "158864ac-e232-4ce5-9ddc-5f1f8481f89f", "name": "item", "description": "158864ac-e232-4ce5-9ddc-5f1f8481f89f", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/158864ac-e232-4ce5-9ddc-5f1f8481f89f"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2023-09-12T00:00:00Z"}}, {"id": "1959.7/uws:63733", "type": "Feature", "geometry": null, "properties": {"updated": "2026-08-24T16:22:25Z", "type": "Journal Article", "created": "2018-02-27", "title": "Temperature and aridity regulate spatial variability of soil multifunctionality in drylands across the globe", "description": "Abstract<p>The relationship between the spatial variability of soil multifunctionality (i.e., the capacity of soils to conduct multiple functions; SVM) and major climatic drivers, such as temperature and aridity, has never been assessed globally in terrestrial ecosystems. We surveyed 236 dryland ecosystems from six continents to evaluate the relative importance of aridity and mean annual temperature, and of other abiotic (e.g., texture) and biotic (e.g., plant cover) variables as drivers of SVM, calculated as the averaged coefficient of variation for multiple soil variables linked to nutrient stocks and cycling. We found that increases in temperature and aridity were globally correlated to increases in SVM. Some of these climatic effects on SVM were direct, but others were indirectly driven through reductions in the number of vegetation patches and increases in soil sand content. The predictive capacity of our structural equation\uffc2\uffa0modelling was clearly higher for the spatial variability of N\uffe2\uff80\uff90 than for C\uffe2\uff80\uff90 and P\uffe2\uff80\uff90related soil variables. In the case of N cycling, the effects of temperature and aridity were both direct and indirect via changes in soil properties. For C and P, the effect of climate was mainly indirect via changes in plant attributes. These results suggest that future changes in climate may decouple the spatial availability of these elements for plants and microbes in dryland soils. Our findings significantly advance our understanding of the patterns and mechanisms driving SVM in drylands across the globe, which is critical for predicting changes in ecosystem functioning in response to climate change.</p", "keywords": ["Abiotic component", "Atmospheric sciences", "Physical geography", "Arid", "Climate Change", "Soil Science", "Spatial variability", "Environmental science", "Agricultural and Biological Sciences", "Soil", "Biodiversity Conservation and Ecosystem Management", "Soil texture", "Aridity index", "XXXXXX - Unknown", "Soil water", "FOS: Mathematics", "Pathology", "Climate change", "Biology", "Ecosystem", "Nature and Landscape Conservation", "Soil science", "2. Zero hunger", "Global and Planetary Change", "Soil Fertility", "Ecology", "Geography", "Global Forest Drought Response and Climate Change", "Statistics", "Temperature", "Life Sciences", "Cycling", "Geology", "FOS: Earth and related environmental sciences", "04 agricultural and veterinary sciences", "Plants", "15. Life on land", "Archaeology", "13. Climate action", "FOS: Biological sciences", "Environmental Science", "Physical Sciences", "Medicine", "0401 agriculture", " forestry", " and fisheries", "Soil Carbon Dynamics and Nutrient Cycling in Ecosystems", "Ecosystem Functioning", "Vegetation (pathology)", "Mathematics"]}, "links": [{"href": "https://eprints.whiterose.ac.uk/128150/8/Dur-n_et_al-2018-Ecology.pdf"}, {"href": "https://esajournals.onlinelibrary.wiley.com/doi/pdf/10.1002/ecy.2199"}, {"href": "https://doi.org/1959.7/uws:63733"}, {"rel": "related", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/Ecology", "name": "related record", "description": "related record", "type": "application/json"}, {"rel": "self", "type": "application/geo+json", "title": "1959.7/uws:63733", "name": "item", "description": "1959.7/uws:63733", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/1959.7/uws:63733"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2018-05-01T00:00:00Z"}}, {"id": "1959.7/uws:76924", "type": "Feature", "geometry": null, "properties": {"updated": "2026-08-24T16:22:27Z", "type": "Journal Article", "created": "2021-05-07", "title": "Temperature Increases Soil Respiration Across Ecosystem Types and Soil Development, But Soil Properties Determine the Magnitude of This Effect", "description": "Abstract<p>Soil carbon losses to the atmosphere, via soil heterotrophic respiration, are expected to increase in response to global warming, resulting in a positive carbon-climate feedback. Despite the well-known suite of abiotic and biotic factors controlling soil respiration, much less is known about how the magnitude of soil respiration responses to temperature changes over soil development and across contrasting soil properties. Here, we investigated the role of soil development stage and soil properties in driving the responses of soil heterotrophic respiration to increasing temperatures. We incubated soils from eight chronosequences ranging in soil age from hundreds to million years, and encompassing a wide range of vegetation types, climatic conditions, and chronosequences origins, at three assay temperatures (5, 15 and 25\uffc2\uffb0C). We found a consistent positive effect of assay temperature on soil respiration rates across the eight chronosequences evaluated. However, soil properties such as organic carbon concentration, texture, pH, phosphorus content, and microbial biomass determined the magnitude of temperature effects on soil respiration. Finally, we observed a positive effect of soil development stage on soil respiration that did not alter the magnitude of assay temperature effects. Our work reveals that key soil properties alter the magnitude of the positive effect of temperature on soil respiration found across ecosystem types and soil development stages. This information is essential to better understand the magnitude of the carbon-climate feedback, and thus to establish accurate greenhouse gas emission targets.</p", "keywords": ["2. Zero hunger", "Climate warming", "Land carbon-climate feedback", "13. Climate action", "Soil texture", "XXXXXX - Unknown", "Microbial biomass", "Nutrient availability", "Soil chronosequences", "Ecolog\u00eda", "15. Life on land"]}, "links": [{"href": "https://link.springer.com/content/pdf/10.1007/s10021-021-00648-2.pdf"}, {"href": "https://doi.org/1959.7/uws:76924"}, {"rel": "related", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/Ecosystems", "name": "related record", "description": "related record", "type": "application/json"}, {"rel": "self", "type": "application/geo+json", "title": "1959.7/uws:76924", "name": "item", "description": "1959.7/uws:76924", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/1959.7/uws:76924"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2020-10-07T00:00:00Z"}}, {"id": "1c51f247-94d2-45ca-b4ba-f28f868ebcae", "type": "Feature", "geometry": null, "properties": {"updated": "2025-09-03T08:42:10", "type": "Dataset", "language": "de", "title": "INSPIRE-WMS Soil / Konzeptbodenkarten BB", "description": "Der interoperable INSPIRE-WMS ist ein Darstellungsdienst, der Daten im INSPIRE-Zielschema Boden (abgeleitet aus der origin\u00e4ren Serie: Konzeptbodenkarten Brandenburg) bereitstellt. Er gibt einen \u00dcberblick zum Fl\u00e4chentyp Bodenartgruppe und Fl\u00e4chentyp Genese der B\u00f6den Brandenburgs und ist aktuell das hochaufl\u00f6sendste blattschnittfreie bodenkundliche Kartenwerk des LBGR im Rasterformat, mit einer Aufl\u00f6sung von 10 x 10 m. Datengrundlagen der Karten sind Fl\u00e4chendaten der Bodensch\u00e4tzung, Geologie und verschiedene bodenkundliche Punkt- und Fl\u00e4chendaten.      Die Auswertungen liefern die fachliche Basis sowohl f\u00fcr die Planung und Umsetzung bodenkundlicher Kartierungen, als auch f\u00fcr die Synthese und Ableitung der Bodenfunktions- und -gef\u00e4hrdungsbewertungen. Die G\u00fcte der zugrundeliegenden Konzeptbodenkarten (KBK) hat somit einen hohen Einfluss auf die Qualit\u00e4t der abgeleiteten Produkte. Im Land Brandenburg werden die KBK mit einem regelbasierten Ansatz weitgehend automatisiert softwaretechnisch abgeleitet. Das Verfahren implementiert die bislang analog durchgef\u00fchrten Arbeitsschritte und bildet als \u201eExpertensystem\u201c das Verst\u00e4ndnis \u00fcber die Genese und die Verbreitung der B\u00f6den in Brandenburg weitgehend ab.     Derzeit wird ein robustes Verfahren zum Abgleich laufender Erhebungen mit den \u201ePrognosen\u201c der Konzeptkarten und darauf fu\u00dfend deren systematische \u00dcberpr\u00fcfung und Bewertung erarbeitet. Zuk\u00fcnftig sollen in diesem Verfahren erkannte Defizite systematisch in einem modifizierten Ableitungsregelwerk ber\u00fccksichtigt und die Konzeptbodenkarten fortlaufend aktualisiert werden. Eine ausf\u00fchrliche Legende sowie die Erl\u00e4uterungen der Werte ist zu finden unter: https://isk.geobasis-bb.de/geodienste/lbgr/KBK_Erlaeuterungen.pdf.     Gem\u00e4\u00df der INSPIRE-Datenspezifikation f\u00fcr Soil liegen die Inhalte INSPIRE-konform vor. Der WMS beinhaltet die folgenden Layer:      - SO.SoilTextureClasses:bft,     - SO.SoilGenesis:gft,     - SO.SoilPedogenesis:pft.     ---      The compliant INSPIRE-WMS is a view service that delivers data in the INSPIRE target schema Soil (derived from the original data series: Concept pedological maps in the State of Brandenburg). It provides an overview of the soil texture classes and soil genesis in the State of Brandenburg and is currently the highest-resolution pedological map of the LBGR in raster format with a resolution of 10 x 10 meters. The maps are based on data from German Soil taxonomy classification, geology and various pedological spatial data.     The evaluations provide the technical basis for the planning and implementation of soil surveys as well as for the synthesis and derivation of soil function and risk assessments. The quality of the underlying Concept pedological maps (KBK) therefore has a major influence on the quality of the derived products. In the State of Brandenburg, the KBK is derived using a largely automated software-based approach. The procedure implements the work steps that have been carried out analogously to date and, as an 'expert system', largely reflects the understanding of the genesis and distribution of soils in Brandenburg.     A robust procedure for comparing current surveys with the 'forecasts' of the KBK and, based on this, their systematic review and evaluation is currently being developed. In the future, deficits identified in this procedure will be systematically taken into account in a modified derivation set of rules and the KBK will be continuously updated. A detailed legend and explanations can be found at: https://isk.geobasis-bb.de/geodienste/lbgr/KBK_Erlaeuterungen.pdf. The content is compliant to the INSPIRE Data Specification on Soil. The WMS includes the following layers:      - SO.SoilTextureClasses:bft,     - SO.SoilGenesis:gft,     - SO.SoilPedogenesis:pft.", "formats": [{"name": "HTML"}], "keywords": ["boden", "bodenart", "bodendaten", "bodenform", "bodengeologie", "bodengesellschaft", "bodenkarte", "bodenkunde", "bodenscha\u0308tzung", "bodensystematische-einheit", "bodentyp", "brandenburg", "de", "fla\u0308chenbodenform", "genese", "geologie", "infomapaccessservice", "inspireidentifiziert", "interoperabel", "interoperability", "interoperable-daten", "konzeptbodenkarte", "konzeptkarte", "opendata", "organisch", "pedogenese", "process", "regional", "soil", "soillayer", "soiltexturegroup", "soiltype", "substratsystematische-einheit", "terrestrisch", "wms"], "contacts": [{"organization": "Landesamt f\u00fcr Bergbau, Geologie und Rohstoffe Brandenburg (LBGR)", "roles": ["creator"]}]}, "links": [{"href": "https://geoportal.brandenburg.de/detailansichtdienst/render?view=gdibb&url=https%3A%2F%2Fgeoportal.brandenburg.de%2Fgs-json%2Fxml%3Ffileid%3D1c51f247-94d2-45ca-b4ba-f28f868ebcae"}, {"href": "https://inspire.brandenburg.de/services/so_kbk_wms?REQUEST=GetCapabilities&SERVICE=WMS"}, {"href": "http://data.europa.eu/88u/dataset/1c51f247-94d2-45ca-b4ba-f28f868ebcae"}, {"rel": "self", "type": "application/geo+json", "title": "1c51f247-94d2-45ca-b4ba-f28f868ebcae", "name": "item", "description": "1c51f247-94d2-45ca-b4ba-f28f868ebcae", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/1c51f247-94d2-45ca-b4ba-f28f868ebcae"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"null": "date"}}, {"id": "1b65024a-cd9f-11e9-a8f9-a0481ca9e724", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[-172.5, -38.6], [-172.5, 64.9], [153.1, 64.9], [153.1, -38.6], [-172.5, -38.6]]]}, "properties": {"themes": [{"concepts": [{"id": "geoscientificInformation"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Soil science"}], "scheme": "Stratum"}, {"concepts": [{"id": "Australia"}, {"id": "Botswana"}, {"id": "Brazil"}, {"id": "Cameroon"}, {"id": "China"}, {"id": "Colombia"}, {"id": "Costa Rica"}, {"id": "Cote d Ivoire"}, {"id": "Cuba"}, {"id": "Ecuador"}, {"id": "Finland"}, {"id": "France"}, {"id": "Gabon"}, {"id": "Germany"}, {"id": "Ghana"}, {"id": "Greece"}, {"id": "Hungary"}, {"id": "Spain"}], "scheme": "Region"}], "updated": "2021-07-14T11:52:27", "type": "Dataset", "language": "eng", "title": "A Globally Distributed Soil Spectral Library Mid Infrared Diffuse Reflectance Spectra", "description": "The ICRAF-ISRIC Soil MIR Spectral Library contains visible near infrared spectra of 4,438 soils selected from the Soil Information System (ISIS) of the International Soil Reference and Information Centre (ISRIC). The samples consist of all physically archived samples at ISRIC in 2004 for which soil attribute data was available. The spectra were measured at the World Agroforestry Center's (ICRAF) Soil and Plant Spectral Diagnostic Laboratory. The samples are from 58 countries spanning Africa, Asia, Europe, North America, and South America. Associated attribute data, such as geographical coordinates, horizon (depth), and physical and chemical properties, are provided in a single relational database. The purpose of the library is to provide a resource for research and applications for sensing soil quality both in the laboratory and from space", "formats": [{"name": "zip"}, {"name": "WWW:DOWNLOAD-1.0-ftp--download"}, {"name": "WWW:LINK-1.0-http--related"}], "keywords": ["soil profiles", "colour", "moisture", "texture", "spectroscopy data", "Soil science", "Australia", "Botswana", "Brazil", "Cameroon", "China", "Colombia", "Costa Rica", "Cote d Ivoire", "Cuba", "Ecuador", "Finland", "France", "Gabon", "Germany", "Ghana", "Greece", "Hungary", "Spain"], "contacts": [{"name": "Keith Shepherd", "organization": "World Agroforestry Centre", "position": "Senior scientist", "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "afsis.info@africasoils.net"}], "addresses": [{"deliveryPoint": ["PO Box 30677"], "city": "Nairobi", "administrativeArea": null, "postalCode": "00100", "country": "Kenya"}], "links": [{"href": null}]}, {"name": "Stephan Mantel", "organization": "ISRIC - World Soil Information", "position": "Sustainable land management", "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "stephan.mantel@wur.nl"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}], "denominator": "100000"}, "links": [{"href": "https://files.isric.org/public/other/", "name": "Download", "protocol": "WWW:DOWNLOAD-1.0-ftp--download", "rel": "download"}, {"href": "https://isric.org/explore/ISRIC-collections", "name": "Project webpage ISRIC", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://www.worldagroforestry.org/sd/landhealth/soil-plant-spectral-diagnostics-laboratory/soil-spectra-library", "name": "Project webpage ICRAF", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "http://worldagroforestry.org/sites/default/files/Description_ICRAF-ISRIC%20Soil%20VNIR%20Spectral%20Library.pdf", "name": "Report", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://files.isric.org/public/thumbnails/other/ICRAF-ISRICVNIRSoilDatabase.jpg", "name": "preview", "description": "Web image thumbnail (URL)", "protocol": "WWW:LINK-1.0-http--image-thumbnail", "rel": "preview"}, {"rel": "self", "type": "application/geo+json", "title": "1b65024a-cd9f-11e9-a8f9-a0481ca9e724", "name": "item", "description": "1b65024a-cd9f-11e9-a8f9-a0481ca9e724", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/1b65024a-cd9f-11e9-a8f9-a0481ca9e724"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"interval": ["1996-11-01T00:00:00Z", "2006-11-01T00:00:00Z"]}}, {"id": "20.500.14243/413305", "type": "Feature", "geometry": null, "properties": {"updated": "2026-08-24T16:22:39Z", "type": "Journal Article", "created": "2022-02-06", "title": "Evaluation of Agricultural Bare Soil Properties Retrieval from Landsat 8, Sentinel-2 and PRISMA Satellite Data", "description": "<?xml version='1.0' encoding='UTF-8'?><article><p>The PRISMA satellite is equipped with an advanced hyperspectral Earth observation technology capable of improving the accuracy of quantitative estimation of bio-geophysical variables in various Earth Science Applications and in particular for soil science. The purpose of this research was to evaluate the ability of the PRISMA hyperspectral imager to estimate topsoil properties (i.e., organic carbon, clay, sand, silt), in comparison with current satellite multispectral sensors. To investigate this expectation, a test was carried out using topsoil data collected in Italy following two approaches. Firstly, PRISMA, Sentinel-2 and Landsat 8 spectral simulated datasets were obtained from the spectral resampling of a laboratory soil library. Subsequently, bare soil reflectance data were obtained from two experimental areas in Italy, using real satellites images, at dates close to each other. The estimation models of soil properties were calibrated employing both Partial Least Square Regression and Cubist Regression algorithms. The results of the study revealed that the best accuracies in retrieving topsoil properties were obtained by PRISMA data, using both laboratory and real datasets. Indeed, the resampled spectra of the hyperspectral imager provided the best Ratio of Performance to Inter-Quartile distance (RPIQ) for clay (4.87), sand (3.80), and organic carbon (2.59) estimation, for the spectral soil library datasets. For the bare soil reflectance obtained from real satellite imagery, a higher level of prediction accuracy was obtained from PRISMA data, with RPIQ \u00b1 SE values of 2.32 \u00b1 0.07 for clay, 3.85 \u00b1 0.19 for silt, and 3.51 \u00b1 0.16 for soil organic carbon. The results for the PRISMA hyperspectral satellite imagery with the Cubist Regression provided the best performance in the prediction of silt, sand, clay and SOC. The same variables were better estimated using PLSR models in the case of the resampled hyperspectral data. The statistical accuracy in the retrieval of SOC from real and resampled PRISMA data revealed the potential of the actual hyperspectral satellite. The results supported the expected good ability of the PRISMA imager to estimate topsoil properties.</p></article>", "keywords": ["Landsat 8", "Sentinel\u20102", "Multispectral", "multispectral", "Science", "hyperspectral; multispectral; PRISMA; soil properties; bare soil; SOC; soil texture; Sentinel-2; Landsat 8; PLSR; Cubist", "Q", "Bare soil", "Cubist", "PRISMA", "04 agricultural and veterinary sciences", "15. Life on land", "hyperspectral", "Hyperspectral", "PLSR", "bare soil", "soil properties", "Soil texture", "Bare soil; Cubist; Hyperspectral; Landsat 8; Multispectral; PLSR; PRISMA; Sentinel\u20102; SOC; Soil properties; Soil texture", "0401 agriculture", " forestry", " and fisheries", "SOC", "Soil properties", "Sentinel-2"]}, "links": [{"href": "http://www.mdpi.com/2072-4292/14/3/714/pdf"}, {"href": "https://iris.cnr.it/bitstream/20.500.14243/413305/1/prod_473291-doc_192827_compressed.pdf"}, {"href": "https://www.iris.unina.it/bitstream/11588/948571/1/Evaluation%20of%20Agricultural%20Bare%20Soil%20Properties%20Retrieval%20from%20Landsat%208%2c%20Sentinel-2%20and%20PRISMA%20Satellite%20Data%20Enhanced%20Reader.pdf"}, {"href": "https://www.mdpi.com/2072-4292/14/3/714/pdf"}, {"href": "https://doi.org/20.500.14243/413305"}, {"rel": "related", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/Remote%20Sensing", "name": "related record", "description": "related record", "type": "application/json"}, {"rel": "self", "type": "application/geo+json", "title": "20.500.14243/413305", "name": "item", "description": "20.500.14243/413305", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/20.500.14243/413305"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2022-02-02T00:00:00Z"}}, {"id": "2164/17159", "type": "Feature", "geometry": null, "properties": {"updated": "2026-08-24T16:22:48Z", "type": "Journal Article", "created": "2020-10-07", "title": "Significance of root hairs for plant performance under contrasting field conditions and water deficit", "description": "AbstractBackground and Aims<p>Previous laboratory studies have suggested selection for root hair traits in future crop breeding to improve resource use efficiency and stress tolerance. However, data on the interplay between root hairs and open-field systems, under contrasting soils and climate conditions, are limited. As such, this study aims to experimentally elucidate some of the impacts that root hairs have on plant performance on a field scale.</p>Methods<p>A field experiment was set up in Scotland for two consecutive years, under contrasting climate conditions and different soil textures (i.e. clay loam vs. sandy loam). Five barley (Hordeum vulgare) genotypes exhibiting variation in root hair length and density were used in the study. Root hair length, density and rhizosheath weight were measured at several growth stages, as well as shoot biomass, plant water status, shoot phosphorus (P) accumulation and grain yield.</p>Key Results<p>Measurements of root hair density, length and its correlation with rhizosheath weight highlighted trait robustness in the field under variable environmental conditions, although significant variations were found between soil textures as the growing season progressed. Root hairs did not confer a notable advantage to barley under optimal conditions, but under soil water deficit root hairs enhanced plant water status and stress tolerance resulting in a less negative leaf water potential and lower leaf abscisic acid concentration, while promoting shoot P accumulation. Furthermore, the presence of root hairs did not decrease yield under optimal conditions, while root hairs enhanced yield stability under drought.</p>Conclusions<p>Selecting for beneficial root hair traits can enhance yield stability without diminishing yield potential, overcoming the breeder\uffe2\uff80\uff99s dilemma of trying to simultaneously enhance both productivity and resilience. Therefore, the maintenance or enhancement of root hairs can represent a key trait for breeding the next generation of crops for improved drought tolerance in relation to climate change.</p", "keywords": ["construction", "0301 basic medicine", "EP/M020355/1", "Supplementary Data", "QH301 Biology", "drought tolerance", "/dk/atira/pure/subjectarea/asjc/1100/1110", "610", "Rural and Environmental Science and Analytical Services (RESAS)", "Plant Roots", "630", "root hairs", "QH301", "Soil", "03 medical and health sciences", "646809DIMR", "agricultural sustainability", "SDG 13 - Climate Action", "BB/L025620/1", "rhizosheath", "phosphorus", "NE/L00237/1", "Hordeum vulgare", "580", "2. Zero hunger", "Natural Environment Research Council (NERC)", "grain yield", "rhizoshealth", "barley", "Water", "soil texture", "Hordeum", "15. Life on land", "NA160430", "6. Clean water", "Droughts", "Plant Breeding", "root traits", "Engineering and Physical Sciences Research Council (EPSRC)", "Biotechnology and Biological Sciences Research Council (BBSRC)", "Other", "plant water status", "name=Plant Science", "BB/P004180/1", "BB/L025825/1"]}, "links": [{"href": "https://repository.uwl.ac.uk/id/eprint/7652/1/12050%20Naveed.pdf"}, {"href": "https://eprints.soton.ac.uk/453165/1/marinsignificance2020.pdf"}, {"href": "https://eprints.soton.ac.uk/453165/2/mcaa181.pdf"}, {"href": "https://doi.org/2164/17159"}, {"rel": "related", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/Annals%20of%20Botany", "name": "related record", "description": "related record", "type": "application/json"}, {"rel": "self", "type": "application/geo+json", "title": "2164/17159", "name": "item", "description": "2164/17159", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/2164/17159"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2020-10-10T00:00:00Z"}}, {"id": "2336203031", "type": "Feature", "geometry": null, "properties": {"updated": "2026-08-24T16:22:52Z", "type": "Journal Article", "created": "2016-04-20", "title": "Modeling soil evaporation efficiency in a range of soil and atmospheric conditions using a meta\u2010analysis approach", "description": "Abstract<p>A meta\uffe2\uff80\uff90analysis data\uffe2\uff80\uff90driven approach is developed to represent the soil evaporative efficiency (SEE) defined as the ratio of actual to potential soil evaporation. The new model is tested across a bare soil database composed of more than 30 sites around the world, a clay fraction range of 0.02\uffe2\uff80\uff930.56, a sand fraction range of 0.05\uffe2\uff80\uff930.92, and about 30,000 acquisition times. SEE is modeled using a soil resistance (rss) formulation based on surface soil moisture (\uffce\uffb8) and two resistance parameters   and \uffce\uffb8efolding. The data\uffe2\uff80\uff90driven approach aims to express both parameters as a function of observable data including meteorological forcing, cut\uffe2\uff80\uff90off soil moisture value   at which SEE=0.5, and first derivative of SEE at  , named  . An analytical relationship between   and   is first built by running a soil energy balance model for two extreme conditions with rss\uffe2\uff80\uff89=\uffe2\uff80\uff890 and   using meteorological forcing solely, and by approaching the middle point from the two (wet and dry) reference points. Two different methods are then investigated to estimate the pair   either from the time series of SEE and \uffce\uffb8 observations for a given site, or using the soil texture information for all sites. The first method is based on an algorithm specifically designed to accomodate for strongly nonlinear   relationships and potentially large random deviations of observed SEE from the mean observed  . The second method parameterizes   as a multi\uffe2\uff80\uff90linear regression of clay and sand percentages, and sets   to a constant mean value for all sites. The new model significantly outperformed the evaporation modules of ISBA (Interaction Sol\uffe2\uff80\uff90Biosph\uffc3\uffa8re\uffe2\uff80\uff90Atmosph\uffc3\uffa8re), H\uffe2\uff80\uff90TESSEL (Hydrology\uffe2\uff80\uff90Tiled ECMWF Scheme for Surface Exchange over Land), and CLM (Community Land Model). It has potential for integration in various land\uffe2\uff80\uff90surface schemes, and real calibration capabilities using combined thermal and microwave remote sensing data.</p", "keywords": ["550", "0207 environmental engineering", "modeling", "02 engineering and technology", "15. Life on land", "551", "01 natural sciences", "evaporation", "soil", "moisture", "[SDU.STU.HY] Sciences of the Universe [physics]/Earth Sciences/Hydrology", "[SDU.STU.HY]Sciences of the Universe [physics]/Earth Sciences/Hydrology", "texture", "0105 earth and related environmental sciences"]}, "links": [{"href": "https://agupubs.onlinelibrary.wiley.com/doi/pdf/10.1002/2015WR018233"}, {"href": "https://doi.org/2336203031"}, {"rel": "related", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/Water%20Resources%20Research", "name": "related record", "description": "related record", "type": "application/json"}, {"rel": "self", "type": "application/geo+json", "title": "2336203031", "name": "item", "description": "2336203031", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/2336203031"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2016-05-01T00:00:00Z"}}, {"id": "25d0cf4d-1865-4d2a-be32-40a1b2483936", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[-9.8, 36.8], [-9.8, 42.2], [-6.1, 42.2], [-6.1, 36.8], [-9.8, 36.8]]]}, "properties": {"themes": [{"concepts": [{"id": "geoscientificInformation"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Soil science"}], "scheme": "Stratum"}, {"concepts": [{"id": "Portugal"}], "scheme": "Place"}, {"concepts": [{"id": "National"}], "scheme": "Data coverage"}, {"concepts": [{"id": "Raw data / Geochemical mapping"}], "scheme": "Database type"}, {"concepts": [{"id": "All contaminants (not specified)"}], "scheme": "Contaminants"}, {"concepts": [{"id": "Universidade de Lisboa - Instituto Superior T\u00e9cnico - Marine, Environmental and Technology Center (MARETEC)"}], "scheme": "Organization"}], "updated": "2025-05-07T12:34:51.172Z", "type": "Dataset", "language": "eng", "title": "InfoSolo Legacy Database", "description": "The current version includes harmonized soil data from a set of 9934 horizons/layers studied in 3461 soil profiles across the country between 1966 and 2014. Data on elemental concentrations, and other soil properties such as organic carbon content, pH, CEC, etc.\n\nDownloadable as an ArcGIS or QGIS file.", "formats": [{"name": "zip"}, {"name": "WWW:LINK-1.0-http--related"}], "keywords": ["calcium", "calcium carbonate", "phosphorus", "cation exchange capacity", "magnesium", "nitrogen", "organic carbon", "potassium", "sodium", "bulk density", "soil depth", "pH", "texture", "water holding capacity", "soil profiles", "nutrients", "Existing database", "National data coverage", "Soil science", "Portugal", "National", "Raw data / Geochemical mapping", "All contaminants (not specified)", "Universidade de Lisboa - Instituto Superior T\u00e9cnico - Marine", " Environmental and Technology Center (MARETEC)"], "contacts": [{"name": "Maria da Concei\u00e7\u00e3o Gon\u00e7alves", "organization": "National Institute of Agricultural and Veterinary Research (Instituto Nacional de Investiga\u00e7\u00e3o Agr\u00e1ria e Veterin\u00e1ria)", "position": "Investigator", "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "maria.goncalves@iniav.pt"}], "addresses": [{"deliveryPoint": ["Quinta do Marqu\u00eas, Avenida Rep\u00fablica"], "city": "Oeiras", "administrativeArea": null, "postalCode": "2784\u2011505", "country": "Portugal"}], "links": [{"href": null}]}, {"name": "Tiago Ramos", "organization": "Universidade de Lisboa - Instituto Superior T\u00e9cnico - Marine, Environmental and Technology Center (MARETEC)", "position": "Investigator", "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "tiagobramos@tecnico.ulisboa.pt"}], "addresses": [{"deliveryPoint": ["Avenida Rovisco Pais, n\u00ba 1"], "city": "Lisbon", "administrativeArea": null, "postalCode": "1049-001", "country": "Portugal"}], "links": [{"href": null}]}], "denominator": "10000"}, "links": [{"href": "https://data.isric.org/geonetwork/srv/api/records/25d0cf4d-1865-4d2a-be32-40a1b2483936", "name": "INFOSOLO - Soil Profile Data for Portugal", "rel": null}, {"href": "https://doi.org/10.1016/j.catena.2017.07.020", "name": "Scientific paper", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://files.isric.org/public/external/PT-INFOSOLO.zip", "name": "Download zip", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://files.isric.org/public/thumbnails/external/PT-INFOSOLO.png", "name": "preview", "description": "Web image thumbnail (URL)", "protocol": "WWW:LINK-1.0-http--image-thumbnail", "rel": "preview"}, {"rel": "self", "type": "application/geo+json", "title": "25d0cf4d-1865-4d2a-be32-40a1b2483936", "name": "item", "description": "25d0cf4d-1865-4d2a-be32-40a1b2483936", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/25d0cf4d-1865-4d2a-be32-40a1b2483936"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"interval": ["1966-01-01T00:00:00Z", "2014-12-12T00:00:00Z"]}}, {"id": "2a7d2fb8-e0db-4a4b-9661-4809865aaccf", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[-18.0, -35.0], [-18.0, 37.0], [51.0, 37.0], [51.0, -35.0], [-18.0, -35.0]]]}, "properties": {"themes": [{"concepts": [{"id": "geoscientificInformation"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Soil science"}], "scheme": "Stratum"}, {"concepts": [{"id": "Africa"}], "scheme": "Region"}], "updated": "2021-07-14T11:52:34", "type": "Dataset", "language": "eng", "title": "Africa SoilGrids - Texture", "description": "Textural class (defined according to USDA system) at 6 depth intervals derived from sand, silt and clay contents predicted using the Africa Soil Profiles Database (AfSP) v1.2. For details see published paper here below (Hengl T., G.B.M. Heuvelink, B. Kempen, J.G.B. Leenaars, M.G. Walsh, K.D. Shepherd, A. Sila, R.A. MacMillan, J. Mendes de Jesus, L.T. Desta, J.E. Tondoh, 2015. Mapping Soil Properties of Africa at 250 m Resolution: Random Forests Significantly Improve Current Predictions. PLoS ONE 10(6)\n\nTexture classes of the USDA system / triangle used in this map:\ncode, name\n1   clay\n2   silty clay\n3   sandy clay\n4   clay loam\n5   silty clayloam\n6   sandy clay loam\n7   loam\n8   silty loam\n9   sandy loam\n10  silt  \n11  loamy sand\n12  sand", "formats": [{"name": "GTiff"}, {"name": "WWW:DOWNLOAD-1.0-ftp--download"}, {"name": "WWW:LINK-1.0-http--related"}], "keywords": ["texture", "digital soil mapping", "Soil science", "Africa"], "contacts": [{"name": "Johan Leenaars", "organization": "ISRIC - World Soil Information", "position": "Senior soil scientist", "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "johan.leenaars@wur.nl"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}, {"name": "Tom Hengl", "organization": "ISRIC - World Soil Information", "position": "Former staff", "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "None"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}], "distancevalue": "250", "distanceuom": "m"}, "links": [{"href": "https://files.isric.org/public/afsis250m/af_TEXMHT_T__M_sd1_250m.tif", "name": "Download GeoTIFF at depth 0-5 cm", "protocol": "WWW:DOWNLOAD-1.0-ftp--download", "rel": "download"}, {"href": "https://files.isric.org/public/afsis250m/af_TEXMHT_T__M_sd2_250m.tif", "name": "Download GeoTIFF at depth 5-15 cm", "protocol": "WWW:DOWNLOAD-1.0-ftp--download", "rel": "download"}, {"href": "https://files.isric.org/public/afsis250m/af_TEXMHT_T__M_sd3_250m.tif", "name": "Download GeoTIFF at depth 15-30 cm", "protocol": "WWW:DOWNLOAD-1.0-ftp--download", "rel": "download"}, {"href": "https://files.isric.org/public/afsis250m/af_TEXMHT_T__M_sd4_250m.tif", "name": "Download GeoTIFF at depth 30-60 cm", "protocol": "WWW:DOWNLOAD-1.0-ftp--download", "rel": "download"}, {"href": "https://files.isric.org/public/afsis250m/af_TEXMHT_T__M_sd5_250m.tif", "name": "Download GeoTIFF at depth 60-100 cm", "protocol": "WWW:DOWNLOAD-1.0-ftp--download", "rel": "download"}, {"href": "https://files.isric.org/public/afsis250m/af_TEXMHT_T__M_sd6_250m.tif", "name": "Download GeoTIFF at depth 100-200 cm", "protocol": "WWW:DOWNLOAD-1.0-ftp--download", "rel": "download"}, {"href": "https://isric.org/projects/soil-property-maps-africa-250-m-resolution", "name": "Project webpage", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0125814", "name": "Scientific paper", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://files.isric.org/public/thumbnails/afsis250m/texmht.png", "name": "preview", "description": "Web image thumbnail (URL)", "protocol": "WWW:LINK-1.0-http--image-thumbnail", "rel": "preview"}, {"rel": "self", "type": "application/geo+json", "title": "2a7d2fb8-e0db-4a4b-9661-4809865aaccf", "name": "item", "description": "2a7d2fb8-e0db-4a4b-9661-4809865aaccf", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/2a7d2fb8-e0db-4a4b-9661-4809865aaccf"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"interval": ["1960-01-01T00:00:00Z", "2015-12-31T00:00:00Z"]}}, {"id": "2919b1e3-6a79-4162-9d3a-e640a1dc5aef", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[73.6, 18.2], [73.6, 53.6], [134.8, 53.6], [134.8, 18.2], [73.6, 18.2]]]}, "properties": {"themes": [{"concepts": [{"id": "geoscientificInformation"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Soil science"}], "scheme": "Stratum"}, {"concepts": [{"id": "Asia"}, {"id": "China"}], "scheme": "Region"}], "updated": "2021-07-14T11:52:00", "type": "Dataset", "language": "eng", "title": "Soil and Terrain Database (SOTER) for China", "description": "The Soil and Terrain database for China primary data (version 1.0), at scale 1:1 million (SOTER_China), was compiled of enhanced soil information within the framework of the FAO's program of Land Degradation Assessment in Drylands (LADA). The primary database was compiled using the SOTER methodology. The SOTER unit delineation was based on a raster format of the soil map of China, correlated and converted to FAO\u2019s Revised Legend (1988), in combination with a SOTER landform characterization derived from Shuttle Radar Topographic Mission (SRTM) 90 m digital elevation model (DEM). Reference profiles for the dominant soil of the SOTER units has been directly linked to the polygons. \n\nSOTER forms a part of the ongoing activities of ISRIC, FAO and UNEP to update the world's baseline information on natural resources.The project involved collaboration with national soil institutes from the countries in the region as well as individual experts.", "formats": [{"name": "zip"}, {"name": "WWW:DOWNLOAD-1.0-ftp--download"}, {"name": "WWW:LINK-1.0-http--related"}], "keywords": ["calcium", "carbon", "cation exchange capacity", "electrical conductivity", "nitrogen", "organic matter", "bulk density", "soil profiles", "pH", "salinity", "texture", "water holding capacity", "nutrients", "Soil science", "Asia", "China"], "contacts": [{"name": "Bas Kempen", "organization": "ISRIC - World Soil Information", "position": "Soil mapping specialist", "roles": ["pointOfContact"], "phones": [{"value": null}], "emails": [{"value": "bas.kempen@wur.nl"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}, {"name": "J.A. Dijkshoorn", "organization": "ISRIC - World Soil Information", "position": null, "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "None"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}, {"name": "Jan R.M. Huting", "organization": "ISRIC - World Soil Information", "position": null, "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "None"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}], "denominator": "1000000"}, "links": [{"href": "https://files.isric.org/public/soter/CN-SOTER.zip", "name": "Download", "protocol": "WWW:DOWNLOAD-1.0-ftp--download", "rel": "download"}, {"href": "https://isric.org/index.php/projects/soil-and-terrain-soter-database-programme", "name": "Project webpage", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://isric.org/sites/default/files/isric_report_2008_06.pdf", "name": "Report", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://files.isric.org/public/thumbnails/soter/SOTER_CN.jpg", "name": "preview", "description": "Web image thumbnail (URL)", "protocol": "WWW:LINK-1.0-http--image-thumbnail", "rel": "preview"}, {"rel": "self", "type": "application/geo+json", "title": "2919b1e3-6a79-4162-9d3a-e640a1dc5aef", "name": "item", "description": "2919b1e3-6a79-4162-9d3a-e640a1dc5aef", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/2919b1e3-6a79-4162-9d3a-e640a1dc5aef"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"interval": ["1986-01-01T00:00:00Z", "2008-10-01T00:00:00Z"]}}, {"id": "2969870655", "type": "Feature", "geometry": null, "properties": {"updated": "2026-08-24T16:23:07Z", "type": "Journal Article", "created": "2019-08-21", "title": "Towards ecologically functional riparian zones: A meta-analysis to develop guidelines for protecting ecosystem functions and biodiversity in agricultural landscapes", "description": "Riparian zones contribute with biodiversity and ecosystem functions of fundamental importance for regulating flow and nutrient transport in waterways. However, agricultural land-use and physical changes made to improve crop productivity and yield have resulted in modified hydrology and displaced natural vegetation. The modification to the hydrology and natural vegetation have affected the biodiversity and many ecosystem functions provided by riparian zones. Here we review the literature to provide state-of-the-art recommendations for riparian zones in agricultural landscapes. We analysed all available publications since 1984 that have quantified services provided by riparian zones and use this information to recommend minimum buffer widths. We also analysed publications that gave buffer width recommendations to sustain different groups of organisms. We found that drainage size matters for nutrient and sediment removal, but also that a 3\u202fm wide buffer zone acts as a basic nutrient filter. However, to maintain a high floral diversity, a 24\u202fm buffer zone is required, while a 144\u202fm buffer is needed to preserve bird diversity. Based on the analysis, we developed the concept of 'Ecologically Functional Riparian Zones' (ERZ) and provide a step-by-step framework that managers can use to balance agricultural needs and environmental protection of waterways from negative impacts. By applying ERZ in already existing agricultural areas, we can better meet small targets and move towards the long-term goal of achieving a more functional land management and better environmental status of waterways.", "keywords": ["Riparian zone", "river", "nutrient uptake", "hydrology", "Review", "water quality", "01 natural sciences", "Ecological functional riparian zones", "waterway transport", "freshwater environment", "biodiversity", "agriculture", "2. Zero hunger", "filter", "hydrological regime", "Agriculture", "Biodiversity", "Milj\u00f6vetenskap", "functional role", "6. Clean water", "riparian ecosystem", "agricultural land", "Aves", "Environmental Monitoring", "sandy loam", "crop production", "rural area", "12. Responsible consumption", "Buffer zone", "water temperature", "Rivers", "ecosystem function", "controlled study", "human", "14. Life underwater", "environmental protection", "Ecosystem", "environmental monitoring", "0105 earth and related environmental sciences", "ecosystem", "Agricultural", "Vegetation", "practice guideline", "species composition", "land management", "Water", "land use", "soil property", "soil texture", "landscape", "15. Life on land", "13. Climate action", "Environmental Sciences", "meta analysis"]}, "links": [{"href": "https://doi.org/2969870655"}, {"rel": "related", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/Journal%20of%20Environmental%20Management", "name": "related record", "description": "related record", "type": "application/json"}, {"rel": "self", "type": "application/geo+json", "title": "2969870655", "name": "item", "description": "2969870655", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/2969870655"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2019-11-01T00:00:00Z"}}, {"id": "3227a87b-43f4-46b8-b0ad-76af36528e03-envidat", "type": "Feature", "geometry": null, "properties": {"updated": "2025-05-08T06:01:31Z", "type": "Dataset", "language": "en", "title": "Soil measurements of Seewer Berg and Davos", "description": "The dataset contains measured values of soil liquid water content, matric potential, and soil texture of 40 soil samples in Davos, Switzerland. The measurements were used for determining van Genuchten parameter values through fitting of water retention curves, pedotransfer functions, and inverse fitting with Hydrus-1D.", "formats": [{"name": "CSV"}], "keywords": ["alpine", "ch", "glide-snow-avalanche", "lwc", "matric-potential", "measurements", "soil", "soil-classification", "soil-texture"], "contacts": [{"organization": "EnviDat Support", "roles": ["creator"]}, {"organization": "https://envidat.ch/#/about", "roles": ["publisher"]}]}, "links": [{"href": "https://www.envidat.ch/#/metadata/soil-and-snow-measurements"}, {"href": "https://www.envidat.ch/dataset/soil-and-snow-measurements/resource/7494a93b-068b-4d87-8f33-a16d197d27bf"}, {"href": "https://www.envidat.ch/dataset/soil-and-snow-measurements/resource/810089c7-a4f8-4e9a-a9b9-5d1a55676b81"}, {"href": "https://www.envidat.ch/dataset/soil-and-snow-measurements/resource/c1c4be41-28ff-4d20-97d5-aa6c28e74695"}, {"href": "https://www.envidat.ch/dataset/soil-and-snow-measurements/resource/d4114528-bd8a-4335-b9ba-3d8eba7bb1fa"}, {"href": "https://www.envidat.ch/dataset/soil-and-snow-measurements/resource/d7ce01fb-cce5-45ea-85ec-44a25ac49a77"}, {"href": "https://www.envidat.ch/dataset/soil-and-snow-measurements/resource/ffffb46c-fc15-49a7-b179-e20ff120fb48"}, {"href": "http://data.europa.eu/88u/dataset/3227a87b-43f4-46b8-b0ad-76af36528e03-envidat"}, {"rel": "self", "type": "application/geo+json", "title": "3227a87b-43f4-46b8-b0ad-76af36528e03-envidat", "name": "item", "description": "3227a87b-43f4-46b8-b0ad-76af36528e03-envidat", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/3227a87b-43f4-46b8-b0ad-76af36528e03-envidat"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"null": "date"}}, {"id": "3135524483", "type": "Feature", "geometry": null, "properties": {"updated": "2026-08-24T16:23:23Z", "type": "Journal Article", "created": "2021-02-27", "title": "Implementing a new texture-based soil evaporation reduction coefficient in the FAO dual crop coefficient method", "description": "Abstract   Crop evapotranspiration (ET) is a fundamental component of the hydrological cycle, especially in arid/semi-arid regions. The FAO-56 offers an operational method for deriving ET from the reduction (dual crop coefficient Kc) of the atmospheric evaporative demand (ET0). The dual coefficient approach (FAO-2Kc) is intended to improve the daily estimation of ET by separating the contribution of bare soil evaporation (E) and crop transpiration components. The FAO-2Kc has been a well-known reference for the operational monitoring of crop water needs. However, its performance for estimating the water use efficiency is limited by uncertainties in the modeled evaporation/transpiration partitioning. This paper aims at improving the soil module of the FAO-2Kc by modifying the E reduction coefficient (Kr) according to soil texture information and state-of-the-art formulations, hence, to amend the mismatch between FAO-2Kc and field-measured data beyond standard conditions. In practice this work evaluates the performance of two evaporation models, using the classical Kr (Kr,FAO) and a new texture-based Kr (Kr,text) over 33 bare soil sites under different evaporative demand and soil conditions. An offline validation is investigated by forcing both models with observed soil moisture (     \u03b8    s     ) data as input. The Kr,text methodology provides more accurate E estimations compared to the Kr,FAO method and systematically reduces biases. Using Kr,text allows reaching the lowest root means square error (RMSE) of 0.16\u2009mm/day compared to the Kr,FAO where the lowest RMSE reached is 0.88\u2009mm/day. As a step further in the assessment of the proposed methodology, ET was estimated in three wheat fields across the entire agricultural season. Both approaches were thus inter-compared in terms of ET estimates forced by SM estimated as a residual of the water balance model (online validation). Compared to ET measurements, the new formulation provided more accurate results. The RMSE was 0.66\u2009mm/day (0.71\u2009mm/day) and the R2 was 0.83 (0.78) for the texture-based (classical) Kr.", "keywords": ["0106 biological sciences", "2. Zero hunger", "570", "Evapotranspiration", "Soil texture", "FAO-2Kc", "0207 environmental engineering", "Soil moisture", "02 engineering and technology", "15. Life on land", "Soil evaporation", "01 natural sciences", "6. Clean water"]}, "links": [{"href": "https://doi.org/3135524483"}, {"rel": "related", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/Agricultural%20Water%20Management", "name": "related record", "description": "related record", "type": "application/json"}, {"rel": "self", "type": "application/geo+json", "title": "3135524483", "name": "item", "description": "3135524483", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/3135524483"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2021-05-01T00:00:00Z"}}, {"id": "31445372", "type": "Feature", "geometry": null, "properties": {"updated": "2026-08-24T16:23:24Z", "type": "Journal Article", "created": "2019-08-21", "title": "Towards ecologically functional riparian zones: A meta-analysis to develop guidelines for protecting ecosystem functions and biodiversity in agricultural landscapes", "description": "Riparian zones contribute with biodiversity and ecosystem functions of fundamental importance for regulating flow and nutrient transport in waterways. However, agricultural land-use and physical changes made to improve crop productivity and yield have resulted in modified hydrology and displaced natural vegetation. The modification to the hydrology and natural vegetation have affected the biodiversity and many ecosystem functions provided by riparian zones. Here we review the literature to provide state-of-the-art recommendations for riparian zones in agricultural landscapes. We analysed all available publications since 1984 that have quantified services provided by riparian zones and use this information to recommend minimum buffer widths. We also analysed publications that gave buffer width recommendations to sustain different groups of organisms. We found that drainage size matters for nutrient and sediment removal, but also that a 3\u202fm wide buffer zone acts as a basic nutrient filter. However, to maintain a high floral diversity, a 24\u202fm buffer zone is required, while a 144\u202fm buffer is needed to preserve bird diversity. Based on the analysis, we developed the concept of 'Ecologically Functional Riparian Zones' (ERZ) and provide a step-by-step framework that managers can use to balance agricultural needs and environmental protection of waterways from negative impacts. By applying ERZ in already existing agricultural areas, we can better meet small targets and move towards the long-term goal of achieving a more functional land management and better environmental status of waterways.", "keywords": ["Riparian zone", "river", "nutrient uptake", "hydrology", "Review", "water quality", "01 natural sciences", "Ecological functional riparian zones", "waterway transport", "freshwater environment", "biodiversity", "agriculture", "2. Zero hunger", "filter", "hydrological regime", "Agriculture", "Biodiversity", "Milj\u00f6vetenskap", "functional role", "6. Clean water", "riparian ecosystem", "agricultural land", "Aves", "Environmental Monitoring", "sandy loam", "crop production", "rural area", "12. Responsible consumption", "Buffer zone", "water temperature", "Rivers", "ecosystem function", "controlled study", "human", "14. Life underwater", "environmental protection", "Ecosystem", "environmental monitoring", "0105 earth and related environmental sciences", "ecosystem", "Agricultural", "Vegetation", "practice guideline", "species composition", "land management", "Water", "land use", "soil property", "soil texture", "landscape", "15. Life on land", "13. Climate action", "Environmental Sciences", "meta analysis"]}, "links": [{"href": "https://doi.org/31445372"}, {"rel": "related", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/Journal%20of%20Environmental%20Management", "name": "related record", "description": "related record", "type": "application/json"}, {"rel": "self", "type": "application/geo+json", "title": "31445372", "name": "item", "description": "31445372", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/31445372"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2019-11-01T00:00:00Z"}}, {"id": "3207901193", "type": "Feature", "geometry": null, "properties": {"updated": "2026-08-24T16:23:29Z", "type": "Journal Article", "created": "2021-10-21", "title": "Sentinel-2 Recognition of Uncovered and Plastic Covered Agricultural Soil", "description": "<?xml version='1.0' encoding='UTF-8'?><article><p>Medium resolution satellite data, such as Sentinel-2 of the Copernicus programme, offer great new opportunities for the agricultural sector, and provide insights on soil surface characteristics and their management. Soil monitoring requires a high-quality dataset of uncovered and plastic covered agricultural soil. We developed a methodology to identify uncovered soil pixels in agricultural parcels during seedbed preparation and considered the impacts of clouds and shadows, vegetation cover, and artificial covers, such as those of greenhouses and plastic mulch films. We preserved the spatial and temporal integrity of parcels in the process and analysed spectral anomalies and their sources. The approach is based on freely available tools, namely Google Earth Engine and R Programming packages. We tested the methodology on the northern region of Belgium, which is characterised by small, fragmented parcels. We selected a period between mid-April to end-May, when active agricultural management practices leave the soil bare in preparation for the main cropping season. The spectral angle mapper was used to identify soil covered by non-plastic greenhouses or temporary soil covers, such as plastic mulch films. The effect of underlying soil on temporary covers was considered. The retrogressive plastic greenhouse index was used for detecting plastic greenhouses. The result was a high quality dataset of potential bare uncovered agricultural soil that allows further soil surface characterisation. This offered an improved understanding of the use of artificial covers, their spatial distribution, and their corresponding crops during the considered period. Artificial covers occurred most frequently in maize parcels. The approach resulted in precision values exceeding 0.9 for the detection of temporary covers and non-plastic greenhouses and a sensitivity value exceeding 0.95 for non-plastic and plastic greenhouses.</p></article>", "keywords": ["Technology", "SURFACE", "Science", "Environmental Sciences & Ecology", "TEXTURE", "artificial cover", "ALMERIA", "0203 Classical Physics", "soil", "Remote Sensing", "SUPPORT", "0909 Geomatic Engineering", "Geosciences", " Multidisciplinary", "Imaging Science & Photographic Technology", "agriculture", "2. Zero hunger", "plastic mulch", "Science & Technology", "IDENTIFICATION", "soil; agriculture; Sentinel-2; artificial cover; plastic mulch", "Q", "Geology", "04 agricultural and veterinary sciences", "15. Life on land", "CLOUD", "REFLECTANCE", "RESOLUTION", "13. Climate action", "Physical Sciences", "0401 agriculture", " forestry", " and fisheries", "4013 Geomatic engineering", "Sentinel-2", "GREENHOUSE", "0406 Physical Geography and Environmental Geoscience", "Life Sciences & Biomedicine", "3701 Atmospheric sciences", "Environmental Sciences", "3709 Physical geography and environmental geoscience"]}, "links": [{"href": "http://www.mdpi.com/2072-4292/13/21/4195/pdf"}, {"href": "https://www.mdpi.com/2072-4292/13/21/4195/pdf"}, {"href": "https://doi.org/3207901193"}, {"rel": "related", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/Remote%20Sensing", "name": "related record", "description": "related record", "type": "application/json"}, {"rel": "self", "type": "application/geo+json", "title": "3207901193", "name": "item", "description": "3207901193", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/3207901193"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2021-10-20T00:00:00Z"}}, {"id": "3215525597", "type": "Feature", "geometry": null, "properties": {"updated": "2026-08-24T16:23:30Z", "type": "Journal Article", "created": "2021-11-28", "title": "Co-localised phosphorus mobilization processes in the rhizosphere of field-grown maize jointly contribute to plant nutrition", "description": "Abstract   Understanding phosphorus (P) dynamics in the rhizosphere is crucial for sustainable crop production. P mobilization processes in the rhizosphere include the release of plant and microbially-derived protons and extracellular phosphatases. We investigated the effect of root hairs and soil texture on the spatial distribution and intensity of P mobilizing processes in the rhizosphere of Zea mays L. root-hair defective mutant (rth3) and wild-type (WT) grown in two substrates (loam, sand). We applied 2D-chemical imaging methods in custom-designed root windows installed in the field to visualize soil pH (optodes), acid phosphatase activity (zymography), and labile P and Mn fluxes (diffusive gradients in thin films, DGT).  The average rhizosphere extent for phosphatase activity and pH was greater in sand than in loam, while the presence of root-hairs had no impact. Acidification was significantly stronger at young root tissue ( 4\u202fcm from root cap) and stronger in WT than rth3. Accompanied with stronger acidification, higher P flux was observed mainly around young, actively growing root tissues for both genotypes. Our results indicate that acidification was linked to root growth and created a pH optimum for acid phosphatase activity, i.e., mineralization of organic P, especially at young root tissues which are major sites of P uptake. Both genotypes grew better in loam than in sand; however, the presence of root hairs generally resulted in higher shoot P concentrations and greater shoot biomass of WT compared to rth3. We conclude that soil substrate had a larger impact on the extent and intensity of P solubilization processes in the rhizosphere of maize than the presence of root hairs. For the first time, we combined 2D-imaging of soil pH, phosphatase activity, and nutrient gradients in the field and demonstrated a novel approach of stepwise data integration revealing the interplay of various P solubilizing processes in situ.", "keywords": ["[SDV.SA]Life Sciences [q-bio]/Agricultural sciences", "580", "2. Zero hunger", "0106 biological sciences", "[SDV.SA] Life Sciences [q-bio]/Agricultural sciences", "Soil zymography", "04 agricultural and veterinary sciences", "Diffusive gradients in thin films (DGT)", "15. Life on land", "01 natural sciences", "630", "Planar pH optodes", "Root window", "Soil texture", "[SDV.BV]Life Sciences [q-bio]/Vegetal Biology", "0401 agriculture", " forestry", " and fisheries", "Root hairs", "[SDV.BV] Life Sciences [q-bio]/Vegetal Biology"]}, "links": [{"href": "https://doi.org/3215525597"}, {"rel": "related", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/Soil%20Biology%20and%20Biochemistry", "name": "related record", "description": "related record", "type": "application/json"}, {"rel": "self", "type": "application/geo+json", "title": "3215525597", "name": "item", "description": "3215525597", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/3215525597"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2022-02-01T00:00:00Z"}}, {"id": "a351682c-330a-4995-a5a1-57ad160e621c", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[-180.0, -90.0], [-180.0, 90.0], [180.0, 90.0], [180.0, -90.0], [-180.0, -90.0]]]}, "properties": {"themes": [{"concepts": [{"id": "geoscientificInformation"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Soil science"}], "scheme": "Stratum"}, {"concepts": [{"id": "Global"}], "scheme": "Region"}], "updated": "2025-02-05T10:33:43", "type": "Dataset", "language": "eng", "title": "WISE - Global Soil Profile Data, version 3.1", "description": "Version 3.1 of the ISRIC-WISE database (WISE3) was compiled from a wide range of soil profile data collected by many soil professionals worldwide. All profiles have been harmonized with respect to the original Legend (1974) and Revised Legend (1988) of FAO-Unesco. Thereby, the primary soil data \u2500 and any secondary data derived from them \u2500 can be linked using GIS to the spatial units of the digitized Soil Map of the World as well as more recent digital Soil and Terrain (SOTER) databases through the soil legend code.  \n\nWISE3 holds selected attribute data for some 10,250 soil profiles, with some 47,800 horizons, from 149 countries. Individual profiles have been sampled, described, and analyzed according to methods and standards in use in the originating countries. There is no uniform set of properties for which all profiles have analytical data, generally because only selected measurements were planned during the original surveys. Methods used for laboratory determinations of specific soil properties vary between laboratories and over time; sometimes, results for the same property cannot be compared directly. WISE3 will inevitably include gaps, being a compilation of legacy soil data derived from traditional soil survey, which can be of a taxonomic, geographic, and soil analytical nature. As a result, the amount of data available for modelling is sometimes much less than expected. Adroit use of the data, however, will permit a wide range of agricultural and environmental applications at a global and continental scale (1:500 000 and broader).\n\nPreferred citation:\nBatjes NH 2009. Harmonized soil profile data for applications at global and continental scales: updates to the WISE database. Soil Use and Management 5:124\u2013127, http://dx.doi.org/10.1111/j.1475-2743.2009.00202.x", "formats": [{"name": "zip"}, {"name": "WWW:DOWNLOAD-1.0-ftp--download"}, {"name": "WWW:LINK-1.0-http--related"}], "keywords": ["calcium", "carbon", "cation exchange capacity", "electrical conductivity", "nitrogen", "organic carbon", "bulk density", "soil classification", "soil depth", "soil profiles", "pH", "salinity", "texture", "water holding capacity", "soil profiles", "nutrients", "Soil science", "Global"], "contacts": [{"name": "Niels Batjes", "organization": "ISRIC - World Soil Information", "position": "Senior Soil Scientist", "roles": ["publisher"], "phones": [{"value": null}], "emails": [{"value": "niels.batjes@isric.org"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}, {"name": "Data info desk", "organization": "ISRIC - World Soil Information", "position": "custodian", "roles": ["pointOfContact"], "phones": [{"value": null}], "emails": [{"value": "data@isric.org"}], "addresses": [{"deliveryPoint": [null], "city": null, "administrativeArea": null, "postalCode": null, "country": null}], "links": [{"href": null}]}, {"name": "Data info desk", "organization": "ISRIC - World Soil Information (WDC - Soils)", "position": "publisher", "roles": ["custodian"], "phones": [{"value": null}], "emails": [{"value": "data@isric.org"}], "addresses": [{"deliveryPoint": [null], "city": null, "administrativeArea": null, "postalCode": null, "country": null}], "links": [{"href": null}]}], "denominator": "100000"}, "links": [{"href": "https://files.isric.org/public/wise/WD-WISE.zip", "name": "Download", "protocol": "WWW:DOWNLOAD-1.0-ftp--download", "rel": "download"}, {"href": "https://www.isric.org/projects/world-inventory-soil-emission-potentials-wise", "name": "Project webpage", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://www.isric.org/sites/default/files/isric_report_2008_02.pdf", "name": "Report", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://files.isric.org/public/thumbnails/wise/ISRIC-WISE3r1.jpg", "name": "preview", "description": "Web image thumbnail (URL)", "protocol": "WWW:LINK-1.0-http--image-thumbnail", "rel": "preview"}, {"rel": "self", "type": "application/geo+json", "title": "a351682c-330a-4995-a5a1-57ad160e621c", "name": "item", "description": "a351682c-330a-4995-a5a1-57ad160e621c", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/a351682c-330a-4995-a5a1-57ad160e621c"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"interval": ["1925-01-01T00:00:00Z", "2010-04-15T00:00:00Z"]}}, {"id": "348a9bcc-ca7d-4fe9-ad34-42fed0d0bf52", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[12.2, -13.5], [12.2, 5.4], [31.3, 5.4], [31.3, -13.5], [12.2, -13.5]]]}, "properties": {"themes": [{"concepts": [{"id": "geoscientificInformation"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Soil science"}], "scheme": "Stratum"}, {"concepts": [{"id": "Africa"}, {"id": "Central Africa"}, {"id": "Rwanda"}, {"id": "Burundi"}, {"id": "DR of the Congo"}], "scheme": "Region"}], "updated": "2021-07-14T11:52:04", "type": "Dataset", "language": "eng", "title": "SOTER-based soil parameter estimates (SOTWIS) for Central Africa", "description": "This harmonized set of soil parameter estimates for Central Africa, comprising Burundi, the Democratic Republic of the Congo and Rwanda, was derived from the Soil and Terrain Database for Central Africa (SOTERCAF ver. 1.0) and the ISRIC-WISE soil profile database, using standardized taxonomy-based pedotransfer (taxotransfer) procedures. \n\nThe land surface of Central Africa, comprising some 2.4 million km2, has been characterized using 244 unique SOTER units, corresponding with 504 polygons. Each SOTER unit may consist of up to 6 soil components; each of these has been characterized by a representative profile. The main soil units mapped for the region have been characterized using 167 real profiles, selected by soil experts as being regionally representative for these units. The associated soil analytical data have been derived from soil survey reports. \n\nGaps in the measured soil data have been filled using a scheme of using a step-wise procedure that uses taxotransfer rules. These rules were developed using some 5672 soil profiles, held in the ISRIC-WISE database, having similar FAO soil unit names as those reported in the primary SOTERCAF database. \n\nParameter estimates are presented by soil unit for fixed depth intervals of 0.2 m to 1 m depth for: organic carbon, total nitrogen, C/N ratio, pH(H2O), CECsoil, CECclay, base saturation, effective CEC, aluminium saturation, CaCO3 content, gypsum content, exchangeable sodium percentage (ESP), electrical conductivity of saturated paste (ECe), bulk density, content of sand, silt and clay, content of coarse fragments (less than 2 mm), and available water capacity (-33 kPa to -1.5 MPa). These attributes have been identified as being useful for agro-ecological zoning, land evaluation, crop growth simulation, modelling of soil carbon stocks and change, and analyses of global environmental change. \n\nThe current parameter estimates should be seen as best estimates based on the current selection of soil profiles and data clustering procedure. Taxotransfer rules have been flagged to provide an indication of the possible confidence in the derived data.", "formats": [{"name": "zip"}, {"name": "WWW:DOWNLOAD-1.0-ftp--download"}, {"name": "WWW:LINK-1.0-http--related"}], "keywords": ["calcium", "carbon", "cation exchange capacity", "electrical conductivity", "nitrogen", "organic matter", "bulk density", "soil profiles", "pH", "salinity", "texture", "water holding capacity", "nutrients", "Soil science", "Africa", "Central Africa", "Rwanda", "Burundi", "DR of the Congo"], "contacts": [{"name": "Niels Batjes", "organization": "ISRIC - World Soil Information", "position": "Senior Soil Scientist", "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "niels.batjes@isric.org"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}], "denominator": "2000000"}, "links": [{"href": "https://files.isric.org/public/sotwis/SOTWIS_CAF.zip", "name": "Download", "protocol": "WWW:DOWNLOAD-1.0-ftp--download", "rel": "download"}, {"href": "https://isric.org/projects/harmonized-continental-soter-derived-database-sotwis", "name": "Project webpage", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://isric.org/sites/default/files/isric_report_2007_02.pdf", "name": "Report", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://files.isric.org/public/thumbnails/sotwis/SOTWIS_CAF.jpg", "name": "preview", "description": "Web image thumbnail (URL)", "protocol": "WWW:LINK-1.0-http--image-thumbnail", "rel": "preview"}, {"rel": "self", "type": "application/geo+json", "title": "348a9bcc-ca7d-4fe9-ad34-42fed0d0bf52", "name": "item", "description": "348a9bcc-ca7d-4fe9-ad34-42fed0d0bf52", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/348a9bcc-ca7d-4fe9-ad34-42fed0d0bf52"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"interval": ["1955-01-01T00:00:00Z", "1992-07-01T00:00:00Z"]}}, {"id": "3571c1f3-159d-442c-b324-0af53d03f12e", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[11.7, -34.8], [11.7, -1.0], [40.8, -1.0], [40.8, -34.8], [11.7, -34.8]]]}, "properties": {"themes": [{"concepts": [{"id": "geoscientificInformation"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Soil science"}], "scheme": "Stratum"}, {"concepts": [{"id": "Africa"}, {"id": "Southern Africa"}, {"id": "Angola"}, {"id": "Botswana"}, {"id": "Lesotho"}, {"id": "Mozambique"}, {"id": "Namibia"}, {"id": "South Africa"}, {"id": "Swaziland"}, {"id": "Tanzania"}, {"id": "Zimbabwe"}], "scheme": "Region"}], "updated": "2024-04-11T12:43:18", "type": "Dataset", "language": "eng", "title": "Soil and Terrain Database for Southern Africa (SOTERSAF)", "description": "The Soil and Terrain database for Southern Africa (SOTERSAF version 1.0), at scale 1:2 million, include the spatial and soil attribute data for 8 Southern African countries. The SOTERSAF database was compiled using the existing soil information and following the SOTER methodology of the 1:1 million scale with respect to pedon attribute data storage. \n\nThe data (SOTERSAF) were compiled in the framework of the ongoing activities of ISRIC, FAO and UNEP to update the world's baseline information on natural resources in SOTER.The project involved collaboration with national soil institutes from the countries in the region as well as individual experts.", "formats": [{"name": "zip"}, {"name": "WWW:DOWNLOAD-1.0-ftp--download"}, {"name": "WWW:LINK-1.0-http--related"}], "keywords": ["calcium", "carbon", "cation exchange capacity", "electrical conductivity", "nitrogen", "organic matter", "bulk density", "soil profiles", "pH", "salinity", "texture", "water holding capacity", "nutrients", "Soil science", "Africa", "Southern Africa", "Angola", "Botswana", "Lesotho", "Mozambique", "Namibia", "South Africa", "Swaziland", "Tanzania", "Zimbabwe"], "contacts": [{"name": "J.A. Dijkshoorn", "organization": "ISRIC - World Soil Information", "position": null, "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "None"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}, {"name": "Niels Batjes", "organization": "ISRIC - World Soil Information", "position": "Senior Soil Scientist", "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "niels.batjes@isric.org"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}], "denominator": "2000000"}, "links": [{"href": "https://files.isric.org/public/soter/SAF-SOTER.zip", "name": "Download", "protocol": "WWW:DOWNLOAD-1.0-ftp--download", "rel": "download"}, {"href": "https://isric.org/index.php/projects/soil-and-terrain-soter-database-programme", "name": "Project webpage", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://isric.org/sites/default/files/isric_report_2004_04.pdf", "name": "Report", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://files.isric.org/public/thumbnails/soter/SOTERSAF.png", "name": "preview", "description": "Web image thumbnail (URL)", "protocol": "WWW:LINK-1.0-http--image-thumbnail", "rel": "preview"}, {"rel": "self", "type": "application/geo+json", "title": "3571c1f3-159d-442c-b324-0af53d03f12e", "name": "item", "description": "3571c1f3-159d-442c-b324-0af53d03f12e", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/3571c1f3-159d-442c-b324-0af53d03f12e"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"interval": ["1951-01-01T00:00:00Z", "2000-11-01T00:00:00Z"]}}, {"id": "3a9ed87d-affc-4f72-aa6e-72db4fefec40", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[-118.5, -58.0], [-118.5, 32.7], [-34.8, 32.7], [-34.8, -58.0], [-118.5, -58.0]]]}, "properties": {"themes": [{"concepts": [{"id": "geoscientificInformation"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Soil science"}], "scheme": "Stratum"}, {"concepts": [{"id": "South America"}, {"id": "Latin America"}, {"id": "Caribbean"}, {"id": "Argentina"}, {"id": "Brazil"}, {"id": "Belize"}, {"id": "Bolivia"}, {"id": "Caribbean Islands"}, {"id": "Chile"}, {"id": "Colombia"}, {"id": "Costa Rica"}, {"id": "Ecuador"}, {"id": "El Salvador"}, {"id": "French Guiana"}, {"id": "Guatemala"}, {"id": "Guiana"}, {"id": "Honduras"}, {"id": "Mexico"}, {"id": "Nicaragua"}, {"id": "Panama"}, {"id": "Paraguay"}, {"id": "Peru"}, {"id": "Suriname"}, {"id": "Uruguay"}, {"id": "Venezuela"}, {"id": "Cuba"}, {"id": "Jamaica"}, {"id": "Dominican Republic"}, {"id": "Haiti"}, {"id": "Trinidad and Tobago"}], "scheme": "Region"}], "updated": "2021-07-14T11:52:05", "type": "Dataset", "language": "eng", "title": "SOTER-based soil parameter estimates (SOTWIS) for Latin America and the Caribbean", "description": "This harmonized set of soil parameter estimates for Latin America and the Caribbean was derived from a revised version of the 1:5M Soil and Terrain Database for the region (SOTERLAC, ver. 2.0) and the ISRIC-WISE soil profile database.\n\nThe land surface of Latin America and the Caribbean has been characterized using 1585 unique SOTER units, corresponding with 5855 polygons. The major soils have been described using 1660 profiles, selected by national soil experts as being representative for these units. The associated soil analytical data have been derived from soil survey reports. These sources seldom hold all the physical and chemical attributes ideally required by SOTER. Gaps in the measured soil profile data have been filled using a step-wise procedure that uses taxotransfer rules, based on about 9600 soil profiles held in the WISE database, complemented with expert-rules.\n\nParameter estimates are presented by soil unit for fixed depth intervals of 0.2 m to 1 m depth for: organic carbon, total nitrogen, pH(H2O), CECsoil, CECclay, base saturation, effective CEC, aluminium saturation, CaCO3 content, gypsum content, exchangeable sodium percentage (ESP), electrical conductivity of saturated paste (ECe), bulk density, content of sand, silt and clay, content of coarse fragments (less than 2 mm), and available water capacity (-33 to -1500 kPa). These attributes have been identified as being useful for agro-ecological zoning, land evaluation, crop growth simulation, modelling of soil carbon stocks and change, and analyses of global environmental change.\n\nThe current parameter estimates should be seen as best estimates based on the current selection of soil profiles and data clustering procedure. Taxotransfer rules have been flagged to provide an indication of the possible confidence in the derived data. Results are presented as summary files and can be linked to the 1:5M scale SOTERLAC map in a GIS, through the unique SOTER-unit code. The secondary data set is considered appropriate for studies at the continental scale (greater than 1:5M). Correlation of soil analytical data should be done more rigorously when more detailed scientific work is considered.", "formats": [{"name": "zip"}, {"name": "WWW:DOWNLOAD-1.0-ftp--download"}, {"name": "WWW:LINK-1.0-http--related"}], "keywords": ["calcium", "carbon", "cation exchange capacity", "electrical conductivity", "nitrogen", "organic matter", "bulk density", "soil profiles", "pH", "salinity", "texture", "water holding capacity", "nutrients", "Soil science", "South America", "Latin America", "Caribbean", "Argentina", "Brazil", "Belize", "Bolivia", "Caribbean Islands", "Chile", "Colombia", "Costa Rica", "Ecuador", "El Salvador", "French Guiana", "Guatemala", "Guiana", "Honduras", "Mexico", "Nicaragua", "Panama", "Paraguay", "Peru", "Suriname", "Uruguay", "Venezuela", "Cuba", "Jamaica", "Dominican Republic", "Haiti", "Trinidad and Tobago"], "contacts": [{"name": "Niels Batjes", "organization": "ISRIC - World Soil Information", "position": "Senior Soil Scientist", "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "niels.batjes@isric.org"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}], "denominator": "5000000"}, "links": [{"href": "https://files.isric.org/public/sotwis/SOTWIS_LAC.zip", "name": "Download", "protocol": "WWW:DOWNLOAD-1.0-ftp--download", "rel": "download"}, {"href": "https://isric.org/projects/harmonized-continental-soter-derived-database-sotwis", "name": "Project webpage", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://isric.org/sites/default/files/isric_report_2005_02.pdf", "name": "Report", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://files.isric.org/public/thumbnails/sotwis/SOTWIS_LAC.jpg", "name": "preview", "description": "Web image thumbnail (URL)", "protocol": "WWW:LINK-1.0-http--image-thumbnail", "rel": "preview"}, {"rel": "self", "type": "application/geo+json", "title": "3a9ed87d-affc-4f72-aa6e-72db4fefec40", "name": "item", "description": "3a9ed87d-affc-4f72-aa6e-72db4fefec40", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/3a9ed87d-affc-4f72-aa6e-72db4fefec40"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"interval": ["1953-01-01T00:00:00Z", "1998-08-01T00:00:00Z"]}}, {"id": "38c2a87e-d38a-4359-9899-9d4a6b9f0c2a", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[2.75, 49.45], [2.75, 50.85], [6.5, 50.85], [6.5, 49.45], [2.75, 49.45]]]}, "properties": {"themes": [{"concepts": [{"id": "geoscientificInformation"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Sol et sous-sol"}, {"id": "Nature et environnement"}, {"id": "Am\u00e9nagement du territoire"}, {"id": "Agriculture"}], "scheme": "https://metawal.wallonie.be/thesaurus/theme-geoportail-wallon"}, {"concepts": [{"id": "Sols"}], "scheme": "http://inspire.ec.europa.eu/theme"}, {"concepts": [{"id": "ressources"}, {"id": "sol"}, {"id": "g\u00e9ographie"}, {"id": "zones naturelles, paysages, \u00e9cosyst\u00e8mes"}], "scheme": "http://geonetwork-opensource.org/gemet-theme"}, {"concepts": [{"id": "carte p\u00e9dologique"}, {"id": "sciences du sol"}, {"id": "carte"}, {"id": "cartographie"}, {"id": "sol"}], "scheme": "http://geonetwork-opensource.org/gemet"}, {"concepts": [{"id": "Extraction_DIGNO"}, {"id": "Open DataNO"}, {"id": "PanierTelechargementGeoportail"}, {"id": "Reporting INSPIRE"}], "scheme": "https://metawal.wallonie.be/thesaurus/infrasig"}, {"concepts": [{"id": "R\u00e9gional"}], "scheme": "http://inspire.ec.europa.eu/metadata-codelist/SpatialScope"}, {"concepts": [{"id": "Observation de la terre et environnement"}], "scheme": "http://data.europa.eu/bna/asd487ae75"}, {"concepts": [{"id": "2023/138"}], "scheme": "http://data.europa.eu/r5r/applicableLegislation"}], "rights": "Conditions d'acc\u00e8s et d'utilisation sp\u00e9cifiques", "updated": "2023-06-21T06:17:03.315Z", "type": "Dataset", "created": "2005-06-01", "language": "fre", "title": "Digital Map of the Soils of Wallonia", "description": "Reproduction num\u00e9rique des planchettes de la Carte des Sols de la Belgique couvrant le territoire wallon, en ce compris les planchettes non \u00e9dit\u00e9es.\n\nLa Carte Num\u00e9rique des Sols de Wallonie (CNSW ou CNSW__SIGLES_20) est la reproduction num\u00e9rique des planchettes de la Carte des Sols de la Belgique couvrant le territoire wallon, en ce compris les planchettes non \u00e9dit\u00e9es. C\u2019est ainsi plus de 500.000 plages de sols qui sont reprises sous forme de polygones (couche vectorielle). Plus de 6000 unit\u00e9s de sols constituent la l\u00e9gende de la carte, auxquelles se rattachent les plages de sols. Ces unit\u00e9s sont repr\u00e9sent\u00e9es sous forme de sigles form\u00e9s de la concat\u00e9nation de symboles, chacun d\u00e9livrant une information de nature essentiellement morphologique sur les sols. \n\nL\u2019unit\u00e9 cartographique de base de la l\u00e9gende de la CNSW est la s\u00e9rie principale d\u00e9finie par 3 ou 4 caract\u00e9ristiques majeures : texture, drainage naturel, pr\u00e9sence d\u2019un horizon diagnostique ; nature et importance de la charge en \u00e9l\u00e9ments grossiers. L\u2019ajout de symboles en pr\u00e9fixe (s\u00e9rie d\u00e9riv\u00e9e) ou en suffixe (variante ou phase) permet de pr\u00e9ciser certaines caract\u00e9ristiques secondaires, telles que la nature et la profondeur d\u2019apparition d\u2019un substrat diff\u00e9rent, des particularit\u00e9s li\u00e9es au mat\u00e9riau parental, au d\u00e9veloppement de profil, \u00e0 des influences anthropiques ou \u00e0 la position topographique.\n\nLa version 1.3 (f\u00e9vrier 2021) comprend, outre les champs existants dans la version pr\u00e9c\u00e9dente, un nouveau champ pr\u00e9cisant le pourcentage estim\u00e9 de la charge caillouteuse en surface. Cette information est utile pour des questions touchant notamment \u00e0 l\u2019\u00e9rosion ou \u00e0 la fertilisation. Cette information provient du dire d\u2019experts et est susceptible d\u2019\u00e9volution dans les versions ult\u00e9rieures de la couche.\n\nLa couche de donn\u00e9es est identifi\u00e9e sous le label \"S\u00e9ries, Variantes, Phases\".", "formats": [{"name": "ESRI Shapefile (.shp)"}, {"name": "WWW:LINK-1.0-http--link"}, {"name": "WWW:LINK"}, {"name": "ESRI:REST"}, {"name": "OGC:WMS"}, {"name": "atom:feed"}], "keywords": ["Sol et sous-sol", "Nature et environnement", "Am\u00e9nagement du territoire", "Agriculture", "Sols", "ressources", "sol", "g\u00e9ographie", "zones naturelles", " paysages", " \u00e9cosyst\u00e8mes", "carte p\u00e9dologique", "sciences du sol", "carte", "cartographie", "sol", "Extraction_DIGNO", "Open DataNO", "PanierTelechargementGeoportail", "Reporting INSPIRE", "Substrat", "Texture", "Argile", "Limon", "Sable", "Drainage", "Hydromorphie", "Horizon", "Charge", "Cailloux", "s\u00e9rie", "variante", "phase", "Agriculture", "Fertilit\u00e9", "Nitrate", "Pollution", "Environnement", "Erosion", "G\u00e9nie civil", "Foresterie", "Am\u00e9nagement du territoire", "R\u00e9gional", "Observation de la terre et environnement", "2023/138"], "contacts": [{"name": null, "organization": "Helpdesk carto du SPW (SPW - Secr\u00e9tariat g\u00e9n\u00e9ral - SPW Digital - D\u00e9partement Donn\u00e9es transversales - Gestion et valorisation de la donn\u00e9e)", "position": null, "roles": ["pointOfContact"], "phones": [{"value": null}], "emails": [{"value": "helpdesk.carto@spw.wallonie.be"}], "addresses": [{"deliveryPoint": [null], "city": null, "administrativeArea": null, "postalCode": null, "country": null}], "links": [{"href": null}]}, {"name": null, "organization": "Direction du d\u00e9veloppement rural (SPW - Agriculture, Ressources naturelles et Environnement - D\u00e9partement du D\u00e9veloppement, de la Ruralit\u00e9 et des Cours d'eau et du Bien-\u00eatre animal - Direction du D\u00e9veloppement rural)", "position": null, "roles": ["custodian"], "phones": [{"value": null}], "emails": [{"value": "carto.drce.dgarne@spw.wallonie.be"}], "addresses": [{"deliveryPoint": [null], "city": null, "administrativeArea": null, "postalCode": null, "country": null}], "links": [{"href": null}]}, {"name": null, "organization": "Service public de Wallonie (SPW)", "position": null, "roles": ["owner"], "phones": [{"value": null}], "emails": [{"value": "helpdesk.carto@spw.wallonie.be"}], "addresses": [{"deliveryPoint": [null], "city": null, "administrativeArea": null, "postalCode": null, "country": null}], "links": [{"href": {"url": "https://geoportail.wallonie.be", "protocol": "WWW:LINK", "protocol_url": "", "name": "G\u00e9oportail de la Wallonie", "name_url": "", "description": "G\u00e9oportail de la Wallonie", "description_url": "", "applicationprofile": null, "applicationprofile_url": "", "function": "information"}}]}], "title_alternate": "CNSW__SIGLES_20", "denominator": "20000"}, "links": [{"href": "https://metawal.wallonie.be/geonetwork/srv/api/records/38c2a87e-d38a-4359-9899-9d4a6b9f0c2a/attachments/LCNSW_V2.pdf", "name": "L\u00e9gende compl\u00e8te de la CNSW", "description": "L\u00e9gende compl\u00e8te de la CNSW - Livret synth\u00e9tique qui commente la structure et le contenu de la l\u00e9gende de la Carte Num\u00e9rique des Sols de Wallonie. Il reprend et d\u00e9finit tous les symboles qui composent les sigles : ceux d\u00e9j\u00e0 connus ainsi que les modifications et ajouts apport\u00e9s \u00e0 ceux-ci dans le cadre de la num\u00e9risation de la Carte des Sols de la Belgique, partie wallonne.", "protocol": "WWW:LINK-1.0-http--link", "rel": "information.portrayal"}, {"href": "https://geoportail.wallonie.be/walonmap/#ADU=https://geoservices.wallonie.be/arcgis/rest/services/SOL_SOUS_SOL/CNSW/MapServer%7c%7c%5b2%5d", "name": "Application WalOnMap - Toute la Wallonie \u00e0 la carte", "description": "Application cartographique du Geoportail (WalOnMap) qui permet de d\u00e9couvrir les donn\u00e9es g\u00e9ographiques de la Wallonie.", "protocol": "WWW:LINK", "rel": "information"}, {"href": "http://geoapps.wallonie.be/Cigale/Public/#CTX=CNSW", "name": "Carte Num\u00e9rique des Sols de Wallonie - Application", "description": "Application d\u00e9di\u00e9 \u00e0 consultation de la Carte Num\u00e9rique des Sols de Wallonie. Cette application fait partie du portail \"Vue g\u00e9n\u00e9rale sur l'environnement (CIGALE)\"", "protocol": "WWW:LINK", "rel": "browsing"}, {"href": "https://geoservices.wallonie.be/arcgis/rest/services/SOL_SOUS_SOL/CNSW/MapServer/2", "name": "Service de visualisation ESRI-REST", "description": "Adresse de connexion au service de visualisation ESRI-REST des donn\u00e9es relatives \u00e0 la Carte Num\u00e9rique des Sols de Wallonie.", "protocol": "ESRI:REST", "rel": "information"}, {"href": "https://geoservices.wallonie.be/arcgis/services/SOL_SOUS_SOL/CNSW/MapServer/WMSServer?request=GetCapabilities&service=WMS", "name": "Service de visualisation WMS", "description": "Adresse de connexion au service de visualisation WMS des donn\u00e9es relatives \u00e0 la Carte Num\u00e9rique des Sols de Wallonie.", "protocol": "OGC:WMS", "rel": "information"}, {"href": "https://geoservices.wallonie.be/INSPIRE/WMS/SO/MapServer/WMSServer?request=GetCapabilities&service=WMS", "name": "INSPIRE - Sols en Wallonie (BE) - Service de visualisation WMS", "protocol": "OGC:WMS", "rel": null}, {"href": "https://geoservices.wallonie.be/inspire/atom/SO_Service.xml", "name": "INSPIRE - Sols en Wallonie (BE) - Service de t\u00e9l\u00e9chargement", "protocol": "atom:feed", "rel": null}, {"href": "https://metawal.wallonie.be/geonetwork/srv/api/records/38c2a87e-d38a-4359-9899-9d4a6b9f0c2a/attachments/LCNSW_TableauSimplifie.pdf", "name": "L\u00e9gende simplifi\u00e9e de la CNSW", "description": "L\u00e9gende simplifi\u00e9e de la CNSW", "protocol": "WWW:LINK", "rel": "information"}, {"href": "https://metawal.wallonie.be/geonetwork/srv/api/records/38c2a87e-d38a-4359-9899-9d4a6b9f0c2a/attachments/vignette_CNSW20.png", "name": "preview", "description": "Web image thumbnail (URL)", "protocol": "WWW:LINK-1.0-http--image-thumbnail", "rel": "preview"}, {"rel": "related", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/bd0ae685-6c94-4e8e-8ac3-c8efc57fb666", "name": "related record", "description": "related record", "type": "application/json"}, {"rel": "self", "type": "application/geo+json", "title": "38c2a87e-d38a-4359-9899-9d4a6b9f0c2a", "name": "item", "description": "38c2a87e-d38a-4359-9899-9d4a6b9f0c2a", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/38c2a87e-d38a-4359-9899-9d4a6b9f0c2a"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"interval": ["1947-01-01T00:00:00Z", "1991-12-31T00:00:00Z"]}}, {"id": "3ad5e3a0-5d5d-408c-b8bd-5b20858d551b", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[-73.9, -33.7], [-73.9, 5.3], [-34.8, 5.3], [-34.8, -33.7], [-73.9, -33.7]]]}, "properties": {"themes": [{"concepts": [{"id": "geoscientificInformation"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Soil science"}], "scheme": "Stratum"}, {"concepts": [{"id": "South America"}, {"id": "Latin America"}, {"id": "Brazil"}], "scheme": "Region"}], "updated": "2021-07-14T11:51:56", "type": "Dataset", "language": "eng", "title": "SOTER-based soil parameter estimates (SOTWIS) for Brazil", "description": "This harmonized set of soil parameter estimates for Brazil. The 1:5M scale Soil and Terrain Database for Latin America and the Caribbean (FAO et al. 1998), provided the basis for the current study. The data set has been prepared for the project on Assessment of soil organic carbon stocks and change at national scale (GEF-SOC), which has the Brazilian Amazon as one of its four case ... study areas.\n\nThe land surface of Brazil has been characterized using 299 unique SOTER units, corresponding with 839 polygons. The major soils have been described using 584 profiles, selected by national soil experts as being representative for these units. The associated soil analytical data have been derived from soil survey reports. Gaps in the measured soil profile data have been filled using a step-wise procedure which includes three main stages: (1) collating additional measured soil analytical data where available; (2) filling gaps using expert knowledge and common sense; (3) filling the remaining gaps using a scheme of taxotransfer rules. Parameter estimates are presented by soil unit for fixed depth intervals of 0.2 m to 1 m depth for: organic carbon, total nitrogen, pH(H2O), CECsoil, CECclay, base saturation, effective CEC, aluminum saturation, CaCO3 content, gypsum content, exchangeable sodium percentage (ESP), electrical conductivity of saturated paste (ECe), bulk density, content of sand, silt and clay, content of coarse fragments (less than 2mm), and available water capacity (-33 to -1500 kPa). These attributes have been identified as being useful for agro-ecological zoning, land evaluation, crop growth simulation, modelling of soil carbon stocks and change, and analyses of global environmental change. \n\nThe current parameter estimates should be seen as best estimates based on the current selection of soil profiles and data clustering procedure. Taxotransfer rules have been flagged to provide an indication of the possible confidence in the derived data. Results are presented as summary files and can be linked to the 1:5 M scale SOTER map in a GIS, through the unique SOTER-unit code. The subset for the Amazon region, the Brazilian GEF-SOC case study area, has been clipped out of the national set using GIS. It includes 193 unique SOTER units, corresponding with 571 mapped polygons. The secondary data set is considered appropriate for studies at the national scale and regional scale (greater than1:5M). Correlation of soil analytical data, however, should be done more rigorously when more detailed scientific work is considered.", "formats": [{"name": "zip"}, {"name": "WWW:DOWNLOAD-1.0-ftp--download"}, {"name": "WWW:LINK-1.0-http--related"}], "keywords": ["calcium", "carbon", "cation exchange capacity", "electrical conductivity", "nitrogen", "organic matter", "bulk density", "soil profiles", "pH", "salinity", "texture", "water holding capacity", "nutrients", "Soil science", "South America", "Latin America", "Brazil"], "contacts": [{"name": "Niels Batjes", "organization": "ISRIC - World Soil Information", "position": "Senior Soil Scientist", "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "niels.batjes@isric.org"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}], "denominator": "5000000"}, "links": [{"href": "https://files.isric.org/public/sotwis/SOTWIS_BR.zip", "name": "Download", "protocol": "WWW:DOWNLOAD-1.0-ftp--download", "rel": "download"}, {"href": "https://isric.org/projects/harmonized-continental-soter-derived-database-sotwis", "name": "Project webpage", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://isric.org/sites/default/files/isric_report_2004_03.pdf", "name": "Report", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://files.isric.org/public/thumbnails/sotwis/SOTWIS_BR.jpg", "name": "preview", "description": "Web image thumbnail (URL)", "protocol": "WWW:LINK-1.0-http--image-thumbnail", "rel": "preview"}, {"rel": "self", "type": "application/geo+json", "title": "3ad5e3a0-5d5d-408c-b8bd-5b20858d551b", "name": "item", "description": "3ad5e3a0-5d5d-408c-b8bd-5b20858d551b", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/3ad5e3a0-5d5d-408c-b8bd-5b20858d551b"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"interval": ["1960-01-01T00:00:00Z", "1986-01-01T00:00:00Z"]}}, {"id": "3e6fd1ad-df77-4bb3-809d-30274dd09506", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[2.75, 49.45], [2.75, 50.85], [6.5, 50.85], [6.5, 49.45], [2.75, 49.45]]]}, "properties": {"themes": [{"concepts": [{"id": "geoscientificInformation"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Am\u00e9nagement du territoire (autre)"}, {"id": "Am\u00e9nagement du territoire"}, {"id": "Sol et sous-sol"}, {"id": "Nature et environnement"}, {"id": "Agriculture"}], "scheme": "https://metawal.wallonie.be/thesaurus/theme-geoportail-wallon"}, {"concepts": [{"id": "Sols"}], "scheme": "http://inspire.ec.europa.eu/theme"}, {"concepts": [{"id": "g\u00e9ographie"}, {"id": "zones naturelles, paysages, \u00e9cosyst\u00e8mes"}, {"id": "ressources"}, {"id": "sol"}], "scheme": "http://geonetwork-opensource.org/gemet-theme"}, {"concepts": [{"id": "sciences du sol"}, {"id": "cartographie"}, {"id": "sol"}, {"id": "carte"}, {"id": "carte p\u00e9dologique"}], "scheme": "http://geonetwork-opensource.org/gemet"}, {"concepts": [{"id": "WalOnMapNO"}, {"id": "Reporting INSPIRE"}, {"id": "Open Data"}, {"id": "Extraction_DIGNO"}, {"id": "PanierTelechargementGeoportail"}], "scheme": "https://metawal.wallonie.be/thesaurus/infrasig"}, {"concepts": [{"id": "R\u00e9gional"}], "scheme": "http://inspire.ec.europa.eu/metadata-codelist/SpatialScope"}, {"concepts": [{"id": "Observation de la terre et environnement"}, {"id": "Sols"}], "scheme": "http://data.europa.eu/bna/asd487ae75"}, {"concepts": [{"id": "2023/138 - High Value Datasets Regulation"}, {"id": "2007/2/EC - INSPIRE Directive"}], "scheme": "http://data.europa.eu/r5r/applicableLegislation"}, {"concepts": [{"id": "Agriculture, p\u00eache, sylviculture et alimentation"}, {"id": "Environnement"}, {"id": "Science et technologie"}], "scheme": "http://publications.europa.eu/resource/authority/data-theme"}], "updated": "2025-08-06T13:36:18.218716Z", "type": "Dataset", "created": "2024-09-11", "language": "fre", "title": "INSPIRE - Digital Soil Map in Wallonia (BE)", "description": "Cette donn\u00e9e INSPIRE reproduit les planchettes de la Carte des Sols de la Belgique couvrant le territoire wallon, en ce compris les planchettes non \u00e9dit\u00e9es.\n\nCette donn\u00e9e au format conforme INSPIRE est issue de la donn\u00e9e Carte Num\u00e9rique des Sols de Wallonie \n\nLa Carte Num\u00e9rique des Sols de Wallonie (CNSW ou CNSW__SIGLES_20) est la reproduction num\u00e9rique des planchettes de la Carte des Sols de la Belgique couvrant le territoire wallon, en ce compris les planchettes non \u00e9dit\u00e9es. C\u2019est ainsi plus de 500.000 plages de sols qui sont reprises sous forme de polygones (couche vectorielle). Plus de 6000 unit\u00e9s de sols constituent la l\u00e9gende de la carte, auxquelles se rattachent les plages de sols. Ces unit\u00e9s sont repr\u00e9sent\u00e9es sous forme de sigles form\u00e9s de la concat\u00e9nation de symboles, chacun d\u00e9livrant une information de nature essentiellement morphologique sur les sols. \n\nL\u2019unit\u00e9 cartographique de base de la l\u00e9gende de la CNSW est la s\u00e9rie principale d\u00e9finie par 3 ou 4 caract\u00e9ristiques majeures : texture, drainage naturel, pr\u00e9sence d\u2019un horizon diagnostique ; nature et importance de la charge en \u00e9l\u00e9ments grossiers. L\u2019ajout de symboles en pr\u00e9fixe (s\u00e9rie d\u00e9riv\u00e9e) ou en suffixe (variante ou phase) permet de pr\u00e9ciser certaines caract\u00e9ristiques secondaires, telles que la nature et la profondeur d\u2019apparition d\u2019un substrat diff\u00e9rent, des particularit\u00e9s li\u00e9es au mat\u00e9riau parental, au d\u00e9veloppement de profil, \u00e0 des influences anthropiques ou \u00e0 la position topographique.\n\nLa version 1.3 (f\u00e9vrier 2021) comprend, outre les champs existants dans la version pr\u00e9c\u00e9dente, un nouveau champ pr\u00e9cisant le pourcentage estim\u00e9 de la charge caillouteuse en surface. Cette information est utile pour des questions touchant notamment \u00e0 l\u2019\u00e9rosion ou \u00e0 la fertilisation. Cette information provient du dire d\u2019experts et est susceptible d\u2019\u00e9volution dans les versions ult\u00e9rieures de la couche.\n\nLa couche de donn\u00e9es est identifi\u00e9e sous le label \"S\u00e9ries, Variantes, Phases\".", "formats": [{"name": "GML (.gml)"}, {"name": "OGC:WMS"}, {"name": "atom:feed"}, {"name": "OGC API - Features"}, {"name": "WWW:LINK"}, {"name": "WWW:DOWNLOAD:application/x-gmz"}], "keywords": ["Am\u00e9nagement du territoire (autre)", "Am\u00e9nagement du territoire", "Sol et sous-sol", "Nature et environnement", "Agriculture", "Sols", "g\u00e9ographie", "zones naturelles", " paysages", " \u00e9cosyst\u00e8mes", "ressources", "sol", "sciences du sol", "cartographie", "sol", "carte", "carte p\u00e9dologique", "WalOnMapNO", "Reporting INSPIRE", "Open Data", "Extraction_DIGNO", "PanierTelechargementGeoportail", "Substrat", "Texture", "Argile", "Limon", "Sable", "Drainage", "Hydromorphie", "Horizon", "Charge", "Cailloux", "s\u00e9rie", "variante", "phase", "Agriculture", "Fertilit\u00e9", "Nitrate", "Pollution", "Environnement", "Erosion", "G\u00e9nie civil", "Foresterie", "Am\u00e9nagement du territoire", "R\u00e9gional", "Observation de la terre et environnement", "Sols", "2023/138 - High Value Datasets Regulation", "2007/2/EC - INSPIRE Directive", "Agriculture", " p\u00eache", " sylviculture et alimentation", "Environnement", "Science et technologie"], "contacts": [{"name": null, "organization": "Helpdesk carto du SPW (SPW - Secr\u00e9tariat g\u00e9n\u00e9ral - SPW Digital - D\u00e9partement Donn\u00e9es transversales - Gestion et valorisation de la donn\u00e9e)", "position": null, "roles": ["pointOfContact"], "phones": [{"value": null}], "emails": [{"value": "helpdesk.carto@spw.wallonie.be"}], "addresses": [{"deliveryPoint": [null], "city": null, "administrativeArea": null, "postalCode": null, "country": null}], "links": [{"href": null}]}, {"name": null, "organization": "Direction du d\u00e9veloppement rural (SPW - Agriculture, Ressources naturelles et Environnement - D\u00e9partement du D\u00e9veloppement, de la Ruralit\u00e9 et des Cours d'eau et du Bien-\u00eatre animal - Direction du D\u00e9veloppement rural)", "position": null, "roles": ["custodian"], "phones": [{"value": null}], "emails": [{"value": "ruralite@spw.wallonie.be"}], "addresses": [{"deliveryPoint": [null], "city": null, "administrativeArea": null, "postalCode": null, "country": null}], "links": [{"href": null}]}, {"name": null, "organization": "Service public de Wallonie (SPW)", "position": null, "roles": ["owner"], "phones": [{"value": null}], "emails": [{"value": "helpdesk.carto@spw.wallonie.be"}], "addresses": [{"deliveryPoint": [null], "city": null, "administrativeArea": null, "postalCode": null, "country": null}], "links": [{"href": {"url": "https://geoportail.wallonie.be", "protocol": "WWW:LINK", "protocol_url": "", "name": "G\u00e9oportail de la Wallonie", "name_url": "", "description": "G\u00e9oportail de la Wallonie", "description_url": "", "applicationprofile": null, "applicationprofile_url": "", "function": "information"}}]}], "title_alternate": "SO.SoilBody.CNSW__SIGLES_20", "denominator": "20000"}, "links": [{"href": "https://geoservices.wallonie.be/geoserver/inspire_so/ows?service=WMS&version=1.3.0&request=GetCapabilities", "name": "INSPIRE - Sols en Wallonie (BE) - Service de visualisation WMS", "protocol": "OGC:WMS", "rel": "browsing"}, {"href": "https://geoservices.wallonie.be/inspire/atom/SO_Service.xml", "name": "INSPIRE - Sols en Wallonie (BE) - Service de t\u00e9l\u00e9chargement", "protocol": "atom:feed", "rel": "download"}, {"href": "https://geoservices.wallonie.be/geoserver/inspire_so/ogc/features/v1/openapi", "name": "Service de t\u00e9l\u00e9chargement OGC API Features", "description": "Adresse de connexion au service OGC API Features permettant de t\u00e9l\u00e9charger la donn\u00e9e \"Sols en Wallonie (BE)\".", "protocol": "OGC API - Features", "rel": "download"}, {"href": "https://geodata.wallonie.be/dataset/3e6fd1ad-df77-4bb3-809d-30274dd09506", "name": "Page de t\u00e9l\u00e9chargement des donn\u00e9es", "description": "Page \u00e0 partir de laquelle vous avez acc\u00e8s au t\u00e9l\u00e9chargement direct de la donn\u00e9e", "protocol": "WWW:LINK", "rel": "download"}, {"href": "https://geoservices.wallonie.be/geotraitement/spwdatadownload/get/3e6fd1ad-df77-4bb3-809d-30274dd09506SO.SoilBody.CNSW__SIGLES_20.gml.zip", "name": "INSPIRE - Carte Num\u00e9rique des Sols en Wallonie (BE) - ETRS89 / Belgian Lambert 2008", "description": "INSPIRE - Carte Num\u00e9rique des Sols en Wallonie (BE) dans le syst\u00e8me de coordonn\u00e9es ETRS89 / Belgian Lambert 2008 (EPSG:3812)", "protocol": "WWW:DOWNLOAD:application/x-gmz", "rel": "download"}, {"href": "https://metawal.wallonie.be/geonetwork/srv/api/records/3e6fd1ad-df77-4bb3-809d-30274dd09506/attachments/SO.png", "name": "preview", "description": "Web image thumbnail (URL)", "protocol": "WWW:LINK-1.0-http--image-thumbnail", "rel": "preview"}, {"rel": "self", "type": "application/geo+json", "title": "3e6fd1ad-df77-4bb3-809d-30274dd09506", "name": "item", "description": "3e6fd1ad-df77-4bb3-809d-30274dd09506", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/3e6fd1ad-df77-4bb3-809d-30274dd09506"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"interval": ["1947-01-01T00:00:00Z", "1991-12-31T00:00:00Z"]}}, {"id": "4648929a-8031-49cc-9d56-9f3aeff2f8d9", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[33.9, -4.7], [33.9, 5.4], [41.9, 5.4], [41.9, -4.7], [33.9, -4.7]]]}, "properties": {"themes": [{"concepts": [{"id": "geoscientificInformation"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Soil science"}], "scheme": "Stratum"}, {"concepts": [{"id": "Africa"}, {"id": "East-Africa"}, {"id": "Kenya"}], "scheme": "Region"}], "updated": "2021-07-14T11:52:19", "type": "Dataset", "language": "eng", "title": "SOTER-based soil parameter estimates (SOTWIS) for Kenya", "description": "This harmonized set of soil parameter estimates for Kenya (KENSOTER), at scale 1:1M, compiled by the Kenya Soil Survey. The land surface of the Republic of Kenya - excluding lakes and towns - has been characterized using 397 unique SOTER units corresponding with 623 soil components. The major soils have been described using 495 profiles, which include 178 synthetic profiles, selected by national soil experts as being representative for these units. The associated soil analytical data have been derived from soil survey reports and expert knowledge. Gaps in the measured soil profile data have been filled using a step-wise procedure which includes three main stages: (1) collate additional measured soil analytical data where available; (2) fill gaps using expert knowledge and common sense; (3) fill the remaining gaps using a scheme of taxotransfer rules.\n\nParameter estimates are presented by soil unit for fixed depth intervals of 0.2 m to 1 m depth for: organic carbon, total nitrogen, pH(H2O), CECsoil, CECclay, base saturation, effective CEC, aluminum saturation, CaCO3 content, gypsum content, exchangeable sodium percentage (ESP), electrical conductivity of saturated paste (ECe), bulk density, content of sand, silt and clay, content of coarse fragments, and available water capacity. These attributes have been identified as being useful for agro-ecological zoning, land evaluation, crop growth simulation, modelling of soil carbon stocks and change, and analyses of global environmental change. The current parameter estimates should be seen as best estimates based on the current selection of soil profiles and data clustering procedure. Taxotransfer rules have been flagged to provide an indication of the possible confidence in the derived data. Results are presented as summary files and can be linked to the 1:1M scale SOTER map for Kenya in a GIS, through the unique SOTER-unit code. The secondary data are considered appropriate for studies at the national scale (1:1M). Correlation of soil analytical data, however, should be done more rigorously when more detailed scientific work is considered.", "formats": [{"name": "zip"}, {"name": "WWW:DOWNLOAD-1.0-ftp--download"}, {"name": "WWW:LINK-1.0-http--related"}], "keywords": ["calcium", "carbon", "cation exchange capacity", "electrical conductivity", "nitrogen", "organic matter", "bulk density", "soil profiles", "pH", "salinity", "texture", "water holding capacity", "nutrients", "Soil science", "Africa", "East-Africa", "Kenya"], "contacts": [{"name": "Niels Batjes", "organization": "ISRIC - World Soil Information", "position": "Senior Soil Scientist", "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "niels.batjes@isric.org"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}], "denominator": "1000000"}, "links": [{"href": "https://files.isric.org/public/sotwis/SOTWIS_KEN.zip", "name": "Download", "protocol": "WWW:DOWNLOAD-1.0-ftp--download", "rel": "download"}, {"href": "https://isric.org/projects/harmonized-continental-soter-derived-database-sotwis", "name": "Project webpage", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://isric.org/sites/default/files/isric_report_2004_01.pdf", "name": "Report", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://files.isric.org/public/thumbnails/sotwis/SOTWIS_KEN.jpg", "name": "preview", "description": "Web image thumbnail (URL)", "protocol": "WWW:LINK-1.0-http--image-thumbnail", "rel": "preview"}, {"rel": "self", "type": "application/geo+json", "title": "4648929a-8031-49cc-9d56-9f3aeff2f8d9", "name": "item", "description": "4648929a-8031-49cc-9d56-9f3aeff2f8d9", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/4648929a-8031-49cc-9d56-9f3aeff2f8d9"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"interval": ["1972-11-01T00:00:00Z", "2003-04-01T00:00:00Z"]}}, {"id": "436bd4b0-7ffc-4272-be57-686b7d7eea7d", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[-118.5, -58.0], [-118.5, 32.7], [-34.8, 32.7], [-34.8, -58.0], [-118.5, -58.0]]]}, "properties": {"themes": [{"concepts": [{"id": "geoscientificInformation"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Soil science"}], "scheme": "Stratum"}, {"concepts": [{"id": "South America"}, {"id": "Latin America"}, {"id": "Caribbean"}, {"id": "Argentina"}, {"id": "Brazil"}, {"id": "Belize"}, {"id": "Bolivia"}, {"id": "Caribbean Islands"}, {"id": "Chile"}, {"id": "Colombia"}, {"id": "Costa Rica"}, {"id": "Ecuador"}, {"id": "El Salvador"}, {"id": "French Guiana"}, {"id": "Guatemala"}, {"id": "Guiana"}, {"id": "Honduras"}, {"id": "Mexico"}, {"id": "Nicaragua"}, {"id": "Panama"}, {"id": "Paraguay"}, {"id": "Peru"}, {"id": "Suriname"}, {"id": "Uruguay"}, {"id": "Venezuela"}, {"id": "Cuba"}, {"id": "Jamaica"}, {"id": "Dominican Republic"}, {"id": "Haiti"}, {"id": "Trinidad and Tobago"}], "scheme": "Region"}], "updated": "2021-07-14T11:51:59", "type": "Dataset", "language": "eng", "title": "Soil and Terrain Database (SOTER) for Latin America and the Caribbean (SOTERLAC), version 2.0", "description": "The Soil and Terrain database for Latin America and the Caribbean (SOTERLAC), version 2.0, at scale 1:5 million, replaces version 1.02. The update includes changes in the GIS file and in the attributes database. The topographic base of the SOTERLAC map was adapted to a version congruent to the Digital Chart of the World. \n\nThe SOTERLAC attribute database has changed in respect to the number of ... pedon attributes that can be stored. Contrary to the preceding, compact version, version 2.0 can accommodate all pedon attributes considered in a 1:1 million scale SOTER database.  \n\nSOTERLAC forms a part of the ongoing activities of ISRIC, FAO and UNEP to update the world's baseline information on natural resources.The project involved collaboration with national soil institutes from the countries in the region as well as individual experts", "formats": [{"name": "zip"}, {"name": "WWW:DOWNLOAD-1.0-ftp--download"}, {"name": "WWW:LINK-1.0-http--related"}], "keywords": ["calcium", "carbon", "cation exchange capacity", "electrical conductivity", "nitrogen", "organic matter", "bulk density", "soil profiles", "pH", "salinity", "texture", "water holding capacity", "nutrients", "Soil science", "South America", "Latin America", "Caribbean", "Argentina", "Brazil", "Belize", "Bolivia", "Caribbean Islands", "Chile", "Colombia", "Costa Rica", "Ecuador", "El Salvador", "French Guiana", "Guatemala", "Guiana", "Honduras", "Mexico", "Nicaragua", "Panama", "Paraguay", "Peru", "Suriname", "Uruguay", "Venezuela", "Cuba", "Jamaica", "Dominican Republic", "Haiti", "Trinidad and Tobago"], "contacts": [{"name": "Bas Kempen", "organization": "ISRIC - World Soil Information", "position": "Soil mapping specialist", "roles": ["pointOfContact"], "phones": [{"value": null}], "emails": [{"value": "bas.kempen@wur.nl"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}, {"name": "J.A. 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(DIS) of the International Geosphere Biosphere Programme (IGBP). \n\nThe necessary chemical and physical soil data have been derived from ISRIC's Soil Information System (ISIS) and the soil CD-ROM of the Natural Resources Conservation Service (USDA-NRCS). \n\nAnalytical data were clustered into functional groups based on soil textural class (FAO) and calculated activity of the clay size minerals. Samples from organic and allophanic soils were flagged as separate categories. The file contain analytical data for 131,472 soil samples, originating from 20,920 profiles. Being based on available data, there are several gaps in the measured data", "formats": [{"name": "zip"}, {"name": "WWW:DOWNLOAD-1.0-ftp--download"}, {"name": "WWW:LINK-1.0-http--related"}], "keywords": ["calcium", "carbon", "cation exchange capacity", "electrical conductivity", "nitrogen", "organic carbon", "bulk density", "soil classification", "soil depth", "soil profiles", "pH", "salinity", "texture", "water holding capacity", "nutrients", "Soil science", "Global"], "contacts": [{"name": "Piet Tempel", "organization": "ISRIC - World Soil Information", "position": "Former staff", "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "None"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}, {"name": "Data info desk", "organization": "ISRIC - World Soil Information (WDC - Soils)", "position": null, "roles": ["pointOfContact"], "phones": [{"value": null}], "emails": [{"value": "data@isric.org"}], "addresses": [{"deliveryPoint": [null], "city": null, "administrativeArea": null, "postalCode": null, "country": null}], "links": [{"href": null}]}, {"name": "Data info desk", "organization": "ISRIC - World Soil Information (WDC - Soils)", "position": null, "roles": ["custodian"], "phones": [{"value": null}], "emails": [{"value": "data@isric.org"}], "addresses": [{"deliveryPoint": [null], "city": null, "administrativeArea": null, "postalCode": null, "country": null}], "links": [{"href": null}]}], "denominator": "1000000"}, "links": [{"href": "https://files.isric.org/public/other/IGBP-DIS_PTFset.zip", "name": "Download", "protocol": "WWW:DOWNLOAD-1.0-ftp--download", "rel": "download"}, {"href": "https://library.wur.nl/WebQuery/wurpubs/fulltext/287417", "name": "Report", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "http://www.igbp.net/about.4.6285fa5a12be4b403968000417.html", "name": "Project webpage", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://files.isric.org/public/thumbnails/other/IGBP-DIS_PTFset.jpg", "name": "preview", "description": "Web image thumbnail (URL)", "protocol": "WWW:LINK-1.0-http--image-thumbnail", "rel": "preview"}, {"rel": "self", "type": "application/geo+json", "title": "65429343-4283-4a97-a630-d8105a686c33", "name": "item", "description": "65429343-4283-4a97-a630-d8105a686c33", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/65429343-4283-4a97-a630-d8105a686c33"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"interval": ["1950-01-01T00:00:00Z", "1995-01-01T00:00:00Z"]}}, {"id": "82f3d6b0-a045-4fe2-b960-6d05bc1f37c0", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[-180.0, -90.0], [-180.0, 90.0], [180.0, 90.0], [180.0, -90.0], [-180.0, -90.0]]]}, "properties": {"themes": [{"concepts": [{"id": "geoscientificInformation"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Soil science"}], "scheme": "Stratum"}, {"concepts": [{"id": "Global"}], "scheme": "Region"}], "updated": "2025-02-05T10:33:26", "type": "Dataset", "language": "eng", "title": "WISE derived soil properties on a 5 by 5 arc-minutes global grid, version 1.2", "description": "Version 1.2 of describes a harmonized dataset of derived soil properties for the world. It was created using the soil distribution shown on the 1:5 million scale FAO-Unesco Soil Map of the World (DSMW), rasterised at 5 by 5 arcminutes, and soil property estimates derived from the ISRIC-WISE soil profile database, version 3.1. The dataset considers 19 soil variables that are commonly required for agro-ecological zoning, land evaluation, crop growth simulation, modelling of soil gaseous emissions, and analyses of global environmental change. It presents \u2018best\u2019 estimates for: soil drainage class, organic carbon content, total nitrogen, C/N ratio, pH (H2O), CECsoil, CECclay, effective CEC, base saturation, aluminium saturation, calcium carbonate content, gypsum content, exchangeable sodium percentage (ESP), electrical conductivity, particle size distribution (i.e. content of sand, silt and clay), content of coarse fragments (less than 2 mm), bulk density, and available water capacity (-33 to -1500 kPa). These estimates are presented by FAO soil unit for fixed depth intervals of 20 cm up to 100 cm depth (or less when appropriate) for so-called virtual profiles. The associated soil property values were derived from analyses of some 10,250 profiles held in WISE using a scheme of taxonomy-based taxotransfer rules complemented with expert-rules. The type of rules used to derive the various soil property values have been flagged in the database to provide an indication of the possible confidence in the derived data.\n\nMost map units on the DSMW are complex, comprising up to eight different soil units. Assessments and model applications that use the derived soil properties therefore should consider the full map unit composition and depth range. \n\nThe soil property values presented here should be seen as best estimates based on the current selection of soil profiles in WISE, the procedure for clustering the measured data, taxotransfer scheme used for deriving soil, properties, and the spatial data of the digital Soil Map of the World. \n\nThe derived information may be used for exploratory assessments at a broad scale (greater than 1:5 million; 5 by 5 arcminutes and coarser), pending the global update of the information on world soil resources at more detailed scales, upon due consideration of the underlying generalisations and assumptions. \n\nNote: A more recent assessment, at a resolution of 30arcsec (WISE30sec), is available at: http://data.isric.org/geonetwork/srv/eng/catalog.search#/metadata/dc7b283a-8f19-45e1-aaed-e9bd515119bc", "formats": [{"name": "zip"}, {"name": "WWW:DOWNLOAD-1.0-ftp--download"}, {"name": "WWW:LINK-1.0-http--related"}], "keywords": ["calcium", "carbon", "cation exchange capacity", "electrical conductivity", "nitrogen", "organic matter", "bulk density", "soil profiles", "pH", "salinity", "texture", "water holding capacity", "drainage", "nutrients", "Soil science", "Global"], "contacts": [{"name": "Niels Batjes", "organization": "ISRIC - World Soil Information", "position": "Senior Soil Scientist", "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "niels.batjes@isric.org"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}, {"name": "Data info desk", "organization": "ISRIC - World Soil Information (WDC - Soils)", "position": null, "roles": ["custodian"], "phones": [{"value": null}], "emails": [{"value": "data@isric.org"}], "addresses": [{"deliveryPoint": [null], "city": null, "administrativeArea": null, "postalCode": null, "country": null}], "links": [{"href": null}]}], "distancevalue": "5", "distanceuom": "minutes"}, "links": [{"href": "https://files.isric.org/public/wise/wise_05min_v12.zip", "name": "Download", "protocol": "WWW:DOWNLOAD-1.0-ftp--download", "rel": "download"}, {"href": "https://www.isric.org/projects/world-inventory-soil-emission-potentials-wise", "name": "Project webpage", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://www.isric.org/sites/default/files/isric_report_2012_01.pdf", "name": "Report", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://files.isric.org/public/thumbnails/wise/wise_05min_v12.jpg", "name": "preview", "description": "Web image thumbnail (URL)", "protocol": "WWW:LINK-1.0-http--image-thumbnail", "rel": "preview"}, {"rel": "self", "type": "application/geo+json", "title": "82f3d6b0-a045-4fe2-b960-6d05bc1f37c0", "name": "item", "description": "82f3d6b0-a045-4fe2-b960-6d05bc1f37c0", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/82f3d6b0-a045-4fe2-b960-6d05bc1f37c0"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"interval": ["1950-01-01T00:00:00Z", "2010-01-01T00:00:00Z"]}}, {"id": "60803da0-a15f-4cc5-9cb5-172fa2460af3", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[32.7, -17.1], [32.7, -9.4], [36.0, -9.4], [36.0, -17.1], [32.7, -17.1]]]}, "properties": {"themes": [{"concepts": [{"id": "geoscientificInformation"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Soil science"}], "scheme": "Stratum"}, {"concepts": [{"id": "Africa"}, {"id": "Malawi"}], "scheme": "Region"}], "updated": "2021-07-14T11:52:35", "type": "Dataset", "language": "eng", "title": "Soil and Terrain Database (SOTER) for Malawi", "description": "The Soil and Terrain database for Malawi (version 1.0), at scale 1:1 million, was compiled based on the soil map of Malawi at scale 1:250,000 (compiled by the Land Resources Evaluation Project) that was complemented with soil boundary information from the provisional soil map at scale 1:1 million. The 90m SRTM-DEM was used to define the various landform types of the SOTER units and also to adjust their boundaries. The SOTER map units were attributed with soil information obtained from the Africa Soil Profiles Database. The SOTER compilation followed the methodology described in the SOTER Procedures Manual Version 2. \n\nSOTER forms a part of the ongoing activities of ISRIC, FAO and UNEP to update the world's baseline information on natural resources.The project involved collaboration with national soil institutes from the countries in the region as well as individual experts. \n\nDOI for dataset (submitted): 10.17027/isric.wdcsoils.20160002", "formats": [{"name": "zip"}, {"name": "WWW:DOWNLOAD-1.0-ftp--download"}, {"name": "WWW:LINK-1.0-http--related"}], "keywords": ["calcium", "carbon", "cation exchange capacity", "electrical conductivity", "nitrogen", "organic matter", "bulk density", "soil profiles", "pH", "salinity", "texture", "water holding capacity", "nutrients", "Soil science", "Africa", "Malawi"], "contacts": [{"name": "Bas Kempen", "organization": "ISRIC - World Soil Information", "position": "Soil mapping specialist", "roles": ["pointOfContact"], "phones": [{"value": null}], "emails": [{"value": "bas.kempen@wur.nl"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}, {"name": "Johan Leenaars", "organization": "ISRIC - World Soil Information", "position": "Senior soil scientist", "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "johan.leenaars@wur.nl"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}, {"name": "Koos Dijkshoorn", "organization": "ISRIC - World Soil Information", "position": "Former staff", "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "None"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}], "denominator": "1000000"}, "links": [{"href": "https://files.isric.org/public/soter/MW-SOTER.zip", "name": "Download", "protocol": "WWW:DOWNLOAD-1.0-ftp--download", "rel": "download"}, {"href": "https://isric.org/index.php/projects/soil-and-terrain-soter-database-programme", "name": "Project webpage", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://isric.org/sites/default/files/isric_report_2016_01.pdf", "name": "Report", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://files.isric.org/public/thumbnails/soter/SOTER_MW.png", "name": "preview", "description": "Web image thumbnail (URL)", "protocol": "WWW:LINK-1.0-http--image-thumbnail", "rel": "preview"}, {"rel": "self", "type": "application/geo+json", "title": "60803da0-a15f-4cc5-9cb5-172fa2460af3", "name": "item", "description": "60803da0-a15f-4cc5-9cb5-172fa2460af3", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/60803da0-a15f-4cc5-9cb5-172fa2460af3"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"interval": ["1968-09-01T00:00:00Z", "1998-08-30T00:00:00Z"]}}, {"id": "6eb4dafe-a184-44e3-9ed1-d2f73020725d", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[11.7, -34.8], [11.7, -1.0], [40.8, -1.0], [40.8, -34.8], [11.7, -34.8]]]}, "properties": {"themes": [{"concepts": [{"id": "geoscientificInformation"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Soil science"}], "scheme": "Stratum"}, {"concepts": [{"id": "Africa"}, {"id": "Southern Africa"}, {"id": "Angola"}, {"id": "Botswana"}, {"id": "Lesotho"}, {"id": "Mozambique"}, {"id": "Namibia"}, {"id": "South Africa"}, {"id": "Swaziland"}, {"id": "Tanzania"}, {"id": "Zimbabwe"}], "scheme": "Region"}], "updated": "2021-07-14T11:51:50", "type": "Dataset", "language": "eng", "title": "SOTER-based soil parameter estimates (SOTWIS) for Southern Africa", "description": "This harmonized set of soil parameter estimates for Southern Africa has been derived from the 1:2M scale Soil and Terrain Database for Southern Africa (SOTERSAF ver. 1.0) and ISRIC-WISE soil profile database.\n\nThe land surface of Southern Africa has been characterized using 4022 unique SOTER units, corresponding with 6099 polygons. The major soils have been described using 941 profiles, selected by national soil experts as being representative for these units. The associated soil analytical data have been derived from soil survey reports. These sources seldom hold all the physical and chemical attributes ideally required by SOTER. Gaps in the measured soil profile data have been filled using a step-wise procedure that uses taxonomy-based pedotransfer rules, based on some 9600 soil profiles held in the WISE2 database.\n\nParameter estimates are presented by soil unit for fixed depth intervals of 0.2 m to 1 m depth for: organic carbon, total nitrogen, pH(H2O), CECsoil, CECclay, base saturation, effective CEC, aluminium saturation, CaCO3 content, gypsum content, exchangeable sodium percentage (ESP), electrical conductivity of saturated paste (ECe), bulk density, content of sand, silt and clay, content of coarse fragments (less than 2 mm), and available water capacity (-33 to -1500 kPa). These attributes have been identified as being useful for agro-ecological zoning, land evaluation, crop growth simulation, modelling of soil carbon stocks and change, and analyses of global environmental change.\n\nThe current parameter estimates should be seen as best estimates based on the current selection of soil profiles and data clustering procedure. Taxotransfer rules have been flagged to provide an indication of the possible confidence in the derived data.\n\nResults are presented as summary files and have been linked to the 1:2M scale SOTERSAF map in a GIS, through the unique SOTER-unit code.", "formats": [{"name": "zip"}, {"name": "WWW:DOWNLOAD-1.0-ftp--download"}, {"name": "WWW:LINK-1.0-http--related"}], "keywords": ["calcium", "carbon", "cation exchange capacity", "electrical conductivity", "nitrogen", "organic matter", "bulk density", "soil profiles", "pH", "salinity", "texture", "water holding capacity", "nutrients", "Soil science", "Africa", "Southern Africa", "Angola", "Botswana", "Lesotho", "Mozambique", "Namibia", "South Africa", "Swaziland", "Tanzania", "Zimbabwe"], "contacts": [{"name": "Niels Batjes", "organization": "ISRIC - World Soil Information", "position": "Senior Soil Scientist", "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "niels.batjes@isric.org"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}], "denominator": "2000000"}, "links": [{"href": "https://files.isric.org/public/sotwis/SOTWIS_SAF.zip", "name": "Download", "protocol": "WWW:DOWNLOAD-1.0-ftp--download", "rel": "download"}, {"href": "https://isric.org/projects/harmonized-continental-soter-derived-database-sotwis", "name": "Project webpage", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://isric.org/sites/default/files/isric_report_2004_04.pdf", "name": "Report", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://files.isric.org/public/thumbnails/sotwis/SOTWIS_SAF.jpg", "name": "preview", "description": "Web image thumbnail (URL)", "protocol": "WWW:LINK-1.0-http--image-thumbnail", "rel": "preview"}, {"rel": "self", "type": "application/geo+json", "title": "6eb4dafe-a184-44e3-9ed1-d2f73020725d", "name": "item", "description": "6eb4dafe-a184-44e3-9ed1-d2f73020725d", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/6eb4dafe-a184-44e3-9ed1-d2f73020725d"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"interval": ["1951-11-01T00:00:00Z", "2000-11-01T00:00:00Z"]}}, {"id": "6eba341b-79d7-4b40-bc19-14a9066f1386", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[73.5, 21.5], [73.5, 32.2], [92.2, 32.2], [92.2, 21.5], [73.5, 21.5]]]}, "properties": {"themes": [{"concepts": [{"id": "geoscientificInformation"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Soil science"}], "scheme": "Stratum"}, {"concepts": [{"id": "Asia"}, {"id": "India"}, {"id": "Indo-Gangetic Plains"}], "scheme": "Region"}], "updated": "2021-07-14T11:52:11", "type": "Dataset", "language": "eng", "title": "SOTER-based soil parameter estimates (SOTWIS) for the Indo-Gangetic Plains of India", "description": "This harmonized set of soil parameter estimates for the Indo-Gangetic Plains (IGP) of India, at scale 1:1 000 000, has been derived from soil and terrain data collated in SOTER format by staff of the National Bureau of Soil Survey and Land Use Planning (NBSS and LUP) at Nagpur, India. The data set has been prepared for use in the project on \"Assessment of soil organic carbon stocks and change at ... national scale\" (GEFSOC), which has IGP-India as one of its four case study areas (see http://www.nrel.colostate.edu/projects/gefsoc-uk/). \n\nThe land surface of IGP-India has been characterized using 36 unique SOTER units, corresponding with 497 polygons. The major soils of these units have been described using 36 profiles, selected by national soil experts as being representative for these units. The associated soil analytical data have been derived from soil survey reports. \n\nGaps in the measured soil profile data have been filled using a scheme of taxotransfer rules. Parameter estimates are presented by soil unit for fixed depth intervals of 0.2 m to 1 m depth for: organic carbon, total nitrogen, pH(H2O), CECsoil, CECclay, base saturation, effective CEC, aluminum saturation, CaCO3 content, gypsum content, exchangeable sodium percentage (ESP), electrical conductivity of saturated paste (ECe), bulk density, content of sand, silt and clay, content of coarse fragments, and available water capacity(-33 to-1500 kPa). These attributes have been identified as being useful for agro-ecological zoning, land evaluation, crop growth simulation, modelling of soil carbon stocks and change, and analyses of global environmental change. \n\nThe current parameter estimates should be seen as best estimates based on the current selection of soil profiles and data clustering procedure; taxotransfer rules have been flagged to provide an indication of the confidence in the derived data.\n\nResults are presented as summary files and can be linked to the 1:1M scale SOTER map in a GIS, through the unique SOTER-unit code. \n\nThe secondary SOTER data set for IGP-India is considered appropriate for exploratory studies at regional scale (greater than1:1M); correlation of soil analytical data should be done more rigorously when more detailed scientific work is considered.", "formats": [{"name": "zip"}, {"name": "WWW:DOWNLOAD-1.0-ftp--download"}, {"name": "WWW:LINK-1.0-http--related"}], "keywords": ["calcium", "carbon", "cation exchange capacity", "electrical conductivity", "nitrogen", "organic matter", "bulk density", "soil profiles", "pH", "salinity", "texture", "water holding capacity", "nutrients", "Soil science", "Asia", "India", "Indo-Gangetic Plains"], "contacts": [{"name": "Niels Batjes", "organization": "ISRIC - World Soil Information", "position": "Senior Soil Scientist", "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "niels.batjes@isric.org"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}], "denominator": "1000000"}, "links": [{"href": "https://files.isric.org/public/sotwis/SOTWIS_IGP-IN.zip", "name": "Download", "protocol": "WWW:DOWNLOAD-1.0-ftp--download", "rel": "download"}, {"href": "https://isric.org/projects/harmonized-continental-soter-derived-database-sotwis", "name": "Project webpage", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://isric.org/sites/default/files/isric_report_2004_06.pdf", "name": "Report", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://files.isric.org/public/thumbnails/sotwis/SOTWIS_IGP-IN.jpg", "name": "preview", "description": "Web image thumbnail (URL)", "protocol": "WWW:LINK-1.0-http--image-thumbnail", "rel": "preview"}, {"rel": "self", "type": "application/geo+json", "title": "6eba341b-79d7-4b40-bc19-14a9066f1386", "name": "item", "description": "6eba341b-79d7-4b40-bc19-14a9066f1386", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/6eba341b-79d7-4b40-bc19-14a9066f1386"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"interval": ["1950-01-01T00:00:00Z", "2004-12-01T00:00:00Z"]}}, {"id": "73e27136-9efe-49e4-af35-fd98b841d467", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[33.9, -4.7], [33.9, 5.4], [41.9, 5.4], [41.9, -4.7], [33.9, -4.7]]]}, "properties": {"themes": [{"concepts": [{"id": "geoscientificInformation"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Soil science"}], "scheme": "Stratum"}, {"concepts": [{"id": "Africa"}, {"id": "East-Africa"}, {"id": "Kenya"}], "scheme": "Region"}], "updated": "2021-07-14T11:52:39", "type": "Dataset", "language": "eng", "title": "Soil and Terrain Database for Kenya (KENSOTER), version 2.0", "description": "The Soil and Terrain database for Kenya (KENSOTER), version 2.0, at scale 1:1 million, replaces version 1.0 . The update include changes in the GIS file and in the attribute database. The topographic base of KENSOTER was adapted to a version congruent to the Digital Chart of the World. The KENSOTER attribute database has changed with respect to the number of pedons stored and pedon attributes. The KENSOTER version 2.0 database contains a number of measured soil moisture contents at various tensions.", "formats": [{"name": "zip"}, {"name": "WWW:DOWNLOAD-1.0-ftp--download"}, {"name": "WWW:LINK-1.0-http--related"}], "keywords": ["calcium", "carbon", "cation exchange capacity", "electrical conductivity", "nitrogen", "organic matter", "bulk density", "soil profiles", "pH", "salinity", "texture", "water holding capacity", "nutrients", "Soil science", "Africa", "East-Africa", "Kenya"], "contacts": [{"name": "Bas Kempen", "organization": "ISRIC - World Soil Information", "position": "Soil mapping specialist", "roles": ["pointOfContact"], "phones": [{"value": null}], "emails": [{"value": "bas.kempen@wur.nl"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}, {"name": "Peter N Macharia", "organization": "Kenya Agricultural Research Institute", "position": "Head Kenya Soil Survey", "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "kss@iconnect.co.ke"}], "addresses": [{"deliveryPoint": ["PO Box 14733"], "city": "Nairobi", "administrativeArea": null, "postalCode": "00800", "country": "Kenya"}], "links": [{"href": null}]}], "denominator": "1000000"}, "links": [{"href": "https://files.isric.org/public/soter/KE-SOTER.zip", "name": "Download", "protocol": "WWW:DOWNLOAD-1.0-ftp--download", "rel": "download"}, {"href": "https://isric.org/projects/soil-and-terrain-soter-database-programme", "name": "Project webpage", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://isric.org/sites/default/files/isric_report_2004_01.pdf", "name": "Report", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://files.isric.org/public/thumbnails/soter/KENSOTER.jpg", "name": "preview", "description": "Web image thumbnail (URL)", "protocol": "WWW:LINK-1.0-http--image-thumbnail", "rel": "preview"}, {"rel": "self", "type": "application/geo+json", "title": "73e27136-9efe-49e4-af35-fd98b841d467", "name": "item", "description": "73e27136-9efe-49e4-af35-fd98b841d467", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/73e27136-9efe-49e4-af35-fd98b841d467"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"interval": ["1972-01-01T00:00:00Z", "2003-04-01T00:00:00Z"]}}, {"id": "943d57ef-1eaf-4528-8508-9c81c1c2fcd3", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[35.0, 29.2], [35.0, 33.4], [39.3, 33.4], [39.3, 29.2], [35.0, 29.2]]]}, "properties": {"themes": [{"concepts": [{"id": "geoscientificInformation"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Soil science"}], "scheme": "Stratum"}, {"concepts": [{"id": "Asia"}, {"id": "Middle-East"}, {"id": "Jordan"}], "scheme": "Region"}], "updated": "2021-07-14T11:51:33", "type": "Dataset", "language": "eng", "title": "SOTER-based soil parameter estimates (SOTWIS) for Jordan", "description": "This harmonized set of soil parameter estimates has been developed using an updated 1:500 000 scale Soil and Terrain (SOTER) Database for Jordan. The associated soil analytical data were derived from soil survey reports. These sources seldom hold all the physical and chemical attributes ideally required by SOTER. Gaps in the measured soil profile data have been filled using a step-wise procedure that uses taxotransfer rules, based on about 9600 soil profiles held in the WISE database, complemented with expert-rules. Nineteeen parameter estimates are presented by soil unit for fixed depth intervals of 0.2 m to 1 m depth.", "formats": [{"name": "zip"}, {"name": "WWW:DOWNLOAD-1.0-ftp--download"}, {"name": "WWW:LINK-1.0-http--related"}], "keywords": ["calcium", "carbon", "cation exchange capacity", "electrical conductivity", "nitrogen", "organic matter", "bulk density", "soil profiles", "pH", "salinity", "texture", "water holding capacity", "nutrients", "Soil science", "Asia", "Middle-East", "Jordan"], "contacts": [{"name": "Niels Batjes", "organization": "ISRIC - World Soil Information", "position": "Senior Soil Scientist", "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "niels.batjes@isric.org"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}], "denominator": "500000"}, "links": [{"href": "https://files.isric.org/public/sotwis/SOTWIS_JO.zip", "name": "Download", "protocol": "WWW:DOWNLOAD-1.0-ftp--download", "rel": "download"}, {"href": "https://isric.org/projects/harmonized-continental-soter-derived-database-sotwis", "name": "Project webpage", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://isric.org/sites/default/files/isric_report_2003_04.pdf", "name": "Report", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://files.isric.org/public/thumbnails/sotwis/SOTWIS_JO.jpg", "name": "preview", "description": "Web image thumbnail (URL)", "protocol": "WWW:LINK-1.0-http--image-thumbnail", "rel": "preview"}, {"rel": "self", "type": "application/geo+json", "title": "943d57ef-1eaf-4528-8508-9c81c1c2fcd3", "name": "item", "description": "943d57ef-1eaf-4528-8508-9c81c1c2fcd3", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/943d57ef-1eaf-4528-8508-9c81c1c2fcd3"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"interval": ["1950-01-01T00:00:00Z", "2003-11-01T00:00:00Z"]}}, {"id": "81f6afb1-c7ed-4a4d-8679-996aa9521cc1", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[12.22, 53.99], [12.22, 54.02], [12.28, 54.02], [12.28, 53.99], [12.22, 53.99]]]}, "properties": {"themes": [{"concepts": [{"id": "environment"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Soil"}, {"id": "Soil"}, {"id": "Top soil"}, {"id": "Subsoil"}, {"id": "Soil texture"}, {"id": "Texture"}, {"id": "Lysimeters"}, {"id": "Clay"}, {"id": "silt"}, {"id": "silt"}, {"id": "Sand"}], "scheme": "AGROVOC Multilingual agricultural thesaurus"}, {"concepts": [{"id": "Boden"}, {"id": "Bodentextur"}], "scheme": "GEMET - Concepts, version 2.4"}, {"concepts": [{"id": "opendata"}], "scheme": "Individual"}], "license": "CC BY", "rights": "Restrictions applied to assure the protection of privacy or intellectual property, and any special restrictions or limitations or warnings on using the resource or metadata. Reports, articles, papers, scientific and non - scientific works of any form, including tables, maps, or any other kind of output, in printed or electronic form, based in whole or in part on the data supplied, must contain an acknowledgement of the form: \"Data reused from the BonaRes Data Centre www.bonares.de. This data were created as part of the BonaRes Module A-Project - InnoSoilPhos's research activities.\" Although every care has been taken in preparing and testing the data, the BonaRes Module A-Project - InnoSoilPhos and the BonaRes Data Centre cannot guarantee that the data are correct; neither does the BonaRes Module A-Project - InnoSoilPhos and the BonaRes Data Centre accept any liability whatsoever for any error, missing data or omission in the data, or for any loss or damage arising from its use. The BonaRes Module A-Project - InnoSoilPhos and BonaRes Data Centre will not be responsible for any direct or indirect use which might be made of the data. The access to this data is restricted during embargo time. If prior access is requested, contact the data owner / author.", "updated": "2022-04-08", "type": "Dataset", "created": "2020-03-31", "language": "eng", "title": "Lysimeter data Rostock: Soil texture (Data collection)", "description": "The dataset contains soil texture data from three sampling depths of three soil profiles from along a hill slope in Northern Germany. Monoliths of these profiles were later used in lysimeter experiments. Data inform about the content of clay, fine silt, medium silt, coarse silt, fine sand, medium sand, coarse sand and texture classification according to the German Soil Classification System (AG Boden, 2005). They are published in Baumann et al. 2020, Speciation and sorption of phosphorus in agricultural soil profiles of redoximorphic character, EGAH, doi: 10.1007/s10653-020-00561-y\n\nResearch area: Soil science\nResearch question: Controlled drainage may affect phosphorus mobilization in soil. To assess the P mobilization potential, three soil profiles with redoximorphic features were selected along a slight hill slope and soil samples were taken from three different depths. The characterization of soil texture informs about size of soil particles which e.g. can affect element sorption or hydrological features. Since soil profiles were excavated during lysimeter monolith sampling, the soil textures also reflect the monolith soil textures at different depths in the lysimeters.", "formats": [{"name": "CSV"}], "keywords": ["Soil", "Soil", "Top soil", "Subsoil", "Soil texture", "Texture", "Lysimeters", "Clay", "silt", "silt", "Sand", "Boden", "Bodentextur", "opendata"], "contacts": [{"name": "Baumann, Karen", "organization": "University of Rostock", "position": "post-doc", "roles": ["author"], "phones": [{"value": "+49 381 498 3184"}], "emails": [{"value": "karen.baumann@uni-rostock.de"}], "addresses": [{"deliveryPoint": ["Justus-von-Liebig-Weg 6"], "city": "Rostock", "administrativeArea": "Mecklenburg-Vorpommern", "postalCode": "18051", "country": "Germany"}], "links": [{"href": null}]}, {"name": "Leinweber, Peter", "organization": "University of Rostock", "position": "Professor", "roles": ["projectLeader"], "phones": [{"value": null}], "emails": [{"value": "peter.leinweber@uni-rostock.de"}], "addresses": [{"deliveryPoint": [null], "city": null, "administrativeArea": null, "postalCode": null, "country": null}], "links": [{"href": null}]}, {"name": "BonaRes Data Centre", "organization": "Leibniz Centre for Agricultural Landscape Research (ZALF)", "position": "Research Platform 'Data Analysis & Simulation' - WG Geodata", "roles": ["publisher"], "phones": [{"value": "+49 33432 82 171"}], "emails": [{"value": "bonares-datenzentrum@zalf.de"}], "addresses": [{"deliveryPoint": ["Eberswalder Strasse 84"], "city": "M\u00fcncheberg", "administrativeArea": "Brandenburg", "postalCode": "15374", "country": "Germany"}], "links": [{"href": null}]}, {"organization": "University of Rostock", "roles": ["contributor"]}]}, "links": [{"href": "https://maps.bonares.de/mapapps/resources/apps/bonares/index.html?lang=en&mid=81f6afb1-c7ed-4a4d-8679-996aa9521cc1", "rel": "download"}, {"rel": "related", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/906cdf90-8ee0-4e9f-b13a-68e2175810ef", "name": "related record", "description": "related record", "type": "application/json"}, {"rel": "self", "type": "application/geo+json", "title": "81f6afb1-c7ed-4a4d-8679-996aa9521cc1", "name": "item", "description": "81f6afb1-c7ed-4a4d-8679-996aa9521cc1", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/81f6afb1-c7ed-4a4d-8679-996aa9521cc1"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"date": "2022-04-08T00:00:00Z"}}, {"id": "896e61f8-811a-40f9-a859-ee3b6b069733", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[80.1, 26.4], [80.1, 30.4], [88.2, 30.4], [88.2, 26.4], [80.1, 26.4]]]}, "properties": {"themes": [{"concepts": [{"id": "geoscientificInformation"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Soil science"}], "scheme": "Stratum"}, {"concepts": [{"id": "Asia"}, {"id": "Nepal"}], "scheme": "Region"}], "updated": "2021-07-14T11:52:06", "type": "Dataset", "language": "eng", "title": "Soil and Terrain Database (SOTER) for Nepal", "description": "The Soil and Terrain database for Nepal primary data (version 1.0), at scale 1:1 million (SOTER_Nepal). SOTER_Nepal is generalized from the original Soils and Terrain database of Nepal at scale 1:50,000 compiled by FAO and Nepal's Survey Dept. The SOTER_Nepal database provides generalized information on landform and soil properties at a scale 1:1 million. It consists of 17 SOTER units, ... characterized by 56 representative and four synthetic profiles for which there are no measured soil data. The SOTER database includes also attribute data of 99 profiles initially selected as references to soil components that have already a representative profile. \n\nSOTER forms a part of the ongoing activities of ISRIC and FAO to update the world's baseline information on natural resources.The project involved collaboration with national soil institutes from the countries in the region as well as individual experts", "formats": [{"name": "zip"}, {"name": "WWW:DOWNLOAD-1.0-ftp--download"}, {"name": "WWW:LINK-1.0-http--related"}], "keywords": ["calcium", "carbon", "cation exchange capacity", "electrical conductivity", "nitrogen", "organic matter", "bulk density", "soil profiles", "pH", "salinity", "texture", "water holding capacity", "nutrients", "Soil science", "Asia", "Nepal"], "contacts": [{"name": "Bas Kempen", "organization": "ISRIC - World Soil Information", "position": "Soil mapping specialist", "roles": ["pointOfContact"], "phones": [{"value": null}], "emails": [{"value": "bas.kempen@wur.nl"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}, {"name": "J.A. Dijkshoorn", "organization": "ISRIC - World Soil Information", "position": null, "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "None"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}, {"name": "Jan R.M. Huting", "organization": "ISRIC - World Soil Information", "position": null, "roles": ["Author"], "phones": [{"value": null}], "emails": [{"value": "None"}], "addresses": [{"deliveryPoint": ["PO Box 353"], "city": "Wageningen", "administrativeArea": null, "postalCode": "6700AJ", "country": "Netherlands"}], "links": [{"href": null}]}], "denominator": "1000000"}, "links": [{"href": "https://files.isric.org/public/soter/NP-SOTER.zip", "name": "Download", "protocol": "WWW:DOWNLOAD-1.0-ftp--download", "rel": "download"}, {"href": "https://isric.org/index.php/projects/soil-and-terrain-soter-database-programme", "name": "Project webpage", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://isric.org/sites/default/files/isric_report_2009_01.pdf", "name": "Report", "protocol": "WWW:LINK-1.0-http--related", "rel": "information"}, {"href": "https://files.isric.org/public/thumbnails/soter/SOTER_NP.jpg", "name": "preview", "description": "Web image thumbnail (URL)", "protocol": "WWW:LINK-1.0-http--image-thumbnail", "rel": "preview"}, {"rel": "self", "type": "application/geo+json", "title": "896e61f8-811a-40f9-a859-ee3b6b069733", "name": "item", "description": "896e61f8-811a-40f9-a859-ee3b6b069733", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/896e61f8-811a-40f9-a859-ee3b6b069733"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"interval": ["1980-01-01T00:00:00Z", "1990-01-01T00:00:00Z"]}}, {"id": "942c5ed9-9b6f-4dfe-9323-fbffff895b86", "type": "Feature", "geometry": {"type": "Polygon", "coordinates": [[[6.95, 50.8], [6.95, 50.81], [6.96, 50.81], [6.96, 50.8], [6.95, 50.8]]]}, "properties": {"themes": [{"concepts": [{"id": "farming"}], "scheme": "https://standards.iso.org/iso/19139/resources/gmxCodelists.xml#MD_TopicCategoryCode"}, {"concepts": [{"id": "Soil analysis"}, {"id": "Nutrient availability"}, {"id": "Soil texture"}], "scheme": "AGROVOC Multilingual agricultural thesaurus"}, {"concepts": [{"id": "Agricultural and aquaculture facilities"}, {"id": "Soil"}, {"id": "soil analysis"}, {"id": "soil texture"}], "scheme": "GEMET - Concepts, version 2.4"}], "rights": "Reports, articles, papers, scientific and non-scientific works of any form, including tables, maps, or any other kind of output, in printed or electronic form, based in whole or in part on the data supplied, must contain an acknowledgement of the form: \u201cData re-used from the BonaRes Data Centre (www.bonares.de). The Dauerd\u00fcngungsversuch Dikopshof (DDV) data were created by the Crop Science Research Group, INRES, University of Bonn, and partly by the BonaRes Soil3 research activities.\u201d It is furthermore required to include a citation of the dataset, naming the authors, name of the dataset and the DOI.\nAlthough every care has been taken in preparing and testing the data, the Crop Science Research Group at University of Bonn, the BonaRes Module BonaRes Soil3, and BonaRes Data Centre cannot guarantee that the data are correct; neither does Crop Science Research Group at University of Bonn, BonaRes BonaRes Soil3 and BonaRes Data Centre accept any liability whatsoever for any error, missing data or omission in the data, or for any loss or damage arising from its use. The Crop Science Research Group at University of Bonn, BonaRes Module BonaRes Soil3 and BonaRes Data Centre will not be responsible for any direct or indirect use which might be made of the data.\nPlease cite the whole data collection of \"Long-Term Fertilization Trial Dikopshof\" (16 tables) as followed:\nSeidel et al. (2019) \u201dLong-Term Fertilization Trial Dikopshof\u201c BonaRes Data Centre. Doi: 10.20387/10.20387/BonaRes-Y8A0-2Z3F.\nPlease cite a single table (e.g. \u201cYield Data\u201d):\nSeidel et al. (2019) \u201dLong-Term Fertilization Trial Dikopshof\u201c BonaRes Data Centre. Doi: 10.20387/10.20387/BonaRes-Y8A0-2Z3F, table: \u201cYield Data\u201d.", "updated": "2019-05-17", "type": "Dataset", "created": "2018-04-11", "language": "eng", "title": "Long-Term Fertilization Trial Dikopshof Results of Soil Analysis", "description": "This table contains the results of the soil analyses at the long-term fertilisation experiment Dikopshof. Theses results comprise texture and nutrient composition (N, P,  Mg, Ca, K, total C).\nThe first analysis was conducted when the long-term experiment was installed in 1904. Succeeding analyses followed in intermittent intervals.\nThe literature named in the data model (Methods) is as follows:\nF. Wahnschaffe. Anleitung zur wissenschaftlichen Bodenuntersuchung. Verlag Paul Parey, Berlin, Germany. 1902. (in German).\nA. Richardsen. Der statische Versuch in der Versuchswirtschaft Dikopshof an der Landwirtschaftlichen Hochschule Bonn-Poppelsdorf, 1933. \nThe data collection \"Long-Term Fertilization Trial Dikopshof\" consists of 16 tables, which are related to each other. A proper citation notice can be found in the \u201cAccess\u201d section.", "formats": [{"name": "CSV"}], "keywords": ["Soil analysis", "Nutrient availability", "Soil texture", "Agricultural and aquaculture facilities", "Soil", "soil analysis", "soil texture"], "contacts": [{"name": "Sabine Seidel", "organization": "University of Bonn", "position": null, "roles": ["author"], "phones": [{"value": "+49-(0)228-73-2871"}], "emails": [{"value": "sabine.seidel@uni-bonn.de"}], "addresses": [{"deliveryPoint": ["Katzenburgweg 5"], "city": "Bonn", "administrativeArea": null, "postalCode": "53115", "country": "Germany"}], "links": [{"href": null}]}, {"name": "Hella Ahrends", "organization": "University of Bonn", "position": null, "roles": ["author"], "phones": [{"value": "+49-(0)228-73-2871"}], "emails": [{"value": "hahrends@uni-bonn.de"}], "addresses": [{"deliveryPoint": ["Katzenburgweg 5"], "city": "Bonn", "administrativeArea": null, "postalCode": "53115", "country": "Germany"}], "links": [{"href": null}]}, {"name": "Andreas Tewes", "organization": "University of Bonn", "position": null, "roles": ["author"], "phones": [{"value": "+49-(0)228-73-2871"}], "emails": [{"value": "atewes@uni-bonn.de"}], "addresses": [{"deliveryPoint": ["Katzenburgweg 5"], "city": "Bonn", "administrativeArea": null, "postalCode": "53115", "country": "Germany"}], "links": [{"href": null}]}, {"name": "Thomas Gaiser", "organization": "University of Bonn", "position": null, "roles": ["author"], "phones": [{"value": "+49-(0)228-73-2871"}], "emails": [{"value": "tgaiser@uni-bonn.de"}], "addresses": [{"deliveryPoint": ["Katzenburgweg 5"], "city": "Bonn", "administrativeArea": null, "postalCode": "53115", "country": "Germany"}], "links": [{"href": null}]}, {"name": "Hubert H\u00fcging", "organization": "University of Bonn", "position": null, "roles": ["author"], "phones": [{"value": "+49-(0)228-73-2871"}], "emails": [{"value": "h.hueging@uni-bonn.de"}], "addresses": [{"deliveryPoint": ["Katzenburgweg 5"], "city": "Bonn", "administrativeArea": null, "postalCode": "53115", "country": "Germany"}], "links": [{"href": null}]}, {"name": "Stefan Siebert", "organization": "University of Bonn", "position": null, "roles": ["author"], "phones": [{"value": "+49-(0)228-73-2871"}], "emails": [{"value": "s.siebert@uni-bonn.de"}], "addresses": [{"deliveryPoint": ["Katzenburgweg 5"], "city": "Bonn", "administrativeArea": null, "postalCode": "53115", "country": "Germany"}], "links": [{"href": null}]}, {"name": "Frank Ewert", "organization": "University of Bonn", "position": null, "roles": ["author"], "phones": [{"value": "+49-(0)228-73-2871"}], "emails": [{"value": "frank.ewert@uni-bonn.de"}], "addresses": [{"deliveryPoint": ["Katzenburgweg 5"], "city": "Bonn", "administrativeArea": null, "postalCode": "53115", "country": "Germany"}], "links": [{"href": null}]}, {"name": "Thomas Gaiser", "organization": "University of Bonn", "position": null, "roles": ["projectLeader"], "phones": [{"value": "+49-(0)228-73-2871"}], "emails": [{"value": "tgaiser@uni-bonn.de"}], "addresses": [{"deliveryPoint": ["Katzenburgweg 5"], "city": "Bonn", "administrativeArea": null, "postalCode": "53115", "country": "Germany"}], "links": [{"href": null}]}, {"name": "BonaRes Data Centre", "organization": "Leibniz Centre for Agricultural Landscape Research (ZALF)", "position": "Research Platform 'Data'  - WG Geodata", "roles": ["publisher"], "phones": [{"value": "+49 33432 82 171"}], "emails": [{"value": "bonares-datenzentrum@zalf.de"}], "addresses": [{"deliveryPoint": ["Eberswalder Strasse 84"], "city": "M\u00fcncheberg", "administrativeArea": "Brandenburg", "postalCode": "15374", "country": "Germany"}], "links": [{"href": null}]}, {"organization": "University of Bonn", "roles": ["contributor"]}]}, "links": [{"href": "https://maps.bonares.de/mapapps/resources/apps/bonares/index.html?lang=en&doi=Table%20%27Results%20of%20Soil%20Analysis%27%20of%20dataset%20https://doi.org/10.20387/bonares-Y8A0-2Z3F", "rel": "download"}, {"rel": "self", "type": "application/geo+json", "title": "942c5ed9-9b6f-4dfe-9323-fbffff895b86", "name": "item", "description": "942c5ed9-9b6f-4dfe-9323-fbffff895b86", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/942c5ed9-9b6f-4dfe-9323-fbffff895b86"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"interval": ["1904-01-01T00:00:00Z", "2009-12-31T00:00:00Z"]}}, {"id": "9a0b1daa-a4e0-4c62-b348-ec23354105c6-envidat", "type": "Feature", "geometry": null, "properties": {"updated": "2024-02-26T11:55:11Z", "type": "Dataset", "language": "en", "title": "Soil property maps for the Swiss forest", "description": "We used 2071 forest soil profiles to model a wide range of soil properties for the forested area of Switzerland. The spatial prediction is based on the principle of \u00abdigital soil mapping\u00bb. This involves linking soil profiles with soil forming factors using statistical or machine learning methods.  A quantile regression forest (QRF) approach was applied to predict the following soil properties at six depth ranges: clay, gravel, sand, fine earth density, SOC. The depth ranges correspond to the standard depths of the [GlobalSoilMap.Net](https://www.isric.org/) specification: 0\u20135, 5\u201315, 15\u201330, 30\u201360, 60\u2013100 and 100\u2013200 cm. In addition, the total soil depth down to a non-root-permeable layer or solid rock soil thick was predicted. To quantify the uncertainty for each predicted pixel, the upper and lower limit of the 90% prediction interval derived from QRF was calculated. More details on the methods and results are described in Baltensweiler et al. 2021 and Baltensweiler et al 2022.  The soil property maps, and the uncertainty maps are provided as a GeoTIFF files at 25 m resolution. The excel file (xlsx) provides a short description of the raster layers.  **The soil and the uncertainty maps can be viewed in a simple web-GIS application available at:**  [www.wsl.ch/soilmaps](https://www.wsl.ch/soilmaps).", "formats": [{"name": "XLS"}], "keywords": ["ch", "dsm", "forest", "soc", "soil", "soil-depth", "soil-ph", "soil-properties", "soil-texture", "switzerland"], "contacts": [{"organization": "Andri Baltensweiler", "roles": ["creator"]}, {"organization": "https://envidat.ch/#/about", "roles": ["publisher"]}]}, "links": [{"href": "https://www.envidat.ch/#/metadata/soil-property-maps-for-the-swiss-forest"}, {"href": "https://www.envidat.ch/dataset/soil-property-maps-for-the-swiss-forest/resource/1059745c-d83e-4f31-b723-07cce9fb2104"}, {"href": "https://www.envidat.ch/dataset/soil-property-maps-for-the-swiss-forest/resource/1616b34f-542a-4622-9bdd-e454500393c8"}, {"href": "https://www.envidat.ch/dataset/soil-property-maps-for-the-swiss-forest/resource/1a2addd8-1b83-4502-b015-43face6c519b"}, {"href": "https://www.envidat.ch/dataset/soil-property-maps-for-the-swiss-forest/resource/25bdf03f-226b-4274-8867-6553b2c12bd3"}, {"href": "https://www.envidat.ch/dataset/soil-property-maps-for-the-swiss-forest/resource/5886ee25-bfb6-44a2-97a9-00d5c968d1c9"}, {"href": "https://www.envidat.ch/dataset/soil-property-maps-for-the-swiss-forest/resource/5f08172f-967c-4aa3-beaf-a81338290f9e"}, {"href": "https://www.envidat.ch/dataset/soil-property-maps-for-the-swiss-forest/resource/639353b5-92a5-43d1-b0ec-4ce8ca7773c0"}, {"href": "https://www.envidat.ch/dataset/soil-property-maps-for-the-swiss-forest/resource/7c58ee27-6410-41bc-b533-1c3842032878"}, {"href": "https://www.envidat.ch/dataset/soil-property-maps-for-the-swiss-forest/resource/a214d4d2-72bd-451d-8fd5-a461b3a78b28"}, {"href": "https://www.envidat.ch/dataset/soil-property-maps-for-the-swiss-forest/resource/b4dc7b7b-e800-45d4-8d03-997968710b56"}, {"href": "https://www.envidat.ch/dataset/soil-property-maps-for-the-swiss-forest/resource/c5bea000-de46-4b93-8de8-f246c6135b9f"}, {"href": "https://www.envidat.ch/dataset/soil-property-maps-for-the-swiss-forest/resource/c799d7c4-ae83-402d-976d-f23ef7021ad7"}, {"href": "https://www.envidat.ch/dataset/soil-property-maps-for-the-swiss-forest/resource/d5a87cce-64aa-40db-aa02-589fb89c7984"}, {"href": "https://www.envidat.ch/dataset/soil-property-maps-for-the-swiss-forest/resource/d7b44437-7fc2-4750-a322-e26887a830c6"}, {"href": "https://www.envidat.ch/dataset/soil-property-maps-for-the-swiss-forest/resource/d80078ce-cf36-4590-8f01-e79de67f8b2f"}, {"href": "http://data.europa.eu/88u/dataset/9a0b1daa-a4e0-4c62-b348-ec23354105c6-envidat"}, {"rel": "self", "type": "application/geo+json", "title": "9a0b1daa-a4e0-4c62-b348-ec23354105c6-envidat", "name": "item", "description": "9a0b1daa-a4e0-4c62-b348-ec23354105c6-envidat", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items/9a0b1daa-a4e0-4c62-b348-ec23354105c6-envidat"}, {"rel": "collection", "type": "application/json", "title": "Collection", "name": "collection", "description": "Collection", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main"}], "time": {"null": "date"}}], "links": [{"rel": "self", "type": "application/geo+json", "title": "This document as GeoJSON", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items?keywords=texture&offset=50&f=json", "hreflang": "en-US"}, {"rel": "alternate", "type": "text/html", "title": "This document as HTML", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items?keywords=texture&offset=50&f=html", "hreflang": "en-US"}, {"rel": "collection", "type": "application/json", "title": "Collection URL", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main", "hreflang": "en-US"}, {"type": "application/geo+json", "rel": "prev", "title": "items (prev)", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items?keywords=texture&offset=0", "hreflang": "en-US"}, {"rel": "next", "type": "application/geo+json", "title": "items (next)", "href": "https://repository.soilwise-he.eu/cat/collections/metadata:main/items?keywords=texture&offset=100", "hreflang": "en-US"}], "numberMatched": 173, "numberReturned": 50, "distributedFeatures": [], "timeStamp": "2026-08-25T10:22:47.302301Z"}