{"dcterms:modified":"2025-04-02","dcterms:creator":"Harvard Dataverse","@type":"ore:ResourceMap","schema:additionalType":"Dataverse OREMap Format v1.0.1","dvcore:generatedBy":{"@type":"schema:SoftwareApplication","schema:name":"Dataverse","schema:version":"6.6 build 1829-192cdc4","schema:url":"https://github.com/iqss/dataverse"},"@id":"https://dataverse.harvard.edu/api/datasets/export?exporter=OAI_ORE&persistentId=https://doi.org/10.7910/DVN/THAQQ7","ore:describes":{"author":[{"citation:authorName":"Fraval, Simon"},{"citation:authorName":"Mutua, John","citation:authorAffiliation":"International Center for Tropical Agriculture - CIAT","authorIdentifierScheme":"ORCID","authorIdentifier":"https://orcid.org/0000-0003-2314-3146"},{"citation:authorName":"Notenbaert, An","citation:authorAffiliation":"International Center for Tropical Agriculture - CIAT","authorIdentifierScheme":"ORCID","authorIdentifier":"https://orcid.org/0000-0002-6266-2240"},{"citation:authorName":"Thornton, Philip","citation:authorAffiliation":"International Livestock Research Institute (ILRI)"},{"citation:authorName":"Duncan, Alan","citation:authorAffiliation":"International Livestock Research Institute (ILRI); University of Edinburgh"}],"citation:keyword":[{"citation:keywordValue":"Market access","citation:keywordVocabulary":"AGROVOC","citation:keywordVocabularyURI":"http://aims.fao.org/aos/agrovoc/c_1312459073954"},{"citation:keywordValue":"Farm inputs","citation:keywordVocabulary":"AGROVOC","citation:keywordVocabularyURI":"http://aims.fao.org/aos/agrovoc/c_2798"},{"citation:keywordValue":"Livestock","citation:keywordVocabulary":"AGROVOC","citation:keywordVocabularyURI":"http://aims.fao.org/aos/agrovoc/c_4397"},{"citation:keywordValue":"Water","citation:keywordVocabulary":"AGROVOC","citation:keywordVocabularyURI":"http://aims.fao.org/aos/agrovoc/c_8309"},{"citation:keywordValue":"Finance","citation:keywordVocabulary":"AGROVOC","citation:keywordVocabularyURI":"http://aims.fao.org/aos/agrovoc/c_2901"},{"citation:keywordValue":"Value chain","citation:keywordVocabulary":"AGROVOC","citation:keywordVocabularyURI":"http://aims.fao.org/aos/agrovoc/c_2cbe5456"},{"citation:keywordValue":"Africa","citation:keywordVocabulary":"Research Region"},{"citation:keywordValue":"Multifunctional Landscapes","citation:keywordVocabulary":"Research Lever"},{"citation:keywordValue":"Crops for Nutrition and Health","citation:keywordVocabulary":"Research Lever"}],"citation:dsDescription":{"citation:dsDescriptionValue":"The Techfit tool provides a means to identify suitable feed technologies to address four key constraints: dry season feed availability, growing season feed availability, feed quantity and feed quality. The feasibility of introducing each technology is assessed using proxies for seven attributes: land availability, water availability, labour, capital expenditure, access to inputs, requirement for skill/knowledge and market-pull.\nTravel time to financial service providers, input providers and market outlets were generated based on financial and agricultural points of interest (POI) and a travel friction surface layer. Financial and agricultural points of interest are available for Uganda and Kenya through the FinScope database. The database identifies the locations of credit facilities, abattoirs, sale-yards, milk chilling plants, dairy processors and input suppliers. The points of interests were filtered to only include operational facilities. The travel time to these points were then calculated as the accumulated cost from a given pixel to a POI, where the cost in minutes is defined by the friction layer (accumulated cost calculated using the accCost function in the gDistance package in R). Separate layers were created for financial services, livestock market outlets, dairy market outlets veterinary service providers and agri-input suppliers."},"citation:producer":[{"citation:producerName":"International Center for Tropical Agriculture","citation:producerAbbreviation":"CIAT","citation:producerURL":"https://ciat.cgiar.org/"},{"citation:producerName":"International Livestock Research Institute","citation:producerAbbreviation":"ILRI","citation:producerURL":"https://www.ilri.org/"},{"citation:producerName":"University of Edinburgh","citation:producerURL":"https://www.ed.ac.uk/"}],"geospatial:geographicCoverage":[{"geospatial:country":"Kenya"},{"geospatial:country":"Uganda"},{"geospatial:country":"Tanzania, United Republic of"}],"citation:topicClassification":{"citation:topicClassValue":"Livestock","citation:topicClassVocab":"AGROVOC","citation:topicClassVocabURI":"http://aims.fao.org/aos/agrovoc/c_4397"},"timePeriodCovered":{"citation:timePeriodCoveredStart":"2015-01-01","citation:timePeriodCoveredEnd":"2016-04-01"},"citation:datasetContact":{"citation:datasetContactName":"Alliance Data Management","citation:datasetContactAffiliation":"Alliance of Bioversity International and CIAT","citation:datasetContactEmail":"alliance-dm@cgiar.org"},"publication":{"publicationCitation":"Weiss, D., Nelson, A., Gibson, H. et al. A global map of travel time to cities to assess inequalities in accessibility in 2015. Nature 553, 333–336 (2018). https://doi.org/10.1038/nature25181","publicationIDType":"doi","publicationIDNumber":"10.1038/nature25181","publicationURL":"https://doi.org/10.1038/nature25181"},"title":"Travel time to livestock markets,dairy markets, input suppliers, livestock service providers, financial credit providers, and water bodies","kindOfData":["Geospatial Data","Geographic Data","Raster"],"dateOfDeposit":"2020-01-29","citation:productionDate":"2019-12-20","subject":["Earth and Environmental Sciences","Agricultural Sciences"],"geospatial:geographicUnit":"1km at the equator / pixel size 0.008","citation:depositor":"Mwanzia, Leroy","@id":"https://doi.org/10.7910/DVN/THAQQ7","@type":["ore:Aggregation","schema:Dataset"],"schema:version":"1.2","schema:name":"Travel time to livestock markets,dairy markets, input suppliers, livestock service providers, financial credit providers, and water bodies","schema:dateModified":"Thu Mar 09 14:15:08 UTC 2023","schema:datePublished":"2020-01-30","schema:creativeWorkStatus":"RELEASED","dvcore:termsOfUse":"<P><a rel=\"license\" href=\"http://creativecommons.org/licenses/by/4.0/\" target=\"_blank\"><img alt=\"Creative Commons License\" style=\"border-width:0\" src=\"https://i.creativecommons.org/l/by/4.0/88x31.png\" /></a><br />\r\nThese data and documents are licensed under a <a href=\"http://creativecommons.org/licenses/by/4.0/\" target=\"_blank\"> Creative Commons Attribution 4.0 International license.</a> You may copy, distribute and transmit the data as long as you acknowledge the source through proper <a href=\"http://best-practices.dataverse.org/data-citation/\" target=\"_blank\">data citation</a>.</P>","dvcore:fileTermsOfAccess":{"dvcore:fileRequestAccess":false},"schema:includedInDataCatalog":"Harvard Dataverse","schema:isPartOf":{"schema:name":"The Alliance of Bioversity International and CIAT Dataverse","@id":"https://dataverse.harvard.edu/dataverse/AllianceBioversityCIAT","schema:description":"<strong><a href=\"https://www.bioversityinternational.org/alliance/\" style=\"color:#428BCA;\">The Alliance of Bioversity International and CIAT</a></strong>\n<P>\nToday’s global challenges of poverty, malnutrition, climate change, land degradation, and biodiversity loss call for new research, solutions, innovations, and stronger partnerships that can deliver higher impact. To respond to these challenges, and building on their complementary mandates and long collaboration, Bioversity International and the International Center for Tropical Agriculture (CIAT) have joined forces to create an Alliance.\n</P>\n\n<P>The Alliance <a href=\"https://cgspace.cgiar.org/handle/10568/106098\" target=\"_blank\" rel=\"noopener\"> delivers research-based solutions </a>that harness agricultural biodiversity and sustainably transform food systems to improve people’s lives.\n</P>\n<P>\nTo do so, the Alliance works with local, national and multinational partners across Latin America and the Caribbean, Asia and Africa, and with the public and private sectors. With partners, the Alliance generates evidence and mainstreams innovations in large-scale programmes to create food systems and landscapes that sustain the planet, drive prosperity and nourish people.\n</P>","schema:isPartOf":{"schema:name":"Harvard Dataverse","@id":"https://dataverse.harvard.edu/dataverse/harvard","schema:description":"<span><span><span><h3>Share, archive, and get credit for your data. Find and cite data across all research fields.</h3></span></span></span>"}},"ore:aggregates":[{"schema:name":"TravelTimeEA_WaterBody.tif","dvcore:restricted":false,"schema:version":1,"dvcore:datasetVersionId":340942,"dvcore:categories":["Data"],"@id":"doi:10.7910/DVN/THAQQ7/R3DHRG","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/:persistentId?persistentId=doi:10.7910/DVN/THAQQ7/R3DHRG","@type":"ore:AggregatedResource","schema:fileFormat":"image/tiff","dvcore:filesize":15828829,"dvcore:storageIdentifier":"s3://dvn-cloud:16ff0b0e886-a9f1bbf4f59d","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"MD5","@value":"88c178bd529e4c00b9ec47f477e233e9"}},{"schema:name":"TravelTimeKenya_Abattoir_LiveMkt.tif","dvcore:restricted":false,"schema:version":1,"dvcore:datasetVersionId":340942,"dvcore:categories":["Data"],"@id":"doi:10.7910/DVN/THAQQ7/CEIFCW","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/:persistentId?persistentId=doi:10.7910/DVN/THAQQ7/CEIFCW","@type":"ore:AggregatedResource","schema:fileFormat":"image/tiff","dvcore:filesize":3287581,"dvcore:storageIdentifier":"s3://dvn-cloud:16ff0b0f0a3-cdddac6e4587","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"MD5","@value":"fb48b7bdd69e9088c8d956655b773ad5"}},{"schema:name":"TravelTimeKenya_Dairy.tif","dvcore:restricted":false,"schema:version":1,"dvcore:datasetVersionId":340942,"dvcore:categories":["Data"],"@id":"doi:10.7910/DVN/THAQQ7/KQER8R","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/:persistentId?persistentId=doi:10.7910/DVN/THAQQ7/KQER8R","@type":"ore:AggregatedResource","schema:fileFormat":"image/tiff","dvcore:filesize":3233972,"dvcore:storageIdentifier":"s3://dvn-cloud:16ff0b0f8c9-c186d303215f","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"MD5","@value":"821399832b9e0b03c4e9383fa54a169e"}},{"schema:name":"TravelTimeKenya_Finance.tif","dvcore:restricted":false,"schema:version":1,"dvcore:datasetVersionId":340942,"dvcore:categories":["Data"],"@id":"doi:10.7910/DVN/THAQQ7/T0DJB2","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/:persistentId?persistentId=doi:10.7910/DVN/THAQQ7/T0DJB2","@type":"ore:AggregatedResource","schema:fileFormat":"image/tiff","dvcore:filesize":3288118,"dvcore:storageIdentifier":"s3://dvn-cloud:16ff0b101a9-e89ce4cd4334","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"MD5","@value":"17d6ad097d7c7c01ca5879c017975906"}},{"schema:description":"https://doi.org/10.7910/DVN/UKJCFT","schema:name":"TravelTimeKenya_lvstInputs-1.tif","dvcore:restricted":false,"schema:version":1,"dvcore:datasetVersionId":340942,"dvcore:categories":["Data"],"@id":"doi:10.7910/DVN/THAQQ7/PXOALA","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/:persistentId?persistentId=doi:10.7910/DVN/THAQQ7/PXOALA","@type":"ore:AggregatedResource","schema:fileFormat":"image/tiff","dvcore:filesize":3267275,"dvcore:storageIdentifier":"s3://dvn-cloud:16ff541623c-743a81ecabdc","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"MD5","@value":"1173e831d77c0e734450b7d5474d3200"}},{"schema:name":"TravelTimeKenya_lvstInputs.tif","dvcore:restricted":false,"schema:version":1,"dvcore:datasetVersionId":340942,"dvcore:categories":["Data"],"@id":"doi:10.7910/DVN/THAQQ7/VKANPY","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/:persistentId?persistentId=doi:10.7910/DVN/THAQQ7/VKANPY","@type":"ore:AggregatedResource","schema:fileFormat":"image/tiff","dvcore:filesize":3245635,"dvcore:storageIdentifier":"s3://dvn-cloud:16ff0b109cf-09890e8998ad","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"MD5","@value":"a5150d573265f5ace0730ee2fb764b15"}},{"schema:name":"TravelTimeTanzania_Finance.tif","dvcore:restricted":false,"schema:version":1,"dvcore:datasetVersionId":340942,"dvcore:categories":["Data"],"@id":"doi:10.7910/DVN/THAQQ7/4FVDTC","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/:persistentId?persistentId=doi:10.7910/DVN/THAQQ7/4FVDTC","@type":"ore:AggregatedResource","schema:fileFormat":"image/tiff","dvcore:filesize":5333961,"dvcore:storageIdentifier":"s3://dvn-cloud:16ff0b11e55-566d48ebfd56","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"MD5","@value":"a6535a6c055cf421833464ddd9dde5d9"}},{"schema:name":"TravelTimeUganda_Abattoir_LiveMkt.tif","dvcore:restricted":false,"schema:version":1,"dvcore:datasetVersionId":340942,"dvcore:categories":["Data"],"@id":"doi:10.7910/DVN/THAQQ7/PCLPI5","schema:sameAs":"https://dataverse.harvard.edu/api/access/datafile/:persistentId?persistentId=doi:10.7910/DVN/THAQQ7/PCLPI5","@type":"ore:AggregatedResource","schema:fileFormat":"image/tiff","dvcore:filesize":1342254,"dvcore:storageIdentifier":"s3://dvn-cloud:16ff0b12268-24491ba9035e","dvcore:rootDataFileId":-1,"dvcore:checksum":{"@type":"MD5","@value":"f943f8f998aa677724378284e1292f3c"}},{"schema:name":"TravelTimeUganda_Dairy.tif","dvcore:restricted":false,"schema:version":1,"dvcore:datasetVersionId":340942,"dvcore:categories":["Data"],"@id":"doi:10.7910/DVN/THAQQ7/HGCLTG","schema:sameAs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