ICAR Research Data Repository for Knowledge Management
500m gridded surfaces for changes in climate suitability for coffee production in Risaralda, Colombia
Harvard Dataverse (Africa Rice Center, Bioversity International, CCAFS, CIAT, IFPRI, IRRI and WorldFish)
View Archive Info| Field | Value | |
| Title |
500m gridded surfaces for changes in climate suitability for coffee production in Risaralda, Colombia
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| Identifier |
https://doi.org/10.7910/DVN/FEEHQX
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| Creator |
Vallejo Arango, Eliana
Navarro Racines, Carlos E. Ramirez Villegas, Julian Aguilar Ariza, Andres Delerce, Sylvain Jean |
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| Publisher |
Harvard Dataverse
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| Description |
We used 500m gridded historical and future climate surfaces for Risaralda, Colombia and coffee presences and absences to train species distribution models (suitability). Five methods were used: Generalized Boosting Model (GBM) (Friedman, 2001), Random Forest (RF) (Breiman, 2001), Maxent (Phillips et al., 2006), Generalized Linear Model (GLM) and Generalized Additive Model (GAM) (Guisan et al., 2002).
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| Subject |
Agricultural Sciences
Earth and Environmental Sciences Suitability Coffee Species distribution model Machine learning Regression based approaches Risaralda Latin America and the Caribbean Decision and Policy Analysis - DAPA |
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| Date |
2016
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| Contributor |
Garcia, Carolina
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| Type |
Interpolated Data
Aggregate Data Climate Data |
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