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Replication Data for: "Multi-decadal trends of low-clouds at the Tropical Montane Cloud Forests"

Harvard Dataverse (Africa Rice Center, Bioversity International, CCAFS, CIAT, IFPRI, IRRI and WorldFish)

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Title Replication Data for: "Multi-decadal trends of low-clouds at the Tropical Montane Cloud Forests"
 
Identifier https://doi.org/10.7910/DVN/A25Q8V
 
Creator Guzmán Quesada, Jose Antonio
Hamann, Hendrik F.
Sanchez-Azofeifa, Arturo
 
Publisher Harvard Dataverse
 
Description These datasets are part of the inputs and outputs of the manuscript '’Multi-decadal trends of low-clouds at the Tropical Montane Cloud Forests."

The file 'cloud-fraction_global.tif' provides a global raster of trends of low clouds from ERA5.

The files 'TMCF_slope.csv' and 'TMCF_error.csv' provide the trends of Essential Climate Variables and their errors. If your interest is in using the names and geolocation of the TMCFs, please cite Aldrich et al. (1997) and follow the instructions of https://resources.unep-wcmc.org/products/84c3a142c4354cc1a75ac9e9ee8538e2.

The files 'bayes_all_results.csv' and 'bayes_realm_results.csv' provide the results and metrics from the Bayesian t-test. The values are scaled at x10-4 to retain digital numbers.

The files 'PLSR_components.csv', 'PLSR_coefficients.csv', 'PLSR_VIP.csv', 'PLSR_predicted.csv', and 'PLSR_performance.csv' provides the results from the Partial Least-Squares Regression (PLSR) model.

Codes to produce and reproduce these files are available at https://github.com/Antguz/TMCF-trends.
 
Subject Earth and Environmental Sciences
Cloud fraction
Tropical Montane Cloud Forests
Climatic trends
 
Date 2022-04-20
 
Contributor Guzmán Quesada, Jose Antonio