Fig 1.
Location map of the study areas.
Table 1.
Summary of data sources for cropping events.
Table 2.
List of the variables used in the models.
Table 3.
Summary of the variability observed among all cropping events between 2007 and 2014 in each site.
Table 4.
Comparison of regression methods relative to their ability to handle different types of data problems.
Fig 2.
Variables importance of CIF models including all cultivars.
(a) Saldaña and (b) Villavicencio. Lowercase letters to the right of the boxplots show the results of the Kruskal-Wallis test, with statistically similar variables grouped by the same letter
Table 5.
CIF Models inputs and results.
Fig 3.
Boxplots of conditional permutation based VI scores using CIF for specific cultivars.
In Saldaña for (a) cultivars F733 and (b) F60, and in Villavicencio for (c) cultivar F174. Lowercase letters to the right of the boxplots show the results of the Kruskal-Wallis test, with statistically similar variables grouped by the same letter.
Fig 4.
Partial dependence plots of the most relevant predictors.
(a) Saldaña-F733, (b) Saldaña-F60 and (c) Villavicencio-F174. Tick marks represent individual observations.
Fig 5.
Patterns of the daily series of the 5 climatic variables characterizing the clusters.
(left) Cluster 1 and (right) cluster 15. Individual patterns of each cropping event appear in grey, the black line represents the median of the cluster.
Fig 6.
Boxplots of the observed yield distributions in each cluster in Saldaña.
Clusters are sorted from left to right in decreasing order of median yield value. Lowercase letters above the boxplots show the results of the Kruskal-Wallis test, with statistically similar clusters grouped by the same letter.
Fig 7.
Boxplots of the yield distributions by cultivar in Saldaña.
(a) Cluster 2 and (b) cluster 10. Cultivars are sorted from left to right in decreasing order of yield median value. Lowercase letters above the boxplots show the results of the Kruskal-Wallis test, with statistically similar cultivars grouped by the same letter.