Table 4. Evaluation summaries for the prediction on individual biomes on the test set for the Random Forests classifier.

Overall accuracy 0.86		Predicted biomes					Evaluation metrics
Overall kappa 0.75		DXS	FGS	MGS	TSMBF	TSGSS	Recall	Precision	F1	Kappa
Observed biomes	Deserts and Xeric Shrublands	22	0	1	0	1	0.73	0.92	0.81	0.76
	Flooded Grasslands and Savannas	2	0	0	0	0	0.00	0.00	-	-
	Montane Grasslands and Shrublands	1	0	10	1	0	0.77	0.83	0.80	0.77
	Tropical and Subtropical Moist Broadleaf Forests	0	0	2	27	2	0.93	0.87	0.90	0.86
	Tropical and Subtropical Grasslands, Savannas, and Shrublands	5	0	0	1	36		0.92	0.86	0.89	0.83

Number of correct predictions run diagonally and are highlighted in bold. Recall for for each predicted vegetation type is calculated as the weighted number of correct predictions for a given known vegetation type. Precision for each predicted vegetation type is calculated as the weighted proportion of correctly classified vegetation unit to the sum of all predictions.