Table 5. Evaluation metrics calculated for the PFT-based biome model (Jolly et al., 1998, Table 4).
Overall accuracy 0.71 | Predicted biomes | Evaluation metrics | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Overall kappa 0.63 | DESE | STEP | SAVA | XERO | WAMF | TDFO | TSFO | TRFO | Recall | Precision | F1 | Kappa | |
Observed biomes | Desert | 5 | 7 | 0 | 1 | 0 | 0 | 0 | 0 | 0.38 | 1.00 | 0.56 | 0.55 |
Steppe | 0 | 126 | 25 | 14 | 0 | 1 | 0 | 0 | 0.76 | 0.16 | 0.27 | 0.70 | |
Savanna | 0 | 27 | 206 | 25 | 3 | 7 | 3 | 0 | 0.76 | 0.74 | 0.75 | 0.64 | |
Temperate Xerophytic Woods/Scrub | 0 | 2 | 3 | 98 | 6 | 0 | 0 | 0 | 0.90 | 0.49 | 0.63 | 0.57 | |
Warm Mixed Forest | 0 | 2 | 2 | 54 | 140 | 1 | 0 | 0 | 0.70 | 0.88 | 0.78 | 0.73 | |
Tropical Dry Forest | 0 | 3 | 41 | 8 | 7 | 21 | 8 | 2 | 0.23 | 0.70 | 0.35 | 0.32 | |
Tropical Seasonal Forest | 0 | 0 | 2 | 0 | 4 | 0 | 32 | 0 | 0.84 | 0.63 | 0.72 | 0.70 | |
Tropical Rain Forest | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 13 | 0.62 | 0.87 | 0.72 | 0.72 |
Number of correct predictions run diagonally and are highlighted in bold. Recall and precision are calculated as in Table 4.