Table 3. Summary table showing the results of model validation.
Terrestrial Biome | n | Pred. Mean | Obs. Mean | SD | Pred. Sum | Obs. Sum | SD Sum |
---|---|---|---|---|---|---|---|
n= number of withheld plots, ~20% of total; Pred. Mean=Predicted mean number of trees per pixel, post scaling, at locations of withheld 20% of plots; Obs. Mean=Observed mean number of trees per plot x 100, for withheld 20% of plots; s.d.=Standard deviation of pixel-level predictions at withheld 20% of plot locations; Pred. Sum=Sum of predicted number of trees per pixel at all plot locations within each biome, post scaling; Obs. Sum=Sum of observed number of trees per plot×100, for all plots within each biome; SD Sum=Standard deviation of predicted number of trees per pixel for all plot locations within each biome; % Difference=Percent difference in the total number of trees predicted (by pixel) and observed (plot×100) at all plot locations within each biome. | |||||||
Boreal forests | 1,116 | 98,157 | 94,459 | 1,168 | 109,542,928 | 105,416,204 | 1,303,045 |
Deserts | 2,921 | 28,115 | 24,337 | 235 | 82,122,745 | 71,089,686 | 685,260 |
Flooded grasslands | 55 | 47,691 | 50,576 | 2,894 | 2,623,006 | 2,781,658 | 159,169 |
Mangroves | — | — | — | — | — | — | — |
Mediterranean forests | 3,333 | 99,681 | 87,080 | 902 | 332,235,677 | 290,238,564 | 3,006,751 |
Montane grasslands | 28 | 88,356 | 83,125 | 6,583 | 2,473,968 | 2,327,500 | 184,337 |
Temperate broadleaf | 54,681 | 49,524 | 48,548 | 108 | 2,708,012,198 | 2,654,674,881 | 5,892,683 |
Temperate conifer | 16,808 | 43,864 | 42,661 | 132 | 737,265,239 | 717,049,203 | 2,224,412 |
Temperate grasslands | 3,415 | 30,406 | 28,215 | 264 | 103,835,175 | 96,353,092 | 900,426 |
Tropical coniferous | — | — | — | — | — | — | — |
Tropical dry | 17 | 48,525 | 30,938 | 4,083 | 824,925 | 525,938 | 69,415 |
Tropical grasslands | 148 | 32,038 | 26,504 | 1,130 | 4,741,584 | 3,922,520 | 167,309 |
Tropical moist | 1,017 | 80,839 | 77,722 | 795 | 82,212,834 | 79,043,004 | 808,476 |
Tundra | 430 | 105,216 | 105,973 | 1,815 | 45,242,812 | 45,568,300 | 780,448 |
Total | 83,969 | 752,410 | 700,137 | 4,211,133,091 | 4,068,990,550 | ||
% Difference | 3.5% |