Table 4.
Summary of soil properties for both calibration and independent validation set for self-organizing maps spectral subspaces.
Calibration |
Validation |
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Subspace | Variable | Units | n | Min | Max | Mean | s.d | %CV | n | Min | Max | Mean | s.d | %CV |
SOM1 | ||||||||||||||
Clay | % | 202 | 0.32 | 55.71 | 19.7 | 11.2 | 56.9 | 172 | 3.3 | 69.47 | 15.5 | 10.5 | 67.7 | |
m3.Al | ppm | 202 | 106 | 1660 | 470.6 | 219.1 | 46.6 | 172 | 60.9 | 1490 | 332.1 | 167.5 | 50.4 | |
m3.Ca | ppm | 202 | 29.26 | 3696 | 402.4 | 387.1 | 96.2 | 172 | 0 | 1700 | 392.6 | 276 | 70.3 | |
pH | – | 202 | 4.32 | 8.78 | 5.9 | 0.7 | 11.9 | 172 | 4.72 | 9.86 | 6.1 | 0.8 | 13.1 | |
Sand | % | 202 | 15.58 | 99.68 | 62.7 | 19.7 | 31.4 | 172 | 8.93 | 93.89 | 74.5 | 14.8 | 19.9 | |
Totalcarbon | % | 202 | 0.11 | 1.58 | 0.5 | 0.3 | 60.0 | 172 | 0.09 | 1.64 | 0.3 | 0.2 | 66.7 | |
SOM2 | ||||||||||||||
Clay | % | 458 | 1.55 | 87.61 | 36.8 | 17.8 | 48.4 | 218 | 12.13 | 100 | 36.9 | 16.5 | 44.7 | |
m3.Al | ppm | 458 | 224 | 1903 | 827.8 | 329.6 | 39.8 | 218 | 271 | 2120 | 796.2 | 378.9 | 47.6 | |
m3.Ca | ppm | 458 | 63 | 5862 | 763.5 | 672.1 | 88.0 | 218 | 9 | 3220 | 489.2 | 529.5 | 108.2 | |
pH | – | 458 | 3.94 | 8.76 | 6 | 0.9 | 15.0 | 218 | 4.01 | 9.43 | 5.7 | 0.9 | 15.8 | |
Sand | % | 458 | 1.59 | 97.83 | 46.4 | 22.1 | 47.6 | 218 | 0.82 | 78.57 | 43.2 | 18.3 | 42.4 | |
Totalcarbon | % | 458 | 0.14 | 6.66 | 0.9 | 0.7 | 77.8 | 218 | 0.08 | 3.16 | 0.7 | 0.5 | 71.4 | |
SOM3 | ||||||||||||||
Clay | % | 439 | 3.83 | 99.27 | 55.9 | 22.4 | 40.1 | 134 | 9.68 | 100 | 70.3 | 16.4 | 23.3 | |
m3.Al | ppm | 439 | 345.8 | 3041 | 1224 | 487.2 | 39.8 | 134 | 430 | 2240 | 1064.6 | 346.4 | 32.5 | |
m3.Ca | ppm | 439 | 83.9 | 8550 | 1330.4 | 1208.9 | 90.9 | 134 | 20.8 | 5290 | 1368.4 | 1325.5 | 96.9 | |
pH | – | 439 | 4 | 8.79 | 6 | 0.8 | 13.3 | 134 | 4.19 | 9.72 | 5.9 | 0.9 | 15.3 | |
Sand | % | 439 | 0.12 | 93.63 | 24.4 | 20.1 | 82.4 | 134 | 0.12 | 67.55 | 13.8 | 12.6 | 91.3 | |
Totalcarbon | % | 439 | 0.11 | 7.4 | 1.9 | 1.5 | 78.9 | 134 | 0.21 | 9.4 | 1.6 | 1.3 | 81.3 | |
SOM4 | ||||||||||||||
Clay | % | 230 | 4.23 | 97.3 | 59.2 | 19 | 32.1 | 51 | 24.77 | 100 | 53.9 | 17 | 31.5 | |
m3.Al | ppm | 230 | 1.67 | 1640 | 573.5 | 321.7 | 56.1 | 51 | 14.3 | 1940 | 930.3 | 550.4 | 59.2 | |
m3.Ca | ppm | 230 | 593 | 35,200 | 8512.1 | 6174.1 | 72.5 | 51 | 73.4 | 11,000 | 3415.9 | 2821.3 | 82.6 | |
pH | – | 230 | 3.61 | 9.27 | 7.9 | 0.9 | 11.4 | 51 | 4.08 | 8.89 | 7 | 1.3 | 18.6 | |
Sand | % | 230 | 1.38 | 93.29 | 22.2 | 17.2 | 77.5 | 51 | 0.97 | 100 | 25.9 | 18.4 | 71.0 | |
Totalcarbon | % | 230 | 0.19 | 11.29 | 2.1 | 2 | 95.2 | 51 | 0.49 | 6.98 | 2.4 | 1.9 | 79.2 |