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Table 2 Testing RMSE (\(E_{\text {R}}\)) and NRMSE (\(E_{\text {NR}}\), in percentage) for Random Forest models trained for monthly ground soil moisture (Volumetric Water Contents)

From: A machine learning approach for mapping the very shallow theoretical geothermal potential

Month

Soil moisture

ER (cm3/cm3)

ENR (%)

OOB

(−)

Jan.

0.08

19.61

0.82

Feb.

0.08

20.82

0.82

Mar.

0.07

22.75

0.85

Oct.

0.07

26.65

0.87

Nov.

0.07

23.88

0.87

Dec.

0.07

19.78

0.84