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. 2021 Mar 26;11:6955. doi: 10.1038/s41598-021-85381-5

Table 2.

Summary results of random forest (RF) and geographically weighted random forest regression (GW-RF) models.

RF GW-RF
%IncMSE Min Max Mean Std
Obesity 175.60 2.33 179.98 79.75 33.94
Physical inactivity 178.85 6.76 115.92 56.95 24.29
Access to exercise 86.85 − 13.01 46.37 14.35 11.68
Food environment index 81.24 − 3.96 55.06 21.94 10.22
Poverty 116.09 − 7.31 64.90 21.85 13.59
Education 143.86 6.34 84.48 37.03 13.09
MSE 1.87 0.75 2.79 1.69 0.48
R2 0.69 0.184 0.780 0.508 0.005

Both models were trained with 5 years of mean data (2013–2017) of 3108 counties.

%IncMSE: mean increase in MSE, MSE: mean squared error.