Average relative importance of the first ten input features in predicting the global gas metallicity for 50 runs of the RF algorithm. The features are ranked by decreasing order of importance. The shaded area represents the standard deviation of the mean relative importance of the 50 runs. The meaning of the labels is detailed in Table A.1. For this test, the uniform sample was used (see Figure C.1).