I’ve trained an SVM classifier with my data, looked at the coefficients and then plotted the most important training feature against my target class. However, I found there to be no dependency ( x axis is the class, y axis is the most important feature ). I trained the SVM on whether the class value is 0 or greater than 0 but the image shows all class values in my data set.