f64 = myfeat.range(col4) #max f71 = max(col1) f72 = max(col2) f73 = max(col3) f74 = max(col4) #median absolute deviation f81 = myfeat.mad(col1) f82 = myfeat.mad(col2) f83 = myfeat.mad(col3) f84 = myfeat.mad(col4) # interquartile range f91 = myfeat.IQR(col1) f92 = myfeat.IQR(col2) f93 = myfeat.IQR(col3) f94 = myfeat.IQR(col4) #skew f101 = skew(col1) f102 = skew(col2) f103 = skew(col3) f104 = skew(col4) #kurtosis f111 = kurtosis(col1) f112 = kurtosis(col2) f113 = kurtosis(col3) f114 = kurtosis(col4)
my_feat[3] = mean_m2 #max max_p1 = np.amax(arr_p1) max_p2 = np.amax(arr_p2) max_m1 = np.amax(arr_m1) max_m2 = np.amax(arr_m2) my_feat[4] = max_p1 my_feat[5] = max_p2 my_feat[6] = max_m1 my_feat[7] = max_m2 #iqr iqr_p1 = myfeat.IQR(arr_p1) iqr_p2 = myfeat.IQR(arr_p2) iqr_m1 = myfeat.IQR(arr_m1) iqr_m2 = myfeat.IQR(arr_m2) my_feat[8] = iqr_p1 my_feat[9] = iqr_p2 my_feat[10] = iqr_m1 my_feat[11] = iqr_m2 #min min_p1 = np.amin(arr_p1) min_p2 = np.amin(arr_p2) min_m1 = np.amin(arr_m1) min_m2 = np.amin(arr_m2)
feat_data[13] = tr2 feat_data[14] = tr3 feat_data[15] = tr4 feat_data[16] = tr5 feat_data[29] = max(col1) feat_data[30] = max(col2) feat_data[31] = max(col3) feat_data[32] = max(col4) feat_data[33] = myfeat.mad(col1) feat_data[34] = myfeat.mad(col2) feat_data[35] = myfeat.mad(col3) feat_data[36] = myfeat.mad(col4) feat_data[37] = myfeat.IQR(col1) feat_data[38] = myfeat.IQR(col2) feat_data[39] = myfeat.IQR(col3) feat_data[40] = myfeat.IQR(col4) feat_data[41] = skew(col1) feat_data[42] = skew(col2) feat_data[43] = skew(col3) feat_data[44] = skew(col4) feat_data[45] = kurtosis(col1) feat_data[46] = kurtosis(col2) feat_data[47] = kurtosis(col3) feat_data[48] = kurtosis(col4) feat_data[49] = abs(skew(y1))