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))
