python pandas features

You can try and see the feature collolation (needed for smallish datasets) by using the scatter_matrix function in pandas.

To check a complete dataframe

from pandas.plotting import scatter_matrix
scatter_matrix(data,figsize=(10,10))
from pandas.plotting import scatter_matrix
scatter_matrix(data[['HTGD','ATGD','HTP','APT','DiffFormPts','DiffLP']],figsize=(10,10))