Thanks for your comment Anurag,
You were thinking of multi-label text classification, you can find more here http://scikit-learn.org/stable/modules/multiclass.html
Changing the world, one post at a time. Sr Data Scientist, Toronto Canada. https://www.linkedin.com/in/susanli/