Thanks Ivan for sharing your work. I agree, there is limited knowledge gain from a 'plug and chug' approach, your approach building from scratch helps to visualize the mechanics. I am in the process of building a vector model with song lyrics as my corpora (a personal project). I hope to write something about my results soon!