matplotlib thou art not matlab

I am a little taken aback by the matplotlib apis, their examples don't seem that clear on data visualization. Being a former matlab user, I switched to matplotlib as it gives me access to both nltk, opencv, numpy/scipy. But in hindsight, I could just use the insane matlab toolboxes for these purposes and be done with it.