Plot graphs fast on Matplotlib

Less than a year ago, being a python novice it was hard to look over utilities like excel and more recently gnuplot to plot graphs from stats obtained in files. Both have their pros and cons. But once the python knot got untied it is harder to look over the ease it provides for anything and everything. One such module is matplotlib.