There is nothing quite so satisfying as the process of morphing dozens of lines of numpy.array indexing and masking code by condensing it into one, or a few, lines of Pandas Dataframe magic. Very readable. Same results. WAY easier to maintain. I hope my colleagues on this project are as convinced of this migration as I am. :-D