Although rewrites are notorious for being a bad idea, I think rewrites for research code are mandatory. Do the research, figure out what it is you're actually

Although rewrites are notorious for being a bad idea, I think rewrites for research code are mandatory. Do the research, figure out what it is you're actually trying to accomplish, and then actually write the system you plan to use. Research code is best used for reference only.