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hi im jared hillam a few months ago my wife and i decided to a deck on our house it wasnt until we spent time drawing it out on paper that we were able to come up with ideas that we could build from having that in place made it possible for us to iterate on ideas without always starting from zero when we started building it was possible for us to go back in our various designs to get a basic idea of what we wanted this got me thinking of how data science teams use data frames a data frame is an in-memory snapshot that makes it much easier for engineers to design data processing programs for example if a data engineer is attempting to write a multi-step statistical process the steps in the process can themselves be milestones using a data frame this greatly reduces the amount of code that has to be written a data frame can appear in many different kinds of formats depending on whether its structured data semi-structured or unstructured for example if it is structured data it will ap