I think this is really well put and something that we haven't considered (letting users download their data and then re-upload later). As long as we could ensure the data hasn't changed it could work. Unfortunately, we can't do anonymous testing because it is physician-ordered. I should say that some of this identifiable information is super important for the analysis.