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have you ever worked on a project for an embarrassingly long period of time and you thought to yourself you know iamp;#39;ve been working on this so long i wonder if thereamp;#39;s a new version of the software or the databases or maybe even the underlying data that iamp;#39;m working with yeah well over the last week iamp;#39;ve been editing my manuscript doing many many rounds of revisions and i thought to myself you know iamp;#39;m using the rndb i wonder if theyamp;#39;ve had an update since i started this project back in june or july well sure enough they have and wouldnamp;#39;t you know they increased the number of sequences in the database as well as the number of species by about a third so i thought this was a great opportunity to test all those great tricks that we used for reproducibility to see how hard it would be to rerun the analysis with the new data so weamp;#39;ll do just that in todayamp;#39;s episode of code club stay tuned and iamp;#39;ll show you how we