We are working towards quantitative metrics of data quality, but for now, a beginners guide to good and bad data. This pdf shows the GannetLoad output of a good and bad dataset and highlights the things to look for. As with all subjective judgements, there is no substitute for looking at lots of data and getting a feel for it. It is also useful to look in the literature for good spectra.
