If you have defensible doubts that the data are actually rubbish (say, an fMRI data set littered with spikes, distortions, and
excessive motion artifacts, or a social psychology study where you discovered posthoc that all the participants were illiterate and couldn't read the questionnaires) then by all means throw them in the bin.