Even if it's polluted, you can mark it as is, with reasoning and keep it up, so you can learn what dirty/bad data is, and build quality detectors with the infor

Even if it's polluted, you can mark it as is, with reasoning and keep it up, so you can learn what dirty/bad data is, and build quality detectors with the information contained in/with the "dirty" or "low quality" data set.