PadChest is a large annotated chest X-ray dataset for automatic exploration of medical images. The dataset includes more than 1.6 million chest X-ray images of 67,000 patients at the Hospital de San Juan (Spain) between 2009 and 2017, covering 6 different positions of view, as well as supplementary information related to image acquisition and patient demographics.