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Our method in a nutshell Salvato, Buchner, Budavári et al. 2017 Hypothesis 1: chance alignment of unrelated srcs Hypothesis 2: single source Bayes factor Angular separation Positional uncertainties Weighting term (mag, colors,etc) The posterior probability for a match between an X-ray source, i, and a potential counterpart j depends on counterpart sky number density ρs and expected counterpart fraction ηx