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Test 1: XMM-COSMOS ML: 1281 considered reliable, after careful visual inspection Now with Chandra coverage (higher accuracy) we know 139 were mis-associated NWAY: fast, automatic, with single band, self-learning magnitude distribution: additional 49/139 sources right NWAY with 1+3.6um catalogues: got 86/139 sources right Fast!