Characteristics of the GOG simulated samples. Top left and middle: distribution of proper motions in right ascension and declination, respectively. In orange and blue: LMC and the MW training samples. Top right: parallax distribution. Bottom left: magnitude G distribution of the simulated samples. Bottom middle and right: colour-magnitude diagram of the LMC and MW, respectively. Colors represent relative stellar density, with darker colors meaning higher densities.