The astrometric systematics from small to large spatial scale, together with the properties of the random errors have been extensively studied, using QSOs, or from a deconvolution algorithm of the negative parallax tail. These properties are described in Lindegren et al. (2018) and Arenou et al. (2018) and are not detailed here.