Aims. We investigate the radio loudness () distribution in a large, homogeneous sample of radio galaxies. Methods. The sample is composed of galaxies from the ROGUE I/II catalogue belonging to the SDSS MGS and is divided into optically inactive radio galaxies (OPIRGs), optically active ones (OPARGs) and radio Seyferts. We use optical, mid-infrared and radio data to calculate the AGN bolometric luminosities, accretion rate (), black-hole mass () and . Results. Contrary to some previous studies based on restricted samples, using our complete sample of objects with redshifts , we find no evidence of bimodality in . The highest values are associated with extended radio structures. is anti-correlated with , and spans about 2 dex at fixed . Radio Seyferts, OPARGs and OPIRGs form a sequence of increasing with substantial overlap. Radio Seyferts show no - correlation, whereas OPARGs and OPIRGs show a weak positive trend. From theoretical considerations, the observed two-dex spread in radio luminosity and can be reproduced by a four-fold variation in the dimensionless magnetic flux assuming realistic black-hole spins. Conclusions. The smooth distribution of radio loudness supports a common evolutionary path for all radio sources, with black-hole spin and magnetic field varying continuously. The radio loudness depends on black-hole mass and accretion rate, while moderate variations in may account for the observed scatter in this relation.

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