Temporal and spatial transferabilities of hydrological models under different climates and underlying surface conditions

•An evaluation method of model transferability is proposed.•The complex models (XAJ and HBV) have better spatial transferability than the simple model (GR4J).•The performance of models transferred from the wettest to the driest period is worse than that of models transferred from the driest to the wettest period.