t al., 2020], [Lin et al., 2020], [Tang et al., 2020a], [Tang et al., 2020b]).The individual behavioural reaction and governmental actions played a key role in controlling the spread of the COVID-19 outbreak for the public health in the world, e.g. holiday extension, travel restriction, hospitalisation and quarantine