“…Responding to the need for better understanding of rivers at continental and global scales, recent studies have explored existing remote sensing data to trace river networks (e.g., Allen & Pavelsky, 2015;Lehner et al, 2008;Lehner & Grill, 2013;Yamazaki et al, 2014), extract basin and floodplain parameters and features (Nardi et al, 2019;Shen et al, 2017), map the extent of flooding and flood risk (Andreadis et al, 2017;Brakenridge, 2018;Van Dijk et al, 2016), and estimate discharge (e.g., Brakenridge et al, 2007;Gleason & Wang, 2015;Tarpanelli et al, 2013;Tourian et al, 2013;Tourian et al, 2017). However, additional information about rivers can be extracted from currently available satellite imagery, particularly descriptors of shapes of rivers and meanders.…”