“…Several studies have shown that mixed-phase clouds occur irrespective of the season, can be found in diverse locations, and can be associated with various cloud types (Korolev et al, 2017). Observations of mixed-phase clouds include active (e.g., Zhang et al, 2010;Tan et al, 2014;Cesana & Storelvmo, 2017) and passive satellite (e.g., Coopman et al, 2019;Noh et al, 2019;Tan et al, 2019), airborne in situ (e.g., Korolev, 2008;Costa et al, 2017;Barrett et al, 2020), ground-based (e.g., Henneberger et al, 2013;Yu et al, 2014;Gierens et al, 2020) and aircraft-based remote sensing measurements (e.g., Wang et al, 2012;Plummer et al, 2014). In Tan et al (2014), in particular, mixed-phase clouds have been studied statistically in terms of supercooled cloud fraction, defined as the ratio of the in-cloud frequency of supercooled liquid pixels to the total frequency of supercooled liquid and ice pixels within 2 • latitude by 5 • longitude grid boxes, at several isotherms between -10 • C and -30 • C, distinguishing cases in the Northern Hemisphere (NH) and in the Southern Hemisphere (SH), as well as cases over ocean and over land.…”