“…However, due to several difficulties in quantifying and characterizing INPs in the atmosphere, there are still large knowledge gaps concerning geographic and vertical distributions, seasonal and/or interannual variations, chemical composition, and sources of INPs. Although there have been significant advances in identifying some of the INP species of global relevance (e.g., Atkinson et al, 2013;O'Sullivan et al, 2015;Wilson et al, 2015;Hiranuma et al, 2019), understanding microscopic freezing processes (e.g., Marcolli, 2014;Kiselev et al, 2017;David et al, 2020), parameterizing INP concentrations (e.g., DeMott et al, 2010DeMott et al, , 2015Niemand et al, 2012), intercomparing INP instrumentation in standardized procedures (Hiranuma et al, 2015;DeMott et al, 2018;Hiranuma et al, 2019), and designing and characterizing new measurement techniques (e.g., Garimella et al, 2016;Schrod et al, 2016;Möhler et al, 2020), we are still far from having a complete picture. A major shortcoming is the lack of global coverage and continuous longer-term observations of INPs.…”