1 Supplementary material 2 Applicability of the method to various datasets 3 To show the applicability of our method to various datasets, we applied the same method 4 to the Hiaper Pole-to-Pole Observations (HIPPO) Global campaign deployments #1-5 [Wofsy et 5 al., 2011]. HIPPO Global campaign covers from 87°N to 67°S, sampling both North America 6 continent and the central Pacific Ocean. The HIPPO Global campaign provided ~400 hr flight 7 time and ~600 vertical transects from the surface to the tropical UT or the extratropical UT/LS. 8 Ice crystals were measured by the 2DC ice probe [Korolev et al., 2011] onboard the NSF 9 Gulfstream-V aircraft during the HIPPO Global campaign (no ice data were available in 10 HIPPO#1). 2DC ice probe has a measurement range of 25–800 µm, which reports ice crystal 11 number density (Nc in #/L) and number-weighted mean diameter (Dc in micron). Water vapor 12 was measured by the VCSEL hygrometer [Zondlo et al., 2010]. In HIPPO Global campaign, our 13 analyses of ISS and ICR are also restricted to T ≤ -40°C, which range from ~4.5 to 14.9 km. The 14 ISS and ICR observations are ~8.5 and 4.9 hr, respectively. The overlap between ISS and ICR is 15 ~3.0 hr. 16 The evolution of RHi is illustrated in Supplementary Figure 1. The trend of RHi 17 evolution for each phase in Figure S1 agrees well with the trend shown in the main text Figure 2, 18 that is, increasing RHi with increasing clear-sky ISSR length during Phase 1, decreasing RHi 19 with evolution during ice crystal formation and growth in Phases 2 to 4, and decreasing RHi as 20 ICR length decreases during Phase 5. Similarly, the evolution of Nc is illustrated in 21 Supplementary Figure 2, where the Nc in Phases 2 to 4 increases with the time evolution as ICRs 22 take over the space of ISSRs. Because the 2DC probe measurement range is 25–800 µm, the 1 23 evolution of Dc does not show Dc < 10 µm in the nucleation stage as Figure 3 showed in the 24 main text. However, for the later phases, i.e., ice crystal growth stage in Phases 2 to 4, the mean 25 value of Dc is relatively constant, which agrees with the converging Dc value in Figure 3. All ice 26 crystal evolution trends of HIPPO campaign show that the method is applicable to different 27 datasets even though the ice measurements and geographical locations are both different. 28 The probability of the five phases is show in Supplementary Figure 3. The probability of 29 each phase are comparable with Figure 4 in the main text, which further illustrate the 30 applicability of the method in analyzing the time evolution of cirrus clouds using Eulerian 31 observations. 32 2 33 Supplementary references 34 35 36 37 Korolev, A. V., E. F. Emery, J. W. Strapp, S. G. Cober, G. A. Isaac, M. Wasey, and D. Marcotte (2011), Small Ice Particles in Tropospheric Clouds: Fact or Artifact? Airborne Icing Instrumentation Evaluation Experiment, Bulletin of the American Meteorological Society, 92(8), 967–973, doi:10.1175/2010BAMS3141.1. 38 39 40 41 Wofsy, S. C. et al. (2011), HIAPER Pole-to-Pole Observations (HIPPO): fine-grained, globalscale measurements of climatically important atmospheric gases and aerosols., Philosophical transactions. A, Mathematical, physical, and engineering sciences, 369(1943), 2073–86, doi:10.1098/rsta.2010.0313. 42 43 44 Zondlo, M. A., M. E. Paige, S. M. Massick, and J. A. Silver (2010), Vertical cavity laser hygrometer for the National Science Foundation Gulfstream-V aircraft, Journal of Geophysical Research, 115(D20), D20309, doi:10.1029/2010JD014445. 45 3 46 47 Supplementary Figure 1. Similar to Figure 2 in main text: RHi evolution for the five evolution 48 phases. (a) Phase 1; (b) Phases 2, 3 and 4; (c) Phase 5; (d) All five phases. All binning of length 49 scale and spatial ratios used the 2i to 2i+1 bins (i = 1, 2 ,3…). All error bars in this study show ± 50 one standard deviation. 4 51 52 Supplementary Figure 2. Similar to Figures 3a and b. Evolution of ice crystal number density 53 (Nc) and mean diameter (Dc). The marker colors of yellow, green and blue stand for Phases 2, 3, 54 and 4, respectively. The color bar and marker shape are the same as supplementary Figure 1. 5 55 56 Supplementary Figure 3. Similar to Figure 4 in the main text: (a) the probability of each 57 evolution phases and (b) the probability of each bin of spatial ratio Q (Q = ICR/ISSR), both 58 normalized by the total 1168 samples. 59 6