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Comparison of lake ice phenology derived in this research against that from Qiu et al.23, where IceD and CID represents ice-covered duration and fully ice-covering duration respectively with unit day. The meaning and unit of FUS, FUE, BUS and BUE are the same to that in Fig. 4.