From Kobayashi, S., Y. Ota, Y. Harada, A. Ebita, M. Moriya, H. Onoda, K. Onogi, H. Kamahori, C. Kobayashi, H. Endo, K. Miyaoka, and K. Takahashi , 2015: The JRA-55 Reanalysis: General Specifications and Basic Characteristics. J. Meteorol. Soc. Japan, 93, 5-48, doi: 10.2151/jmsj.2015-001 The analysis of screen-level variables (2-m temperatures, 2-m relative humidities and 10-m winds) is performed separately from the atmospheric analysis component. These variables are analyzed with a univariate 2-dimensional optimal interpolation (2D-OI). In JRA-25, departures were estimated by comparing observations with the first guess at the analysis time. In JRA-55, observations are compared with the first guess at the actual observation time and the departures are applied at the analysis time (the so-called first guess at the appropriate time (FGAT) approach). Temperature and wind observations from islands are not used because they are not necessarily representative at the grid scale of JRA-55. Determining whether an observation is from an island is based on the 0.25-degree resolution land cover data; consequently, observations from the coast are also excluded. Screen-level analysis fields are not used as initial conditions for forecasts.