Over the past five decades, an unprecedented view of the spatiotemporal pattern of chlorophyll-a concentration (hereafter abbreviated as Chl, mg m −3) of the global ocean has been generated from a series of ocean color satellites (McClain, 2009). This global data enabled scientists to achieve greatly improved understandings of the ecosystem and carbon cycling associated with environmental changes at both global and regional scales. For example, based on the Sea-viewing Wide Field-of-view Sensor (SeaWiFS) Chl product, the global ocean was found more productive during the 1997-1998 El Niño, the strongest El Niño-Southern Oscillation event on record (Behrenfeld et al., 2001); on the other hand, for a particular region such as the Taiwan Strait, it was suggested that the effect could be on the opposite (Shang et al., 2005). In addition, based on net primary production (NPP) data calculated from SeaWiFS Chl and other parameters, global ocean NPP was found initially increased by ∼1,930 teragrams per year (Tg C yr −1), followed by a prolonged decrease of ∼190 Tg C yr −1 during the period of 1998-2005 (Behrenfeld et al., 2006). Further, based on the Moderate Resolution Imaging Spectroradiometer (MODIS) Chl product, Renaut et al. (2018) reported a significant increase in the primary productivity of phytoplankton during spring blooms and a northward expansion