“…This analysis also relies on climatologies developed from long‐term observations made at select time series sites, including the Kuroshio Extension Observatory (KEO 32.3°N, 144.5°E; https://www.nodc.noaa.gov/ocads/oceans/Moorings/KEO.html; Fassbender, Sabine, Cronin, & Sutton, ), Ocean Station Papa (OSP 50°N, 145°W; https://www.nodc.noaa.gov/ocads/oceans/Moorings/Papa_145W_50N.html; Fassbender et al, ), Bermuda Atlantic Time Series Study (BATS 32°N, 64°W; http://bats.bios.edu/), Hawaii Ocean Time Series (HOT 22.75°N, 158°W; http://www.soest.hawaii.edu/HOT_WOCE/index.php), Irminger Sea (64.3°N, 28°W; https://www.nodc.noaa.gov/ocads/oceans/Moorings/Irminger_Sea.html), Iceland Sea (68°N, 12.66°W; http://cdiac.ornl.gov/ftp/oceans/CARINA/IcelandSea//IcelandSea_V2/), and two regions in the Southern Ocean that lie north and south of the Antarctic Polar Front in Drake Passage (DP N 57°S, 64°W; DP S 61.5°S, 62°W; https://www.nodc.noaa.gov/ocads/oceans/VOS_Program/LM_gould.html; Munro et al, ). Data from these sites are incorporated due to their high‐quality and because some of the associated 3° × 3° SOCAT‐v4 grids do not have fully resolved 12‐month climatologies due to data scarcity, particularly in the high latitudes (e.g., Irminger and Iceland seas).…”