“…The cluster analysis is based on the percentage frequency of nannoplankton and foraminifera and has been approved as a robust tool for ecological analyses of these assemblages and their distribution in different samples (Ayyad, 2018; Ayyad et al, 2018; Couapel, Beaufort, Jones, & Chivas, 2007; Gevirtz, Park, & Friedman, 1971; Hewaidy et al, 2019). In addition, this analysis contributes to the exploration of the relations within taxa and the samples collected from the studied succession and to the visualization of differences between the defined assemblages, following Clarke and Warwick (1994), Grunert et al (2012) and Ayyad, Fathy, Hewaidy, and Abdallah (2020). Palaeobathymetric preferences for the identified nannoplankton and foraminifera were obtained by applying the PAST (PAleontological STatistics) Software Package of Hammer, Harper, and Ryan (2001).…”