Data disappearing using ggarrange

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I’m wanting to display 12 plots together using ggarrange, on their own each plot shows the data properly (boxplot) but when I use ggarrange I get them perfectly arranged, axis and labels, but no boxes or data on the graphs.

I’m essentially just using ggarrange(plot1, plot2, etc…, ncol=3, nrow=4)

I was hoping all 12 plots and stats would appear neatly on one exportable image but the graphs end up being empty

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