Matplotlib boxplot returns no box

Matplotlib boxplot returns no box

Im triying to represent some diversity metrics with a boxplot. Each color is a group, and there are several cathegories being plotted. Well, for some reason, some of the groups, some of the time, dont have a box on them and instead look like you can see on the picture below. Ive checked the data and everything seems right, so do you have any idea of why is this happening

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