Can you discuss how operations on data frames work in R and how they differ from operations on matrices or arrays?

Operations on data frames in R are typically performed column-wise, meaning that functions and operations are applied to each column separately. This is different from matrices or arrays where operations are typically element-wise or based on matrix algebra rules.