Pipe offers a way to package all those operations into a single line of coat. It's really just a neat way to do data cleaning, right? So if i call data frame dot pipe, what comes back is another data frame. And then i cond call dot pipe on it again, and then dot pipe and dot pipe and chain those together,. applying different operations and transformations. Rit is pretty flexible, i would think. It's just a like ans in all its entirety. Like amazing, one of the amazing features of andes like onsistec always.