In order to visualize data from a Pandas DataFrame, you must extract each Series and often concatenate them together into the right format. Matplotlib predated Pandas by more than a decade, and thus is not designed for use with Pandas DataFrames.Doing sophisticated statistical visualization is possible, but often requires a lot of boilerplate code. Matplotlib's API is relatively low level.It was based off of MATLAB circa 1999, and this often shows. Prior to version 2.0, Matplotlib's defaults are not exactly the best choices.There are several valid complaints about Matplotlib that often come up: Matplotlib has proven to be an incredibly useful and popular visualization tool, but even avid users will admit it often leaves much to be desired.
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