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hey there ive got a question for you what is the coolest thing that youve ever seen produced with matplotlib for me these dolphins are definitely on the list can you believe this was made with matplotlib one of the critical factors to make this dolphin plot is to add a shape to your figures using matplotlibs patches module and we wont quite get to the dolphin level in this video but i will be showing you how to add shapes to your matplotlib figures so ill just import the pipelot module as well as numpy and then im going to create some random data that i can plot and heres a scatterplot of those data if id like to add a rectangle to this plot i first need to import the rectangle class so that can be found in the patches module from matplotlib now that ive got the rectangle class imported i can create an instance of this class and what i need to supply here first i need to let matplotlib know where the bottom left corner will be and then how wide and how tall my rectangle will b