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hey there today were talking about one of my favorite ways to improve the communication of my matplotlib visuals and thats by adding text you might enhance your visual by annotating specific examples or you might decide to completely remove your legend and label your lines directly so after i walk you through the basics well be going through some specific examples so you can see how i add text to my visuals lets get started so were going to start off coding by importing some of our usual suspects pipelot numpy as well as seabourn for some additional styling and ive also created two arrays here these are just for plotting purposes were calling them x and y so we have a scatter plot of these data right now and one thing we might want to do is annotate a particular point on this plot so lets do that to add text to this plot its pi plot dot text and now we need three different arguments for this function the first will be our x position y position and then finally the string that