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first question from Chinese hi Kevin thank you so much for the pandas tutorial Ive really improved my skills in pandas after going through the tutorials theres one topic that I could not get a good hang of it is merge and join based on columns and indexes I know this is a big topic can you explain it alright so let me go ahead and share my screen and heres my plan Im gonna cover kind of four sections in this lesson and the first section is about selecting a function meaning which function should you use to merge and when the second is the bulk of the lesson Im gonna just talk Im gonna go through a relatively simple merge but really talk through it in detail so you feel like you can you can get it the third section is called what-if and its about common variations to the basic merge and the fourth is about the four types of joins very briefly because youll also need to use that depending upon the scenario so thats my plan lets just jump right in and again if you have a follow