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Excel also makes it easier to experiment. Pandas requires you to change an entire column which can frequently be processor-intensive, take forever, and be hard to understand. With Excel, you can just take a random cell, try something out, and if it comes up with nonsense, undo it


Why not df.head()… ?


That can also take a while, and it isn’t as easy to view the values side by side. Excel is simpler (although way less capable) a lot of the time




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