Diving into Pandas is Faster than Reinventing it
This notebook aims to show some nice ways modern Pandas makes your life easier. It is not about efficiency. I'm pretty sure using Pandas' built-in methods will be more efficient than reinventing pandas, but the main goal is to make the code easier to read, and more important - easier to write.
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