Why is Nobody Talking about Pandas NamedAgg?
It is fairly old by now, but on version 0.25, pandas introduced NamedAgg. It is mostly a convenience, it's not huge, but for me it's life changing.
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My Talk @ PyData Meetup
Diving Into Pandas is Faster than Reinventing it. A talk I gave at the PyData meetup based on the blog post.
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Research with Style
Many times, when we research, it's great to visualize the data with with colors. I'm the first one to use Matplotlib when it is needed but sometimes there is just no other way than looking at the data itself. Coloring the data could help a great deal with that.
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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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