https://github.com/chiphuyen/just-pandas-things

An ongoing list of pandas quirks
https://github.com/chiphuyen/just-pandas-things

data-science machine-learning pandas pandas-dataframe pandas-tutorial python

Last synced: 5 days ago
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An ongoing list of pandas quirks

• Host: GitHub
• URL: https://github.com/chiphuyen/just-pandas-things
• Owner: chiphuyen
• Created: 2020-06-29T01:05:06.000Z (over 4 years ago)
• Default Branch: master
• Last Pushed: 2023-05-08T14:19:34.000Z (over 1 year ago)
• Last Synced: 2024-12-11T03:04:51.557Z (12 days ago)
• Topics: data-science, machine-learning, pandas, pandas-dataframe, pandas-tutorial, python
• Language: Jupyter Notebook
• Homepage:
• Size: 3.66 MB
• Stars: 947
• Watchers: 30
• Forks: 132
• Open Issues: 4
• Metadata Files:
  • Readme: README.md

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README

        
# just-pandas-things

This repo contains a few peculiar things I've learned about pandas that have made my life easier and my code faster. This post isn't a friendly tutorial for beginners, but a friendly introduction to pandas weirdness.

## What's in this repo?

1. pandas is column-major, which is why row-based operations are slow

2. `SettingWithCopyWarning`, or why we can't have nice things

3. Indexing and slicing

4. Accessors

5. Data exploration

6. Common pitfalls

I'll continue updating this repo as I have more time. As I'm still learning pandas quirks, feedback is much appreciated.

Thanks [Luke Metz](https://twitter.com/luke_metz), [Vikram Tiwari](https://twitter.com/Vikram_Tiwari), and [Karson Elmgren](https://karsonelmgren.com/) for reviewing!