Awesome iPython notebooks for data science?

ipython
notebook
python

#1

What are some of the best iPython notebooks you have come across on GitHub / Internet?

Share their link and the reason why you like them.


#2

Here are a few I found useful during my journey:

  1. Getting started with Notebooks: http://nbviewer.ipython.org/github/ipython/ipython/blob/master/examples/Notebook/Running%20Code.ipynb This is the official tutorial for iPython notebooks.

  2. This might be a but dated now, given how quickly API and privacy terms change on social media. But, it is still one of the best places to start for all social media analysis: https://github.com/ptwobrussell/Mining-the-Social-Web-2nd-Edition

  3. Here is another notebook which tries to re-construct 538’s prediction about US Presidential elections: https://github.com/jseabold/538model

  4. Awesome application of regular expressions (regex) by Peter Norvig. Like all his other content, it is deep, challenging and interesting in nature. http://nbviewer.ipython.org/url/norvig.com/ipython/xkcd1313.ipynb

  5. Collection of notebooks to learn Data Science: http://learnds.com/

Looking forward to a bigger collection of notebooks.

D


#3

Addition to resources listed by @dark_knight, below resources are also useful for beginners @data analysis:

Regards,
Steve


#4

Hi,

You can also refer below video to start with iPython notebooks:

A Practical Introduction to IPython Notebook and Pandas - Julia Evans
http://www.quickintelligence.co.uk/applymap-is-it-so-wrong/

Thx,
Imran