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Materials and IPython notebooks for "Python for Data Analysis" by Wes McKinney, published by O'Reilly Media

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Hi Wes, amazing book! Thank you for sharing. I have started to learn Quarto and your book if one of the few -or the only one- that uses Jupyter files...

This is a pretty minimal configuration to support [devcontainers](https://containers.dev/). It integrates nicely with the existing docker image and hopefully will help new learners to quickstart with the examples. PTAL @wesm...

When installing "Jupyter Notebook" or "JupyterLab" according to the instructions in the book, a question came to my mind: The official website says ```XY install jupyterlab``` or ```XY install notebook```...

`mad()` has been [deprecated since pandas 1.5](https://pandas.pydata.org/pandas-docs/version/1.5/reference/api/pandas.DataFrame.mad.html) and no longer exists in pandas 2.0, while it is still listed in the table [Table 5.8: Descriptive and summary statistics](https://wesmckinney.com/book/pandas-basics.html#tbl-table_descriptive_stats).

There are two `uniform` methods in the list but with different descriptions, and `rng` seems to have only one method for uniform distribution (i.e. `rng.*uniform*?` gives only one result). Is...

I found the code in appa.ipynb don't have function `demean_axis` in Appendices A, so I added it. When I used numpy==1.23.0 to run `demean_axis`, an `IndexError` is raised. ```python [](https://localhost:8080/#)...

Dear Wes, thanks a lot for the wonderful textbook, especially the online version. Unbelievably helpful for teachers like myself. Just a comment on the introductory example on dataframes in chapter...

Add the following to requirements.txt as they are used in the notebooks. - fastparquet - openpyxl - requests - sqlalchemy