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"Alternative approaches" just contains a couple short blurbs about SQL and Pandas - far too little. Pandas DataFrames are essential for DS, so there should be at least one section dedicated to this topic. I would suggest breaking up it up further, e.g.:
- Intro to Pandas DataFrames (What is Pandas? What are data frames? Some basic functions and methods that clarify the use case for DFs.)
- Importing data with Pandas
- Basic stats with Pandas (already an issue)
- …
An intro to basic SQL could be added to extras later.
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