Python for Data Analysts Reference Pack
Python for Data Analysts Reference Pack
Python for Data Analysts Reference Pack — the pandas, NumPy, and plotting syntax you actually use day to day, organized so you stop googling the same thing twice. 4 files · instant download.
Everything you get
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Pandas Syntax Cheat Sheet (PDF)
reading, filtering, grouping, merging, and cleaning data, organized by task.
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NumPy Essentials Reference (PDF)
array creation, indexing, and the 15 most-used functions.
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Practice Exercise Guide (PDF)
20 written pandas exercises with expected code solutions to type into your own notebook.
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Matplotlib/Seaborn Quick-Chart Reference (PDF)
code snippets for the 10 most common chart types.
Not a template you fight with
| Feature | This system | A generic template |
|---|---|---|
| The formulas | Visible and editable. You can trace any number back to its source. | Often locked or protected so you can't see the working. |
| When it doesn't fit | Change it. The structure is yours once you download it. | Work around it, or start over. |
| Formats | Google Sheets and Excel, both included. No installation. | Usually one, often the one you don't use. |
| Who built it | An analyst who has had to defend a number to a CFO. | Frequently unclear. |
How it arrives
A download link, immediately after checkout. Nothing is posted to you.
What you get
Google Sheets and Excel files, plus printable PDFs where the product includes them. No installation.
What you can change
All of it. Rename tabs, add rows, rewrite formulas - it is your copy.
Refunds
Digital files cannot be returned once downloaded. If something is broken or not as described, email hello@analyticsbyshanikwa.com and it will be put right.