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Miki Tebeka - Pandas Brain Teasers: Exercise Your Mind

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Miki Tebeka Pandas Brain Teasers: Exercise Your Mind
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Pandas Brain Teasers: Exercise Your Mind: summary, description and annotation

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This book contains 25 short programs that will challenge your understanding of Pandas. Like any big project, the Pandas developers had to make some design decisions that at times seem surprising. This book uses those quirks as a teaching opportunity. By understanding the gaps in your knowledge, youll become better at what you do. Some of the teasers are from the authors experience shipping bugs to production, and some from others doing the same. Teasers and puzzles are fun, and learning how to solve them can teach you to avoid programming mistakes and maybe even impress your colleagues and future employers.

Working with data is central to nearly everything we do, from disease contact tracing and analyzing health records to smart meters that track utility consumption behavior. With the power of Pythons pandas library, you can process and analyze this data in a highly efficient and simple-to-understand way. And with 25 brain teasers designed to turn this technologys quirks into a teaching opportunity, youll be honing your data science skills while having fun at the same time.

Following a simple format, youll challenge yourself and your understanding of pandas. Read a short Python program that uses pandas, try to guess the output, run the code yourself, and then go to the next page for an explanation of the solution. From common pitfalls and hidden gotchas to unexpected twists and turns, youll deepen your understanding of pandas, learn to write more efficient code, and reduce the number of bugs in the software you develop. You may even impress your colleagues and your employers, both present and future.

Learn the tricks of the trade with Pythons pandas, in one of the most fun and creative ways around.

What You Need:

To run the code youll need Python version 3.8 or upper and Pandas version 1.0 or upper installed.

We use Python version 3.8.3 and Pandas version 1.0.5; the output might change in future versions.

Miki Tebeka: author's other books


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Pandas Brain Teasers Exercise Your Mind by Miki Tebeka Version P10 September - photo 1
Pandas Brain Teasers
Exercise Your Mind
by Miki Tebeka
Version: P1.0 (September 2021)

Copyright 2021 The Pragmatic Programmers, LLC. This book is licensed to the individual who purchased it. We don't copy-protect it because that would limit your ability to use it for your own purposes. Please don't break this trustyou can use this across all of your devices but please do not share this copy with other members of your team, with friends, or via file sharing services. Thanks.

Many of the designations used by manufacturers and sellers to distinguish their products are claimed as trademarks. Where those designations appear in this book, and The Pragmatic Programmers, LLC was aware of a trademark claim, the designations have been printed in initial capital letters or in all capitals. The Pragmatic Starter Kit, The Pragmatic Programmer, Pragmatic Programming, Pragmatic Bookshelf and the linking g device are trademarks of The Pragmatic Programmers, LLC.

Every precaution was taken in the preparation of this book. However, the publisher assumes no responsibility for errors or omissions, or for damages that may result from the use of information (including program listings) contained herein.

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The Pragmatic Programmers

The team that produced this book includes: Dave Rankin (CEO) Janet Furlow (COO) Tammy Coron (Managing Editor) Margaret Eldridge (Development Editor) Jennifer Whipple (Copy Editor) Potomac Indexing, LLC (Indexing) Gilson Graphics (Layout) Andy Hunt and Dave Thomas (Founders)

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To all the data nerds out there, you rock!

Table of Contents
Copyright 2021, The Pragmatic Bookshelf.
Early Praise for Pandas Brain Teasers

Miki is a world-class Python and Go expert and a hands-on professional. Thispublication is more evidence that he comes from the field and that he canarticulate not only the practical benefits and their practice but also thethought and the meta thinking behind them.

Shlomo Yona
Founder and Chief Scientist, mathematic.ai

Even after several years of working with pandas, and thinking Ive hit every rock in the road, Pandas Brain Teasers managed to surprise me and teach me about pandas.

Uri Goren
Recommendation System Expert/Natural Language Processing, argmax

This book is a fun and intellectually stimulating resource for programmers who wish to gain an in-depth understanding of Pythons Pandas package. It is highly recommended, especially for data scientists and data analysts, but will undoubtedly prove beneficial for any programmer who works with data.

Iddo Berger
CTO, Superfly Insights

A real jam!

Luis Voloch
CTO, Cofounder, Immunai

Acknowledgments

Im grateful for anyone who helped me write this book. Every contribution,from finding bugs to fixing grammar to letting me work in peace, was super helpful.

Here is a list of people who helped. My apologies to anyone I forgot:

  • Iddo Berger
  • Luis Voloch
  • Shlomo Yona
  • Uri Goren
Copyright 2021, The Pragmatic Bookshelf.

Preface

Pandas is a great library. I have used it in many projects, and it alwaysdelivers. Like any big project, the Pandas developers had to make some designdecisions that at times seem surprising. This book uses these quirks as ateaching opportunity. By understanding the gaps in your knowledge, youllbecome better at what you do.

Theres a lot of research showing that people who make mistakes during thelearning process learn better than people who dont. If you use this approachwhen fixing bugs, youll find you enjoy bug hunting more and become a betterdeveloper after each bug you fix.

These teasers will help you avoid mistakes. Some of the teasers are from my ownexperience shipping bugs to production and some are from others doing the same.

Teasers are fun! We geeks love to solve puzzles. You can also use these teasersto impress your coworkers, have knowledge competitions, and become bettertogether.

Many of these brain teasers are from quizzes I gave at conferences andmeetups. Ive found that people highly enjoy them, and they tend to livenup the room.

At the beginning of each chapter, Ill show you a short Python program withPandas code in it and ask you to guess the output. These are the possible answers:

  • Syntax error
  • Exception
  • Some output (e.g., [1 2 3] )

Versions

Im using Python version 383 and Pandas version 105 The output might change - photo 2

Im using Python version 3.8.3 and Pandas version 1.0.5. The output might change in future versions.

Before moving on to the answer and the explanation, go ahead and guessthe output. After guessing, I encourage you to run the codeand see the output yourself; only then proceed to read the solution andthe explanation. Ive been teaching programming for many years andfound this course of action to be highly effective.

About the Author

Miki Tebeka has a B.Sc. in computer science from Ben GurionUniversity. He also studied there toward an M.Sc. in computationallinguistics.

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