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Practical
Statistics
for Data Scientists
50 ESSENTIAL CONCEPTS
Peter Bruce & Andrew Bruce
Practical Statistics for
Data Scientists
50 Essential Concepts
Peter Bruce and Andrew Bruce
Beijing
Boston Farnham Sebastopol
Tokyo
Practical Statistics for Data Scientists
by Peter Bruce and Andrew Bruce
Copyright © 2017 Peter Bruce and Andrew Bruce. All rights reserved.
Printed in the United States of America.
Published by O’Reilly Media, Inc., 1005 Gravenstein Highway North, Sebastopol, CA 95472.
O’Reilly books may be purchased for educational, business, or sales promotional use. Online editions are
also available for most titles (http://oreilly.com/safari). For more information, contact our corporate/insti‐
tutional sales department: 800-998-9938 or
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Editor:
Shannon Cutt
Production Editor:
Kristen Brown
Copyeditor:
Rachel Monaghan
Proofreader:
Eliahu Sussman
May 2017:
First Edition
Indexer:
Ellen Troutman-Zaig
Interior Designer:
David Futato
Cover Designer:
Karen Montgomery
Illustrator:
Rebecca Demarest
Revision History for the First Edition
2017-05-09:
2017-06-23:
2018-05-11:
First Release
Second Release
Third Release
See
http://oreilly.com/catalog/errata.csp?isbn=9781491952962
for release details.
The O’Reilly logo is a registered trademark of O’Reilly Media, Inc.
Practical Statistics for Data Scientists,
the cover image, and related trade dress are trademarks of O’Reilly Media, Inc.
While the publisher and the authors have used good faith efforts to ensure that the information and
instructions contained in this work are accurate, the publisher and the authors disclaim all responsibility
for errors or omissions, including without limitation responsibility for damages resulting from the use of
or reliance on this work. Use of the information and instructions contained in this work is at your own
risk. If any code samples or other technology this work contains or describes is subject to open source
licenses or the intellectual property rights of others, it is your responsibility to ensure that your use
thereof complies with such licenses and/or rights.
978-1-491-95296-2
[LSI]
We would like to dedicate this book to the memories of our parents Victor G. Bruce and
Nancy C. Bruce, who cultivated a passion for math and science; and to our early men‐
tors John W. Tukey and Julian Simon, and our lifelong friend Geoff Watson, who helped
inspire us to pursue a career in statistics.
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