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Principles of Data Science
book

Principles of Data Science

by Sinan Ozdemir
December 2016
Beginner
388 pages
8h 35m
English
Packt Publishing
Content preview from Principles of Data Science

When graphs and statistics lie

I should be clear, statistics don't lie, people lie. One of the easiest ways to trick your audience is to confuse correlation with causation.

Correlation versus causation

I don't think I would be allowed to publish this book without taking a deeper dive into the differences between correlation and causation. For this example, I will continue to use my data of TV consumption and work performance.

Correlation is a quantitative metric between -1 and 1 that measures how two variables move with each other. If two variables have a correlation close to -1, it means that as one variable increases, the other decreases, and if two variables have a correlation close to +1, it means that those variables move together in the same ...

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Publisher Resources

ISBN: 9781785887918