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Statistics Books

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Naked Statistics: Stripping the Dread from the Data Naked Statistics: Stripping the Dread from the Data (Paperback)
by (shelved 313 times as statistics)
avg rating 3.95 — 15,515 ratings — published 2012
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How to Lie with Statistics How to Lie with Statistics (Paperback)
by (shelved 306 times as statistics)
avg rating 3.83 — 18,633 ratings — published 1954
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The Signal and the Noise: Why So Many Predictions Fail—But Some Don't The Signal and the Noise: Why So Many Predictions Fail—But Some Don't (Hardcover)
by (shelved 299 times as statistics)
avg rating 3.97 — 53,135 ratings — published 2012
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The Art of Statistics: How to Learn from Data The Art of Statistics: How to Learn from Data (Hardcover)
by (shelved 276 times as statistics)
avg rating 4.15 — 5,983 ratings — published 2019
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An Introduction to Statistical Learning: with Applications in R (Springer Texts in Statistics) An Introduction to Statistical Learning: with Applications in R (Springer Texts in Statistics)
by (shelved 179 times as statistics)
avg rating 4.59 — 2,362 ratings — published 2013
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The Black Swan: The Impact of the Highly Improbable The Black Swan: The Impact of the Highly Improbable (Hardcover)
by (shelved 156 times as statistics)
avg rating 3.96 — 125,118 ratings — published 2007
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The Elements of Statistical Learning: Data Mining, Inference, and Prediction The Elements of Statistical Learning: Data Mining, Inference, and Prediction (Hardcover)
by (shelved 152 times as statistics)
avg rating 4.43 — 1,912 ratings — published 2001
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Freakonomics: A Rogue Economist Explores the Hidden Side of Everything Freakonomics: A Rogue Economist Explores the Hidden Side of Everything (Hardcover)
by (shelved 130 times as statistics)
avg rating 4.01 — 911,929 ratings — published 2005
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Fooled by Randomness: The Hidden Role of Chance in Life and in the Markets (Incerto) Fooled by Randomness: The Hidden Role of Chance in Life and in the Markets (Incerto)
by (shelved 120 times as statistics)
avg rating 4.08 — 73,759 ratings — published 2001
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How to Make the World Add Up: Ten Rules for Thinking Differently About Numbers How to Make the World Add Up: Ten Rules for Thinking Differently About Numbers (Paperback)
by (shelved 119 times as statistics)
avg rating 4.11 — 8,586 ratings — published 2020
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The Book of Why: The New Science of Cause and Effect The Book of Why: The New Science of Cause and Effect (Hardcover)
by (shelved 104 times as statistics)
avg rating 3.93 — 6,825 ratings — published 2018
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The Lady Tasting Tea: How Statistics Revolutionized Science in the Twentieth Century The Lady Tasting Tea: How Statistics Revolutionized Science in the Twentieth Century (Paperback)
by (shelved 103 times as statistics)
avg rating 3.92 — 2,079 ratings — published 2001
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The Drunkard's Walk: How Randomness Rules Our Lives The Drunkard's Walk: How Randomness Rules Our Lives (Hardcover)
by (shelved 101 times as statistics)
avg rating 3.95 — 24,987 ratings — published 2008
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Factfulness: Ten Reasons We're Wrong About the World – and Why Things Are Better Than You Think Factfulness: Ten Reasons We're Wrong About the World – and Why Things Are Better Than You Think (Hardcover)
by (shelved 98 times as statistics)
avg rating 4.35 — 207,064 ratings — published 2018
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Statistics Done Wrong: The Woefully Complete Guide Statistics Done Wrong: The Woefully Complete Guide (Paperback)
by (shelved 88 times as statistics)
avg rating 4.19 — 1,105 ratings — published 2013
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All of Statistics: A Concise Course in Statistical Inference (Springer Texts in Statistics) All of Statistics: A Concise Course in Statistical Inference (Springer Texts in Statistics)
by (shelved 83 times as statistics)
avg rating 4.27 — 413 ratings — published 2003
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The Visual Display of Quantitative Information The Visual Display of Quantitative Information (Hardcover)
by (shelved 82 times as statistics)
avg rating 4.39 — 8,793 ratings — published 1983
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Bayesian Data Analysis Bayesian Data Analysis (Hardcover)
by (shelved 81 times as statistics)
avg rating 4.21 — 544 ratings — published 1995
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Superforecasting: The Art and Science of Prediction Superforecasting: The Art and Science of Prediction (Hardcover)
by (shelved 79 times as statistics)
avg rating 4.08 — 23,100 ratings — published 2015
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The Cartoon Guide to Statistics The Cartoon Guide to Statistics (Paperback)
by (shelved 67 times as statistics)
avg rating 3.91 — 1,595 ratings — published
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Moneyball Moneyball (Paperback)
by (shelved 66 times as statistics)
avg rating 4.27 — 149,015 ratings — published 2003
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Statistics Statistics (Hardcover)
by (shelved 63 times as statistics)
avg rating 3.93 — 410 ratings — published 1978
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How Not to Be Wrong: The Power of Mathematical Thinking How Not to Be Wrong: The Power of Mathematical Thinking (Hardcover)
by (shelved 62 times as statistics)
avg rating 3.95 — 21,939 ratings — published 2014
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Statistical Inference Statistical Inference (Hardcover)
by (shelved 61 times as statistics)
avg rating 4.17 — 401 ratings — published 2001
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Think Stats Think Stats (Paperback)
by (shelved 61 times as statistics)
avg rating 3.65 — 470 ratings — published 2011
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Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy (Hardcover)
by (shelved 59 times as statistics)
avg rating 3.87 — 31,033 ratings — published 2016
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Doing Bayesian Data Analysis: A Tutorial Introduction with R and BUGS Doing Bayesian Data Analysis: A Tutorial Introduction with R and BUGS (Hardcover)
by (shelved 57 times as statistics)
avg rating 4.36 — 378 ratings — published
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Invisible Women: Data Bias in a World Designed for Men Invisible Women: Data Bias in a World Designed for Men (Hardcover)
by (shelved 56 times as statistics)
avg rating 4.33 — 182,782 ratings — published 2019
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Probability Theory: The Logic of Science Probability Theory: The Logic of Science (Hardcover)
by (shelved 52 times as statistics)
avg rating 4.40 — 671 ratings — published
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Practical Statistics for Data Scientists: 50 Essential Concepts Practical Statistics for Data Scientists: 50 Essential Concepts (Paperback)
by (shelved 49 times as statistics)
avg rating 4.02 — 553 ratings — published
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The Seven Pillars of Statistical Wisdom The Seven Pillars of Statistical Wisdom (Paperback)
by (shelved 44 times as statistics)
avg rating 3.68 — 515 ratings — published 2016
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Thinking, Fast and Slow Thinking, Fast and Slow (Hardcover)
by (shelved 41 times as statistics)
avg rating 4.16 — 617,861 ratings — published 2011
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Everybody Lies: Big Data, New Data, and What the Internet Can Tell Us About Who We Really Are Everybody Lies: Big Data, New Data, and What the Internet Can Tell Us About Who We Really Are (Hardcover)
by (shelved 40 times as statistics)
avg rating 3.90 — 43,241 ratings — published 2017
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Outliers: The Story of Success Outliers: The Story of Success (Hardcover)
by (shelved 40 times as statistics)
avg rating 4.19 — 891,448 ratings — published 2008
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R for Data Science: Import, Tidy, Transform, Visualize, and Model Data R for Data Science: Import, Tidy, Transform, Visualize, and Model Data (Kindle Edition)
by (shelved 38 times as statistics)
avg rating 4.53 — 1,248 ratings — published 2016
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Think Bayes: Bayesian Statistics in Python Think Bayes: Bayesian Statistics in Python (Kindle Edition)
by (shelved 37 times as statistics)
avg rating 3.95 — 290 ratings — published 2012
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A Field Guide to Lies: Critical Thinking in the Information Age A Field Guide to Lies: Critical Thinking in the Information Age (Hardcover)
by (shelved 36 times as statistics)
avg rating 3.76 — 4,817 ratings — published 2016
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Statistical Models: Theory and Practice Statistical Models: Theory and Practice (Paperback)
by (shelved 36 times as statistics)
avg rating 4.20 — 74 ratings — published 2005
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Pattern Recognition and Machine Learning (Information Science and Statistics) Pattern Recognition and Machine Learning (Information Science and Statistics)
by (shelved 36 times as statistics)
avg rating 4.32 — 1,923 ratings — published
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Discovering Statistics Using SPSS (Introducing Statistical Methods) Discovering Statistics Using SPSS (Introducing Statistical Methods)
by (shelved 35 times as statistics)
avg rating 4.16 — 1,697 ratings — published 2000
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Statistics Without Tears: An Introduction for Non-Mathematicians Statistics Without Tears: An Introduction for Non-Mathematicians (Paperback)
by (shelved 35 times as statistics)
avg rating 4.00 — 763 ratings — published 1981
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Calling Bullshit: The Art of Skepticism in a Data-Driven World Calling Bullshit: The Art of Skepticism in a Data-Driven World (Hardcover)
by (shelved 34 times as statistics)
avg rating 4.10 — 5,581 ratings — published 2020
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Dataclysm: Who We Are (When We Think No One's Looking) Dataclysm: Who We Are (When We Think No One's Looking)
by (shelved 34 times as statistics)
avg rating 3.73 — 12,538 ratings — published 2014
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Discovering Statistics Using R Discovering Statistics Using R (Paperback)
by (shelved 34 times as statistics)
avg rating 4.28 — 374 ratings — published 2012
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Thinking Statistically Thinking Statistically (Unknown Binding)
by (shelved 34 times as statistics)
avg rating 3.86 — 951 ratings — published 2011
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Principles of Statistics (Dover Books on Mathematics) Principles of Statistics (Dover Books on Mathematics)
by (shelved 33 times as statistics)
avg rating 3.99 — 1,402 ratings — published 2012
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SuperFreakonomics: Global Cooling, Patriotic Prostitutes And Why Suicide Bombers Should Buy Life Insurance SuperFreakonomics: Global Cooling, Patriotic Prostitutes And Why Suicide Bombers Should Buy Life Insurance (Hardcover)
by (shelved 33 times as statistics)
avg rating 4.00 — 135,220 ratings — published 2009
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“The combination of Bayes and Markov Chain Monte Carlo has been called "arguably the most powerful mechanism ever created for processing data and knowledge."
Almost instantaneously MCMC and Gibbs sampling changed statisticians' entire method of attacking problems. In the words of Thomas Kuhn, it was a paradigm shift. MCMC solved real problems, used computer algorithms instead of theorems, and led statisticians and scientists into a worked where "exact" meant "simulated" and repetitive computer operations replaced mathematical equations. It was a quantum leap in statistics.”
― Sharon Bertsch McGrayne, The Theory That Would Not Die: How Bayes' Rule Cracked the Enigma Code, Hunted Down Russian Submarines, and Emerged Triumphant from Two Centuries of Controversy

Thomas Sowell
“One of the first things taught in introductory statistics textbooks is that correlation is not causation. It is also one of the first things forgotten.”
― Thomas Sowell, The Vision of the Anointed: Self-Congratulation as a Basis for Social Policy

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