🎲 Probability Judgment

An exploration of how humans assess likelihood under uncertainty — and how cognitive biases systematically distort our sense of what's probable.

The Art of Uncertainty

by David Spiegelhalter • 2024

A statistician reframes luck, chance, and ignorance as manageable relationships, not cosmic curses.

3.78

833

🎲 Probability Theory 📊 Statistical Thinking 🧠 Bayesian Reasoning

The Art of Uncertainty 92%

A statistician reframes luck, chance, and ignorance as manageable relationships, not cosmic curses.

by David Spiegelhalter 2024

3.78

833 ratings

🎲 Probability Theory 📊 Statistical Thinking 🧠 Bayesian Reasoning

Chancing It

by Robert Matthews • 2017

How a formula from 17th-century gambling can tell you what any decision is worth.

3.81

227

🎲 Probability Theory 📊 Statistical Thinking 🧮 Bayesian Reasoning

Chancing It 91%

How a formula from 17th-century gambling can tell you what any decision is worth.

by Robert Matthews 2017

3.81

227 ratings

🎲 Probability Theory 📊 Statistical Thinking 🧮 Bayesian Reasoning

The Drunkard's Walk

by Leonard Mlodinow • 2008

Success isn't as earned as you think. Probability decides more outcomes than talent ever does.

3.95

25k+

🎲 Probability And Chance 🧠 Cognitive Biases 💰 Behavioral Economics

The Drunkard's Walk 91%

Success isn't as earned as you think. Probability decides more outcomes than talent ever does.

by Leonard Mlodinow 2008

3.95

25k+ ratings

🎲 Probability And Chance 🧠 Cognitive Biases 💰 Behavioral Economics

Risk Intelligence

by Dylan Evans • 2012

Your probability estimates are worse than you think. It's trainable, and the payoff is real.

3.71

256

📊 Risk Literacy 🧠 Behavioral Economics 🧩 Cognitive Biases

Risk Intelligence 90%

Your probability estimates are worse than you think. It's trainable, and the payoff is real.

by Dylan Evans 2012

3.71

256 ratings

📊 Risk Literacy 🧠 Behavioral Economics 🧩 Cognitive Biases

The Improbability Principle

by David J. Hand • 2014

Why do extremely unlikely events happen daily? A few hidden laws make the extraordinary routine.

3.73

2k+

🎲 Probability Theory ⚡ Rare Events 🧠 Cognitive Biases

The Improbability Principle 90%

Why do extremely unlikely events happen daily? A few hidden laws make the extraordinary routine.

by David J. Hand 2014

3.73

2k+ ratings

🎲 Probability Theory ⚡ Rare Events 🧠 Cognitive Biases

The Flaw of Averages

by Sam L. Savage • 2009

A single average can sink your plan. The missing skill: thinking in distributions.

3.86

574

🧠 Decision Science 🎲 Probabilistic Thinking ⚠️ Risk Management

The Flaw of Averages 90%

A single average can sink your plan. The missing skill: thinking in distributions.

by Sam L. Savage 2009

3.86

574 ratings

🧠 Decision Science 🎲 Probabilistic Thinking ⚠️ Risk Management

The Norm Chronicles

by Michael Blastland • 2014

Why we fear plane crashes but not burgers: the stories and numbers behind your worst instincts.

3.59

564

🗣️ Risk Communication 🎲 Probability Literacy 🧠 Behavioral Economics

The Norm Chronicles 90%

Why we fear plane crashes but not burgers: the stories and numbers behind your worst instincts.

by Michael Blastland 2014

3.59

564 ratings

🗣️ Risk Communication 🎲 Probability Literacy 🧠 Behavioral Economics

How to Expect the Unexpected

by Kit Yates • 2023

Master the science of prediction: why your gut fails, and when the smartest forecast is none.

3.69

188

🔮 Forecasting 🧠 Cognitive Biases 🎲 Probability

How to Expect the Unexpected 90%

Master the science of prediction: why your gut fails, and when the smartest forecast is none.

by Kit Yates 2023

3.69

188 ratings

🔮 Forecasting 🧠 Cognitive Biases 🎲 Probability

The Hot Hand

by Ben Cohen • 2020

Stephen Curry didn't just get hot. He changed what science believes about streaks.

3.74

1k+

🧠 Behavioral Economics 🧩 Cognitive Biases 🏀 Sports Analytics

The Hot Hand 90%

Stephen Curry didn't just get hot. He changed what science believes about streaks.

by Ben Cohen 2020

3.74

1k+ ratings

🧠 Behavioral Economics 🧩 Cognitive Biases 🏀 Sports Analytics

How to Decide

by Annie Duke • 2020

Separating luck from skill: the poker champion's toolkit for decisions you won't regret.

3.96

3k+

🧱 Decision Frameworks 🧠 Cognitive Biases 📊 Behavioral Economics

How to Decide 89%

Separating luck from skill: the poker champion's toolkit for decisions you won't regret.

by Annie Duke 2020

3.96

3k+ ratings

🧱 Decision Frameworks 🧠 Cognitive Biases 📊 Behavioral Economics

How Not to Be Wrong

by Jordan Ellenberg • 2014

Your brain defaults to straight lines. Math reveals the curves that keep you from being wrong.

3.95

22k+

🧮 Mathematical Thinking 📊 Statistical Thinking 🧠 Cognitive Biases

How Not to Be Wrong 89%

Your brain defaults to straight lines. Math reveals the curves that keep you from being wrong.

by Jordan Ellenberg 2014

3.95

22k+ ratings

🧮 Mathematical Thinking 📊 Statistical Thinking 🧠 Cognitive Biases

Innumeracy

by John Allen Paulos • 1988

A lottery ticket, a medical test, a sensational statistic: when smart people can't do the math.

3.78

5k+

🎲 Probability 🔢 Numerical Reasoning 🧠 Cognitive Biases

Innumeracy 89%

A lottery ticket, a medical test, a sensational statistic: when smart people can't do the math.

by John Allen Paulos 1988

3.78

5k+ ratings

🎲 Probability 🔢 Numerical Reasoning 🧠 Cognitive Biases

The Numbers Game

by Michael Blastland • 2008

Most numbers in the news mislead you; a few mental habits reveal the real story.

3.65

344

📊 Statistical Literacy 📈 Data Interpretation 🤨 Media Skepticism

The Numbers Game 89%

Most numbers in the news mislead you; a few mental habits reveal the real story.

by Michael Blastland 2008

3.65

344 ratings

📊 Statistical Literacy 📈 Data Interpretation 🤨 Media Skepticism

An Introduction to Decision Theory

by Martin Peterson • 2009

Probability is a philosophical puzzle; how you define it changes what counts as rational.

3.77

131

🧠 Decision Science ⚖️ Rational Choice Theory 🎲 Philosophy Of Probability

An Introduction to Decision Theory Summary

An Introduction to Decision Theory 89%

Probability is a philosophical puzzle; how you define it changes what counts as rational.

by Martin Peterson 2009

3.77

131 ratings

🧠 Decision Science ⚖️ Rational Choice Theory 🎲 Philosophy Of Probability

Calculated Risks

by Gerd Gigerenzer • 2002

How to tell when a percentage misleads you, and the reframing that reveals the truth.

3.96

671

📊 Statistical Literacy ⚠️ Risk Communication 🧠 Cognitive Biases

Calculated Risks 89%

How to tell when a percentage misleads you, and the reframing that reveals the truth.

by Gerd Gigerenzer 2002

3.96

671 ratings

📊 Statistical Literacy ⚠️ Risk Communication 🧠 Cognitive Biases

A Mathematician Reads the Newspaper

by John Allen Paulos • 1997

The morning paper rests on hidden math. A mathematician reveals the numbers that change the story.

3.60

1k+

A Mathematician Reads the Newspaper Summary

A Mathematician Reads the Newspaper 89%

The morning paper rests on hidden math. A mathematician reveals the numbers that change the story.

by John Allen Paulos 1997

3.60

1k+ ratings

The Laws of Medicine

by Siddhartha Mukherjee • 2015

Why a strong hunch beats a weak test, and other laws of a science built on uncertainty.

4.07

5k+

🧮 Bayesian Reasoning 🧠 Clinical Reasoning ❓ Medical Uncertainty

The Laws of Medicine 89%

Why a strong hunch beats a weak test, and other laws of a science built on uncertainty.

by Siddhartha Mukherjee 2015

4.07

5k+ ratings

🧮 Bayesian Reasoning 🧠 Clinical Reasoning ❓ Medical Uncertainty

Numbers Rule Your World

by Fung • 2010

Statistics reveals why lines feel shorter, credit scores work, and safe airlines are an illusion.

3.56

1k+

📊 Statistical Literacy 📈 Data Interpretation 🎲 Probability Thinking

Numbers Rule Your World 89%

Statistics reveals why lines feel shorter, credit scores work, and safe airlines are an illusion.

by Fung 2010

3.56

1k+ ratings

📊 Statistical Literacy 📈 Data Interpretation 🎲 Probability Thinking

How to Measure Anything

by Douglas W. Hubbard • 1985

That thing you call immeasurable? Redefine measurement; the toolkit is simpler than anyone admits.

3.90

4k+

🧮 Business Analytics 📊 Decision Analysis 🔢 Statistical Thinking

How to Measure Anything 89%

That thing you call immeasurable? Redefine measurement; the toolkit is simpler than anyone admits.

by Douglas W. Hubbard 1985

3.90

4k+ ratings

🧮 Business Analytics 📊 Decision Analysis 🔢 Statistical Thinking

Rock Breaks Scissors

by William Poundstone • 2014

Why you can outguess anyone: the predictable mistakes we make when we try to be random.

3.50

772

📈 Behavioral Economics 🧩 Cognitive Biases 🔍 Pattern Recognition

Rock Breaks Scissors 89%

Why you can outguess anyone: the predictable mistakes we make when we try to be random.

by William Poundstone 2014

3.50

772 ratings

📈 Behavioral Economics 🧩 Cognitive Biases 🔍 Pattern Recognition

The Failure of Risk Management

by Douglas W. Hubbard • 2009

Standard risk management makes decisions worse than guessing. The fix is simpler than you think.

3.95

413

🛡️ Risk Management 📊 Quantitative Risk 🧠 Cognitive Biases

The Failure of Risk Management 89%

Standard risk management makes decisions worse than guessing. The fix is simpler than you think.

by Douglas W. Hubbard 2009

3.95

413 ratings

🛡️ Risk Management 📊 Quantitative Risk 🧠 Cognitive Biases

Fooled By Randomness & The Black Swan

by Nassim Nicholas Taleb • 2008

Stability is an illusion, prediction is a scam: the architecture of a life that needs the chaos.

4.17

287

🎲 Probability Theory ⚠️ Hidden Risks 🧠 Cognitive Biases

Fooled By Randomness & The Black Swan Summary

Fooled By Randomness & The Black Swan 89%

Stability is an illusion, prediction is a scam: the architecture of a life that needs the chaos.

by Nassim Nicholas Taleb 2008

4.17

287 ratings

🎲 Probability Theory ⚠️ Hidden Risks 🧠 Cognitive Biases

Algorithms to Live By

by Brian Christian • 2016

When to settle, when to quit, when to trust chance: computer science already found the answers.

4.12

35k+

🧠 Algorithmic Thinking 🔬 Decision Science 📊 Bayesian Reasoning

Algorithms to Live By 89%

When to settle, when to quit, when to trust chance: computer science already found the answers.

by Brian Christian 2016

4.12

35k+ ratings

🧠 Algorithmic Thinking 🔬 Decision Science 📊 Bayesian Reasoning

The Signal and the Noise

by Nate Silver • 2012

Why weather forecasters improve while economists flounder, and what that reveals about prediction.

3.97

53k+

🔮 Forecasting Methods 🧩 Bayesian Reasoning 🧠 Cognitive Biases

The Signal and the Noise 89%

Why weather forecasters improve while economists flounder, and what that reveals about prediction.

by Nate Silver 2012

3.97

53k+ ratings

🔮 Forecasting Methods 🧩 Bayesian Reasoning 🧠 Cognitive Biases

Risk Savvy

by Gerd Gigerenzer • 2013

Most real life is uncertainty, not risk. Simple decision rules beat complex models there.

4.01

2k+

🧠 Decision Science 🔍 Cognitive Biases 📊 Risk Literacy

Risk Savvy 89%

Most real life is uncertainty, not risk. Simple decision rules beat complex models there.

by Gerd Gigerenzer 2013

4.01

2k+ ratings

🧠 Decision Science 🔍 Cognitive Biases 📊 Risk Literacy

Becoming a Data Head

by Alex J. Gutman • 2021

The critical thinking toolkit for anyone who works with data but never plans to code.

4.18

480

📊 Data Literacy 📈 Business Analytics 🧠 Statistical Thinking

Becoming a Data Head 89%

The critical thinking toolkit for anyone who works with data but never plans to code.

by Alex J. Gutman 2021

4.18

480 ratings

📊 Data Literacy 📈 Business Analytics 🧠 Statistical Thinking

The Success Equation

by Michael J. Mauboussin • 2012

The ratio of skill to luck shapes every outcome. Most people misread it and pay dearly.

3.94

2k+

📈 Investment Strategy 🔍 Decision Analysis 🎲 Skill And Luck

The Success Equation 89%

The ratio of skill to luck shapes every outcome. Most people misread it and pay dearly.

by Michael J. Mauboussin 2012

3.94

2k+ ratings

📈 Investment Strategy 🔍 Decision Analysis 🎲 Skill And Luck

The Theory That Would Not Die

by Sharon Bertsch McGrayne • 2011

Statisticians said it was dead. Turing used it to crack Enigma. Computers made it unstoppable.

3.77

3k+

🧮 Bayesian Statistics 📜 History Of Mathematics 🎲 Probability Theory

The Theory That Would Not Die 88%

Statisticians said it was dead. Turing used it to crack Enigma. Computers made it unstoppable.

by Sharon Bertsch McGrayne 2011

3.77

3k+ ratings

🧮 Bayesian Statistics 📜 History Of Mathematics 🎲 Probability Theory

Against the Gods

by Peter L. Bernstein • 1996

The modern world began when humans stopped blaming the gods and started calculating the odds.

3.95

15k+

🛡️ Risk Management 📜 Financial History 🎲 Probability Theory

Against the Gods 88%

The modern world began when humans stopped blaming the gods and started calculating the odds.

by Peter L. Bernstein 1996

3.95

15k+ ratings

🛡️ Risk Management 📜 Financial History 🎲 Probability Theory

How to Measure Anything Workbook

by Douglas W. Hubbard • 2014

Why everything is measurable and how to do it: a toolkit for turning uncertainties into dollars.

4.08

219

📏 Intangible Measurement 🎲 Uncertainty Reduction 📊 Decision Analysis

How to Measure Anything Workbook Summary

How to Measure Anything Workbook 88%

Why everything is measurable and how to do it: a toolkit for turning uncertainties into dollars.

by Douglas W. Hubbard 2014

4.08

219 ratings

📏 Intangible Measurement 🎲 Uncertainty Reduction 📊 Decision Analysis

Judgment Under Uncertainty

by Daniel Kahneman • 1982

Mental shortcuts rule under uncertainty; each creates predictable mistakes.

4.17

1k+

🔎 Cognitive Biases 🧩 Heuristics 💰 Behavioral Economics

Judgment Under Uncertainty 88%

Mental shortcuts rule under uncertainty; each creates predictable mistakes.

by Daniel Kahneman 1982

4.17

1k+ ratings

🔎 Cognitive Biases 🧩 Heuristics 💰 Behavioral Economics

Once Upon A Number

by John Allen Paulos • 1998

Stories and statistics are two languages your brain was never designed to reconcile.

3.36

228

🧠 Cognitive Biases 🔢 Popular Mathematics 🔍 Philosophy Of Math

Once Upon A Number 88%

Stories and statistics are two languages your brain was never designed to reconcile.

by John Allen Paulos 1998

3.36

228 ratings

🧠 Cognitive Biases 🔢 Popular Mathematics 🔍 Philosophy Of Math

Expert Political Judgment

by Philip E. Tetlock • 2005

Political pundits barely beat chance. Those who change their minds and doubt themselves do best.

3.98

709

🔮 Political Forecasting 🧠 Expert Judgment 🧩 Cognitive Biases

Expert Political Judgment 88%

Political pundits barely beat chance. Those who change their minds and doubt themselves do best.

by Philip E. Tetlock 2005

3.98

709 ratings

🔮 Political Forecasting 🧠 Expert Judgment 🧩 Cognitive Biases

Think Twice

by Michael J. Mauboussin • 2009

Smart people fail at decisions because the mind's ancient shortcuts misfire in modern complexity.

3.93

1k+

🧠 Behavioral Economics 🔍 Cognitive Biases 📊 Decision Science

Think Twice 88%

Smart people fail at decisions because the mind's ancient shortcuts misfire in modern complexity.

by Michael J. Mauboussin 2009

3.93

1k+ ratings

🧠 Behavioral Economics 🔍 Cognitive Biases 📊 Decision Science

Naked Statistics

by Charles Wheelan • 2012

Statistics explained so well you'll stop fearing the numbers and start questioning the headlines.

3.96

15k+

🧮 Statistical Literacy 🔬 Popular Science 🔗 Causal Reasoning

Naked Statistics 88%

Statistics explained so well you'll stop fearing the numbers and start questioning the headlines.

by Charles Wheelan 2012

3.96

15k+ ratings

🧮 Statistical Literacy 🔬 Popular Science 🔗 Causal Reasoning

AIQ

by Nick Polson • 2018

What a 19th-century nurse and a lost submarine reveal about the algorithms that now run your life.

4.15

742

🤖 Ai Explainers 📊 History Of Statistics 🎲 Bayesian Thinking

AIQ 88%

What a 19th-century nurse and a lost submarine reveal about the algorithms that now run your life.

by Nick Polson 2018

4.15

742 ratings

🤖 Ai Explainers 📊 History Of Statistics 🎲 Bayesian Thinking

Statistics for Dummies

by Deborah J. Rumsey • 2003

The numbers behind the headline, the margin of error they hid, and how to spot the difference.

3.66

667

📊 Statistical Literacy 📈 Data Interpretation 🔍 Bias Detection

Statistics for Dummies 88%

The numbers behind the headline, the margin of error they hid, and how to spot the difference.

by Deborah J. Rumsey 2003

3.66

667 ratings

📊 Statistical Literacy 📈 Data Interpretation 🔍 Bias Detection

Superforecasting

by Philip E. Tetlock • 2015

30% more accurate than CIA analysts: the trainable habits that predict the future.

4.08

22k+

🔮 Forecasting 🎲 Probabilistic Thinking 🧠 Cognitive Biases

Superforecasting 88%

30% more accurate than CIA analysts: the trainable habits that predict the future.

by Philip E. Tetlock 2015

4.08

22k+ ratings

🔮 Forecasting 🎲 Probabilistic Thinking 🧠 Cognitive Biases

The Art of Statistics

by David Spiegelhalter • 2019

Numbers are mute. How statisticians make them speak, and why p-values and correlation aren't enough.

4.15

6k+

🧮 Statistical Literacy 🔗 Causal Inference 🎲 Bayesian Methods

The Art of Statistics 88%

Numbers are mute. How statisticians make them speak, and why p-values and correlation aren't enough.

by David Spiegelhalter 2019

4.15

6k+ ratings

🧮 Statistical Literacy 🔗 Causal Inference 🎲 Bayesian Methods

How to Make the World Add Up

by Tim Harford • 2020

Bad statistics weaponize your feelings. Ten rules for seeing what the numbers actually say.

4.12

8k+

🧮 Statistical Literacy 🧠 Cognitive Biases 🔍 Data Skepticism

How to Make the World Add Up 88%

Bad statistics weaponize your feelings. Ten rules for seeing what the numbers actually say.

by Tim Harford 2020

4.12

8k+ ratings

🧮 Statistical Literacy 🧠 Cognitive Biases 🔍 Data Skepticism

How We Know What Isn't So

by Thomas Gilovich • 1991

The mind finds pattern in noise, then argues for it with absolute conviction.

3.95

3k+

🧠 Cognitive Biases ❤️ Motivated Reasoning 🎲 Randomness Perception

How We Know What Isn't So 88%

The mind finds pattern in noise, then argues for it with absolute conviction.

by Thomas Gilovich 1991

3.95

3k+ ratings

🧠 Cognitive Biases ❤️ Motivated Reasoning 🎲 Randomness Perception

A Survival Guide to the Misinformation Age

by David J. Helfand • 2016

Mental tools from science that let you gut-check any claim yourself, no search engine required.

3.71

220

🧪 Scientific Literacy 🔍 Misinformation Defense 🔢 Quantitative Reasoning

A Survival Guide to the Misinformation Age Summary

A Survival Guide to the Misinformation Age 88%

Mental tools from science that let you gut-check any claim yourself, no search engine required.

by David J. Helfand 2016

3.71

220 ratings

🧪 Scientific Literacy 🔍 Misinformation Defense 🔢 Quantitative Reasoning

Maxims for Thinking Analytically

by Dan Levy • 2021

Extreme cases and simple division: Harvard legend's toolkit for sharper thinking amid uncertainty.

3.92

583

🧠 Decision Science 📋 Policy Analysis 🎲 Probabilistic Thinking

Maxims for Thinking Analytically Summary

Maxims for Thinking Analytically 88%

Extreme cases and simple division: Harvard legend's toolkit for sharper thinking amid uncertainty.

by Dan Levy 2021

3.92

583 ratings

🧠 Decision Science 📋 Policy Analysis 🎲 Probabilistic Thinking

The Black Swan

by Nassim Nicholas Taleb • 2007

The bell curve is a map that fails exactly where the terrain gets dangerous.

3.96

123k+

🛡️ Risk Management 🎲 Tail Risk 🧠 Cognitive Biases

The Black Swan 88%

The bell curve is a map that fails exactly where the terrain gets dangerous.

by Nassim Nicholas Taleb 2007

3.96

123k+ ratings

🛡️ Risk Management 🎲 Tail Risk 🧠 Cognitive Biases

Fooled by Randomness

by Nassim Nicholas Taleb • 2001

Ten thousand coin-flippers produce three hundred geniuses. The biographies write themselves.

4.08

72k+

📈 Financial Markets 🔬 Behavioral Economics 🧠 Cognitive Biases

Fooled by Randomness 88%

Ten thousand coin-flippers produce three hundred geniuses. The biographies write themselves.

by Nassim Nicholas Taleb 2001

4.08

72k+ ratings

📈 Financial Markets 🔬 Behavioral Economics 🧠 Cognitive Biases

The Biggest Bluff

by Maria Konnikova • 2020

No card skills, a legendary coach: how a journalist reached a pro poker final table.

4.07

16k+

🧠 Behavioral Economics 🎲 Luck Vs. Skill 🧘 Emotional Discipline

The Biggest Bluff 88%

No card skills, a legendary coach: how a journalist reached a pro poker final table.

by Maria Konnikova 2020

4.07

16k+ ratings

🧠 Behavioral Economics 🎲 Luck Vs. Skill 🧘 Emotional Discipline

How to Predict Everything

by William Poundstone • 2019

The math that gives humanity 760 more years also explains why aliens never call.

3.19

☢️ Existential Risk 🧠 Bayesian Epistemology 🔭 Anthropic Reasoning

How to Predict Everything 88%

The math that gives humanity 760 more years also explains why aliens never call.

by William Poundstone 2019

3.19

68 ratings

☢️ Existential Risk 🧠 Bayesian Epistemology 🔭 Anthropic Reasoning

Decision Making and Rationality in the Modern World

by Keith E. Stanovich • 2009

Your automatic mind betrays you daily. Here is why, and how to take back control.

4.33

🧠 Cognitive Biases 🧬 Evolutionary Psychology 🎲 Probabilistic Reasoning

Decision Making and Rationality in the Modern World Summary

Decision Making and Rationality in the Modern World 88%

Your automatic mind betrays you daily. Here is why, and how to take back control.

by Keith E. Stanovich 2009

4.33

48 ratings

🧠 Cognitive Biases 🧬 Evolutionary Psychology 🎲 Probabilistic Reasoning

Everything Is Predictable

by Tom Chivers • 2024

The math behind your spam filter also reveals that your brain is hallucinating reality.

4.02

1k+

🧮 Bayesian Thinking 🎲 Probability Theory 🧠 Predictive Processing

Everything Is Predictable 88%

The math behind your spam filter also reveals that your brain is hallucinating reality.

by Tom Chivers 2024

4.02

1k+ ratings

🧮 Bayesian Thinking 🎲 Probability Theory 🧠 Predictive Processing

Humble Pi

by Matt Parker • 2019

Math errors have sunk ships and crashed economies. A mathematician-comedian explains why.

4.10

23k+

Humble Pi 88%

Math errors have sunk ships and crashed economies. A mathematician-comedian explains why.

by Matt Parker 2019

4.10

23k+ ratings

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