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Think Stats: Probability and

Statistics for Programmers

Version 1.5.9

Think Stats

Probability and Statistics for Programmers

Version 1.5.9

Allen B. Downey

Green Tea Press

Needham, Massachusetts

Copyright © 2011 Allen B. Downey.

Green Tea Press

9 Washburn Ave

Needham MA 02492

Permission is granted to copy, distribute, and/or modify this document under

the terms of the Creative Commons Attribution-NonCommercial 3.0 Unported Li-

cense, which is available at ❤tt♣✿✴✴❝r❡❛t✐✈❡❝♦♠♠♦♥s✳♦r❣✴❧✐❝❡♥s❡s✴❜②✲♥❝✴✸✳✵✴.

The original form of this book is LATEX source code. Compiling this code has the

effect of generating a device-independent representation of a textbook, which can

be converted to other formats and printed.

The LATEX source for this book is available from ❤tt♣✿✴✴t❤✐♥❦st❛ts✳❝♦♠.

The cover for this book is based on a photo by Paul Friel (❤tt♣✿✴✴❢❧✐❝❦r✳❝♦♠✴

♣❡♦♣❧❡✴❢r✐❡❧♣✴), who made it available under the Creative Commons Attribution

license. The original photo is at ❤tt♣✿✴✴❢❧✐❝❦r✳❝♦♠✴♣❤♦t♦s✴❢r✐❡❧♣✴✶✶✾✾✾✼✸✽✴.