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Visual Statistics: Seeing Data with Dynamic Interactive Graphics PDF

396 Pages·2006·18.508 MB·English
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This page intentionally left blank VISUAL STATISTICS WILEY SERIES IN PROBABILITY AND STATISTICS Established by WALTER A. SHEWHART and SAMUEL S. WILKS Editors: David J. Balding, Noel A. C. Cressie, Nicholas I. Fisher, Iain M. Johnstone, J. B. Kadane, Geert Molenberghs, Louise M. Ryan, David W. Scott, Adrian F. M. Smith Editors Emeriti: Vic Barnett, J. Stuart Hunter, David G. Kendall, JozefL. Teugels A complete list of the titles in this series appears at the end of this volume. VISUAL STATISTICS SEEING DATA WITH DYNAMIC INTERACTIVE GRAPHICS FORREST W. YOUNG University of North Carolina at Chapel Hill, NC, USA PEDRO M. VALERO-MORA Universität de Valencia, Valencia, Spain MICHAEL FRIENDLY York University, Toronto, Canada WILEY-INTERSCIENCE A JOHN WILEY & SONS, INC., PUBLICATION Copyright © 2006 by John Wiley & Sons, Inc. All rights reserved. Published by John Wiley & Sons, Inc., Hoboken, New Jersey. Published simultaneously in Canada. No part of this publication may be reproduced, stored in a retrieval system, or transmitted in any form or by any means, electronic, mechanical, photocopying, recording, scanning, or otherwise, except as permitted under Section 107 or 108 of the 1976 United States Copyright Act, without either the prior written permission of the Publisher, or authorization through payment of the appropriate per-copy fee to the Copyright Clearance Center, Inc., 222 Rosewood Drive, Danvers, MA 01923, (978) 750-8400, fax (978) 750-4470, or on the web at www.copyright.com. Requests to the Publisher for permission should be addressed to the Permissions Department, John Wiley & Sons, Inc., 111 River Street, Hoboken, NJ 07030, (201) 748-6011, fax (201) 748-6008, or online at http://www.wiley.com/go/permission. Limit of Liability/Disclaimer of Warranty: While the publisher and author have used their best efforts in preparing this book, they make no representations or warranties with respect to the accuracy or completeness of the contents of this book and specifically disclaim any implied warranties of merchantability or fitness for a particular purpose. No warranty may be created or extended by sales representatives or written sales materials. The advice and strategies contained herein may not be suitable for your situation. You should consult with a professional where appropriate. Neither the publisher nor author shall be liable for any loss of profit or any other commercial damages, including but not limited to special, incidental, consequential, or other damages. For general information on our other products and services or for technical support, please contact our Customer Care Department within the United States at (800) 762-2974, outside the United States at (317) 572-3993 or fax (317) 572-4002. Wiley also publishes its books in a variety of electronic formats. Some content that appears in print may not be available in electronic format. For information about Wiley products, visit our web site at www.wiley.com. Library of Congress Cataloging-in-Publication Data: Young, Forrest W. Visual statistics : seeing data with dynamic interactive graphics / Forrest W. Young, Pedro M. Valero-Mora, Michael Friendly. p. cm. Includes bibliographical references and index. ISBN-10 0-471-68160-1 ISBN-13 978-0-471-68160-1 1. Statistics—Graphic methods. 2. Statistics—Charts, diagrams, etc. 3. Computer graphics. 4. Information visualization. I. Valero-Mora, Pedro M., 1967- II. Friendly, Michael. III. Title. QA276.3.Y68 2006 001.4'226—dc22 2006044265 Printed in the United States of America. 10 9 8 7 6 5 4 32 We dedicate this book to our wives, Patty, Mar, and Martha St. Valentine s Day 14 February 2006 seeing data first you see your data for what they seem to be then you ask them if it's so are you what you seem to be? you see with broad expanse, you ask with narrow power you see and ask and see and ask and see ... and ask ... with brush you paint the possibilities with pen you scribe the probabilities for in pictures we find insight while in numbers we find strength forrest young Forrest W. Young died a few months before this book was published. He was 65. An untiring worker, his passion for visual statistics filled him with enthusiasm and joy in the face of chronic illness. Admired, respected, and loved by his family, friends, and coworkers, with him expired a restless mind, a notable thinker, and, above all, a good man. 1 *% 'ffî Contents Parti Introduction 1 Introduction vu 1.1 Visual Statistics 6 1.2 Dynamic Interactive Graphies 7 1.2.1 An Analogy 7 1.2.2 Why Use Dynamic Graphies? 8 1.2.3 The Four Respects 8 1.3 Three Examples 9 1.3.1 Nonrandom Numbers 9 1.3.2 Automobile Efficiency 11 1.3.3 Fidelity and Marriage 14 1.4 History of Statistical Graphics 18 1.4.1 1600-1699: Measurement and Theory 18 1.4.2 1700-1799: New Graphic Forms and Data 19 1.4.3 1800-1899: Modern Graphics and the Golden Age 20 1.4.4 1900-1950: The Dark Ages of Statistical Graphics— The Golden Age of Mathematical Statistics 21 1.4.5 1950-1975: Rebirth of Statistical Graphics 22 1.4.6 1975-2000: Statistical Graphics Comes of Age 23 1.5 About Software 24 1.5.1 XLisp-Stat 25 1.5.2 Commercial Systems 26 1.5.3 Noncommercial Systems 26 1.5.4 ViSta 27 1.6 About Data 29 vu Contents 1.6.1 Essential Characteristics 30 1.6.2 Datatypes 32 1.6.3 Datatype Examples 34 1.7 About This Book 34 1.7.1 What This Book Is—and Isn't 34 1.7.2 Organization 34 1.7.3 Who Our Audience Is—and Isn't 37 1.7.4 Comics 38 1.7.5 Thumb-Powered Dynamic Graphics 39 1.8 Visual Statistics and the Graphical User Interface 40 1.9 Visual Statistics and the Scientific Method 40 1.9.1 A Paradigm for Seeing Data 41 1.9.2 About Statistical Data Analysis: Visual or Otherwise 42 2 Examples 45 2.1 Random Numbers 47 2.2 Medical Diagnosis 52 2.3 Fidelity and Marriage 59 Part II See Data—The Process 3 Interfaces and Environments 73 3.1 Objects 77 3.2 User Interfaces for Seeing Data 78 3.3 Character-Based Statistical Interface Objects 79 3.3.1 Command Line 79 3.3.2 Calculator 80 3.3.3 Program Editor 80 3.3.4 Report Generator 81 3.4 Graphics-Based Statistical Interfaces 81 3.4.1 Datasheets 81 3.4.2 Variable Window 82 3.4.3 Desktop 82 3.4.4 Workmap 83 3.4.5 Selector 87 3.5 Plots 88 3.5.1 Look of Plots 89 3.5.2 Feel of Plots 91 Vlll

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