Acknowledgments | p. ix |
The Basics | p. 1 |
Introduction | p. 3 |
Purpose | p. 5 |
Audience | p. 5 |
What This Book Is and Isn't | p. 5 |
How This Book Is Organized | p. 6 |
How to Use This Book | p. 11 |
What SAS Software Do You Need? | p. 12 |
Getting Started | p. 13 |
Knowing about Your Computer | p. 15 |
Knowing About SAS Software and Your Computer | p. 17 |
Getting Started with SAS Software | p. 19 |
Summary | p. 31 |
Further Reading | p. 33 |
Creating SAS Data Sets | p. 35 |
What Is a Data Set? | p. 37 |
Understanding the SAS DATA Step | p. 37 |
Creating the Speeding Ticket DATA Set | p. 45 |
Printing a Data Set | p. 46 |
Sorting a Data Set | p. 49 |
Summaries | p. 51 |
Advanced Topics | p. 53 |
Advanced Topics Summaries | p. 66 |
Further Reading | p. 70 |
Summarizing Data | p. 73 |
Levels of Measurement | p. 75 |
Examining Data for Errors | p. 78 |
Descriptive Statistics | p. 79 |
Frequency Tables | p. 88 |
Bar Charts | p. 92 |
Exploratory Data Analysis: Simple Plots | p. 108 |
Using SAS/INSIGHT Software | p. 112 |
Summaries | p. 118 |
Further Reading | p. 123 |
Statistical Background | p. 125 |
Understanding Some Basic Statistical Concepts | p. 127 |
Populations and Samples | p. 129 |
The Normal Distribution | p. 133 |
Parametric and Nonparametric Statistical Methods | p. 137 |
Testing for Normality | p. 137 |
Building a Hypothesis Test | p. 149 |
Statistical and Practical Significance | p. 152 |
Summaries | p. 156 |
Further Reading | p. 158 |
Estimating the Mean | p. 161 |
Using One Number to Estimate the Mean | p. 163 |
Effect of Sample Size | p. 163 |
Effect of Population Variability | p. 166 |
The Distribution of Sample Averages | p. 168 |
Confidence Intervals for the Mean | p. 173 |
Summaries | p. 177 |
Further Reading | p. 179 |
Comparing Groups | p. 181 |
Comparing Two Groups | p. 183 |
Deciding between Independent and Paired Groups | p. 185 |
Summarizing Data from Two Independent Groups | p. 185 |
Summarizing Data from Paired Observations | p. 194 |
Building Hypothesis Tests to Compare Two Groups | p. 199 |
Performing the Two-Sample t-test | p. 202 |
Performing the Wilcoxon Rank Sum Test | p. 206 |
Performing the Paired-Difference t-test | p. 211 |
Performing the Wilcoxon Signed Rank Test | p. 214 |
Comparing Two Groups by Using PROC INSIGHT | p. 215 |
Summaries | p. 223 |
Further Reading | p. 228 |
Comparing More Than Two Groups | p. 229 |
Summarizing Data from More Than Two Groups | p. 231 |
Building a Hypothesis Test to Compare More Than Two Groups | p. 238 |
Performing a One-Way Analysis of Variance | p. 241 |
Performing a Kruskal-Wallis Test | p. 247 |
Multiple Comparison Procedures | p. 250 |
Comparing More than Two Groups Using PROC INSIGHT | p. 267 |
Summary | p. 271 |
Further Reading | p. 276 |
Fitting Lines to Data | p. 279 |
Correlation and Regression | p. 281 |
Creating a Data Set | p. 283 |
Plotting Two Variables | p. 284 |
Calculating the Correlation Coefficient | p. 286 |
Performing Straight-Line Regression | p. 289 |
Regression with Two or More Independent Variables | p. 306 |
Fitting Curves | p. 311 |
Correlation and Regression when Using PROC INSIGHT | p. 318 |
Summaries | p. 324 |
Further Reading | p. 333 |
Basic Regression Diagnostics | p. 335 |
Diagnostic Tools | p. 337 |
Characteristics of Residuals | p. 337 |
Using Plots of Residuals against Predicted Values | p. 341 |
Finding Out if More Terms Are Needed in a Model | p. 343 |
Using Plots of Residuals against Independent Variables | p. 346 |
Checking for Outliers in the Data | p. 353 |
Residual Plots in Time Sequence | p. 357 |
Summary of Diagnostics for KILOWATT and ENGINE Data | p. 359 |
Summaries | p. 361 |
Further Reading | p. 365 |
Data in Tables | p. 367 |
Creating and Analyzing Crosstabulations | p. 369 |
Creating Tables | p. 371 |
Testing for Independence between Classification Variables | p. 379 |
Measures of Association with Ordinal Variables | p. 384 |
PROC INSIGHT and Crosstabulations | p. 389 |
Summaries | p. 389 |
Further Reading | p. 393 |
Appendices | p. 395 |
Display Manager Basics | p. 397 |
Windows in DMS | p. 399 |
Typing in and Running a SAS Program | p. 401 |
Printing and Saving Output | p. 405 |
Troubleshooting | p. 407 |
Solving Common Program Problems | p. 409 |
Can't Get SAS Software to Run | p. 409 |
Received Message about Syntax Error | p. 409 |
Received Error Message about Invalid Data | p. 410 |
Formatted Values Incomplete | p. 410 |
Received "Wrong" Summaries and an Error Message | p. 411 |
Received One Summary Instead of Several | p. 412 |
"Wrong" Chart Produced | p. 412 |
Didn't Get an Analysis of Variance | p. 413 |
Didn't Get Multiple Comparison Procedures | p. 413 |
Couldn't Add Variable to Regression | p. 413 |
Different Regression Results for Same MODEL Statements | p. 414 |
Table Doesn't Show All Levels of a Variable | p. 414 |
Additional Information | p. 415 |
Publications Catalog | p. 417 |
Consulting Services and Training | p. 417 |
News Magazine | p. 417 |
Technical Journal | p. 417 |
Technical Support | p. 418 |
SAS Users Group International (SUGI) | p. 418 |
Licensing SAS Software | p. 418 |
Syntax Summary | p. 419 |
Glossary of SAS Terms | p. 425 |
Index | p. 429 |
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