SPSS Step by Step:
SPSS for Applied Sciences: 
Statistical Testing in Practice with StatsDirect
CONTENTS
Section 1: Background knowledge
Chapter 1  Introduction Chapter 2  Descriptive statistics introduced Chapter 3  Inferential statistics introduced Chapter 4  On the nature of numbers Chapter 5  Data analysis in practice Section 2: Statistical testing
Chapter 6  The analysis of differences Tests include: Wilcoxon, paired ttest, Friedman, MannWhitney, unpaired ttest, KruskalWallis, oneway ANOVA (unpaired design)
Chapter 7  Qualitative research
Tests include: the sign test, the Chi Square goodness of fit test the Chi Square test of association
Chapter 8  Correlations, regression and factor analysis
Tests include: Spearman, Pearson, nonparametric linear regression simple (parametric) linear regression, multiple regression multiple correlation, principal components analysis
Chapter 9  The time until events: survival analysis
Tests include: KaplanMeier, Peto's LogRank, PetoPrentice Wilcoxon GehanBreslow Wilcoxon, TaroneWare Wilcoxon, followup life table Section 3: Beyond the tests
Chapter 10  Exercises Chapter 11  Reporting in applied research Chapter 12  A taste of further statistical methods Index of tests Index of concepts 

Statistical Testing in Practice with StatsDirect by Cole Davis
was published by Llumina Press in 2010.
Llumina Press ceased trading in July 2016, so the book is now out of print.
A pdf file version is still available, along with an addendum file for StatsDirect version 3.


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