Data Science with R for Psychologists and Healthcare Professionals

ISBN-13: 9780367618568 / Angielski / Miękka / 2021 / 300 str.

Christian Ryan

Opis

This book demonstrates the application of some of these latest approaches to the world of psychological research. Providing a thorough grounding in the use of R for data science, with many carefully crafted analyses, using open datasets.

Spis treści

1. Introduction 2. The R Environment 3. The Basics 4. Working Practices 5. Dataset Excel 6. Dataset csv 7. Dataset SPSS 8. Coding New Variables and Scale Reliability 9. Normality 10. Outliers 11. Descriptive Statistics 12. Graphs with ggplot2 13. Correlation—Bivariate 14. Correlation—Partial 15. One-Way ANOVA—Model Data 16. One-Way ANOVA—Real Data 17. Factorial ANOVA 18. ANCOVA 19. Repeated Measures ANOVA 20. Regression 21. Non-parametric Tests 22. Categorical Data Analysis 23. What Else can R Do? 24. Functions