更新时间：2021-07-09 21:31:26
coverpage
Data Analysis with Stata
Credits
About the Author
About the Reviewers
www.PacktPub.com
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Preface
What this book covers
What you need for this book
Who this book is for
Conventions
Reader feedback
Customer support
Chapter 1. Introduction to Stata and Data Analytics
Introducing data analytics
The Stata interface
Data-storing techniques in Stata
Directories and folders in Stata
Reading data in Stata
Variables and data types
Summary
Chapter 2. Stata Programming and Data Management
The labeling of data variables and variable transformations
Summarizing the data and preparing tabulated reports
Appending and merging the files for data management
Macros
Loops in Stata
Chapter 3. Data Visualization
Scatter plots
Line plots
Histograms and other charts
Box plots
Pie charts
Pyramidal graphs
Vio plots
Ci plots
Statistical calculations in graphs
Curve fitting in Stata
Chapter 4. Important Statistical Tests in Stata
T tests
The chi-square goodness of fit test
ANOVA
MANOVA
Fisher's exact test
The Wilcoxon-Mann-Whitney test
Chapter 5. Linear Regression in Stata
Linear regression
Variance inflation factor and multicollinearity
Homoscedasticity
Chapter 6. Logistic Regression in Stata
The logistic regression concept
Logistic regression in Stata
Logistic regression for finance (loans and credit cards)
Chapter 7. Survey Analysis in Stata
Survey analysis concepts
Survey analysis in Stata code
Cluster sampling
Chapter 8. Time Series Analysis in Stata
Time series analysis concepts
Code for time series analysis in Stata
Chapter 9. Survival Analysis in Stata
Survival analysis concepts
Applications and code in Stata for survival analysis
Building a model
Proportionality assumption
Index
