Data Analysis with Stata电子书

Data Analysis with Stata

Table of Contents

Data Analysis with Stata

Credits

About the Author

About the Reviewers

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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

Downloading the example code

Downloading the color images of this book

Errata

Piracy

Questions

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

Insheet

Infix

The Stat/Transfer program

Manual typing or copy and paste

Variables and data types

Indicators or data variables

Examining the data

How to subset the data file using IN and IF

Summary

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

While loops

Summary

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

Summary

4. Important Statistical Tests in Stata

T tests

Two independent sample t tests

The chi-square goodness of fit test

ANOVA

One-way repeated ANOVA measures

MANOVA

Fisher's exact test

The Wilcoxon-Mann-Whitney test

Summary

5. Linear Regression in Stata

Linear regression

Linear regression code in Stata

Variance inflation factor and multicollinearity

Homoscedasticity

Summary

6. Logistic Regression in Stata

The logistic regression concept

Logit

Logistic regression in Stata

Logistic regression for finance (loans and credit cards)

Summary

7. Survey Analysis in Stata

Survey analysis concepts

Survey analysis in Stata code

Cluster sampling

Summary

8. Time Series Analysis in Stata

Time series analysis concepts

Code for time series analysis in Stata

Summary

9. Survival Analysis in Stata

Survival analysis concepts

Applications and code in Stata for survival analysis

Building a model

Proportionality assumption

Summary

Index