UsefulLinks
Statistics
Statistics with R
1. Introduction to R and Statistical Computing
2. R Fundamentals and Basic Operations
3. R Package System
4. R Data Structures
5. Data Import and Export
6. Data Cleaning and Preprocessing
7. Data Manipulation with dplyr
8. Descriptive Statistics
9. Data Visualization Fundamentals
10. Advanced Data Visualization with ggplot2
11. Probability Theory
12. Probability Distributions
13. Sampling and Sampling Distributions
14. Statistical Inference Foundations
15. Hypothesis Testing Framework
16. One-Sample Tests
17. Two-Sample Tests
18. Chi-squared Tests
19. Analysis of Variance (ANOVA)
20. Correlation Analysis
21. Simple Linear Regression
22. Regression Diagnostics
23. Multiple Linear Regression
24. Generalized Linear Models
25. Nonparametric Statistics
26. Introduction to Time Series Analysis
27. Introduction to Machine Learning
28. Reproducible Research
29. Statistical Computing Best Practices
5.
Data Import and Export
5.1.
File System Navigation
5.1.1.
Working Directory
5.1.2.
File Paths
5.1.3.
Relative vs Absolute Paths
5.2.
Importing Delimited Files
5.2.1.
CSV Files
5.2.1.1.
read.csv() Function
5.2.1.2.
read.table() Function
5.2.1.3.
readr::read_csv() Function
5.2.2.
Tab-delimited Files
5.2.3.
Custom Delimiters
5.2.4.
Handling Headers
5.2.5.
Specifying Data Types
5.2.6.
Handling Missing Values
5.2.7.
Character Encoding
5.3.
Importing Excel Files
5.3.1.
readxl Package
5.3.1.1.
read_excel() Function
5.3.1.2.
Sheet Selection
5.3.1.3.
Range Selection
5.3.2.
openxlsx Package
5.3.3.
Handling Multiple Sheets
5.4.
Importing from Statistical Software
5.4.1.
haven Package
5.4.1.1.
SPSS Files
5.4.1.2.
Stata Files
5.4.1.3.
SAS Files
5.4.2.
foreign Package
5.4.3.
Preserving Labels and Attributes
5.5.
Database Connections
5.5.1.
DBI Package
5.5.2.
RSQLite Package
5.5.3.
Connecting to Databases
5.5.4.
SQL Queries in R
5.5.5.
ODBC Connections
5.6.
Web Data Import
5.6.1.
Reading from URLs
5.6.2.
Web Scraping Basics
5.6.3.
API Data Access
5.7.
Exporting Data
5.7.1.
Writing CSV Files
5.7.1.1.
write.csv() Function
5.7.1.2.
write.table() Function
5.7.1.3.
readr::write_csv() Function
5.7.2.
Exporting to Excel
5.7.2.1.
writexl Package
5.7.2.2.
openxlsx Package
5.7.3.
Saving R Objects
5.7.3.1.
save() Function
5.7.3.2.
saveRDS() Function
5.7.3.3.
load() Function
5.7.3.4.
readRDS() Function
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6. Data Cleaning and Preprocessing