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Course Outline
Data Wrangling
- basic data structures in R: vector, list, data frame
- data types, type conversions
dplyr, a package for data manipulation, reshaping, summarizing
Functions
- understand R functions
- generic functions, classes
Exploratory Data Analysis
- oulier detection: visual methods and tests
- graphics for grouped data
Analysis of Longitudinal Data
- Exploring Longitudinal Data on Change:
- Descriptive Analysis of Individual Change
- Difference in Change across People
- Multilevel Models for Change
- Missing Data