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CARE R Tutorials 2021

Syllabus

Session 1: Basic R

Tutor: Jaiveer Singh

  • RStudio IDE environment
  • Basic data types and operations
  • Vectors, Lists, and Matrices

Session 2: Data Processing and Univariate Analysis

Tutor: Jaiveer Singh

  • Dataframes and dplyr
  • Measures of central tendency
  • Introduction to ggplot2
    • Histograms
    • Boxplots
    • Stacked Bar plots
  • Univariate statistical tests
    • Student"s t-test
    • Non-parametric tests

Session 3: Bivariate Analysis

Tutor: Shozen Dan

  • Introduction to ggplot2 continued
    • Scatter plots
    • Boxplots
  • Measures of bivariate association
    • Covariance and Correlation
    • Odds ratios
    • Chi-squared test

Session 4: Regression

Tutor: Shozen Dan

  • Normal linear models
    • Simple linear regression
    • Multivariate linear regression
  • Generalized linear models
    • Logistic regression
    • Poisson regression

Session 5: Standardization

Tutor: Shozen Dan

  • Direct standardization
  • Indirect standardization
  • Poisson population models

Session 6: Population weighting

Tutor: ?

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