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R Tutorials for the Data Analysis and Statistical Methods (DASM) WMEE14000 course at the University of Groningen

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This is the collection of R Tutorials for the Data Analysis and Statistical Methods (DASM) WMEE14000 course at the University of Groningen

2017

  • Practical 1 - into to basic R functions, vectors, sequences, matrices and data frames.
  • Practical 2 - plotting with ggplot2, loading CSV files, using dplyr for data frame operations.
  • Practical 3 - Bayes' Theorem, Statistical Distributions.
  • Practical 4 - Hypothesis testing, t-tests, test for equality in variance.
  • Practical 5 - Cross-tabulation, Chi-square test for goodness of fit, Chi-square test of independence, Quantile-Quantile Plots, One-way ANOVA test, Monte Carlo Simulation
  • Practical 6 - Linear fitting, regression diagnostics, reduced major axis regression, multiple regression, replacing values with NA
  • Practical 7 - Dates and Times, Time Series Objects, Moving Averages, Lagging Time Values, Auto- and Cross- Covariance and -Correlation Function Estimation, Decomposition, Seasonal Decomposition of Time Series by Loess (stl)

2016

  • Practical 1 - into to basic R functions, plotting with ggplot2, loading CSV files, online materials for learning R.
  • Practical 2 - Bayes' Theorem and Distributions.
  • Practical 3 - Hypothesis testing using t-tests
  • Practical 4 - Test for equality in variance, Chi-square test, One-way ANOVA test
  • Practical 5 - Monte Carlo, missing values in data, dates & times, dplyr
  • Practical 6 - Linear regression
  • Practical 7 - Moving average, auto- and cross- covariance and -correlation function estimation, time series decomposition

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