This tutorial gives an introduction to basic statistics and data visualisation in R. It includes basic R commands, analysis of dataset, plotting, basic descriptive statistics, testing of hypotheses, ANOVA, linear and non-linear regression and dimensionality reduction.
You need R: https://www.r-project.org/
This tutorial does not replace a statistics course.
- 01_basic_commands.md
- 02_file_input_output.md
- 03_data.md
- 04_ploting.md
- 05_random_numbers.md
- 06_univariate_descriptive_statistics.md
- 07_confidence_intervals.md
- 08_one_sample_t_test.md
- 09_two_sample_t_test.md
- 10_non_parametric_tests.md
- 11_analysis_of_variance.md
- 12_p_value_adjustment.md
- 13_bivariate_descriptive_statistics.md
- 14_linear_models.md
- 15_non_linear_regression.md
- 16_principal_component_analysis.md
- 17_cluster_analysis.md
- 18_programming.md
- 19_next_steps.md