DESCRIBING DATA: compute and interpret the mean, the median, the standard deviation and other descriptive statistics.
VISUALIZING DATA: Box plot chart, Historigram, Pareto chart, Rada chart, Terary, Wind rose,
Brige chart, Stacked chart, Heat Map, Map.....
ANALYZING DATA:
Principle Component Analysis (PCA),
Factor Analysis (FA);
Discriminant Analysis (DA);
AGGLOMERATIVE HIERARCHICAL CLUSTERING (AHC);
CORRESPONDENCE ANALYSIS (CA); Redundancy Analysis (RDA);
Canonical Correspondence Analysis (CCA);
Canonical correlation analysis (CCorA);
Principal Coordinate Analysis (PCoA);
Multidimensional Scaling (MDS);
TEST AND MODELING:
Compare an observed mean to a theoretical one: One-sample t-test; One sample Wilcoxon signed rank test
Compare two observed means (independent samples): t-test on two independent samples; Mann-Whitney's test
Compare several observed means (independent samples): ANOVA; Kruskal-Wallis test ; Mood's test
Test for outliers
Corelation test, Linear, log,....regression
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