# Statistics ## Definitions ### Range ```php ArrayUtils::range($values); ``` $$ range = max(values) - min(values) $$ ### Mean (arithmetic) ```php Average::mean($values); ``` $$ mean = \frac{1}{n}\sum_{i=1}^{n}a_i $$ ## Variable types Variables are characteristics (i.e. height, weight) ### Quantitive Quantitative variables represent a measer, they are numeric. #### Discrete Countable and finite possibilities/results/options. #### Continuous Not countable and infinite number of possibilities/results/options. ### Qualitative Qualitative variables represent categories/levels, they are not numeric. #### Nominal Cannot be ordered, they have the same importance/level/value (i.e. hair color). A category can also by yes/no (= two levels). #### Ordinal Can be ordered, they have different importance/level/value (i.e. risk severity) ### Transformation It is possible to transfrom variables: * Continuous to discrete: by removing steps in between (i.e. age only in years) * Quantitive to qualitive: by asigning numeric ranges a quality (i.e. school grades in pass and fail) ## Tests ### Chi-square #### Goodness of fit test #### Test of independence ### t-test #### One sample #### Two samples #### Paired samples ### Correlation #### Pearson correlation #### Spearman's rank correlation