This report presents the Chi-Square calculation in R across different contexts, including Pearson's Chi-Square test, Chi-Square with Yates' correction, Fisher's Exact test, and McNemar's test. Using various contingency tables, we assess the association between categorical variables, evaluating statistical significance based on test statistics, p-values, and critical values. Each method is applied in relevant scenarios to determine dependencies between variables.