Hello Can Someone Help Me Better Understand This Please

hello, can someone help me better understand this please?

Please help me define and describe commonly used statistics for categorical and continuous variables to test for a statistically significant difference between two-samples or measures (e.g., chi-square, t-tests, binomial proportions, etc.).