What is the meaning of statistical independence?

a. A variable is meaningful without statistics.
b. One variable is an independent variable and causes another variable.
c. Two variables are independent variables, when they together cause a third factor.
d. Two variables are not significantly associated with each other.
e. No variable exists without any interactions with other variables.