The results of a chi-square test for independence concludes favorite flavor of ice cream is dependent on state born.

a. The p-value was higher than the alpha level
b. There is a critical relationship between state and ice cream flavor
c. The p-value was lower than the alpha level
d. State and ice cream flavor are independent