To follow-up on Paige's comment, though not strictly proper, the t-distribution converges to the Z-distribution as the sample size goes to infinity so you should reach the same conclusion if the sample size is large.
ANOVA, or Analysis Of Variance, is used to compare the averages or means of two or more populations to better understand how they differ. Watch this tutorial for more.