What is a good Statistics textbook?
There is a unique stat book on amazon and Google play,
Elementary and advanced Statistics, first and second semester. It adopts a unique approach. It teaches you the concepts of statistics in simple non mathematical terms. In the end you realize you do not need any mathematical formulas. All statistical tests are covered: t-test, Analysis of Variance, ANOVA, one way, two way, repeated measures, factorial designs, complex designs! There are examples for every test.