Introductory Statistics (OpenStax)This book is slightly more advanced than the high school edition but the layout is very similar.
Following sections of this textbook may be helpful in your course:
Chapter 2: Descriptive Statistics
Chapter 3: Probability Topics
Chapter 4: Discrete Random Variables
Chapter 6: Normal Distribution