This course provides a foundation for data analysis and statistics-aided physical diagnosis in water and climate related studies. Students will have a fundamental understanding of why climate and water research needs the assistance of statistics and probabilities. The course will cover topics including robust and resistant statistics, conditional climatology and persistence analysis, parametric probability distribution, spatiotemporal analysis, and visualization etc. with real analysis examples.