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This web-page will help you understand the Simpson’s statistical paradox. This paradox is important to understand the problems that may arise from confounding factors and how to resolve it.
Recommended prereading are the pages Introduction to statistics and Choosing statistical analysis
Please have a look at this video providing a brief explanation: