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The article delves into the world of two-sample proportion tests, offering insights into comparing proportions between distinct populations. It explores both manual calculation and a more streamlined approach using Python's statsmodels library. From understanding the theoretical foundation of two-sample proportion tests to implementing them practically, readers gain a comprehensive understanding of how to assess significant differences in proportions within categorical data.