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want to ensure that every characteristic is properly represented in the sample. So, Stratified Sampling, is simply, the combination of Clustered Sampling and Weighted Sampling. Image Source: The Author Stratified Sampling: Python Implementation The function get_stratified_sample() takes as inputs