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in the first week. So, we are ready to roll out only to a portion of all customers. Let's calculate it. cohort = '2024-03-31' demand_plan_df.loc[cohort].remaining_capacity/existing_model_df.iloc[0].users # 0.3638 It's easier to operate with more round numbers, so let's round the number to a