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Cohort analysis

Nov 11, 2022
Cohort analysis
SummaryAI, from the source post

This post introduces cohort analysis as a method for understanding customer behavior, specifically focusing on retention. It details how to define cohorts based on the month of first purchase, process e-commerce data to calculate customer retention over time, and visualize this data using relative and absolute retention matrices. The technical implementation involves using pandas for data manipulation, matplotlib and seaborn for visualization, and calculating period numbers to track customer activity relative to their initial purchase month.

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