Python Crawling & Data Mining

Jun 24, 2022 · Fundamentals

How to Accurately Count Monthly Retail Orders with Pandas: Three Efficient Methods

This article demonstrates how to deduplicate invoice numbers and compute monthly order counts in retail data using pandas, comparing three approaches—unique with explode, groupby with value_counts, and drop_duplicates—while highlighting performance differences and providing complete code examples.