Market Basket Analysis
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Overview
Market Basket Analysis is a data-driven technique used in retail and e-commerce to uncover patterns of co-occurring items in transactions. It aims to identify relationships between products that are frequently purchased together, providing valuable insights for product placement, cross-selling, and marketing strategies.
The dataset provided contains transactional data, with columns representing:
BillNo
: A unique identifier for each customer’s bill.Itemname
: The name of the purchased item.Quantity
: The quantity of the item purchased.Price
: The price of each item.CustomerID
: A unique identifier for each customer.
Objectives
Perform a Market Basket Analysis on the given dataset to discover associations between purchased items. Specifically, the goal is to identify:
- Which items are frequently purchased together by customers.
- The strength of these associations (e.g., support, confidence, lift).