Trans_id 101 102 103 104 105 106 107 108 109 110 Items_purchased milk, bread, eggs milk, juice juice, butter milk, bread, eggs coffee, eggs coffee coffee, juice milk, bread, cookies, eggs cookies, butter milk, bread
Trans_id 101 102 103 104 105 106 107 108 109 110 Items_purchased milk, bread, eggs milk, juice juice, butter milk, bread, eggs coffee, eggs coffee coffee, juice milk, bread, cookies, eggs cookies, butter milk, bread
Database System Concepts
7th Edition
ISBN:9780078022159
Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Publisher:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Chapter1: Introduction
Section: Chapter Questions
Problem 1PE
Related questions
Question
Show two rules that have a confidence of 0.7 or greater for an itemset containing three items using the following table in the picture.

Transcribed Image Text:**Transaction Data Analysis**
Below is a table illustrating a series of transactions and the items purchased during each transaction. This data can be utilized for understanding customer buying patterns, inventory management, and sales analysis.
| Trans_id | Items_purchased |
|----------|----------------------------------|
| 101 | milk, bread, eggs |
| 102 | milk, juice |
| 103 | juice, butter |
| 104 | milk, bread, eggs |
| 105 | coffee, eggs |
| 106 | coffee |
| 107 | coffee, juice |
| 108 | milk, bread, cookies, eggs |
| 109 | cookies, butter |
| 110 | milk, bread |
### Analysis:
- **Frequent Items:** Milk, bread, and eggs appear multiple times across different transactions.
- **Popular Combinations:**
- Milk and bread are often purchased together.
- Coffee appears frequently, both alone and with other items like eggs and juice.
- **Unique Items:** Butter and cookies appear less frequently, indicating potential for targeted promotions.
This data can be useful for creating targeted marketing campaigns or managing stock levels to meet customer demands effectively.
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