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Python 3
Learning Outcome

Learning Outcome

Lesson 1: Learning Outcome

Lesson 1: Learning Outcome

By completing this project, you will learn how to:

• Load and work with real-world sales datasets using pandas
• Inspect and understand dataset structure, columns, and data types
• Handle missing values and prepare data for analysis
• Convert data types to enable accurate calculations
• Group and aggregate sales data by time, product, and customer
• Perform exploratory data analysis to identify trends and patterns
• Visualize insights using line charts and bar charts
• Interpret sales performance across months, quarters, products, and customers

This project strengthens your foundation in practical data analysis and business-focused reporting.

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Learning Outcome

Contents

Lesson 1: Learning Outcome

Sales Data Analysis Project for Beginners Using Data Science

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Movie Recommendation System Project Using Content-Based Filtering