Movie Recommendation System - Mastering Data Analysis with Python Pandas

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Mastering Data Analysis with Python Pandas

1.Course Introduction

Why Should You Take This Course?What Will You Achieve by Completing This Course?

2.Pandas Data Structures

Pandas Series Pandas DataFrame

3.Creating a Data Frame

Reading Data from a File Create a DataFrame

4.Exploring a Data Frame

Size of a DataFrame Data Types of Columns Different Values in a Column Measures of Central Tendency Challenge: Find the Most Frequent Values in a Column Quiz Yourself: Exploring a DataFrame

5.Filtering a Data Frame

Why Do We Need Filtering?Filtering with "loc" and "iloc" Methods Filtering by Selecting a Subset of Columns Filtering by Condition Filtering Rows with the Query Function Challenge: Filter Out the Values Below Average Quiz Yourself: Filtering a DataFrame

6.String Manipulation with Pandas

Slicing and Indexing on Strings Splitting and Combining Strings Converting Strings to Upper and Lower Case Challenge: Create City and State Columns from the Address Replacing Characters in a String Chained Operations Challenge: Make the Salary Column Proper Quiz Yourself: String Manipulation with Pandas

7.Date Manipulation with Pandas

Pandas Date and Time Data Types Extracting Information from Dates The dt Accessor Manipulating Dates by Adding Time Intervals Challenge: The Age of Employees Quiz Yourself: Date Manipulation

8.Handling Missing Values with Pandas

Missing Value Types and Representation Finding the Missing Values Dropping Rows and Columns with Missing Values Replacing the Missing Values Challenge: Filling the Missing Values Quiz Yourself: Handling Missing Values

9.Data Analysis with Pandas

The groupby Function Enhancing the groupby Function Challenge: Find the Weekly Sales Quantities The Pivot Table Function The Cut and Qcut Functions Challenge: Categorize Groceries Based on Price The "where" Function Quiz Yourself: Data Analysis with Pandas

10.Data Visualization with Pandas

Histogram Line Plot Scatter Plot Quiz Yourself: Data Visualization with Pandas

11.Combining DataFrames with Pandas

The Concat Function The Merge Function Quiz Yourself: Combining DataFrames with Pandas

Project

Data Visualization with Seaborn for Walmart Sales Projection

12.Final Challenge and Quiz

Final Challenge: Find the Day of Week with the Most Sales Final Quiz

Mock Interview

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