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Deck the Data: Exploring Christmas Charts with Pandas

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Overview

Begin your journey through Billboard Christmas history by mastering the fundamentals of data analysis with pandas! Like unpacking a box of ornaments, we'll carefully examine each aspect of our holiday dataset, learning essential pandas operations while discovering interesting patterns in Christmas music charting history.

Syllabus

Unit 1: First Steps with the Billboard Christmas Songs Dataset

Exploring Christmas Songs Data
Viewing the Last Rows of the Dataset
Debug the Christmas Dataset Code
Exploring Christmas Songs Dataset with Pandas
Explore Christmas Chart Data with Pandas

Unit 2: Data Cleaning and Preparation with Billboard Christmas Dataset

Exploring Data Cleaning and Preparation with Pandas
Creating a Boolean Feature for Months
Debug the Data Preparation Code
Enhancing Christmas Dataset with Date Features
Preparing and Cleaning Christmas Dataset

Unit 3: Basic Statistics and Aggregations for Christmas Songs Analysis

Exploring Billboard Christmas Dataset
Exploring Statistics with Pandas
Unravel the Billboard Data Challenge
Filling in the Missing Aggregation and Statistics
Exploring Song Insights with Pandas

Unit 4: Time-Based Patterns in Christmas Songs Analysis

Exploring Time-Based Patterns in Christmas Songs
Enhancing Yearly Peak Position Analysis
Exploring Time-Based Patterns in Data
Exploring Time-Based Patterns in Christmas Songs
Unveiling Time-Based Patterns in Billboard Christmas Songs Dataset

Unit 5: Artist and Song Performance Analysis

Analyzing Christmas Song Performance Metrics
Analyzing Artist Chart Performance
Christmas Song Chart Analysis
Analyzing Christmas Song Performance with Pandas
Exploring Christmas Song Performance Metrics

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