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Data Visualizations with ggplot2 in R

Beginner

41 Lessons

10h

Certificate of Completion

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Explanations

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Explanations

This course includes

1 Assessment

283 Playgrounds

6 Quizzes

Course Overview

What You'll Learn

Course Content

Recommendations

Course Overview

Data visualization in R using ggplot2 is an essential skill for data professionals and enthusiasts to efficiently discover and convey insights from datasets. Mastering ggplot2 allows you to uncover hidden patterns and trends in data, boosting decision-making and storytelling for a wide range of audiences. In this comprehensive course, you’ll begin by learning data visualization principles and the grammar of graphics. Progressing to ggplot2’s core functionalities, you’ll create scatter plots, bar charts, l...Show More

What You'll Learn

An understanding of data visualization principles and applying them effectively

Working knowledge of ggplot2 in R and its diverse features

The ability to apply grammar of graphics, including aesthetics and annotations for complex, layered visualizations

A mastery of ggplot2 components for impactful charts

Hands-on experience creating data visualizations using ggplot2 extension packages

Hands-on experience developing visualizations in ggplot2, including faceted, interactive plots, and maps

An understanding of data visualization principles and applying them effectively

Course Content

Welcome to the Course

4 Lessons

Course Overview

Who Should Take the Course?

Introduction to Data Visualization

Quiz on Basics of Data Visualization

Introduction to ggplot2

6 Lessons

Getting Started with the ggplot2 Package

Grammar of Graphics in R

Elements of Grammar of Graphics

Aesthetics in the ggplot2 Package

Aesthetics and Annotation in ggplot2

Quiz on Grammar of Graphics

Drawing Basic Plots Using ggplot2

6 Lessons

Scatter Plot

Line Chart

Bar Chart

Histogram and Density Plot

Pie and Donut Charts

Quiz on Basic Plots Using ggplot2

Advanced Plots

8 Lessons

More Charts with ggplot2

Quiz on Advanced Plots using ggplot2

Plot Customization

7 Lessons

Built-In Themes in ggplot2

Additional Themes in ggplot2

Adding Titles and Subtitles to Plots with ggplot2

Customizing Fonts and Colors with ggplot2

Customizing Lines with ggplot2

Customizing Legends and Margins with ggplot2

Quiz on Plot Customization in ggplot2

Creating Panel of Plots

5 Lessons

Faceting in ggplot2

Combining Plots with the patchwork Package

Multiple Plots with the Cowplot Package

Mixing Plots with the ggpubr Package

Quiz on Creating Panel of Plots

Building Interactive Plots

2 Lessons

Interactive Plots with the ggiraph Package

Adding Interactivity to ggplot2 Maps with Plotly

Summing Up

1 Lessons

Conclusion

Appendix

2 Lessons

Library Installation and Setup

Dataset References

Final Assessment

Assessment

Course Author

Devashree Madhugiri

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