This hands-on course teaches learners how to prepare, analyze, and visually interpret data using Python’s Seaborn library, with a focus on census datasets. Beginning with foundational setup—such as installing Anaconda, configuring Jupyter Notebook, and loading libraries—the course progresses into exploratory data analysis and practical visualization techniques.
Learners will gain proficiency in generating a range of plots including scatter plots, line graphs, swarm plots, violin plots, heatmaps, and advanced visual grids. Emphasis is placed on enhancing plot readability through axis formatting, label alignment, and plot configuration to support data storytelling.
Throughout the course, learners will apply Bloom’s Taxonomy skills such as identifying trends (Understand), configuring tools (Apply), modifying visuals (Analyze), and interpreting relationships (Evaluate). Ideal for data enthusiasts and analysts, this course equips learners to effectively visualize multivariate data, uncover insights, and support data-driven decision-making.
This module deepens learners’ understanding of Seaborn by exploring advanced data visualization techniques. Learners will gain hands-on experience with conditional plotting using FacetGrid, creating custom plotting logic, handling pairwise relationships, and applying stylistic enhancements such as figure styles and color palettes. The module emphasizes clarity in complex data visualization through structured layouts and design customization, enabling learners to create informative, publication-quality plots.
涵盖的内容
10个视频1篇阅读材料4个作业
显示有关单元内容的信息
10个视频•总计95分钟
Introduction to Seaborn Advance•1分钟
Conditional Small Multiples•9分钟
Conditional Small Multiples Continue•12分钟
Using Custom Functions•9分钟
Plotting Pairwise Data Relationships•10分钟
Extra Examples Part 1•11分钟
Extra Examples Part 2•12分钟
Using Diff Seaborn Figure Styles•13分钟
Setting Different Color Palettes•11分钟
Setting Different Color Palettes Continue•7分钟
1篇阅读材料•总计10分钟
Beyond the Basics: Mastering Advanced Visualization Techniques in Seaborn•10分钟
4个作业•总计60分钟
Visual Structures and Layouts•10分钟
Functional Plots and Pairwise Relationships•10分钟
Styling and Aesthetic Customization•10分钟
Advanced Visualization Techniques with Seaborn•30分钟
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