Seaborn Mastery

  Start Here

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• Course Syllabus and Details Start
• How to Memorize Seaborn Syntax (20:22) Start

  Setup

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• Install Anaconda (5:06) Start
• A Quick Tour of Anaconda Navigator (2:22) Start
• Check Package Installation (3:35) Start
• A Quick Tour of the Spyder IDE (4:20) Start
• Install the Practice Software (2:56) Start

  A Quick Review of Datasets in Python

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• What DataFrames are (7:45) Start
• What is Tidy Data? (5:39) Start
• How to create DataFrames from CSV files (5:19) Start

  Visualizing Relationships Between Numeric Variables

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• Scatterplot (26:23) Start
• Lineplot (14:46) Start
• Pairplot (15:02) Start
• Regplot (Regression Plot) (19:20) Start
• Practice Exercises: Visualizing Relationships (50:13) Start

  Visualizaing Categorical Data

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• Countplot (21:45) Start
• Barplot (30:35) Start
• Boxplot (19:53) Start
• Violin Plot (15:04) Start
• Practice Exercises: Visualizing Categories (3:26) Start

  Visualizaing Data Distributions

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• Histplot Start
• Distplot (14:51) Start
• KDE Plot (16:15) Start
• Rug Plot (16:20) Start
• Jointplot (17:14) Start
• Practice Exercises: Visualizing Distributions (2:23) Start

  Plots with Multiple Visualizations

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• Facet Grid (26:41) Start
• Pair Grid (18:24) Start
• Practice Exercises: Plots with Multiple Panels Start

  Working with Plot Aesthetics

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• Plot Styles (18:13) Start
• How to Add Plot Titles (9:48) Start
• How to Add Axis Labels (x label and y label) (9:33) Start
• Practice Exercises: Working with Plot Elements and Aesthetics Start

  Working with Colors and Color Palettes

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• An Introduction to Color Palettes Start
• Sequential Color Palettes (20:23) Start
• Diverging Color Palettes (13:58) Start
• Practice Exercises: Working with Color Palettes Start

  Bonus Vault: Data Visualization teardowns

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• USA Movers [Map teardown] (6:37) Start
• Fed Balance Sheet [Line Chart Teardown] (4:40) Start
• US Cities, Municipal Debt [Bar Chart Teardown] (5:37) Start

  BONUS VAULT: More data visualization tips

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• 5 Visualization Mistakes that Make You Look Like an Amateur Start
• 5 Ways to Improve Your Visualizations Start

  BONUS: Seaborn Cheat Sheet

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• Seaborn Cheat Sheet Start

  BONUS VAULT: Matplotlib Essentials

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• Histogram (6:44) Start
• Scatterplot (8:55) Start
• Bar Chart (9:46) Start
• Line Chart (8:14) Start
• Formatting Matplotlib Charts (9:02) Start
• Practice exercises: Matplotlib Start

  ROC Curves

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• How to Make an ROC Curve with Seaborn Objects Start

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