Learn Effective Data Visualization using Plotly Express

Course Curriculum

Chapter 1: Introduction

Lecture 1: Download Python software (Optional)

Lecture 2: Installation of libraries

Lecture 3: Code repository

Lecture 4: How to download the code for this series

Lecture 5: Datasets used in this course

Chapter 2: Scatterplots (2D and 3D)

Lecture 1: Introduction to scatterplots

Lecture 2: Project 1: Iris Dataset Scatterplot

Lecture 3: Project 1: Iris Dataset Scatterplot Part 2

Lecture 4: Project 2: Gapminder Dataset Scatterplot Part 2

Lecture 5: Project 2: Gapminder Dataset Part 2 Adding log x axis to scatterplot

Lecture 6: Exercise 1: Reproduce this chart for the Auto MPG Dataset

Lecture 7: Exercise 1 Solution

Lecture 8: Case study 1: How does the GDP, perception of corruption affect happiness

Lecture 9: Case study 1 Possible solution

Lecture 10: Creating a 3D Scatterplot for the Iris Dataset

Chapter 3: Visualizing Geospatial data using Choropleth Maps

Lecture 1: Introduction to choropleth maps

Lecture 2: Project 1: Internet usage across different countries in the world.

Lecture 3: Project 2: Choropleth Map showing the GDP per capital for countries in the world

Lecture 4: Exercise 1 Happiness across the different countries in the world

Lecture 5: Solution to Exercise 1

Chapter 4: Line Plots and Area Plots

Lecture 1: Project 1: Create a Line plot of Apple stock prices

Lecture 2: Project 1: Create Line plots with Multiple lines (Apple Stock Prices)

Lecture 3: Area Plots

Lecture 4: Bad example of an Area chart

Chapter 5: Histograms, Boxplots and Violinplots (1D Distribution charts)

Lecture 1: Introduction to Histogram, Boxplots and Violinplots.

Lecture 2: Project 1: Histogram plot for Iris dataset

Lecture 3: Project 2: Boxplot chart basics using Iris Dataset

Lecture 4: Project 3: Violinplots for Iris Dataset

Lecture 5: Project 4: Miles Per Gallon distribution in Autompg dataset using Histogram

Lecture 6: Project 5: MPG distribution Boxplot visualization

Lecture 7: Project 6: MPG distribution using Violinplots

Lecture 8: Exercise 1 Histogram plots for the Tips Dataset

Lecture 9: Solution to Exercise 1

Lecture 10: Exercise 2 Visualizing the tips dataset using Boxplots

Lecture 11: Solution to Exercise 2

Chapter 6: Visualizing Part of a whole Pie charts, Sunburst charts and Treemap charts

Lecture 1: Introduction to Pie charts, Sunburst charts and Treemap charts

Lecture 2: Project 1: Create a Pie chart for the Tips dataset

Lecture 3: Case study: What gender gives the most tips

Lecture 4: Case study solution

Lecture 5: Project 2: Bad Example of Pie chart usage

Lecture 6: Project 3: Treemap charts for tips dataset

Lecture 7: Exercise Treemap showing the world population

Lecture 8: Exercise solution

Lecture 9: Project 4: Create Sunburst charts for the tips dataset

Lecture 10: Project 5: Bad example of a sunburst chart

Chapter 7: Create Animations using Plotly Express

Lecture 1: Animation of a scatter plot

Lecture 2: Animation of a choropleth chart

Chapter 8: Case study projects

Lecture 1: Case study 1 Video game sales across various gaming platforms and genre

Lecture 2: Possible solution to Case study 1 using Treemaps

Lecture 3: Bad solution using sunburst charts