Using Python Altair for Data Storytelling

Gain insights into using Python Altair for data storytelling. Learn about the DIKW pyramid and craft interactive visualizations to effectively convey complex ideas and narratives through data.

Intermediate

70 Lessons

17h

Certificate of Completion

Gain insights into using Python Altair for data storytelling. Learn about the DIKW pyramid and craft interactive visualizations to effectively convey complex ideas and narratives through data.

AI-POWERED

Explanations

AI-POWERED

Explanations

This course includes

2 Assessments

184 Playgrounds

6 Quizzes

This course includes

2 Assessments

184 Playgrounds

6 Quizzes

Course Overview

Altair, a versatile Python library, empowers you to craft visually compelling and interactive data visualizations. Acquiring proficiency in Altair unlocks new avenues for effectively conveying insights and narratives through data. The course begins by introducing the concept of data storytelling and the DIKW pyramid. Then, you’ll learn why Altair is a valuable tool for developers interested in data storytelling and how it can enhance their ability to effectively communicate complex ideas. Next, the course ...Show More

TAKEAWAY SKILLS

Data Storytelling

Data Visualization

Python

What You'll Learn

An understanding of Python Altair and its application to data storytelling

The ability to build compelling data stories by combining Altair and the DIKW pyramid

Familiarity with core components of Altair, including basic charts, channels, marks, layering, and annotations

What You'll Learn

An understanding of Python Altair and its application to data storytelling

Course Content

What is Data Storytelling?

Learn how to use Python's Altair for compelling data storytelling, engaging audiences and driving action.

Getting Started Introduction

Thinking for the Audience Communicating a Message Quiz: Data Storytelling

Using Altair for Data Storytelling

Get started with using Altair's declarative library for creating effective data visualizations.

Introducing Altair Vega and Vega-Lite Encodings Marks Exercise: Draw a Multiline Chart Exercise: Encodings Exercise: Marks Quiz: Using Altair for Data Storytelling

The DIKW Pyramid

Master the steps to transform raw data into wisdom through analysis, context, and actionable insights.

The Structure of the DIKW Pyramid Turning Data into Information Turning Information into Knowledge Turning Knowledge into Wisdom Exercise: The DIKW Pyramid Quiz: The DIKW Pyramid

Introducing the Concept of Data

Grasp the fundamentals of data varities, handling, and visualization to enhance storytelling.

Data Definition Data Types Data License Data Cleaning Data Enrichment Exercise: Data Types Exercise: Missing Values Exercise: Data Manipulation Quiz: Concept of Data

Getting Familiar with Unknown Data

Take a look at various data visualizations like bar, line, area, scatter, and more.

Bar Chart Line Chart Stacked Area Chart Scatter Plot Box Plot Pie Chart Heatmap Geographical Map Exercise: Slopegraph and Dumbbell Chart Exercise: Trellis Chart, Column Chart, and Stacked Column Chart Exercise: Bubble Chart and Hex Bin Chart

Assessment 1

Assessment

Introducing the Concept of Information

9 Lessons

Investigate the process of transforming data into actionable insights through visualization.

Data Modeling

2 Lessons

Master data modeling with regression and kernel density estimation in Python Altair.

Knowledge

12 Lessons

Sharpen your skills in effectively crafting, visualizing, and communicating data stories using Altair.

Wisdom

4 Lessons

Walk through using wisdom, CTAs, compound charts, and web publishing in data storytelling.

Assessment 2

Assessment

10.

Case Studies

2 Lessons

Break apart how to transform data into persuasive calls to action using Altair.

11.

Wrap Up

1 Lesson

Apply your skills to create compelling data narratives using Altair and related technologies.

12.

Appendix

1 Lesson

Solve problems in installing Altair with pip or conda for data visualization.

Course Author

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Anthony Walker

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Emma Bostian 🐞

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Evan Dunbar

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Anthony Walker

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Emma Bostian 🐞

@EmmaBostian

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