The Book of Dash: Build Dashboards with Python and Plotly
- 3h 3m
- Adam Schroeder, Ann Marie Ward, Christian Mayer
- No Starch Press
A swift and practical introduction to building interactive data visualization apps in Python, known as dashboards. You’ve seen dashboards before; think election result visualizations you can update in real time, or population maps you can filter by demographic. With the Python Dash library you’ll create analytic dashboards that present data in effective, usable, elegant ways in just a few lines of code.
The book is fast-paced and caters to those entirely new to dashboards. It will talk you through the necessary software, then get straight into building the dashboards themselves. You’ll learn the basic format of a Dash app by building a twitter analysis dashboard that maps the number of likes certain accounts gained over time. You’ll build up skills through three more sophisticated projects. The first is a global analysis app that compares country data in three areas: the percentage of a population using the internet, percentage of parliament seats held by women, and CO2 emissions. You’ll then build an investment portfolio dashboard, and an app that allows you to visualize and explore machine learning algorithms.
In this book you will:
- Create and run your first Dash apps
- Use the pandas library to manipulate and analyze social media data
- Use Git to download and build on existing apps written by the pros
- Visualize machine learning models in your apps
- Create and manipulate statistical and scientific charts and maps using Plotly
Dash combines several technologies to get you building dashboards quickly and efficiently. This book will do the same.
About the Author
Adam Schroeder has been teaching Plotly Dash for over two years on YouTube as @CharmingData. His videos have over 60 thousand views per month. Adam is passionate about helping people learn data visualization. He has an M.A. in Government and Conflict Resolution and currently works at Plotly.
Christian Mayer has a PhD in computer science and is the founder of the popular Python site Finxter.com, an educational platform that helps more than 3 million people a year learn to code. He has published a number of books, including the Coffee Break Python series, and is the author of Python One-Liners (No Starch Press, 2020).
In this Book
A Crash Course in Pandas
First Dash App
Investment Portfolio: Building Larger Apps
Exploring Machine Learning
Tips And Tricks