Prototyping Python Dashboards for Scientists and Engineers
eBook Details:
- Paperback: 230 pages
- Publisher: WOW! eBook (March 14, 2024)
- Language: English
- ISBN-10: 8868802201
- ISBN-13: 978-8868802201
eBook Description:
Prototyping Python Dashboards for Scientists and Engineers: Build and Deploy a Complete Dashboard with Python
Create interactive and data-driven dashboards using Python. This Prototyping Python Dashboards for Scientists and Engineers hands-on guide is a practical resource for those (with modest programming skills) in scientific and engineering fields looking to leverage Python’s power for data visualization and analysis in a user-friendly dashboard format.
You’ll begin by gaining a fundamental understanding of Python programming, including data types, lists, dictionaries, and data structures. The book then delves into the world of reactive programming with Plotly and Dash, offering a hands-on approach to building interactive web-based dashboards. Next, you’ll see how to work with online data, how to scrape and clean datasets, and keep files up-to-date.
The book also guides you through planning a dashboard prototype, outlining project tasks, trends, forecasts, spectra, and other design considerations. It concludes with a discussion of how the dashboard can be used for data visualization of real data, explaining the usefulness of tools such as spectra.
What You’ll Learn
- Design a dashboard with Python
- Convert and filter Excel formatted files to produce CSV files
- Create browser-served graphics with PLOTLY
- Generate polynomial trend lines for forecasting
- Build a Unix service to share your dashboard
By providing detailed examples for download and customization, Prototyping Python Dashboards for Scientists and Engineers will equip you with the skills needed to jumpstart your own development efforts.
