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Interactive Dashboards and Data Apps with Plotly and Dash

You're reading from  Interactive Dashboards and Data Apps with Plotly and Dash

Product type Book
Published in May 2021
Publisher Packt
ISBN-13 9781800568914
Pages 364 pages
Edition 1st Edition
Languages
Author (1):
Elias Dabbas Elias Dabbas
Profile icon Elias Dabbas

Table of Contents (18) Chapters

Preface Section 1: Building a Dash App
Chapter 1: Overview of the Dash Ecosystem Chapter 2: Exploring the Structure of a Dash App Chapter 3: Working with Plotly's Figure Objects Chapter 4: Data Manipulation and Preparation, Paving the Way to Plotly Express Section 2: Adding Functionality to Your App with Real Data
Chapter 5: Interactively Comparing Values with Bar Charts and Dropdown Menus Chapter 6: Exploring Variables with Scatter Plots and Filtering Subsets with Sliders Chapter 7: Exploring Map Plots and Enriching Your Dashboards with Markdown Chapter 8: Calculating the Frequency of Your Data with Histograms and Building Interactive Tables Section 3: Taking Your App to the Next Level
Chapter 9: Letting Your Data Speak for Itself with Machine Learning Chapter 10: Turbo-charge Your Apps with Advanced Callbacks Chapter 11: URLs and Multi-Page Apps Chapter 12: Deploying Your App Chapter 13: Next Steps Other Books You May Enjoy

Adding interactivity to histograms

Just like we did in Chapter 7, Exploring Map Plots and Enriching Your Dashboards with Markdown, we can do the same with histograms. We can allow users to get a better idea about the distribution of a certain indicator in a certain year or more. The difference is that we want to allow them to customize the number of bins. Since we are now comfortable with handling multiple inputs and outputs, let's also add some more options for our users. We can also allow users to select multiple years and display multiple years on multiple sub-plots using faceting. Figure 8.10 shows what we will be working toward to make it clear:

Figure 8.10 – A histogram app allowing the selection of indicator, year(s), and bins

Figure 8.10 – A histogram app allowing the selection of indicator, year(s), and bins

Let's start building right away. We won't be discussing the layout elements such as color and width, but you can always refer to the code repository for the exact solution. We will focus on building the...

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