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Mastering Plotly and Dash Data Visualization with Python

Gain insights into Plotly and Dash to create interactive data visualizations and web dashboards with Python. Explore visualization, customization, and interactivity, mastering complex datasets and dashboard apps.

Beginner

73 Lessons

18h

Certificate of Completion

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Explanations

AI-POWERED

Explanations

This course includes

2 Projects

245 Playgrounds

8 Quizzes

Course Overview

What You'll Learn

Course Content

Apply Your Skills

Recommendations

Course Overview

Discover the compelling universe of Plotly and Dash, versatile Python libraries that enable interactive data visualization and web dashboard applications. These tools are essential for anyone seeking to effectively communicate data narratives and build interactive data visualizations. You'll explore Plotly’s robust data visualization capabilities. You’ll create plots for univariate, bivariate and multivariate analysis before customizing and adding interactivity, using real world datasets. Then, you’ll buil...Show More

TAKEAWAY SKILLS

Data Visualization

Plotting

Graph

Python Programming

Machine Learning

What You'll Learn

Proficiency in dynamic data visualization using Plotly including customizations and advanced features

Comprehensive understanding of various analysis techniques (univariate, bivariate, multivariate) with Plotly

Hands-on experience with creating interactive dashboards using Dash including web application development

The ability to transform complex data into insightful and interactive narratives using Plotly and Dash for data-driven insights

Proficiency in dynamic data visualization using Plotly including customizations and advanced features

Course Content

Introduction and Univariate Analysis

8 Lessons

Get familiar with using Plotly and Dash for univariate data analysis and visualization.

Introduction to the Course

The Plotly Layout (from Express to Graph Objects)

Categorical Univariate Analysis

Exercise: Categorical Univariate Analysis

Numeric Univariate Analysis

Cumulative Univariate Analysis

Exercise: Cumulative Univariate Analysis

Quiz: Introduction and Univariate Analysis

Exploratory Data Analysis - Bivariate and Multivariate Analysis

8 Lessons

Walk through bivariate and multivariate analysis using various visualization techniques with Plotly.

Continuous vs Categorical Bivariate Analysis: Boxplot & Histogram

Continuous vs. Categorical Bivariate Analysis: ECDF & Violin Plot

Exercise: Continuous vs. Categorical Bivariate Analysis

Continuous vs. Continuous Bivariate Analysis: Scatter and Bubble

Correlation Matrices

Two-Dimensional Histograms

Line and Multi-Line Charts

Quiz: Bivariate and Multivariate Analysis

Customizing Plots

8 Lessons

Work your way through customizing titles, axes, legends, colors, hover info, and annotations in Plotly.

Title and Axes

Exercise: Titles and Axes

Adding and Customizing Legends

Sizing and Colors

Exercise: Sizing and Colors

Interactive Hover

Adding Custom Annotations

Quiz: Customizing Plots

Advanced Customization

5 Lessons

Grasp the fundamentals of advanced customizations in Plotly, focusing on subplots and layering.

Subplots

Advanced Subplots

Exercise: Advanced Subpots

Layering Plots

Quiz: Advanced Customization

Interactivity in Plotly

7 Lessons

Map out the steps for creating interactive Plotly charts with buttons, sliders, and dropdowns.

Date Buttons on Line Charts

Exercise: Data Buttons on Line Charts

Adding Customised Sliders

Exercise: Adding Customised Sliders

Custom Buttons and Dropdown Menus

Exercise: Custom Buttons and Dropdown Menus

Quiz: Interactivity in Plotly

Visualizing Machine Learning Models with Plotly

7 Lessons

Focus on visualizing regression and classification models, dimensionality reduction with hands-on Plotly tasks.

Visualizing Regression Plots

Exercise: Visualizing Regression Plots

Visualizing Classification Model Outputs

Exercise: Visualizing Classification Model Outputs

Dimensionality Reduction in Plotly

Exercise: Dimensionality Reduction in Plotly

Quiz: Visualizing Machine Learning Models with Plotly

Global Energy Consumption Visualization

Project

Introducing Dash

4 Lessons

Practice using Dash to build interactive web apps with components, styling, and callback functions.

Dash and Plotly

The Dash Architecture

Exercise: The Dash Architecture

Building a Simple Dash App

Dash Layout

6 Lessons

Step through building responsive Dash applications with HTML, Graph, and Input components.

HTML in Dash

Dash Graph Components

Exercise: Dash Graph Components

Using and Reusing Dash Components

Exercise: Using and Reusing Dash Components

Dash Input Components

10.

Dash Styling

3 Lessons

Look at the integration of CSS for styling, utilizing stylesheets, and ensuring consistency in Dash.

CSS in Dash

CSS as Stylsheets

Consistent Styling Using CSS with Functions

11.

Dash Callbacks

7 Lessons

Master the steps to create responsive Dash apps using callback functions and chained callbacks.

Callback Functions

Exercise: Callback Functions

Multiple Inputs and Outputs to Callbacks

Exercise: Multiple Inputs and Outputs to Callbacks

Chaining Callbacks

Exercise: Chaining Callbacks

Quiz: Dash Callbacks

12.

User Interactivity in Dash

3 Lessons

Enhance your skills in creating dynamic and interactive Plotly graphs with Dash.

Interactivity Attributes (hover, click, select, relayout)

Updating Plots From User Interactivity

Updating Layouts and Styles From User Interactivity

13.

Tabular data in Dash DataTable

6 Lessons

Enhance data interaction with customizable DataTables. Utilize sorting, filtering, styling, and pagination features effectively.

Properties of the DataTable

DataTable Layout

DataTable Configuration (Columns and Scroll)

Style and Formatting

Data Manipulation

Quiz: Tabular Data in Dash DataTable

Global Energy Consumption Dashboard

Project

15.

Conclusion

1 Lessons

Investigate the acquired skills for creating impressive visualizations and interactive applications.

Wrap Up

Course Author

Alex Scriven and

Noah Joseph Rubin

Project

Time Series Analysis and Visualization Using Python and Plotly

intermediate

2 hour

Project

Time Series Analysis and Visualization Using Python and Plotly

Learn to analyze and visualize time series data using Python and Plotly, replicating impactful statistical storytelling.

intermediate

2 hours

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