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Plotly Real-Time Data Visualization

Transform data into interactive visual stories with Plotly & Dash!

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Plotly Real-Time Data Visualization
3 Modules

Course Curriculum

3 Modules · 8 Chapters · 8 Topics · 68 Sub-topics

01
Foundation
2 Chapters · 2 Topics · 12 Sub-topics
Introduction to Plotly
1 Topics
Getting Started with Plotly
6 Sub-topics
What is Plotly and Why Use It
Installing Plotly
Plotly Architecture Overview
First Plot with Plotly
Understanding Plotly Rendering Modes
Plotly vs Other Visualization Libraries
Plotly Express Fundamentals
1 Topics
Plotly Express Basics
6 Sub-topics
Introduction to Plotly Express
Understanding the Simple API
Working with DataFrames
Color Scales and Color Mapping
Faceting and Trellis Plots
Built-in Datasets in Plotly
02
Data Integration
3 Chapters · 3 Topics · 31 Sub-topics
Data Integration
1 Topics
Data Source Integration
10 Sub-topics
Working with Pandas DataFrames
NumPy Array Integration
JSON Data Handling
CSV File Data Loading
Excel File Integration
SQL Database Connections
API Data Fetching and Plotting
Real-Time Data Streaming
Large Dataset Handling
Data Preprocessing for Plotly
Interactivity Features
1 Topics
Interactive Controls
11 Sub-topics
Hover Information Customization
Click Events and Interactions
Selection and Highlighting
Zoom and Pan Controls
Buttons and Dropdowns - Part 1 (Basics)
Buttons and Dropdowns - Part 2 (Advanced)
Sliders for Animation Control
Range Sliders and Selectors
Custom Modebar Buttons
Double-Click Behavior
Dragging and Resizing Elements
Animations
1 Topics
Animation Techniques
10 Sub-topics
Animation Basics with Plotly Express
Frame-Based Animations
Animation Settings and Controls
Transition Smoothness
Animated Scatter Plots
Animated Bar Chart Races
Animated Line Charts
Animated Maps
Custom Animation Frames
Exporting Animations
03
Dashboard Development
3 Chapters · 3 Topics · 25 Sub-topics
Integration with Dash Applications
1 Topics
Dash Integration
7 Sub-topics
Plotly in Dash Components
Callback-Based Updates
Live Updating Plots
Cross-Filtering Between Plots
Dash Bootstrap Components with Plotly
Store Components for Data Sharing
Client-Side Callbacks with Plotly
Performance Optimization
1 Topics
Optimization Techniques
9 Sub-topics
Reducing Figure Size
Data Decimation Techniques
WebGL for Large Datasets
Scattergl for Performance
Trace Visibility Management
Update Methods Efficiency
Memory Management
Render Performance Tips
Browser Performance Considerations
Troubleshooting and Common Issues
1 Topics
Problem Solving
9 Sub-topics
Figure Not Displaying Issues
Performance Problems
Data Format Errors
Styling Conflicts
Export Issues
Browser Compatibility
Jupyter Notebook Issues
Debugging Techniques
Error Message Interpretation

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