A practical guide to creating consistent visualisations in Seaborn using the new seaborn.objects API. This notebook demonstrates how to maintain visual consistency across your data visualisations with minimal effort.
IMPORTANT EDIT:
Read this notebook for concepts, but use Plotly Express (100%). The notebook explains the reasons. Wish I had found it sooner and not followed the crowd on Seaborn.
Open Notebook here:
This interactive notebook provides a complete walkthrough with working examples you can run and modify immediately.
- Demonstration of Seaborn's theme presets and colour palettes
- Global theme setup for consistent visualisations
- Practical tips for choosing appropriate colour palettes
- Step-by-step code examples demonstrating presets and colour palettes
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Context Settings
- Paper, Notebook, Talk, and Poster presets
- Scale adjustments for different presentation contexts
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Style Presets
- Available options from decorated to minimal
- Visual examples of each style
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Font Configuration
- Cross-platform compatible font families
- Font scaling techniques
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Colour Systems
- Understanding categorical, sequential, and diverging palettes
- Guidelines for choosing appropriate colour schemes
- Examples of discrete steps vs. continuous gradients
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Practical Examples
- Real-world applications
- Complete theme setup demonstration