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Bence Arató - The Python Data Visualization Landscape in 2020
Python data visualization landscape in 2020, featuring top libraries including Matplotlib, Plotly Express, Altair, Bokeh, HoloViews, Hvplot, and Apache Superset, discussed in a comprehensive review of their features, strengths, and use cases.
- Matplotlib is a low-level, very detailed, and widely used library.
- Plotly Express is a higher-level library with a strong focus on ease of use and ease of deployment.
- Altair is another high-level library that is designed to be more accessible to users without extensive programming knowledge.
- Bokeh provides a rich set of tools for creating interactive visualizations.
- HoloViews is a high-level library that provides a general-purpose plotting API.
- Hvplot is a popular library for creating interactive plots using HoloViews.
- Apache Superset is a tool for creating interactive, web-based dashboards.
- Matplotlib has a steeper learning curve due to its verbose syntax and lower-level functionality.
- Plotly Express has a strong focus on ease of use and ease of deployment.
- Bokeh provides a rich set of tools for creating interactive visualizations, including tooltips, hovertext, and more.
- HoloViews provides a general-purpose plotting API and is designed to be extensible.
- Hvplot provides interactive plots using HoloViews and is popular for its ease of use.
- Apache Superset is a tool for creating interactive, web-based dashboards and provides a variety of visualization options.
- Matplotlib is widely used and has a large community of users and developers.
- Plotly Express is widely used and has a strong reputation for ease of use and deployment.
- Bokeh is widely used and has a strong reputation for its interactive visualization capabilities.
- HoloViews is widely used and has a strong reputation for its extensibility and ease of use.
- Hvplot is widely used and has a strong reputation for its ease of use and interoperability.
- Apache Superset is widely used and has a strong reputation for its interactive dashboard capabilities.