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ChatGPT data analysis vs Polynote:
a side-by-side comparison for 2024

Comparing two data science notebooks.

A screenshot of ChatGPT data analysis
ChatGPT data analysis logo

ChatGPT data analysis

Website
ChatGPT is a versatile platform for data analysis, enabling data scientists and analysts to easily generate Python code and extract valuable insights. It excels in tasks such as exploratory data analysis and AI tooling, providing a robust foundation for complex data science projects.
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A screenshot of Polynote
Polynote logo

Polynote

Website
Polynote is a different kind of notebook. It supports mixing multiple languages in one notebook, and sharing data between them seamlessly. It encourages reproducible notebooks with its immutable data model.
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ChatGPT data analysis

Polynote

Setup

Is it managed?

Is it managed?

Fully managed (setup in minutes)
No, you must host it yourself

Can you self-host?

Can you self-host?

No, you must use a managed offering
You can self-host (setup in hours)

Features

Is it Jupyter compatible?

Is it Jupyter compatible?

Not Jupyter-compatible
Not Jupyter-compatible

Programming languages

Programming languages

Python
SQL
Julia
R
Scala
Python

What kind of data sources can you connect to?

What kind of data sources can you connect to?

Provided file storage
Unknown

What kind of data visualization can you do?

What kind of data visualization can you do?

Jupyter data visualization (e.g. Matplotlib, Altair, Plotly)
Unknown

Reactivity

Reactivity

No reactivity, you decide the execution order
No reactivity, you decide the execution order

Notebook scheduling

Notebook scheduling

No notebook scheduling
Notebook scheduling with additional tools

Management

Reproducibility

Reproducibility

There is no support for reproducibility
With effort, you can make reproducible environments

Version history

Version history

No version history
File-based (use Git)

Collaborative editing

Collaborative editing

No support for collaborative editors
File-based (use Git)

Comments

Comments

No support for comments
File-based (use GitHub)

Notebook organization

Notebook organization

View notebooks in a list
File-based

Licensing

License

License

Proprietary
Open-source (Apache 2.0)

Price

Price

Free tier
Pay for compute
Free

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Alternatives to ChatGPT data analysis and Polynote

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