Data Science Notebooks

Data science gets done in notebooks. This website exists to compare the features in different data science notebook tools.

Robert Lacok
About the author

My name is Robert Lacok, and I’m a data notebook enthusiast. Because I keep on top of the latest developments in the space, I wanted to share it with the world.

I’m also a product manager at Deepnote. I try to be unbiased — if you believe any tools are missing or misrepresented, please email me or open a pull request on GitHub.

Need help?

If you need help picking a data notebook for your next project, feel free to reach out to me at my personal email address. I’d be happy to chat about the pros and cons of each solution.

View all notebooks

Deepnote vs CoCalc

Comparing two data science notebooks.

Deepnote

CoCalc

A screenshot of Deepnote

Deepnote is a new kind of data notebook that’s built for collaboration — Jupyter compatible, works magically in the cloud, and sharing is as easy as sending a link.

WebsiteAlternativesExamples
A screenshot of CoCalc

Your best choice for teaching remote scientific courses.

WebsiteAlternatives

Setup

Is it managed?

Fully managed (setup in minutes)

Is it managed?

Fully managed (setup in minutes)

Can you self-host?

No, you must use a managed offering

Can you self-host?

You can self-host (setup in hours)

Features

Is it Jupyter compatible?

Jupyter-compatible

Is it Jupyter compatible?

Jupyter-compatible

Programming languages

Jupyter languages (e.g. Python, R)
SQL

Programming languages

Jupyter languages (e.g. Python, R)

What kind of data sources can you connect to?

Connect with Jupyter libraries (e.g. SQLAlchemy, psycopg2)
Connect to data warehouses (AWS, GCP, etc.)
Connect to databases (Postgres, MongoDB, etc.)
Provided file storage

What kind of data sources can you connect to?

Connect with Jupyter libraries (e.g. SQLAlchemy, psycopg2)
Provided file storage

What kind of data visualization can you do?

Jupyter data visualization (e.g. Matplotlib, Altair, Plotly)
UI for building charts

What kind of data visualization can you do?

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

Reactivity

No reactivity, you decide the execution order

Reactivity

No reactivity, you decide the execution order

Notebook scheduling

Notebook scheduling is built in

Notebook scheduling

No notebook scheduling

Management

Reproducibility

Environments are reproducible by default
Run notebooks in containers

Reproducibility

Environments are reproducible by default

Version history

Version history is built in

Version history

Version history is built in

Collaborative editing

Multiple editors at the same time

Collaborative editing

Multiple editors at the same time

Comments

Comment on items within a notebook

Comments

No support for comments

Notebook organization

View notebooks in a tree, like a wiki

Notebook organization

View notebooks in a list

Licensing

License

Proprietary

License

Open-source (GNU AGPLv3)

Price

Free tier
Pay for compute
Pay-per-user

Price

Free tier
Pay for compute

Alternatives to Deepnote and CoCalc

Compare Deepnote and CoCalc with other data science notebook tools.

ToolSetupJupyter compatibilityProgramming languagesData visualizationCollaborative editingPricingLicense
Deepnote		Fully managedJupyter-compatibleJupyter, SQLVisualize with code or UIRealtime collaborationFree and paid optionsProprietary
CoCalc		Self-hosted or fully managedJupyter-compatibleJupyterVisualize with codeRealtime collaborationFree and paid optionsOpen source
Jupyter
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Deepnote, CoCalc
Self-hostedJupyter-compatibleJupyterVisualize with codeFile-based or asynchronous collaborationFreeOpen source
Amazon Sagemaker
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Deepnote, CoCalc
Fully managedJupyter-compatibleJupyterVisualize with codeLimited collaborationFree and paid optionsProprietary
Google Colab
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Deepnote, CoCalc
Fully managedJupyter-compatibleJupyterVisualize with codeLimited collaborationFree and paid optionsProprietary
Hex
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DataCamp Workspace
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JupyterLab
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Hyperquery
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Fully managedNonePython, SQLVisualize with code or UIRealtime collaborationFree and paid optionsProprietary
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Fully managedJupyter-compatibleJupyterVisualize with code or UIRealtime collaborationFree and paid optionsProprietary
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Nextjournal
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nteract
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Observable
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Query.me
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VS Code
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Mode Notebooks
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Querybook
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Zeppelin
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Count
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Husprey
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Pluto.jl
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Self-hostedNoneJuliaUnknownFile-based or asynchronous collaborationFreeOpen source
Polynote
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Self-hostedNoneScala, PythonUnknownFile-based or asynchronous collaborationFreeOpen source
Zepl
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Fully managedUnknownPython, RUnknownRealtime collaborationUnknownProprietary

Data Science Notebooks

Popular notebook tools

DeepnoteGoogle ColabHexJupyterJetbrains DataloreSagemaker

Popular notebook comparisons

Deepnote vs HexGoogle Colab vs VS CodeDeepnote vs Google ColabJupyter vs HexGoogle Colab vs Jetbrains DataloreJupyter vs Deepnote

Notebook tools by feature

Jupyter notebooks onlineScheduling Jupyter notebooksRealtime collaboration in Jupyter notebooksVersion control in Jupyter notebooksComments in Jupyter notebooksOpen source notebooks