# Awesome Jupyter

A curated list of awesome Jupyter projects, libraries and resources. Jupyter is an open-source web application that allows you to create and share documents that contain live code, equations, visualizations and narrative text.

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    <sub>Awesome Jupyter is proudly supported by our sponsor:</sub>
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    <b>Deepnote is a collaborative data science notebook built for teams.</b>
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## Contents

- Runtimes/Frontends
- Collaboration/Education
- Visualization
- Tables
- Rendering/Publishing/Conversion
- Version Control
- JupyterLab Extensions
- Testing
- Domain-Specific Projects
- Hosted Notebook Solutions
- Official Resources and Documentation
- Community Resources
- Articles/Guides/Tutorials
- Contributing

## Runtimes/Frontends

- Beaker - Development environment with seamless data transmission from one language to another.
- docker-stacks - Hierarchical stacks of ready-to-run Jupyter applications in Docker.
- Guild AI - Execute notebooks as experiments to capture and compare results over time.
- Hydrogen - Run code inline in Atom using Jupyter kernels.
- Jupyter Notebook - Main Jupyter notebook runtime.
- JupyterHub - Multi-user server for Jupyter.
- JupyterLab - JupyterLab is the next generation user interface for Jupyter.
- JupyterLab Desktop - A desktop application for JupyterLab, based on Electron.
- JupyterWith - Nix-based framework for the definition of declarative and reproducible Jupyter environments.
- kaggle/docker-python - Kaggle Python docker image that includes datasets and packages.
- ML Workspace - Docker image that includes Jupyter(Lab) and various packages for data science/machine learning.
- nteract - Native desktop notebook frontend.
- Panel - Notebooks as static files or interactive and standalone server-/client-side (via pyodide) apps.
- PaneLite - A distribution of JupyterLite that works with Panel and the HoloViz ecosystem.
- Stencila - Native desktop notebook frontend.
- Visual Studio Code - Native desktop notebook frontend.
- voila - Notebooks as interactive standalone web applications.

## Collaboration/Education

- callgraph - Magic to display a function call graph.
- IllumiDesk - Docker-based JupyterHub + LTI + nbgrader distribution for education.
- IPythonBlocks - Practice Python with colored grids in Jupyter.
- jupyter-drive - Google drive for Jupyter.
- jupyter-edx-grader-xblock - Auto-grade a student assignment created as a Jupyter notebook and write the score in the Open edX gradebook.
- jupyter-viewer-xblock - Fetch and display part of, or an entire Jupyter Notebook in an Open edX XBlock.
- jupyterquiz - An interactive quiz generator for Jupyter notebooks and Jupyter Book.
- LTI Launch JupyterHub Authenticator - Authentication via Edx.
- nbautoeval - Create auto-evaluated exercises.
- nbgitpuller - Sync a git repository one-way to a local path.
- nbgrader - Assigning and grading of Jupyter notebooks.
- nbtutor - Visualize Python code execution (line-by-line).

## Visualization

- Altair - Declarative visualization library for Python, based on Vega and Vega-Lite.
- anywidget - A Python library that simplifies creating and publishing custom Jupyter widgets.
- Bokeh - Interactive visualization library that targets modern web browsers for presentation.
- bqplot - Grammar of Graphics-based interactive plotting framework for Jupyter.
- Evidently - Interactive reports to analyze machine learning models during validation or production monitoring.
- hvplot - A familiar and high-level API for data exploration and visualization in Jupyter.
- ipychart - Interactive Chart.js plots in Jupyter.
- ipycytoscape - Widget for interactive graph visualization in Jupyter using cytoscape.js.
- ipydagred3 - ipywidgets library for drawing directed acyclic graphs in jupyterlab using dagre-d3.
- ipyleaflet - Interactive visualization library for Leaflet.js maps in Jupyter notebooks.
- IPySigma - Prototype network visualization frontend for Jupyter notebooks.
- ipytree - Tree UI element for Jupyter.
- ipyvizzu - Animated data storytelling tool.
- ipyvolume - 3D plotting for Python in Jupyter based on widgets and WebGL.
- ipywebrtc - Video/Audio streaming in Jupyter.
- ipywidgets - UI widgets for Jupyter.
- itk-jupyter-widgets - Interactive widgets to visualize images in 2D and 3D.
- jp_doodle - Infrastructure for building special purpose interactive diagrams in 2D and 3D.
- jupyter-gmaps - Interactive visualization library for Google Maps in Jupyter notebooks.
- jupyter-manim - Display manim (Mathematical Animation Engine) videos or GIFs in Jupyter notebooks.
- lux - Recommends a set of visualizations whenever a dataframe is printed in a notebook.
- mpld3 - Combining Matplotlib and D3js for interactive data visualizations.
- pd-replicator - Copy a pandas DataFrame to the clipboard with one click.
- Perspective - Data visualization and analytics component, especially for large/streaming datasets.
- pyecharts - Python interface for the ECharts visualization library.
- pythreejs - Python / ThreeJS bridge utilizing the Jupyter widget infrastructure.
- tqdm - Fast, extensible progress bar for loops and iterables.
- tributary - Python data streams with Jupyter support.
- xleaflet - C++ Backend for ipyleaflet.
- xwebrtc - C++ Backend for ipywebrtc.
- xwidgets - C++ Backend for ipywidgets.

## Tables

- buckaroo - GUI Data Wrangling tool for Jupyter and pandas.
- ipyaggrid - The power of ag-Grid in Jupyter.
- ipydatagrid - Fast datagrid widget for Jupyter.
- ipyregulartable - High performance, editable, stylable datagrids in Jupyter.
- ipysheet - Interactive spreadsheets in Jupyter.
- ITables - Pandas and Polars DataFrames rendered as interactive datatables-net tables.
- Qgrid - Interactive grid for sorting, filtering, and editing DataFrames in Jupyter.

## Rendering/Publishing/Conversion

- Binder - Turn a GitHub repo into a collection of interactive notebooks.
- Bookbook - Bookbook converts a set of notebooks in a directory to HTML or PDF, preserving cross references within and between notebooks.
- ContainDS Dashboards - JupyterHub extension to host authenticated scripts or notebooks in any framework (Voilà, Streamlit, Plotly Dash etc).
- Ganimede - Store, version, edit and execute notebooks in sandboxes and integrate them directly via REST interfaces.
- Jupyter Book - Build publication-quality books and documents from computational material.
- jupyterlab_nbconvert_nocode - NBConvert exporters for PDF/HTML export without code cells.
- Jupytext - Convert and synchronize notebooks with text formats (e.g. Python or Markdown files) that work well under version control.
- jut - CLI to nicely display notebooks in the terminal.
- Kapitsa - CLI to search local Jupyter notebooks.
- Mercury - Convert notebooks into web applications.
- nbconvert - Convert notebooks to other formats.
- nbdev - Develop, package and distribute Python packages to PyPI using Jupyter as a Literate Programing environment.
- nbflow - One-button reproducible workflows with Jupyter and Scons.
- nbinteract - Create interactive webpages from Jupyter notebooks.
- nbscan - Search for and print cells contents of Jupyter notebooks.
- Nikola - Static Site Generator that converts notebooks into websites.
- notedown - Convert Jupyter notebooks to markdown (and back).
- Papermill - Tool for parameterizing, executing, and analyzing Jupyter notebooks.
- Ploomber - Run a collection of notebooks and scripts in a reproducible manner using a `pipeline.yaml` file.
- pynb - Jupyter Notebooks as plain Python code with embedded Markdown text.
- RISE - Reveal.js Jupyter/IPython Slideshow.
- rst2ipynb - Convert standalone reStructuredText files to Jupyter notebook file.
- Voila - Rendering of live Jupyter Notebooks with interactive widgets, allowing dashboarding based on Jupyter Notebooks.

## Version Control

- databooks - A command-line utility that eases versioning and sharing of notebooks.
- git - Extension for git integration.
- jupyter-nbrequirements - Dependency management and optimization in Jupyter Notebooks.
- nbdime - Tools for diffing and merging of Jupyter notebooks.
- nbQA - Run any standard Python code quality tool on a Jupyter Notebook, from the command-line or via pre-commit.
- Neptune - Version, manage and share notebook checkpoints in your projects.
- ReviewNB - Code reviews for Jupyter Notebooks.

## JupyterLab Extensions

- amphi-etl - Low-code ETL extension for Jupyterlab.
- celltags - Extension to organise and execute notebooks using cell tags.
- code_formatter - A universal code formatter.
- debugger - A visual debugger for Jupyter notebooks, consoles, and source files.
- drawio - Extension that displays drawio/mxgraph diagrams.
- elyra - A visual editor for creating and running notebook (or Python script) pipelines locally or remotely.
- genv - Extension for managing GPU environments in JupyterLab.
- go-to-definition - Extension for navigating to the definition of a variable or function in JupyterLab.
- google-drive - Extension for Google Drive integration.
- jupyter-ai - Work with generative AIs (wide range of models supported) as a conversational assistant in JupyterLab.
- jupyter-fs - A filesystem-like content manager for multiple backends in Jupyter.
- jupyter-notify - Cell magic for browser notification of cell completion.
- jupyter-panel-proxy - Automatically serve notebooks as Panel data apps at the `/panel` endpoint of your Jupyter server.
- jupyter-stack-trace - Click on the stack trace to open the respective file or a Google search.
- jupyterlab-executor - Extension to execute scripts from the Jupyterlab file browser.
- jupyterlab-kyso - Extension to publish notebooks to the Kyso platform from Jupyterlab.
- jupyterlab-notifications - Customizable notebook cell completion browser notifications for JupyterLab.
- jupyterlab-tensorboard-pro - TensorBoard support for JupyterLab.
- jupyterlab_autoversion - Automatically version notebooks in JupyterLab.
- jupyterlab_commands - Add arbitrary python commands to the JupyterLab command palette.
- jupyterlab_email - Email notebooks and their content from within JupyterLab.
- jupyterlab_iframe - View HTML as an embedded iframe in JupyterLab.
- jupyterlab_miami_nights - Combination of VS Code’s SynthWave ’84 and JupyterLab’s Neon Night themes.
- jupyterlab_templates - Notebook templates in JupyterLab.
- latex - Extension for live editing of LaTeX documents.
- lineapy - Extension for transforming messy Jupyter notebooks to production-ready pipelines with two lines of code.
- lsp - IDE-like features (code navigation, hover suggestions, linters, diagnostics, kernel-less autocompletion etc.)
- nb_black - Extension to keep Python code automatically formatted using black.
- python-bytecode - Explore CPython Bytecode in JupyterLab.
- quickopen - Quickly open a file in JupyterLab by typing part of its name.
- shortcutui - An extension for managing keyboard shortcuts.
- sidecar - A sidecar output widget for JupyterLab.
- sql - SQL GUI for JupyterLab.
- stickyland - Break the linear presentation of notebooks with sticky cells.
- system-monitor - Extension to display system metrics.
- tabnine - Tabnine AI auto completer extension.
- theme-darcula - A handsome Darcula theme for Jupyterlab.
- toc - Extension that provides a table of contents for notebooks.
- topbar - Top Bar extension for JupyterLab.
- variableinspector - Variable inspector extension that shows variables and their values.
- vim - Vim notebook cell bindings.
- voyager - Extension to view CSV and JSON data in Voyager.

## Testing

- ipytest - Test runner for running unit tests from within a notebook.
- nbcelltests - Cell-by-cell testing for notebooks in Jupyter.
- nbval - Py.test plugin for validating Jupyter notebooks.
- nosebook - Nose plugin for finding and running IPython notebooks as nose tests.
- sphinxcontrib-jupyter - Sphinx extension for generating Jupyter notebooks.
- treebeard - GitHub Action for testing/scheduling Jupyter notebooks.
- treon - Easy-to-use test framework for Jupyter Notebooks.

## Domain-Specific Projects

- ArcGIS - Library for working with maps and geospatial data, powered by web GIS.
- GenePattern Notebook - Integrating Genomic Analysis with Interactive Notebooks.
- GeoNotebook - Extension for exploratory geospatial analysis.
- Jupylet - Create 2D and 3D games, graphics, live music and sound interactively in a Jupyter notebook.
- keplergl - Jupyter extension for visual exploration of large-scale geolocation data sets.
- lolviz - Data-structure visualization tool for lists of lists, lists, dictionaries.
- Quantopian Notebooks - Jupyter-based platform for financial research.
- vpython-jupyter - VPython 3D engine running in a Jupyter notebook.
- xontrib-jupyter - Jupyter kernel for xonsh, a Python-powered, cross-platform, Unix-gazing shell language.

## Hosted Notebook Solutions

- Anaconda Enterprise - Multi-user collaboration and one-click deployment of models, notebooks, and dashboards.
- Azure Notebooks - Jupyter notebooks running in the cloud on Microsoft Azure.
- CoCalc - Notebooks with 17 supported kernel types, course management, LaTeX document authoring, simultaneous document editing and integration with the SageMath computer algebra system.
- DataBlogs - DataBlogs is an open-source data journalism platform that converts Jupyter notebooks into published articles on the web.
- DataCamp Workspace - Jupyter-backed data science notebooks with built-in collaboration and publishing functionality.
- Deepnote - Jupyter-compatible data science notebook with real-time collaboration, versioning and easy deployment.
- Domino Data Lab - Data science platform with integrated collaboration tools, environment management and compute grid.
- Google Cloud AI Platform Notebooks - Managed JupyterLab notebook instances configured with GPU-enabled machine learning frameworks on Google Cloud Platform.
- Google Cloud Dataproc Jupyter component - Jupyter and JupyterLab for Apache Spark using Google Cloud Dataproc.
- Google Colaboratory - Cloud-based Jupyter environment aimed at machine learning education and research.
- Kyso - Data science platform to publish and share Jupyter notebooks as data blogs and web applications.
- Mineo.app - Data Ops platform with Jupyter-compatible notebooks, no code blocks, and support for creating dashboards.
- Naas - JupyterLab environment with magic scheduling/notification functionality and assets/dependency/secrets management.
- Noteable - Noteable is a collaborative notebook to combine code (SQL, Python & R) and interactive visualizations.
- Paperspace Gradient - A Jupyter-backed data science IDE with accelerated hardware (GPUs) and MLOps functionality.
- PAWS - Jupyter notebook deployment customized for interacting with Wikimedia wikis.
- Pinggy - Create a tunnel to your Jupyter instance even if it is behind a firewall or NAT.
- qBraid Lab - JupyterLab deployment providing curated software tools and integrations for quantum computing.
- Saturn Cloud - Move your data science team into the cloud without having to switch tools.

## Official Resources and Documentation

- Jupyter documentation
- Jupyter kernels - List of all programming languages available as Jupyter kernels.
- JupyterLab documentation
- Making kernels for Jupyter
- Try Jupyter - Try Jupyter in your browser.

## Community Resources

- Conference Talks - PyVideo.org, JupyterCon
- GitHub - Search: jupyter
- GitHub - Topics: jupyter, jupyter-kernels, jupyter-notebook, jupyterhub, jupyterlab, jupyterlab-extension
- Gitter - Jupyter Gitter Chatroom
- jupyter-map - Map of university institutions that use Jupyter.
- kandi Kits Topic - Discover popular Jupyter libraries, top authors, trending project kits, discussions, tutorials & learning resources.
- Mailing Lists - Jupyter General Mailing List, Jupyter in Education Mailing List
- PyPI - `Framework :: Jupyter` is the PyPI trove classifier for Jupyter projects.
- Reddit - Subreddits: r/IPython, r/Jupyter/
- Stack Overflow - Tags: jupyter, jupyter-notebook

## Articles/Guides/Tutorials

- Exploratory computing with Python - Collection of notebooks covering scientific computing.
- How to Grow Neat Software Architecture out of Jupyter Notebooks - Article and video about growing a neat software architecture from notebooks.
- Install and run a Jupyter notebook in a Google Cloud Dataproc cluster
- Interactive Web Plotting with Bokeh
- Jupyter Notebook Extensions
- Jupyter Notebook Themes
- Jupyter tips, tricks and shortcuts
- JupyterLab - Your Personal Data Science Workbench - Talk about JupyterLab at Full Stack Quants London.
- Lectures on scientific computing with Python
- List of Jupyter notebooks
- List of Jupyter notebooks II
- pytudes - List of Jupyter Notebooks by Peter Norvig.
- ResGuides: research with Jupyter
- Sharing Jupyter Notebooks from localhost - Sharing Jupyter Notebooks from localhost.
- The Littlest JupyterHub - JupyterHub distribution for 1-50 users on a single server; more lightweight than the Zero to JupyterHub setup.
- Zero to JupyterHub - Tutorial to help install and manage JupyterHub.

## Contributing

Your contributions are always welcome! Please take a look at the contribution guidelines first.

jupyter.md Github