【Jupyter】最棒的Jupyter

很棒的 Jupyter 项目、库和资源的精选列表。 Jupyter 是一个开源 Web 应用程序，允许您创建和共享包含实时代码、方程式、可视化和叙述性文本的文档。

Contents

• Runtimes/Frontends
• Collaboration/Education
• Visualization
• 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.
• 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.
• 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.
• 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.
• 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.
• 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.
• ipyregulartable - High performance, editable, stylable datagrids in Jupyter.
• ipysheet - Interactive spreadsheets in Jupyter.
• IPySigma - Prototype network visualization frontend for Jupyter notebooks.
• ipytree - Tree UI element for Jupyter.
• 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.
• Qgrid - Interactive grid for sorting, filtering, and editing DataFrames in Jupyter notebooks.
• 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.

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.
• 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

• 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.
• go-to-definition - Extension for navigating to the definition of a variable or function in JupyterLab.
• google-drive - Extension for Google Drive integration.
• jupyter-fs - A filesystem-like content manager for multiple backends in Jupyter.
• jupyter-notify - Cell magic for browser notification of cell completion.
• 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_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.
• 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.

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.
• DataScience.com - Platform for enterprise data science.
• 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.
• Gryd - Simple, managed, ready-to-use, cloud based Jupyter notebooks supporting multiple languages.
• Kyso - Data science platform to publish and share Jupyter notebooks as data blogs and web applications.
• Naas - JupyterLab environment with magic scheduling/notification functionaltiy and assets/dependency/secrets management.
• 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.
• RMOTR Notebooks - JupyterLab-based data science environment in the cloud.
• Spell.run - End-to-end platform for machine learning and deep learning.

Official Resources and 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.
• 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
• 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.

原文：https://github.com/markusschanta/awesome-jupyter