Top 23 Jupyter Open-Source Projects
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Project mention: Need to understand and simplify this function that converts a video with ffmpeg while showing a progress bar? | reddit.com/r/learnpython | 2022-06-05
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homemade-machine-learning
🤖 Python examples of popular machine learning algorithms with interactive Jupyter demos and math being explained
Project mention: Python examples of popular machine learning algorithms with interactive Jupyter demos and math being explained | reddit.com/r/MachineLearning | 2021-10-27 -
Scout APM
Less time debugging, more time building. Scout APM allows you to find and fix performance issues with no hassle. Now with error monitoring and external services monitoring, Scout is a developer's best friend when it comes to application development.
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This is an older example, i found on github here
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ipython
Official repository for IPython itself. Other repos in the IPython organization contain things like the website, documentation builds, etc.
Do you know IPython? It is a modern Python console that extends the capabilities of the classic builtin Python shell by offering introspection, tab completion, syntaxing coloring, as well as history. If you don't know it, I can't recommend it enough. More information can be found in its GitHub page.
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Project mention: JupyterHub server vs remote kernel: handle VPN drops for long-running notebooks | reddit.com/r/JupyterNotebooks | 2022-05-06
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SonarQube
Static code analysis for 29 languages.. Your projects are multi-language. So is SonarQube analysis. Find Bugs, Vulnerabilities, Security Hotspots, and Code Smells so you can release quality code every time. Get started analyzing your projects today for free.
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Project mention: ⚙️ Data Science Cheat Sheets: A collection of cheat sheets for #DataScience and problem solving. h/t @Sauain | reddit.com/r/policerewired | 2021-10-01
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Project mention: Someone sends you 1M rows of data, what tools do you use to analyze it? | reddit.com/r/BusinessIntelligence | 2022-05-25
With Pandas Profiling
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Project mention: How to use Jupyter notebooks in a conda environment? | reddit.com/r/codehunter | 2022-05-09
As it seems, this is not quite straight forward and manyusers have similar troubles.
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Project mention: How would Jupyter Notebook look like if created by Apple? | reddit.com/r/Python | 2022-06-08
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FROM ubuntu:20.04 LABEL maintainer="PhysicsReplicatorAI " ARG NB_USER="coqui_user" \ NB_UID="1000" \ NB_GID="100" USER root ENV DEBIAN_FRONTEND=noninteractive \ TERM=xterm \ TZ=America/New_York # -------------------------------------------------------------------------------- # Update/Install the basics # -------------------------------------------------------------------------------- RUN apt-get update -y && \ apt-get install -y --no-install-recommends \ sudo locales apt-utils g++ libsndfile1-dev && \ apt-get -y clean autoclean && \ apt-get -y autoremove --purge && \ echo "en_US.UTF-8 UTF-8" > /etc/locale.gen && \ locale-gen # -------------------------------------------------------------------------------- # Configure environment # -------------------------------------------------------------------------------- ENV SHELL=/bin/bash \ NB_USER="${NB_USER}" \ NB_UID=${NB_UID} \ NB_GID=${NB_GID} \ LC_ALL=en_US.UTF-8 \ LANG=en_US.UTF-8 \ LANGUAGE=en_US.UTF-8 \ PATH="/home/${NB_USER}/.local/bin:${PATH}" \ HOME="/home/${NB_USER}" # -------------------------------------------------------------------------------- # Create coqui_user # User creation method/pattern obtained from: # https://github.com/jupyter/docker-stacks/blob/master/base-notebook/Dockerfile # -------------------------------------------------------------------------------- COPY fix-permissions /usr/local/bin/fix-permissions RUN chmod a+rx /usr/local/bin/fix-permissions && \ sed -i 's/^#force_color_prompt=yes/force_color_prompt=yes/' /etc/skel/.bashrc && \ echo "auth requisite pam_deny.so" >> /etc/pam.d/su && \ sed -i.bak -e 's/^%admin/#%admin/' /etc/sudoers && \ sed -i.bak -e 's/^%sudo/#%sudo/' /etc/sudoers && \ useradd -l -m -s /bin/bash -N -u "${NB_UID}" "${NB_USER}" && \ chmod g+w /etc/passwd && \ fix-permissions "${HOME}" && \ cd "${HOME}" && \ apt-get install -y --no-install-recommends python3-dev python3-pip && \ apt-get -y autoclean && \ apt-get -y autoremove --purge && \ apt-get -y purge $(dpkg --get-selections | grep deinstall | sed s/deinstall//g) && \ rm -rf /var/lib/apt/lists/* /tmp/* /var/tmp/* # -------------------------------------------------------------------------------- # Install TTS # -------------------------------------------------------------------------------- USER ${NB_UID} RUN fix-permissions "${HOME}" && \ python3 -m pip install --no-cache-dir --upgrade TTS && \ rm -rf /var/lib/apt/lists/* /tmp/* /var/tmp/* EXPOSE 5002 ENTRYPOINT ["tts-server"]
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wowchemy-hugo-themes
🔥 Hugo website builder, Hugo themes & Hugo CMS. No code, build with widgets! 创建在线课程，学术简历或初创网站。
Project mention: wowchemy-hugo-themes VS ough-hugo - a user suggested alternative | libhunt.com/r/wowchemy-hugo-themes | 2022-04-19 -
I found an image though, though there's some setup involved: https://github.com/ufoym/deepo
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Project mention: Learn data science step by step in 6 months😉 | reddit.com/r/Datewithdata | 2022-05-03
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papermill - similar to nbconvert with parametrization, and intergration for cloud storages
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perspective
A data visualization and analytics component, especially well-suited for large and/or streaming datasets.
Project mention: Building a web application with Rust and WebAssembly | news.ycombinator.com | 2022-06-15I wrote a medium-sized Rust web component with Yew, https://github.com/finos/perspective . I chose Rust/Yew for circumstances unique to my use case (a core data engine already in WASM/C++), and with some prior experience in both web and Rust. It's more complex than Typescript/React development for sure, but I also found it surprisingly capable/comprehensive once you've learned Rust itself, there's very little consolation in the Yew web app development experience outside of the complexity of Rust, and the application model is quite similar to React (wrt to markup in Rust source). It's also quite helpful (in my case) that contributors can work on data-engine and user experience features in the same language,
If traditional JavaScript web app development fits your needs, I don't think Rust/Yew makes a compelling case - but in the presence of other performance-abusive requirements, it's a viable web app platform as well.
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Project mention: PyScript-Flask integration POC for Data Scientists | reddit.com/r/datascience | 2022-05-03
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Project mention: Mito – Excel-like interface for Pandas dataframes in Jupyter notebook | news.ycombinator.com | 2022-05-20
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hydrogen
:atom: Run code interactively, inspect data, and plot. All the power of Jupyter kernels, inside your favorite text editor. (by nteract)
I personally found Atom + Hydrogen [0] to be the most productive interactive Python environment I've ever used. I really want to see VSCode adopt some way to run a Jupyter kernel for a Python file (with a notebook UI) and have rich results in line with the code (i.e. not a terminal output off to the right side of the screen).
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Index
What are some of the best open-source Jupyter projects? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | tqdm | 22,314 |
| 2 | homemade-machine-learning | 19,409 |
| 3 | dash | 16,753 |
| 4 | bokeh | 16,435 |
| 5 | ipython | 15,411 |
| 6 | JupyterLab | 12,139 |
| 7 | kubeflow | 11,635 |
| 8 | ds-cheatsheets | 10,661 |
| 9 | PRML | 10,593 |
| 10 | pandas-profiling | 9,173 |
| 11 | notebook | 9,167 |
| 12 | jupyter-themes | 9,149 |
| 13 | docker-stacks | 6,730 |
| 14 | wowchemy-hugo-themes | 6,530 |
| 15 | deepo | 6,235 |
| 16 | nteract | 5,837 |
| 17 | py | 5,064 |
| 18 | papermill | 4,761 |
| 19 | perspective | 4,656 |
| 20 | voila | 4,180 |
| 21 | lux | 4,041 |
| 22 | hydrogen | 3,807 |
| 23 | bqplot | 3,314 |
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