# \#reproducibility

**URL:** https://discourse.jupyter.org/tag/reproducibility/23.md

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## [Some tips and tools for maintaining reproducibility in scientific workflows that use Jupyter notebooks](https://discourse.jupyter.org/t/some-tips-and-tools-for-maintaining-reproducibility-in-scientific-workflows-that-use-jupyter-notebooks/36586)

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**Author:** [@petebachant](https://discourse.jupyter.org/u/petebachant)\
**Replies:** 8\
**Last updated:** [July 29, 2025, 1:22pm UTC](https://discourse.jupyter.org/t/some-tips-and-tools-for-maintaining-reproducibility-in-scientific-workflows-that-use-jupyter-notebooks/36586 "2025-07-29T13:22:04Z")

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I wanted to share some stuff I’ve built and lessons learned regarding the use of Jupyter notebooks as part of a larger research project. Namely, how to keep things reproducible (with a single command) while retaining the…

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## [A Large-scale Study about Quality and Reproducibility of Jupyter Notebooks](https://discourse.jupyter.org/t/a-large-scale-study-about-quality-and-reproducibility-of-jupyter-notebooks/1360)

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**Author:** [@minrk](https://discourse.jupyter.org/u/minrk)\
**Replies:** 2\
**Last updated:** [December 17, 2024, 11:30am UTC](https://discourse.jupyter.org/t/a-large-scale-study-about-quality-and-reproducibility-of-jupyter-notebooks/1360 "2024-12-17T11:30:50Z")

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Some folks at UFF, NYU did a study of the reproducibility of notebooks found on GitHub. Highlighted data points: 1.4M notebooks found in 264k repos. 864k notebooks executed with 24% completing without errors and 4% prod…

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## [I created a Jupyter cell magic that allows you to use a notebook cell as a DVC pipeline stage](https://discourse.jupyter.org/t/i-created-a-jupyter-cell-magic-that-allows-you-to-use-a-notebook-cell-as-a-dvc-pipeline-stage/30565)

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**Author:** [@petebachant](https://discourse.jupyter.org/u/petebachant)\
**Replies:** 0\
**Last updated:** [December 1, 2024, 1:43pm UTC](https://discourse.jupyter.org/t/i-created-a-jupyter-cell-magic-that-allows-you-to-use-a-notebook-cell-as-a-dvc-pipeline-stage/30565 "2024-12-01T13:43:48Z")

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I’ve been working on a tool to help make it easier to work reproducibly, and despite their strengths, there are definitely some traps one can fall into using a Jupyter notebook as a pipeline. So I created this cell magic…

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## [Guix-Jupyter 0.3.0 released: a kernel for self-contained, reproducible notebooks](https://discourse.jupyter.org/t/guix-jupyter-0-3-0-released-a-kernel-for-self-contained-reproducible-notebooks/30104)

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**Author:** [@civodul](https://discourse.jupyter.org/u/civodul)\
**Replies:** 0\
**Last updated:** [November 14, 2024, 3:11pm UTC](https://discourse.jupyter.org/t/guix-jupyter-0-3-0-released-a-kernel-for-self-contained-reproducible-notebooks/30104 "2024-11-14T15:11:22Z")

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I’m glad to announce version 0.3.0 of Guix-Jupyter, the Jupyter kernel that builds upon Guix to deploy the execution environment of notebooks in a reproducible fashion: https://hpc.guix.info/blog/2024/11/guix-jupyter-0.…

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## [TLJH Jupyterhub randomly times out](https://discourse.jupyter.org/t/tljh-jupyterhub-randomly-times-out/15977)

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**Author:** [@boeh-da](https://discourse.jupyter.org/u/boeh-da)\
**Replies:** 1\
**Last updated:** [September 29, 2022, 6:33am UTC](https://discourse.jupyter.org/t/tljh-jupyterhub-randomly-times-out/15977 "2022-09-29T06:33:57Z")

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Hello everyone! Problem: Our jupyterhub “randomly” times out. We can not reliably reproduce the error. High user numbers force the error more often than not. But sometimes it runs fine with 70 useres / sometimes it cras…

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## [PyPI time machine](https://discourse.jupyter.org/t/pypi-time-machine/1632)

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**Author:** [@minrk](https://discourse.jupyter.org/u/minrk)\
**Replies:** 0\
**Last updated:** [July 11, 2019, 7:10am UTC](https://discourse.jupyter.org/t/pypi-time-machine/1632 "2019-07-11T07:10:41Z")

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PyPI time machine is a cool new tool for freezing PyPI in time, like repo2docker does with CRAN. This might be useful for more reproducible requirements.txt builds. Not sure exactly how to integrate it, but worth consi…

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## [Call for reproducible papers for the ReproHack series](https://discourse.jupyter.org/t/call-for-reproducible-papers-for-the-reprohack-series/1432)

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**Author:** [@annakrystalli](https://discourse.jupyter.org/u/annakrystalli)\
**Replies:** 0\
**Last updated:** [June 21, 2019, 2:20pm UTC](https://discourse.jupyter.org/t/call-for-reproducible-papers-for-the-reprohack-series/1432 "2019-06-21T14:20:23Z")

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Hello all! just wanted to drop a note about an event series that might be of interest to this community, Over the next 15 months I will be running a series of ReproHacks, one-day hands-on reproducibility hackathons supp…