Credits๏ƒ

The code, documentation, and support channels are written, maintained, and developed by Simon Nilsson with help from the community.

Jia Jie ChoongJia Jie Choong@inoejj Nastacia GoodwinNastacia Goodwin@goodwinnastacia Simon NilssonSimon Nilsson@sronilsson Sophia HwangSophia Hwang@sophihwang26 Aasiya IslamAasiya Islam@aasiya-islam Sam Golden LabSam Golden Lab@sgoldenlab

SimBA by the numbers (current release · July 2026)

195.0Klines of Pythonacross 826 modules
660classes
4,293functions & methods
33.9Kdocstring lines≈17% of all Python lines
209docs, tutorials & notebooks69 pages · 98 tutorials · 42 notebooks
2019in active developmentfirst commit Sep 2019 · ~6 years

counted from the current release (HEAD) · Python source, docstrings & documentation sources · July 2026

GitHub contributors๏ƒ

SimBA is shaped by everyone who has contributed code on GitHub. The chart and list below show contributors on the sgoldenlab/simba repository by the lines of code changed (additions + deletions, linear scale) since December 2020, with each contributorโ€™s commit count shown alongside. Hover a bar for the contributorโ€™s GitHub card. Line counts are aggregated from the local git history and the chart is regenerated automatically every time these docs are built.

Lines changed since Dec 2020 (added + removed ยท linear)

@sronilsson4.8M3,860 commits ยท latest Jul 2026@sronilsson@sronilsson4.8M lines changed ยท +2.6M / โˆ’2.2M ยท 3,860 commits, latest 2026-07-12 @sgoldenlab62K272 commits ยท latest Jun 2023@sgoldenlab@sgoldenlab62K lines changed ยท +56K / โˆ’6.2K ยท 272 commits, latest 2023-06-09 @tzukpolinsky1.7K8 commits ยท latest Oct 2023@tzukpolinsky@tzukpolinsky1.7K lines changed ยท +1.2K / โˆ’427 ยท 8 commits, latest 2023-10-24 @inoejj1.3K18 commits ยท latest Nov 2023@inoejj@inoejj1.3K lines changed ยท +1.1K / โˆ’213 ยท 18 commits, latest 2023-11-26 @aasiya-islam67641 commits ยท latest Jul 2021@aasiya-islam@aasiya-islam676 lines changed ยท +488 / โˆ’188 ยท 41 commits, latest 2021-07-23 @JensBlack4051 commit ยท latest Mar 2021@JensBlack@JensBlack405 lines changed ยท +405 / โˆ’0 ยท 1 commit, latest 2021-03-26 @florianduclot1003 commits ยท latest Oct 2025@florianduclot@florianduclot100 lines changed ยท +65 / โˆ’35 ยท 3 commits, latest 2025-10-11 @justinshenk483 commits ยท latest May 2021@justinshenk@justinshenk48 lines changed ยท +29 / โˆ’19 ยท 3 commits, latest 2021-05-27 @goodwinnastacia282 commits ยท latest Mar 2023@goodwinnastacia@goodwinnastacia28 lines changed ยท +20 / โˆ’8 ยท 2 commits, latest 2023-03-24 @Toshea111262 commits ยท latest Nov 2022@Toshea111@Toshea11126 lines changed ยท +13 / โˆ’13 ยท 2 commits, latest 2022-11-22 @actions-user0none since Dec 2020@actions-user@actions-user0 lines changed ยท +0 / โˆ’0 ยท 0 commits @sophihwang260none since Dec 2020@sophihwang26@sophihwang260 lines changed ยท +0 / โˆ’0 ยท 0 commits

bar & bold number = lines changed (added + removed) since Dec 2020 ยท linear scale ยท commits & latest at right ยท July 2026

Authorship of the current release (git blame ยท % of lines in HEAD)

@sronilsson99.7%194,357 lines@sronilsson@sronilsson99.7% of current source ยท 194,357 lines in HEAD @tzukpolinsky0.3%593 lines@tzukpolinsky@tzukpolinsky0.3% of current source ยท 593 lines in HEAD @florianduclot0.0%12 lines@florianduclot@florianduclot0.0% of current source ยท 12 lines in HEAD @sgoldenlab0.0%no surviving lines@sgoldenlab@sgoldenlab0.0% of current source ยท 0 lines in HEAD @aasiya-islam0.0%no surviving lines@aasiya-islam@aasiya-islam0.0% of current source ยท 0 lines in HEAD @inoejj0.0%no surviving lines@inoejj@inoejj0.0% of current source ยท 0 lines in HEAD @actions-user0.0%no surviving lines@actions-user@actions-user0.0% of current source ยท 0 lines in HEAD @sophihwang260.0%no surviving lines@sophihwang26@sophihwang260.0% of current source ยท 0 lines in HEAD @justinshenk0.0%no surviving lines@justinshenk@justinshenk0.0% of current source ยท 0 lines in HEAD @goodwinnastacia0.0%no surviving lines@goodwinnastacia@goodwinnastacia0.0% of current source ยท 0 lines in HEAD @Toshea1110.0%no surviving lines@Toshea111@Toshea1110.0% of current source ยท 0 lines in HEAD @JensBlack0.0%no surviving lines@JensBlack@JensBlack0.0% of current source ยท 0 lines in HEAD

bar & bold number = share of the current simba Python source owned in git blame ยท 195K lines total ยท July 2026

Commits per month since Dec 2020 (stacked by contributor)

3190@sgoldenlab ยท 2020-12: 73 commits2021@sronilsson ยท 2021-01: 33 commits@sgoldenlab ยท 2021-01: 39 commits@sronilsson ยท 2021-02: 1 commits@sgoldenlab ยท 2021-02: 41 commits@sronilsson ยท 2021-03: 33 commits@sgoldenlab ยท 2021-03: 22 commits@inoejj ยท 2021-03: 5 commits@JensBlack ยท 2021-03: 1 commits@sronilsson ยท 2021-04: 8 commits@sgoldenlab ยท 2021-04: 7 commits@sronilsson ยท 2021-05: 5 commits@sgoldenlab ยท 2021-05: 17 commits@justinshenk ยท 2021-05: 3 commits@sronilsson ยท 2021-06: 12 commits@sgoldenlab ยท 2021-06: 2 commits@aasiya-islam ยท 2021-06: 9 commits@inoejj ยท 2021-06: 1 commits@sronilsson ยท 2021-07: 34 commits@sgoldenlab ยท 2021-07: 2 commits@aasiya-islam ยท 2021-07: 32 commits@inoejj ยท 2021-07: 3 commits@sronilsson ยท 2021-08: 18 commits@sgoldenlab ยท 2021-08: 3 commits@sronilsson ยท 2021-09: 8 commits@sronilsson ยท 2021-10: 29 commits@sgoldenlab ยท 2021-10: 11 commits@sronilsson ยท 2021-11: 1 commits@sgoldenlab ยท 2021-11: 11 commits2022@sronilsson ยท 2022-01: 4 commits@sgoldenlab ยท 2022-01: 1 commits@sronilsson ยท 2022-02: 4 commits@sgoldenlab ยท 2022-03: 13 commits@sronilsson ยท 2022-04: 9 commits@sgoldenlab ยท 2022-04: 1 commits@sronilsson ยท 2022-05: 23 commits@sgoldenlab ยท 2022-05: 11 commits@sronilsson ยท 2022-06: 11 commits@sgoldenlab ยท 2022-06: 2 commits@sronilsson ยท 2022-07: 30 commits@sgoldenlab ยท 2022-07: 1 commits@sronilsson ยท 2022-08: 23 commits@sronilsson ยท 2022-09: 142 commits@inoejj ยท 2022-09: 1 commits@goodwinnastacia ยท 2022-09: 1 commits@sronilsson ยท 2022-10: 52 commits@sronilsson ยท 2022-11: 75 commits@Toshea111 ยท 2022-11: 2 commits@sronilsson ยท 2022-12: 9 commits2023@sronilsson ยท 2023-01: 61 commits@sronilsson ยท 2023-02: 106 commits@sronilsson ยท 2023-03: 96 commits@goodwinnastacia ยท 2023-03: 1 commits@sronilsson ยท 2023-04: 49 commits@sronilsson ยท 2023-05: 315 commits@sgoldenlab ยท 2023-05: 2 commits@florianduclot ยท 2023-05: 2 commits@sronilsson ยท 2023-06: 109 commits@sgoldenlab ยท 2023-06: 13 commits@inoejj ยท 2023-06: 5 commits@sronilsson ยท 2023-07: 62 commits@sronilsson ยท 2023-08: 196 commits@sronilsson ยท 2023-09: 88 commits@tzukpolinsky ยท 2023-09: 2 commits@sronilsson ยท 2023-10: 134 commits@tzukpolinsky ยท 2023-10: 6 commits@sronilsson ยท 2023-11: 164 commits@inoejj ยท 2023-11: 3 commits@sronilsson ยท 2023-12: 87 commits2024@sronilsson ยท 2024-01: 93 commits@sronilsson ยท 2024-02: 119 commits@sronilsson ยท 2024-03: 48 commits@sronilsson ยท 2024-04: 78 commits@sronilsson ยท 2024-05: 63 commits@sronilsson ยท 2024-06: 22 commits@sronilsson ยท 2024-07: 60 commits@sronilsson ยท 2024-08: 36 commits@sronilsson ยท 2024-09: 56 commits@sronilsson ยท 2024-10: 20 commits@sronilsson ยท 2024-11: 62 commits@sronilsson ยท 2024-12: 47 commits2025@sronilsson ยท 2025-01: 31 commits@sronilsson ยท 2025-02: 102 commits@sronilsson ยท 2025-03: 68 commits@sronilsson ยท 2025-04: 83 commits@sronilsson ยท 2025-05: 30 commits@sronilsson ยท 2025-06: 32 commits@sronilsson ยท 2025-07: 102 commits@sronilsson ยท 2025-08: 42 commits@sronilsson ยท 2025-09: 29 commits@sronilsson ยท 2025-10: 46 commits@florianduclot ยท 2025-10: 1 commits@sronilsson ยท 2025-11: 80 commits@sronilsson ยท 2025-12: 70 commits2026@sronilsson ยท 2026-01: 79 commits@sronilsson ยท 2026-02: 84 commits@sronilsson ยท 2026-03: 57 commits@sronilsson ยท 2026-04: 29 commits@sronilsson ยท 2026-05: 20 commits@sronilsson ยท 2026-06: 111 commits@sronilsson ยท 2026-07: 30 commits
@sronilsson@sgoldenlab@aasiya-islam@inoejj@tzukpolinsky@florianduclot@justinshenkothers

each bar = one month ยท height = commits that month ยท colour = contributor ยท July 2026

Documentation authorship (surviving lines · prose + docstrings)

@sronilsson61.7K27,951 prose · 33,747 docstring@sronilsson@sronilsson61.7K documentation lines · 27,951 prose + 33,747 docstring @sgoldenlab1.9K1,877 prose · 0 docstring@sgoldenlab@sgoldenlab1.9K documentation lines · 1,877 prose + 0 docstring @aasiya-islam699699 prose · 0 docstring@aasiya-islam@aasiya-islam699 documentation lines · 699 prose + 0 docstring @inoejj122122 prose · 0 docstring@inoejj@inoejj122 documentation lines · 122 prose + 0 docstring @tzukpolinsky810 prose · 81 docstring@tzukpolinsky@tzukpolinsky81 documentation lines · 0 prose + 81 docstring @Toshea1111111 prose · 0 docstring@Toshea111@Toshea11111 documentation lines · 11 prose + 0 docstring @florianduclot100 prose · 10 docstring@florianduclot@florianduclot10 documentation lines · 0 prose + 10 docstring @goodwinnastacia66 prose · 0 docstring@goodwinnastacia@goodwinnastacia6 documentation lines · 6 prose + 0 docstring @sophihwang2611 prose · 0 docstring@sophihwang26@sophihwang261 documentation lines · 1 prose + 0 docstring

bar & bold number = documentation lines that survive in the current release (git blame HEAD) · prose + Python docstrings · linear scale · 69 pages · 98 tutorials · 42 notebooks · July 2026

4,147 commits across 849 days, 2021โ€“2026 ยท a single maintainer

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Less More

Codebase growth (cumulative Python + documentation lines)

237K02020202120222023202420252026
Python codedocumentation

net lines accumulated over time ยท โ‰ˆ206K Python + โ‰ˆ31K docs ยท July 2026

Who writes this stuff??๏ƒ

SimBA was originally written in the Sam Golden lab at the University of Washington during 2019โ€“2020, by postdoc Simon Nilsson with help from lab manager Jia Jie Choong and PhD student Nastacia Goodwin. A related plotly dashboard (not maintained as of 2020) was also written by Sophia Hwang and Aasiya Islam.

The code written in the Sam Golden lab is no longer maintained or supported. This early code can be a little tricky to work with โ€” it is not object-oriented and has no tests or checks โ€” but if needed, it can be found by installing a simba-uw-tf-dev version prior to 0.77.0 from PyPI.

Note

I left the Golden lab in 2020 and have maintained SimBA in my spare time from North Carolina ever since. Since October 2020 I have written and maintained the codebase, GitHub repository, pip package, API, documentation, and support channels myself โ€” without dedicated funding, hardware, or staff. This is only possible thanks to the collaborative, friendly community and their expert feedback and suggestions!

โ€” Simon

Notes on development๏ƒ

Tip

Coming from pose-estimation packages such as DeepLabCut or SLEAP, users of SimBA can occasionally feel some frustration at the lack of UX design, unit/regression tests, version control, CI/CD, and repo layout. Please be mindful that SimBA is not supported by dedicated funding or a developer team, so we have not been able to prioritize these best practices. If you need help troubleshooting your SimBA project, it is very helpful to have a small data sample ready. SimBA development is not supported by any GPUs, and we have a restricted set of smaller projects to test with that may be unrelated to your use-case.

SimBA is built and maintained for free, in spare time. If it helps your research, the best ways to say thanks:

โญ  Star on GitHub ๐Ÿ“‘  Cite SimBA