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Benjamin Peterson
Vincent Rubinetti
Daniel Himmelstein
Dominik Moritz
Prabhant Singh









...
Community Health
Community Size
936
Authors
91
Active Authors
last 2 years
83
Multi-Pub Authors
2+ publications
3.4%
Top Author Share
top 10 authors
16,450
Contributors
961
Active Contributors
4,542
Core Contributors
2,254
Multi-Repo
2+ repos
39,120
Participants
Publications
Avg Authors/Pub9.5
International47 (43.1%)
Cross-Institutional80 (73.4%)
Network Density0.0261
Collaboration Bridges
J
Jean‐Christophe Fillion‐RobinS
Stephen AylwardF
Fabian PedregosaM
Martin SteineggerB
Brigitta SipőczDomain Connectors
J
J. Nathan Kutz6 fields, 6 topicsF
Floris van Breugel6 fields, 6 topicsB
Bingni W. Brunton6 fields, 6 topicsJ
Jan G. Bjaalie5 fields, 8 topicsI
Ingvild E. Bjerke5 fields, 7 topicsRepositories
Avg Contributors/Repo27.0
International Repos0
Cross-Institutional Repos0
Network Density0.0059
Collaboration Bridges
Domain Connector Repos
brainglobe/brainglobe-atlasapi10 fields, 32 topics
hks5august/cpsm8 fields, 18 topics
ropensci/beautier7 fields, 17 topics
florisvb/pynumdiff6 fields, 6 topics
indecol/country_converter5 fields, 8 topics
Publications
Author Concentration3%
Healthy (3+ authors)82/109 (75%)
Solo author15/109 (14%)
At-Risk Publications (13)
| Publication | Author | Year |
|---|---|---|
| Matplotlib: A 2D Graphics Environment | John D. Hunter | 2007 |
| Non-Axiomatic Logic Modeling of English Texts for Knowledge Discovery and Commonsense Reasoning | Hiram Calvo | 2023 |
| testthat: Unit Testing for R | Hadley Wickham | 2009 |
| Building Predictive Models in <i>R</i> Using the <b>caret</b> Package | Max Kühn | 2008 |
| lifelines: survival analysis in Python | Cameron Davidson-Pilon | 2019 |
Repositories
Portfolio Bus Factor:1
Healthy distribution183/753 (24%)
Single maintainer425/753 (56%)
At-Risk Repositories (10)
| Repository | Top % | Core | Active |
|---|---|---|---|
| changtvs/intmedtechlab | 100% | 1 | |
| https://github.com/riccampbell/fair4rs_repos_dois | 100% | 1 | |
| https://github.com/stdlib-js/constants-float32-max-base10-exponent-subnormal | 100% | 1 | |
| https://github.com/aclab-bioinfo/aclab_website_1.1.5 | 100% | 1 | |
| shaunkyle/misdiagnosisofathleteecg | 100% | 1 |
Publications
Publication Trend→
Author Consistency0.97
Avg Years Active/Author1.1
Publications by Year
2019
8
2020
14
2021
22
2022
13
2023
22
2024
14
2025
23
2026
15
Repositories
Commits (52 weeks)87,161
Commits (12 weeks)18,192→
Avg Contributor Consistency0.62
Avg Active Weeks/Contributor21.1
Author Retention
| Year | Total | New | Ret. | Churn |
|---|---|---|---|---|
| 2021 | 131 | 125 | 6 | 107 |
| 2022 | 116 | 115 | 1 | 130 |
| 2023 | 145 | 145 | 0 | 116 |
| 2024 | 161 | 159 | 2 | 143 |
| 2025 | 75 | 74 | 1 | 160 |
| 2026 | 24 | 16 | 8 | 67 |
Overall Retention Rate1.1%
Contributor Retention
New Contributors (12mo)492
Retained727
Churned8795
Retention Rate7.6%
Engagement
Citing Community
Citing Authors114,228
Citing Institutions12,207
Citing Topic Breadth
Domains4
Fields26
Subfields236
Topics2,805
Top Citing Fields
Biochemistry, Genetics and Molecular Biology10,537
Computer Science7,592
Medicine4,719
Engineering4,377
Environmental Science3,481
Agricultural and Biological Sciences2,850
Physics and Astronomy1,904
Materials Science1,772
Neuroscience1,205
Decision Sciences1,034
Top Citing Subfields
Molecular Biology7,777
Computer Vision and Pattern Recognition3,238
Artificial Intelligence3,153
Genetics2,640
Ecology1,992
Materials Chemistry1,585
Plant Science1,400
Radiology, Nuclear Medicine and Imaging1,212
Computational Theory and Mathematics1,066
Media Technology1,026
Repository Activity
Issues Opened45,045
Issues Closed45,947
PRs Opened58,739
PRs Reviewed0
Comments108,825
Helpful Reactions19,049
Avg 0.18 reactions/comment
37283 reporters0 reviewers437 triagers416 support
Champions
Most Prolific Authors
A
Alan C. Bovik
4 publications
T
Troy W. Margrie
4 publications
A
Adam L. Tyson
4 publications
High-Impact Maintainers
TensorFlower Gardener
179 citations, 343,769 stars
Qianli Scott Zhu
179 citations, 335,922 stars
Aarni Koskela
0 citations, 248,903 stars
Longest Author Careers
J
Jean‐Christophe Fillion‐Robin
13 years (2012-2024)
S
Stephen Aylward
11 years (2012-2022)
K
Konstantin Stadler
9 years (2017-2025)
Longevity Leaders
Robert Bradshaw
18 years, 76% consistency
Andras Lasso
17 years, 79% consistency
scoder
15 years, 90% consistency
Community Advocates
codecov[bot]
5017 comments, 4 reactions
github-actions[bot]
4928 comments, 20 reactions
dependabot[bot]
1712 comments, 0 reactions
Top People
Top Authors (936)
| Author | Pubs ▼ | Institutions | Topics | Years |
|---|---|---|---|---|
A Adam L. Tyson | 4 | 4 | 9 | 2020-2025 |
J Jan G. Bjaalie | 4 | 1 | 8 | 2023-2026 |
T Troy W. Margrie | 4 | 4 | 9 | 2020-2025 |
O Osvaldo A. Martin | 4 | 4 | 6 | 2019-2026 |
A Alan C. Bovik | 4 | 1 | 5 | 2004-2006 |
A Atsushi Togo | 3 | 2 | 7 | 2018-2024 |
H Hadley Wickham | 3 | 0 | 3 | 2009-2017 |
H Harry Carey | 3 | 1 | 5 | 2025-2026 |
T Trygve B. Leergaard | 3 | 1 | 7 | 2023-2026 |
Z Zhou Wang | 3 | 3 | 5 | 2004-2004 |
I Ingvild E. Bjerke | 3 | 1 | 7 | 2023-2026 |
T Tim Green | 2 | 2 | 3 | 2021-2024 |
M Mona G. Flores | 2 | 1 | 6 | 2022-2024 |
A Alexander Pritzel | 2 | 2 | 3 | 2021-2024 |
L Lydia Ng | 2 | 2 | 5 | 2014-2020 |
P Paris Perdikaris | 2 | 1 | 5 | 2021-2021 |
C Carole Goble | 2 | 1 | 4 | 2016-2022 |
S Stian Soiland‐Reyes | 2 | 3 | 3 | 2016-2022 |
R Rubén Portugues | 2 | 3 | 5 | 2020-2021 |
F Floris van Breugel | 2 | 1 | 6 | 2020-2022 |
Top Contributors (1000)
| Contributor | Repos | Commits ▼ | Status | Consistency |
|---|---|---|---|---|
| 5 | 59,559 | Core | 0.67 | |
| 6 | 14,000 | Core | 0.52 | |
| 2 | 11,767 | Core | 0.90 | |
| 4 | 10,636 | Core | 0.44 | |
| 6 | 10,533 | Core | 0.89 | |
| 9 | 9,860 | Core | 0.37 | |
| 1 | 9,751 | Core | 0.96 | |
| 1 | 9,522 | Core | 0.58 | |
| 3 | 9,326 | Core | 0.62 | |
| 2 | 9,128 | Core | 0.28 | |
| 1 | 8,854 | Core | 0.87 | |
| 1 | 8,216 | Core | 0.00 | |
| 3 | 7,826 | Core | 0.54 | |
| 1 | 7,327 | Core | 0.78 | |
| 2 | 7,267 | Core | 0.42 | |
| 1 | 7,222 | Core | 0.70 | |
| 8 | 6,998 | Core | 0.19 | |
| 2 | 6,935 | Core | 0.92 | |
| 3 | 6,673 | Core | 0.20 | |
| 5 | 6,546 | Core | 0.07 |
Showing 1 to 20 of 1000 results