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Michael Love
Michael Steinbaugh
pyup.io bot
Nathan Dunn
Brent Pedersen









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Community Health
Community Size
1,152
Authors
45
Active Authors
last 2 years
148
Multi-Pub Authors
2+ publications
4.5%
Top Author Share
top 10 authors
9,942
Contributors
717
Active Contributors
2,415
Core Contributors
1,525
Multi-Repo
2+ repos
27,811
Participants
Publications
Avg Authors/Pub9.6
International75 (52.8%)
Cross-Institutional114 (80.3%)
Network Density0.0222
Collaboration Bridges
H
Hervé MénagerA
Anna KreshukJ
Josh MooreM
Matthew RocklinK
Krzysztof J. GorgolewskiDomain Connectors
R
Robin Browaeys7 fields, 13 topicsB
Bùi Quang Minh6 fields, 12 topicsY
Yvan Saeys5 fields, 10 topicsA
Arndt von Haeseler5 fields, 8 topicsJ
Jan G. Bjaalie5 fields, 8 topicsRepositories
Avg Contributors/Repo50.5
International Repos0
Cross-Institutional Repos0
Network Density0.0099
Collaboration Bridges
Domain Connector Repos
brainglobe/brainglobe-atlasapi10 fields, 32 topics
saeyslab/nichenetr7 fields, 13 topics
iqtree/iqtree26 fields, 18 topics
biocypher/biocypher6 fields, 6 topics
opensim-org/opensim-core4 fields, 4 topics
Publications
Author Concentration5%
Healthy (3+ authors)123/142 (87%)
Solo author15/142 (11%)
At-Risk Publications (11)
| Publication | Author | Year |
|---|---|---|
| Matplotlib: A 2D Graphics Environment | John D. Hunter | 2007 |
| <b>tolerance</b>: An<i>R</i>Package for Estimating Tolerance Intervals | Derek S. Young | 2010 |
| Computing Tolerance Intervals and Regions Using R | Derek S. Young | 2014 |
| Normal Tolerance Interval Procedures in the tolerance Package | S. Young Derek | 2016 |
| Data Structures for Statistical Computing in Python | Wes McKinney | 2010 |
Repositories
Portfolio Bus Factor:2
Healthy distribution137/251 (55%)
Single maintainer49/251 (20%)
At-Risk Repositories (10)
| Repository | Top % | Core | Active |
|---|---|---|---|
| cran/mixtools | 100% | 1 | |
| cran/limma | 100% | 1 | |
| saeyslab/multinichenetr | 100% | 1 | |
| cran/tolerance | 100% | 1 | |
| veupathdb/microbiomedb | 100% | 1 |
Publications
Publication Trend↘
Author Consistency0.96
Avg Years Active/Author1.2
Publications by Year
2019
21
2020
15
2021
17
2022
13
2023
13
2024
13
2025
7
2026
15
Repositories
Commits (52 weeks)79,745
Commits (12 weeks)18,954→
Avg Contributor Consistency0.52
Avg Active Weeks/Contributor32.4
Author Retention
| Year | Total | New | Ret. | Churn |
|---|---|---|---|---|
| 2021 | 87 | 79 | 8 | 118 |
| 2022 | 169 | 156 | 13 | 74 |
| 2023 | 169 | 156 | 13 | 156 |
| 2024 | 144 | 127 | 17 | 152 |
| 2025 | 29 | 28 | 1 | 143 |
| 2026 | 24 | 16 | 8 | 21 |
Overall Retention Rate0.7%
Contributor Retention
New Contributors (12mo)238
Retained626
Churned5847
Retention Rate9.7%
Engagement
Citing Community
Citing Authors93,559
Citing Institutions10,174
Citing Topic Breadth
Domains4
Fields26
Subfields225
Topics2,334
Top Citing Fields
Biochemistry, Genetics and Molecular Biology11,379
Medicine4,118
Agricultural and Biological Sciences3,877
Environmental Science3,082
Computer Science1,777
Immunology and Microbiology1,395
Engineering1,229
Neuroscience1,008
Earth and Planetary Sciences765
Physics and Astronomy708
Top Citing Subfields
Molecular Biology8,995
Genetics2,568
Plant Science2,251
Ecology2,243
Artificial Intelligence983
Immunology963
Ecology, Evolution, Behavior and Systematics891
Biophysics783
Cell Biology761
Cancer Research760
Repository Activity
Issues Opened40,544
Issues Closed37,911
PRs Opened45,887
PRs Reviewed0
Comments93,075
Helpful Reactions14,807
Avg 0.16 reactions/comment
26514 reporters0 reviewers276 triagers369 support
Champions
Most Prolific Authors
B
Bùi Quang Minh
15 publications
A
Arndt von Haeseler
8 publications
T
Troy W. Margrie
6 publications
High-Impact Maintainers
TensorFlower Gardener
179 citations, 258,972 stars
Qianli Scott Zhu
179 citations, 258,237 stars
Yong Tang
179 citations, 195,050 stars
Longest Author Careers
O
Oliver Kohlbacher
17 years (2008-2024)
B
Bùi Quang Minh
12 years (2013-2024)
H
Henry van den Bedem
10 years (2015-2024)
Longevity Leaders
Claus Ibsen
19 years, 97% consistency
Bruce Fischl
29 years, 63% consistency
Melissa Linkert
21 years, 87% consistency
Community Advocates
codecov[bot]
2968 comments, 1 reactions
github-actions[bot]
2094 comments, 11 reactions
dependabot[bot]
896 comments, 0 reactions
Top People
Top Authors (1000)
| Author | Pubs ▼ | Institutions | Topics | Years |
|---|---|---|---|---|
B Bùi Quang Minh | 15 | 4 | 12 | 2013-2024 |
A Arndt von Haeseler | 8 | 3 | 8 | 2014-2020 |
T Troy W. Margrie | 6 | 5 | 12 | 2016-2025 |
A Adam L. Tyson | 5 | 4 | 11 | 2020-2025 |
R Robert Lanfear | 5 | 1 | 6 | 2019-2024 |
Y Yvan Saeys | 5 | 3 | 10 | 2018-2022 |
R Robin Browaeys | 5 | 2 | 13 | 2019-2022 |
J Jan G. Bjaalie | 4 | 1 | 8 | 2023-2026 |
A Alexandre Gramfort | 4 | 10 | 5 | 2013-2018 |
K Krzysztof J. Gorgolewski | 4 | 1 | 5 | 2017-2019 |
J James S. Fraser | 4 | 1 | 6 | 2015-2024 |
D D.A. Keedy | 4 | 5 | 6 | 2015-2024 |
W Wouter Saelens | 4 | 4 | 8 | 2018-2022 |
H Henry van den Bedem | 4 | 4 | 6 | 2015-2024 |
O Osvaldo A. Martin | 4 | 4 | 6 | 2019-2026 |
R Rob Patro | 3 | 1 | 7 | 2021-2022 |
H Harry Carey | 3 | 1 | 5 | 2025-2026 |
F Federico Claudi | 3 | 3 | 8 | 2020-2022 |
F Frank Bergmann | 3 | 2 | 1 | 2018-2020 |
B Brett G. Olivier | 3 | 3 | 1 | 2018-2020 |
Top Contributors (1000)
| Contributor | Repos | Commits ▼ | Status | Consistency |
|---|---|---|---|---|
| 3 | 57,777 | Core | 0.64 | |
| 1 | 26,685 | Core | 0.97 | |
| 1 | 22,057 | Core | 1.00 | |
| 1 | 18,443 | Core | 0.72 | |
| 2 | 14,990 | Core | 0.46 | |
| 1 | 13,604 | Core | 0.00 | |
| 1 | 11,766 | Core | 0.79 | |
| 5 | 11,133 | Core | 0.50 | |
| 13 | 10,726 | Core | 0.17 | |
| 4 | 10,590 | Core | 0.44 | |
| 1 | 10,248 | Core | 0.84 | |
| 3 | 10,097 | Core | 0.89 | |
| 2 | 9,873 | Core | 0.46 | |
| 1 | 9,751 | Core | 0.96 | |
| 1 | 9,739 | Core | 0.89 | |
| 2 | 9,128 | Core | 0.28 | |
| 1 | 8,854 | Core | 0.87 | |
| 6 | 8,646 | Core | 0.35 | |
| 3 | 8,357 | Core | 0.87 | |
| 2 | 7,838 | Core | 0.95 |
Showing 1 to 20 of 1000 results