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Impact Analysis

111,111
Total Citations
82,772
Unique Citing Papers
15
Citing Fields
20
Citing Institutions
187
Linked Publications
52 canonical · 103 mentions · 32 papers
66,743
Papers Depending on Software
4025.5M
Package Downloads
149,240
Dependent Packages
276,611
External Users
Non-contributor participants
Publications
Total Citations111,111
Median Citations14
Portfolio FWCI38.20

Citation Trajectory

→
138
12
250
13
435
14
797
15
1116
16
1661
17
2755
18
4363
19
7212
20
12264
21
14690
22
17161
23
20339
24
22996
25
4649
26
Repositories
Paper Connections187
Papers Depending on Software66,743
Package Downloads4025.5M
Dependent Packages149,240
Dependent Repos2,344,756

Adoption Signals

Issues from Users308,118
PRs from Users281,909
External Unique Users276,611
Publications
38.20FWCI (82 papers)

Percentile Distribution

Top 1% (56)Top 10% (18)No data (68)

Citation Distribution

0
30
1-5
27
6-20
20
21-50
15
51-100
5
101-500
25
500+
20

Top Papers

TitleCit. ▼FWCIPctl
Matplotlib: A 2D Graphics Environment37,86930.17100th
Array programming with NumPy20,8491275.47100th
Data Structures for Statistical Computing in Python10,7870.47100th
scikit-image: image processing in Python6,68989.08100th
Optuna6,488152.17100th
Python Materials Genomics (pymatgen): A robust, open-source python library for materials analysis4,06616.22100th
CasADi: a software framework for nonlinear optimization and optimal control3,661160.13100th
Crystal Graph Convolutional Neural Networks for an Accurate and Interpretable Prediction of Material Properties2,44660.46100th
pandas-dev/pandas: Pandas1,690--
xarray: N-D labeled Arrays and Datasets in Python1,58938.16100th
Repositories

Mention Sources

Softcite
277
CZI
34
SoftwareKG
38

29 software items confirmed by multiple sources

Publications
Citing Authors222,153
Citing Institutions18,129

Top Citing Institutions

Centre National de la Recherche Scientifique(FR)
3444 citations
University of California, Berkeley(US)
1506 citations
Massachusetts Institute of Technology(US)
1367 citations
California Institute of Technology(US)
1358 citations
University of Cambridge(GB)
1345 citations
University of Oxford(GB)
1255 citations

Recent Citing Papers

  • Analysis of the H.E.S.S. public data release with ctools
    2019cites: Matplotlib: A 2D Graphics Environment
  • Jet Structure and Burst Environment of GRB 221009A
    2024cites: Matplotlib: A 2D Graphics Environment
  • Bridging the Gap between Spatial and Spectral Domains: A Theoretical Framework for Graph Neural Networks
    2021cites: Crystal Graph Convolutional Neural Networks for an Accurate and Interpretable Prediction of Material Properties
  • Measurement of prompt charged-particle production in proton-proton collisions at a centre-of-mass energy of 13 TeV
    2021cites: Matplotlib: A 2D Graphics Environment
  • Advancing AI-Driven Analysis in X-ray Absorption Spectroscopy: Spectral Domain Mapping and Universal Models
    2025cites: Python Materials Genomics (pymatgen): A robust, open-source python library for materials analysis
Repositories

Software Used By

University of Auckland(NZ)
10 papers
University of Washington(US)
7 papers
Stanford University(US)
4 papers
University of Freiburg(DE)
4 papers
New York University(US)
4 papers
Kyoto University(JP)
4 papers
Consejo Nacional de Investigaciones Científicas y Técnicas(AR)
4 papers
Massachusetts Institute of Technology(US)
3 papers
University of Illinois Urbana-Champaign(US)
3 papers
Charles University(CZ)
3 papers

External User Breakdown

Issue Reporters269,587
Reviewers0
Triagers2,225
Supporters1,141
Publications
Citing Domains4
Citing Fields26
Citing Subfields242

Top Citing Fields

Physics and Astronomy22467
Engineering21403
Computer Science19778
Biochemistry, Genetics and Molecular Biology14811
Materials Science9706
Medicine9571
Environmental Science7660
Earth and Planetary Sciences6729
Chemistry4171
Neuroscience3974

Top Citing Subfields

Astronomy and Astrophysics16537
Molecular Biology11327
Artificial Intelligence10355
Materials Chemistry8632
Electrical and Electronic Engineering6216
Instrumentation5769
Computer Vision and Pattern Recognition5182
Biomedical Engineering4089
Computational Theory and Mathematics3826
Control and Systems Engineering3728
Repositories

Software by Research Field

Computer Science
66
Decision Sciences
16
Medicine
14
Engineering
13
Biochemistry, Genetics and Molecular Biology
12
Materials Science
10
Social Sciences
7
Earth and Planetary Sciences
7
Environmental Science
6
Economics, Econometrics and Finance
5
Mathematics
4
Physics and Astronomy
4
Health Professions
3
Psychology
2
Neuroscience
1

Countries (34)

208
United States
58
China
36
New Zealand
31
Austria
30
Germany
20
Italy
18
Japan
15
Australia
14
Portugal
13
France
11
Argentina
11
The Netherlands
9
Belgium
9
India
8
Norway
7
United Kingdom
6
Brazil
5
Ireland
5
Czechia
5
Canada
4
Finland
4
South Korea
3
South Africa
3
Denmark
3
Switzerland
2
Sri Lanka
2
Croatia
2
Saudi Arabia
2
Singapore
1
Sweden
1
Russia
1
Vietnam
1
Türkiye
1
Jordan

215 institutions total, 215 with coordinates

Open Access Status

142
Green OA
Gold OA
Closed Access
Unknown
Hybrid OA
Bronze OA

Research Topics

Computational Physics and Python Applications
14
Time Series Analysis and Forecasting
9
Machine Learning in Materials Science
8
Explainable Artificial Intelligence (XAI)
7
Anomaly Detection Techniques and Applications
6
Machine Learning and Data Classification
5
Topic Modeling
5
Computational Drug Discovery Methods
4
Machine Learning in Healthcare
4
Other
20

Publication Venues

Zenodo (CERN European Organization for Nuclear Research)
45
The Journal of Open Source Software
14
Lecture notes in computer science
6
Communications in computer and information science
3
Figshare
3
arXiv (Cornell University)
2
Computing in Science & Engineering
2
Other
10